FileBase 20160505--39--12.13.2016-16.30 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 3.02 and 4.54 GB. - 8 bytes per element (scalar), 202906000 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.08 and 0.11 GB. - 8 bytes per element (scalar), 5072650 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.02 and 0.03 GB. - 2 bytes per element (data_int), 5072650 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.01 and 0.01 GB. - 1 bytes per element (char), 5072650 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.01 and 0.01 GB. - 1 bytes per element (char), 5072650 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. Note that nPoints=202906, nDims=25, MaxPossibleClusters=1000 Total memory usage will be between 3.15 and 4.72 GB. RAM limit is set at 62.82 GB. ---------------------------------------------------------- Loaded 202906 data points of dimension 25. MEMO: A lower score indicates a better clustering Starting from 2 clusters... ------ Clustering full data set of 202906 points ------ SP: Assigned 2 initial classes randomly. Iteration 0F (2.282882 sec): 2 clusters Score: Raw -11013907.390292 + Penalty 2144.697416 = -11011762.692876 nChanged 1827 Iteration 1Q (2.575194 sec): 2 clusters Score: Raw -11053686.159860 + Penalty 2144.697416 = -11051541.462445 nChanged 1424 Iteration 2Q (2.874913 sec): 2 clusters Score: Raw -11061683.906706 + Penalty 2144.697416 = -11059539.209291 nChanged 636 Iteration 3Q (3.174407 sec): 2 clusters Score: Raw -11063308.808211 + Penalty 2144.697416 = -11061164.110795 nChanged 270 Iteration 4Q (3.467434 sec): 2 clusters Score: Raw -11063600.334972 + Penalty 2144.697416 = -11061455.637556 nChanged 109 Iteration 5Q (3.787520 sec): 2 clusters Score: Raw -11063642.666557 + Penalty 2144.697416 = -11061497.969141 nChanged 42 Iteration 6Q (4.111876 sec): 2 clusters Score: Raw -11063649.731491 + Penalty 2144.697416 = -11061505.034075 nChanged 15 Iteration 7Q (4.415275 sec): 2 clusters Score: Raw -11063650.851361 + Penalty 2144.697416 = -11061506.153945 nChanged 5 Iteration 8Q (4.736008 sec): 2 clusters Score: Raw -11063651.175105 + Penalty 2144.697416 = -11061506.477689 nChanged 3 Iteration 9Q (5.012760 sec): 2 clusters Score: Raw -11063651.271372 + Penalty 2144.697416 = -11061506.573957 nChanged 0 Iteration 10F (5.308621 sec): 2 clusters Score: Raw -11063651.271372 + Penalty 2144.697416 = -11061506.573957 nChanged 0 Compute initial score before splitting: Score: Raw -11063651.271372 + Penalty 2144.697416 = -11061506.573957 Trying to split cluster 1 (198575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.038464 sec): 2 clusters Score: Raw -11084595.832317 + Penalty 2140.910836 = -11082454.921481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.533172 sec): 3 clusters Score: Raw -10956774.854436 + Penalty 4281.821672 = -10952493.032765 nChanged 96638 SP:Iteration 1F (7.035658 sec): 3 clusters Score: Raw -11184528.240207 + Penalty 4281.821672 = -11180246.418535 nChanged 46618 SP:Iteration 2F (7.503092 sec): 3 clusters Score: Raw -11402154.521368 + Penalty 4281.821672 = -11397872.699697 nChanged 18513 SP:Iteration 3F (7.940138 sec): 3 clusters Score: Raw -11440853.542182 + Penalty 4281.821672 = -11436571.720510 nChanged 5838 SP:Iteration 4Q (8.389152 sec): 3 clusters Score: Raw -11444506.198149 + Penalty 4281.821672 = -11440224.376477 nChanged 2160 SP:Iteration 5Q (8.832756 sec): 3 clusters Score: Raw -11445081.942729 + Penalty 4281.821672 = -11440800.121057 nChanged 916 SP:Iteration 6Q (9.264617 sec): 3 clusters Score: Raw -11445209.977261 + Penalty 4281.821672 = -11440928.155589 nChanged 519 SP:Iteration 7Q (9.695340 sec): 3 clusters Score: Raw -11445254.545645 + Penalty 4281.821672 = -11440972.723973 nChanged 316 SP:Iteration 8Q (10.182841 sec): 3 clusters Score: Raw -11445274.557003 + Penalty 4281.821672 = -11440992.735331 nChanged 234 SP:Iteration 9Q (10.659271 sec): 3 clusters Score: Raw -11445288.284731 + Penalty 4281.821672 = -11441006.463060 nChanged 185 SP:Iteration 10Q (11.087651 sec): 3 clusters Score: Raw -11445298.474158 + Penalty 4281.821672 = -11441016.652486 nChanged 122 SP:Iteration 11Q (11.544298 sec): 3 clusters Score: Raw -11445302.069890 + Penalty 4281.821672 = -11441020.248218 nChanged 70 SP:Iteration 12Q (12.001255 sec): 3 clusters Score: Raw -11445303.315467 + Penalty 4281.821672 = -11441021.493795 nChanged 49 SP:Iteration 13Q (12.464829 sec): 3 clusters Score: Raw -11445304.104453 + Penalty 4281.821672 = -11441022.282781 nChanged 37 SP:Iteration 14Q (12.933599 sec): 3 clusters Score: Raw -11445304.625493 + Penalty 4281.821672 = -11441022.803822 nChanged 30 SP:Iteration 15Q (13.350858 sec): 3 clusters Score: Raw -11445304.986194 + Penalty 4281.821672 = -11441023.164522 nChanged 25 SP:Iteration 16Q (13.831771 sec): 3 clusters Score: Raw -11445305.217910 + Penalty 4281.821672 = -11441023.396238 nChanged 23 SP:Iteration 17Q (14.335662 sec): 3 clusters Score: Raw -11445305.464434 + Penalty 4281.821672 = -11441023.642762 nChanged 22 SP:Iteration 18Q (14.838548 sec): 3 clusters Score: Raw -11445305.648227 + Penalty 4281.821672 = -11441023.826555 nChanged 17 SP:Iteration 19Q (15.374379 sec): 3 clusters Score: Raw -11445305.775954 + Penalty 4281.821672 = -11441023.954283 nChanged 10 SP:Iteration 20F (15.856645 sec): 3 clusters Score: Raw -11445305.852709 + Penalty 4281.821672 = -11441024.031038 nChanged 11 SP:Iteration 21Q (16.277728 sec): 3 clusters Score: Raw -11445305.954181 + Penalty 4281.821672 = -11441024.132509 nChanged 18 SP:Iteration 22Q (16.710946 sec): 3 clusters Score: Raw -11445306.143513 + Penalty 4281.821672 = -11441024.321841 nChanged 17 SP:Iteration 23Q (17.147209 sec): 3 clusters Score: Raw -11445306.301797 + Penalty 4281.821672 = -11441024.480125 nChanged 11 SP:Iteration 24Q (17.605533 sec): 3 clusters Score: Raw -11445306.391485 + Penalty 4281.821672 = -11441024.569813 nChanged 12 SP:Iteration 25Q (18.053146 sec): 3 clusters Score: Raw -11445306.464192 + Penalty 4281.821672 = -11441024.642520 nChanged 7 SP:Iteration 26Q (18.471652 sec): 3 clusters Score: Raw -11445306.498428 + Penalty 4281.821672 = -11441024.676756 nChanged 4 SP:Iteration 27Q (18.902074 sec): 3 clusters Score: Raw -11445306.521001 + Penalty 4281.821672 = -11441024.699330 nChanged 3 SP:Iteration 28Q (19.335332 sec): 3 clusters Score: Raw -11445306.534935 + Penalty 4281.821672 = -11441024.713264 nChanged 3 SP:Iteration 29Q (19.804300 sec): 3 clusters Score: Raw -11445306.554112 + Penalty 4281.821672 = -11441024.732440 nChanged 5 SP:Iteration 30Q (20.247287 sec): 3 clusters Score: Raw -11445306.579123 + Penalty 4281.821672 = -11441024.757451 nChanged 2 SP:Iteration 31Q (20.688151 sec): 3 clusters Score: Raw -11445306.591812 + Penalty 4281.821672 = -11441024.770140 nChanged 4 SP:Iteration 32Q (21.125289 sec): 3 clusters Score: Raw -11445306.617497 + Penalty 4281.821672 = -11441024.795825 nChanged 3 SP:Iteration 33Q (21.575472 sec): 3 clusters Score: Raw -11445306.635742 + Penalty 4281.821672 = -11441024.814070 nChanged 7 SP:Iteration 34Q (22.036782 sec): 3 clusters Score: Raw -11445306.671118 + Penalty 4281.821672 = -11441024.849447 nChanged 2 SP:Iteration 35Q (22.514194 sec): 3 clusters Score: Raw -11445306.683930 + Penalty 4281.821672 = -11441024.862258 nChanged 1 SP:Iteration 36Q (22.941335 sec): 3 clusters Score: Raw -11445306.691910 + Penalty 4281.821672 = -11441024.870238 nChanged 3 SP:Iteration 37Q (23.383420 sec): 3 clusters Score: Raw -11445306.713778 + Penalty 4281.821672 = -11441024.892107 nChanged 4 SP:Iteration 38Q (23.876881 sec): 3 clusters Score: Raw -11445306.755494 + Penalty 4281.821672 = -11441024.933822 nChanged 2 SP:Iteration 39Q (24.367366 sec): 3 clusters Score: Raw -11445306.771307 + Penalty 4281.821672 = -11441024.949635 nChanged 4 SP:Iteration 40F (24.892633 sec): 3 clusters Score: Raw -11445306.807293 + Penalty 4281.821672 = -11441024.985621 nChanged 7 SP:Iteration 41Q (25.362874 sec): 3 clusters Score: Raw -11445306.856451 + Penalty 4281.821672 = -11441025.034780 nChanged 2 SP:Iteration 42Q (25.797706 sec): 3 clusters Score: Raw -11445306.866489 + Penalty 4281.821672 = -11441025.044817 nChanged 1 SP:Iteration 43Q (26.214627 sec): 3 clusters Score: Raw -11445306.870157 + Penalty 4281.821672 = -11441025.048485 nChanged 0 SP:Iteration 44F (26.679644 sec): 3 clusters Score: Raw -11445306.870157 + Penalty 4281.821672 = -11441025.048485 nChanged 0 Score: Raw -11424362.309212 + Penalty 4289.394832 = -11420072.914380 Splitting cluster 1 changes total score from -11061506.573957 to -11420072.914380 So it's getting split into cluster 2. Iteration 11F (27.683830 sec): 3 clusters Score: Raw -11479228.799235 + Penalty 4289.394832 = -11474939.404403 nChanged 3218 Iteration 12Q (28.149686 sec): 3 clusters Score: Raw -11502797.542622 + Penalty 4289.394832 = -11498508.147791 nChanged 3992 Iteration 13Q (28.601969 sec): 3 clusters Score: Raw -11506244.538725 + Penalty 4289.394832 = -11501955.143893 nChanged 3042 Iteration 14Q (29.059378 sec): 3 clusters Score: Raw -11507753.766303 + Penalty 4289.394832 = -11503464.371471 nChanged 2162 Iteration 15Q (29.494251 sec): 3 clusters Score: Raw -11508565.012090 + Penalty 4289.394832 = -11504275.617258 nChanged 1614 Iteration 16Q (29.961873 sec): 3 clusters Score: Raw -11509021.516108 + Penalty 4289.394832 = -11504732.121276 nChanged 1089 Iteration 17Q (30.355348 sec): 3 clusters Score: Raw -11509252.676280 + Penalty 4289.394832 = -11504963.281448 nChanged 833 Iteration 18Q (30.825264 sec): 3 clusters Score: Raw -11509384.625034 + Penalty 4289.394832 = -11505095.230202 nChanged 578 Iteration 19Q (31.276092 sec): 3 clusters Score: Raw -11509450.228656 + Penalty 4289.394832 = -11505160.833824 nChanged 408 Writing temp clu file Because OldScore, -11505095.230202, is greater than current (better) Score,-11505160.833824 Compute initial score before splitting: Score: Raw -11509450.228656 + Penalty 4289.394832 = -11505160.833824 Trying to split cluster 1 (152948 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.913792 sec): 2 clusters Score: Raw -9399350.169448 + Penalty 2095.093249 = -9397255.076199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.404772 sec): 3 clusters Score: Raw -9299453.245267 + Penalty 4190.186499 = -9295263.058768 nChanged 74053 SP:Iteration 1F (32.768249 sec): 3 clusters Score: Raw -9370351.658844 + Penalty 4190.186499 = -9366161.472345 nChanged 22183 SP:Iteration 2F (33.157359 sec): 3 clusters Score: Raw -9409739.174217 + Penalty 4190.186499 = -9405548.987718 nChanged 20365 SP:Iteration 3F (33.538527 sec): 3 clusters Score: Raw -9440812.895913 + Penalty 4190.186499 = -9436622.709414 nChanged 12173 SP:Iteration 4F (33.899281 sec): 3 clusters Score: Raw -9454247.825041 + Penalty 4190.186499 = -9450057.638542 nChanged 7202 SP:Iteration 5Q (34.330330 sec): 3 clusters Score: Raw -9460280.913249 + Penalty 4190.186499 = -9456090.726750 nChanged 4943 SP:Iteration 6Q (34.728382 sec): 3 clusters Score: Raw -9463885.763747 + Penalty 4190.186499 = -9459695.577248 nChanged 3976 SP:Iteration 7Q (35.127511 sec): 3 clusters Score: Raw -9466747.963699 + Penalty 4190.186499 = -9462557.777200 nChanged 3489 SP:Iteration 8Q (35.543060 sec): 3 clusters Score: Raw -9469440.610487 + Penalty 4190.186499 = -9465250.423988 nChanged 3192 SP:Iteration 9Q (35.946030 sec): 3 clusters Score: Raw -9471920.078437 + Penalty 4190.186499 = -9467729.891938 nChanged 2778 SP:Iteration 10Q (36.344960 sec): 3 clusters Score: Raw -9474050.426812 + Penalty 4190.186499 = -9469860.240313 nChanged 2388 SP:Iteration 11Q (36.720205 sec): 3 clusters Score: Raw -9475631.164568 + Penalty 4190.186499 = -9471440.978069 nChanged 1912 SP:Iteration 12Q (37.095313 sec): 3 clusters Score: Raw -9476515.951223 + Penalty 4190.186499 = -9472325.764724 nChanged 1424 SP:Iteration 13Q (37.475480 sec): 3 clusters Score: Raw -9476904.891233 + Penalty 4190.186499 = -9472714.704735 nChanged 1024 SP:Iteration 14Q (37.816917 sec): 3 clusters Score: Raw -9477078.662358 + Penalty 4190.186499 = -9472888.475859 nChanged 737 SP:Iteration 15Q (38.176775 sec): 3 clusters Score: Raw -9477163.033382 + Penalty 4190.186499 = -9472972.846883 nChanged 559 SP:Iteration 16Q (38.537357 sec): 3 clusters Score: Raw -9477210.121124 + Penalty 4190.186499 = -9473019.934625 nChanged 430 SP:Iteration 17Q (38.922687 sec): 3 clusters Score: Raw -9477236.371009 + Penalty 4190.186499 = -9473046.184510 nChanged 308 SP:Iteration 18Q (39.282847 sec): 3 clusters Score: Raw -9477251.442284 + Penalty 4190.186499 = -9473061.255785 nChanged 260 SP:Iteration 19Q (39.669996 sec): 3 clusters Score: Raw -9477260.901097 + Penalty 4190.186499 = -9473070.714598 nChanged 182 SP:Iteration 20F (40.031759 sec): 3 clusters Score: Raw -9477266.722048 + Penalty 4190.186499 = -9473076.535549 nChanged 151 SP:Iteration 21Q (40.544955 sec): 3 clusters Score: Raw -9477271.271376 + Penalty 4190.186499 = -9473081.084877 nChanged 133 SP:Iteration 22Q (41.031726 sec): 3 clusters Score: Raw -9477274.909400 + Penalty 4190.186499 = -9473084.722901 nChanged 107 SP:Iteration 23Q (41.522720 sec): 3 clusters Score: Raw -9477277.613484 + Penalty 4190.186499 = -9473087.426985 nChanged 92 SP:Iteration 24Q (42.015060 sec): 3 clusters Score: Raw -9477279.521993 + Penalty 4190.186499 = -9473089.335494 nChanged 82 SP:Iteration 25Q (42.452958 sec): 3 clusters Score: Raw -9477281.012642 + Penalty 4190.186499 = -9473090.826143 nChanged 59 SP:Iteration 26Q (42.847954 sec): 3 clusters Score: Raw -9477282.133020 + Penalty 4190.186499 = -9473091.946521 nChanged 48 SP:Iteration 27Q (43.226274 sec): 3 clusters Score: Raw -9477282.979102 + Penalty 4190.186499 = -9473092.792603 nChanged 47 SP:Iteration 28Q (43.606066 sec): 3 clusters Score: Raw -9477283.733778 + Penalty 4190.186499 = -9473093.547279 nChanged 36 SP:Iteration 29Q (43.979493 sec): 3 clusters Score: Raw -9477284.238201 + Penalty 4190.186499 = -9473094.051702 nChanged 22 SP:Iteration 30Q (44.334339 sec): 3 clusters Score: Raw -9477284.663926 + Penalty 4190.186499 = -9473094.477427 nChanged 24 SP:Iteration 31Q (44.705516 sec): 3 clusters Score: Raw -9477285.151562 + Penalty 4190.186499 = -9473094.965063 nChanged 20 SP:Iteration 32Q (45.097452 sec): 3 clusters Score: Raw -9477285.545335 + Penalty 4190.186499 = -9473095.358836 nChanged 23 SP:Iteration 33Q (45.454598 sec): 3 clusters Score: Raw -9477285.897094 + Penalty 4190.186499 = -9473095.710596 nChanged 15 SP:Iteration 34Q (45.791897 sec): 3 clusters Score: Raw -9477286.072843 + Penalty 4190.186499 = -9473095.886344 nChanged 15 SP:Iteration 35Q (46.139872 sec): 3 clusters Score: Raw -9477286.256954 + Penalty 4190.186499 = -9473096.070455 nChanged 11 SP:Iteration 36Q (46.489850 sec): 3 clusters Score: Raw -9477286.447301 + Penalty 4190.186499 = -9473096.260802 nChanged 9 SP:Iteration 37Q (46.863780 sec): 3 clusters Score: Raw -9477286.558201 + Penalty 4190.186499 = -9473096.371703 nChanged 7 SP:Iteration 38Q (47.245782 sec): 3 clusters Score: Raw -9477286.623912 + Penalty 4190.186499 = -9473096.437413 nChanged 3 SP:Iteration 39Q (47.613924 sec): 3 clusters Score: Raw -9477286.656745 + Penalty 4190.186499 = -9473096.470246 nChanged 7 SP:Iteration 40F (47.973691 sec): 3 clusters Score: Raw -9477286.776868 + Penalty 4190.186499 = -9473096.590369 nChanged 5 SP:Iteration 41Q (48.337028 sec): 3 clusters Score: Raw -9477286.923890 + Penalty 4190.186499 = -9473096.737391 nChanged 14 SP:Iteration 42Q (48.716425 sec): 3 clusters Score: Raw -9477287.152872 + Penalty 4190.186499 = -9473096.966373 nChanged 14 SP:Iteration 43Q (49.087270 sec): 3 clusters Score: Raw -9477287.327706 + Penalty 4190.186499 = -9473097.141207 nChanged 11 SP:Iteration 44Q (49.443085 sec): 3 clusters Score: Raw -9477287.475356 + Penalty 4190.186499 = -9473097.288857 nChanged 10 SP:Iteration 45Q (49.778509 sec): 3 clusters Score: Raw -9477287.648015 + Penalty 4190.186499 = -9473097.461516 nChanged 14 SP:Iteration 46Q (50.121116 sec): 3 clusters Score: Raw -9477287.868524 + Penalty 4190.186499 = -9473097.682025 nChanged 19 SP:Iteration 47Q (50.490893 sec): 3 clusters Score: Raw -9477288.258246 + Penalty 4190.186499 = -9473098.071747 nChanged 22 SP:Iteration 48Q (50.939772 sec): 3 clusters Score: Raw -9477288.705525 + Penalty 4190.186499 = -9473098.519026 nChanged 27 SP:Iteration 49Q (51.435182 sec): 3 clusters Score: Raw -9477289.258500 + Penalty 4190.186499 = -9473099.072001 nChanged 32 SP:Iteration 50Q (51.929813 sec): 3 clusters Score: Raw -9477289.977281 + Penalty 4190.186499 = -9473099.790782 nChanged 20 SP:Iteration 51Q (52.424000 sec): 3 clusters Score: Raw -9477290.354655 + Penalty 4190.186499 = -9473100.168156 nChanged 24 SP:Iteration 52Q (52.858979 sec): 3 clusters Score: Raw -9477290.812249 + Penalty 4190.186499 = -9473100.625750 nChanged 21 SP:Iteration 53Q (53.266112 sec): 3 clusters Score: Raw -9477291.162947 + Penalty 4190.186499 = -9473100.976448 nChanged 21 SP:Iteration 54Q (53.660653 sec): 3 clusters Score: Raw -9477291.427933 + Penalty 4190.186499 = -9473101.241434 nChanged 20 SP:Iteration 55Q (53.995838 sec): 3 clusters Score: Raw -9477291.713881 + Penalty 4190.186499 = -9473101.527382 nChanged 15 SP:Iteration 56Q (54.348966 sec): 3 clusters Score: Raw -9477291.922190 + Penalty 4190.186499 = -9473101.735691 nChanged 17 SP:Iteration 57Q (54.730061 sec): 3 clusters Score: Raw -9477292.105918 + Penalty 4190.186499 = -9473101.919419 nChanged 12 SP:Iteration 58Q (55.126567 sec): 3 clusters Score: Raw -9477292.224655 + Penalty 4190.186499 = -9473102.038156 nChanged 10 SP:Iteration 59Q (55.471272 sec): 3 clusters Score: Raw -9477292.326220 + Penalty 4190.186499 = -9473102.139721 nChanged 5 SP:Iteration 60F (55.803257 sec): 3 clusters Score: Raw -9477292.389592 + Penalty 4190.186499 = -9473102.203093 nChanged 9 SP:Iteration 61Q (56.156866 sec): 3 clusters Score: Raw -9477292.523127 + Penalty 4190.186499 = -9473102.336628 nChanged 13 SP:Iteration 62Q (56.515424 sec): 3 clusters Score: Raw -9477292.695765 + Penalty 4190.186499 = -9473102.509266 nChanged 12 SP:Iteration 63Q (56.890927 sec): 3 clusters Score: Raw -9477292.834956 + Penalty 4190.186499 = -9473102.648457 nChanged 7 SP:Iteration 64Q (57.246066 sec): 3 clusters Score: Raw -9477292.922618 + Penalty 4190.186499 = -9473102.736119 nChanged 6 SP:Iteration 65Q (57.599237 sec): 3 clusters Score: Raw -9477293.005967 + Penalty 4190.186499 = -9473102.819468 nChanged 4 SP:Iteration 66Q (57.990103 sec): 3 clusters Score: Raw -9477293.059230 + Penalty 4190.186499 = -9473102.872731 nChanged 3 SP:Iteration 67Q (58.360337 sec): 3 clusters Score: Raw -9477293.103464 + Penalty 4190.186499 = -9473102.916965 nChanged 5 SP:Iteration 68Q (58.745375 sec): 3 clusters Score: Raw -9477293.201190 + Penalty 4190.186499 = -9473103.014691 nChanged 10 SP:Iteration 69Q (59.117622 sec): 3 clusters Score: Raw -9477293.380963 + Penalty 4190.186499 = -9473103.194464 nChanged 14 SP:Iteration 70Q (59.489366 sec): 3 clusters Score: Raw -9477293.552882 + Penalty 4190.186499 = -9473103.366383 nChanged 10 SP:Iteration 71Q (59.867384 sec): 3 clusters Score: Raw -9477293.688379 + Penalty 4190.186499 = -9473103.501880 nChanged 6 SP:Iteration 72Q (60.254069 sec): 3 clusters Score: Raw -9477293.755706 + Penalty 4190.186499 = -9473103.569208 nChanged 5 SP:Iteration 73Q (60.711524 sec): 3 clusters Score: Raw -9477293.838227 + Penalty 4190.186499 = -9473103.651728 nChanged 9 SP:Iteration 74Q (61.169459 sec): 3 clusters Score: Raw -9477293.948541 + Penalty 4190.186499 = -9473103.762042 nChanged 5 SP:Iteration 75Q (61.660305 sec): 3 clusters Score: Raw -9477294.008509 + Penalty 4190.186499 = -9473103.822010 nChanged 8 SP:Iteration 76Q (62.134973 sec): 3 clusters Score: Raw -9477294.082101 + Penalty 4190.186499 = -9473103.895602 nChanged 3 SP:Iteration 77Q (62.566983 sec): 3 clusters Score: Raw -9477294.103318 + Penalty 4190.186499 = -9473103.916819 nChanged 2 SP:Iteration 78Q (62.981216 sec): 3 clusters Score: Raw -9477294.115513 + Penalty 4190.186499 = -9473103.929014 nChanged 0 SP:Iteration 79F (63.373086 sec): 3 clusters Score: Raw -9477294.115513 + Penalty 4190.186499 = -9473103.929014 nChanged 0 Score: Raw -11587414.318256 + Penalty 6434.092248 = -11580980.226008 Splitting cluster 1 changes total score from -11505160.833824 to -11580980.226008 So it's getting split into cluster 3. Trying to split cluster 2 (49222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.252411 sec): 2 clusters Score: Raw -2227202.091224 + Penalty 1896.118840 = -2225305.972384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.421920 sec): 3 clusters Score: Raw -2196756.934730 + Penalty 3792.237681 = -2192964.697049 nChanged 23318 SP:Iteration 1F (64.568573 sec): 3 clusters Score: Raw -2226523.087223 + Penalty 3792.237681 = -2222730.849542 nChanged 7398 SP:Iteration 2F (64.770268 sec): 3 clusters Score: Raw -2240552.642236 + Penalty 3792.237681 = -2236760.404555 nChanged 5668 SP:Iteration 3F (64.948416 sec): 3 clusters Score: Raw -2250132.233638 + Penalty 3792.237681 = -2246339.995957 nChanged 3894 SP:Iteration 4F (65.134221 sec): 3 clusters Score: Raw -2256586.792822 + Penalty 3792.237681 = -2252794.555141 nChanged 2784 SP:Iteration 5F (65.317942 sec): 3 clusters Score: Raw -2259953.926815 + Penalty 3792.237681 = -2256161.689134 nChanged 2023 SP:Iteration 6Q (65.498855 sec): 3 clusters Score: Raw -2262703.808798 + Penalty 3792.237681 = -2258911.571117 nChanged 1802 SP:Iteration 7Q (65.683398 sec): 3 clusters Score: Raw -2265059.272168 + Penalty 3792.237681 = -2261267.034487 nChanged 1571 SP:Iteration 8Q (65.871988 sec): 3 clusters Score: Raw -2267042.307973 + Penalty 3792.237681 = -2263250.070292 nChanged 1378 SP:Iteration 9Q (66.063309 sec): 3 clusters Score: Raw -2268729.735749 + Penalty 3792.237681 = -2264937.498068 nChanged 1317 SP:Iteration 10Q (66.250432 sec): 3 clusters Score: Raw -2270800.599758 + Penalty 3792.237681 = -2267008.362077 nChanged 1309 SP:Iteration 11Q (66.410176 sec): 3 clusters Score: Raw -2273621.200043 + Penalty 3792.237681 = -2269828.962362 nChanged 1320 SP:Iteration 12Q (66.597807 sec): 3 clusters Score: Raw -2276997.592213 + Penalty 3792.237681 = -2273205.354532 nChanged 1244 SP:Iteration 13Q (66.762449 sec): 3 clusters Score: Raw -2278968.969163 + Penalty 3792.237681 = -2275176.731482 nChanged 1021 SP:Iteration 14Q (66.960503 sec): 3 clusters Score: Raw -2280085.238350 + Penalty 3792.237681 = -2276293.000669 nChanged 740 SP:Iteration 15Q (67.125662 sec): 3 clusters Score: Raw -2280679.989548 + Penalty 3792.237681 = -2276887.751867 nChanged 518 SP:Iteration 16Q (67.324762 sec): 3 clusters Score: Raw -2281063.858720 + Penalty 3792.237681 = -2277271.621039 nChanged 359 SP:Iteration 17Q (67.509399 sec): 3 clusters Score: Raw -2281251.583499 + Penalty 3792.237681 = -2277459.345818 nChanged 257 SP:Iteration 18Q (67.706487 sec): 3 clusters Score: Raw -2281362.891675 + Penalty 3792.237681 = -2277570.653994 nChanged 182 SP:Iteration 19Q (67.887278 sec): 3 clusters Score: Raw -2281416.703790 + Penalty 3792.237681 = -2277624.466109 nChanged 110 SP:Iteration 20F (68.071448 sec): 3 clusters Score: Raw -2282946.235296 + Penalty 3792.237681 = -2279153.997615 nChanged 401 SP:Iteration 21Q (68.253205 sec): 3 clusters Score: Raw -2284993.751490 + Penalty 3792.237681 = -2281201.513809 nChanged 630 SP:Iteration 22Q (68.421519 sec): 3 clusters Score: Raw -2286515.164046 + Penalty 3792.237681 = -2282722.926365 nChanged 548 SP:Iteration 23Q (68.615505 sec): 3 clusters Score: Raw -2287263.137484 + Penalty 3792.237681 = -2283470.899803 nChanged 372 SP:Iteration 24Q (68.798859 sec): 3 clusters Score: Raw -2287583.401001 + Penalty 3792.237681 = -2283791.163320 nChanged 277 SP:Iteration 25Q (68.966375 sec): 3 clusters Score: Raw -2287725.233985 + Penalty 3792.237681 = -2283932.996304 nChanged 187 SP:Iteration 26Q (69.144057 sec): 3 clusters Score: Raw -2287772.025892 + Penalty 3792.237681 = -2283979.788211 nChanged 109 SP:Iteration 27Q (69.326930 sec): 3 clusters Score: Raw -2287785.185562 + Penalty 3792.237681 = -2283992.947881 nChanged 65 SP:Iteration 28Q (69.506772 sec): 3 clusters Score: Raw -2287790.152248 + Penalty 3792.237681 = -2283997.914567 nChanged 39 SP:Iteration 29Q (69.688275 sec): 3 clusters Score: Raw -2287792.829624 + Penalty 3792.237681 = -2284000.591943 nChanged 26 SP:Iteration 30Q (69.850612 sec): 3 clusters Score: Raw -2287801.365041 + Penalty 3792.237681 = -2284009.127360 nChanged 27 SP:Iteration 31Q (70.011220 sec): 3 clusters Score: Raw -2287803.115849 + Penalty 3792.237681 = -2284010.878168 nChanged 16 SP:Iteration 32Q (70.165653 sec): 3 clusters Score: Raw -2287803.893450 + Penalty 3792.237681 = -2284011.655769 nChanged 7 SP:Iteration 33Q (70.350300 sec): 3 clusters Score: Raw -2287804.135293 + Penalty 3792.237681 = -2284011.897612 nChanged 5 SP:Iteration 34Q (70.515257 sec): 3 clusters Score: Raw -2287804.538019 + Penalty 3792.237681 = -2284012.300339 nChanged 5 SP:Iteration 35Q (70.700840 sec): 3 clusters Score: Raw -2287804.957295 + Penalty 3792.237681 = -2284012.719614 nChanged 6 SP:Iteration 36Q (70.877951 sec): 3 clusters Score: Raw -2287805.123137 + Penalty 3792.237681 = -2284012.885456 nChanged 2 SP:Iteration 37Q (71.048962 sec): 3 clusters Score: Raw -2287805.169404 + Penalty 3792.237681 = -2284012.931723 nChanged 2 SP:Iteration 38Q (71.244027 sec): 3 clusters Score: Raw -2287805.254431 + Penalty 3792.237681 = -2284013.016750 nChanged 2 SP:Iteration 39Q (71.432285 sec): 3 clusters Score: Raw -2287805.384166 + Penalty 3792.237681 = -2284013.146485 nChanged 1 SP:Iteration 40F (71.602370 sec): 3 clusters Score: Raw -2287808.154506 + Penalty 3792.237681 = -2284015.916825 nChanged 6 SP:Iteration 41Q (71.806911 sec): 3 clusters Score: Raw -2287809.043724 + Penalty 3792.237681 = -2284016.806043 nChanged 8 SP:Iteration 42Q (71.995709 sec): 3 clusters Score: Raw -2287809.535976 + Penalty 3792.237681 = -2284017.298295 nChanged 2 SP:Iteration 43Q (72.183818 sec): 3 clusters Score: Raw -2287809.774890 + Penalty 3792.237681 = -2284017.537209 nChanged 6 SP:Iteration 44Q (72.433600 sec): 3 clusters Score: Raw -2287810.115842 + Penalty 3792.237681 = -2284017.878161 nChanged 5 SP:Iteration 45Q (72.666890 sec): 3 clusters Score: Raw -2287810.454614 + Penalty 3792.237681 = -2284018.216933 nChanged 5 SP:Iteration 46Q (72.869297 sec): 3 clusters Score: Raw -2287810.644933 + Penalty 3792.237681 = -2284018.407252 nChanged 2 SP:Iteration 47Q (73.070777 sec): 3 clusters Score: Raw -2287810.810877 + Penalty 3792.237681 = -2284018.573196 nChanged 4 SP:Iteration 48Q (73.266417 sec): 3 clusters Score: Raw -2287810.979156 + Penalty 3792.237681 = -2284018.741475 nChanged 2 SP:Iteration 49Q (73.448201 sec): 3 clusters Score: Raw -2287811.134782 + Penalty 3792.237681 = -2284018.897102 nChanged 3 SP:Iteration 50Q (73.697209 sec): 3 clusters Score: Raw -2287811.255418 + Penalty 3792.237681 = -2284019.017737 nChanged 1 SP:Iteration 51Q (73.903993 sec): 3 clusters Score: Raw -2287811.387694 + Penalty 3792.237681 = -2284019.150013 nChanged 3 SP:Iteration 52Q (74.105375 sec): 3 clusters Score: Raw -2287811.582131 + Penalty 3792.237681 = -2284019.344450 nChanged 2 SP:Iteration 53Q (74.337763 sec): 3 clusters Score: Raw -2287811.630618 + Penalty 3792.237681 = -2284019.392937 nChanged 1 SP:Iteration 54Q (74.597770 sec): 3 clusters Score: Raw -2287811.668474 + Penalty 3792.237681 = -2284019.430793 nChanged 0 SP:Iteration 55F (74.806076 sec): 3 clusters Score: Raw -2287811.668474 + Penalty 3792.237681 = -2284019.430793 nChanged 0 Score: Raw -11648023.895505 + Penalty 8578.789664 = -11639445.105841 Splitting cluster 2 changes total score from -11505160.833824 to -11639445.105841 So it's getting split into cluster 4. Iteration 20F (76.539619 sec): 5 clusters Score: Raw -11668504.448372 + Penalty 8578.789664 = -11659925.658708 nChanged 5327 Iteration 21Q (77.362823 sec): 5 clusters Score: Raw -11672702.555741 + Penalty 8578.789664 = -11664123.766077 nChanged 3719 Iteration 22Q (78.100161 sec): 5 clusters Score: Raw -11674447.420089 + Penalty 8578.789664 = -11665868.630425 nChanged 3218 Iteration 23Q (78.866482 sec): 5 clusters Score: Raw -11675753.025118 + Penalty 8578.789664 = -11667174.235454 nChanged 2913 Iteration 24Q (79.622621 sec): 5 clusters Score: Raw -11676799.934502 + Penalty 8578.789664 = -11668221.144838 nChanged 2595 Iteration 25Q (80.418976 sec): 5 clusters Score: Raw -11677641.579540 + Penalty 8578.789664 = -11669062.789876 nChanged 2408 Iteration 26Q (81.195643 sec): 5 clusters Score: Raw -11678329.028979 + Penalty 8578.789664 = -11669750.239315 nChanged 2158 Iteration 27Q (81.986233 sec): 5 clusters Score: Raw -11678872.235124 + Penalty 8578.789664 = -11670293.445460 nChanged 1976 Iteration 28Q (82.777819 sec): 5 clusters Score: Raw -11679325.912545 + Penalty 8578.789664 = -11670747.122882 nChanged 1807 Iteration 29Q (83.552623 sec): 5 clusters Score: Raw -11679707.197994 + Penalty 8578.789664 = -11671128.408330 nChanged 1618 Iteration 30Q (84.274954 sec): 5 clusters Score: Raw -11680013.574717 + Penalty 8578.789664 = -11671434.785053 nChanged 1472 Iteration 31Q (85.123500 sec): 5 clusters Score: Raw -11680258.162268 + Penalty 8578.789664 = -11671679.372604 nChanged 1304 Iteration 32Q (86.021995 sec): 5 clusters Score: Raw -11680465.772408 + Penalty 8578.789664 = -11671886.982744 nChanged 1200 Iteration 33Q (86.900432 sec): 5 clusters Score: Raw -11680646.100297 + Penalty 8578.789664 = -11672067.310633 nChanged 1044 Iteration 34Q (87.807532 sec): 5 clusters Score: Raw -11680784.718638 + Penalty 8578.789664 = -11672205.928975 nChanged 956 Iteration 35Q (88.734192 sec): 5 clusters Score: Raw -11680902.767902 + Penalty 8578.789664 = -11672323.978238 nChanged 855 Iteration 36Q (89.662788 sec): 5 clusters Score: Raw -11680999.005743 + Penalty 8578.789664 = -11672420.216079 nChanged 767 Iteration 37Q (90.568601 sec): 5 clusters Score: Raw -11681085.006199 + Penalty 8578.789664 = -11672506.216535 nChanged 737 Iteration 38Q (91.461249 sec): 5 clusters Score: Raw -11681162.567825 + Penalty 8578.789664 = -11672583.778161 nChanged 702 Iteration 39Q (92.297632 sec): 5 clusters Score: Raw -11681232.043350 + Penalty 8578.789664 = -11672653.253686 nChanged 608 Iteration 40F (93.301979 sec): 5 clusters Score: Raw -11681314.205598 + Penalty 8578.789664 = -11672735.415935 nChanged 627 Iteration 41Q (94.137792 sec): 5 clusters Score: Raw -11681391.554359 + Penalty 8578.789664 = -11672812.764695 nChanged 644 Iteration 42Q (95.001777 sec): 5 clusters Score: Raw -11681472.786837 + Penalty 8578.789664 = -11672893.997173 nChanged 636 Iteration 43Q (95.826838 sec): 5 clusters Score: Raw -11681553.788646 + Penalty 8578.789664 = -11672974.998982 nChanged 636 Iteration 44Q (96.645697 sec): 5 clusters Score: Raw -11681639.764156 + Penalty 8578.789664 = -11673060.974493 nChanged 691 Iteration 45Q (97.546105 sec): 5 clusters Score: Raw -11681742.778979 + Penalty 8578.789664 = -11673163.989316 nChanged 715 Iteration 46Q (98.433984 sec): 5 clusters Score: Raw -11681871.827267 + Penalty 8578.789664 = -11673293.037604 nChanged 748 Iteration 47Q (99.233080 sec): 5 clusters Score: Raw -11682039.377200 + Penalty 8578.789664 = -11673460.587536 nChanged 851 Iteration 48Q (100.158734 sec): 5 clusters Score: Raw -11682328.825930 + Penalty 8578.789664 = -11673750.036266 nChanged 1025 Iteration 49Q (101.042732 sec): 5 clusters Score: Raw -11682802.770165 + Penalty 8578.789664 = -11674223.980501 nChanged 1274 Iteration 50Q (101.949340 sec): 5 clusters Score: Raw -11683537.093022 + Penalty 8578.789664 = -11674958.303358 nChanged 1489 Iteration 51Q (102.869358 sec): 5 clusters Score: Raw -11684476.712459 + Penalty 8578.789664 = -11675897.922795 nChanged 1754 Iteration 52Q (103.894645 sec): 5 clusters Score: Raw -11685476.113784 + Penalty 8578.789664 = -11676897.324120 nChanged 1841 Iteration 53Q (105.011152 sec): 5 clusters Score: Raw -11686250.393533 + Penalty 8578.789664 = -11677671.603869 nChanged 1725 Iteration 54Q (106.015475 sec): 5 clusters Score: Raw -11686805.738755 + Penalty 8578.789664 = -11678226.949091 nChanged 1608 Iteration 55Q (107.046223 sec): 5 clusters Score: Raw -11687221.802632 + Penalty 8578.789664 = -11678643.012968 nChanged 1481 Iteration 56Q (108.052349 sec): 5 clusters Score: Raw -11687533.620732 + Penalty 8578.789664 = -11678954.831068 nChanged 1320 Iteration 57Q (109.041492 sec): 5 clusters Score: Raw -11687764.534003 + Penalty 8578.789664 = -11679185.744339 nChanged 1153 Iteration 58Q (110.080425 sec): 5 clusters Score: Raw -11687935.679703 + Penalty 8578.789664 = -11679356.890039 nChanged 991 Writing temp clu file Because OldScore, -11679185.744339, is greater than current (better) Score,-11679356.890039 Compute initial score before splitting: Score: Raw -11687935.679703 + Penalty 8578.789664 = -11679356.890039 Trying to split cluster 1 (55740 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.535176 sec): 2 clusters Score: Raw -3331562.488455 + Penalty 1917.943554 = -3329644.544900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.826008 sec): 3 clusters Score: Raw -3296363.299942 + Penalty 3835.887109 = -3292527.412833 nChanged 26330 SP:Iteration 1F (111.074721 sec): 3 clusters Score: Raw -3318334.126956 + Penalty 3835.887109 = -3314498.239847 nChanged 6114 SP:Iteration 2F (111.325535 sec): 3 clusters Score: Raw -3328014.922627 + Penalty 3835.887109 = -3324179.035519 nChanged 6890 SP:Iteration 3F (111.597062 sec): 3 clusters Score: Raw -3339353.909324 + Penalty 3835.887109 = -3335518.022216 nChanged 6136 SP:Iteration 4F (111.864263 sec): 3 clusters Score: Raw -3347792.629601 + Penalty 3835.887109 = -3343956.742492 nChanged 4378 SP:Iteration 5F (112.121955 sec): 3 clusters Score: Raw -3352553.106178 + Penalty 3835.887109 = -3348717.219069 nChanged 3039 SP:Iteration 6F (112.405352 sec): 3 clusters Score: Raw -3355365.437067 + Penalty 3835.887109 = -3351529.549959 nChanged 2401 SP:Iteration 7Q (112.672951 sec): 3 clusters Score: Raw -3357714.379564 + Penalty 3835.887109 = -3353878.492455 nChanged 2001 SP:Iteration 8Q (112.930211 sec): 3 clusters Score: Raw -3359718.496131 + Penalty 3835.887109 = -3355882.609023 nChanged 1619 SP:Iteration 9Q (113.149326 sec): 3 clusters Score: Raw -3361160.515963 + Penalty 3835.887109 = -3357324.628854 nChanged 1094 SP:Iteration 10Q (113.399870 sec): 3 clusters Score: Raw -3361881.284047 + Penalty 3835.887109 = -3358045.396938 nChanged 680 SP:Iteration 11Q (113.718508 sec): 3 clusters Score: Raw -3362125.500429 + Penalty 3835.887109 = -3358289.613320 nChanged 394 SP:Iteration 12Q (114.006252 sec): 3 clusters Score: Raw -3362205.686043 + Penalty 3835.887109 = -3358369.798935 nChanged 238 SP:Iteration 13Q (114.266545 sec): 3 clusters Score: Raw -3362240.828338 + Penalty 3835.887109 = -3358404.941229 nChanged 181 SP:Iteration 14Q (114.511728 sec): 3 clusters Score: Raw -3362262.995232 + Penalty 3835.887109 = -3358427.108123 nChanged 124 SP:Iteration 15Q (114.765578 sec): 3 clusters Score: Raw -3362275.280733 + Penalty 3835.887109 = -3358439.393624 nChanged 117 SP:Iteration 16Q (114.990214 sec): 3 clusters Score: Raw -3362283.944023 + Penalty 3835.887109 = -3358448.056914 nChanged 71 SP:Iteration 17Q (115.257169 sec): 3 clusters Score: Raw -3362288.045864 + Penalty 3835.887109 = -3358452.158755 nChanged 52 SP:Iteration 18Q (115.477475 sec): 3 clusters Score: Raw -3362290.689548 + Penalty 3835.887109 = -3358454.802440 nChanged 40 SP:Iteration 19Q (115.740867 sec): 3 clusters Score: Raw -3362292.185067 + Penalty 3835.887109 = -3358456.297958 nChanged 32 SP:Iteration 20F (115.993412 sec): 3 clusters Score: Raw -3362293.217363 + Penalty 3835.887109 = -3358457.330255 nChanged 14 SP:Iteration 21Q (116.235725 sec): 3 clusters Score: Raw -3362293.646006 + Penalty 3835.887109 = -3358457.758897 nChanged 13 SP:Iteration 22Q (116.451280 sec): 3 clusters Score: Raw -3362294.053000 + Penalty 3835.887109 = -3358458.165891 nChanged 12 SP:Iteration 23Q (116.682911 sec): 3 clusters Score: Raw -3362294.383386 + Penalty 3835.887109 = -3358458.496277 nChanged 7 SP:Iteration 24Q (116.917168 sec): 3 clusters Score: Raw -3362294.568669 + Penalty 3835.887109 = -3358458.681561 nChanged 5 SP:Iteration 25Q (117.141658 sec): 3 clusters Score: Raw -3362294.728145 + Penalty 3835.887109 = -3358458.841037 nChanged 9 SP:Iteration 26Q (117.366050 sec): 3 clusters Score: Raw -3362295.032215 + Penalty 3835.887109 = -3358459.145107 nChanged 13 SP:Iteration 27Q (117.620610 sec): 3 clusters Score: Raw -3362295.472708 + Penalty 3835.887109 = -3358459.585600 nChanged 11 SP:Iteration 28Q (117.820108 sec): 3 clusters Score: Raw -3362295.896556 + Penalty 3835.887109 = -3358460.009447 nChanged 8 SP:Iteration 29Q (118.075697 sec): 3 clusters Score: Raw -3362296.094456 + Penalty 3835.887109 = -3358460.207347 nChanged 3 SP:Iteration 30Q (118.305508 sec): 3 clusters Score: Raw -3362296.142980 + Penalty 3835.887109 = -3358460.255872 nChanged 4 SP:Iteration 31Q (118.541493 sec): 3 clusters Score: Raw -3362296.251583 + Penalty 3835.887109 = -3358460.364475 nChanged 1 SP:Iteration 32Q (118.785146 sec): 3 clusters Score: Raw -3362296.260805 + Penalty 3835.887109 = -3358460.373696 nChanged 0 SP:Iteration 33F (119.040838 sec): 3 clusters Score: Raw -3362296.260805 + Penalty 3835.887109 = -3358460.373696 nChanged 0 Score: Raw -11718743.564821 + Penalty 10723.487080 = -11708020.077741 Splitting cluster 1 changes total score from -11679356.890039 to -11708020.077741 So it's getting split into cluster 5. Trying to split cluster 2 (16556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (120.464765 sec): 2 clusters Score: Raw -653938.399436 + Penalty 1704.895426 = -652233.504010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (120.605468 sec): 3 clusters Score: Raw -644618.122685 + Penalty 3409.790852 = -641208.331832 nChanged 7515 SP:Iteration 1F (120.757220 sec): 3 clusters Score: Raw -655009.490584 + Penalty 3409.790852 = -651599.699732 nChanged 2653 SP:Iteration 2F (120.897608 sec): 3 clusters Score: Raw -660225.946977 + Penalty 3409.790852 = -656816.156125 nChanged 1556 SP:Iteration 3F (121.028614 sec): 3 clusters Score: Raw -662711.063919 + Penalty 3409.790852 = -659301.273067 nChanged 964 SP:Iteration 4F (121.158200 sec): 3 clusters Score: Raw -664302.984413 + Penalty 3409.790852 = -660893.193560 nChanged 751 SP:Iteration 5Q (121.289695 sec): 3 clusters Score: Raw -665354.434439 + Penalty 3409.790852 = -661944.643586 nChanged 576 SP:Iteration 6Q (121.426352 sec): 3 clusters Score: Raw -665926.170837 + Penalty 3409.790852 = -662516.379985 nChanged 396 SP:Iteration 7Q (121.552653 sec): 3 clusters Score: Raw -666215.793472 + Penalty 3409.790852 = -662806.002620 nChanged 302 SP:Iteration 8Q (121.716208 sec): 3 clusters Score: Raw -666390.412891 + Penalty 3409.790852 = -662980.622038 nChanged 218 SP:Iteration 9Q (121.830354 sec): 3 clusters Score: Raw -666541.338833 + Penalty 3409.790852 = -663131.547981 nChanged 212 SP:Iteration 10Q (121.970832 sec): 3 clusters Score: Raw -666714.419503 + Penalty 3409.790852 = -663304.628651 nChanged 232 SP:Iteration 11Q (122.113861 sec): 3 clusters Score: Raw -666890.592886 + Penalty 3409.790852 = -663480.802034 nChanged 235 SP:Iteration 12Q (122.237458 sec): 3 clusters Score: Raw -667119.106206 + Penalty 3409.790852 = -663709.315354 nChanged 262 SP:Iteration 13Q (122.372786 sec): 3 clusters Score: Raw -667487.368119 + Penalty 3409.790852 = -664077.577266 nChanged 296 SP:Iteration 14Q (122.535497 sec): 3 clusters Score: Raw -667997.985411 + Penalty 3409.790852 = -664588.194559 nChanged 292 SP:Iteration 15Q (122.650308 sec): 3 clusters Score: Raw -668461.645504 + Penalty 3409.790852 = -665051.854652 nChanged 225 SP:Iteration 16Q (122.795466 sec): 3 clusters Score: Raw -668670.056909 + Penalty 3409.790852 = -665260.266056 nChanged 158 SP:Iteration 17Q (122.937243 sec): 3 clusters Score: Raw -668784.792345 + Penalty 3409.790852 = -665375.001493 nChanged 125 SP:Iteration 18Q (123.062790 sec): 3 clusters Score: Raw -668848.558737 + Penalty 3409.790852 = -665438.767885 nChanged 89 SP:Iteration 19Q (123.227708 sec): 3 clusters Score: Raw -668879.587449 + Penalty 3409.790852 = -665469.796597 nChanged 80 SP:Iteration 20F (123.357711 sec): 3 clusters Score: Raw -668992.378982 + Penalty 3409.790852 = -665582.588130 nChanged 93 SP:Iteration 21Q (123.481837 sec): 3 clusters Score: Raw -669051.091820 + Penalty 3409.790852 = -665641.300968 nChanged 98 SP:Iteration 22Q (123.621735 sec): 3 clusters Score: Raw -669099.545278 + Penalty 3409.790852 = -665689.754426 nChanged 111 SP:Iteration 23Q (123.762091 sec): 3 clusters Score: Raw -669160.068196 + Penalty 3409.790852 = -665750.277344 nChanged 108 SP:Iteration 24Q (123.902176 sec): 3 clusters Score: Raw -669215.426221 + Penalty 3409.790852 = -665805.635369 nChanged 90 SP:Iteration 25Q (124.048878 sec): 3 clusters Score: Raw -669254.618303 + Penalty 3409.790852 = -665844.827451 nChanged 89 SP:Iteration 26Q (124.179469 sec): 3 clusters Score: Raw -669292.410671 + Penalty 3409.790852 = -665882.619818 nChanged 73 SP:Iteration 27Q (124.312017 sec): 3 clusters Score: Raw -669316.890781 + Penalty 3409.790852 = -665907.099928 nChanged 65 SP:Iteration 28Q (124.472593 sec): 3 clusters Score: Raw -669334.721663 + Penalty 3409.790852 = -665924.930811 nChanged 65 SP:Iteration 29Q (124.614445 sec): 3 clusters Score: Raw -669355.380680 + Penalty 3409.790852 = -665945.589828 nChanged 47 SP:Iteration 30Q (124.732021 sec): 3 clusters Score: Raw -669367.965273 + Penalty 3409.790852 = -665958.174421 nChanged 40 SP:Iteration 31Q (124.879372 sec): 3 clusters Score: Raw -669379.201868 + Penalty 3409.790852 = -665969.411015 nChanged 44 SP:Iteration 32Q (125.047296 sec): 3 clusters Score: Raw -669393.577992 + Penalty 3409.790852 = -665983.787139 nChanged 51 SP:Iteration 33Q (125.164164 sec): 3 clusters Score: Raw -669407.122934 + Penalty 3409.790852 = -665997.332082 nChanged 40 SP:Iteration 34Q (125.325432 sec): 3 clusters Score: Raw -669418.255883 + Penalty 3409.790852 = -666008.465031 nChanged 42 SP:Iteration 35Q (125.473537 sec): 3 clusters Score: Raw -669425.421291 + Penalty 3409.790852 = -666015.630439 nChanged 32 SP:Iteration 36Q (125.547825 sec): 3 clusters Score: Raw -669431.287518 + Penalty 3409.790852 = -666021.496666 nChanged 25 SP:Iteration 37Q (125.631746 sec): 3 clusters Score: Raw -669435.462558 + Penalty 3409.790852 = -666025.671705 nChanged 16 SP:Iteration 38Q (125.808762 sec): 3 clusters Score: Raw -669439.303466 + Penalty 3409.790852 = -666029.512614 nChanged 22 SP:Iteration 39Q (125.889297 sec): 3 clusters Score: Raw -669443.516467 + Penalty 3409.790852 = -666033.725614 nChanged 15 SP:Iteration 40F (125.977612 sec): 3 clusters Score: Raw -669451.811695 + Penalty 3409.790852 = -666042.020843 nChanged 19 SP:Iteration 41Q (126.160300 sec): 3 clusters Score: Raw -669457.342782 + Penalty 3409.790852 = -666047.551930 nChanged 20 SP:Iteration 42Q (126.300593 sec): 3 clusters Score: Raw -669462.156163 + Penalty 3409.790852 = -666052.365311 nChanged 21 SP:Iteration 43Q (126.450604 sec): 3 clusters Score: Raw -669465.237389 + Penalty 3409.790852 = -666055.446536 nChanged 23 SP:Iteration 44Q (126.601927 sec): 3 clusters Score: Raw -669469.945287 + Penalty 3409.790852 = -666060.154435 nChanged 20 SP:Iteration 45Q (126.727625 sec): 3 clusters Score: Raw -669474.626583 + Penalty 3409.790852 = -666064.835731 nChanged 24 SP:Iteration 46Q (126.849097 sec): 3 clusters Score: Raw -669478.302598 + Penalty 3409.790852 = -666068.511746 nChanged 21 SP:Iteration 47Q (126.995008 sec): 3 clusters Score: Raw -669481.702898 + Penalty 3409.790852 = -666071.912046 nChanged 23 SP:Iteration 48Q (127.127198 sec): 3 clusters Score: Raw -669484.908308 + Penalty 3409.790852 = -666075.117456 nChanged 18 SP:Iteration 49Q (127.275125 sec): 3 clusters Score: Raw -669488.146509 + Penalty 3409.790852 = -666078.355657 nChanged 13 SP:Iteration 50Q (127.444882 sec): 3 clusters Score: Raw -669489.669158 + Penalty 3409.790852 = -666079.878306 nChanged 11 SP:Iteration 51Q (127.611404 sec): 3 clusters Score: Raw -669491.341670 + Penalty 3409.790852 = -666081.550818 nChanged 15 SP:Iteration 52Q (127.749930 sec): 3 clusters Score: Raw -669492.916805 + Penalty 3409.790852 = -666083.125952 nChanged 12 SP:Iteration 53Q (127.873380 sec): 3 clusters Score: Raw -669494.098940 + Penalty 3409.790852 = -666084.308088 nChanged 7 SP:Iteration 54Q (128.015656 sec): 3 clusters Score: Raw -669495.269842 + Penalty 3409.790852 = -666085.478990 nChanged 10 SP:Iteration 55Q (128.157000 sec): 3 clusters Score: Raw -669496.849341 + Penalty 3409.790852 = -666087.058489 nChanged 10 SP:Iteration 56Q (128.325812 sec): 3 clusters Score: Raw -669497.812936 + Penalty 3409.790852 = -666088.022084 nChanged 4 SP:Iteration 57Q (128.460828 sec): 3 clusters Score: Raw -669498.073407 + Penalty 3409.790852 = -666088.282554 nChanged 5 SP:Iteration 58Q (128.580130 sec): 3 clusters Score: Raw -669498.354516 + Penalty 3409.790852 = -666088.563664 nChanged 4 SP:Iteration 59Q (128.729850 sec): 3 clusters Score: Raw -669498.504456 + Penalty 3409.790852 = -666088.713603 nChanged 1 SP:Iteration 60F (128.876119 sec): 3 clusters Score: Raw -669498.594804 + Penalty 3409.790852 = -666088.803951 nChanged 1 SP:Iteration 61Q (129.027802 sec): 3 clusters Score: Raw -669498.686240 + Penalty 3409.790852 = -666088.895388 nChanged 0 SP:Iteration 62F (129.184630 sec): 3 clusters Score: Raw -669498.686240 + Penalty 3409.790852 = -666088.895388 nChanged 0 Score: Raw -11734303.851625 + Penalty 12868.184496 = -11721435.667130 Splitting cluster 2 changes total score from -11679356.890039 to -11721435.667130 So it's getting split into cluster 6. Trying to split cluster 3 (82737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.216697 sec): 2 clusters Score: Raw -5442284.495240 + Penalty 1987.260593 = -5440297.234647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.584465 sec): 3 clusters Score: Raw -5388914.524119 + Penalty 3974.521186 = -5384940.002934 nChanged 39380 SP:Iteration 1F (131.893236 sec): 3 clusters Score: Raw -5414520.717229 + Penalty 3974.521186 = -5410546.196043 nChanged 5179 SP:Iteration 2F (132.211448 sec): 3 clusters Score: Raw -5417488.893195 + Penalty 3974.521186 = -5413514.372009 nChanged 5917 SP:Iteration 3F (132.536066 sec): 3 clusters Score: Raw -5421282.305689 + Penalty 3974.521186 = -5417307.784503 nChanged 6343 SP:Iteration 4F (132.853893 sec): 3 clusters Score: Raw -5425681.435001 + Penalty 3974.521186 = -5421706.913816 nChanged 6118 SP:Iteration 5F (133.166428 sec): 3 clusters Score: Raw -5429820.610601 + Penalty 3974.521186 = -5425846.089415 nChanged 5252 SP:Iteration 6F (133.489796 sec): 3 clusters Score: Raw -5433085.155833 + Penalty 3974.521186 = -5429110.634647 nChanged 4203 SP:Iteration 7F (133.820481 sec): 3 clusters Score: Raw -5435438.252054 + Penalty 3974.521186 = -5431463.730869 nChanged 3248 SP:Iteration 8Q (134.124756 sec): 3 clusters Score: Raw -5437304.434639 + Penalty 3974.521186 = -5433329.913454 nChanged 2645 SP:Iteration 9Q (134.455393 sec): 3 clusters Score: Raw -5438944.595819 + Penalty 3974.521186 = -5434970.074633 nChanged 2195 SP:Iteration 10Q (134.745368 sec): 3 clusters Score: Raw -5440353.848083 + Penalty 3974.521186 = -5436379.326898 nChanged 1904 SP:Iteration 11Q (135.083385 sec): 3 clusters Score: Raw -5441662.186193 + Penalty 3974.521186 = -5437687.665008 nChanged 1702 SP:Iteration 12Q (135.429885 sec): 3 clusters Score: Raw -5442902.195392 + Penalty 3974.521186 = -5438927.674206 nChanged 1473 SP:Iteration 13Q (135.776066 sec): 3 clusters Score: Raw -5443832.865739 + Penalty 3974.521186 = -5439858.344554 nChanged 1196 SP:Iteration 14Q (136.076588 sec): 3 clusters Score: Raw -5444452.799852 + Penalty 3974.521186 = -5440478.278666 nChanged 1000 SP:Iteration 15Q (136.384925 sec): 3 clusters Score: Raw -5444983.773199 + Penalty 3974.521186 = -5441009.252014 nChanged 896 SP:Iteration 16Q (136.729104 sec): 3 clusters Score: Raw -5445513.221736 + Penalty 3974.521186 = -5441538.700550 nChanged 887 SP:Iteration 17Q (137.044868 sec): 3 clusters Score: Raw -5446015.970139 + Penalty 3974.521186 = -5442041.448954 nChanged 843 SP:Iteration 18Q (137.365211 sec): 3 clusters Score: Raw -5446489.818860 + Penalty 3974.521186 = -5442515.297675 nChanged 829 SP:Iteration 19Q (137.693550 sec): 3 clusters Score: Raw -5446900.439144 + Penalty 3974.521186 = -5442925.917959 nChanged 815 SP:Iteration 20F (138.004727 sec): 3 clusters Score: Raw -5447239.127350 + Penalty 3974.521186 = -5443264.606165 nChanged 805 SP:Iteration 21Q (138.338810 sec): 3 clusters Score: Raw -5447575.918438 + Penalty 3974.521186 = -5443601.397252 nChanged 822 SP:Iteration 22Q (138.624064 sec): 3 clusters Score: Raw -5447958.150296 + Penalty 3974.521186 = -5443983.629111 nChanged 914 SP:Iteration 23Q (138.912211 sec): 3 clusters Score: Raw -5448442.490754 + Penalty 3974.521186 = -5444467.969568 nChanged 1098 SP:Iteration 24Q (139.235654 sec): 3 clusters Score: Raw -5449161.844908 + Penalty 3974.521186 = -5445187.323722 nChanged 1439 SP:Iteration 25Q (139.540468 sec): 3 clusters Score: Raw -5450398.922164 + Penalty 3974.521186 = -5446424.400978 nChanged 1820 SP:Iteration 26Q (139.850593 sec): 3 clusters Score: Raw -5452248.804318 + Penalty 3974.521186 = -5448274.283133 nChanged 2138 SP:Iteration 27Q (140.125953 sec): 3 clusters Score: Raw -5454584.830819 + Penalty 3974.521186 = -5450610.309633 nChanged 2178 SP:Iteration 28Q (140.421952 sec): 3 clusters Score: Raw -5457022.743141 + Penalty 3974.521186 = -5453048.221955 nChanged 1890 SP:Iteration 29Q (140.709299 sec): 3 clusters Score: Raw -5459000.465517 + Penalty 3974.521186 = -5455025.944331 nChanged 1411 SP:Iteration 30Q (141.024488 sec): 3 clusters Score: Raw -5460249.336720 + Penalty 3974.521186 = -5456274.815534 nChanged 927 SP:Iteration 31Q (141.341253 sec): 3 clusters Score: Raw -5460890.667576 + Penalty 3974.521186 = -5456916.146390 nChanged 532 SP:Iteration 32Q (141.644579 sec): 3 clusters Score: Raw -5461133.245724 + Penalty 3974.521186 = -5457158.724538 nChanged 289 SP:Iteration 33Q (141.951346 sec): 3 clusters Score: Raw -5461204.443276 + Penalty 3974.521186 = -5457229.922091 nChanged 141 SP:Iteration 34Q (142.274273 sec): 3 clusters Score: Raw -5461225.220794 + Penalty 3974.521186 = -5457250.699609 nChanged 67 SP:Iteration 35Q (142.599851 sec): 3 clusters Score: Raw -5461232.236815 + Penalty 3974.521186 = -5457257.715629 nChanged 38 SP:Iteration 36Q (142.900216 sec): 3 clusters Score: Raw -5461233.888666 + Penalty 3974.521186 = -5457259.367480 nChanged 19 SP:Iteration 37Q (143.163344 sec): 3 clusters Score: Raw -5461241.283527 + Penalty 3974.521186 = -5457266.762342 nChanged 19 SP:Iteration 38Q (143.419475 sec): 3 clusters Score: Raw -5461247.291066 + Penalty 3974.521186 = -5457272.769881 nChanged 16 SP:Iteration 39Q (143.735862 sec): 3 clusters Score: Raw -5461249.167599 + Penalty 3974.521186 = -5457274.646414 nChanged 8 SP:Iteration 40F (144.042730 sec): 3 clusters Score: Raw -5461748.446757 + Penalty 3974.521186 = -5457773.925572 nChanged 282 SP:Iteration 41Q (144.313592 sec): 3 clusters Score: Raw -5461905.661524 + Penalty 3974.521186 = -5457931.140339 nChanged 211 SP:Iteration 42Q (144.594443 sec): 3 clusters Score: Raw -5461946.547292 + Penalty 3974.521186 = -5457972.026106 nChanged 115 SP:Iteration 43Q (144.891757 sec): 3 clusters Score: Raw -5461957.282365 + Penalty 3974.521186 = -5457982.761179 nChanged 63 SP:Iteration 44Q (145.184803 sec): 3 clusters Score: Raw -5461961.400284 + Penalty 3974.521186 = -5457986.879099 nChanged 35 SP:Iteration 45Q (145.456990 sec): 3 clusters Score: Raw -5461962.981977 + Penalty 3974.521186 = -5457988.460791 nChanged 21 SP:Iteration 46Q (145.791764 sec): 3 clusters Score: Raw -5461963.598309 + Penalty 3974.521186 = -5457989.077123 nChanged 13 SP:Iteration 47Q (146.112433 sec): 3 clusters Score: Raw -5461963.913189 + Penalty 3974.521186 = -5457989.392003 nChanged 11 SP:Iteration 48Q (146.396857 sec): 3 clusters Score: Raw -5461964.209201 + Penalty 3974.521186 = -5457989.688015 nChanged 6 SP:Iteration 49Q (146.659219 sec): 3 clusters Score: Raw -5461964.388417 + Penalty 3974.521186 = -5457989.867232 nChanged 8 SP:Iteration 50Q (146.962146 sec): 3 clusters Score: Raw -5461964.680641 + Penalty 3974.521186 = -5457990.159455 nChanged 8 SP:Iteration 51Q (147.286765 sec): 3 clusters Score: Raw -5461964.979271 + Penalty 3974.521186 = -5457990.458085 nChanged 10 SP:Iteration 52Q (147.574012 sec): 3 clusters Score: Raw -5461965.414003 + Penalty 3974.521186 = -5457990.892817 nChanged 9 SP:Iteration 53Q (147.848661 sec): 3 clusters Score: Raw -5461965.700204 + Penalty 3974.521186 = -5457991.179019 nChanged 8 SP:Iteration 54Q (148.137626 sec): 3 clusters Score: Raw -5461965.913321 + Penalty 3974.521186 = -5457991.392135 nChanged 5 SP:Iteration 55Q (148.396786 sec): 3 clusters Score: Raw -5461966.081256 + Penalty 3974.521186 = -5457991.560071 nChanged 5 SP:Iteration 56Q (148.710153 sec): 3 clusters Score: Raw -5461966.257215 + Penalty 3974.521186 = -5457991.736030 nChanged 9 SP:Iteration 57Q (149.012277 sec): 3 clusters Score: Raw -5461966.596699 + Penalty 3974.521186 = -5457992.075513 nChanged 8 SP:Iteration 58Q (149.298777 sec): 3 clusters Score: Raw -5461966.756310 + Penalty 3974.521186 = -5457992.235124 nChanged 8 SP:Iteration 59Q (149.591998 sec): 3 clusters Score: Raw -5461967.134403 + Penalty 3974.521186 = -5457992.613217 nChanged 10 SP:Iteration 60F (149.902888 sec): 3 clusters Score: Raw -5461967.400109 + Penalty 3974.521186 = -5457992.878923 nChanged 8 SP:Iteration 61Q (150.206514 sec): 3 clusters Score: Raw -5461967.664319 + Penalty 3974.521186 = -5457993.143133 nChanged 10 SP:Iteration 62Q (150.492497 sec): 3 clusters Score: Raw -5461968.097420 + Penalty 3974.521186 = -5457993.576234 nChanged 10 SP:Iteration 63Q (150.803436 sec): 3 clusters Score: Raw -5461968.595538 + Penalty 3974.521186 = -5457994.074353 nChanged 8 SP:Iteration 64Q (151.104734 sec): 3 clusters Score: Raw -5461968.914419 + Penalty 3974.521186 = -5457994.393233 nChanged 9 SP:Iteration 65Q (151.404589 sec): 3 clusters Score: Raw -5461969.429678 + Penalty 3974.521186 = -5457994.908492 nChanged 11 SP:Iteration 66Q (151.697322 sec): 3 clusters Score: Raw -5461969.935259 + Penalty 3974.521186 = -5457995.414074 nChanged 6 SP:Iteration 67Q (152.034648 sec): 3 clusters Score: Raw -5461970.121839 + Penalty 3974.521186 = -5457995.600654 nChanged 7 SP:Iteration 68Q (152.311949 sec): 3 clusters Score: Raw -5461970.319788 + Penalty 3974.521186 = -5457995.798602 nChanged 4 SP:Iteration 69Q (152.563759 sec): 3 clusters Score: Raw -5461970.405677 + Penalty 3974.521186 = -5457995.884491 nChanged 3 SP:Iteration 70Q (152.886344 sec): 3 clusters Score: Raw -5461970.516188 + Penalty 3974.521186 = -5457995.995003 nChanged 3 SP:Iteration 71Q (153.191750 sec): 3 clusters Score: Raw -5461970.582985 + Penalty 3974.521186 = -5457996.061799 nChanged 2 SP:Iteration 72Q (153.471637 sec): 3 clusters Score: Raw -5461970.636017 + Penalty 3974.521186 = -5457996.114831 nChanged 4 SP:Iteration 73Q (153.775236 sec): 3 clusters Score: Raw -5461970.717709 + Penalty 3974.521186 = -5457996.196524 nChanged 2 SP:Iteration 74Q (154.076642 sec): 3 clusters Score: Raw -5461970.783876 + Penalty 3974.521186 = -5457996.262691 nChanged 3 SP:Iteration 75Q (154.352137 sec): 3 clusters Score: Raw -5461970.863945 + Penalty 3974.521186 = -5457996.342759 nChanged 2 SP:Iteration 76Q (154.647976 sec): 3 clusters Score: Raw -5461970.908549 + Penalty 3974.521186 = -5457996.387363 nChanged 2 SP:Iteration 77Q (154.945165 sec): 3 clusters Score: Raw -5461970.946497 + Penalty 3974.521186 = -5457996.425311 nChanged 1 SP:Iteration 78Q (155.261651 sec): 3 clusters Score: Raw -5461970.983869 + Penalty 3974.521186 = -5457996.462683 nChanged 3 SP:Iteration 79Q (155.579214 sec): 3 clusters Score: Raw -5461971.108408 + Penalty 3974.521186 = -5457996.587222 nChanged 5 SP:Iteration 80F (155.935806 sec): 3 clusters Score: Raw -5461971.231264 + Penalty 3974.521186 = -5457996.710079 nChanged 4 SP:Iteration 81Q (156.280805 sec): 3 clusters Score: Raw -5461971.304338 + Penalty 3974.521186 = -5457996.783152 nChanged 3 SP:Iteration 82Q (156.570649 sec): 3 clusters Score: Raw -5461971.380022 + Penalty 3974.521186 = -5457996.858836 nChanged 3 SP:Iteration 83Q (156.887720 sec): 3 clusters Score: Raw -5461971.443528 + Penalty 3974.521186 = -5457996.922342 nChanged 3 SP:Iteration 84Q (157.215325 sec): 3 clusters Score: Raw -5461971.541548 + Penalty 3974.521186 = -5457997.020362 nChanged 2 SP:Iteration 85Q (157.531149 sec): 3 clusters Score: Raw -5461971.595879 + Penalty 3974.521186 = -5457997.074693 nChanged 3 SP:Iteration 86Q (157.842952 sec): 3 clusters Score: Raw -5461971.664685 + Penalty 3974.521186 = -5457997.143500 nChanged 2 SP:Iteration 87Q (158.166886 sec): 3 clusters Score: Raw -5461971.725445 + Penalty 3974.521186 = -5457997.204259 nChanged 3 SP:Iteration 88Q (158.458147 sec): 3 clusters Score: Raw -5461971.804377 + Penalty 3974.521186 = -5457997.283192 nChanged 2 SP:Iteration 89Q (158.765227 sec): 3 clusters Score: Raw -5461971.843686 + Penalty 3974.521186 = -5457997.322501 nChanged 1 SP:Iteration 90Q (159.077897 sec): 3 clusters Score: Raw -5461971.857823 + Penalty 3974.521186 = -5457997.336637 nChanged 0 SP:Iteration 91F (159.393360 sec): 3 clusters Score: Raw -5461971.857823 + Penalty 3974.521186 = -5457997.336637 nChanged 0 Score: Raw -11753991.214208 + Penalty 15012.881912 = -11738978.332296 Splitting cluster 3 changes total score from -11679356.890039 to -11738978.332296 So it's getting split into cluster 7. Trying to split cluster 4 (47804 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (161.519116 sec): 2 clusters Score: Raw -2517607.729019 + Penalty 1890.988737 = -2515716.740282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (161.725475 sec): 3 clusters Score: Raw -2487597.203719 + Penalty 3781.977474 = -2483815.226245 nChanged 22527 SP:Iteration 1F (161.983522 sec): 3 clusters Score: Raw -2506399.410627 + Penalty 3781.977474 = -2502617.433154 nChanged 5698 SP:Iteration 2F (162.209484 sec): 3 clusters Score: Raw -2513582.378627 + Penalty 3781.977474 = -2509800.401153 nChanged 5404 SP:Iteration 3F (162.487669 sec): 3 clusters Score: Raw -2519629.356416 + Penalty 3781.977474 = -2515847.378943 nChanged 3911 SP:Iteration 4F (162.726261 sec): 3 clusters Score: Raw -2523284.998260 + Penalty 3781.977474 = -2519503.020786 nChanged 2744 SP:Iteration 5F (162.961006 sec): 3 clusters Score: Raw -2525360.749563 + Penalty 3781.977474 = -2521578.772089 nChanged 1975 SP:Iteration 6Q (163.172926 sec): 3 clusters Score: Raw -2526654.014985 + Penalty 3781.977474 = -2522872.037511 nChanged 1412 SP:Iteration 7Q (163.425605 sec): 3 clusters Score: Raw -2527431.695263 + Penalty 3781.977474 = -2523649.717790 nChanged 1082 SP:Iteration 8Q (163.648597 sec): 3 clusters Score: Raw -2527883.526176 + Penalty 3781.977474 = -2524101.548702 nChanged 790 SP:Iteration 9Q (163.886347 sec): 3 clusters Score: Raw -2528168.468730 + Penalty 3781.977474 = -2524386.491256 nChanged 615 SP:Iteration 10Q (164.147521 sec): 3 clusters Score: Raw -2528340.494177 + Penalty 3781.977474 = -2524558.516703 nChanged 474 SP:Iteration 11Q (164.390622 sec): 3 clusters Score: Raw -2528450.269676 + Penalty 3781.977474 = -2524668.292202 nChanged 366 SP:Iteration 12Q (164.613182 sec): 3 clusters Score: Raw -2528525.130984 + Penalty 3781.977474 = -2524743.153510 nChanged 318 SP:Iteration 13Q (164.860042 sec): 3 clusters Score: Raw -2528589.900292 + Penalty 3781.977474 = -2524807.922819 nChanged 271 SP:Iteration 14Q (165.096435 sec): 3 clusters Score: Raw -2528644.940874 + Penalty 3781.977474 = -2524862.963401 nChanged 251 SP:Iteration 15Q (165.299622 sec): 3 clusters Score: Raw -2528681.237063 + Penalty 3781.977474 = -2524899.259589 nChanged 214 SP:Iteration 16Q (165.534539 sec): 3 clusters Score: Raw -2528706.145271 + Penalty 3781.977474 = -2524924.167797 nChanged 162 SP:Iteration 17Q (165.767046 sec): 3 clusters Score: Raw -2528723.512017 + Penalty 3781.977474 = -2524941.534543 nChanged 137 SP:Iteration 18Q (166.002929 sec): 3 clusters Score: Raw -2528735.768210 + Penalty 3781.977474 = -2524953.790737 nChanged 112 SP:Iteration 19Q (166.227642 sec): 3 clusters Score: Raw -2528744.608223 + Penalty 3781.977474 = -2524962.630749 nChanged 98 SP:Iteration 20F (166.439154 sec): 3 clusters Score: Raw -2528750.736015 + Penalty 3781.977474 = -2524968.758542 nChanged 71 SP:Iteration 21Q (166.690078 sec): 3 clusters Score: Raw -2528755.209514 + Penalty 3781.977474 = -2524973.232041 nChanged 63 SP:Iteration 22Q (166.906845 sec): 3 clusters Score: Raw -2528759.207061 + Penalty 3781.977474 = -2524977.229588 nChanged 59 SP:Iteration 23Q (167.136979 sec): 3 clusters Score: Raw -2528762.537291 + Penalty 3781.977474 = -2524980.559817 nChanged 56 SP:Iteration 24Q (167.372588 sec): 3 clusters Score: Raw -2528765.588281 + Penalty 3781.977474 = -2524983.610808 nChanged 39 SP:Iteration 25Q (167.605780 sec): 3 clusters Score: Raw -2528767.404832 + Penalty 3781.977474 = -2524985.427358 nChanged 36 SP:Iteration 26Q (167.878245 sec): 3 clusters Score: Raw -2528768.642612 + Penalty 3781.977474 = -2524986.665139 nChanged 32 SP:Iteration 27Q (168.089028 sec): 3 clusters Score: Raw -2528769.967991 + Penalty 3781.977474 = -2524987.990518 nChanged 30 SP:Iteration 28Q (168.296682 sec): 3 clusters Score: Raw -2528771.026255 + Penalty 3781.977474 = -2524989.048781 nChanged 30 SP:Iteration 29Q (168.513729 sec): 3 clusters Score: Raw -2528772.183155 + Penalty 3781.977474 = -2524990.205681 nChanged 21 SP:Iteration 30Q (168.795312 sec): 3 clusters Score: Raw -2528773.087966 + Penalty 3781.977474 = -2524991.110492 nChanged 24 SP:Iteration 31Q (169.014334 sec): 3 clusters Score: Raw -2528773.935050 + Penalty 3781.977474 = -2524991.957577 nChanged 21 SP:Iteration 32Q (169.278161 sec): 3 clusters Score: Raw -2528774.591457 + Penalty 3781.977474 = -2524992.613983 nChanged 17 SP:Iteration 33Q (169.533546 sec): 3 clusters Score: Raw -2528775.287512 + Penalty 3781.977474 = -2524993.310039 nChanged 14 SP:Iteration 34Q (169.753405 sec): 3 clusters Score: Raw -2528775.693675 + Penalty 3781.977474 = -2524993.716202 nChanged 14 SP:Iteration 35Q (169.976877 sec): 3 clusters Score: Raw -2528776.068454 + Penalty 3781.977474 = -2524994.090980 nChanged 9 SP:Iteration 36Q (170.181287 sec): 3 clusters Score: Raw -2528776.247343 + Penalty 3781.977474 = -2524994.269869 nChanged 4 SP:Iteration 37Q (170.429536 sec): 3 clusters Score: Raw -2528776.338529 + Penalty 3781.977474 = -2524994.361055 nChanged 10 SP:Iteration 38Q (170.692483 sec): 3 clusters Score: Raw -2528776.627604 + Penalty 3781.977474 = -2524994.650131 nChanged 4 SP:Iteration 39Q (170.911842 sec): 3 clusters Score: Raw -2528776.767815 + Penalty 3781.977474 = -2524994.790342 nChanged 5 SP:Iteration 40F (171.162957 sec): 3 clusters Score: Raw -2528776.822450 + Penalty 3781.977474 = -2524994.844977 nChanged 2 SP:Iteration 41Q (171.400509 sec): 3 clusters Score: Raw -2528776.848728 + Penalty 3781.977474 = -2524994.871255 nChanged 3 SP:Iteration 42Q (171.631549 sec): 3 clusters Score: Raw -2528776.951312 + Penalty 3781.977474 = -2524994.973838 nChanged 4 SP:Iteration 43Q (171.887975 sec): 3 clusters Score: Raw -2528777.033853 + Penalty 3781.977474 = -2524995.056380 nChanged 2 SP:Iteration 44Q (172.132184 sec): 3 clusters Score: Raw -2528777.103019 + Penalty 3781.977474 = -2524995.125545 nChanged 7 SP:Iteration 45Q (172.393399 sec): 3 clusters Score: Raw -2528777.280862 + Penalty 3781.977474 = -2524995.303388 nChanged 7 SP:Iteration 46Q (172.632168 sec): 3 clusters Score: Raw -2528777.499427 + Penalty 3781.977474 = -2524995.521954 nChanged 5 SP:Iteration 47Q (172.872962 sec): 3 clusters Score: Raw -2528777.644935 + Penalty 3781.977474 = -2524995.667461 nChanged 8 SP:Iteration 48Q (173.100085 sec): 3 clusters Score: Raw -2528777.916513 + Penalty 3781.977474 = -2524995.939039 nChanged 11 SP:Iteration 49Q (173.359261 sec): 3 clusters Score: Raw -2528778.432596 + Penalty 3781.977474 = -2524996.455122 nChanged 13 SP:Iteration 50Q (173.576773 sec): 3 clusters Score: Raw -2528778.895072 + Penalty 3781.977474 = -2524996.917599 nChanged 15 SP:Iteration 51Q (173.843019 sec): 3 clusters Score: Raw -2528779.438542 + Penalty 3781.977474 = -2524997.461068 nChanged 18 SP:Iteration 52Q (174.098701 sec): 3 clusters Score: Raw -2528780.011864 + Penalty 3781.977474 = -2524998.034390 nChanged 12 SP:Iteration 53Q (174.300743 sec): 3 clusters Score: Raw -2528780.485295 + Penalty 3781.977474 = -2524998.507822 nChanged 11 SP:Iteration 54Q (174.539175 sec): 3 clusters Score: Raw -2528780.787578 + Penalty 3781.977474 = -2524998.810105 nChanged 11 SP:Iteration 55Q (174.772827 sec): 3 clusters Score: Raw -2528781.106302 + Penalty 3781.977474 = -2524999.128828 nChanged 8 SP:Iteration 56Q (175.021952 sec): 3 clusters Score: Raw -2528781.312069 + Penalty 3781.977474 = -2524999.334596 nChanged 10 SP:Iteration 57Q (175.256971 sec): 3 clusters Score: Raw -2528781.524851 + Penalty 3781.977474 = -2524999.547378 nChanged 7 SP:Iteration 58Q (175.482804 sec): 3 clusters Score: Raw -2528781.722626 + Penalty 3781.977474 = -2524999.745153 nChanged 4 SP:Iteration 59Q (175.718914 sec): 3 clusters Score: Raw -2528781.828246 + Penalty 3781.977474 = -2524999.850773 nChanged 3 SP:Iteration 60F (175.945791 sec): 3 clusters Score: Raw -2528781.933489 + Penalty 3781.977474 = -2524999.956015 nChanged 5 SP:Iteration 61Q (176.146237 sec): 3 clusters Score: Raw -2528782.139023 + Penalty 3781.977474 = -2525000.161549 nChanged 3 SP:Iteration 62Q (176.366364 sec): 3 clusters Score: Raw -2528782.182926 + Penalty 3781.977474 = -2525000.205452 nChanged 2 SP:Iteration 63Q (176.570330 sec): 3 clusters Score: Raw -2528782.230892 + Penalty 3781.977474 = -2525000.253419 nChanged 4 SP:Iteration 64Q (176.796580 sec): 3 clusters Score: Raw -2528782.281815 + Penalty 3781.977474 = -2525000.304342 nChanged 1 SP:Iteration 65Q (177.021639 sec): 3 clusters Score: Raw -2528782.294882 + Penalty 3781.977474 = -2525000.317409 nChanged 2 SP:Iteration 66Q (177.240056 sec): 3 clusters Score: Raw -2528782.313725 + Penalty 3781.977474 = -2525000.336251 nChanged 0 SP:Iteration 67F (177.485724 sec): 3 clusters Score: Raw -2528782.313725 + Penalty 3781.977474 = -2525000.336251 nChanged 0 Score: Raw -11765165.798914 + Penalty 17157.579328 = -11748008.219586 Splitting cluster 4 changes total score from -11679356.890039 to -11748008.219586 So it's getting split into cluster 8. Iteration 59Q (181.548232 sec): 9 clusters Score: Raw -11774102.740537 + Penalty 17157.579328 = -11756945.161209 nChanged 8876 Iteration 60F (183.770398 sec): 9 clusters Score: Raw -11780239.082626 + Penalty 17157.579328 = -11763081.503298 nChanged 6352 Iteration 61Q (185.562039 sec): 9 clusters Score: Raw -11782273.569798 + Penalty 17157.579328 = -11765115.990470 nChanged 3328 Iteration 62Q (187.398419 sec): 9 clusters Score: Raw -11783195.097146 + Penalty 17157.579328 = -11766037.517818 nChanged 2486 Iteration 63Q (189.164212 sec): 9 clusters Score: Raw -11783806.125403 + Penalty 17157.579328 = -11766648.546075 nChanged 2112 Iteration 64Q (190.922872 sec): 9 clusters Score: Raw -11784342.816368 + Penalty 17157.579328 = -11767185.237040 nChanged 1866 Iteration 65Q (192.692770 sec): 9 clusters Score: Raw -11784816.176579 + Penalty 17157.579328 = -11767658.597251 nChanged 1685 Iteration 66Q (194.413116 sec): 9 clusters Score: Raw -11785224.507775 + Penalty 17157.579328 = -11768066.928447 nChanged 1586 Iteration 67Q (196.140421 sec): 9 clusters Score: Raw -11785611.285556 + Penalty 17157.579328 = -11768453.706229 nChanged 1434 Iteration 68Q (197.890684 sec): 9 clusters Score: Raw -11785946.959670 + Penalty 17157.579328 = -11768789.380342 nChanged 1339 Iteration 69Q (199.656402 sec): 9 clusters Score: Raw -11786249.493905 + Penalty 17157.579328 = -11769091.914578 nChanged 1244 Iteration 70Q (201.443468 sec): 9 clusters Score: Raw -11786540.577793 + Penalty 17157.579328 = -11769382.998465 nChanged 1128 Iteration 71Q (203.423386 sec): 9 clusters Score: Raw -11786871.547060 + Penalty 17157.579328 = -11769713.967733 nChanged 1054 Iteration 72Q (205.108071 sec): 9 clusters Score: Raw -11787238.537525 + Penalty 17157.579328 = -11770080.958197 nChanged 986 Iteration 73Q (206.404557 sec): 9 clusters Score: Raw -11787537.577026 + Penalty 17157.579328 = -11770379.997698 nChanged 859 Iteration 74Q (207.806654 sec): 9 clusters Score: Raw -11787746.697613 + Penalty 17157.579328 = -11770589.118286 nChanged 737 Iteration 75Q (209.059429 sec): 9 clusters Score: Raw -11787916.502315 + Penalty 17157.579328 = -11770758.922987 nChanged 612 Iteration 76Q (210.330986 sec): 9 clusters Score: Raw -11788020.751862 + Penalty 17157.579328 = -11770863.172534 nChanged 548 Iteration 77Q (211.601815 sec): 9 clusters Score: Raw -11788084.211040 + Penalty 17157.579328 = -11770926.631713 nChanged 422 Iteration 78Q (212.870348 sec): 9 clusters Score: Raw -11788125.650678 + Penalty 17157.579328 = -11770968.071350 nChanged 368 Iteration 79Q (214.113413 sec): 9 clusters Score: Raw -11788154.977357 + Penalty 17157.579328 = -11770997.398029 nChanged 295 Iteration 80F (215.647412 sec): 9 clusters Score: Raw -11788189.718875 + Penalty 17157.579328 = -11771032.139547 nChanged 295 Iteration 81Q (216.885590 sec): 9 clusters Score: Raw -11788217.274797 + Penalty 17157.579328 = -11771059.695470 nChanged 241 Iteration 82Q (218.103820 sec): 9 clusters Score: Raw -11788238.995414 + Penalty 17157.579328 = -11771081.416086 nChanged 211 Iteration 83Q (219.335961 sec): 9 clusters Score: Raw -11788263.705644 + Penalty 17157.579328 = -11771106.126316 nChanged 211 Iteration 84Q (220.696624 sec): 9 clusters Score: Raw -11788285.793476 + Penalty 17157.579328 = -11771128.214149 nChanged 222 Iteration 85Q (221.942775 sec): 9 clusters Score: Raw -11788310.524662 + Penalty 17157.579328 = -11771152.945335 nChanged 229 Iteration 86Q (223.307742 sec): 9 clusters Score: Raw -11788330.668871 + Penalty 17157.579328 = -11771173.089543 nChanged 207 Iteration 87Q (224.649355 sec): 9 clusters Score: Raw -11788347.782014 + Penalty 17157.579328 = -11771190.202686 nChanged 174 Iteration 88Q (226.076703 sec): 9 clusters Score: Raw -11788362.428161 + Penalty 17157.579328 = -11771204.848833 nChanged 160 Iteration 89Q (227.511076 sec): 9 clusters Score: Raw -11788376.554554 + Penalty 17157.579328 = -11771218.975227 nChanged 133 Iteration 90Q (228.927067 sec): 9 clusters Score: Raw -11788391.545963 + Penalty 17157.579328 = -11771233.966635 nChanged 133 Iteration 91Q (230.358548 sec): 9 clusters Score: Raw -11788403.429122 + Penalty 17157.579328 = -11771245.849794 nChanged 128 Iteration 92Q (231.744315 sec): 9 clusters Score: Raw -11788412.559116 + Penalty 17157.579328 = -11771254.979788 nChanged 136 Iteration 93Q (233.123081 sec): 9 clusters Score: Raw -11788422.257857 + Penalty 17157.579328 = -11771264.678529 nChanged 130 Iteration 94Q (234.524997 sec): 9 clusters Score: Raw -11788430.718750 + Penalty 17157.579328 = -11771273.139422 nChanged 131 Iteration 95Q (235.904253 sec): 9 clusters Score: Raw -11788437.068398 + Penalty 17157.579328 = -11771279.489070 nChanged 116 Iteration 96Q (237.325244 sec): 9 clusters Score: Raw -11788441.948560 + Penalty 17157.579328 = -11771284.369232 nChanged 121 Iteration 97Q (238.771631 sec): 9 clusters Score: Raw -11788447.462128 + Penalty 17157.579328 = -11771289.882800 nChanged 103 Iteration 98Q (240.192464 sec): 9 clusters Score: Raw -11788453.005149 + Penalty 17157.579328 = -11771295.425821 nChanged 96 Writing temp clu file Because OldScore, -11771289.882800, is greater than current (better) Score,-11771295.425821 Compute initial score before splitting: Score: Raw -11788453.005149 + Penalty 17157.579328 = -11771295.425821 Trying to split cluster 1 (24787 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (240.495015 sec): 2 clusters Score: Raw -1489855.362036 + Penalty 1775.722093 = -1488079.639943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (240.663360 sec): 3 clusters Score: Raw -1474756.672887 + Penalty 3551.444185 = -1471205.228702 nChanged 11311 SP:Iteration 1F (240.810298 sec): 3 clusters Score: Raw -1482594.266649 + Penalty 3551.444185 = -1479042.822464 nChanged 2629 SP:Iteration 2F (241.000906 sec): 3 clusters Score: Raw -1485890.103754 + Penalty 3551.444185 = -1482338.659569 nChanged 3004 SP:Iteration 3F (241.148070 sec): 3 clusters Score: Raw -1490364.261780 + Penalty 3551.444185 = -1486812.817595 nChanged 2559 SP:Iteration 4F (241.321484 sec): 3 clusters Score: Raw -1493778.635580 + Penalty 3551.444185 = -1490227.191395 nChanged 1720 SP:Iteration 5F (241.494546 sec): 3 clusters Score: Raw -1495426.390671 + Penalty 3551.444185 = -1491874.946486 nChanged 1042 SP:Iteration 6Q (241.673408 sec): 3 clusters Score: Raw -1496195.029815 + Penalty 3551.444185 = -1492643.585630 nChanged 744 SP:Iteration 7Q (241.827490 sec): 3 clusters Score: Raw -1496643.254998 + Penalty 3551.444185 = -1493091.810813 nChanged 544 SP:Iteration 8Q (241.986370 sec): 3 clusters Score: Raw -1496938.435880 + Penalty 3551.444185 = -1493386.991695 nChanged 458 SP:Iteration 9Q (242.142353 sec): 3 clusters Score: Raw -1497157.900051 + Penalty 3551.444185 = -1493606.455866 nChanged 366 SP:Iteration 10Q (242.287987 sec): 3 clusters Score: Raw -1497304.618159 + Penalty 3551.444185 = -1493753.173974 nChanged 311 SP:Iteration 11Q (242.427490 sec): 3 clusters Score: Raw -1497417.236415 + Penalty 3551.444185 = -1493865.792230 nChanged 260 SP:Iteration 12Q (242.606196 sec): 3 clusters Score: Raw -1497500.821942 + Penalty 3551.444185 = -1493949.377757 nChanged 235 SP:Iteration 13Q (242.754770 sec): 3 clusters Score: Raw -1497577.360904 + Penalty 3551.444185 = -1494025.916719 nChanged 219 SP:Iteration 14Q (242.920469 sec): 3 clusters Score: Raw -1497640.479220 + Penalty 3551.444185 = -1494089.035035 nChanged 200 SP:Iteration 15Q (243.048697 sec): 3 clusters Score: Raw -1497684.241696 + Penalty 3551.444185 = -1494132.797511 nChanged 145 SP:Iteration 16Q (243.202358 sec): 3 clusters Score: Raw -1497711.255011 + Penalty 3551.444185 = -1494159.810826 nChanged 113 SP:Iteration 17Q (243.368801 sec): 3 clusters Score: Raw -1497730.631705 + Penalty 3551.444185 = -1494179.187520 nChanged 108 SP:Iteration 18Q (243.538949 sec): 3 clusters Score: Raw -1497750.104399 + Penalty 3551.444185 = -1494198.660214 nChanged 98 SP:Iteration 19Q (243.703064 sec): 3 clusters Score: Raw -1497766.409752 + Penalty 3551.444185 = -1494214.965567 nChanged 99 SP:Iteration 20F (243.875566 sec): 3 clusters Score: Raw -1497783.668406 + Penalty 3551.444185 = -1494232.224220 nChanged 84 SP:Iteration 21Q (243.977436 sec): 3 clusters Score: Raw -1497795.890895 + Penalty 3551.444185 = -1494244.446710 nChanged 71 SP:Iteration 22Q (244.166989 sec): 3 clusters Score: Raw -1497804.619518 + Penalty 3551.444185 = -1494253.175333 nChanged 70 SP:Iteration 23Q (244.327188 sec): 3 clusters Score: Raw -1497813.141612 + Penalty 3551.444185 = -1494261.697427 nChanged 60 SP:Iteration 24Q (244.488593 sec): 3 clusters Score: Raw -1497821.106272 + Penalty 3551.444185 = -1494269.662087 nChanged 63 SP:Iteration 25Q (244.650669 sec): 3 clusters Score: Raw -1497829.009325 + Penalty 3551.444185 = -1494277.565140 nChanged 55 SP:Iteration 26Q (244.816183 sec): 3 clusters Score: Raw -1497834.259944 + Penalty 3551.444185 = -1494282.815759 nChanged 43 SP:Iteration 27Q (245.009665 sec): 3 clusters Score: Raw -1497837.487998 + Penalty 3551.444185 = -1494286.043813 nChanged 39 SP:Iteration 28Q (245.184768 sec): 3 clusters Score: Raw -1497840.726578 + Penalty 3551.444185 = -1494289.282393 nChanged 37 SP:Iteration 29Q (245.379754 sec): 3 clusters Score: Raw -1497844.255506 + Penalty 3551.444185 = -1494292.811321 nChanged 44 SP:Iteration 30Q (245.550120 sec): 3 clusters Score: Raw -1497848.244432 + Penalty 3551.444185 = -1494296.800247 nChanged 38 SP:Iteration 31Q (245.739545 sec): 3 clusters Score: Raw -1497851.064704 + Penalty 3551.444185 = -1494299.620519 nChanged 27 SP:Iteration 32Q (245.903798 sec): 3 clusters Score: Raw -1497852.689721 + Penalty 3551.444185 = -1494301.245536 nChanged 19 SP:Iteration 33Q (246.071870 sec): 3 clusters Score: Raw -1497854.056696 + Penalty 3551.444185 = -1494302.612511 nChanged 17 SP:Iteration 34Q (246.279650 sec): 3 clusters Score: Raw -1497854.935964 + Penalty 3551.444185 = -1494303.491779 nChanged 10 SP:Iteration 35Q (246.439275 sec): 3 clusters Score: Raw -1497855.418380 + Penalty 3551.444185 = -1494303.974195 nChanged 10 SP:Iteration 36Q (246.600127 sec): 3 clusters Score: Raw -1497855.787745 + Penalty 3551.444185 = -1494304.343560 nChanged 4 SP:Iteration 37Q (246.699714 sec): 3 clusters Score: Raw -1497856.013992 + Penalty 3551.444185 = -1494304.569807 nChanged 5 SP:Iteration 38Q (246.867817 sec): 3 clusters Score: Raw -1497856.284747 + Penalty 3551.444185 = -1494304.840562 nChanged 6 SP:Iteration 39Q (247.046541 sec): 3 clusters Score: Raw -1497856.605653 + Penalty 3551.444185 = -1494305.161468 nChanged 9 SP:Iteration 40F (247.193626 sec): 3 clusters Score: Raw -1497857.005593 + Penalty 3551.444185 = -1494305.561408 nChanged 11 SP:Iteration 41Q (247.365868 sec): 3 clusters Score: Raw -1497857.460447 + Penalty 3551.444185 = -1494306.016262 nChanged 12 SP:Iteration 42Q (247.527119 sec): 3 clusters Score: Raw -1497857.991810 + Penalty 3551.444185 = -1494306.547625 nChanged 12 SP:Iteration 43Q (247.679323 sec): 3 clusters Score: Raw -1497858.678737 + Penalty 3551.444185 = -1494307.234552 nChanged 19 SP:Iteration 44Q (247.851752 sec): 3 clusters Score: Raw -1497859.674499 + Penalty 3551.444185 = -1494308.230314 nChanged 11 SP:Iteration 45Q (248.014409 sec): 3 clusters Score: Raw -1497860.121422 + Penalty 3551.444185 = -1494308.677237 nChanged 8 SP:Iteration 46Q (248.161487 sec): 3 clusters Score: Raw -1497860.396387 + Penalty 3551.444185 = -1494308.952202 nChanged 4 SP:Iteration 47Q (248.332259 sec): 3 clusters Score: Raw -1497860.583314 + Penalty 3551.444185 = -1494309.139129 nChanged 1 SP:Iteration 48Q (248.513943 sec): 3 clusters Score: Raw -1497860.613453 + Penalty 3551.444185 = -1494309.169268 nChanged 1 SP:Iteration 49Q (248.642263 sec): 3 clusters Score: Raw -1497860.684253 + Penalty 3551.444185 = -1494309.240068 nChanged 0 SP:Iteration 50F (248.829768 sec): 3 clusters Score: Raw -1497860.684253 + Penalty 3551.444185 = -1494309.240068 nChanged 0 Score: Raw -11796463.626283 + Penalty 19302.276744 = -11777161.349540 Splitting cluster 1 changes total score from -11771295.425821 to -11777161.349540 So it's getting split into cluster 9. Trying to split cluster 2 (11199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.345653 sec): 2 clusters Score: Raw -449582.831520 + Penalty 1636.288249 = -447946.543271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.465758 sec): 3 clusters Score: Raw -443611.941297 + Penalty 3272.576498 = -440339.364799 nChanged 5004 SP:Iteration 1F (251.600576 sec): 3 clusters Score: Raw -450856.260243 + Penalty 3272.576498 = -447583.683744 nChanged 1665 SP:Iteration 2F (251.728673 sec): 3 clusters Score: Raw -454429.090549 + Penalty 3272.576498 = -451156.514051 nChanged 1176 SP:Iteration 3F (251.852713 sec): 3 clusters Score: Raw -456838.021130 + Penalty 3272.576498 = -453565.444631 nChanged 793 SP:Iteration 4F (251.971505 sec): 3 clusters Score: Raw -458329.618488 + Penalty 3272.576498 = -455057.041989 nChanged 552 SP:Iteration 5Q (252.045092 sec): 3 clusters Score: Raw -459129.429824 + Penalty 3272.576498 = -455856.853325 nChanged 381 SP:Iteration 6Q (252.170682 sec): 3 clusters Score: Raw -459614.078993 + Penalty 3272.576498 = -456341.502495 nChanged 301 SP:Iteration 7Q (252.296182 sec): 3 clusters Score: Raw -459888.586082 + Penalty 3272.576498 = -456616.009584 nChanged 174 SP:Iteration 8Q (252.395182 sec): 3 clusters Score: Raw -460012.050340 + Penalty 3272.576498 = -456739.473842 nChanged 128 SP:Iteration 9Q (252.515330 sec): 3 clusters Score: Raw -460085.094819 + Penalty 3272.576498 = -456812.518321 nChanged 91 SP:Iteration 10Q (252.635828 sec): 3 clusters Score: Raw -460127.697433 + Penalty 3272.576498 = -456855.120934 nChanged 66 SP:Iteration 11Q (252.781911 sec): 3 clusters Score: Raw -460161.565097 + Penalty 3272.576498 = -456888.988599 nChanged 64 SP:Iteration 12Q (252.891806 sec): 3 clusters Score: Raw -460186.554246 + Penalty 3272.576498 = -456913.977748 nChanged 51 SP:Iteration 13Q (253.040797 sec): 3 clusters Score: Raw -460201.309169 + Penalty 3272.576498 = -456928.732671 nChanged 39 SP:Iteration 14Q (253.152445 sec): 3 clusters Score: Raw -460214.544662 + Penalty 3272.576498 = -456941.968164 nChanged 42 SP:Iteration 15Q (253.235236 sec): 3 clusters Score: Raw -460225.112527 + Penalty 3272.576498 = -456952.536029 nChanged 27 SP:Iteration 16Q (253.294211 sec): 3 clusters Score: Raw -460230.156800 + Penalty 3272.576498 = -456957.580302 nChanged 15 SP:Iteration 17Q (253.440505 sec): 3 clusters Score: Raw -460233.585282 + Penalty 3272.576498 = -456961.008783 nChanged 16 SP:Iteration 18Q (253.585620 sec): 3 clusters Score: Raw -460237.592151 + Penalty 3272.576498 = -456965.015652 nChanged 15 SP:Iteration 19Q (253.694486 sec): 3 clusters Score: Raw -460240.674063 + Penalty 3272.576498 = -456968.097565 nChanged 9 SP:Iteration 20F (253.803475 sec): 3 clusters Score: Raw -460270.561534 + Penalty 3272.576498 = -456997.985035 nChanged 23 SP:Iteration 21Q (253.940069 sec): 3 clusters Score: Raw -460309.417717 + Penalty 3272.576498 = -457036.841218 nChanged 49 SP:Iteration 22Q (254.039203 sec): 3 clusters Score: Raw -460342.866102 + Penalty 3272.576498 = -457070.289603 nChanged 53 SP:Iteration 23Q (254.166477 sec): 3 clusters Score: Raw -460370.713369 + Penalty 3272.576498 = -457098.136871 nChanged 42 SP:Iteration 24Q (254.278397 sec): 3 clusters Score: Raw -460394.946880 + Penalty 3272.576498 = -457122.370382 nChanged 52 SP:Iteration 25Q (254.401385 sec): 3 clusters Score: Raw -460426.135909 + Penalty 3272.576498 = -457153.559410 nChanged 51 SP:Iteration 26Q (254.533835 sec): 3 clusters Score: Raw -460468.935706 + Penalty 3272.576498 = -457196.359207 nChanged 54 SP:Iteration 27Q (254.638715 sec): 3 clusters Score: Raw -460508.314961 + Penalty 3272.576498 = -457235.738462 nChanged 56 SP:Iteration 28Q (254.767105 sec): 3 clusters Score: Raw -460541.040772 + Penalty 3272.576498 = -457268.464274 nChanged 58 SP:Iteration 29Q (254.890542 sec): 3 clusters Score: Raw -460582.095735 + Penalty 3272.576498 = -457309.519237 nChanged 58 SP:Iteration 30Q (255.027714 sec): 3 clusters Score: Raw -460619.603532 + Penalty 3272.576498 = -457347.027034 nChanged 47 SP:Iteration 31Q (255.123109 sec): 3 clusters Score: Raw -460638.455176 + Penalty 3272.576498 = -457365.878678 nChanged 48 SP:Iteration 32Q (255.242749 sec): 3 clusters Score: Raw -460660.267124 + Penalty 3272.576498 = -457387.690626 nChanged 42 SP:Iteration 33Q (255.369383 sec): 3 clusters Score: Raw -460676.096233 + Penalty 3272.576498 = -457403.519735 nChanged 34 SP:Iteration 34Q (255.499077 sec): 3 clusters Score: Raw -460688.538896 + Penalty 3272.576498 = -457415.962397 nChanged 31 SP:Iteration 35Q (255.625913 sec): 3 clusters Score: Raw -460702.869994 + Penalty 3272.576498 = -457430.293495 nChanged 23 SP:Iteration 36Q (255.756763 sec): 3 clusters Score: Raw -460711.463477 + Penalty 3272.576498 = -457438.886978 nChanged 22 SP:Iteration 37Q (255.875383 sec): 3 clusters Score: Raw -460716.946418 + Penalty 3272.576498 = -457444.369920 nChanged 15 SP:Iteration 38Q (255.986922 sec): 3 clusters Score: Raw -460727.176702 + Penalty 3272.576498 = -457454.600203 nChanged 14 SP:Iteration 39Q (256.107839 sec): 3 clusters Score: Raw -460733.892458 + Penalty 3272.576498 = -457461.315960 nChanged 16 SP:Iteration 40F (256.232841 sec): 3 clusters Score: Raw -460748.465526 + Penalty 3272.576498 = -457475.889027 nChanged 23 SP:Iteration 41Q (256.346164 sec): 3 clusters Score: Raw -460762.693753 + Penalty 3272.576498 = -457490.117255 nChanged 23 SP:Iteration 42Q (256.504566 sec): 3 clusters Score: Raw -460778.649073 + Penalty 3272.576498 = -457506.072575 nChanged 34 SP:Iteration 43Q (256.614861 sec): 3 clusters Score: Raw -460795.154507 + Penalty 3272.576498 = -457522.578008 nChanged 35 SP:Iteration 44Q (256.733205 sec): 3 clusters Score: Raw -460808.287005 + Penalty 3272.576498 = -457535.710506 nChanged 29 SP:Iteration 45Q (256.836169 sec): 3 clusters Score: Raw -460820.498511 + Penalty 3272.576498 = -457547.922012 nChanged 32 SP:Iteration 46Q (256.973103 sec): 3 clusters Score: Raw -460833.065681 + Penalty 3272.576498 = -457560.489183 nChanged 34 SP:Iteration 47Q (257.117459 sec): 3 clusters Score: Raw -460844.291870 + Penalty 3272.576498 = -457571.715371 nChanged 27 SP:Iteration 48Q (257.259143 sec): 3 clusters Score: Raw -460852.175334 + Penalty 3272.576498 = -457579.598836 nChanged 9 SP:Iteration 49Q (257.354263 sec): 3 clusters Score: Raw -460855.128955 + Penalty 3272.576498 = -457582.552457 nChanged 12 SP:Iteration 50Q (257.486882 sec): 3 clusters Score: Raw -460858.595449 + Penalty 3272.576498 = -457586.018950 nChanged 6 SP:Iteration 51Q (257.609937 sec): 3 clusters Score: Raw -460859.215809 + Penalty 3272.576498 = -457586.639311 nChanged 2 SP:Iteration 52Q (257.736190 sec): 3 clusters Score: Raw -460859.497449 + Penalty 3272.576498 = -457586.920951 nChanged 1 SP:Iteration 53Q (257.858626 sec): 3 clusters Score: Raw -460859.642578 + Penalty 3272.576498 = -457587.066079 nChanged 2 SP:Iteration 54Q (257.978428 sec): 3 clusters Score: Raw -460859.889831 + Penalty 3272.576498 = -457587.313333 nChanged 1 SP:Iteration 55Q (258.097394 sec): 3 clusters Score: Raw -460859.962367 + Penalty 3272.576498 = -457587.385869 nChanged 1 SP:Iteration 56Q (258.240090 sec): 3 clusters Score: Raw -460860.030529 + Penalty 3272.576498 = -457587.454031 nChanged 1 SP:Iteration 57Q (258.363732 sec): 3 clusters Score: Raw -460860.113117 + Penalty 3272.576498 = -457587.536618 nChanged 1 SP:Iteration 58Q (258.467207 sec): 3 clusters Score: Raw -460860.267940 + Penalty 3272.576498 = -457587.691442 nChanged 0 SP:Iteration 59F (258.623081 sec): 3 clusters Score: Raw -460860.267940 + Penalty 3272.576498 = -457587.691442 nChanged 0 Score: Raw -11807741.062703 + Penalty 21446.974160 = -11786294.088544 Splitting cluster 2 changes total score from -11771295.425821 to -11786294.088544 So it's getting split into cluster 10. Trying to split cluster 3 (53400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (261.595315 sec): 2 clusters Score: Raw -3574707.018570 + Penalty 1910.416837 = -3572796.601732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (261.823794 sec): 3 clusters Score: Raw -3541010.578372 + Penalty 3820.833675 = -3537189.744698 nChanged 24974 SP:Iteration 1F (262.056927 sec): 3 clusters Score: Raw -3555937.751201 + Penalty 3820.833675 = -3552116.917526 nChanged 3426 SP:Iteration 2F (262.302386 sec): 3 clusters Score: Raw -3557992.071386 + Penalty 3820.833675 = -3554171.237711 nChanged 3942 SP:Iteration 3F (262.524706 sec): 3 clusters Score: Raw -3560845.009553 + Penalty 3820.833675 = -3557024.175879 nChanged 4282 SP:Iteration 4F (262.779655 sec): 3 clusters Score: Raw -3564258.808331 + Penalty 3820.833675 = -3560437.974656 nChanged 4186 SP:Iteration 5F (263.028923 sec): 3 clusters Score: Raw -3567193.695536 + Penalty 3820.833675 = -3563372.861861 nChanged 3201 SP:Iteration 6F (263.258399 sec): 3 clusters Score: Raw -3569072.520896 + Penalty 3820.833675 = -3565251.687221 nChanged 2402 SP:Iteration 7Q (263.529971 sec): 3 clusters Score: Raw -3570259.202853 + Penalty 3820.833675 = -3566438.369178 nChanged 1732 SP:Iteration 8Q (263.760408 sec): 3 clusters Score: Raw -3571065.976600 + Penalty 3820.833675 = -3567245.142925 nChanged 1396 SP:Iteration 9Q (263.987390 sec): 3 clusters Score: Raw -3571748.814452 + Penalty 3820.833675 = -3567927.980777 nChanged 1212 SP:Iteration 10Q (264.262138 sec): 3 clusters Score: Raw -3572359.036419 + Penalty 3820.833675 = -3568538.202744 nChanged 1088 SP:Iteration 11Q (264.512778 sec): 3 clusters Score: Raw -3572943.592490 + Penalty 3820.833675 = -3569122.758815 nChanged 940 SP:Iteration 12Q (264.735878 sec): 3 clusters Score: Raw -3573459.237865 + Penalty 3820.833675 = -3569638.404190 nChanged 874 SP:Iteration 13Q (264.980989 sec): 3 clusters Score: Raw -3573910.496667 + Penalty 3820.833675 = -3570089.662992 nChanged 735 SP:Iteration 14Q (265.220447 sec): 3 clusters Score: Raw -3574292.239042 + Penalty 3820.833675 = -3570471.405367 nChanged 685 SP:Iteration 15Q (265.522014 sec): 3 clusters Score: Raw -3574642.636813 + Penalty 3820.833675 = -3570821.803138 nChanged 637 SP:Iteration 16Q (265.827950 sec): 3 clusters Score: Raw -3574957.616122 + Penalty 3820.833675 = -3571136.782447 nChanged 624 SP:Iteration 17Q (266.119379 sec): 3 clusters Score: Raw -3575264.658844 + Penalty 3820.833675 = -3571443.825170 nChanged 571 SP:Iteration 18Q (266.347062 sec): 3 clusters Score: Raw -3575559.175911 + Penalty 3820.833675 = -3571738.342236 nChanged 539 SP:Iteration 19Q (266.593709 sec): 3 clusters Score: Raw -3575857.410115 + Penalty 3820.833675 = -3572036.576440 nChanged 513 SP:Iteration 20F (266.854215 sec): 3 clusters Score: Raw -3576172.983893 + Penalty 3820.833675 = -3572352.150219 nChanged 491 SP:Iteration 21Q (267.098913 sec): 3 clusters Score: Raw -3576505.043564 + Penalty 3820.833675 = -3572684.209889 nChanged 461 SP:Iteration 22Q (267.342883 sec): 3 clusters Score: Raw -3576869.329737 + Penalty 3820.833675 = -3573048.496062 nChanged 486 SP:Iteration 23Q (267.593119 sec): 3 clusters Score: Raw -3577285.210691 + Penalty 3820.833675 = -3573464.377016 nChanged 454 SP:Iteration 24Q (267.835095 sec): 3 clusters Score: Raw -3577672.594929 + Penalty 3820.833675 = -3573851.761254 nChanged 424 SP:Iteration 25Q (268.093320 sec): 3 clusters Score: Raw -3578141.590002 + Penalty 3820.833675 = -3574320.756327 nChanged 375 SP:Iteration 26Q (268.312809 sec): 3 clusters Score: Raw -3578550.129940 + Penalty 3820.833675 = -3574729.296266 nChanged 322 SP:Iteration 27Q (268.525444 sec): 3 clusters Score: Raw -3578789.580653 + Penalty 3820.833675 = -3574968.746978 nChanged 263 SP:Iteration 28Q (268.719861 sec): 3 clusters Score: Raw -3578915.415220 + Penalty 3820.833675 = -3575094.581545 nChanged 177 SP:Iteration 29Q (268.973348 sec): 3 clusters Score: Raw -3578972.381662 + Penalty 3820.833675 = -3575151.547988 nChanged 103 SP:Iteration 30Q (269.215700 sec): 3 clusters Score: Raw -3578992.595204 + Penalty 3820.833675 = -3575171.761529 nChanged 56 SP:Iteration 31Q (269.432011 sec): 3 clusters Score: Raw -3579002.024397 + Penalty 3820.833675 = -3575181.190723 nChanged 43 SP:Iteration 32Q (269.668704 sec): 3 clusters Score: Raw -3579008.449477 + Penalty 3820.833675 = -3575187.615803 nChanged 39 SP:Iteration 33Q (269.890580 sec): 3 clusters Score: Raw -3579014.826602 + Penalty 3820.833675 = -3575193.992927 nChanged 33 SP:Iteration 34Q (270.146774 sec): 3 clusters Score: Raw -3579019.688923 + Penalty 3820.833675 = -3575198.855249 nChanged 21 SP:Iteration 35Q (270.350354 sec): 3 clusters Score: Raw -3579021.778071 + Penalty 3820.833675 = -3575200.944396 nChanged 17 SP:Iteration 36Q (270.564410 sec): 3 clusters Score: Raw -3579023.957452 + Penalty 3820.833675 = -3575203.123778 nChanged 8 SP:Iteration 37Q (270.802190 sec): 3 clusters Score: Raw -3579024.540129 + Penalty 3820.833675 = -3575203.706455 nChanged 4 SP:Iteration 38Q (271.038524 sec): 3 clusters Score: Raw -3579024.984069 + Penalty 3820.833675 = -3575204.150395 nChanged 5 SP:Iteration 39Q (271.262872 sec): 3 clusters Score: Raw -3579025.743594 + Penalty 3820.833675 = -3575204.909920 nChanged 4 SP:Iteration 40F (271.496189 sec): 3 clusters Score: Raw -3579026.281288 + Penalty 3820.833675 = -3575205.447613 nChanged 3 SP:Iteration 41Q (271.742333 sec): 3 clusters Score: Raw -3579026.571394 + Penalty 3820.833675 = -3575205.737720 nChanged 6 SP:Iteration 42Q (271.955462 sec): 3 clusters Score: Raw -3579027.150871 + Penalty 3820.833675 = -3575206.317196 nChanged 5 SP:Iteration 43Q (272.181722 sec): 3 clusters Score: Raw -3579027.617947 + Penalty 3820.833675 = -3575206.784272 nChanged 5 SP:Iteration 44Q (272.417175 sec): 3 clusters Score: Raw -3579028.015136 + Penalty 3820.833675 = -3575207.181462 nChanged 1 SP:Iteration 45Q (272.631390 sec): 3 clusters Score: Raw -3579028.089257 + Penalty 3820.833675 = -3575207.255583 nChanged 0 SP:Iteration 46F (272.923425 sec): 3 clusters Score: Raw -3579028.089257 + Penalty 3820.833675 = -3575207.255583 nChanged 0 Score: Raw -11812062.133391 + Penalty 23591.671575 = -11788470.461815 Splitting cluster 3 changes total score from -11771295.425821 to -11788470.461815 So it's getting split into cluster 11. Trying to split cluster 4 (31134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (276.052503 sec): 2 clusters Score: Raw -1767589.994149 + Penalty 1815.732784 = -1765774.261366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (276.237343 sec): 3 clusters Score: Raw -1748665.893789 + Penalty 3631.465568 = -1745034.428221 nChanged 14352 SP:Iteration 1F (276.448333 sec): 3 clusters Score: Raw -1759283.218447 + Penalty 3631.465568 = -1755651.752879 nChanged 3467 SP:Iteration 2F (276.639513 sec): 3 clusters Score: Raw -1763214.125174 + Penalty 3631.465568 = -1759582.659606 nChanged 3498 SP:Iteration 3F (276.812119 sec): 3 clusters Score: Raw -1766772.379398 + Penalty 3631.465568 = -1763140.913830 nChanged 2668 SP:Iteration 4F (276.993160 sec): 3 clusters Score: Raw -1768977.841901 + Penalty 3631.465568 = -1765346.376333 nChanged 1838 SP:Iteration 5F (277.213353 sec): 3 clusters Score: Raw -1770211.673640 + Penalty 3631.465568 = -1766580.208072 nChanged 1261 SP:Iteration 6Q (277.404939 sec): 3 clusters Score: Raw -1770878.999827 + Penalty 3631.465568 = -1767247.534259 nChanged 908 SP:Iteration 7Q (277.597484 sec): 3 clusters Score: Raw -1771309.812146 + Penalty 3631.465568 = -1767678.346578 nChanged 717 SP:Iteration 8Q (277.804504 sec): 3 clusters Score: Raw -1771570.504224 + Penalty 3631.465568 = -1767939.038656 nChanged 553 SP:Iteration 9Q (277.999056 sec): 3 clusters Score: Raw -1771747.618448 + Penalty 3631.465568 = -1768116.152880 nChanged 420 SP:Iteration 10Q (278.185240 sec): 3 clusters Score: Raw -1771872.018245 + Penalty 3631.465568 = -1768240.552677 nChanged 351 SP:Iteration 11Q (278.362404 sec): 3 clusters Score: Raw -1771960.079480 + Penalty 3631.465568 = -1768328.613913 nChanged 286 SP:Iteration 12Q (278.554184 sec): 3 clusters Score: Raw -1772039.161080 + Penalty 3631.465568 = -1768407.695513 nChanged 266 SP:Iteration 13Q (278.772789 sec): 3 clusters Score: Raw -1772110.627470 + Penalty 3631.465568 = -1768479.161902 nChanged 237 SP:Iteration 14Q (278.928372 sec): 3 clusters Score: Raw -1772177.034398 + Penalty 3631.465568 = -1768545.568830 nChanged 219 SP:Iteration 15Q (279.121989 sec): 3 clusters Score: Raw -1772240.519363 + Penalty 3631.465568 = -1768609.053796 nChanged 217 SP:Iteration 16Q (279.287423 sec): 3 clusters Score: Raw -1772294.991495 + Penalty 3631.465568 = -1768663.525927 nChanged 190 SP:Iteration 17Q (279.458597 sec): 3 clusters Score: Raw -1772331.574722 + Penalty 3631.465568 = -1768700.109155 nChanged 151 SP:Iteration 18Q (279.644934 sec): 3 clusters Score: Raw -1772356.721850 + Penalty 3631.465568 = -1768725.256283 nChanged 136 SP:Iteration 19Q (279.833768 sec): 3 clusters Score: Raw -1772376.313032 + Penalty 3631.465568 = -1768744.847465 nChanged 132 SP:Iteration 20F (280.002953 sec): 3 clusters Score: Raw -1772392.181995 + Penalty 3631.465568 = -1768760.716427 nChanged 112 SP:Iteration 21Q (280.196952 sec): 3 clusters Score: Raw -1772407.919713 + Penalty 3631.465568 = -1768776.454146 nChanged 110 SP:Iteration 22Q (280.382531 sec): 3 clusters Score: Raw -1772422.119953 + Penalty 3631.465568 = -1768790.654385 nChanged 116 SP:Iteration 23Q (280.581585 sec): 3 clusters Score: Raw -1772437.492158 + Penalty 3631.465568 = -1768806.026591 nChanged 121 SP:Iteration 24Q (280.767063 sec): 3 clusters Score: Raw -1772453.176020 + Penalty 3631.465568 = -1768821.710452 nChanged 115 SP:Iteration 25Q (280.953909 sec): 3 clusters Score: Raw -1772465.907743 + Penalty 3631.465568 = -1768834.442175 nChanged 91 SP:Iteration 26Q (281.148014 sec): 3 clusters Score: Raw -1772475.799090 + Penalty 3631.465568 = -1768844.333523 nChanged 85 SP:Iteration 27Q (281.373014 sec): 3 clusters Score: Raw -1772482.884414 + Penalty 3631.465568 = -1768851.418847 nChanged 64 SP:Iteration 28Q (281.546005 sec): 3 clusters Score: Raw -1772487.273949 + Penalty 3631.465568 = -1768855.808381 nChanged 55 SP:Iteration 29Q (281.732505 sec): 3 clusters Score: Raw -1772490.746829 + Penalty 3631.465568 = -1768859.281261 nChanged 48 SP:Iteration 30Q (281.893889 sec): 3 clusters Score: Raw -1772493.990359 + Penalty 3631.465568 = -1768862.524791 nChanged 48 SP:Iteration 31Q (282.073643 sec): 3 clusters Score: Raw -1772497.451121 + Penalty 3631.465568 = -1768865.985553 nChanged 46 SP:Iteration 32Q (282.274450 sec): 3 clusters Score: Raw -1772501.012239 + Penalty 3631.465568 = -1768869.546671 nChanged 36 SP:Iteration 33Q (282.457022 sec): 3 clusters Score: Raw -1772504.166435 + Penalty 3631.465568 = -1768872.700867 nChanged 39 SP:Iteration 34Q (282.652281 sec): 3 clusters Score: Raw -1772507.258570 + Penalty 3631.465568 = -1768875.793002 nChanged 37 SP:Iteration 35Q (282.839173 sec): 3 clusters Score: Raw -1772509.462071 + Penalty 3631.465568 = -1768877.996504 nChanged 38 SP:Iteration 36Q (283.013962 sec): 3 clusters Score: Raw -1772511.638271 + Penalty 3631.465568 = -1768880.172703 nChanged 31 SP:Iteration 37Q (283.190449 sec): 3 clusters Score: Raw -1772513.347557 + Penalty 3631.465568 = -1768881.881989 nChanged 35 SP:Iteration 38Q (283.362313 sec): 3 clusters Score: Raw -1772515.175622 + Penalty 3631.465568 = -1768883.710054 nChanged 23 SP:Iteration 39Q (283.548909 sec): 3 clusters Score: Raw -1772516.358181 + Penalty 3631.465568 = -1768884.892613 nChanged 25 SP:Iteration 40F (283.752469 sec): 3 clusters Score: Raw -1772517.700544 + Penalty 3631.465568 = -1768886.234977 nChanged 26 SP:Iteration 41Q (283.900139 sec): 3 clusters Score: Raw -1772519.413023 + Penalty 3631.465568 = -1768887.947456 nChanged 38 SP:Iteration 42Q (284.105001 sec): 3 clusters Score: Raw -1772522.284368 + Penalty 3631.465568 = -1768890.818800 nChanged 40 SP:Iteration 43Q (284.267465 sec): 3 clusters Score: Raw -1772524.790047 + Penalty 3631.465568 = -1768893.324480 nChanged 35 SP:Iteration 44Q (284.466445 sec): 3 clusters Score: Raw -1772526.516717 + Penalty 3631.465568 = -1768895.051149 nChanged 30 SP:Iteration 45Q (284.642907 sec): 3 clusters Score: Raw -1772528.252814 + Penalty 3631.465568 = -1768896.787246 nChanged 35 SP:Iteration 46Q (284.817207 sec): 3 clusters Score: Raw -1772530.822189 + Penalty 3631.465568 = -1768899.356622 nChanged 39 SP:Iteration 47Q (285.014710 sec): 3 clusters Score: Raw -1772534.323391 + Penalty 3631.465568 = -1768902.857823 nChanged 52 SP:Iteration 48Q (285.194940 sec): 3 clusters Score: Raw -1772537.466785 + Penalty 3631.465568 = -1768906.001217 nChanged 46 SP:Iteration 49Q (285.378689 sec): 3 clusters Score: Raw -1772539.632026 + Penalty 3631.465568 = -1768908.166459 nChanged 25 SP:Iteration 50Q (285.542699 sec): 3 clusters Score: Raw -1772540.685804 + Penalty 3631.465568 = -1768909.220237 nChanged 22 SP:Iteration 51Q (285.702709 sec): 3 clusters Score: Raw -1772541.641351 + Penalty 3631.465568 = -1768910.175783 nChanged 17 SP:Iteration 52Q (285.888653 sec): 3 clusters Score: Raw -1772542.365584 + Penalty 3631.465568 = -1768910.900016 nChanged 21 SP:Iteration 53Q (286.093217 sec): 3 clusters Score: Raw -1772543.465809 + Penalty 3631.465568 = -1768912.000242 nChanged 24 SP:Iteration 54Q (286.282491 sec): 3 clusters Score: Raw -1772544.719227 + Penalty 3631.465568 = -1768913.253659 nChanged 19 SP:Iteration 55Q (286.461805 sec): 3 clusters Score: Raw -1772545.817533 + Penalty 3631.465568 = -1768914.351965 nChanged 20 SP:Iteration 56Q (286.681288 sec): 3 clusters Score: Raw -1772546.875578 + Penalty 3631.465568 = -1768915.410010 nChanged 25 SP:Iteration 57Q (286.884085 sec): 3 clusters Score: Raw -1772548.069801 + Penalty 3631.465568 = -1768916.604233 nChanged 19 SP:Iteration 58Q (287.056035 sec): 3 clusters Score: Raw -1772548.963646 + Penalty 3631.465568 = -1768917.498078 nChanged 15 SP:Iteration 59Q (287.260217 sec): 3 clusters Score: Raw -1772549.699296 + Penalty 3631.465568 = -1768918.233728 nChanged 13 SP:Iteration 60F (287.423969 sec): 3 clusters Score: Raw -1772550.608193 + Penalty 3631.465568 = -1768919.142626 nChanged 18 SP:Iteration 61Q (287.612099 sec): 3 clusters Score: Raw -1772551.688684 + Penalty 3631.465568 = -1768920.223117 nChanged 19 SP:Iteration 62Q (287.807144 sec): 3 clusters Score: Raw -1772552.807070 + Penalty 3631.465568 = -1768921.341502 nChanged 23 SP:Iteration 63Q (288.038894 sec): 3 clusters Score: Raw -1772554.391728 + Penalty 3631.465568 = -1768922.926160 nChanged 30 SP:Iteration 64Q (288.262951 sec): 3 clusters Score: Raw -1772555.759590 + Penalty 3631.465568 = -1768924.294022 nChanged 24 SP:Iteration 65Q (288.457730 sec): 3 clusters Score: Raw -1772556.807947 + Penalty 3631.465568 = -1768925.342379 nChanged 26 SP:Iteration 66Q (288.694898 sec): 3 clusters Score: Raw -1772558.026050 + Penalty 3631.465568 = -1768926.560482 nChanged 27 SP:Iteration 67Q (288.932121 sec): 3 clusters Score: Raw -1772559.954379 + Penalty 3631.465568 = -1768928.488812 nChanged 35 SP:Iteration 68Q (289.174872 sec): 3 clusters Score: Raw -1772563.126627 + Penalty 3631.465568 = -1768931.661059 nChanged 42 SP:Iteration 69Q (289.372418 sec): 3 clusters Score: Raw -1772566.798139 + Penalty 3631.465568 = -1768935.332572 nChanged 44 SP:Iteration 70Q (289.607164 sec): 3 clusters Score: Raw -1772569.760116 + Penalty 3631.465568 = -1768938.294548 nChanged 41 SP:Iteration 71Q (289.855599 sec): 3 clusters Score: Raw -1772572.502023 + Penalty 3631.465568 = -1768941.036455 nChanged 49 SP:Iteration 72Q (290.025400 sec): 3 clusters Score: Raw -1772576.168715 + Penalty 3631.465568 = -1768944.703147 nChanged 42 SP:Iteration 73Q (290.227468 sec): 3 clusters Score: Raw -1772579.753437 + Penalty 3631.465568 = -1768948.287870 nChanged 52 SP:Iteration 74Q (290.393602 sec): 3 clusters Score: Raw -1772584.751875 + Penalty 3631.465568 = -1768953.286308 nChanged 67 SP:Iteration 75Q (290.582930 sec): 3 clusters Score: Raw -1772592.057620 + Penalty 3631.465568 = -1768960.592052 nChanged 70 SP:Iteration 76Q (290.781649 sec): 3 clusters Score: Raw -1772598.948132 + Penalty 3631.465568 = -1768967.482564 nChanged 71 SP:Iteration 77Q (290.968650 sec): 3 clusters Score: Raw -1772607.734301 + Penalty 3631.465568 = -1768976.268733 nChanged 86 SP:Iteration 78Q (291.135629 sec): 3 clusters Score: Raw -1772618.351306 + Penalty 3631.465568 = -1768986.885738 nChanged 94 SP:Iteration 79Q (291.349122 sec): 3 clusters Score: Raw -1772628.675463 + Penalty 3631.465568 = -1768997.209895 nChanged 88 SP:Iteration 80F (291.541454 sec): 3 clusters Score: Raw -1772638.915211 + Penalty 3631.465568 = -1769007.449643 nChanged 88 SP:Iteration 81Q (291.726970 sec): 3 clusters Score: Raw -1772646.043354 + Penalty 3631.465568 = -1769014.577786 nChanged 63 SP:Iteration 82Q (291.888355 sec): 3 clusters Score: Raw -1772650.805598 + Penalty 3631.465568 = -1769019.340030 nChanged 56 SP:Iteration 83Q (292.094044 sec): 3 clusters Score: Raw -1772656.003936 + Penalty 3631.465568 = -1769024.538368 nChanged 62 SP:Iteration 84Q (292.290274 sec): 3 clusters Score: Raw -1772662.619582 + Penalty 3631.465568 = -1769031.154014 nChanged 62 SP:Iteration 85Q (292.476480 sec): 3 clusters Score: Raw -1772669.809427 + Penalty 3631.465568 = -1769038.343859 nChanged 62 SP:Iteration 86Q (292.617055 sec): 3 clusters Score: Raw -1772676.335023 + Penalty 3631.465568 = -1769044.869455 nChanged 67 SP:Iteration 87Q (292.750467 sec): 3 clusters Score: Raw -1772683.720380 + Penalty 3631.465568 = -1769052.254813 nChanged 70 SP:Iteration 88Q (292.908546 sec): 3 clusters Score: Raw -1772691.307104 + Penalty 3631.465568 = -1769059.841537 nChanged 64 SP:Iteration 89Q (293.059665 sec): 3 clusters Score: Raw -1772698.056541 + Penalty 3631.465568 = -1769066.590973 nChanged 69 SP:Iteration 90Q (293.215085 sec): 3 clusters Score: Raw -1772705.758776 + Penalty 3631.465568 = -1769074.293208 nChanged 85 SP:Iteration 91Q (293.366343 sec): 3 clusters Score: Raw -1772716.843663 + Penalty 3631.465568 = -1769085.378096 nChanged 92 SP:Iteration 92Q (293.517681 sec): 3 clusters Score: Raw -1772727.793046 + Penalty 3631.465568 = -1769096.327478 nChanged 96 SP:Iteration 93Q (293.641892 sec): 3 clusters Score: Raw -1772739.161984 + Penalty 3631.465568 = -1769107.696416 nChanged 99 SP:Iteration 94Q (293.788802 sec): 3 clusters Score: Raw -1772754.376256 + Penalty 3631.465568 = -1769122.910688 nChanged 106 SP:Iteration 95Q (293.960121 sec): 3 clusters Score: Raw -1772768.866870 + Penalty 3631.465568 = -1769137.401302 nChanged 117 SP:Iteration 96Q (294.082128 sec): 3 clusters Score: Raw -1772788.695777 + Penalty 3631.465568 = -1769157.230209 nChanged 146 SP:Iteration 97Q (294.221612 sec): 3 clusters Score: Raw -1772817.940941 + Penalty 3631.465568 = -1769186.475373 nChanged 166 SP:Iteration 98Q (294.315556 sec): 3 clusters Score: Raw -1772856.933174 + Penalty 3631.465568 = -1769225.467606 nChanged 211 SP:Iteration 99Q (294.437705 sec): 3 clusters Score: Raw -1772905.356308 + Penalty 3631.465568 = -1769273.890740 nChanged 218 SP:Iteration 100F (294.520272 sec): 3 clusters Score: Raw -1772949.492750 + Penalty 3631.465568 = -1769318.027182 nChanged 191 SP:Iteration 101Q (294.613573 sec): 3 clusters Score: Raw -1772984.878724 + Penalty 3631.465568 = -1769353.413156 nChanged 201 SP:Iteration 102Q (294.736590 sec): 3 clusters Score: Raw -1773021.546098 + Penalty 3631.465568 = -1769390.080530 nChanged 206 SP:Iteration 103Q (294.821437 sec): 3 clusters Score: Raw -1773061.468319 + Penalty 3631.465568 = -1769430.002752 nChanged 237 SP:Iteration 104Q (294.969811 sec): 3 clusters Score: Raw -1773114.896564 + Penalty 3631.465568 = -1769483.430996 nChanged 236 SP:Iteration 105Q (295.126693 sec): 3 clusters Score: Raw -1773170.138616 + Penalty 3631.465568 = -1769538.673049 nChanged 244 SP:Iteration 106Q (295.297996 sec): 3 clusters Score: Raw -1773229.570393 + Penalty 3631.465568 = -1769598.104825 nChanged 285 SP:Iteration 107Q (295.436049 sec): 3 clusters Score: Raw -1773312.671772 + Penalty 3631.465568 = -1769681.206204 nChanged 319 SP:Iteration 108Q (295.603930 sec): 3 clusters Score: Raw -1773413.374806 + Penalty 3631.465568 = -1769781.909238 nChanged 330 SP:Iteration 109Q (295.751781 sec): 3 clusters Score: Raw -1773536.200907 + Penalty 3631.465568 = -1769904.735340 nChanged 383 SP:Iteration 110Q (295.853284 sec): 3 clusters Score: Raw -1773673.080435 + Penalty 3631.465568 = -1770041.614867 nChanged 365 SP:Iteration 111Q (295.945400 sec): 3 clusters Score: Raw -1773803.281560 + Penalty 3631.465568 = -1770171.815993 nChanged 361 SP:Iteration 112Q (296.037246 sec): 3 clusters Score: Raw -1773927.809429 + Penalty 3631.465568 = -1770296.343861 nChanged 359 SP:Iteration 113Q (296.151928 sec): 3 clusters Score: Raw -1774040.528692 + Penalty 3631.465568 = -1770409.063124 nChanged 378 SP:Iteration 114Q (296.316037 sec): 3 clusters Score: Raw -1774177.219153 + Penalty 3631.465568 = -1770545.753585 nChanged 364 SP:Iteration 115Q (296.469498 sec): 3 clusters Score: Raw -1774313.076007 + Penalty 3631.465568 = -1770681.610439 nChanged 356 SP:Iteration 116Q (296.624868 sec): 3 clusters Score: Raw -1774437.111153 + Penalty 3631.465568 = -1770805.645586 nChanged 395 SP:Iteration 117Q (296.762616 sec): 3 clusters Score: Raw -1774570.337649 + Penalty 3631.465568 = -1770938.872082 nChanged 363 SP:Iteration 118Q (296.900551 sec): 3 clusters Score: Raw -1774697.531773 + Penalty 3631.465568 = -1771066.066205 nChanged 357 SP:Iteration 119Q (297.062581 sec): 3 clusters Score: Raw -1774822.123232 + Penalty 3631.465568 = -1771190.657664 nChanged 327 SP:Iteration 120F (297.193681 sec): 3 clusters Score: Raw -1774927.567845 + Penalty 3631.465568 = -1771296.102277 nChanged 302 SP:Iteration 121Q (297.343386 sec): 3 clusters Score: Raw -1775017.351925 + Penalty 3631.465568 = -1771385.886357 nChanged 264 SP:Iteration 122Q (297.475945 sec): 3 clusters Score: Raw -1775097.574424 + Penalty 3631.465568 = -1771466.108856 nChanged 265 SP:Iteration 123Q (297.596121 sec): 3 clusters Score: Raw -1775170.247121 + Penalty 3631.465568 = -1771538.781553 nChanged 201 SP:Iteration 124Q (297.733112 sec): 3 clusters Score: Raw -1775212.532732 + Penalty 3631.465568 = -1771581.067164 nChanged 186 SP:Iteration 125Q (297.886212 sec): 3 clusters Score: Raw -1775258.657884 + Penalty 3631.465568 = -1771627.192316 nChanged 177 SP:Iteration 126Q (298.029446 sec): 3 clusters Score: Raw -1775304.825882 + Penalty 3631.465568 = -1771673.360315 nChanged 167 SP:Iteration 127Q (298.174953 sec): 3 clusters Score: Raw -1775341.750285 + Penalty 3631.465568 = -1771710.284717 nChanged 133 SP:Iteration 128Q (298.319800 sec): 3 clusters Score: Raw -1775369.126755 + Penalty 3631.465568 = -1771737.661187 nChanged 128 SP:Iteration 129Q (298.464995 sec): 3 clusters Score: Raw -1775389.339057 + Penalty 3631.465568 = -1771757.873490 nChanged 98 SP:Iteration 130Q (298.608007 sec): 3 clusters Score: Raw -1775404.857511 + Penalty 3631.465568 = -1771773.391943 nChanged 91 SP:Iteration 131Q (298.753208 sec): 3 clusters Score: Raw -1775418.612825 + Penalty 3631.465568 = -1771787.147257 nChanged 70 SP:Iteration 132Q (298.898454 sec): 3 clusters Score: Raw -1775428.229822 + Penalty 3631.465568 = -1771796.764254 nChanged 68 SP:Iteration 133Q (299.036807 sec): 3 clusters Score: Raw -1775438.069664 + Penalty 3631.465568 = -1771806.604097 nChanged 61 SP:Iteration 134Q (299.171246 sec): 3 clusters Score: Raw -1775445.465167 + Penalty 3631.465568 = -1771813.999599 nChanged 54 SP:Iteration 135Q (299.309531 sec): 3 clusters Score: Raw -1775451.227824 + Penalty 3631.465568 = -1771819.762256 nChanged 51 SP:Iteration 136Q (299.449974 sec): 3 clusters Score: Raw -1775458.129348 + Penalty 3631.465568 = -1771826.663780 nChanged 49 SP:Iteration 137Q (299.592655 sec): 3 clusters Score: Raw -1775465.713583 + Penalty 3631.465568 = -1771834.248015 nChanged 66 SP:Iteration 138Q (299.737032 sec): 3 clusters Score: Raw -1775478.069052 + Penalty 3631.465568 = -1771846.603484 nChanged 60 SP:Iteration 139Q (299.845544 sec): 3 clusters Score: Raw -1775486.127752 + Penalty 3631.465568 = -1771854.662184 nChanged 51 SP:Iteration 140F (299.997204 sec): 3 clusters Score: Raw -1775492.110931 + Penalty 3631.465568 = -1771860.645363 nChanged 43 SP:Iteration 141Q (300.119141 sec): 3 clusters Score: Raw -1775496.983585 + Penalty 3631.465568 = -1771865.518017 nChanged 42 SP:Iteration 142Q (300.267892 sec): 3 clusters Score: Raw -1775502.073988 + Penalty 3631.465568 = -1771870.608420 nChanged 30 SP:Iteration 143Q (300.406366 sec): 3 clusters Score: Raw -1775504.337564 + Penalty 3631.465568 = -1771872.871996 nChanged 27 SP:Iteration 144Q (300.550239 sec): 3 clusters Score: Raw -1775506.310149 + Penalty 3631.465568 = -1771874.844581 nChanged 22 SP:Iteration 145Q (300.679601 sec): 3 clusters Score: Raw -1775508.385743 + Penalty 3631.465568 = -1771876.920176 nChanged 23 SP:Iteration 146Q (300.819172 sec): 3 clusters Score: Raw -1775510.508780 + Penalty 3631.465568 = -1771879.043212 nChanged 23 SP:Iteration 147Q (300.955790 sec): 3 clusters Score: Raw -1775512.369587 + Penalty 3631.465568 = -1771880.904020 nChanged 22 SP:Iteration 148Q (301.090324 sec): 3 clusters Score: Raw -1775514.044261 + Penalty 3631.465568 = -1771882.578693 nChanged 21 SP:Iteration 149Q (301.226547 sec): 3 clusters Score: Raw -1775515.681651 + Penalty 3631.465568 = -1771884.216083 nChanged 18 SP:Iteration 150Q (301.364047 sec): 3 clusters Score: Raw -1775516.932155 + Penalty 3631.465568 = -1771885.466588 nChanged 19 SP:Iteration 151Q (301.509181 sec): 3 clusters Score: Raw -1775518.465784 + Penalty 3631.465568 = -1771887.000216 nChanged 21 SP:Iteration 152Q (301.656220 sec): 3 clusters Score: Raw -1775520.075153 + Penalty 3631.465568 = -1771888.609585 nChanged 18 SP:Iteration 153Q (301.798971 sec): 3 clusters Score: Raw -1775521.467290 + Penalty 3631.465568 = -1771890.001723 nChanged 16 SP:Iteration 154Q (301.944541 sec): 3 clusters Score: Raw -1775522.434169 + Penalty 3631.465568 = -1771890.968601 nChanged 15 SP:Iteration 155Q (302.093289 sec): 3 clusters Score: Raw -1775523.282680 + Penalty 3631.465568 = -1771891.817112 nChanged 9 SP:Iteration 156Q (302.241304 sec): 3 clusters Score: Raw -1775523.912886 + Penalty 3631.465568 = -1771892.447318 nChanged 7 SP:Iteration 157Q (302.386796 sec): 3 clusters Score: Raw -1775524.391799 + Penalty 3631.465568 = -1771892.926231 nChanged 3 SP:Iteration 158Q (302.529840 sec): 3 clusters Score: Raw -1775524.674056 + Penalty 3631.465568 = -1771893.208488 nChanged 6 SP:Iteration 159Q (302.687925 sec): 3 clusters Score: Raw -1775525.038455 + Penalty 3631.465568 = -1771893.572888 nChanged 5 SP:Iteration 160F (302.842612 sec): 3 clusters Score: Raw -1775525.541311 + Penalty 3631.465568 = -1771894.075744 nChanged 5 SP:Iteration 161Q (302.978506 sec): 3 clusters Score: Raw -1775526.203652 + Penalty 3631.465568 = -1771894.738084 nChanged 6 SP:Iteration 162Q (303.144242 sec): 3 clusters Score: Raw -1775526.691532 + Penalty 3631.465568 = -1771895.225964 nChanged 6 SP:Iteration 163Q (303.290081 sec): 3 clusters Score: Raw -1775527.205746 + Penalty 3631.465568 = -1771895.740178 nChanged 6 SP:Iteration 164Q (303.435938 sec): 3 clusters Score: Raw -1775527.697848 + Penalty 3631.465568 = -1771896.232280 nChanged 6 SP:Iteration 165Q (303.584243 sec): 3 clusters Score: Raw -1775528.153932 + Penalty 3631.465568 = -1771896.688364 nChanged 4 SP:Iteration 166Q (303.729831 sec): 3 clusters Score: Raw -1775528.404828 + Penalty 3631.465568 = -1771896.939260 nChanged 1 SP:Iteration 167Q (303.873421 sec): 3 clusters Score: Raw -1775528.510807 + Penalty 3631.465568 = -1771897.045239 nChanged 3 SP:Iteration 168Q (304.020496 sec): 3 clusters Score: Raw -1775528.703617 + Penalty 3631.465568 = -1771897.238050 nChanged 2 SP:Iteration 169Q (304.169576 sec): 3 clusters Score: Raw -1775528.843131 + Penalty 3631.465568 = -1771897.377564 nChanged 2 SP:Iteration 170Q (304.317637 sec): 3 clusters Score: Raw -1775528.935966 + Penalty 3631.465568 = -1771897.470398 nChanged 2 SP:Iteration 171Q (304.468882 sec): 3 clusters Score: Raw -1775529.010759 + Penalty 3631.465568 = -1771897.545191 nChanged 1 SP:Iteration 172Q (304.611101 sec): 3 clusters Score: Raw -1775529.085012 + Penalty 3631.465568 = -1771897.619444 nChanged 0 SP:Iteration 173F (304.763922 sec): 3 clusters Score: Raw -1775529.085012 + Penalty 3631.465568 = -1771897.619444 nChanged 0 Score: Raw -11820001.224253 + Penalty 25736.368991 = -11794264.855262 Splitting cluster 4 changes total score from -11771295.425821 to -11794264.855262 So it's getting split into cluster 12. Trying to split cluster 5 (28271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (307.184480 sec): 2 clusters Score: Raw -1765502.540319 + Penalty 1798.803365 = -1763703.736954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (307.330621 sec): 3 clusters Score: Raw -1748130.517150 + Penalty 3597.606730 = -1744532.910420 nChanged 13034 SP:Iteration 1F (307.477060 sec): 3 clusters Score: Raw -1756448.777217 + Penalty 3597.606730 = -1752851.170487 nChanged 2254 SP:Iteration 2F (307.623216 sec): 3 clusters Score: Raw -1758444.526105 + Penalty 3597.606730 = -1754846.919375 nChanged 2432 SP:Iteration 3F (307.770207 sec): 3 clusters Score: Raw -1761126.373721 + Penalty 3597.606730 = -1757528.766991 nChanged 2663 SP:Iteration 4F (307.916503 sec): 3 clusters Score: Raw -1764183.257763 + Penalty 3597.606730 = -1760585.651033 nChanged 2541 SP:Iteration 5F (308.062606 sec): 3 clusters Score: Raw -1767413.500238 + Penalty 3597.606730 = -1763815.893508 nChanged 2192 SP:Iteration 6F (308.206093 sec): 3 clusters Score: Raw -1770688.360431 + Penalty 3597.606730 = -1767090.753701 nChanged 1749 SP:Iteration 7F (308.333379 sec): 3 clusters Score: Raw -1773135.077568 + Penalty 3597.606730 = -1769537.470838 nChanged 1183 SP:Iteration 8Q (308.496317 sec): 3 clusters Score: Raw -1774307.342017 + Penalty 3597.606730 = -1770709.735287 nChanged 760 SP:Iteration 9Q (308.644446 sec): 3 clusters Score: Raw -1774834.572153 + Penalty 3597.606730 = -1771236.965423 nChanged 463 SP:Iteration 10Q (308.802945 sec): 3 clusters Score: Raw -1775048.245798 + Penalty 3597.606730 = -1771450.639068 nChanged 305 SP:Iteration 11Q (308.948526 sec): 3 clusters Score: Raw -1775139.632712 + Penalty 3597.606730 = -1771542.025982 nChanged 166 SP:Iteration 12Q (309.089348 sec): 3 clusters Score: Raw -1775176.360275 + Penalty 3597.606730 = -1771578.753545 nChanged 141 SP:Iteration 13Q (309.229786 sec): 3 clusters Score: Raw -1775199.743638 + Penalty 3597.606730 = -1771602.136908 nChanged 97 SP:Iteration 14Q (309.373476 sec): 3 clusters Score: Raw -1775212.997062 + Penalty 3597.606730 = -1771615.390332 nChanged 64 SP:Iteration 15Q (309.517763 sec): 3 clusters Score: Raw -1775219.972931 + Penalty 3597.606730 = -1771622.366201 nChanged 44 SP:Iteration 16Q (309.662010 sec): 3 clusters Score: Raw -1775223.107722 + Penalty 3597.606730 = -1771625.500992 nChanged 30 SP:Iteration 17Q (309.792735 sec): 3 clusters Score: Raw -1775225.200576 + Penalty 3597.606730 = -1771627.593846 nChanged 21 SP:Iteration 18Q (309.962568 sec): 3 clusters Score: Raw -1775226.507082 + Penalty 3597.606730 = -1771628.900352 nChanged 19 SP:Iteration 19Q (310.118538 sec): 3 clusters Score: Raw -1775227.461958 + Penalty 3597.606730 = -1771629.855228 nChanged 13 SP:Iteration 20F (310.246708 sec): 3 clusters Score: Raw -1775228.002962 + Penalty 3597.606730 = -1771630.396232 nChanged 6 SP:Iteration 21Q (310.390695 sec): 3 clusters Score: Raw -1775228.241682 + Penalty 3597.606730 = -1771630.634952 nChanged 9 SP:Iteration 22Q (310.539150 sec): 3 clusters Score: Raw -1775228.628483 + Penalty 3597.606730 = -1771631.021753 nChanged 8 SP:Iteration 23Q (310.698516 sec): 3 clusters Score: Raw -1775228.876758 + Penalty 3597.606730 = -1771631.270028 nChanged 5 SP:Iteration 24Q (310.843095 sec): 3 clusters Score: Raw -1775229.013455 + Penalty 3597.606730 = -1771631.406725 nChanged 1 SP:Iteration 25Q (310.987120 sec): 3 clusters Score: Raw -1775229.076615 + Penalty 3597.606730 = -1771631.469885 nChanged 3 SP:Iteration 26Q (311.119480 sec): 3 clusters Score: Raw -1775229.194283 + Penalty 3597.606730 = -1771631.587553 nChanged 1 SP:Iteration 27Q (311.260985 sec): 3 clusters Score: Raw -1775229.201972 + Penalty 3597.606730 = -1771631.595242 nChanged 0 SP:Iteration 28F (311.443239 sec): 3 clusters Score: Raw -1775229.201972 + Penalty 3597.606730 = -1771631.595242 nChanged 0 Score: Raw -11829727.885905 + Penalty 27881.066407 = -11801846.819498 Splitting cluster 5 changes total score from -11771295.425821 to -11801846.819498 So it's getting split into cluster 13. Trying to split cluster 6 (7762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (314.230753 sec): 2 clusters Score: Raw -345479.841970 + Penalty 1571.952677 = -343907.889293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (314.324841 sec): 3 clusters Score: Raw -341458.266425 + Penalty 3143.905354 = -338314.361070 nChanged 3347 SP:Iteration 1F (314.435522 sec): 3 clusters Score: Raw -344943.269238 + Penalty 3143.905354 = -341799.363883 nChanged 1094 SP:Iteration 2F (314.531239 sec): 3 clusters Score: Raw -347002.172234 + Penalty 3143.905354 = -343858.266879 nChanged 874 SP:Iteration 3F (314.627879 sec): 3 clusters Score: Raw -348500.431489 + Penalty 3143.905354 = -345356.526135 nChanged 586 SP:Iteration 4F (314.726258 sec): 3 clusters Score: Raw -349313.774685 + Penalty 3143.905354 = -346169.869331 nChanged 394 SP:Iteration 5F (314.815483 sec): 3 clusters Score: Raw -349830.122527 + Penalty 3143.905354 = -346686.217173 nChanged 262 SP:Iteration 6Q (314.918863 sec): 3 clusters Score: Raw -350130.442454 + Penalty 3143.905354 = -346986.537100 nChanged 193 SP:Iteration 7Q (315.028265 sec): 3 clusters Score: Raw -350353.070709 + Penalty 3143.905354 = -347209.165355 nChanged 189 SP:Iteration 8Q (315.123824 sec): 3 clusters Score: Raw -350531.480398 + Penalty 3143.905354 = -347387.575043 nChanged 149 SP:Iteration 9Q (315.204071 sec): 3 clusters Score: Raw -350664.333561 + Penalty 3143.905354 = -347520.428207 nChanged 131 SP:Iteration 10Q (315.293724 sec): 3 clusters Score: Raw -350831.007095 + Penalty 3143.905354 = -347687.101740 nChanged 127 SP:Iteration 11Q (315.398317 sec): 3 clusters Score: Raw -350964.558056 + Penalty 3143.905354 = -347820.652702 nChanged 102 SP:Iteration 12Q (315.442100 sec): 3 clusters Score: Raw -351024.495482 + Penalty 3143.905354 = -347880.590128 nChanged 66 SP:Iteration 13Q (315.489518 sec): 3 clusters Score: Raw -351058.037864 + Penalty 3143.905354 = -347914.132510 nChanged 50 SP:Iteration 14Q (315.532714 sec): 3 clusters Score: Raw -351076.738152 + Penalty 3143.905354 = -347932.832797 nChanged 35 SP:Iteration 15Q (315.575323 sec): 3 clusters Score: Raw -351096.288203 + Penalty 3143.905354 = -347952.382849 nChanged 29 SP:Iteration 16Q (315.618966 sec): 3 clusters Score: Raw -351105.293754 + Penalty 3143.905354 = -347961.388399 nChanged 14 SP:Iteration 17Q (315.697278 sec): 3 clusters Score: Raw -351111.264920 + Penalty 3143.905354 = -347967.359566 nChanged 16 SP:Iteration 18Q (315.796359 sec): 3 clusters Score: Raw -351114.335021 + Penalty 3143.905354 = -347970.429667 nChanged 6 SP:Iteration 19Q (315.858747 sec): 3 clusters Score: Raw -351116.416248 + Penalty 3143.905354 = -347972.510894 nChanged 4 SP:Iteration 20F (315.900122 sec): 3 clusters Score: Raw -351133.034102 + Penalty 3143.905354 = -347989.128748 nChanged 5 SP:Iteration 21Q (315.948407 sec): 3 clusters Score: Raw -351142.699850 + Penalty 3143.905354 = -347998.794496 nChanged 10 SP:Iteration 22Q (315.997831 sec): 3 clusters Score: Raw -351145.622658 + Penalty 3143.905354 = -348001.717303 nChanged 5 SP:Iteration 23Q (316.101838 sec): 3 clusters Score: Raw -351146.435316 + Penalty 3143.905354 = -348002.529962 nChanged 4 SP:Iteration 24Q (316.198214 sec): 3 clusters Score: Raw -351148.429658 + Penalty 3143.905354 = -348004.524303 nChanged 4 SP:Iteration 25Q (316.294791 sec): 3 clusters Score: Raw -351149.117872 + Penalty 3143.905354 = -348005.212518 nChanged 4 SP:Iteration 26Q (316.394831 sec): 3 clusters Score: Raw -351150.449272 + Penalty 3143.905354 = -348006.543918 nChanged 5 SP:Iteration 27Q (316.509373 sec): 3 clusters Score: Raw -351153.068080 + Penalty 3143.905354 = -348009.162725 nChanged 3 SP:Iteration 28Q (316.606216 sec): 3 clusters Score: Raw -351153.716074 + Penalty 3143.905354 = -348009.810720 nChanged 4 SP:Iteration 29Q (316.696605 sec): 3 clusters Score: Raw -351154.286406 + Penalty 3143.905354 = -348010.381051 nChanged 7 SP:Iteration 30Q (316.782649 sec): 3 clusters Score: Raw -351155.012858 + Penalty 3143.905354 = -348011.107503 nChanged 5 SP:Iteration 31Q (316.866153 sec): 3 clusters Score: Raw -351156.292397 + Penalty 3143.905354 = -348012.387042 nChanged 3 SP:Iteration 32Q (316.960421 sec): 3 clusters Score: Raw -351156.544327 + Penalty 3143.905354 = -348012.638973 nChanged 2 SP:Iteration 33Q (317.064131 sec): 3 clusters Score: Raw -351156.729016 + Penalty 3143.905354 = -348012.823662 nChanged 1 SP:Iteration 34Q (317.175016 sec): 3 clusters Score: Raw -351156.846815 + Penalty 3143.905354 = -348012.941460 nChanged 1 SP:Iteration 35Q (317.288062 sec): 3 clusters Score: Raw -351158.002652 + Penalty 3143.905354 = -348014.097297 nChanged 0 SP:Iteration 36F (317.393187 sec): 3 clusters Score: Raw -351158.002652 + Penalty 3143.905354 = -348014.097297 nChanged 0 Score: Raw -11835406.046587 + Penalty 30025.763823 = -11805380.282764 Splitting cluster 6 changes total score from -11771295.425821 to -11805380.282764 So it's getting split into cluster 14. Trying to split cluster 7 (23754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (320.752174 sec): 2 clusters Score: Raw -1605410.419737 + Penalty 1768.251341 = -1603642.168396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (320.887294 sec): 3 clusters Score: Raw -1591049.435384 + Penalty 3536.502682 = -1587512.932702 nChanged 10851 SP:Iteration 1F (321.029278 sec): 3 clusters Score: Raw -1598510.770257 + Penalty 3536.502682 = -1594974.267575 nChanged 2440 SP:Iteration 2F (321.173976 sec): 3 clusters Score: Raw -1601170.414194 + Penalty 3536.502682 = -1597633.911512 nChanged 2564 SP:Iteration 3F (321.330896 sec): 3 clusters Score: Raw -1603954.334734 + Penalty 3536.502682 = -1600417.832052 nChanged 2028 SP:Iteration 4F (321.491316 sec): 3 clusters Score: Raw -1605723.905174 + Penalty 3536.502682 = -1602187.402492 nChanged 1271 SP:Iteration 5F (321.640850 sec): 3 clusters Score: Raw -1606539.220676 + Penalty 3536.502682 = -1603002.717994 nChanged 778 SP:Iteration 6Q (321.742469 sec): 3 clusters Score: Raw -1606946.872772 + Penalty 3536.502682 = -1603410.370090 nChanged 515 SP:Iteration 7Q (321.848167 sec): 3 clusters Score: Raw -1607165.550497 + Penalty 3536.502682 = -1603629.047815 nChanged 368 SP:Iteration 8Q (321.980361 sec): 3 clusters Score: Raw -1607271.003968 + Penalty 3536.502682 = -1603734.501286 nChanged 249 SP:Iteration 9Q (322.131464 sec): 3 clusters Score: Raw -1607321.023792 + Penalty 3536.502682 = -1603784.521110 nChanged 185 SP:Iteration 10Q (322.270099 sec): 3 clusters Score: Raw -1607353.711358 + Penalty 3536.502682 = -1603817.208676 nChanged 117 SP:Iteration 11Q (322.423847 sec): 3 clusters Score: Raw -1607371.139528 + Penalty 3536.502682 = -1603834.636846 nChanged 92 SP:Iteration 12Q (322.556576 sec): 3 clusters Score: Raw -1607380.951111 + Penalty 3536.502682 = -1603844.448429 nChanged 68 SP:Iteration 13Q (322.717530 sec): 3 clusters Score: Raw -1607388.892911 + Penalty 3536.502682 = -1603852.390229 nChanged 54 SP:Iteration 14Q (322.825734 sec): 3 clusters Score: Raw -1607393.924242 + Penalty 3536.502682 = -1603857.421560 nChanged 52 SP:Iteration 15Q (322.956303 sec): 3 clusters Score: Raw -1607397.429909 + Penalty 3536.502682 = -1603860.927227 nChanged 31 SP:Iteration 16Q (323.109869 sec): 3 clusters Score: Raw -1607399.364248 + Penalty 3536.502682 = -1603862.861566 nChanged 21 SP:Iteration 17Q (323.274847 sec): 3 clusters Score: Raw -1607400.986449 + Penalty 3536.502682 = -1603864.483767 nChanged 31 SP:Iteration 18Q (323.415142 sec): 3 clusters Score: Raw -1607403.994325 + Penalty 3536.502682 = -1603867.491643 nChanged 35 SP:Iteration 19Q (323.568368 sec): 3 clusters Score: Raw -1607406.466760 + Penalty 3536.502682 = -1603869.964078 nChanged 20 SP:Iteration 20F (323.691494 sec): 3 clusters Score: Raw -1607407.919509 + Penalty 3536.502682 = -1603871.416827 nChanged 19 SP:Iteration 21Q (323.852031 sec): 3 clusters Score: Raw -1607409.346968 + Penalty 3536.502682 = -1603872.844286 nChanged 23 SP:Iteration 22Q (323.975304 sec): 3 clusters Score: Raw -1607411.006901 + Penalty 3536.502682 = -1603874.504219 nChanged 23 SP:Iteration 23Q (324.121567 sec): 3 clusters Score: Raw -1607412.530449 + Penalty 3536.502682 = -1603876.027767 nChanged 21 SP:Iteration 24Q (324.285427 sec): 3 clusters Score: Raw -1607413.713353 + Penalty 3536.502682 = -1603877.210671 nChanged 12 SP:Iteration 25Q (324.469561 sec): 3 clusters Score: Raw -1607414.569403 + Penalty 3536.502682 = -1603878.066721 nChanged 10 SP:Iteration 26Q (324.625657 sec): 3 clusters Score: Raw -1607415.138183 + Penalty 3536.502682 = -1603878.635501 nChanged 9 SP:Iteration 27Q (324.756866 sec): 3 clusters Score: Raw -1607415.801772 + Penalty 3536.502682 = -1603879.299090 nChanged 8 SP:Iteration 28Q (324.921642 sec): 3 clusters Score: Raw -1607416.326611 + Penalty 3536.502682 = -1603879.823929 nChanged 11 SP:Iteration 29Q (325.078878 sec): 3 clusters Score: Raw -1607416.884205 + Penalty 3536.502682 = -1603880.381524 nChanged 11 SP:Iteration 30Q (325.217477 sec): 3 clusters Score: Raw -1607417.482797 + Penalty 3536.502682 = -1603880.980115 nChanged 4 SP:Iteration 31Q (325.405593 sec): 3 clusters Score: Raw -1607417.559664 + Penalty 3536.502682 = -1603881.056982 nChanged 1 SP:Iteration 32Q (325.562117 sec): 3 clusters Score: Raw -1607417.596154 + Penalty 3536.502682 = -1603881.093472 nChanged 1 SP:Iteration 33Q (325.709381 sec): 3 clusters Score: Raw -1607417.700428 + Penalty 3536.502682 = -1603881.197746 nChanged 2 SP:Iteration 34Q (325.849077 sec): 3 clusters Score: Raw -1607417.758961 + Penalty 3536.502682 = -1603881.256279 nChanged 2 SP:Iteration 35Q (325.998993 sec): 3 clusters Score: Raw -1607417.870430 + Penalty 3536.502682 = -1603881.367749 nChanged 1 SP:Iteration 36Q (326.171105 sec): 3 clusters Score: Raw -1607417.900321 + Penalty 3536.502682 = -1603881.397639 nChanged 1 SP:Iteration 37Q (326.308141 sec): 3 clusters Score: Raw -1607417.946917 + Penalty 3536.502682 = -1603881.444235 nChanged 1 SP:Iteration 38Q (326.480913 sec): 3 clusters Score: Raw -1607418.030767 + Penalty 3536.502682 = -1603881.528085 nChanged 1 SP:Iteration 39Q (326.599909 sec): 3 clusters Score: Raw -1607418.061482 + Penalty 3536.502682 = -1603881.558800 nChanged 3 SP:Iteration 40F (326.784336 sec): 3 clusters Score: Raw -1607418.315284 + Penalty 3536.502682 = -1603881.812602 nChanged 7 SP:Iteration 41Q (326.933840 sec): 3 clusters Score: Raw -1607418.769516 + Penalty 3536.502682 = -1603882.266835 nChanged 6 SP:Iteration 42Q (327.089992 sec): 3 clusters Score: Raw -1607419.048980 + Penalty 3536.502682 = -1603882.546299 nChanged 8 SP:Iteration 43Q (327.226822 sec): 3 clusters Score: Raw -1607419.475066 + Penalty 3536.502682 = -1603882.972384 nChanged 5 SP:Iteration 44Q (327.422123 sec): 3 clusters Score: Raw -1607419.707384 + Penalty 3536.502682 = -1603883.204702 nChanged 6 SP:Iteration 45Q (327.556784 sec): 3 clusters Score: Raw -1607420.038626 + Penalty 3536.502682 = -1603883.535944 nChanged 9 SP:Iteration 46Q (327.756203 sec): 3 clusters Score: Raw -1607420.630512 + Penalty 3536.502682 = -1603884.127830 nChanged 15 SP:Iteration 47Q (327.926797 sec): 3 clusters Score: Raw -1607421.948574 + Penalty 3536.502682 = -1603885.445892 nChanged 22 SP:Iteration 48Q (328.023217 sec): 3 clusters Score: Raw -1607423.650992 + Penalty 3536.502682 = -1603887.148310 nChanged 20 SP:Iteration 49Q (328.143380 sec): 3 clusters Score: Raw -1607424.518707 + Penalty 3536.502682 = -1603888.016025 nChanged 12 SP:Iteration 50Q (328.295187 sec): 3 clusters Score: Raw -1607425.351024 + Penalty 3536.502682 = -1603888.848342 nChanged 17 SP:Iteration 51Q (328.447321 sec): 3 clusters Score: Raw -1607426.493910 + Penalty 3536.502682 = -1603889.991228 nChanged 10 SP:Iteration 52Q (328.599714 sec): 3 clusters Score: Raw -1607427.005632 + Penalty 3536.502682 = -1603890.502950 nChanged 15 SP:Iteration 53Q (328.747961 sec): 3 clusters Score: Raw -1607427.692275 + Penalty 3536.502682 = -1603891.189593 nChanged 10 SP:Iteration 54Q (328.914429 sec): 3 clusters Score: Raw -1607428.309592 + Penalty 3536.502682 = -1603891.806910 nChanged 10 SP:Iteration 55Q (329.050142 sec): 3 clusters Score: Raw -1607428.724982 + Penalty 3536.502682 = -1603892.222300 nChanged 8 SP:Iteration 56Q (329.187465 sec): 3 clusters Score: Raw -1607429.268087 + Penalty 3536.502682 = -1603892.765405 nChanged 8 SP:Iteration 57Q (329.351855 sec): 3 clusters Score: Raw -1607429.750829 + Penalty 3536.502682 = -1603893.248147 nChanged 15 SP:Iteration 58Q (329.491330 sec): 3 clusters Score: Raw -1607430.730600 + Penalty 3536.502682 = -1603894.227918 nChanged 13 SP:Iteration 59Q (329.624366 sec): 3 clusters Score: Raw -1607431.751848 + Penalty 3536.502682 = -1603895.249166 nChanged 16 SP:Iteration 60F (329.804735 sec): 3 clusters Score: Raw -1607432.771042 + Penalty 3536.502682 = -1603896.268360 nChanged 17 SP:Iteration 61Q (329.945944 sec): 3 clusters Score: Raw -1607434.550607 + Penalty 3536.502682 = -1603898.047925 nChanged 22 SP:Iteration 62Q (330.106052 sec): 3 clusters Score: Raw -1607435.783485 + Penalty 3536.502682 = -1603899.280803 nChanged 17 SP:Iteration 63Q (330.280582 sec): 3 clusters Score: Raw -1607437.558146 + Penalty 3536.502682 = -1603901.055464 nChanged 31 SP:Iteration 64Q (330.471269 sec): 3 clusters Score: Raw -1607440.279758 + Penalty 3536.502682 = -1603903.777076 nChanged 31 SP:Iteration 65Q (330.649111 sec): 3 clusters Score: Raw -1607442.817465 + Penalty 3536.502682 = -1603906.314783 nChanged 28 SP:Iteration 66Q (330.837642 sec): 3 clusters Score: Raw -1607444.759677 + Penalty 3536.502682 = -1603908.256995 nChanged 19 SP:Iteration 67Q (331.026698 sec): 3 clusters Score: Raw -1607445.853885 + Penalty 3536.502682 = -1603909.351203 nChanged 20 SP:Iteration 68Q (331.235327 sec): 3 clusters Score: Raw -1607447.248861 + Penalty 3536.502682 = -1603910.746179 nChanged 18 SP:Iteration 69Q (331.389042 sec): 3 clusters Score: Raw -1607448.614554 + Penalty 3536.502682 = -1603912.111872 nChanged 16 SP:Iteration 70Q (331.541363 sec): 3 clusters Score: Raw -1607449.534049 + Penalty 3536.502682 = -1603913.031367 nChanged 11 SP:Iteration 71Q (331.735600 sec): 3 clusters Score: Raw -1607450.210460 + Penalty 3536.502682 = -1603913.707778 nChanged 10 SP:Iteration 72Q (331.932256 sec): 3 clusters Score: Raw -1607450.659974 + Penalty 3536.502682 = -1603914.157292 nChanged 7 SP:Iteration 73Q (332.118510 sec): 3 clusters Score: Raw -1607451.035966 + Penalty 3536.502682 = -1603914.533284 nChanged 9 SP:Iteration 74Q (332.323732 sec): 3 clusters Score: Raw -1607451.446046 + Penalty 3536.502682 = -1603914.943365 nChanged 9 SP:Iteration 75Q (332.456312 sec): 3 clusters Score: Raw -1607451.942638 + Penalty 3536.502682 = -1603915.439956 nChanged 13 SP:Iteration 76Q (332.599202 sec): 3 clusters Score: Raw -1607452.471510 + Penalty 3536.502682 = -1603915.968828 nChanged 6 SP:Iteration 77Q (332.759070 sec): 3 clusters Score: Raw -1607452.810194 + Penalty 3536.502682 = -1603916.307512 nChanged 12 SP:Iteration 78Q (332.885701 sec): 3 clusters Score: Raw -1607453.739885 + Penalty 3536.502682 = -1603917.237203 nChanged 18 SP:Iteration 79Q (333.066692 sec): 3 clusters Score: Raw -1607455.815321 + Penalty 3536.502682 = -1603919.312639 nChanged 29 SP:Iteration 80F (333.197998 sec): 3 clusters Score: Raw -1607458.785483 + Penalty 3536.502682 = -1603922.282801 nChanged 22 SP:Iteration 81Q (333.351775 sec): 3 clusters Score: Raw -1607460.798332 + Penalty 3536.502682 = -1603924.295650 nChanged 25 SP:Iteration 82Q (333.505898 sec): 3 clusters Score: Raw -1607462.926347 + Penalty 3536.502682 = -1603926.423665 nChanged 30 SP:Iteration 83Q (333.666107 sec): 3 clusters Score: Raw -1607464.861813 + Penalty 3536.502682 = -1603928.359131 nChanged 22 SP:Iteration 84Q (333.825384 sec): 3 clusters Score: Raw -1607466.188957 + Penalty 3536.502682 = -1603929.686275 nChanged 19 SP:Iteration 85Q (334.012640 sec): 3 clusters Score: Raw -1607467.430167 + Penalty 3536.502682 = -1603930.927485 nChanged 19 SP:Iteration 86Q (334.182839 sec): 3 clusters Score: Raw -1607469.072760 + Penalty 3536.502682 = -1603932.570078 nChanged 24 SP:Iteration 87Q (334.349042 sec): 3 clusters Score: Raw -1607470.765952 + Penalty 3536.502682 = -1603934.263271 nChanged 28 SP:Iteration 88Q (334.440540 sec): 3 clusters Score: Raw -1607472.569850 + Penalty 3536.502682 = -1603936.067168 nChanged 21 SP:Iteration 89Q (334.602482 sec): 3 clusters Score: Raw -1607473.635384 + Penalty 3536.502682 = -1603937.132702 nChanged 19 SP:Iteration 90Q (334.773675 sec): 3 clusters Score: Raw -1607474.917206 + Penalty 3536.502682 = -1603938.414524 nChanged 18 SP:Iteration 91Q (334.962237 sec): 3 clusters Score: Raw -1607476.316703 + Penalty 3536.502682 = -1603939.814021 nChanged 18 SP:Iteration 92Q (335.129241 sec): 3 clusters Score: Raw -1607477.199046 + Penalty 3536.502682 = -1603940.696364 nChanged 11 SP:Iteration 93Q (335.297277 sec): 3 clusters Score: Raw -1607477.840567 + Penalty 3536.502682 = -1603941.337885 nChanged 7 SP:Iteration 94Q (335.465185 sec): 3 clusters Score: Raw -1607478.173006 + Penalty 3536.502682 = -1603941.670324 nChanged 4 SP:Iteration 95Q (335.629436 sec): 3 clusters Score: Raw -1607478.507364 + Penalty 3536.502682 = -1603942.004682 nChanged 6 SP:Iteration 96Q (335.695275 sec): 3 clusters Score: Raw -1607478.809947 + Penalty 3536.502682 = -1603942.307265 nChanged 3 SP:Iteration 97Q (335.777751 sec): 3 clusters Score: Raw -1607478.923108 + Penalty 3536.502682 = -1603942.420426 nChanged 3 SP:Iteration 98Q (335.856395 sec): 3 clusters Score: Raw -1607479.047241 + Penalty 3536.502682 = -1603942.544559 nChanged 1 SP:Iteration 99Q (335.932173 sec): 3 clusters Score: Raw -1607479.084810 + Penalty 3536.502682 = -1603942.582128 nChanged 0 SP:Iteration 100F (336.007968 sec): 3 clusters Score: Raw -1607479.084810 + Penalty 3536.502682 = -1603942.582128 nChanged 0 Score: Raw -11837474.711660 + Penalty 32170.461239 = -11805304.250421 Splitting cluster 7 changes total score from -11771295.425821 to -11805304.250421 So it's getting split into cluster 15. Trying to split cluster 8 (22524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (339.066508 sec): 2 clusters Score: Raw -1186628.973157 + Penalty 1758.920088 = -1184870.053068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (339.200439 sec): 3 clusters Score: Raw -1173064.306104 + Penalty 3517.840177 = -1169546.465927 nChanged 10255 SP:Iteration 1F (339.333030 sec): 3 clusters Score: Raw -1180996.831489 + Penalty 3517.840177 = -1177478.991312 nChanged 2614 SP:Iteration 2F (339.466276 sec): 3 clusters Score: Raw -1185080.638914 + Penalty 3517.840177 = -1181562.798737 nChanged 2714 SP:Iteration 3F (339.600453 sec): 3 clusters Score: Raw -1189218.817128 + Penalty 3517.840177 = -1185700.976951 nChanged 1998 SP:Iteration 4F (339.734557 sec): 3 clusters Score: Raw -1191493.136049 + Penalty 3517.840177 = -1187975.295872 nChanged 1286 SP:Iteration 5F (339.844433 sec): 3 clusters Score: Raw -1192567.489474 + Penalty 3517.840177 = -1189049.649297 nChanged 836 SP:Iteration 6Q (339.981239 sec): 3 clusters Score: Raw -1193136.549463 + Penalty 3517.840177 = -1189618.709286 nChanged 589 SP:Iteration 7Q (340.134122 sec): 3 clusters Score: Raw -1193507.052191 + Penalty 3517.840177 = -1189989.212014 nChanged 458 SP:Iteration 8Q (340.250655 sec): 3 clusters Score: Raw -1193758.331945 + Penalty 3517.840177 = -1190240.491768 nChanged 359 SP:Iteration 9Q (340.385567 sec): 3 clusters Score: Raw -1193952.507687 + Penalty 3517.840177 = -1190434.667510 nChanged 330 SP:Iteration 10Q (340.521298 sec): 3 clusters Score: Raw -1194163.349146 + Penalty 3517.840177 = -1190645.508969 nChanged 328 SP:Iteration 11Q (340.657279 sec): 3 clusters Score: Raw -1194386.319903 + Penalty 3517.840177 = -1190868.479726 nChanged 311 SP:Iteration 12Q (340.790807 sec): 3 clusters Score: Raw -1194619.887980 + Penalty 3517.840177 = -1191102.047803 nChanged 266 SP:Iteration 13Q (340.940880 sec): 3 clusters Score: Raw -1194775.892161 + Penalty 3517.840177 = -1191258.051984 nChanged 219 SP:Iteration 14Q (341.074535 sec): 3 clusters Score: Raw -1194859.810373 + Penalty 3517.840177 = -1191341.970196 nChanged 164 SP:Iteration 15Q (341.208136 sec): 3 clusters Score: Raw -1194904.621932 + Penalty 3517.840177 = -1191386.781755 nChanged 153 SP:Iteration 16Q (341.341685 sec): 3 clusters Score: Raw -1194933.962458 + Penalty 3517.840177 = -1191416.122281 nChanged 138 SP:Iteration 17Q (341.475307 sec): 3 clusters Score: Raw -1194964.054251 + Penalty 3517.840177 = -1191446.214074 nChanged 159 SP:Iteration 18Q (341.608662 sec): 3 clusters Score: Raw -1195002.241085 + Penalty 3517.840177 = -1191484.400908 nChanged 163 SP:Iteration 19Q (341.736803 sec): 3 clusters Score: Raw -1195043.210300 + Penalty 3517.840177 = -1191525.370123 nChanged 158 SP:Iteration 20F (341.866919 sec): 3 clusters Score: Raw -1195083.188775 + Penalty 3517.840177 = -1191565.348598 nChanged 139 SP:Iteration 21Q (341.996188 sec): 3 clusters Score: Raw -1195117.741714 + Penalty 3517.840177 = -1191599.901538 nChanged 165 SP:Iteration 22Q (342.125273 sec): 3 clusters Score: Raw -1195161.442778 + Penalty 3517.840177 = -1191643.602601 nChanged 163 SP:Iteration 23Q (342.251481 sec): 3 clusters Score: Raw -1195211.350317 + Penalty 3517.840177 = -1191693.510140 nChanged 165 SP:Iteration 24Q (342.384720 sec): 3 clusters Score: Raw -1195263.136904 + Penalty 3517.840177 = -1191745.296727 nChanged 178 SP:Iteration 25Q (342.512302 sec): 3 clusters Score: Raw -1195311.064962 + Penalty 3517.840177 = -1191793.224785 nChanged 152 SP:Iteration 26Q (342.644734 sec): 3 clusters Score: Raw -1195347.856623 + Penalty 3517.840177 = -1191830.016446 nChanged 117 SP:Iteration 27Q (342.777209 sec): 3 clusters Score: Raw -1195372.892070 + Penalty 3517.840177 = -1191855.051893 nChanged 101 SP:Iteration 28Q (342.905825 sec): 3 clusters Score: Raw -1195393.020128 + Penalty 3517.840177 = -1191875.179951 nChanged 92 SP:Iteration 29Q (343.034356 sec): 3 clusters Score: Raw -1195410.564836 + Penalty 3517.840177 = -1191892.724659 nChanged 87 SP:Iteration 30Q (343.164381 sec): 3 clusters Score: Raw -1195423.473215 + Penalty 3517.840177 = -1191905.633038 nChanged 61 SP:Iteration 31Q (343.296820 sec): 3 clusters Score: Raw -1195431.796720 + Penalty 3517.840177 = -1191913.956544 nChanged 58 SP:Iteration 32Q (343.428886 sec): 3 clusters Score: Raw -1195438.936201 + Penalty 3517.840177 = -1191921.096024 nChanged 48 SP:Iteration 33Q (343.560940 sec): 3 clusters Score: Raw -1195444.183183 + Penalty 3517.840177 = -1191926.343006 nChanged 43 SP:Iteration 34Q (343.693059 sec): 3 clusters Score: Raw -1195448.816853 + Penalty 3517.840177 = -1191930.976677 nChanged 44 SP:Iteration 35Q (343.825043 sec): 3 clusters Score: Raw -1195454.911825 + Penalty 3517.840177 = -1191937.071648 nChanged 46 SP:Iteration 36Q (343.954522 sec): 3 clusters Score: Raw -1195460.390454 + Penalty 3517.840177 = -1191942.550277 nChanged 44 SP:Iteration 37Q (344.082244 sec): 3 clusters Score: Raw -1195466.108107 + Penalty 3517.840177 = -1191948.267930 nChanged 40 SP:Iteration 38Q (344.209484 sec): 3 clusters Score: Raw -1195470.711180 + Penalty 3517.840177 = -1191952.871003 nChanged 31 SP:Iteration 39Q (344.336643 sec): 3 clusters Score: Raw -1195475.508015 + Penalty 3517.840177 = -1191957.667838 nChanged 29 SP:Iteration 40F (344.469332 sec): 3 clusters Score: Raw -1195479.473617 + Penalty 3517.840177 = -1191961.633440 nChanged 31 SP:Iteration 41Q (344.594845 sec): 3 clusters Score: Raw -1195482.024222 + Penalty 3517.840177 = -1191964.184045 nChanged 25 SP:Iteration 42Q (344.708637 sec): 3 clusters Score: Raw -1195484.564314 + Penalty 3517.840177 = -1191966.724137 nChanged 22 SP:Iteration 43Q (344.856003 sec): 3 clusters Score: Raw -1195486.063456 + Penalty 3517.840177 = -1191968.223279 nChanged 12 SP:Iteration 44Q (344.989099 sec): 3 clusters Score: Raw -1195487.215744 + Penalty 3517.840177 = -1191969.375567 nChanged 10 SP:Iteration 45Q (345.117336 sec): 3 clusters Score: Raw -1195487.691384 + Penalty 3517.840177 = -1191969.851207 nChanged 3 SP:Iteration 46Q (345.244286 sec): 3 clusters Score: Raw -1195487.780749 + Penalty 3517.840177 = -1191969.940572 nChanged 4 SP:Iteration 47Q (345.368604 sec): 3 clusters Score: Raw -1195488.018272 + Penalty 3517.840177 = -1191970.178095 nChanged 4 SP:Iteration 48Q (345.492229 sec): 3 clusters Score: Raw -1195488.382585 + Penalty 3517.840177 = -1191970.542408 nChanged 6 SP:Iteration 49Q (345.615873 sec): 3 clusters Score: Raw -1195489.011815 + Penalty 3517.840177 = -1191971.171638 nChanged 7 SP:Iteration 50Q (345.739540 sec): 3 clusters Score: Raw -1195489.463231 + Penalty 3517.840177 = -1191971.623054 nChanged 7 SP:Iteration 51Q (345.848661 sec): 3 clusters Score: Raw -1195490.241301 + Penalty 3517.840177 = -1191972.401124 nChanged 10 SP:Iteration 52Q (345.982839 sec): 3 clusters Score: Raw -1195491.037006 + Penalty 3517.840177 = -1191973.196829 nChanged 10 SP:Iteration 53Q (346.084838 sec): 3 clusters Score: Raw -1195491.633382 + Penalty 3517.840177 = -1191973.793205 nChanged 5 SP:Iteration 54Q (346.223908 sec): 3 clusters Score: Raw -1195491.870186 + Penalty 3517.840177 = -1191974.030009 nChanged 4 SP:Iteration 55Q (346.324660 sec): 3 clusters Score: Raw -1195492.075151 + Penalty 3517.840177 = -1191974.234974 nChanged 2 SP:Iteration 56Q (346.440702 sec): 3 clusters Score: Raw -1195492.204363 + Penalty 3517.840177 = -1191974.364186 nChanged 2 SP:Iteration 57Q (346.537660 sec): 3 clusters Score: Raw -1195492.427232 + Penalty 3517.840177 = -1191974.587055 nChanged 2 SP:Iteration 58Q (346.675877 sec): 3 clusters Score: Raw -1195492.518239 + Penalty 3517.840177 = -1191974.678062 nChanged 0 SP:Iteration 59F (346.807329 sec): 3 clusters Score: Raw -1195492.518239 + Penalty 3517.840177 = -1191974.678062 nChanged 0 Score: Raw -11846338.256743 + Penalty 34315.158655 = -11812023.098088 Splitting cluster 8 changes total score from -11771295.425821 to -11812023.098088 So it's getting split into cluster 16. Iteration 99Q (352.755688 sec): 17 clusters Score: Raw -11856678.546785 + Penalty 34315.158655 = -11822363.388129 nChanged 10421 Iteration 100F (355.841569 sec): 17 clusters Score: Raw -11864529.173887 + Penalty 34315.158655 = -11830214.015232 nChanged 7686 Iteration 101Q (358.213204 sec): 17 clusters Score: Raw -11867346.321059 + Penalty 34315.158655 = -11833031.162404 nChanged 4282 Iteration 102Q (360.569675 sec): 17 clusters Score: Raw -11868983.978629 + Penalty 34315.158655 = -11834668.819973 nChanged 3247 Iteration 103Q (363.086456 sec): 17 clusters Score: Raw -11870136.970359 + Penalty 34315.158655 = -11835821.811704 nChanged 2802 Iteration 104Q (365.608329 sec): 17 clusters Score: Raw -11871025.875894 + Penalty 34315.158655 = -11836710.717239 nChanged 2333 Iteration 105Q (368.077369 sec): 17 clusters Score: Raw -11871696.620411 + Penalty 34315.158655 = -11837381.461756 nChanged 2056 Iteration 106Q (370.605415 sec): 17 clusters Score: Raw -11872200.657258 + Penalty 34315.158655 = -11837885.498602 nChanged 1758 Iteration 107Q (373.217475 sec): 17 clusters Score: Raw -11872579.977858 + Penalty 34315.158655 = -11838264.819203 nChanged 1546 Iteration 108Q (375.737688 sec): 17 clusters Score: Raw -11872901.354438 + Penalty 34315.158655 = -11838586.195783 nChanged 1389 Iteration 109Q (378.368560 sec): 17 clusters Score: Raw -11873161.208922 + Penalty 34315.158655 = -11838846.050267 nChanged 1257 Iteration 110Q (380.968151 sec): 17 clusters Score: Raw -11873379.755241 + Penalty 34315.158655 = -11839064.596586 nChanged 1085 Iteration 111Q (383.478927 sec): 17 clusters Score: Raw -11873567.803011 + Penalty 34315.158655 = -11839252.644355 nChanged 980 Iteration 112Q (386.122631 sec): 17 clusters Score: Raw -11873745.404024 + Penalty 34315.158655 = -11839430.245369 nChanged 872 Iteration 113Q (389.192484 sec): 17 clusters Score: Raw -11873879.546031 + Penalty 34315.158655 = -11839564.387375 nChanged 783 Iteration 114Q (392.276751 sec): 17 clusters Score: Raw -11873993.262163 + Penalty 34315.158655 = -11839678.103508 nChanged 747 Iteration 115Q (395.396991 sec): 17 clusters Score: Raw -11874091.240040 + Penalty 34315.158655 = -11839776.081385 nChanged 691 Iteration 116Q (398.507158 sec): 17 clusters Score: Raw -11874201.718197 + Penalty 34315.158655 = -11839886.559542 nChanged 644 Iteration 117Q (401.636959 sec): 17 clusters Score: Raw -11874295.372565 + Penalty 34315.158655 = -11839980.213909 nChanged 598 Iteration 118Q (404.688125 sec): 17 clusters Score: Raw -11874378.290037 + Penalty 34315.158655 = -11840063.131381 nChanged 544 Iteration 119Q (407.586927 sec): 17 clusters Score: Raw -11874442.161558 + Penalty 34315.158655 = -11840127.002902 nChanged 468 Iteration 120F (411.346057 sec): 17 clusters Score: Raw -11874701.944507 + Penalty 34315.158655 = -11840386.785852 nChanged 614 Iteration 121Q (413.900328 sec): 17 clusters Score: Raw -11874875.451849 + Penalty 34315.158655 = -11840560.293194 nChanged 681 Iteration 122Q (416.523217 sec): 17 clusters Score: Raw -11875019.346576 + Penalty 34315.158655 = -11840704.187920 nChanged 613 Iteration 123Q (419.031348 sec): 17 clusters Score: Raw -11875123.670060 + Penalty 34315.158655 = -11840808.511405 nChanged 599 Iteration 124Q (421.493882 sec): 17 clusters Score: Raw -11875218.560207 + Penalty 34315.158655 = -11840903.401552 nChanged 532 Iteration 125Q (423.879213 sec): 17 clusters Score: Raw -11875300.403480 + Penalty 34315.158655 = -11840985.244824 nChanged 509 Iteration 126Q (426.369196 sec): 17 clusters Score: Raw -11875369.312454 + Penalty 34315.158655 = -11841054.153799 nChanged 507 Iteration 127Q (428.818764 sec): 17 clusters Score: Raw -11875439.803412 + Penalty 34315.158655 = -11841124.644756 nChanged 511 Iteration 128Q (431.324640 sec): 17 clusters Score: Raw -11875512.538275 + Penalty 34315.158655 = -11841197.379620 nChanged 515 Iteration 129Q (433.792673 sec): 17 clusters Score: Raw -11875587.868200 + Penalty 34315.158655 = -11841272.709545 nChanged 501 Iteration 130Q (436.269175 sec): 17 clusters Score: Raw -11875666.611512 + Penalty 34315.158655 = -11841351.452857 nChanged 537 Iteration 131Q (438.773476 sec): 17 clusters Score: Raw -11875745.026091 + Penalty 34315.158655 = -11841429.867436 nChanged 508 Iteration 132Q (441.351259 sec): 17 clusters Score: Raw -11875813.485326 + Penalty 34315.158655 = -11841498.326670 nChanged 468 Iteration 133Q (443.923131 sec): 17 clusters Score: Raw -11875872.327303 + Penalty 34315.158655 = -11841557.168648 nChanged 428 Iteration 134Q (446.390350 sec): 17 clusters Score: Raw -11875919.488628 + Penalty 34315.158655 = -11841604.329973 nChanged 391 Iteration 135Q (448.963689 sec): 17 clusters Score: Raw -11875960.947887 + Penalty 34315.158655 = -11841645.789231 nChanged 368 Iteration 136Q (451.436119 sec): 17 clusters Score: Raw -11875998.015486 + Penalty 34315.158655 = -11841682.856831 nChanged 351 Iteration 137Q (453.947083 sec): 17 clusters Score: Raw -11876031.175832 + Penalty 34315.158655 = -11841716.017177 nChanged 304 Iteration 138Q (456.677850 sec): 17 clusters Score: Raw -11876061.156390 + Penalty 34315.158655 = -11841745.997735 nChanged 309 Writing temp clu file Because OldScore, -11841716.017177, is greater than current (better) Score,-11841745.997735 Compute initial score before splitting: Score: Raw -11876061.156390 + Penalty 34315.158655 = -11841745.997735 Trying to split cluster 1 (10915 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (456.922720 sec): 2 clusters Score: Raw -619756.145463 + Penalty 1631.780269 = -618124.365195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (457.037471 sec): 3 clusters Score: Raw -613640.925902 + Penalty 3263.560537 = -610377.365364 nChanged 4774 SP:Iteration 1F (457.134964 sec): 3 clusters Score: Raw -617422.705907 + Penalty 3263.560537 = -614159.145370 nChanged 1227 SP:Iteration 2F (457.239878 sec): 3 clusters Score: Raw -619448.784295 + Penalty 3263.560537 = -616185.223757 nChanged 1299 SP:Iteration 3F (457.337789 sec): 3 clusters Score: Raw -621541.201024 + Penalty 3263.560537 = -618277.640487 nChanged 1000 SP:Iteration 4F (457.445397 sec): 3 clusters Score: Raw -622796.502453 + Penalty 3263.560537 = -619532.941916 nChanged 648 SP:Iteration 5F (457.553282 sec): 3 clusters Score: Raw -623381.791973 + Penalty 3263.560537 = -620118.231436 nChanged 367 SP:Iteration 6Q (457.655683 sec): 3 clusters Score: Raw -623640.337154 + Penalty 3263.560537 = -620376.776616 nChanged 231 SP:Iteration 7Q (457.762925 sec): 3 clusters Score: Raw -623764.283640 + Penalty 3263.560537 = -620500.723102 nChanged 156 SP:Iteration 8Q (457.854838 sec): 3 clusters Score: Raw -623833.946912 + Penalty 3263.560537 = -620570.386374 nChanged 110 SP:Iteration 9Q (457.957374 sec): 3 clusters Score: Raw -623866.697141 + Penalty 3263.560537 = -620603.136604 nChanged 62 SP:Iteration 10Q (458.053881 sec): 3 clusters Score: Raw -623881.333453 + Penalty 3263.560537 = -620617.772915 nChanged 48 SP:Iteration 11Q (458.153648 sec): 3 clusters Score: Raw -623891.125318 + Penalty 3263.560537 = -620627.564780 nChanged 41 SP:Iteration 12Q (458.265108 sec): 3 clusters Score: Raw -623902.006849 + Penalty 3263.560537 = -620638.446311 nChanged 44 SP:Iteration 13Q (458.367968 sec): 3 clusters Score: Raw -623911.454164 + Penalty 3263.560537 = -620647.893626 nChanged 42 SP:Iteration 14Q (458.467208 sec): 3 clusters Score: Raw -623919.771806 + Penalty 3263.560537 = -620656.211269 nChanged 34 SP:Iteration 15Q (458.564937 sec): 3 clusters Score: Raw -623925.154672 + Penalty 3263.560537 = -620661.594134 nChanged 27 SP:Iteration 16Q (458.674341 sec): 3 clusters Score: Raw -623928.388174 + Penalty 3263.560537 = -620664.827636 nChanged 17 SP:Iteration 17Q (458.766804 sec): 3 clusters Score: Raw -623930.223988 + Penalty 3263.560537 = -620666.663450 nChanged 9 SP:Iteration 18Q (458.869573 sec): 3 clusters Score: Raw -623931.109181 + Penalty 3263.560537 = -620667.548643 nChanged 7 SP:Iteration 19Q (458.953779 sec): 3 clusters Score: Raw -623932.049491 + Penalty 3263.560537 = -620668.488954 nChanged 8 SP:Iteration 20F (459.063082 sec): 3 clusters Score: Raw -623932.830826 + Penalty 3263.560537 = -620669.270288 nChanged 7 SP:Iteration 21Q (459.167190 sec): 3 clusters Score: Raw -623933.610858 + Penalty 3263.560537 = -620670.050320 nChanged 9 SP:Iteration 22Q (459.271380 sec): 3 clusters Score: Raw -623934.345143 + Penalty 3263.560537 = -620670.784606 nChanged 4 SP:Iteration 23Q (459.396000 sec): 3 clusters Score: Raw -623934.673608 + Penalty 3263.560537 = -620671.113071 nChanged 2 SP:Iteration 24Q (459.499498 sec): 3 clusters Score: Raw -623934.993094 + Penalty 3263.560537 = -620671.432557 nChanged 4 SP:Iteration 25Q (459.603039 sec): 3 clusters Score: Raw -623935.377191 + Penalty 3263.560537 = -620671.816653 nChanged 3 SP:Iteration 26Q (459.701087 sec): 3 clusters Score: Raw -623935.563519 + Penalty 3263.560537 = -620672.002982 nChanged 4 SP:Iteration 27Q (459.782114 sec): 3 clusters Score: Raw -623935.888193 + Penalty 3263.560537 = -620672.327655 nChanged 1 SP:Iteration 28Q (459.901957 sec): 3 clusters Score: Raw -623935.942212 + Penalty 3263.560537 = -620672.381675 nChanged 0 SP:Iteration 29F (460.006940 sec): 3 clusters Score: Raw -623935.942212 + Penalty 3263.560537 = -620672.381675 nChanged 0 Score: Raw -11880260.112613 + Penalty 36459.856071 = -11843800.256542 Splitting cluster 1 changes total score from -11841745.997735 to -11843800.256542 So it's getting split into cluster 17. Trying to split cluster 2 (4743 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (463.404315 sec): 2 clusters Score: Raw -230573.417507 + Penalty 1485.506610 = -229087.910897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (463.496359 sec): 3 clusters Score: Raw -228237.040213 + Penalty 2971.013219 = -225266.026994 nChanged 1910 SP:Iteration 1F (463.584854 sec): 3 clusters Score: Raw -229891.902655 + Penalty 2971.013219 = -226920.889436 nChanged 554 SP:Iteration 2F (463.662112 sec): 3 clusters Score: Raw -230880.572498 + Penalty 2971.013219 = -227909.559278 nChanged 485 SP:Iteration 3F (463.755591 sec): 3 clusters Score: Raw -231712.185002 + Penalty 2971.013219 = -228741.171783 nChanged 396 SP:Iteration 4F (463.832755 sec): 3 clusters Score: Raw -232246.535018 + Penalty 2971.013219 = -229275.521799 nChanged 290 SP:Iteration 5F (463.931868 sec): 3 clusters Score: Raw -232563.669412 + Penalty 2971.013219 = -229592.656193 nChanged 222 SP:Iteration 6Q (464.022670 sec): 3 clusters Score: Raw -232783.679011 + Penalty 2971.013219 = -229812.665792 nChanged 154 SP:Iteration 7Q (464.106118 sec): 3 clusters Score: Raw -232896.888465 + Penalty 2971.013219 = -229925.875246 nChanged 116 SP:Iteration 8Q (464.187673 sec): 3 clusters Score: Raw -232976.258514 + Penalty 2971.013219 = -230005.245295 nChanged 87 SP:Iteration 9Q (464.295935 sec): 3 clusters Score: Raw -233036.245025 + Penalty 2971.013219 = -230065.231805 nChanged 71 SP:Iteration 10Q (464.389592 sec): 3 clusters Score: Raw -233078.052795 + Penalty 2971.013219 = -230107.039576 nChanged 59 SP:Iteration 11Q (464.476705 sec): 3 clusters Score: Raw -233109.594120 + Penalty 2971.013219 = -230138.580901 nChanged 43 SP:Iteration 12Q (464.567762 sec): 3 clusters Score: Raw -233129.135234 + Penalty 2971.013219 = -230158.122015 nChanged 25 SP:Iteration 13Q (464.644706 sec): 3 clusters Score: Raw -233137.369897 + Penalty 2971.013219 = -230166.356678 nChanged 20 SP:Iteration 14Q (464.745680 sec): 3 clusters Score: Raw -233142.952279 + Penalty 2971.013219 = -230171.939060 nChanged 21 SP:Iteration 15Q (464.835318 sec): 3 clusters Score: Raw -233148.457136 + Penalty 2971.013219 = -230177.443917 nChanged 13 SP:Iteration 16Q (464.926763 sec): 3 clusters Score: Raw -233152.469250 + Penalty 2971.013219 = -230181.456031 nChanged 14 SP:Iteration 17Q (465.017201 sec): 3 clusters Score: Raw -233156.454045 + Penalty 2971.013219 = -230185.440826 nChanged 10 SP:Iteration 18Q (465.109413 sec): 3 clusters Score: Raw -233159.515771 + Penalty 2971.013219 = -230188.502552 nChanged 10 SP:Iteration 19Q (465.190419 sec): 3 clusters Score: Raw -233162.740638 + Penalty 2971.013219 = -230191.727419 nChanged 7 SP:Iteration 20F (465.301436 sec): 3 clusters Score: Raw -233163.909446 + Penalty 2971.013219 = -230192.896227 nChanged 3 SP:Iteration 21Q (465.378483 sec): 3 clusters Score: Raw -233164.739913 + Penalty 2971.013219 = -230193.726694 nChanged 6 SP:Iteration 22Q (465.470255 sec): 3 clusters Score: Raw -233166.752098 + Penalty 2971.013219 = -230195.738879 nChanged 6 SP:Iteration 23Q (465.579475 sec): 3 clusters Score: Raw -233168.293572 + Penalty 2971.013219 = -230197.280353 nChanged 5 SP:Iteration 24Q (465.674180 sec): 3 clusters Score: Raw -233170.060826 + Penalty 2971.013219 = -230199.047607 nChanged 8 SP:Iteration 25Q (465.762577 sec): 3 clusters Score: Raw -233173.566383 + Penalty 2971.013219 = -230202.553164 nChanged 15 SP:Iteration 26Q (465.854658 sec): 3 clusters Score: Raw -233180.005415 + Penalty 2971.013219 = -230208.992196 nChanged 17 SP:Iteration 27Q (465.940229 sec): 3 clusters Score: Raw -233187.694952 + Penalty 2971.013219 = -230216.681733 nChanged 16 SP:Iteration 28Q (466.037779 sec): 3 clusters Score: Raw -233194.079232 + Penalty 2971.013219 = -230223.066013 nChanged 14 SP:Iteration 29Q (466.132363 sec): 3 clusters Score: Raw -233198.398954 + Penalty 2971.013219 = -230227.385735 nChanged 13 SP:Iteration 30Q (466.225273 sec): 3 clusters Score: Raw -233206.836486 + Penalty 2971.013219 = -230235.823267 nChanged 12 SP:Iteration 31Q (466.321753 sec): 3 clusters Score: Raw -233213.409836 + Penalty 2971.013219 = -230242.396617 nChanged 15 SP:Iteration 32Q (466.417496 sec): 3 clusters Score: Raw -233220.874267 + Penalty 2971.013219 = -230249.861048 nChanged 19 SP:Iteration 33Q (466.490226 sec): 3 clusters Score: Raw -233236.362773 + Penalty 2971.013219 = -230265.349554 nChanged 21 SP:Iteration 34Q (466.593926 sec): 3 clusters Score: Raw -233258.444003 + Penalty 2971.013219 = -230287.430783 nChanged 28 SP:Iteration 35Q (466.685979 sec): 3 clusters Score: Raw -233292.125558 + Penalty 2971.013219 = -230321.112339 nChanged 31 SP:Iteration 36Q (466.773543 sec): 3 clusters Score: Raw -233316.749762 + Penalty 2971.013219 = -230345.736543 nChanged 25 SP:Iteration 37Q (466.862029 sec): 3 clusters Score: Raw -233333.831692 + Penalty 2971.013219 = -230362.818473 nChanged 25 SP:Iteration 38Q (466.947018 sec): 3 clusters Score: Raw -233351.808584 + Penalty 2971.013219 = -230380.795365 nChanged 29 SP:Iteration 39Q (467.042039 sec): 3 clusters Score: Raw -233379.617525 + Penalty 2971.013219 = -230408.604306 nChanged 28 SP:Iteration 40F (467.111953 sec): 3 clusters Score: Raw -233398.069954 + Penalty 2971.013219 = -230427.056734 nChanged 24 SP:Iteration 41Q (467.218588 sec): 3 clusters Score: Raw -233412.253173 + Penalty 2971.013219 = -230441.239954 nChanged 19 SP:Iteration 42Q (467.305044 sec): 3 clusters Score: Raw -233418.532691 + Penalty 2971.013219 = -230447.519472 nChanged 12 SP:Iteration 43Q (467.377554 sec): 3 clusters Score: Raw -233422.602226 + Penalty 2971.013219 = -230451.589007 nChanged 9 SP:Iteration 44Q (467.484831 sec): 3 clusters Score: Raw -233426.303833 + Penalty 2971.013219 = -230455.290614 nChanged 13 SP:Iteration 45Q (467.568182 sec): 3 clusters Score: Raw -233431.143469 + Penalty 2971.013219 = -230460.130250 nChanged 11 SP:Iteration 46Q (467.656015 sec): 3 clusters Score: Raw -233434.993355 + Penalty 2971.013219 = -230463.980135 nChanged 6 SP:Iteration 47Q (467.745078 sec): 3 clusters Score: Raw -233437.692376 + Penalty 2971.013219 = -230466.679156 nChanged 1 SP:Iteration 48Q (467.842107 sec): 3 clusters Score: Raw -233437.932938 + Penalty 2971.013219 = -230466.919719 nChanged 2 SP:Iteration 49Q (467.922318 sec): 3 clusters Score: Raw -233438.375879 + Penalty 2971.013219 = -230467.362660 nChanged 1 SP:Iteration 50Q (468.012423 sec): 3 clusters Score: Raw -233438.697262 + Penalty 2971.013219 = -230467.684043 nChanged 1 SP:Iteration 51Q (468.101826 sec): 3 clusters Score: Raw -233438.796164 + Penalty 2971.013219 = -230467.782945 nChanged 0 SP:Iteration 52F (468.199515 sec): 3 clusters Score: Raw -233438.796164 + Penalty 2971.013219 = -230467.782945 nChanged 0 Score: Raw -11883125.491270 + Penalty 38604.553487 = -11844520.937783 Splitting cluster 2 changes total score from -11841745.997735 to -11844520.937783 So it's getting split into cluster 18. Trying to split cluster 3 (7349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (471.752830 sec): 2 clusters Score: Raw -469790.787968 + Penalty 1562.357077 = -468228.430891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (471.825915 sec): 3 clusters Score: Raw -465917.418627 + Penalty 3124.714155 = -462792.704473 nChanged 3057 SP:Iteration 1F (471.929807 sec): 3 clusters Score: Raw -467766.046545 + Penalty 3124.714155 = -464641.332390 nChanged 562 SP:Iteration 2F (472.018782 sec): 3 clusters Score: Raw -468093.118227 + Penalty 3124.714155 = -464968.404072 nChanged 459 SP:Iteration 3F (472.118399 sec): 3 clusters Score: Raw -468375.458769 + Penalty 3124.714155 = -465250.744615 nChanged 418 SP:Iteration 4F (472.214906 sec): 3 clusters Score: Raw -468652.803060 + Penalty 3124.714155 = -465528.088906 nChanged 387 SP:Iteration 5F (472.305741 sec): 3 clusters Score: Raw -468889.342899 + Penalty 3124.714155 = -465764.628744 nChanged 322 SP:Iteration 6Q (472.399366 sec): 3 clusters Score: Raw -469084.732479 + Penalty 3124.714155 = -465960.018324 nChanged 303 SP:Iteration 7Q (472.513365 sec): 3 clusters Score: Raw -469265.852507 + Penalty 3124.714155 = -466141.138352 nChanged 255 SP:Iteration 8Q (472.604902 sec): 3 clusters Score: Raw -469410.682390 + Penalty 3124.714155 = -466285.968236 nChanged 231 SP:Iteration 9Q (472.701660 sec): 3 clusters Score: Raw -469536.281729 + Penalty 3124.714155 = -466411.567575 nChanged 213 SP:Iteration 10Q (472.792499 sec): 3 clusters Score: Raw -469657.156908 + Penalty 3124.714155 = -466532.442754 nChanged 206 SP:Iteration 11Q (472.890048 sec): 3 clusters Score: Raw -469774.645494 + Penalty 3124.714155 = -466649.931340 nChanged 186 SP:Iteration 12Q (472.973451 sec): 3 clusters Score: Raw -469865.737848 + Penalty 3124.714155 = -466741.023694 nChanged 154 SP:Iteration 13Q (473.086597 sec): 3 clusters Score: Raw -469934.792130 + Penalty 3124.714155 = -466810.077976 nChanged 133 SP:Iteration 14Q (473.166195 sec): 3 clusters Score: Raw -469994.339689 + Penalty 3124.714155 = -466869.625535 nChanged 136 SP:Iteration 15Q (473.265974 sec): 3 clusters Score: Raw -470060.538486 + Penalty 3124.714155 = -466935.824332 nChanged 153 SP:Iteration 16Q (473.382072 sec): 3 clusters Score: Raw -470142.102423 + Penalty 3124.714155 = -467017.388269 nChanged 145 SP:Iteration 17Q (473.476202 sec): 3 clusters Score: Raw -470213.965798 + Penalty 3124.714155 = -467089.251643 nChanged 129 SP:Iteration 18Q (473.569917 sec): 3 clusters Score: Raw -470266.213353 + Penalty 3124.714155 = -467141.499199 nChanged 112 SP:Iteration 19Q (473.642482 sec): 3 clusters Score: Raw -470307.518987 + Penalty 3124.714155 = -467182.804833 nChanged 91 SP:Iteration 20F (473.757361 sec): 3 clusters Score: Raw -470336.192867 + Penalty 3124.714155 = -467211.478713 nChanged 73 SP:Iteration 21Q (473.845583 sec): 3 clusters Score: Raw -470366.343248 + Penalty 3124.714155 = -467241.629094 nChanged 91 SP:Iteration 22Q (473.939285 sec): 3 clusters Score: Raw -470399.652699 + Penalty 3124.714155 = -467274.938544 nChanged 67 SP:Iteration 23Q (474.055919 sec): 3 clusters Score: Raw -470418.044118 + Penalty 3124.714155 = -467293.329964 nChanged 55 SP:Iteration 24Q (474.154352 sec): 3 clusters Score: Raw -470433.130754 + Penalty 3124.714155 = -467308.416599 nChanged 46 SP:Iteration 25Q (474.253005 sec): 3 clusters Score: Raw -470446.262058 + Penalty 3124.714155 = -467321.547903 nChanged 45 SP:Iteration 26Q (474.343383 sec): 3 clusters Score: Raw -470458.546071 + Penalty 3124.714155 = -467333.831916 nChanged 45 SP:Iteration 27Q (474.440465 sec): 3 clusters Score: Raw -470469.149163 + Penalty 3124.714155 = -467344.435009 nChanged 42 SP:Iteration 28Q (474.522764 sec): 3 clusters Score: Raw -470478.417682 + Penalty 3124.714155 = -467353.703528 nChanged 31 SP:Iteration 29Q (474.625969 sec): 3 clusters Score: Raw -470484.186587 + Penalty 3124.714155 = -467359.472433 nChanged 20 SP:Iteration 30Q (474.720431 sec): 3 clusters Score: Raw -470487.644151 + Penalty 3124.714155 = -467362.929996 nChanged 19 SP:Iteration 31Q (474.827398 sec): 3 clusters Score: Raw -470490.055051 + Penalty 3124.714155 = -467365.340897 nChanged 6 SP:Iteration 32Q (474.908602 sec): 3 clusters Score: Raw -470491.358278 + Penalty 3124.714155 = -467366.644124 nChanged 3 SP:Iteration 33Q (474.999469 sec): 3 clusters Score: Raw -470491.905983 + Penalty 3124.714155 = -467367.191828 nChanged 4 SP:Iteration 34Q (475.089960 sec): 3 clusters Score: Raw -470492.406476 + Penalty 3124.714155 = -467367.692322 nChanged 4 SP:Iteration 35Q (475.189562 sec): 3 clusters Score: Raw -470492.798861 + Penalty 3124.714155 = -467368.084706 nChanged 4 SP:Iteration 36Q (475.272433 sec): 3 clusters Score: Raw -470493.271516 + Penalty 3124.714155 = -467368.557362 nChanged 0 SP:Iteration 37F (475.370027 sec): 3 clusters Score: Raw -470493.271516 + Penalty 3124.714155 = -467368.557362 nChanged 0 Trying to split cluster 4 (16615 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (475.456568 sec): 2 clusters Score: Raw -907086.940050 + Penalty 1705.519737 = -905381.420312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (475.596977 sec): 3 clusters Score: Raw -897441.708981 + Penalty 3411.039474 = -894030.669506 nChanged 7355 SP:Iteration 1F (475.715894 sec): 3 clusters Score: Raw -902427.851963 + Penalty 3411.039474 = -899016.812489 nChanged 1681 SP:Iteration 2F (475.830981 sec): 3 clusters Score: Raw -904276.608747 + Penalty 3411.039474 = -900865.569272 nChanged 1679 SP:Iteration 3F (475.932465 sec): 3 clusters Score: Raw -906109.456195 + Penalty 3411.039474 = -902698.416721 nChanged 1402 SP:Iteration 4F (476.068971 sec): 3 clusters Score: Raw -907361.882804 + Penalty 3411.039474 = -903950.843330 nChanged 1015 SP:Iteration 5F (476.183413 sec): 3 clusters Score: Raw -908100.863169 + Penalty 3411.039474 = -904689.823695 nChanged 812 SP:Iteration 6Q (476.323821 sec): 3 clusters Score: Raw -908631.734541 + Penalty 3411.039474 = -905220.695067 nChanged 632 SP:Iteration 7Q (476.426122 sec): 3 clusters Score: Raw -908979.598799 + Penalty 3411.039474 = -905568.559324 nChanged 525 SP:Iteration 8Q (476.550059 sec): 3 clusters Score: Raw -909236.541166 + Penalty 3411.039474 = -905825.501692 nChanged 442 SP:Iteration 9Q (476.670225 sec): 3 clusters Score: Raw -909431.844550 + Penalty 3411.039474 = -906020.805076 nChanged 377 SP:Iteration 10Q (476.783103 sec): 3 clusters Score: Raw -909580.335916 + Penalty 3411.039474 = -906169.296441 nChanged 321 SP:Iteration 11Q (476.896433 sec): 3 clusters Score: Raw -909692.177842 + Penalty 3411.039474 = -906281.138367 nChanged 290 SP:Iteration 12Q (477.029603 sec): 3 clusters Score: Raw -909799.100695 + Penalty 3411.039474 = -906388.061220 nChanged 277 SP:Iteration 13Q (477.153217 sec): 3 clusters Score: Raw -909896.069376 + Penalty 3411.039474 = -906485.029901 nChanged 239 SP:Iteration 14Q (477.243534 sec): 3 clusters Score: Raw -909976.489507 + Penalty 3411.039474 = -906565.450033 nChanged 230 SP:Iteration 15Q (477.375132 sec): 3 clusters Score: Raw -910054.627172 + Penalty 3411.039474 = -906643.587697 nChanged 189 SP:Iteration 16Q (477.479245 sec): 3 clusters Score: Raw -910110.675716 + Penalty 3411.039474 = -906699.636242 nChanged 161 SP:Iteration 17Q (477.591167 sec): 3 clusters Score: Raw -910162.746948 + Penalty 3411.039474 = -906751.707474 nChanged 167 SP:Iteration 18Q (477.720150 sec): 3 clusters Score: Raw -910225.039943 + Penalty 3411.039474 = -906814.000469 nChanged 151 SP:Iteration 19Q (477.883263 sec): 3 clusters Score: Raw -910277.082073 + Penalty 3411.039474 = -906866.042598 nChanged 135 SP:Iteration 20F (478.016175 sec): 3 clusters Score: Raw -910321.636889 + Penalty 3411.039474 = -906910.597414 nChanged 120 SP:Iteration 21Q (478.127645 sec): 3 clusters Score: Raw -910356.141252 + Penalty 3411.039474 = -906945.101778 nChanged 106 SP:Iteration 22Q (478.284479 sec): 3 clusters Score: Raw -910385.631521 + Penalty 3411.039474 = -906974.592047 nChanged 89 SP:Iteration 23Q (478.418057 sec): 3 clusters Score: Raw -910408.795921 + Penalty 3411.039474 = -906997.756447 nChanged 77 SP:Iteration 24Q (478.546977 sec): 3 clusters Score: Raw -910427.424601 + Penalty 3411.039474 = -907016.385126 nChanged 75 SP:Iteration 25Q (478.681863 sec): 3 clusters Score: Raw -910447.186670 + Penalty 3411.039474 = -907036.147196 nChanged 65 SP:Iteration 26Q (478.815549 sec): 3 clusters Score: Raw -910460.884935 + Penalty 3411.039474 = -907049.845461 nChanged 40 SP:Iteration 27Q (478.953562 sec): 3 clusters Score: Raw -910468.494053 + Penalty 3411.039474 = -907057.454579 nChanged 38 SP:Iteration 28Q (479.091313 sec): 3 clusters Score: Raw -910474.952988 + Penalty 3411.039474 = -907063.913514 nChanged 30 SP:Iteration 29Q (479.230119 sec): 3 clusters Score: Raw -910479.539714 + Penalty 3411.039474 = -907068.500240 nChanged 26 SP:Iteration 30Q (479.367206 sec): 3 clusters Score: Raw -910483.625372 + Penalty 3411.039474 = -907072.585897 nChanged 19 SP:Iteration 31Q (479.504139 sec): 3 clusters Score: Raw -910486.937205 + Penalty 3411.039474 = -907075.897730 nChanged 21 SP:Iteration 32Q (479.646996 sec): 3 clusters Score: Raw -910490.224111 + Penalty 3411.039474 = -907079.184636 nChanged 28 SP:Iteration 33Q (479.765788 sec): 3 clusters Score: Raw -910494.218511 + Penalty 3411.039474 = -907083.179036 nChanged 20 SP:Iteration 34Q (479.882833 sec): 3 clusters Score: Raw -910496.975010 + Penalty 3411.039474 = -907085.935536 nChanged 14 SP:Iteration 35Q (480.046419 sec): 3 clusters Score: Raw -910498.742851 + Penalty 3411.039474 = -907087.703377 nChanged 15 SP:Iteration 36Q (480.188036 sec): 3 clusters Score: Raw -910500.334698 + Penalty 3411.039474 = -907089.295224 nChanged 14 SP:Iteration 37Q (480.301179 sec): 3 clusters Score: Raw -910502.342504 + Penalty 3411.039474 = -907091.303030 nChanged 18 SP:Iteration 38Q (480.431775 sec): 3 clusters Score: Raw -910504.793966 + Penalty 3411.039474 = -907093.754492 nChanged 14 SP:Iteration 39Q (480.572754 sec): 3 clusters Score: Raw -910506.352532 + Penalty 3411.039474 = -907095.313058 nChanged 7 SP:Iteration 40F (480.704090 sec): 3 clusters Score: Raw -910507.357514 + Penalty 3411.039474 = -907096.318039 nChanged 8 SP:Iteration 41Q (480.860391 sec): 3 clusters Score: Raw -910508.421698 + Penalty 3411.039474 = -907097.382224 nChanged 7 SP:Iteration 42Q (480.990392 sec): 3 clusters Score: Raw -910509.200102 + Penalty 3411.039474 = -907098.160628 nChanged 12 SP:Iteration 43Q (481.122118 sec): 3 clusters Score: Raw -910510.330912 + Penalty 3411.039474 = -907099.291437 nChanged 8 SP:Iteration 44Q (481.252962 sec): 3 clusters Score: Raw -910511.333793 + Penalty 3411.039474 = -907100.294318 nChanged 8 SP:Iteration 45Q (481.388729 sec): 3 clusters Score: Raw -910511.983966 + Penalty 3411.039474 = -907100.944492 nChanged 5 SP:Iteration 46Q (481.520480 sec): 3 clusters Score: Raw -910512.420216 + Penalty 3411.039474 = -907101.380741 nChanged 3 SP:Iteration 47Q (481.652557 sec): 3 clusters Score: Raw -910512.660509 + Penalty 3411.039474 = -907101.621034 nChanged 4 SP:Iteration 48Q (481.758444 sec): 3 clusters Score: Raw -910513.021155 + Penalty 3411.039474 = -907101.981681 nChanged 2 SP:Iteration 49Q (481.901954 sec): 3 clusters Score: Raw -910513.166493 + Penalty 3411.039474 = -907102.127018 nChanged 0 SP:Iteration 50F (482.037256 sec): 3 clusters Score: Raw -910513.166493 + Penalty 3411.039474 = -907102.127018 nChanged 0 Score: Raw -11886551.717713 + Penalty 40749.250903 = -11845802.466810 Splitting cluster 4 changes total score from -11841745.997735 to -11845802.466810 So it's getting split into cluster 19. Trying to split cluster 5 (10217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (485.954477 sec): 2 clusters Score: Raw -642991.233889 + Penalty 1620.182353 = -641371.051536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (486.053573 sec): 3 clusters Score: Raw -637220.389450 + Penalty 3240.364706 = -633980.024745 nChanged 4397 SP:Iteration 1F (486.166293 sec): 3 clusters Score: Raw -640052.952712 + Penalty 3240.364706 = -636812.588006 nChanged 957 SP:Iteration 2F (486.267240 sec): 3 clusters Score: Raw -640909.949799 + Penalty 3240.364706 = -637669.585093 nChanged 914 SP:Iteration 3F (486.347068 sec): 3 clusters Score: Raw -641736.417748 + Penalty 3240.364706 = -638496.053043 nChanged 786 SP:Iteration 4F (486.467298 sec): 3 clusters Score: Raw -642533.358586 + Penalty 3240.364706 = -639292.993880 nChanged 700 SP:Iteration 5F (486.556476 sec): 3 clusters Score: Raw -643475.783525 + Penalty 3240.364706 = -640235.418819 nChanged 700 SP:Iteration 6F (486.648991 sec): 3 clusters Score: Raw -645028.109274 + Penalty 3240.364706 = -641787.744568 nChanged 676 SP:Iteration 7F (486.751713 sec): 3 clusters Score: Raw -646762.522871 + Penalty 3240.364706 = -643522.158166 nChanged 473 SP:Iteration 8Q (486.856068 sec): 3 clusters Score: Raw -647570.493812 + Penalty 3240.364706 = -644330.129107 nChanged 290 SP:Iteration 9Q (486.955340 sec): 3 clusters Score: Raw -647835.044115 + Penalty 3240.364706 = -644594.679409 nChanged 170 SP:Iteration 10Q (487.058088 sec): 3 clusters Score: Raw -647909.696729 + Penalty 3240.364706 = -644669.332023 nChanged 77 SP:Iteration 11Q (487.140271 sec): 3 clusters Score: Raw -647931.882876 + Penalty 3240.364706 = -644691.518170 nChanged 37 SP:Iteration 12Q (487.252632 sec): 3 clusters Score: Raw -647939.600833 + Penalty 3240.364706 = -644699.236127 nChanged 19 SP:Iteration 13Q (487.337714 sec): 3 clusters Score: Raw -647942.839292 + Penalty 3240.364706 = -644702.474586 nChanged 16 SP:Iteration 14Q (487.439832 sec): 3 clusters Score: Raw -647944.714571 + Penalty 3240.364706 = -644704.349865 nChanged 6 SP:Iteration 15Q (487.556169 sec): 3 clusters Score: Raw -647945.280422 + Penalty 3240.364706 = -644704.915717 nChanged 0 SP:Iteration 16F (487.659454 sec): 3 clusters Score: Raw -647945.280422 + Penalty 3240.364706 = -644704.915717 nChanged 0 Score: Raw -11891505.764247 + Penalty 42893.948319 = -11848611.815927 Splitting cluster 5 changes total score from -11841745.997735 to -11848611.815927 So it's getting split into cluster 20. Trying to split cluster 6 (2444 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (491.478055 sec): 2 clusters Score: Raw -111021.009770 + Penalty 1369.144177 = -109651.865593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (491.566619 sec): 3 clusters Score: Raw -110088.649343 + Penalty 2738.288353 = -107350.360989 nChanged 915 SP:Iteration 1F (491.652537 sec): 3 clusters Score: Raw -111032.065367 + Penalty 2738.288353 = -108293.777014 nChanged 328 SP:Iteration 2F (491.738298 sec): 3 clusters Score: Raw -111533.105807 + Penalty 2738.288353 = -108794.817453 nChanged 224 SP:Iteration 3F (491.825417 sec): 3 clusters Score: Raw -111933.127008 + Penalty 2738.288353 = -109194.838654 nChanged 159 SP:Iteration 4F (491.914084 sec): 3 clusters Score: Raw -112301.678646 + Penalty 2738.288353 = -109563.390292 nChanged 141 SP:Iteration 5F (491.979949 sec): 3 clusters Score: Raw -112621.970073 + Penalty 2738.288353 = -109883.681720 nChanged 101 SP:Iteration 6Q (492.081816 sec): 3 clusters Score: Raw -112911.658412 + Penalty 2738.288353 = -110173.370059 nChanged 90 SP:Iteration 7Q (492.168398 sec): 3 clusters Score: Raw -113091.050557 + Penalty 2738.288353 = -110352.762203 nChanged 81 SP:Iteration 8Q (492.239312 sec): 3 clusters Score: Raw -113209.606346 + Penalty 2738.288353 = -110471.317993 nChanged 65 SP:Iteration 9Q (492.323102 sec): 3 clusters Score: Raw -113303.549321 + Penalty 2738.288353 = -110565.260967 nChanged 67 SP:Iteration 10Q (492.405695 sec): 3 clusters Score: Raw -113428.395940 + Penalty 2738.288353 = -110690.107586 nChanged 65 SP:Iteration 11Q (492.505628 sec): 3 clusters Score: Raw -113545.831328 + Penalty 2738.288353 = -110807.542974 nChanged 49 SP:Iteration 12Q (492.591983 sec): 3 clusters Score: Raw -113603.511029 + Penalty 2738.288353 = -110865.222676 nChanged 34 SP:Iteration 13Q (492.674106 sec): 3 clusters Score: Raw -113640.425420 + Penalty 2738.288353 = -110902.137066 nChanged 23 SP:Iteration 14Q (492.762380 sec): 3 clusters Score: Raw -113657.915001 + Penalty 2738.288353 = -110919.626647 nChanged 18 SP:Iteration 15Q (492.848648 sec): 3 clusters Score: Raw -113671.382191 + Penalty 2738.288353 = -110933.093837 nChanged 14 SP:Iteration 16Q (492.931202 sec): 3 clusters Score: Raw -113679.777281 + Penalty 2738.288353 = -110941.488927 nChanged 6 SP:Iteration 17Q (492.995729 sec): 3 clusters Score: Raw -113684.326968 + Penalty 2738.288353 = -110946.038614 nChanged 7 SP:Iteration 18Q (493.104442 sec): 3 clusters Score: Raw -113689.082371 + Penalty 2738.288353 = -110950.794018 nChanged 6 SP:Iteration 19Q (493.188463 sec): 3 clusters Score: Raw -113691.641850 + Penalty 2738.288353 = -110953.353497 nChanged 3 SP:Iteration 20F (493.275409 sec): 3 clusters Score: Raw -113693.135333 + Penalty 2738.288353 = -110954.846980 nChanged 1 SP:Iteration 21Q (493.356347 sec): 3 clusters Score: Raw -113693.531472 + Penalty 2738.288353 = -110955.243118 nChanged 0 SP:Iteration 22F (493.443768 sec): 3 clusters Score: Raw -113693.531472 + Penalty 2738.288353 = -110955.243118 nChanged 0 Score: Raw -11894178.285948 + Penalty 45038.645735 = -11849139.640213 Splitting cluster 6 changes total score from -11841745.997735 to -11849139.640213 So it's getting split into cluster 21. Trying to split cluster 7 (15178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (497.627496 sec): 2 clusters Score: Raw -1046600.522115 + Penalty 1689.644202 = -1044910.877914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (497.734794 sec): 3 clusters Score: Raw -1037799.370858 + Penalty 3379.288404 = -1034420.082454 nChanged 6631 SP:Iteration 1F (497.850924 sec): 3 clusters Score: Raw -1041407.698194 + Penalty 3379.288404 = -1038028.409790 nChanged 1065 SP:Iteration 2F (497.964323 sec): 3 clusters Score: Raw -1042093.100225 + Penalty 3379.288404 = -1038713.811821 nChanged 1210 SP:Iteration 3F (498.078246 sec): 3 clusters Score: Raw -1042987.345587 + Penalty 3379.288404 = -1039608.057184 nChanged 1230 SP:Iteration 4F (498.190992 sec): 3 clusters Score: Raw -1044064.900712 + Penalty 3379.288404 = -1040685.612308 nChanged 1174 SP:Iteration 5F (498.293013 sec): 3 clusters Score: Raw -1045007.494599 + Penalty 3379.288404 = -1041628.206195 nChanged 957 SP:Iteration 6F (498.417378 sec): 3 clusters Score: Raw -1045650.091863 + Penalty 3379.288404 = -1042270.803459 nChanged 656 SP:Iteration 7Q (498.533147 sec): 3 clusters Score: Raw -1046021.636169 + Penalty 3379.288404 = -1042642.347765 nChanged 480 SP:Iteration 8Q (498.647531 sec): 3 clusters Score: Raw -1046227.500719 + Penalty 3379.288404 = -1042848.212316 nChanged 357 SP:Iteration 9Q (498.764106 sec): 3 clusters Score: Raw -1046375.433035 + Penalty 3379.288404 = -1042996.144631 nChanged 331 SP:Iteration 10Q (498.881012 sec): 3 clusters Score: Raw -1046535.110378 + Penalty 3379.288404 = -1043155.821974 nChanged 336 SP:Iteration 11Q (498.997384 sec): 3 clusters Score: Raw -1046721.774374 + Penalty 3379.288404 = -1043342.485970 nChanged 345 SP:Iteration 12Q (499.113294 sec): 3 clusters Score: Raw -1046941.995412 + Penalty 3379.288404 = -1043562.707008 nChanged 377 SP:Iteration 13Q (499.229424 sec): 3 clusters Score: Raw -1047219.015659 + Penalty 3379.288404 = -1043839.727255 nChanged 372 SP:Iteration 14Q (499.345082 sec): 3 clusters Score: Raw -1047509.090624 + Penalty 3379.288404 = -1044129.802221 nChanged 358 SP:Iteration 15Q (499.461431 sec): 3 clusters Score: Raw -1047751.196202 + Penalty 3379.288404 = -1044371.907798 nChanged 326 SP:Iteration 16Q (499.577540 sec): 3 clusters Score: Raw -1047917.883047 + Penalty 3379.288404 = -1044538.594643 nChanged 248 SP:Iteration 17Q (499.693420 sec): 3 clusters Score: Raw -1048025.716277 + Penalty 3379.288404 = -1044646.427873 nChanged 204 SP:Iteration 18Q (499.809368 sec): 3 clusters Score: Raw -1048081.745649 + Penalty 3379.288404 = -1044702.457245 nChanged 145 SP:Iteration 19Q (499.924906 sec): 3 clusters Score: Raw -1048111.870337 + Penalty 3379.288404 = -1044732.581933 nChanged 110 SP:Iteration 20F (500.020359 sec): 3 clusters Score: Raw -1048130.678077 + Penalty 3379.288404 = -1044751.389673 nChanged 84 SP:Iteration 21Q (500.136550 sec): 3 clusters Score: Raw -1048144.203117 + Penalty 3379.288404 = -1044764.914713 nChanged 65 SP:Iteration 22Q (500.263797 sec): 3 clusters Score: Raw -1048152.026983 + Penalty 3379.288404 = -1044772.738579 nChanged 58 SP:Iteration 23Q (500.372665 sec): 3 clusters Score: Raw -1048158.295386 + Penalty 3379.288404 = -1044779.006982 nChanged 41 SP:Iteration 24Q (500.485116 sec): 3 clusters Score: Raw -1048162.906537 + Penalty 3379.288404 = -1044783.618133 nChanged 40 SP:Iteration 25Q (500.598641 sec): 3 clusters Score: Raw -1048167.322265 + Penalty 3379.288404 = -1044788.033861 nChanged 41 SP:Iteration 26Q (500.712259 sec): 3 clusters Score: Raw -1048172.887804 + Penalty 3379.288404 = -1044793.599400 nChanged 37 SP:Iteration 27Q (500.820904 sec): 3 clusters Score: Raw -1048177.696920 + Penalty 3379.288404 = -1044798.408517 nChanged 30 SP:Iteration 28Q (500.936356 sec): 3 clusters Score: Raw -1048181.844549 + Penalty 3379.288404 = -1044802.556145 nChanged 37 SP:Iteration 29Q (501.026067 sec): 3 clusters Score: Raw -1048186.230827 + Penalty 3379.288404 = -1044806.942423 nChanged 21 SP:Iteration 30Q (501.144162 sec): 3 clusters Score: Raw -1048188.286774 + Penalty 3379.288404 = -1044808.998370 nChanged 23 SP:Iteration 31Q (501.276069 sec): 3 clusters Score: Raw -1048190.874926 + Penalty 3379.288404 = -1044811.586522 nChanged 19 SP:Iteration 32Q (501.389739 sec): 3 clusters Score: Raw -1048192.630232 + Penalty 3379.288404 = -1044813.341828 nChanged 21 SP:Iteration 33Q (501.508381 sec): 3 clusters Score: Raw -1048194.513722 + Penalty 3379.288404 = -1044815.225319 nChanged 13 SP:Iteration 34Q (501.606209 sec): 3 clusters Score: Raw -1048195.905302 + Penalty 3379.288404 = -1044816.616898 nChanged 17 SP:Iteration 35Q (501.741165 sec): 3 clusters Score: Raw -1048197.538897 + Penalty 3379.288404 = -1044818.250493 nChanged 13 SP:Iteration 36Q (501.838914 sec): 3 clusters Score: Raw -1048198.989408 + Penalty 3379.288404 = -1044819.701004 nChanged 10 SP:Iteration 37Q (501.973501 sec): 3 clusters Score: Raw -1048199.922715 + Penalty 3379.288404 = -1044820.634311 nChanged 4 SP:Iteration 38Q (502.071178 sec): 3 clusters Score: Raw -1048200.116276 + Penalty 3379.288404 = -1044820.827872 nChanged 3 SP:Iteration 39Q (502.186459 sec): 3 clusters Score: Raw -1048200.303889 + Penalty 3379.288404 = -1044821.015486 nChanged 0 SP:Iteration 40F (502.321800 sec): 3 clusters Score: Raw -1048200.303889 + Penalty 3379.288404 = -1044821.015486 nChanged 0 Trying to split cluster 8 (16840 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (502.400201 sec): 2 clusters Score: Raw -925702.213444 + Penalty 1707.880407 = -923994.333038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (502.512398 sec): 3 clusters Score: Raw -915896.859292 + Penalty 3415.760813 = -912481.098479 nChanged 7459 SP:Iteration 1F (502.623253 sec): 3 clusters Score: Raw -921259.302677 + Penalty 3415.760813 = -917843.541864 nChanged 1574 SP:Iteration 2F (502.714882 sec): 3 clusters Score: Raw -922575.843111 + Penalty 3415.760813 = -919160.082298 nChanged 1398 SP:Iteration 3F (502.851494 sec): 3 clusters Score: Raw -923620.930527 + Penalty 3415.760813 = -920205.169714 nChanged 1102 SP:Iteration 4F (502.970040 sec): 3 clusters Score: Raw -924322.156440 + Penalty 3415.760813 = -920906.395627 nChanged 854 SP:Iteration 5F (503.105222 sec): 3 clusters Score: Raw -924794.783696 + Penalty 3415.760813 = -921379.022883 nChanged 662 SP:Iteration 6Q (503.210468 sec): 3 clusters Score: Raw -925102.199462 + Penalty 3415.760813 = -921686.438649 nChanged 511 SP:Iteration 7Q (503.327851 sec): 3 clusters Score: Raw -925313.369850 + Penalty 3415.760813 = -921897.609037 nChanged 407 SP:Iteration 8Q (503.422091 sec): 3 clusters Score: Raw -925462.714066 + Penalty 3415.760813 = -922046.953253 nChanged 337 SP:Iteration 9Q (503.549212 sec): 3 clusters Score: Raw -925583.828654 + Penalty 3415.760813 = -922168.067841 nChanged 291 SP:Iteration 10Q (503.653350 sec): 3 clusters Score: Raw -925692.381286 + Penalty 3415.760813 = -922276.620473 nChanged 276 SP:Iteration 11Q (503.760652 sec): 3 clusters Score: Raw -925794.030799 + Penalty 3415.760813 = -922378.269986 nChanged 262 SP:Iteration 12Q (503.879008 sec): 3 clusters Score: Raw -925885.570722 + Penalty 3415.760813 = -922469.809909 nChanged 252 SP:Iteration 13Q (503.999759 sec): 3 clusters Score: Raw -925973.769137 + Penalty 3415.760813 = -922558.008324 nChanged 255 SP:Iteration 14Q (504.098256 sec): 3 clusters Score: Raw -926062.542362 + Penalty 3415.760813 = -922646.781549 nChanged 257 SP:Iteration 15Q (504.242569 sec): 3 clusters Score: Raw -926144.780363 + Penalty 3415.760813 = -922729.019550 nChanged 222 SP:Iteration 16Q (504.340359 sec): 3 clusters Score: Raw -926213.753747 + Penalty 3415.760813 = -922797.992934 nChanged 199 SP:Iteration 17Q (504.453036 sec): 3 clusters Score: Raw -926278.559279 + Penalty 3415.760813 = -922862.798466 nChanged 165 SP:Iteration 18Q (504.546917 sec): 3 clusters Score: Raw -926327.453173 + Penalty 3415.760813 = -922911.692360 nChanged 150 SP:Iteration 19Q (504.653586 sec): 3 clusters Score: Raw -926371.243694 + Penalty 3415.760813 = -922955.482881 nChanged 143 SP:Iteration 20F (504.773118 sec): 3 clusters Score: Raw -926422.255603 + Penalty 3415.760813 = -923006.494790 nChanged 141 SP:Iteration 21Q (504.888354 sec): 3 clusters Score: Raw -926486.020594 + Penalty 3415.760813 = -923070.259781 nChanged 155 SP:Iteration 22Q (505.008990 sec): 3 clusters Score: Raw -926555.058573 + Penalty 3415.760813 = -923139.297760 nChanged 154 SP:Iteration 23Q (505.116076 sec): 3 clusters Score: Raw -926611.140394 + Penalty 3415.760813 = -923195.379581 nChanged 127 SP:Iteration 24Q (505.229054 sec): 3 clusters Score: Raw -926652.976791 + Penalty 3415.760813 = -923237.215978 nChanged 89 SP:Iteration 25Q (505.357038 sec): 3 clusters Score: Raw -926674.509334 + Penalty 3415.760813 = -923258.748521 nChanged 73 SP:Iteration 26Q (505.490634 sec): 3 clusters Score: Raw -926694.077330 + Penalty 3415.760813 = -923278.316517 nChanged 72 SP:Iteration 27Q (505.604767 sec): 3 clusters Score: Raw -926711.128744 + Penalty 3415.760813 = -923295.367931 nChanged 65 SP:Iteration 28Q (505.726258 sec): 3 clusters Score: Raw -926726.776724 + Penalty 3415.760813 = -923311.015910 nChanged 61 SP:Iteration 29Q (505.843640 sec): 3 clusters Score: Raw -926742.736779 + Penalty 3415.760813 = -923326.975966 nChanged 66 SP:Iteration 30Q (505.962310 sec): 3 clusters Score: Raw -926758.054202 + Penalty 3415.760813 = -923342.293389 nChanged 62 SP:Iteration 31Q (506.074366 sec): 3 clusters Score: Raw -926770.842402 + Penalty 3415.760813 = -923355.081589 nChanged 48 SP:Iteration 32Q (506.185656 sec): 3 clusters Score: Raw -926782.515464 + Penalty 3415.760813 = -923366.754651 nChanged 60 SP:Iteration 33Q (506.318632 sec): 3 clusters Score: Raw -926796.521636 + Penalty 3415.760813 = -923380.760823 nChanged 67 SP:Iteration 34Q (506.426723 sec): 3 clusters Score: Raw -926813.046757 + Penalty 3415.760813 = -923397.285944 nChanged 63 SP:Iteration 35Q (506.556785 sec): 3 clusters Score: Raw -926828.638174 + Penalty 3415.760813 = -923412.877361 nChanged 57 SP:Iteration 36Q (506.671410 sec): 3 clusters Score: Raw -926842.872335 + Penalty 3415.760813 = -923427.111522 nChanged 47 SP:Iteration 37Q (506.795688 sec): 3 clusters Score: Raw -926853.216060 + Penalty 3415.760813 = -923437.455247 nChanged 37 SP:Iteration 38Q (506.921553 sec): 3 clusters Score: Raw -926860.648128 + Penalty 3415.760813 = -923444.887315 nChanged 35 SP:Iteration 39Q (507.040551 sec): 3 clusters Score: Raw -926867.426469 + Penalty 3415.760813 = -923451.665656 nChanged 41 SP:Iteration 40F (507.163959 sec): 3 clusters Score: Raw -926874.851383 + Penalty 3415.760813 = -923459.090570 nChanged 32 SP:Iteration 41Q (507.269674 sec): 3 clusters Score: Raw -926882.379509 + Penalty 3415.760813 = -923466.618696 nChanged 31 SP:Iteration 42Q (507.400016 sec): 3 clusters Score: Raw -926890.313291 + Penalty 3415.760813 = -923474.552478 nChanged 43 SP:Iteration 43Q (507.511887 sec): 3 clusters Score: Raw -926899.189817 + Penalty 3415.760813 = -923483.429004 nChanged 38 SP:Iteration 44Q (507.632201 sec): 3 clusters Score: Raw -926908.133878 + Penalty 3415.760813 = -923492.373065 nChanged 31 SP:Iteration 45Q (507.784426 sec): 3 clusters Score: Raw -926915.061648 + Penalty 3415.760813 = -923499.300835 nChanged 26 SP:Iteration 46Q (507.910792 sec): 3 clusters Score: Raw -926919.646856 + Penalty 3415.760813 = -923503.886043 nChanged 25 SP:Iteration 47Q (508.010029 sec): 3 clusters Score: Raw -926924.253612 + Penalty 3415.760813 = -923508.492799 nChanged 27 SP:Iteration 48Q (508.128047 sec): 3 clusters Score: Raw -926930.131073 + Penalty 3415.760813 = -923514.370260 nChanged 23 SP:Iteration 49Q (508.252746 sec): 3 clusters Score: Raw -926935.228785 + Penalty 3415.760813 = -923519.467972 nChanged 22 SP:Iteration 50Q (508.371116 sec): 3 clusters Score: Raw -926940.724115 + Penalty 3415.760813 = -923524.963302 nChanged 16 SP:Iteration 51Q (508.477980 sec): 3 clusters Score: Raw -926944.523061 + Penalty 3415.760813 = -923528.762248 nChanged 23 SP:Iteration 52Q (508.615409 sec): 3 clusters Score: Raw -926949.160547 + Penalty 3415.760813 = -923533.399734 nChanged 21 SP:Iteration 53Q (508.736509 sec): 3 clusters Score: Raw -926953.602500 + Penalty 3415.760813 = -923537.841687 nChanged 19 SP:Iteration 54Q (508.913278 sec): 3 clusters Score: Raw -926957.194541 + Penalty 3415.760813 = -923541.433728 nChanged 20 SP:Iteration 55Q (509.039652 sec): 3 clusters Score: Raw -926961.192419 + Penalty 3415.760813 = -923545.431606 nChanged 21 SP:Iteration 56Q (509.176460 sec): 3 clusters Score: Raw -926967.926304 + Penalty 3415.760813 = -923552.165491 nChanged 32 SP:Iteration 57Q (509.314252 sec): 3 clusters Score: Raw -926976.894030 + Penalty 3415.760813 = -923561.133217 nChanged 24 SP:Iteration 58Q (509.431214 sec): 3 clusters Score: Raw -926983.333506 + Penalty 3415.760813 = -923567.572693 nChanged 27 SP:Iteration 59Q (509.561947 sec): 3 clusters Score: Raw -926990.373861 + Penalty 3415.760813 = -923574.613048 nChanged 33 SP:Iteration 60F (509.703378 sec): 3 clusters Score: Raw -926998.423394 + Penalty 3415.760813 = -923582.662581 nChanged 37 SP:Iteration 61Q (509.853748 sec): 3 clusters Score: Raw -927007.287430 + Penalty 3415.760813 = -923591.526617 nChanged 29 SP:Iteration 62Q (509.991944 sec): 3 clusters Score: Raw -927015.698748 + Penalty 3415.760813 = -923599.937935 nChanged 32 SP:Iteration 63Q (510.126622 sec): 3 clusters Score: Raw -927022.359482 + Penalty 3415.760813 = -923606.598669 nChanged 19 SP:Iteration 64Q (510.248555 sec): 3 clusters Score: Raw -927028.014700 + Penalty 3415.760813 = -923612.253887 nChanged 21 SP:Iteration 65Q (510.398119 sec): 3 clusters Score: Raw -927032.273182 + Penalty 3415.760813 = -923616.512369 nChanged 24 SP:Iteration 66Q (510.528591 sec): 3 clusters Score: Raw -927038.018548 + Penalty 3415.760813 = -923622.257735 nChanged 25 SP:Iteration 67Q (510.689301 sec): 3 clusters Score: Raw -927044.224673 + Penalty 3415.760813 = -923628.463860 nChanged 25 SP:Iteration 68Q (510.802122 sec): 3 clusters Score: Raw -927049.883173 + Penalty 3415.760813 = -923634.122360 nChanged 29 SP:Iteration 69Q (510.948113 sec): 3 clusters Score: Raw -927058.106014 + Penalty 3415.760813 = -923642.345201 nChanged 22 SP:Iteration 70Q (511.093801 sec): 3 clusters Score: Raw -927063.870069 + Penalty 3415.760813 = -923648.109256 nChanged 20 SP:Iteration 71Q (511.234380 sec): 3 clusters Score: Raw -927069.143110 + Penalty 3415.760813 = -923653.382297 nChanged 21 SP:Iteration 72Q (511.387237 sec): 3 clusters Score: Raw -927073.382146 + Penalty 3415.760813 = -923657.621333 nChanged 18 SP:Iteration 73Q (511.517552 sec): 3 clusters Score: Raw -927077.932125 + Penalty 3415.760813 = -923662.171312 nChanged 15 SP:Iteration 74Q (511.657451 sec): 3 clusters Score: Raw -927081.594336 + Penalty 3415.760813 = -923665.833523 nChanged 18 SP:Iteration 75Q (511.812856 sec): 3 clusters Score: Raw -927084.436219 + Penalty 3415.760813 = -923668.675406 nChanged 14 SP:Iteration 76Q (511.962628 sec): 3 clusters Score: Raw -927085.932269 + Penalty 3415.760813 = -923670.171456 nChanged 13 SP:Iteration 77Q (512.102409 sec): 3 clusters Score: Raw -927088.703476 + Penalty 3415.760813 = -923672.942663 nChanged 10 SP:Iteration 78Q (512.247055 sec): 3 clusters Score: Raw -927090.647139 + Penalty 3415.760813 = -923674.886326 nChanged 10 SP:Iteration 79Q (512.370582 sec): 3 clusters Score: Raw -927091.799845 + Penalty 3415.760813 = -923676.039032 nChanged 7 SP:Iteration 80F (512.536959 sec): 3 clusters Score: Raw -927092.834417 + Penalty 3415.760813 = -923677.073604 nChanged 5 SP:Iteration 81Q (512.683520 sec): 3 clusters Score: Raw -927093.950983 + Penalty 3415.760813 = -923678.190170 nChanged 5 SP:Iteration 82Q (512.822247 sec): 3 clusters Score: Raw -927094.347054 + Penalty 3415.760813 = -923678.586241 nChanged 3 SP:Iteration 83Q (512.943195 sec): 3 clusters Score: Raw -927094.633767 + Penalty 3415.760813 = -923678.872954 nChanged 1 SP:Iteration 84Q (513.093245 sec): 3 clusters Score: Raw -927094.714600 + Penalty 3415.760813 = -923678.953787 nChanged 1 SP:Iteration 85Q (513.236812 sec): 3 clusters Score: Raw -927094.917766 + Penalty 3415.760813 = -923679.156953 nChanged 1 SP:Iteration 86Q (513.385100 sec): 3 clusters Score: Raw -927094.958361 + Penalty 3415.760813 = -923679.197548 nChanged 0 SP:Iteration 87F (513.504780 sec): 3 clusters Score: Raw -927094.958361 + Penalty 3415.760813 = -923679.197548 nChanged 0 Trying to split cluster 9 (15997 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (513.623845 sec): 2 clusters Score: Raw -1022681.438266 + Penalty 1698.867463 = -1020982.570803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (513.777685 sec): 3 clusters Score: Raw -1013351.747198 + Penalty 3397.734926 = -1009954.012273 nChanged 7030 SP:Iteration 1F (513.890461 sec): 3 clusters Score: Raw -1017450.046332 + Penalty 3397.734926 = -1014052.311406 nChanged 1055 SP:Iteration 2F (514.051821 sec): 3 clusters Score: Raw -1018095.583622 + Penalty 3397.734926 = -1014697.848696 nChanged 1033 SP:Iteration 3F (514.215809 sec): 3 clusters Score: Raw -1018806.245262 + Penalty 3397.734926 = -1015408.510336 nChanged 1040 SP:Iteration 4F (514.362848 sec): 3 clusters Score: Raw -1019618.189734 + Penalty 3397.734926 = -1016220.454808 nChanged 1031 SP:Iteration 5F (514.435976 sec): 3 clusters Score: Raw -1020373.375957 + Penalty 3397.734926 = -1016975.641031 nChanged 926 SP:Iteration 6F (514.563362 sec): 3 clusters Score: Raw -1020993.299487 + Penalty 3397.734926 = -1017595.564561 nChanged 776 SP:Iteration 7Q (514.646340 sec): 3 clusters Score: Raw -1021425.897768 + Penalty 3397.734926 = -1018028.162842 nChanged 622 SP:Iteration 8Q (514.801614 sec): 3 clusters Score: Raw -1021729.018495 + Penalty 3397.734926 = -1018331.283569 nChanged 510 SP:Iteration 9Q (514.936405 sec): 3 clusters Score: Raw -1021941.777705 + Penalty 3397.734926 = -1018544.042779 nChanged 403 SP:Iteration 10Q (515.084025 sec): 3 clusters Score: Raw -1022109.603204 + Penalty 3397.734926 = -1018711.868278 nChanged 358 SP:Iteration 11Q (515.227148 sec): 3 clusters Score: Raw -1022250.336278 + Penalty 3397.734926 = -1018852.601352 nChanged 292 SP:Iteration 12Q (515.367128 sec): 3 clusters Score: Raw -1022345.020037 + Penalty 3397.734926 = -1018947.285111 nChanged 261 SP:Iteration 13Q (515.523212 sec): 3 clusters Score: Raw -1022437.222684 + Penalty 3397.734926 = -1019039.487758 nChanged 260 SP:Iteration 14Q (515.651900 sec): 3 clusters Score: Raw -1022525.184203 + Penalty 3397.734926 = -1019127.449277 nChanged 247 SP:Iteration 15Q (515.780596 sec): 3 clusters Score: Raw -1022607.625982 + Penalty 3397.734926 = -1019209.891056 nChanged 246 SP:Iteration 16Q (515.951537 sec): 3 clusters Score: Raw -1022681.020942 + Penalty 3397.734926 = -1019283.286016 nChanged 223 SP:Iteration 17Q (516.065095 sec): 3 clusters Score: Raw -1022738.506201 + Penalty 3397.734926 = -1019340.771276 nChanged 205 SP:Iteration 18Q (516.198480 sec): 3 clusters Score: Raw -1022800.531861 + Penalty 3397.734926 = -1019402.796935 nChanged 210 SP:Iteration 19Q (516.341912 sec): 3 clusters Score: Raw -1022852.786818 + Penalty 3397.734926 = -1019455.051892 nChanged 200 SP:Iteration 20F (516.497570 sec): 3 clusters Score: Raw -1022900.402443 + Penalty 3397.734926 = -1019502.667517 nChanged 168 SP:Iteration 21Q (516.618070 sec): 3 clusters Score: Raw -1022937.869374 + Penalty 3397.734926 = -1019540.134448 nChanged 157 SP:Iteration 22Q (516.765342 sec): 3 clusters Score: Raw -1022967.029178 + Penalty 3397.734926 = -1019569.294252 nChanged 134 SP:Iteration 23Q (516.910586 sec): 3 clusters Score: Raw -1022997.799088 + Penalty 3397.734926 = -1019600.064162 nChanged 141 SP:Iteration 24Q (517.053693 sec): 3 clusters Score: Raw -1023025.971977 + Penalty 3397.734926 = -1019628.237051 nChanged 127 SP:Iteration 25Q (517.205409 sec): 3 clusters Score: Raw -1023053.623944 + Penalty 3397.734926 = -1019655.889018 nChanged 125 SP:Iteration 26Q (517.340594 sec): 3 clusters Score: Raw -1023080.792347 + Penalty 3397.734926 = -1019683.057421 nChanged 124 SP:Iteration 27Q (517.507965 sec): 3 clusters Score: Raw -1023111.658687 + Penalty 3397.734926 = -1019713.923761 nChanged 140 SP:Iteration 28Q (517.623593 sec): 3 clusters Score: Raw -1023141.394821 + Penalty 3397.734926 = -1019743.659895 nChanged 140 SP:Iteration 29Q (517.759036 sec): 3 clusters Score: Raw -1023170.641631 + Penalty 3397.734926 = -1019772.906706 nChanged 127 SP:Iteration 30Q (517.886583 sec): 3 clusters Score: Raw -1023201.184675 + Penalty 3397.734926 = -1019803.449750 nChanged 129 SP:Iteration 31Q (518.015601 sec): 3 clusters Score: Raw -1023233.737987 + Penalty 3397.734926 = -1019836.003062 nChanged 125 SP:Iteration 32Q (518.185516 sec): 3 clusters Score: Raw -1023262.586324 + Penalty 3397.734926 = -1019864.851399 nChanged 126 SP:Iteration 33Q (518.312263 sec): 3 clusters Score: Raw -1023287.139229 + Penalty 3397.734926 = -1019889.404303 nChanged 103 SP:Iteration 34Q (518.458464 sec): 3 clusters Score: Raw -1023307.701699 + Penalty 3397.734926 = -1019909.966773 nChanged 99 SP:Iteration 35Q (518.599120 sec): 3 clusters Score: Raw -1023327.478230 + Penalty 3397.734926 = -1019929.743304 nChanged 98 SP:Iteration 36Q (518.723167 sec): 3 clusters Score: Raw -1023345.447685 + Penalty 3397.734926 = -1019947.712759 nChanged 90 SP:Iteration 37Q (518.870014 sec): 3 clusters Score: Raw -1023360.286186 + Penalty 3397.734926 = -1019962.551260 nChanged 83 SP:Iteration 38Q (519.025130 sec): 3 clusters Score: Raw -1023372.047148 + Penalty 3397.734926 = -1019974.312222 nChanged 64 SP:Iteration 39Q (519.163262 sec): 3 clusters Score: Raw -1023381.072474 + Penalty 3397.734926 = -1019983.337549 nChanged 61 SP:Iteration 40F (519.318112 sec): 3 clusters Score: Raw -1023389.231567 + Penalty 3397.734926 = -1019991.496641 nChanged 54 SP:Iteration 41Q (519.458475 sec): 3 clusters Score: Raw -1023394.701282 + Penalty 3397.734926 = -1019996.966356 nChanged 34 SP:Iteration 42Q (519.586110 sec): 3 clusters Score: Raw -1023398.889855 + Penalty 3397.734926 = -1020001.154929 nChanged 33 SP:Iteration 43Q (519.740935 sec): 3 clusters Score: Raw -1023403.197713 + Penalty 3397.734926 = -1020005.462787 nChanged 33 SP:Iteration 44Q (519.864279 sec): 3 clusters Score: Raw -1023407.138207 + Penalty 3397.734926 = -1020009.403281 nChanged 36 SP:Iteration 45Q (520.010503 sec): 3 clusters Score: Raw -1023411.507441 + Penalty 3397.734926 = -1020013.772516 nChanged 28 SP:Iteration 46Q (520.156915 sec): 3 clusters Score: Raw -1023414.262589 + Penalty 3397.734926 = -1020016.527663 nChanged 23 SP:Iteration 47Q (520.320284 sec): 3 clusters Score: Raw -1023416.205277 + Penalty 3397.734926 = -1020018.470351 nChanged 26 SP:Iteration 48Q (520.449455 sec): 3 clusters Score: Raw -1023418.644649 + Penalty 3397.734926 = -1020020.909723 nChanged 30 SP:Iteration 49Q (520.605242 sec): 3 clusters Score: Raw -1023421.856542 + Penalty 3397.734926 = -1020024.121616 nChanged 22 SP:Iteration 50Q (520.729121 sec): 3 clusters Score: Raw -1023423.849376 + Penalty 3397.734926 = -1020026.114451 nChanged 22 SP:Iteration 51Q (520.876870 sec): 3 clusters Score: Raw -1023426.054572 + Penalty 3397.734926 = -1020028.319646 nChanged 26 SP:Iteration 52Q (521.032532 sec): 3 clusters Score: Raw -1023427.978755 + Penalty 3397.734926 = -1020030.243829 nChanged 23 SP:Iteration 53Q (521.164660 sec): 3 clusters Score: Raw -1023429.794177 + Penalty 3397.734926 = -1020032.059251 nChanged 25 SP:Iteration 54Q (521.293940 sec): 3 clusters Score: Raw -1023431.949606 + Penalty 3397.734926 = -1020034.214680 nChanged 23 SP:Iteration 55Q (521.455120 sec): 3 clusters Score: Raw -1023434.173483 + Penalty 3397.734926 = -1020036.438557 nChanged 19 SP:Iteration 56Q (521.578739 sec): 3 clusters Score: Raw -1023436.650989 + Penalty 3397.734926 = -1020038.916064 nChanged 28 SP:Iteration 57Q (521.703072 sec): 3 clusters Score: Raw -1023439.742127 + Penalty 3397.734926 = -1020042.007201 nChanged 25 SP:Iteration 58Q (521.864422 sec): 3 clusters Score: Raw -1023441.907020 + Penalty 3397.734926 = -1020044.172094 nChanged 26 SP:Iteration 59Q (521.988533 sec): 3 clusters Score: Raw -1023444.885281 + Penalty 3397.734926 = -1020047.150355 nChanged 33 SP:Iteration 60F (522.124477 sec): 3 clusters Score: Raw -1023450.397739 + Penalty 3397.734926 = -1020052.662813 nChanged 50 SP:Iteration 61Q (522.268960 sec): 3 clusters Score: Raw -1023459.179293 + Penalty 3397.734926 = -1020061.444368 nChanged 47 SP:Iteration 62Q (522.413459 sec): 3 clusters Score: Raw -1023466.036734 + Penalty 3397.734926 = -1020068.301808 nChanged 66 SP:Iteration 63Q (522.562485 sec): 3 clusters Score: Raw -1023480.877567 + Penalty 3397.734926 = -1020083.142641 nChanged 91 SP:Iteration 64Q (522.681800 sec): 3 clusters Score: Raw -1023501.377648 + Penalty 3397.734926 = -1020103.642722 nChanged 102 SP:Iteration 65Q (522.836546 sec): 3 clusters Score: Raw -1023524.207696 + Penalty 3397.734926 = -1020126.472770 nChanged 101 SP:Iteration 66Q (522.965079 sec): 3 clusters Score: Raw -1023545.191490 + Penalty 3397.734926 = -1020147.456564 nChanged 85 SP:Iteration 67Q (523.094200 sec): 3 clusters Score: Raw -1023560.175440 + Penalty 3397.734926 = -1020162.440514 nChanged 88 SP:Iteration 68Q (523.237941 sec): 3 clusters Score: Raw -1023576.866007 + Penalty 3397.734926 = -1020179.131081 nChanged 79 SP:Iteration 69Q (523.358813 sec): 3 clusters Score: Raw -1023593.205804 + Penalty 3397.734926 = -1020195.470879 nChanged 89 SP:Iteration 70Q (523.494704 sec): 3 clusters Score: Raw -1023612.948882 + Penalty 3397.734926 = -1020215.213957 nChanged 98 SP:Iteration 71Q (523.662940 sec): 3 clusters Score: Raw -1023636.256550 + Penalty 3397.734926 = -1020238.521625 nChanged 106 SP:Iteration 72Q (523.808824 sec): 3 clusters Score: Raw -1023659.061777 + Penalty 3397.734926 = -1020261.326851 nChanged 97 SP:Iteration 73Q (523.955731 sec): 3 clusters Score: Raw -1023681.902428 + Penalty 3397.734926 = -1020284.167502 nChanged 101 SP:Iteration 74Q (524.099376 sec): 3 clusters Score: Raw -1023710.911666 + Penalty 3397.734926 = -1020313.176740 nChanged 117 SP:Iteration 75Q (524.251464 sec): 3 clusters Score: Raw -1023747.089187 + Penalty 3397.734926 = -1020349.354262 nChanged 128 SP:Iteration 76Q (524.390098 sec): 3 clusters Score: Raw -1023786.155643 + Penalty 3397.734926 = -1020388.420717 nChanged 127 SP:Iteration 77Q (524.499880 sec): 3 clusters Score: Raw -1023830.456990 + Penalty 3397.734926 = -1020432.722065 nChanged 152 SP:Iteration 78Q (524.650473 sec): 3 clusters Score: Raw -1023881.002940 + Penalty 3397.734926 = -1020483.268014 nChanged 144 SP:Iteration 79Q (524.759588 sec): 3 clusters Score: Raw -1023932.692667 + Penalty 3397.734926 = -1020534.957741 nChanged 147 SP:Iteration 80F (524.893115 sec): 3 clusters Score: Raw -1023980.859478 + Penalty 3397.734926 = -1020583.124552 nChanged 155 SP:Iteration 81Q (525.031008 sec): 3 clusters Score: Raw -1024031.987691 + Penalty 3397.734926 = -1020634.252765 nChanged 127 SP:Iteration 82Q (525.160410 sec): 3 clusters Score: Raw -1024075.863897 + Penalty 3397.734926 = -1020678.128972 nChanged 142 SP:Iteration 83Q (525.289869 sec): 3 clusters Score: Raw -1024134.641141 + Penalty 3397.734926 = -1020736.906216 nChanged 147 SP:Iteration 84Q (525.448295 sec): 3 clusters Score: Raw -1024199.423676 + Penalty 3397.734926 = -1020801.688751 nChanged 160 SP:Iteration 85Q (525.578531 sec): 3 clusters Score: Raw -1024268.041778 + Penalty 3397.734926 = -1020870.306852 nChanged 160 SP:Iteration 86Q (525.718239 sec): 3 clusters Score: Raw -1024343.200132 + Penalty 3397.734926 = -1020945.465206 nChanged 138 SP:Iteration 87Q (525.846174 sec): 3 clusters Score: Raw -1024404.506492 + Penalty 3397.734926 = -1021006.771566 nChanged 139 SP:Iteration 88Q (525.992147 sec): 3 clusters Score: Raw -1024471.943555 + Penalty 3397.734926 = -1021074.208630 nChanged 148 SP:Iteration 89Q (526.140846 sec): 3 clusters Score: Raw -1024546.587818 + Penalty 3397.734926 = -1021148.852892 nChanged 158 SP:Iteration 90Q (526.308590 sec): 3 clusters Score: Raw -1024625.140485 + Penalty 3397.734926 = -1021227.405560 nChanged 142 SP:Iteration 91Q (526.457137 sec): 3 clusters Score: Raw -1024685.525643 + Penalty 3397.734926 = -1021287.790717 nChanged 126 SP:Iteration 92Q (526.597630 sec): 3 clusters Score: Raw -1024744.873200 + Penalty 3397.734926 = -1021347.138274 nChanged 110 SP:Iteration 93Q (526.739274 sec): 3 clusters Score: Raw -1024801.563171 + Penalty 3397.734926 = -1021403.828245 nChanged 124 SP:Iteration 94Q (526.889273 sec): 3 clusters Score: Raw -1024861.264879 + Penalty 3397.734926 = -1021463.529953 nChanged 127 SP:Iteration 95Q (526.995717 sec): 3 clusters Score: Raw -1024924.203134 + Penalty 3397.734926 = -1021526.468209 nChanged 128 SP:Iteration 96Q (527.073613 sec): 3 clusters Score: Raw -1024982.259940 + Penalty 3397.734926 = -1021584.525014 nChanged 108 SP:Iteration 97Q (527.152881 sec): 3 clusters Score: Raw -1025035.751604 + Penalty 3397.734926 = -1021638.016678 nChanged 85 SP:Iteration 98Q (527.296645 sec): 3 clusters Score: Raw -1025072.954198 + Penalty 3397.734926 = -1021675.219272 nChanged 56 SP:Iteration 99Q (527.435790 sec): 3 clusters Score: Raw -1025107.541932 + Penalty 3397.734926 = -1021709.807006 nChanged 59 SP:Iteration 100F (527.574584 sec): 3 clusters Score: Raw -1025194.169236 + Penalty 3397.734926 = -1021796.434310 nChanged 108 SP:Iteration 101Q (527.689066 sec): 3 clusters Score: Raw -1025284.887537 + Penalty 3397.734926 = -1021887.152611 nChanged 107 SP:Iteration 102Q (527.820136 sec): 3 clusters Score: Raw -1025344.767837 + Penalty 3397.734926 = -1021947.032911 nChanged 106 SP:Iteration 103Q (527.945919 sec): 3 clusters Score: Raw -1025389.809465 + Penalty 3397.734926 = -1021992.074540 nChanged 81 SP:Iteration 104Q (528.063154 sec): 3 clusters Score: Raw -1025422.857203 + Penalty 3397.734926 = -1022025.122277 nChanged 89 SP:Iteration 105Q (528.184965 sec): 3 clusters Score: Raw -1025453.844365 + Penalty 3397.734926 = -1022056.109439 nChanged 79 SP:Iteration 106Q (528.325936 sec): 3 clusters Score: Raw -1025478.089471 + Penalty 3397.734926 = -1022080.354545 nChanged 68 SP:Iteration 107Q (528.481434 sec): 3 clusters Score: Raw -1025493.931785 + Penalty 3397.734926 = -1022096.196859 nChanged 55 SP:Iteration 108Q (528.612814 sec): 3 clusters Score: Raw -1025506.711397 + Penalty 3397.734926 = -1022108.976472 nChanged 48 SP:Iteration 109Q (528.725349 sec): 3 clusters Score: Raw -1025516.908076 + Penalty 3397.734926 = -1022119.173150 nChanged 45 SP:Iteration 110Q (528.854655 sec): 3 clusters Score: Raw -1025525.384953 + Penalty 3397.734926 = -1022127.650027 nChanged 37 SP:Iteration 111Q (528.994570 sec): 3 clusters Score: Raw -1025532.764598 + Penalty 3397.734926 = -1022135.029673 nChanged 30 SP:Iteration 112Q (529.119940 sec): 3 clusters Score: Raw -1025538.342420 + Penalty 3397.734926 = -1022140.607494 nChanged 35 SP:Iteration 113Q (529.249540 sec): 3 clusters Score: Raw -1025544.910097 + Penalty 3397.734926 = -1022147.175171 nChanged 30 SP:Iteration 114Q (529.384433 sec): 3 clusters Score: Raw -1025549.714432 + Penalty 3397.734926 = -1022151.979506 nChanged 33 SP:Iteration 115Q (529.525041 sec): 3 clusters Score: Raw -1025555.616944 + Penalty 3397.734926 = -1022157.882018 nChanged 26 SP:Iteration 116Q (529.659095 sec): 3 clusters Score: Raw -1025559.168030 + Penalty 3397.734926 = -1022161.433105 nChanged 18 SP:Iteration 117Q (529.792334 sec): 3 clusters Score: Raw -1025561.725681 + Penalty 3397.734926 = -1022163.990756 nChanged 20 SP:Iteration 118Q (529.959334 sec): 3 clusters Score: Raw -1025564.777723 + Penalty 3397.734926 = -1022167.042797 nChanged 22 SP:Iteration 119Q (530.090912 sec): 3 clusters Score: Raw -1025568.019994 + Penalty 3397.734926 = -1022170.285068 nChanged 19 SP:Iteration 120F (530.238172 sec): 3 clusters Score: Raw -1025570.098118 + Penalty 3397.734926 = -1022172.363192 nChanged 12 SP:Iteration 121Q (530.377292 sec): 3 clusters Score: Raw -1025571.014901 + Penalty 3397.734926 = -1022173.279975 nChanged 8 SP:Iteration 122Q (530.522052 sec): 3 clusters Score: Raw -1025571.724667 + Penalty 3397.734926 = -1022173.989742 nChanged 6 SP:Iteration 123Q (530.646885 sec): 3 clusters Score: Raw -1025572.087872 + Penalty 3397.734926 = -1022174.352946 nChanged 4 SP:Iteration 124Q (530.786735 sec): 3 clusters Score: Raw -1025572.312883 + Penalty 3397.734926 = -1022174.577957 nChanged 6 SP:Iteration 125Q (530.910778 sec): 3 clusters Score: Raw -1025572.742481 + Penalty 3397.734926 = -1022175.007555 nChanged 4 SP:Iteration 126Q (531.057115 sec): 3 clusters Score: Raw -1025573.034001 + Penalty 3397.734926 = -1022175.299075 nChanged 1 SP:Iteration 127Q (531.221366 sec): 3 clusters Score: Raw -1025573.083685 + Penalty 3397.734926 = -1022175.348759 nChanged 1 SP:Iteration 128Q (531.374313 sec): 3 clusters Score: Raw -1025573.248919 + Penalty 3397.734926 = -1022175.513993 nChanged 0 SP:Iteration 129F (531.562189 sec): 3 clusters Score: Raw -1025573.248919 + Penalty 3397.734926 = -1022175.513993 nChanged 0 Score: Raw -11897070.096600 + Penalty 47183.343151 = -11849886.753450 Splitting cluster 9 changes total score from -11841745.997735 to -11849886.753450 So it's getting split into cluster 22. Trying to split cluster 10 (6173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (537.480021 sec): 2 clusters Score: Raw -229009.495516 + Penalty 1531.753509 = -227477.742007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (537.592909 sec): 3 clusters Score: Raw -225902.245241 + Penalty 3063.507018 = -222838.738223 nChanged 2682 SP:Iteration 1F (537.719445 sec): 3 clusters Score: Raw -230111.706830 + Penalty 3063.507018 = -227048.199812 nChanged 1061 SP:Iteration 2F (537.835490 sec): 3 clusters Score: Raw -232151.441067 + Penalty 3063.507018 = -229087.934049 nChanged 627 SP:Iteration 3F (537.936655 sec): 3 clusters Score: Raw -232917.378931 + Penalty 3063.507018 = -229853.871913 nChanged 321 SP:Iteration 4F (538.030362 sec): 3 clusters Score: Raw -233225.966109 + Penalty 3063.507018 = -230162.459091 nChanged 149 SP:Iteration 5Q (538.145240 sec): 3 clusters Score: Raw -233325.592157 + Penalty 3063.507018 = -230262.085139 nChanged 87 SP:Iteration 6Q (538.258274 sec): 3 clusters Score: Raw -233373.741997 + Penalty 3063.507018 = -230310.234979 nChanged 52 SP:Iteration 7Q (538.358448 sec): 3 clusters Score: Raw -233396.504407 + Penalty 3063.507018 = -230332.997389 nChanged 28 SP:Iteration 8Q (538.459720 sec): 3 clusters Score: Raw -233406.408438 + Penalty 3063.507018 = -230342.901420 nChanged 23 SP:Iteration 9Q (538.568498 sec): 3 clusters Score: Raw -233411.386240 + Penalty 3063.507018 = -230347.879222 nChanged 10 SP:Iteration 10Q (538.691771 sec): 3 clusters Score: Raw -233413.036546 + Penalty 3063.507018 = -230349.529528 nChanged 3 SP:Iteration 11Q (538.806583 sec): 3 clusters Score: Raw -233413.711886 + Penalty 3063.507018 = -230350.204868 nChanged 3 SP:Iteration 12Q (538.900914 sec): 3 clusters Score: Raw -233414.683986 + Penalty 3063.507018 = -230351.176968 nChanged 3 SP:Iteration 13Q (539.037808 sec): 3 clusters Score: Raw -233415.374268 + Penalty 3063.507018 = -230351.867250 nChanged 0 SP:Iteration 14F (539.119512 sec): 3 clusters Score: Raw -233415.374268 + Penalty 3063.507018 = -230351.867250 nChanged 0 Score: Raw -11901475.975353 + Penalty 49328.040567 = -11852147.934786 Splitting cluster 10 changes total score from -11841745.997735 to -11852147.934786 So it's getting split into cluster 23. Trying to split cluster 11 (46528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (545.417409 sec): 2 clusters Score: Raw -3141241.576053 + Penalty 1886.240578 = -3139355.335475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (545.671633 sec): 3 clusters Score: Raw -3111927.503146 + Penalty 3772.481156 = -3108155.021990 nChanged 21737 SP:Iteration 1F (545.913010 sec): 3 clusters Score: Raw -3124268.463665 + Penalty 3772.481156 = -3120495.982510 nChanged 2513 SP:Iteration 2F (546.143870 sec): 3 clusters Score: Raw -3125587.102648 + Penalty 3772.481156 = -3121814.621492 nChanged 3212 SP:Iteration 3F (546.389606 sec): 3 clusters Score: Raw -3127931.834537 + Penalty 3772.481156 = -3124159.353381 nChanged 4035 SP:Iteration 4F (546.601150 sec): 3 clusters Score: Raw -3131327.896734 + Penalty 3772.481156 = -3127555.415578 nChanged 4158 SP:Iteration 5F (546.843473 sec): 3 clusters Score: Raw -3134762.464770 + Penalty 3772.481156 = -3130989.983615 nChanged 3429 SP:Iteration 6F (547.089791 sec): 3 clusters Score: Raw -3137124.866868 + Penalty 3772.481156 = -3133352.385712 nChanged 2335 SP:Iteration 7F (547.305649 sec): 3 clusters Score: Raw -3138580.936726 + Penalty 3772.481156 = -3134808.455571 nChanged 1628 SP:Iteration 8Q (547.548060 sec): 3 clusters Score: Raw -3139649.470833 + Penalty 3772.481156 = -3135876.989677 nChanged 1221 SP:Iteration 9Q (547.771789 sec): 3 clusters Score: Raw -3140602.837101 + Penalty 3772.481156 = -3136830.355946 nChanged 1081 SP:Iteration 10Q (547.984757 sec): 3 clusters Score: Raw -3141763.410973 + Penalty 3772.481156 = -3137990.929817 nChanged 1059 SP:Iteration 11Q (548.219217 sec): 3 clusters Score: Raw -3143230.266519 + Penalty 3772.481156 = -3139457.785363 nChanged 1142 SP:Iteration 12Q (548.476074 sec): 3 clusters Score: Raw -3144893.863837 + Penalty 3772.481156 = -3141121.382681 nChanged 1167 SP:Iteration 13Q (548.697428 sec): 3 clusters Score: Raw -3146453.219048 + Penalty 3772.481156 = -3142680.737892 nChanged 1134 SP:Iteration 14Q (548.917141 sec): 3 clusters Score: Raw -3147524.796698 + Penalty 3772.481156 = -3143752.315543 nChanged 964 SP:Iteration 15Q (549.111064 sec): 3 clusters Score: Raw -3148116.591553 + Penalty 3772.481156 = -3144344.110397 nChanged 756 SP:Iteration 16Q (549.308641 sec): 3 clusters Score: Raw -3148549.088068 + Penalty 3772.481156 = -3144776.606912 nChanged 708 SP:Iteration 17Q (549.602991 sec): 3 clusters Score: Raw -3149011.000743 + Penalty 3772.481156 = -3145238.519587 nChanged 740 SP:Iteration 18Q (549.783554 sec): 3 clusters Score: Raw -3149487.264424 + Penalty 3772.481156 = -3145714.783268 nChanged 708 SP:Iteration 19Q (550.010532 sec): 3 clusters Score: Raw -3149905.666188 + Penalty 3772.481156 = -3146133.185032 nChanged 681 SP:Iteration 20F (550.235709 sec): 3 clusters Score: Raw -3150268.970306 + Penalty 3772.481156 = -3146496.489150 nChanged 665 SP:Iteration 21Q (550.440568 sec): 3 clusters Score: Raw -3150595.001984 + Penalty 3772.481156 = -3146822.520828 nChanged 626 SP:Iteration 22Q (550.636743 sec): 3 clusters Score: Raw -3150852.745968 + Penalty 3772.481156 = -3147080.264813 nChanged 560 SP:Iteration 23Q (550.841674 sec): 3 clusters Score: Raw -3151060.561080 + Penalty 3772.481156 = -3147288.079924 nChanged 510 SP:Iteration 24Q (551.064723 sec): 3 clusters Score: Raw -3151229.875831 + Penalty 3772.481156 = -3147457.394675 nChanged 438 SP:Iteration 25Q (551.291264 sec): 3 clusters Score: Raw -3151354.620171 + Penalty 3772.481156 = -3147582.139016 nChanged 349 SP:Iteration 26Q (551.504083 sec): 3 clusters Score: Raw -3151435.881219 + Penalty 3772.481156 = -3147663.400063 nChanged 270 SP:Iteration 27Q (551.722699 sec): 3 clusters Score: Raw -3151490.222470 + Penalty 3772.481156 = -3147717.741314 nChanged 219 SP:Iteration 28Q (551.960275 sec): 3 clusters Score: Raw -3151525.255621 + Penalty 3772.481156 = -3147752.774466 nChanged 155 SP:Iteration 29Q (552.187215 sec): 3 clusters Score: Raw -3151543.441234 + Penalty 3772.481156 = -3147770.960079 nChanged 102 SP:Iteration 30Q (552.404929 sec): 3 clusters Score: Raw -3151552.595549 + Penalty 3772.481156 = -3147780.114393 nChanged 84 SP:Iteration 31Q (552.635620 sec): 3 clusters Score: Raw -3151559.459374 + Penalty 3772.481156 = -3147786.978218 nChanged 71 SP:Iteration 32Q (552.830909 sec): 3 clusters Score: Raw -3151564.758860 + Penalty 3772.481156 = -3147792.277705 nChanged 56 SP:Iteration 33Q (553.064036 sec): 3 clusters Score: Raw -3151568.372333 + Penalty 3772.481156 = -3147795.891177 nChanged 49 SP:Iteration 34Q (553.266683 sec): 3 clusters Score: Raw -3151570.757085 + Penalty 3772.481156 = -3147798.275929 nChanged 43 SP:Iteration 35Q (553.528966 sec): 3 clusters Score: Raw -3151573.213807 + Penalty 3772.481156 = -3147800.732652 nChanged 42 SP:Iteration 36Q (553.796440 sec): 3 clusters Score: Raw -3151575.901783 + Penalty 3772.481156 = -3147803.420627 nChanged 43 SP:Iteration 37Q (554.001484 sec): 3 clusters Score: Raw -3151578.569837 + Penalty 3772.481156 = -3147806.088681 nChanged 44 SP:Iteration 38Q (554.227173 sec): 3 clusters Score: Raw -3151581.018501 + Penalty 3772.481156 = -3147808.537346 nChanged 35 SP:Iteration 39Q (554.434424 sec): 3 clusters Score: Raw -3151582.961520 + Penalty 3772.481156 = -3147810.480364 nChanged 27 SP:Iteration 40F (554.653699 sec): 3 clusters Score: Raw -3151584.234249 + Penalty 3772.481156 = -3147811.753093 nChanged 24 SP:Iteration 41Q (554.897443 sec): 3 clusters Score: Raw -3151585.293412 + Penalty 3772.481156 = -3147812.812256 nChanged 21 SP:Iteration 42Q (555.119414 sec): 3 clusters Score: Raw -3151585.864487 + Penalty 3772.481156 = -3147813.383331 nChanged 11 SP:Iteration 43Q (555.347740 sec): 3 clusters Score: Raw -3151586.274296 + Penalty 3772.481156 = -3147813.793140 nChanged 8 SP:Iteration 44Q (555.578767 sec): 3 clusters Score: Raw -3151586.431421 + Penalty 3772.481156 = -3147813.950265 nChanged 4 SP:Iteration 45Q (555.847074 sec): 3 clusters Score: Raw -3151586.540699 + Penalty 3772.481156 = -3147814.059543 nChanged 1 SP:Iteration 46Q (556.018194 sec): 3 clusters Score: Raw -3151586.549134 + Penalty 3772.481156 = -3147814.067978 nChanged 0 SP:Iteration 47F (556.229792 sec): 3 clusters Score: Raw -3151586.549134 + Penalty 3772.481156 = -3147814.067978 nChanged 0 Score: Raw -11911820.948434 + Penalty 51472.737983 = -11860348.210451 Splitting cluster 11 changes total score from -11841745.997735 to -11860348.210451 So it's getting split into cluster 24. Trying to split cluster 12 (10560 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (562.765512 sec): 2 clusters Score: Raw -669874.831960 + Penalty 1625.977412 = -668248.854548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (562.911056 sec): 3 clusters Score: Raw -663910.253155 + Penalty 3251.954824 = -660658.298331 nChanged 4552 SP:Iteration 1F (563.051251 sec): 3 clusters Score: Raw -666558.798272 + Penalty 3251.954824 = -663306.843449 nChanged 843 SP:Iteration 2F (563.200695 sec): 3 clusters Score: Raw -667121.131791 + Penalty 3251.954824 = -663869.176967 nChanged 757 SP:Iteration 3F (563.330887 sec): 3 clusters Score: Raw -667631.793438 + Penalty 3251.954824 = -664379.838615 nChanged 712 SP:Iteration 4F (563.457129 sec): 3 clusters Score: Raw -668122.755918 + Penalty 3251.954824 = -664870.801095 nChanged 631 SP:Iteration 5F (563.589187 sec): 3 clusters Score: Raw -668546.010794 + Penalty 3251.954824 = -665294.055970 nChanged 537 SP:Iteration 6F (563.711253 sec): 3 clusters Score: Raw -668889.834475 + Penalty 3251.954824 = -665637.879652 nChanged 460 SP:Iteration 7Q (563.812432 sec): 3 clusters Score: Raw -669161.886172 + Penalty 3251.954824 = -665909.931348 nChanged 394 SP:Iteration 8Q (563.949935 sec): 3 clusters Score: Raw -669374.475100 + Penalty 3251.954824 = -666122.520276 nChanged 326 SP:Iteration 9Q (564.070675 sec): 3 clusters Score: Raw -669534.217854 + Penalty 3251.954824 = -666282.263030 nChanged 249 SP:Iteration 10Q (564.184769 sec): 3 clusters Score: Raw -669643.097046 + Penalty 3251.954824 = -666391.142222 nChanged 215 SP:Iteration 11Q (564.316958 sec): 3 clusters Score: Raw -669737.435366 + Penalty 3251.954824 = -666485.480542 nChanged 183 SP:Iteration 12Q (564.444213 sec): 3 clusters Score: Raw -669811.318229 + Penalty 3251.954824 = -666559.363405 nChanged 166 SP:Iteration 13Q (564.566387 sec): 3 clusters Score: Raw -669871.168722 + Penalty 3251.954824 = -666619.213899 nChanged 137 SP:Iteration 14Q (564.693767 sec): 3 clusters Score: Raw -669912.539768 + Penalty 3251.954824 = -666660.584944 nChanged 106 SP:Iteration 15Q (564.812629 sec): 3 clusters Score: Raw -669945.284490 + Penalty 3251.954824 = -666693.329667 nChanged 90 SP:Iteration 16Q (564.950443 sec): 3 clusters Score: Raw -669971.278643 + Penalty 3251.954824 = -666719.323819 nChanged 65 SP:Iteration 17Q (565.073664 sec): 3 clusters Score: Raw -669987.717018 + Penalty 3251.954824 = -666735.762195 nChanged 51 SP:Iteration 18Q (565.198086 sec): 3 clusters Score: Raw -670000.994855 + Penalty 3251.954824 = -666749.040031 nChanged 60 SP:Iteration 19Q (565.346196 sec): 3 clusters Score: Raw -670017.856207 + Penalty 3251.954824 = -666765.901383 nChanged 63 SP:Iteration 20F (565.459765 sec): 3 clusters Score: Raw -670034.313524 + Penalty 3251.954824 = -666782.358701 nChanged 62 SP:Iteration 21Q (565.575859 sec): 3 clusters Score: Raw -670052.757786 + Penalty 3251.954824 = -666800.802963 nChanged 59 SP:Iteration 22Q (565.702830 sec): 3 clusters Score: Raw -670073.059381 + Penalty 3251.954824 = -666821.104558 nChanged 57 SP:Iteration 23Q (565.838520 sec): 3 clusters Score: Raw -670090.484327 + Penalty 3251.954824 = -666838.529504 nChanged 63 SP:Iteration 24Q (565.960030 sec): 3 clusters Score: Raw -670110.744079 + Penalty 3251.954824 = -666858.789255 nChanged 67 SP:Iteration 25Q (566.100259 sec): 3 clusters Score: Raw -670130.887827 + Penalty 3251.954824 = -666878.933003 nChanged 59 SP:Iteration 26Q (566.234683 sec): 3 clusters Score: Raw -670146.756693 + Penalty 3251.954824 = -666894.801870 nChanged 52 SP:Iteration 27Q (566.368881 sec): 3 clusters Score: Raw -670160.585703 + Penalty 3251.954824 = -666908.630879 nChanged 51 SP:Iteration 28Q (566.496794 sec): 3 clusters Score: Raw -670172.384945 + Penalty 3251.954824 = -666920.430121 nChanged 44 SP:Iteration 29Q (566.631925 sec): 3 clusters Score: Raw -670182.076657 + Penalty 3251.954824 = -666930.121834 nChanged 43 SP:Iteration 30Q (566.762431 sec): 3 clusters Score: Raw -670189.926080 + Penalty 3251.954824 = -666937.971256 nChanged 34 SP:Iteration 31Q (566.900491 sec): 3 clusters Score: Raw -670196.612523 + Penalty 3251.954824 = -666944.657699 nChanged 28 SP:Iteration 32Q (567.014060 sec): 3 clusters Score: Raw -670200.650946 + Penalty 3251.954824 = -666948.696122 nChanged 24 SP:Iteration 33Q (567.124545 sec): 3 clusters Score: Raw -670203.904074 + Penalty 3251.954824 = -666951.949251 nChanged 17 SP:Iteration 34Q (567.276312 sec): 3 clusters Score: Raw -670206.949916 + Penalty 3251.954824 = -666954.995092 nChanged 17 SP:Iteration 35Q (567.397862 sec): 3 clusters Score: Raw -670209.936178 + Penalty 3251.954824 = -666957.981355 nChanged 12 SP:Iteration 36Q (567.500589 sec): 3 clusters Score: Raw -670211.409861 + Penalty 3251.954824 = -666959.455037 nChanged 12 SP:Iteration 37Q (567.622006 sec): 3 clusters Score: Raw -670213.517566 + Penalty 3251.954824 = -666961.562742 nChanged 15 SP:Iteration 38Q (567.771220 sec): 3 clusters Score: Raw -670215.763006 + Penalty 3251.954824 = -666963.808182 nChanged 14 SP:Iteration 39Q (567.896542 sec): 3 clusters Score: Raw -670218.026822 + Penalty 3251.954824 = -666966.071999 nChanged 20 SP:Iteration 40F (568.042971 sec): 3 clusters Score: Raw -670221.307818 + Penalty 3251.954824 = -666969.352994 nChanged 20 SP:Iteration 41Q (568.159465 sec): 3 clusters Score: Raw -670226.182132 + Penalty 3251.954824 = -666974.227309 nChanged 28 SP:Iteration 42Q (568.303607 sec): 3 clusters Score: Raw -670231.116528 + Penalty 3251.954824 = -666979.161704 nChanged 19 SP:Iteration 43Q (568.442755 sec): 3 clusters Score: Raw -670234.115341 + Penalty 3251.954824 = -666982.160517 nChanged 13 SP:Iteration 44Q (568.572920 sec): 3 clusters Score: Raw -670236.006947 + Penalty 3251.954824 = -666984.052124 nChanged 10 SP:Iteration 45Q (568.692237 sec): 3 clusters Score: Raw -670238.040850 + Penalty 3251.954824 = -666986.086026 nChanged 16 SP:Iteration 46Q (568.831052 sec): 3 clusters Score: Raw -670240.196058 + Penalty 3251.954824 = -666988.241234 nChanged 14 SP:Iteration 47Q (568.981799 sec): 3 clusters Score: Raw -670241.996352 + Penalty 3251.954824 = -666990.041529 nChanged 7 SP:Iteration 48Q (569.098316 sec): 3 clusters Score: Raw -670242.605670 + Penalty 3251.954824 = -666990.650846 nChanged 7 SP:Iteration 49Q (569.226987 sec): 3 clusters Score: Raw -670243.283701 + Penalty 3251.954824 = -666991.328878 nChanged 5 SP:Iteration 50Q (569.347361 sec): 3 clusters Score: Raw -670244.312210 + Penalty 3251.954824 = -666992.357387 nChanged 4 SP:Iteration 51Q (569.475301 sec): 3 clusters Score: Raw -670244.833637 + Penalty 3251.954824 = -666992.878813 nChanged 3 SP:Iteration 52Q (569.600336 sec): 3 clusters Score: Raw -670245.111810 + Penalty 3251.954824 = -666993.156987 nChanged 3 SP:Iteration 53Q (569.734761 sec): 3 clusters Score: Raw -670245.472766 + Penalty 3251.954824 = -666993.517942 nChanged 6 SP:Iteration 54Q (569.875733 sec): 3 clusters Score: Raw -670246.242787 + Penalty 3251.954824 = -666994.287963 nChanged 5 SP:Iteration 55Q (569.982686 sec): 3 clusters Score: Raw -670246.771655 + Penalty 3251.954824 = -666994.816831 nChanged 3 SP:Iteration 56Q (570.112965 sec): 3 clusters Score: Raw -670247.049028 + Penalty 3251.954824 = -666995.094204 nChanged 0 SP:Iteration 57F (570.264222 sec): 3 clusters Score: Raw -670247.049028 + Penalty 3251.954824 = -666995.094204 nChanged 0 Trying to split cluster 13 (17623 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (570.384995 sec): 2 clusters Score: Raw -1127598.612448 + Penalty 1715.856506 = -1125882.755942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (570.516123 sec): 3 clusters Score: Raw -1117212.521776 + Penalty 3431.713011 = -1113780.808765 nChanged 7842 SP:Iteration 1F (570.667032 sec): 3 clusters Score: Raw -1121711.613321 + Penalty 3431.713011 = -1118279.900310 nChanged 1165 SP:Iteration 2F (570.813548 sec): 3 clusters Score: Raw -1122422.208945 + Penalty 3431.713011 = -1118990.495934 nChanged 1202 SP:Iteration 3F (570.893032 sec): 3 clusters Score: Raw -1123226.168461 + Penalty 3431.713011 = -1119794.455449 nChanged 1213 SP:Iteration 4F (570.981350 sec): 3 clusters Score: Raw -1124077.813644 + Penalty 3431.713011 = -1120646.100632 nChanged 1167 SP:Iteration 5F (571.070673 sec): 3 clusters Score: Raw -1124893.275102 + Penalty 3431.713011 = -1121461.562091 nChanged 1089 SP:Iteration 6F (571.163336 sec): 3 clusters Score: Raw -1125674.988702 + Penalty 3431.713011 = -1122243.275691 nChanged 1025 SP:Iteration 7F (571.260594 sec): 3 clusters Score: Raw -1126416.286752 + Penalty 3431.713011 = -1122984.573740 nChanged 936 SP:Iteration 8F (571.359227 sec): 3 clusters Score: Raw -1127122.890115 + Penalty 3431.713011 = -1123691.177104 nChanged 827 SP:Iteration 9Q (571.532881 sec): 3 clusters Score: Raw -1127680.315339 + Penalty 3431.713011 = -1124248.602328 nChanged 685 SP:Iteration 10Q (571.673760 sec): 3 clusters Score: Raw -1128067.962181 + Penalty 3431.713011 = -1124636.249170 nChanged 526 SP:Iteration 11Q (571.818611 sec): 3 clusters Score: Raw -1128352.591763 + Penalty 3431.713011 = -1124920.878752 nChanged 459 SP:Iteration 12Q (571.961098 sec): 3 clusters Score: Raw -1128584.845446 + Penalty 3431.713011 = -1125153.132435 nChanged 385 SP:Iteration 13Q (572.107947 sec): 3 clusters Score: Raw -1128773.079727 + Penalty 3431.713011 = -1125341.366716 nChanged 363 SP:Iteration 14Q (572.255783 sec): 3 clusters Score: Raw -1128921.621587 + Penalty 3431.713011 = -1125489.908576 nChanged 293 SP:Iteration 15Q (572.414543 sec): 3 clusters Score: Raw -1129029.809100 + Penalty 3431.713011 = -1125598.096089 nChanged 258 SP:Iteration 16Q (572.601715 sec): 3 clusters Score: Raw -1129111.552430 + Penalty 3431.713011 = -1125679.839419 nChanged 227 SP:Iteration 17Q (572.772194 sec): 3 clusters Score: Raw -1129179.508527 + Penalty 3431.713011 = -1125747.795516 nChanged 178 SP:Iteration 18Q (572.947421 sec): 3 clusters Score: Raw -1129230.152422 + Penalty 3431.713011 = -1125798.439410 nChanged 165 SP:Iteration 19Q (573.117582 sec): 3 clusters Score: Raw -1129271.969465 + Penalty 3431.713011 = -1125840.256454 nChanged 133 SP:Iteration 20F (573.327804 sec): 3 clusters Score: Raw -1129306.906563 + Penalty 3431.713011 = -1125875.193552 nChanged 120 SP:Iteration 21Q (573.492225 sec): 3 clusters Score: Raw -1129334.900153 + Penalty 3431.713011 = -1125903.187142 nChanged 98 SP:Iteration 22Q (573.679886 sec): 3 clusters Score: Raw -1129355.648177 + Penalty 3431.713011 = -1125923.935166 nChanged 95 SP:Iteration 23Q (573.833683 sec): 3 clusters Score: Raw -1129375.749613 + Penalty 3431.713011 = -1125944.036602 nChanged 93 SP:Iteration 24Q (573.988004 sec): 3 clusters Score: Raw -1129394.480164 + Penalty 3431.713011 = -1125962.767152 nChanged 88 SP:Iteration 25Q (574.158625 sec): 3 clusters Score: Raw -1129411.967711 + Penalty 3431.713011 = -1125980.254700 nChanged 88 SP:Iteration 26Q (574.345691 sec): 3 clusters Score: Raw -1129428.650331 + Penalty 3431.713011 = -1125996.937320 nChanged 82 SP:Iteration 27Q (574.544390 sec): 3 clusters Score: Raw -1129440.484149 + Penalty 3431.713011 = -1126008.771138 nChanged 61 SP:Iteration 28Q (574.711171 sec): 3 clusters Score: Raw -1129449.361913 + Penalty 3431.713011 = -1126017.648902 nChanged 55 SP:Iteration 29Q (574.868803 sec): 3 clusters Score: Raw -1129456.170108 + Penalty 3431.713011 = -1126024.457097 nChanged 53 SP:Iteration 30Q (575.019589 sec): 3 clusters Score: Raw -1129461.598988 + Penalty 3431.713011 = -1126029.885977 nChanged 38 SP:Iteration 31Q (575.174776 sec): 3 clusters Score: Raw -1129465.499708 + Penalty 3431.713011 = -1126033.786697 nChanged 39 SP:Iteration 32Q (575.328507 sec): 3 clusters Score: Raw -1129469.925161 + Penalty 3431.713011 = -1126038.212150 nChanged 38 SP:Iteration 33Q (575.452361 sec): 3 clusters Score: Raw -1129474.181483 + Penalty 3431.713011 = -1126042.468472 nChanged 38 SP:Iteration 34Q (575.628387 sec): 3 clusters Score: Raw -1129479.262000 + Penalty 3431.713011 = -1126047.548989 nChanged 37 SP:Iteration 35Q (575.762032 sec): 3 clusters Score: Raw -1129484.430123 + Penalty 3431.713011 = -1126052.717112 nChanged 36 SP:Iteration 36Q (575.920619 sec): 3 clusters Score: Raw -1129489.064732 + Penalty 3431.713011 = -1126057.351721 nChanged 39 SP:Iteration 37Q (576.099986 sec): 3 clusters Score: Raw -1129494.349436 + Penalty 3431.713011 = -1126062.636424 nChanged 47 SP:Iteration 38Q (576.255000 sec): 3 clusters Score: Raw -1129500.424708 + Penalty 3431.713011 = -1126068.711697 nChanged 39 SP:Iteration 39Q (576.384051 sec): 3 clusters Score: Raw -1129505.787268 + Penalty 3431.713011 = -1126074.074257 nChanged 39 SP:Iteration 40F (576.553043 sec): 3 clusters Score: Raw -1129511.579797 + Penalty 3431.713011 = -1126079.866786 nChanged 45 SP:Iteration 41Q (576.712639 sec): 3 clusters Score: Raw -1129517.680757 + Penalty 3431.713011 = -1126085.967746 nChanged 41 SP:Iteration 42Q (576.862254 sec): 3 clusters Score: Raw -1129523.986486 + Penalty 3431.713011 = -1126092.273475 nChanged 38 SP:Iteration 43Q (577.017389 sec): 3 clusters Score: Raw -1129529.185393 + Penalty 3431.713011 = -1126097.472382 nChanged 43 SP:Iteration 44Q (577.143128 sec): 3 clusters Score: Raw -1129534.701503 + Penalty 3431.713011 = -1126102.988491 nChanged 37 SP:Iteration 45Q (577.287677 sec): 3 clusters Score: Raw -1129539.882189 + Penalty 3431.713011 = -1126108.169178 nChanged 34 SP:Iteration 46Q (577.426937 sec): 3 clusters Score: Raw -1129543.358608 + Penalty 3431.713011 = -1126111.645597 nChanged 37 SP:Iteration 47Q (577.585953 sec): 3 clusters Score: Raw -1129547.085684 + Penalty 3431.713011 = -1126115.372673 nChanged 34 SP:Iteration 48Q (577.714883 sec): 3 clusters Score: Raw -1129551.328654 + Penalty 3431.713011 = -1126119.615643 nChanged 28 SP:Iteration 49Q (577.831206 sec): 3 clusters Score: Raw -1129555.611418 + Penalty 3431.713011 = -1126123.898406 nChanged 35 SP:Iteration 50Q (577.976310 sec): 3 clusters Score: Raw -1129560.546970 + Penalty 3431.713011 = -1126128.833959 nChanged 35 SP:Iteration 51Q (578.097432 sec): 3 clusters Score: Raw -1129564.668554 + Penalty 3431.713011 = -1126132.955543 nChanged 33 SP:Iteration 52Q (578.251844 sec): 3 clusters Score: Raw -1129568.277596 + Penalty 3431.713011 = -1126136.564585 nChanged 27 SP:Iteration 53Q (578.395586 sec): 3 clusters Score: Raw -1129571.727366 + Penalty 3431.713011 = -1126140.014355 nChanged 28 SP:Iteration 54Q (578.528715 sec): 3 clusters Score: Raw -1129576.182560 + Penalty 3431.713011 = -1126144.469549 nChanged 36 SP:Iteration 55Q (578.659598 sec): 3 clusters Score: Raw -1129581.264939 + Penalty 3431.713011 = -1126149.551928 nChanged 30 SP:Iteration 56Q (578.814873 sec): 3 clusters Score: Raw -1129584.375843 + Penalty 3431.713011 = -1126152.662831 nChanged 31 SP:Iteration 57Q (578.956702 sec): 3 clusters Score: Raw -1129588.382438 + Penalty 3431.713011 = -1126156.669426 nChanged 31 SP:Iteration 58Q (579.085809 sec): 3 clusters Score: Raw -1129591.489017 + Penalty 3431.713011 = -1126159.776006 nChanged 21 SP:Iteration 59Q (579.213928 sec): 3 clusters Score: Raw -1129593.448174 + Penalty 3431.713011 = -1126161.735163 nChanged 20 SP:Iteration 60F (579.337277 sec): 3 clusters Score: Raw -1129595.769693 + Penalty 3431.713011 = -1126164.056682 nChanged 21 SP:Iteration 61Q (579.456237 sec): 3 clusters Score: Raw -1129598.691677 + Penalty 3431.713011 = -1126166.978665 nChanged 19 SP:Iteration 62Q (579.567940 sec): 3 clusters Score: Raw -1129601.174273 + Penalty 3431.713011 = -1126169.461262 nChanged 23 SP:Iteration 63Q (579.697088 sec): 3 clusters Score: Raw -1129603.680656 + Penalty 3431.713011 = -1126171.967645 nChanged 25 SP:Iteration 64Q (579.823218 sec): 3 clusters Score: Raw -1129606.962018 + Penalty 3431.713011 = -1126175.249007 nChanged 25 SP:Iteration 65Q (579.950139 sec): 3 clusters Score: Raw -1129611.831480 + Penalty 3431.713011 = -1126180.118469 nChanged 38 SP:Iteration 66Q (580.072633 sec): 3 clusters Score: Raw -1129619.950885 + Penalty 3431.713011 = -1126188.237874 nChanged 40 SP:Iteration 67Q (580.193852 sec): 3 clusters Score: Raw -1129630.408465 + Penalty 3431.713011 = -1126198.695454 nChanged 47 SP:Iteration 68Q (580.324342 sec): 3 clusters Score: Raw -1129639.936902 + Penalty 3431.713011 = -1126208.223891 nChanged 43 SP:Iteration 69Q (580.437716 sec): 3 clusters Score: Raw -1129649.188449 + Penalty 3431.713011 = -1126217.475438 nChanged 52 SP:Iteration 70Q (580.559630 sec): 3 clusters Score: Raw -1129662.843837 + Penalty 3431.713011 = -1126231.130826 nChanged 55 SP:Iteration 71Q (580.675079 sec): 3 clusters Score: Raw -1129679.008717 + Penalty 3431.713011 = -1126247.295706 nChanged 61 SP:Iteration 72Q (580.783132 sec): 3 clusters Score: Raw -1129695.195518 + Penalty 3431.713011 = -1126263.482507 nChanged 76 SP:Iteration 73Q (580.896334 sec): 3 clusters Score: Raw -1129713.031457 + Penalty 3431.713011 = -1126281.318446 nChanged 74 SP:Iteration 74Q (580.998278 sec): 3 clusters Score: Raw -1129728.564725 + Penalty 3431.713011 = -1126296.851714 nChanged 61 SP:Iteration 75Q (581.105783 sec): 3 clusters Score: Raw -1129739.783103 + Penalty 3431.713011 = -1126308.070092 nChanged 52 SP:Iteration 76Q (581.236226 sec): 3 clusters Score: Raw -1129748.818906 + Penalty 3431.713011 = -1126317.105895 nChanged 53 SP:Iteration 77Q (581.343730 sec): 3 clusters Score: Raw -1129758.438153 + Penalty 3431.713011 = -1126326.725142 nChanged 48 SP:Iteration 78Q (581.451306 sec): 3 clusters Score: Raw -1129766.510545 + Penalty 3431.713011 = -1126334.797533 nChanged 36 SP:Iteration 79Q (581.573235 sec): 3 clusters Score: Raw -1129770.929868 + Penalty 3431.713011 = -1126339.216857 nChanged 30 SP:Iteration 80F (581.681566 sec): 3 clusters Score: Raw -1129774.123903 + Penalty 3431.713011 = -1126342.410892 nChanged 24 SP:Iteration 81Q (581.790298 sec): 3 clusters Score: Raw -1129776.930675 + Penalty 3431.713011 = -1126345.217664 nChanged 20 SP:Iteration 82Q (581.879795 sec): 3 clusters Score: Raw -1129779.369373 + Penalty 3431.713011 = -1126347.656362 nChanged 18 SP:Iteration 83Q (581.992315 sec): 3 clusters Score: Raw -1129782.283324 + Penalty 3431.713011 = -1126350.570313 nChanged 21 SP:Iteration 84Q (582.122626 sec): 3 clusters Score: Raw -1129784.747806 + Penalty 3431.713011 = -1126353.034795 nChanged 17 SP:Iteration 85Q (582.219471 sec): 3 clusters Score: Raw -1129788.396288 + Penalty 3431.713011 = -1126356.683277 nChanged 29 SP:Iteration 86Q (582.350200 sec): 3 clusters Score: Raw -1129793.776885 + Penalty 3431.713011 = -1126362.063874 nChanged 36 SP:Iteration 87Q (582.462118 sec): 3 clusters Score: Raw -1129799.710321 + Penalty 3431.713011 = -1126367.997310 nChanged 37 SP:Iteration 88Q (582.574042 sec): 3 clusters Score: Raw -1129805.863924 + Penalty 3431.713011 = -1126374.150912 nChanged 34 SP:Iteration 89Q (582.685898 sec): 3 clusters Score: Raw -1129811.664197 + Penalty 3431.713011 = -1126379.951185 nChanged 34 SP:Iteration 90Q (582.797692 sec): 3 clusters Score: Raw -1129817.248988 + Penalty 3431.713011 = -1126385.535976 nChanged 25 SP:Iteration 91Q (582.894253 sec): 3 clusters Score: Raw -1129820.720369 + Penalty 3431.713011 = -1126389.007357 nChanged 23 SP:Iteration 92Q (583.020107 sec): 3 clusters Score: Raw -1129824.481097 + Penalty 3431.713011 = -1126392.768086 nChanged 38 SP:Iteration 93Q (583.131992 sec): 3 clusters Score: Raw -1129831.235966 + Penalty 3431.713011 = -1126399.522955 nChanged 42 SP:Iteration 94Q (583.250622 sec): 3 clusters Score: Raw -1129838.422462 + Penalty 3431.713011 = -1126406.709450 nChanged 35 SP:Iteration 95Q (583.349074 sec): 3 clusters Score: Raw -1129843.330070 + Penalty 3431.713011 = -1126411.617058 nChanged 30 SP:Iteration 96Q (583.485372 sec): 3 clusters Score: Raw -1129847.923339 + Penalty 3431.713011 = -1126416.210328 nChanged 22 SP:Iteration 97Q (583.601021 sec): 3 clusters Score: Raw -1129850.241689 + Penalty 3431.713011 = -1126418.528678 nChanged 15 SP:Iteration 98Q (583.718035 sec): 3 clusters Score: Raw -1129852.439666 + Penalty 3431.713011 = -1126420.726654 nChanged 17 SP:Iteration 99Q (583.832545 sec): 3 clusters Score: Raw -1129855.328907 + Penalty 3431.713011 = -1126423.615896 nChanged 24 SP:Iteration 100F (583.943090 sec): 3 clusters Score: Raw -1129858.356396 + Penalty 3431.713011 = -1126426.643385 nChanged 18 SP:Iteration 101Q (584.064022 sec): 3 clusters Score: Raw -1129860.054321 + Penalty 3431.713011 = -1126428.341310 nChanged 9 SP:Iteration 102Q (584.184740 sec): 3 clusters Score: Raw -1129861.165003 + Penalty 3431.713011 = -1126429.451992 nChanged 12 SP:Iteration 103Q (584.305624 sec): 3 clusters Score: Raw -1129862.399060 + Penalty 3431.713011 = -1126430.686049 nChanged 11 SP:Iteration 104Q (584.426769 sec): 3 clusters Score: Raw -1129863.580708 + Penalty 3431.713011 = -1126431.867697 nChanged 10 SP:Iteration 105Q (584.547961 sec): 3 clusters Score: Raw -1129864.600092 + Penalty 3431.713011 = -1126432.887080 nChanged 11 SP:Iteration 106Q (584.669215 sec): 3 clusters Score: Raw -1129865.912769 + Penalty 3431.713011 = -1126434.199758 nChanged 15 SP:Iteration 107Q (584.789702 sec): 3 clusters Score: Raw -1129867.330206 + Penalty 3431.713011 = -1126435.617195 nChanged 15 SP:Iteration 108Q (584.908215 sec): 3 clusters Score: Raw -1129869.451620 + Penalty 3431.713011 = -1126437.738609 nChanged 17 SP:Iteration 109Q (585.025295 sec): 3 clusters Score: Raw -1129872.517946 + Penalty 3431.713011 = -1126440.804934 nChanged 24 SP:Iteration 110Q (585.141760 sec): 3 clusters Score: Raw -1129874.980958 + Penalty 3431.713011 = -1126443.267947 nChanged 16 SP:Iteration 111Q (585.256851 sec): 3 clusters Score: Raw -1129876.469541 + Penalty 3431.713011 = -1126444.756529 nChanged 13 SP:Iteration 112Q (585.373349 sec): 3 clusters Score: Raw -1129877.724697 + Penalty 3431.713011 = -1126446.011686 nChanged 18 SP:Iteration 113Q (585.493147 sec): 3 clusters Score: Raw -1129879.960786 + Penalty 3431.713011 = -1126448.247775 nChanged 22 SP:Iteration 114Q (585.611047 sec): 3 clusters Score: Raw -1129882.974622 + Penalty 3431.713011 = -1126451.261610 nChanged 20 SP:Iteration 115Q (585.727914 sec): 3 clusters Score: Raw -1129885.702948 + Penalty 3431.713011 = -1126453.989937 nChanged 16 SP:Iteration 116Q (585.848733 sec): 3 clusters Score: Raw -1129887.296840 + Penalty 3431.713011 = -1126455.583829 nChanged 13 SP:Iteration 117Q (585.969040 sec): 3 clusters Score: Raw -1129888.395245 + Penalty 3431.713011 = -1126456.682234 nChanged 7 SP:Iteration 118Q (586.088607 sec): 3 clusters Score: Raw -1129889.185663 + Penalty 3431.713011 = -1126457.472652 nChanged 6 SP:Iteration 119Q (586.208286 sec): 3 clusters Score: Raw -1129889.654658 + Penalty 3431.713011 = -1126457.941646 nChanged 7 SP:Iteration 120F (586.330577 sec): 3 clusters Score: Raw -1129890.118039 + Penalty 3431.713011 = -1126458.405028 nChanged 3 SP:Iteration 121Q (586.451564 sec): 3 clusters Score: Raw -1129890.348022 + Penalty 3431.713011 = -1126458.635011 nChanged 3 SP:Iteration 122Q (586.571417 sec): 3 clusters Score: Raw -1129890.560799 + Penalty 3431.713011 = -1126458.847788 nChanged 1 SP:Iteration 123Q (586.686270 sec): 3 clusters Score: Raw -1129890.613274 + Penalty 3431.713011 = -1126458.900262 nChanged 0 SP:Iteration 124F (586.783643 sec): 3 clusters Score: Raw -1129890.613274 + Penalty 3431.713011 = -1126458.900262 nChanged 0 Score: Raw -11914112.949259 + Penalty 53617.435399 = -11860495.513861 Splitting cluster 13 changes total score from -11841745.997735 to -11860495.513861 So it's getting split into cluster 25. Trying to split cluster 14 (3899 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (591.679491 sec): 2 clusters Score: Raw -189905.628671 + Penalty 1451.117431 = -188454.511240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (591.766632 sec): 3 clusters Score: Raw -188094.598895 + Penalty 2902.234862 = -185192.364033 nChanged 1548 SP:Iteration 1F (591.834622 sec): 3 clusters Score: Raw -189393.085888 + Penalty 2902.234862 = -186490.851026 nChanged 405 SP:Iteration 2F (591.934539 sec): 3 clusters Score: Raw -189853.756325 + Penalty 2902.234862 = -186951.521463 nChanged 303 SP:Iteration 3F (592.022937 sec): 3 clusters Score: Raw -190216.143928 + Penalty 2902.234862 = -187313.909067 nChanged 270 SP:Iteration 4F (592.120803 sec): 3 clusters Score: Raw -190534.668534 + Penalty 2902.234862 = -187632.433672 nChanged 212 SP:Iteration 5F (592.207953 sec): 3 clusters Score: Raw -190732.199855 + Penalty 2902.234862 = -187829.964993 nChanged 159 SP:Iteration 6Q (592.276876 sec): 3 clusters Score: Raw -190867.208041 + Penalty 2902.234862 = -187964.973180 nChanged 130 SP:Iteration 7Q (592.383859 sec): 3 clusters Score: Raw -190966.875260 + Penalty 2902.234862 = -188064.640399 nChanged 97 SP:Iteration 8Q (592.468301 sec): 3 clusters Score: Raw -191037.190525 + Penalty 2902.234862 = -188134.955663 nChanged 96 SP:Iteration 9Q (592.547664 sec): 3 clusters Score: Raw -191117.820199 + Penalty 2902.234862 = -188215.585337 nChanged 100 SP:Iteration 10Q (592.641784 sec): 3 clusters Score: Raw -191221.935633 + Penalty 2902.234862 = -188319.700772 nChanged 96 SP:Iteration 11Q (592.715996 sec): 3 clusters Score: Raw -191333.573255 + Penalty 2902.234862 = -188431.338394 nChanged 98 SP:Iteration 12Q (592.819670 sec): 3 clusters Score: Raw -191459.095477 + Penalty 2902.234862 = -188556.860616 nChanged 91 SP:Iteration 13Q (592.906528 sec): 3 clusters Score: Raw -191594.688663 + Penalty 2902.234862 = -188692.453801 nChanged 100 SP:Iteration 14Q (592.995895 sec): 3 clusters Score: Raw -191718.173345 + Penalty 2902.234862 = -188815.938484 nChanged 85 SP:Iteration 15Q (593.082403 sec): 3 clusters Score: Raw -191840.707173 + Penalty 2902.234862 = -188938.472311 nChanged 86 SP:Iteration 16Q (593.174620 sec): 3 clusters Score: Raw -191985.650225 + Penalty 2902.234862 = -189083.415364 nChanged 89 SP:Iteration 17Q (593.249138 sec): 3 clusters Score: Raw -192116.719605 + Penalty 2902.234862 = -189214.484743 nChanged 81 SP:Iteration 18Q (593.357673 sec): 3 clusters Score: Raw -192190.226285 + Penalty 2902.234862 = -189287.991424 nChanged 48 SP:Iteration 19Q (593.428095 sec): 3 clusters Score: Raw -192240.330060 + Penalty 2902.234862 = -189338.095199 nChanged 45 SP:Iteration 20F (593.538897 sec): 3 clusters Score: Raw -192271.145906 + Penalty 2902.234862 = -189368.911045 nChanged 42 SP:Iteration 21Q (593.630287 sec): 3 clusters Score: Raw -192296.707676 + Penalty 2902.234862 = -189394.472815 nChanged 32 SP:Iteration 22Q (593.716881 sec): 3 clusters Score: Raw -192315.015200 + Penalty 2902.234862 = -189412.780339 nChanged 22 SP:Iteration 23Q (593.797568 sec): 3 clusters Score: Raw -192325.262858 + Penalty 2902.234862 = -189423.027997 nChanged 17 SP:Iteration 24Q (593.891835 sec): 3 clusters Score: Raw -192331.098948 + Penalty 2902.234862 = -189428.864086 nChanged 12 SP:Iteration 25Q (593.982831 sec): 3 clusters Score: Raw -192337.251466 + Penalty 2902.234862 = -189435.016605 nChanged 10 SP:Iteration 26Q (594.073528 sec): 3 clusters Score: Raw -192340.232248 + Penalty 2902.234862 = -189437.997387 nChanged 8 SP:Iteration 27Q (594.156880 sec): 3 clusters Score: Raw -192343.480472 + Penalty 2902.234862 = -189441.245611 nChanged 4 SP:Iteration 28Q (594.232284 sec): 3 clusters Score: Raw -192344.351744 + Penalty 2902.234862 = -189442.116882 nChanged 3 SP:Iteration 29Q (594.325232 sec): 3 clusters Score: Raw -192345.468403 + Penalty 2902.234862 = -189443.233541 nChanged 3 SP:Iteration 30Q (594.417835 sec): 3 clusters Score: Raw -192345.982038 + Penalty 2902.234862 = -189443.747176 nChanged 1 SP:Iteration 31Q (594.510422 sec): 3 clusters Score: Raw -192346.272350 + Penalty 2902.234862 = -189444.037489 nChanged 0 SP:Iteration 32F (594.603622 sec): 3 clusters Score: Raw -192346.272350 + Penalty 2902.234862 = -189444.037489 nChanged 0 Score: Raw -11916553.592939 + Penalty 55762.132815 = -11860791.460124 Splitting cluster 14 changes total score from -11841745.997735 to -11860791.460124 So it's getting split into cluster 26. Trying to split cluster 15 (9080 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (600.060231 sec): 2 clusters Score: Raw -605810.383524 + Penalty 1599.477072 = -604210.906452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (600.165661 sec): 3 clusters Score: Raw -600727.418275 + Penalty 3198.954145 = -597528.464131 nChanged 3920 SP:Iteration 1F (600.261545 sec): 3 clusters Score: Raw -602947.462968 + Penalty 3198.954145 = -599748.508823 nChanged 752 SP:Iteration 2F (600.371164 sec): 3 clusters Score: Raw -603596.311735 + Penalty 3198.954145 = -600397.357591 nChanged 775 SP:Iteration 3F (600.483388 sec): 3 clusters Score: Raw -604309.949756 + Penalty 3198.954145 = -601110.995611 nChanged 730 SP:Iteration 4F (600.582444 sec): 3 clusters Score: Raw -605038.876141 + Penalty 3198.954145 = -601839.921996 nChanged 609 SP:Iteration 5F (600.678722 sec): 3 clusters Score: Raw -605570.790431 + Penalty 3198.954145 = -602371.836286 nChanged 482 SP:Iteration 6F (600.778123 sec): 3 clusters Score: Raw -605912.524555 + Penalty 3198.954145 = -602713.570411 nChanged 356 SP:Iteration 7Q (600.905024 sec): 3 clusters Score: Raw -606140.546777 + Penalty 3198.954145 = -602941.592632 nChanged 297 SP:Iteration 8Q (600.986128 sec): 3 clusters Score: Raw -606318.282992 + Penalty 3198.954145 = -603119.328848 nChanged 235 SP:Iteration 9Q (601.104655 sec): 3 clusters Score: Raw -606439.569231 + Penalty 3198.954145 = -603240.615087 nChanged 192 SP:Iteration 10Q (601.194752 sec): 3 clusters Score: Raw -606544.557187 + Penalty 3198.954145 = -603345.603043 nChanged 186 SP:Iteration 11Q (601.309245 sec): 3 clusters Score: Raw -606652.525920 + Penalty 3198.954145 = -603453.571776 nChanged 165 SP:Iteration 12Q (601.407072 sec): 3 clusters Score: Raw -606755.913735 + Penalty 3198.954145 = -603556.959591 nChanged 160 SP:Iteration 13Q (601.489322 sec): 3 clusters Score: Raw -606853.895337 + Penalty 3198.954145 = -603654.941193 nChanged 150 SP:Iteration 14Q (601.597308 sec): 3 clusters Score: Raw -606950.561919 + Penalty 3198.954145 = -603751.607774 nChanged 161 SP:Iteration 15Q (601.697949 sec): 3 clusters Score: Raw -607039.740707 + Penalty 3198.954145 = -603840.786562 nChanged 140 SP:Iteration 16Q (601.792266 sec): 3 clusters Score: Raw -607128.539586 + Penalty 3198.954145 = -603929.585441 nChanged 142 SP:Iteration 17Q (601.882486 sec): 3 clusters Score: Raw -607232.912469 + Penalty 3198.954145 = -604033.958324 nChanged 160 SP:Iteration 18Q (601.984941 sec): 3 clusters Score: Raw -607354.504226 + Penalty 3198.954145 = -604155.550081 nChanged 149 SP:Iteration 19Q (602.083160 sec): 3 clusters Score: Raw -607479.673975 + Penalty 3198.954145 = -604280.719830 nChanged 153 SP:Iteration 20F (602.185692 sec): 3 clusters Score: Raw -607592.126883 + Penalty 3198.954145 = -604393.172738 nChanged 123 SP:Iteration 21Q (602.324930 sec): 3 clusters Score: Raw -607674.148169 + Penalty 3198.954145 = -604475.194025 nChanged 104 SP:Iteration 22Q (602.412043 sec): 3 clusters Score: Raw -607738.856903 + Penalty 3198.954145 = -604539.902758 nChanged 93 SP:Iteration 23Q (602.510791 sec): 3 clusters Score: Raw -607785.165478 + Penalty 3198.954145 = -604586.211334 nChanged 64 SP:Iteration 24Q (602.647257 sec): 3 clusters Score: Raw -607807.849739 + Penalty 3198.954145 = -604608.895595 nChanged 42 SP:Iteration 25Q (602.738682 sec): 3 clusters Score: Raw -607817.654932 + Penalty 3198.954145 = -604618.700787 nChanged 27 SP:Iteration 26Q (602.846037 sec): 3 clusters Score: Raw -607823.013999 + Penalty 3198.954145 = -604624.059854 nChanged 13 SP:Iteration 27Q (602.928662 sec): 3 clusters Score: Raw -607824.660621 + Penalty 3198.954145 = -604625.706477 nChanged 7 SP:Iteration 28Q (603.046704 sec): 3 clusters Score: Raw -607825.370260 + Penalty 3198.954145 = -604626.416116 nChanged 5 SP:Iteration 29Q (603.140501 sec): 3 clusters Score: Raw -607825.899364 + Penalty 3198.954145 = -604626.945219 nChanged 8 SP:Iteration 30Q (603.237508 sec): 3 clusters Score: Raw -607827.081399 + Penalty 3198.954145 = -604628.127254 nChanged 8 SP:Iteration 31Q (603.369465 sec): 3 clusters Score: Raw -607828.129729 + Penalty 3198.954145 = -604629.175584 nChanged 1 SP:Iteration 32Q (603.466285 sec): 3 clusters Score: Raw -607828.250635 + Penalty 3198.954145 = -604629.296490 nChanged 2 SP:Iteration 33Q (603.572542 sec): 3 clusters Score: Raw -607828.393214 + Penalty 3198.954145 = -604629.439069 nChanged 0 SP:Iteration 34F (603.687871 sec): 3 clusters Score: Raw -607828.393214 + Penalty 3198.954145 = -604629.439069 nChanged 0 Score: Raw -11918571.602628 + Penalty 57906.830231 = -11860664.772397 Splitting cluster 15 changes total score from -11841745.997735 to -11860664.772397 So it's getting split into cluster 27. Trying to split cluster 16 (8689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (609.984221 sec): 2 clusters Score: Raw -451149.606747 + Penalty 1591.752206 = -449557.854542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (610.113009 sec): 3 clusters Score: Raw -446435.541181 + Penalty 3183.504411 = -443252.036770 nChanged 3660 SP:Iteration 1F (610.214541 sec): 3 clusters Score: Raw -449258.473450 + Penalty 3183.504411 = -446074.969039 nChanged 914 SP:Iteration 2F (610.341996 sec): 3 clusters Score: Raw -450147.023277 + Penalty 3183.504411 = -446963.518866 nChanged 714 SP:Iteration 3F (610.477648 sec): 3 clusters Score: Raw -450769.833202 + Penalty 3183.504411 = -447586.328791 nChanged 571 SP:Iteration 4F (610.577274 sec): 3 clusters Score: Raw -451166.060866 + Penalty 3183.504411 = -447982.556455 nChanged 404 SP:Iteration 5Q (610.680685 sec): 3 clusters Score: Raw -451433.637088 + Penalty 3183.504411 = -448250.132677 nChanged 304 SP:Iteration 6Q (610.788516 sec): 3 clusters Score: Raw -451602.613985 + Penalty 3183.504411 = -448419.109574 nChanged 251 SP:Iteration 7Q (610.891750 sec): 3 clusters Score: Raw -451761.159259 + Penalty 3183.504411 = -448577.654848 nChanged 254 SP:Iteration 8Q (611.004005 sec): 3 clusters Score: Raw -451943.359341 + Penalty 3183.504411 = -448759.854930 nChanged 232 SP:Iteration 9Q (611.128435 sec): 3 clusters Score: Raw -452081.534086 + Penalty 3183.504411 = -448898.029675 nChanged 181 SP:Iteration 10Q (611.237684 sec): 3 clusters Score: Raw -452203.270706 + Penalty 3183.504411 = -449019.766295 nChanged 179 SP:Iteration 11Q (611.376509 sec): 3 clusters Score: Raw -452293.663633 + Penalty 3183.504411 = -449110.159222 nChanged 174 SP:Iteration 12Q (611.513397 sec): 3 clusters Score: Raw -452380.624121 + Penalty 3183.504411 = -449197.119710 nChanged 150 SP:Iteration 13Q (611.625454 sec): 3 clusters Score: Raw -452446.539574 + Penalty 3183.504411 = -449263.035163 nChanged 128 SP:Iteration 14Q (611.745772 sec): 3 clusters Score: Raw -452491.511253 + Penalty 3183.504411 = -449308.006842 nChanged 113 SP:Iteration 15Q (611.867913 sec): 3 clusters Score: Raw -452535.669626 + Penalty 3183.504411 = -449352.165214 nChanged 111 SP:Iteration 16Q (611.987936 sec): 3 clusters Score: Raw -452580.384013 + Penalty 3183.504411 = -449396.879602 nChanged 121 SP:Iteration 17Q (612.125609 sec): 3 clusters Score: Raw -452626.755485 + Penalty 3183.504411 = -449443.251074 nChanged 106 SP:Iteration 18Q (612.228006 sec): 3 clusters Score: Raw -452664.800176 + Penalty 3183.504411 = -449481.295765 nChanged 102 SP:Iteration 19Q (612.353423 sec): 3 clusters Score: Raw -452707.296080 + Penalty 3183.504411 = -449523.791669 nChanged 110 SP:Iteration 20F (612.492521 sec): 3 clusters Score: Raw -452755.366479 + Penalty 3183.504411 = -449571.862068 nChanged 102 SP:Iteration 21Q (612.634333 sec): 3 clusters Score: Raw -452796.579965 + Penalty 3183.504411 = -449613.075554 nChanged 106 SP:Iteration 22Q (612.751421 sec): 3 clusters Score: Raw -452839.769389 + Penalty 3183.504411 = -449656.264978 nChanged 104 SP:Iteration 23Q (612.851133 sec): 3 clusters Score: Raw -452885.213897 + Penalty 3183.504411 = -449701.709486 nChanged 90 SP:Iteration 24Q (612.967211 sec): 3 clusters Score: Raw -452922.790982 + Penalty 3183.504411 = -449739.286571 nChanged 110 SP:Iteration 25Q (613.084600 sec): 3 clusters Score: Raw -452968.227541 + Penalty 3183.504411 = -449784.723130 nChanged 109 SP:Iteration 26Q (613.207620 sec): 3 clusters Score: Raw -453012.641614 + Penalty 3183.504411 = -449829.137203 nChanged 106 SP:Iteration 27Q (613.318015 sec): 3 clusters Score: Raw -453057.977885 + Penalty 3183.504411 = -449874.473474 nChanged 105 SP:Iteration 28Q (613.435357 sec): 3 clusters Score: Raw -453100.321891 + Penalty 3183.504411 = -449916.817479 nChanged 94 SP:Iteration 29Q (613.588471 sec): 3 clusters Score: Raw -453134.329104 + Penalty 3183.504411 = -449950.824693 nChanged 97 SP:Iteration 30Q (613.716772 sec): 3 clusters Score: Raw -453170.602343 + Penalty 3183.504411 = -449987.097932 nChanged 91 SP:Iteration 31Q (613.825907 sec): 3 clusters Score: Raw -453209.289990 + Penalty 3183.504411 = -450025.785579 nChanged 97 SP:Iteration 32Q (613.947447 sec): 3 clusters Score: Raw -453253.765576 + Penalty 3183.504411 = -450070.261165 nChanged 98 SP:Iteration 33Q (614.072422 sec): 3 clusters Score: Raw -453294.737801 + Penalty 3183.504411 = -450111.233390 nChanged 94 SP:Iteration 34Q (614.168197 sec): 3 clusters Score: Raw -453328.554985 + Penalty 3183.504411 = -450145.050574 nChanged 98 SP:Iteration 35Q (614.284618 sec): 3 clusters Score: Raw -453372.399615 + Penalty 3183.504411 = -450188.895204 nChanged 96 SP:Iteration 36Q (614.417515 sec): 3 clusters Score: Raw -453416.348374 + Penalty 3183.504411 = -450232.843963 nChanged 96 SP:Iteration 37Q (614.516551 sec): 3 clusters Score: Raw -453448.412048 + Penalty 3183.504411 = -450264.907637 nChanged 69 SP:Iteration 38Q (614.640007 sec): 3 clusters Score: Raw -453468.963455 + Penalty 3183.504411 = -450285.459044 nChanged 60 SP:Iteration 39Q (614.764175 sec): 3 clusters Score: Raw -453485.097495 + Penalty 3183.504411 = -450301.593084 nChanged 48 SP:Iteration 40F (614.880697 sec): 3 clusters Score: Raw -453496.836581 + Penalty 3183.504411 = -450313.332170 nChanged 40 SP:Iteration 41Q (614.985347 sec): 3 clusters Score: Raw -453506.063573 + Penalty 3183.504411 = -450322.559162 nChanged 35 SP:Iteration 42Q (615.110372 sec): 3 clusters Score: Raw -453514.426607 + Penalty 3183.504411 = -450330.922196 nChanged 31 SP:Iteration 43Q (615.207332 sec): 3 clusters Score: Raw -453520.602397 + Penalty 3183.504411 = -450337.097986 nChanged 21 SP:Iteration 44Q (615.352769 sec): 3 clusters Score: Raw -453523.123205 + Penalty 3183.504411 = -450339.618794 nChanged 14 SP:Iteration 45Q (615.475593 sec): 3 clusters Score: Raw -453525.331532 + Penalty 3183.504411 = -450341.827121 nChanged 19 SP:Iteration 46Q (615.574651 sec): 3 clusters Score: Raw -453528.247754 + Penalty 3183.504411 = -450344.743343 nChanged 17 SP:Iteration 47Q (615.687371 sec): 3 clusters Score: Raw -453530.287085 + Penalty 3183.504411 = -450346.782674 nChanged 14 SP:Iteration 48Q (615.818758 sec): 3 clusters Score: Raw -453531.986288 + Penalty 3183.504411 = -450348.481877 nChanged 10 SP:Iteration 49Q (615.922413 sec): 3 clusters Score: Raw -453533.464143 + Penalty 3183.504411 = -450349.959732 nChanged 8 SP:Iteration 50Q (616.023377 sec): 3 clusters Score: Raw -453534.387866 + Penalty 3183.504411 = -450350.883455 nChanged 9 SP:Iteration 51Q (616.090891 sec): 3 clusters Score: Raw -453535.288893 + Penalty 3183.504411 = -450351.784482 nChanged 7 SP:Iteration 52Q (616.197256 sec): 3 clusters Score: Raw -453536.132050 + Penalty 3183.504411 = -450352.627638 nChanged 4 SP:Iteration 53Q (616.282492 sec): 3 clusters Score: Raw -453536.734828 + Penalty 3183.504411 = -450353.230417 nChanged 6 SP:Iteration 54Q (616.395254 sec): 3 clusters Score: Raw -453537.447472 + Penalty 3183.504411 = -450353.943061 nChanged 5 SP:Iteration 55Q (616.496981 sec): 3 clusters Score: Raw -453537.985351 + Penalty 3183.504411 = -450354.480940 nChanged 2 SP:Iteration 56Q (616.584755 sec): 3 clusters Score: Raw -453538.112938 + Penalty 3183.504411 = -450354.608527 nChanged 1 SP:Iteration 57Q (616.665644 sec): 3 clusters Score: Raw -453538.169818 + Penalty 3183.504411 = -450354.665407 nChanged 0 SP:Iteration 58F (616.779436 sec): 3 clusters Score: Raw -453538.169818 + Penalty 3183.504411 = -450354.665407 nChanged 0 Score: Raw -11920960.165699 + Penalty 60051.527647 = -11860908.638052 Splitting cluster 16 changes total score from -11841745.997735 to -11860908.638052 So it's getting split into cluster 28. Iteration 139Q (626.371087 sec): 29 clusters Score: Raw -11929030.844835 + Penalty 60051.527647 = -11868979.317188 nChanged 9593 Iteration 140F (631.679055 sec): 29 clusters Score: Raw -11935157.398993 + Penalty 60051.527647 = -11875105.871346 nChanged 6738 Iteration 141Q (635.594932 sec): 29 clusters Score: Raw -11937645.037683 + Penalty 60051.527647 = -11877593.510036 nChanged 3757 Iteration 142Q (639.573008 sec): 29 clusters Score: Raw -11938948.431550 + Penalty 60051.527647 = -11878896.903904 nChanged 2730 Iteration 143Q (643.407694 sec): 29 clusters Score: Raw -11939782.297301 + Penalty 60051.527647 = -11879730.769654 nChanged 2127 Iteration 144Q (647.384066 sec): 29 clusters Score: Raw -11940411.833180 + Penalty 60051.527647 = -11880360.305533 nChanged 1755 Iteration 145Q (651.297851 sec): 29 clusters Score: Raw -11940924.116255 + Penalty 60051.527647 = -11880872.588609 nChanged 1529 Iteration 146Q (655.244954 sec): 29 clusters Score: Raw -11941300.846369 + Penalty 60051.527647 = -11881249.318723 nChanged 1308 Iteration 147Q (659.052755 sec): 29 clusters Score: Raw -11941630.198250 + Penalty 60051.527647 = -11881578.670603 nChanged 1125 Iteration 148Q (663.041334 sec): 29 clusters Score: Raw -11941891.774115 + Penalty 60051.527647 = -11881840.246469 nChanged 1010 Iteration 149Q (666.740025 sec): 29 clusters Score: Raw -11942097.613460 + Penalty 60051.527647 = -11882046.085813 nChanged 914 Iteration 150Q (670.402199 sec): 29 clusters Score: Raw -11942270.707297 + Penalty 60051.527647 = -11882219.179651 nChanged 865 Iteration 151Q (674.240035 sec): 29 clusters Score: Raw -11942423.386915 + Penalty 60051.527647 = -11882371.859268 nChanged 781 Iteration 152Q (677.912408 sec): 29 clusters Score: Raw -11942574.130540 + Penalty 60051.527647 = -11882522.602894 nChanged 729 Iteration 153Q (682.181769 sec): 29 clusters Score: Raw -11942708.775679 + Penalty 60051.527647 = -11882657.248032 nChanged 703 Iteration 154Q (685.815146 sec): 29 clusters Score: Raw -11942839.781252 + Penalty 60051.527647 = -11882788.253606 nChanged 652 Iteration 155Q (689.359425 sec): 29 clusters Score: Raw -11942987.026855 + Penalty 60051.527647 = -11882935.499208 nChanged 681 Iteration 156Q (692.834579 sec): 29 clusters Score: Raw -11943192.735644 + Penalty 60051.527647 = -11883141.207997 nChanged 646 Iteration 157Q (696.378015 sec): 29 clusters Score: Raw -11943399.798925 + Penalty 60051.527647 = -11883348.271279 nChanged 664 Iteration 158Q (700.021526 sec): 29 clusters Score: Raw -11943611.621369 + Penalty 60051.527647 = -11883560.093722 nChanged 647 Iteration 159Q (703.659612 sec): 29 clusters Score: Raw -11943823.207959 + Penalty 60051.527647 = -11883771.680312 nChanged 676 Iteration 160F (709.735415 sec): 29 clusters Score: Raw -11944093.241364 + Penalty 60051.527647 = -11884041.713717 nChanged 689 Iteration 161Q (713.517010 sec): 29 clusters Score: Raw -11944323.766289 + Penalty 60051.527647 = -11884272.238642 nChanged 709 Iteration 162Q (717.297239 sec): 29 clusters Score: Raw -11944545.402108 + Penalty 60051.527647 = -11884493.874461 nChanged 624 Iteration 163Q (720.982837 sec): 29 clusters Score: Raw -11944754.337960 + Penalty 60051.527647 = -11884702.810313 nChanged 665 Iteration 164Q (725.268588 sec): 29 clusters Score: Raw -11944955.567738 + Penalty 60051.527647 = -11884904.040091 nChanged 693 Iteration 165Q (729.234777 sec): 29 clusters Score: Raw -11945160.695542 + Penalty 60051.527647 = -11885109.167895 nChanged 647 Iteration 166Q (732.985018 sec): 29 clusters Score: Raw -11945321.464596 + Penalty 60051.527647 = -11885269.936950 nChanged 635 Iteration 167Q (736.618574 sec): 29 clusters Score: Raw -11945473.338559 + Penalty 60051.527647 = -11885421.810913 nChanged 579 Iteration 168Q (740.327354 sec): 29 clusters Score: Raw -11945595.013725 + Penalty 60051.527647 = -11885543.486079 nChanged 572 Iteration 169Q (744.690918 sec): 29 clusters Score: Raw -11945702.422446 + Penalty 60051.527647 = -11885650.894800 nChanged 515 Iteration 170Q (748.444206 sec): 29 clusters Score: Raw -11945802.244011 + Penalty 60051.527647 = -11885750.716364 nChanged 519 Iteration 171Q (752.124947 sec): 29 clusters Score: Raw -11945908.672549 + Penalty 60051.527647 = -11885857.144902 nChanged 515 Iteration 172Q (755.899381 sec): 29 clusters Score: Raw -11946014.746497 + Penalty 60051.527647 = -11885963.218850 nChanged 502 Iteration 173Q (759.734017 sec): 29 clusters Score: Raw -11946120.819551 + Penalty 60051.527647 = -11886069.291904 nChanged 498 Iteration 174Q (763.995197 sec): 29 clusters Score: Raw -11946226.197831 + Penalty 60051.527647 = -11886174.670184 nChanged 529 Iteration 175Q (767.702019 sec): 29 clusters Score: Raw -11946330.614360 + Penalty 60051.527647 = -11886279.086713 nChanged 496 Iteration 176Q (771.350039 sec): 29 clusters Score: Raw -11946420.538982 + Penalty 60051.527647 = -11886369.011335 nChanged 446 Iteration 177Q (775.034104 sec): 29 clusters Score: Raw -11946498.442158 + Penalty 60051.527647 = -11886446.914512 nChanged 413 Iteration 178Q (778.899002 sec): 29 clusters Score: Raw -11946560.328871 + Penalty 60051.527647 = -11886508.801224 nChanged 387 Writing temp clu file Because OldScore, -11886446.914512, is greater than current (better) Score,-11886508.801224 Compute initial score before splitting: Score: Raw -11946560.328871 + Penalty 60051.527647 = -11886508.801224 Trying to split cluster 1 (4518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (779.119844 sec): 2 clusters Score: Raw -273893.317313 + Penalty 1476.977234 = -272416.340078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (779.213168 sec): 3 clusters Score: Raw -271687.479618 + Penalty 2953.954469 = -268733.525149 nChanged 1807 SP:Iteration 1F (779.305947 sec): 3 clusters Score: Raw -273202.159151 + Penalty 2953.954469 = -270248.204683 nChanged 481 SP:Iteration 2F (779.384687 sec): 3 clusters Score: Raw -273740.338696 + Penalty 2953.954469 = -270786.384227 nChanged 363 SP:Iteration 3F (779.474039 sec): 3 clusters Score: Raw -274098.899588 + Penalty 2953.954469 = -271144.945119 nChanged 270 SP:Iteration 4F (779.564103 sec): 3 clusters Score: Raw -274345.932606 + Penalty 2953.954469 = -271391.978137 nChanged 201 SP:Iteration 5Q (779.663637 sec): 3 clusters Score: Raw -274499.924376 + Penalty 2953.954469 = -271545.969907 nChanged 136 SP:Iteration 6Q (779.743551 sec): 3 clusters Score: Raw -274588.955661 + Penalty 2953.954469 = -271635.001193 nChanged 109 SP:Iteration 7Q (779.840805 sec): 3 clusters Score: Raw -274643.347160 + Penalty 2953.954469 = -271689.392691 nChanged 61 SP:Iteration 8Q (779.927569 sec): 3 clusters Score: Raw -274674.443825 + Penalty 2953.954469 = -271720.489356 nChanged 51 SP:Iteration 9Q (780.005745 sec): 3 clusters Score: Raw -274699.024367 + Penalty 2953.954469 = -271745.069898 nChanged 38 SP:Iteration 10Q (780.095857 sec): 3 clusters Score: Raw -274715.551516 + Penalty 2953.954469 = -271761.597047 nChanged 35 SP:Iteration 11Q (780.180310 sec): 3 clusters Score: Raw -274727.355689 + Penalty 2953.954469 = -271773.401221 nChanged 35 SP:Iteration 12Q (780.255647 sec): 3 clusters Score: Raw -274740.092759 + Penalty 2953.954469 = -271786.138290 nChanged 26 SP:Iteration 13Q (780.351753 sec): 3 clusters Score: Raw -274749.629125 + Penalty 2953.954469 = -271795.674656 nChanged 22 SP:Iteration 14Q (780.430704 sec): 3 clusters Score: Raw -274755.487805 + Penalty 2953.954469 = -271801.533336 nChanged 12 SP:Iteration 15Q (780.510252 sec): 3 clusters Score: Raw -274759.044139 + Penalty 2953.954469 = -271805.089670 nChanged 15 SP:Iteration 16Q (780.591985 sec): 3 clusters Score: Raw -274763.378945 + Penalty 2953.954469 = -271809.424477 nChanged 11 SP:Iteration 17Q (780.670660 sec): 3 clusters Score: Raw -274767.023356 + Penalty 2953.954469 = -271813.068887 nChanged 15 SP:Iteration 18Q (780.747585 sec): 3 clusters Score: Raw -274771.277834 + Penalty 2953.954469 = -271817.323365 nChanged 12 SP:Iteration 19Q (780.849336 sec): 3 clusters Score: Raw -274778.369400 + Penalty 2953.954469 = -271824.414931 nChanged 15 SP:Iteration 20F (780.939874 sec): 3 clusters Score: Raw -274783.791274 + Penalty 2953.954469 = -271829.836806 nChanged 9 SP:Iteration 21Q (781.026644 sec): 3 clusters Score: Raw -274785.866634 + Penalty 2953.954469 = -271831.912165 nChanged 9 SP:Iteration 22Q (781.118742 sec): 3 clusters Score: Raw -274787.992269 + Penalty 2953.954469 = -271834.037801 nChanged 5 SP:Iteration 23Q (781.201686 sec): 3 clusters Score: Raw -274789.154299 + Penalty 2953.954469 = -271835.199831 nChanged 7 SP:Iteration 24Q (781.293857 sec): 3 clusters Score: Raw -274791.155282 + Penalty 2953.954469 = -271837.200813 nChanged 9 SP:Iteration 25Q (781.375418 sec): 3 clusters Score: Raw -274794.426399 + Penalty 2953.954469 = -271840.471930 nChanged 10 SP:Iteration 26Q (781.450514 sec): 3 clusters Score: Raw -274798.086080 + Penalty 2953.954469 = -271844.131611 nChanged 12 SP:Iteration 27Q (781.535918 sec): 3 clusters Score: Raw -274802.425624 + Penalty 2953.954469 = -271848.471155 nChanged 13 SP:Iteration 28Q (781.616099 sec): 3 clusters Score: Raw -274806.732351 + Penalty 2953.954469 = -271852.777882 nChanged 4 SP:Iteration 29Q (781.701252 sec): 3 clusters Score: Raw -274808.188643 + Penalty 2953.954469 = -271854.234175 nChanged 6 SP:Iteration 30Q (781.777516 sec): 3 clusters Score: Raw -274809.705078 + Penalty 2953.954469 = -271855.750609 nChanged 5 SP:Iteration 31Q (781.883685 sec): 3 clusters Score: Raw -274810.634665 + Penalty 2953.954469 = -271856.680196 nChanged 2 SP:Iteration 32Q (781.972511 sec): 3 clusters Score: Raw -274810.975396 + Penalty 2953.954469 = -271857.020928 nChanged 0 SP:Iteration 33F (782.063380 sec): 3 clusters Score: Raw -274810.975396 + Penalty 2953.954469 = -271857.020928 nChanged 0 Trying to split cluster 2 (4340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (782.113888 sec): 2 clusters Score: Raw -225605.236094 + Penalty 1469.923000 = -224135.313094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (782.205365 sec): 3 clusters Score: Raw -223475.202564 + Penalty 2939.845999 = -220535.356565 nChanged 1726 SP:Iteration 1F (782.296347 sec): 3 clusters Score: Raw -224652.904794 + Penalty 2939.845999 = -221713.058795 nChanged 398 SP:Iteration 2F (782.394089 sec): 3 clusters Score: Raw -225054.645950 + Penalty 2939.845999 = -222114.799951 nChanged 353 SP:Iteration 3F (782.470931 sec): 3 clusters Score: Raw -225421.183781 + Penalty 2939.845999 = -222481.337782 nChanged 303 SP:Iteration 4F (782.558297 sec): 3 clusters Score: Raw -225734.050478 + Penalty 2939.845999 = -222794.204479 nChanged 257 SP:Iteration 5F (782.662515 sec): 3 clusters Score: Raw -225988.065547 + Penalty 2939.845999 = -223048.219548 nChanged 207 SP:Iteration 6Q (782.735953 sec): 3 clusters Score: Raw -226151.394617 + Penalty 2939.845999 = -223211.548617 nChanged 148 SP:Iteration 7Q (782.847615 sec): 3 clusters Score: Raw -226234.535237 + Penalty 2939.845999 = -223294.689238 nChanged 102 SP:Iteration 8Q (782.923531 sec): 3 clusters Score: Raw -226284.969546 + Penalty 2939.845999 = -223345.123547 nChanged 76 SP:Iteration 9Q (783.026051 sec): 3 clusters Score: Raw -226311.695305 + Penalty 2939.845999 = -223371.849306 nChanged 43 SP:Iteration 10Q (783.097571 sec): 3 clusters Score: Raw -226326.100637 + Penalty 2939.845999 = -223386.254638 nChanged 37 SP:Iteration 11Q (783.203169 sec): 3 clusters Score: Raw -226341.011196 + Penalty 2939.845999 = -223401.165197 nChanged 27 SP:Iteration 12Q (783.273068 sec): 3 clusters Score: Raw -226353.695018 + Penalty 2939.845999 = -223413.849019 nChanged 30 SP:Iteration 13Q (783.364682 sec): 3 clusters Score: Raw -226367.065090 + Penalty 2939.845999 = -223427.219091 nChanged 23 SP:Iteration 14Q (783.460859 sec): 3 clusters Score: Raw -226375.488583 + Penalty 2939.845999 = -223435.642584 nChanged 18 SP:Iteration 15Q (783.567235 sec): 3 clusters Score: Raw -226379.711808 + Penalty 2939.845999 = -223439.865809 nChanged 8 SP:Iteration 16Q (783.639660 sec): 3 clusters Score: Raw -226382.671366 + Penalty 2939.845999 = -223442.825366 nChanged 7 SP:Iteration 17Q (783.712780 sec): 3 clusters Score: Raw -226385.088326 + Penalty 2939.845999 = -223445.242327 nChanged 6 SP:Iteration 18Q (783.804674 sec): 3 clusters Score: Raw -226386.111671 + Penalty 2939.845999 = -223446.265672 nChanged 1 SP:Iteration 19Q (783.914167 sec): 3 clusters Score: Raw -226386.231649 + Penalty 2939.845999 = -223446.385650 nChanged 0 SP:Iteration 20F (783.994533 sec): 3 clusters Score: Raw -226386.231649 + Penalty 2939.845999 = -223446.385650 nChanged 0 Trying to split cluster 3 (6559 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (784.049861 sec): 2 clusters Score: Raw -415850.438478 + Penalty 1542.398147 = -414308.040331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (784.141586 sec): 3 clusters Score: Raw -412383.832645 + Penalty 3084.796294 = -409299.036351 nChanged 2796 SP:Iteration 1F (784.252545 sec): 3 clusters Score: Raw -414174.527673 + Penalty 3084.796294 = -411089.731378 nChanged 571 SP:Iteration 2F (784.346620 sec): 3 clusters Score: Raw -414585.931138 + Penalty 3084.796294 = -411501.134844 nChanged 419 SP:Iteration 3F (784.440280 sec): 3 clusters Score: Raw -414902.571221 + Penalty 3084.796294 = -411817.774926 nChanged 362 SP:Iteration 4F (784.530342 sec): 3 clusters Score: Raw -415178.876998 + Penalty 3084.796294 = -412094.080704 nChanged 341 SP:Iteration 5F (784.628444 sec): 3 clusters Score: Raw -415432.450938 + Penalty 3084.796294 = -412347.654644 nChanged 297 SP:Iteration 6Q (784.704586 sec): 3 clusters Score: Raw -415642.691452 + Penalty 3084.796294 = -412557.895157 nChanged 275 SP:Iteration 7Q (784.823392 sec): 3 clusters Score: Raw -415835.230922 + Penalty 3084.796294 = -412750.434627 nChanged 237 SP:Iteration 8Q (784.923034 sec): 3 clusters Score: Raw -415982.133249 + Penalty 3084.796294 = -412897.336955 nChanged 185 SP:Iteration 9Q (785.021899 sec): 3 clusters Score: Raw -416084.647550 + Penalty 3084.796294 = -412999.851255 nChanged 162 SP:Iteration 10Q (785.111334 sec): 3 clusters Score: Raw -416158.686701 + Penalty 3084.796294 = -413073.890406 nChanged 124 SP:Iteration 11Q (785.193498 sec): 3 clusters Score: Raw -416216.629016 + Penalty 3084.796294 = -413131.832722 nChanged 109 SP:Iteration 12Q (785.298786 sec): 3 clusters Score: Raw -416252.877289 + Penalty 3084.796294 = -413168.080995 nChanged 82 SP:Iteration 13Q (785.381729 sec): 3 clusters Score: Raw -416281.243717 + Penalty 3084.796294 = -413196.447422 nChanged 70 SP:Iteration 14Q (785.463054 sec): 3 clusters Score: Raw -416304.761581 + Penalty 3084.796294 = -413219.965287 nChanged 51 SP:Iteration 15Q (785.568272 sec): 3 clusters Score: Raw -416320.212585 + Penalty 3084.796294 = -413235.416290 nChanged 42 SP:Iteration 16Q (785.647537 sec): 3 clusters Score: Raw -416332.430435 + Penalty 3084.796294 = -413247.634140 nChanged 35 SP:Iteration 17Q (785.750997 sec): 3 clusters Score: Raw -416341.632634 + Penalty 3084.796294 = -413256.836339 nChanged 33 SP:Iteration 18Q (785.846960 sec): 3 clusters Score: Raw -416349.881912 + Penalty 3084.796294 = -413265.085617 nChanged 30 SP:Iteration 19Q (785.948353 sec): 3 clusters Score: Raw -416356.699243 + Penalty 3084.796294 = -413271.902949 nChanged 23 SP:Iteration 20F (786.044082 sec): 3 clusters Score: Raw -416361.985418 + Penalty 3084.796294 = -413277.189123 nChanged 21 SP:Iteration 21Q (786.140873 sec): 3 clusters Score: Raw -416366.185480 + Penalty 3084.796294 = -413281.389185 nChanged 16 SP:Iteration 22Q (786.230207 sec): 3 clusters Score: Raw -416368.870097 + Penalty 3084.796294 = -413284.073803 nChanged 14 SP:Iteration 23Q (786.315482 sec): 3 clusters Score: Raw -416370.909017 + Penalty 3084.796294 = -413286.112722 nChanged 8 SP:Iteration 24Q (786.410511 sec): 3 clusters Score: Raw -416372.150991 + Penalty 3084.796294 = -413287.354696 nChanged 9 SP:Iteration 25Q (786.505325 sec): 3 clusters Score: Raw -416373.868667 + Penalty 3084.796294 = -413289.072373 nChanged 10 SP:Iteration 26Q (786.589184 sec): 3 clusters Score: Raw -416375.673873 + Penalty 3084.796294 = -413290.877578 nChanged 8 SP:Iteration 27Q (786.682067 sec): 3 clusters Score: Raw -416377.333596 + Penalty 3084.796294 = -413292.537301 nChanged 4 SP:Iteration 28Q (786.761432 sec): 3 clusters Score: Raw -416378.270804 + Penalty 3084.796294 = -413293.474510 nChanged 9 SP:Iteration 29Q (786.873908 sec): 3 clusters Score: Raw -416380.598289 + Penalty 3084.796294 = -413295.801995 nChanged 10 SP:Iteration 30Q (786.965562 sec): 3 clusters Score: Raw -416382.350659 + Penalty 3084.796294 = -413297.554364 nChanged 7 SP:Iteration 31Q (787.065905 sec): 3 clusters Score: Raw -416383.993517 + Penalty 3084.796294 = -413299.197223 nChanged 9 SP:Iteration 32Q (787.161534 sec): 3 clusters Score: Raw -416385.600899 + Penalty 3084.796294 = -413300.804605 nChanged 4 SP:Iteration 33Q (787.233807 sec): 3 clusters Score: Raw -416386.270083 + Penalty 3084.796294 = -413301.473788 nChanged 2 SP:Iteration 34Q (787.322993 sec): 3 clusters Score: Raw -416386.561266 + Penalty 3084.796294 = -413301.764971 nChanged 2 SP:Iteration 35Q (787.424112 sec): 3 clusters Score: Raw -416386.872625 + Penalty 3084.796294 = -413302.076331 nChanged 3 SP:Iteration 36Q (787.522253 sec): 3 clusters Score: Raw -416387.266737 + Penalty 3084.796294 = -413302.470443 nChanged 4 SP:Iteration 37Q (787.595724 sec): 3 clusters Score: Raw -416388.153912 + Penalty 3084.796294 = -413303.357617 nChanged 2 SP:Iteration 38Q (787.687266 sec): 3 clusters Score: Raw -416388.519425 + Penalty 3084.796294 = -413303.723130 nChanged 1 SP:Iteration 39Q (787.799589 sec): 3 clusters Score: Raw -416388.855856 + Penalty 3084.796294 = -413304.059561 nChanged 3 SP:Iteration 40F (787.875296 sec): 3 clusters Score: Raw -416389.718827 + Penalty 3084.796294 = -413304.922533 nChanged 6 SP:Iteration 41Q (787.962310 sec): 3 clusters Score: Raw -416391.087920 + Penalty 3084.796294 = -413306.291626 nChanged 7 SP:Iteration 42Q (788.066744 sec): 3 clusters Score: Raw -416392.330730 + Penalty 3084.796294 = -413307.534435 nChanged 6 SP:Iteration 43Q (788.144087 sec): 3 clusters Score: Raw -416393.766778 + Penalty 3084.796294 = -413308.970483 nChanged 5 SP:Iteration 44Q (788.256418 sec): 3 clusters Score: Raw -416394.615958 + Penalty 3084.796294 = -413309.819663 nChanged 5 SP:Iteration 45Q (788.346346 sec): 3 clusters Score: Raw -416395.512727 + Penalty 3084.796294 = -413310.716433 nChanged 5 SP:Iteration 46Q (788.437287 sec): 3 clusters Score: Raw -416396.388859 + Penalty 3084.796294 = -413311.592565 nChanged 3 SP:Iteration 47Q (788.527052 sec): 3 clusters Score: Raw -416397.034974 + Penalty 3084.796294 = -413312.238680 nChanged 3 SP:Iteration 48Q (788.622420 sec): 3 clusters Score: Raw -416397.800279 + Penalty 3084.796294 = -413313.003985 nChanged 6 SP:Iteration 49Q (788.714524 sec): 3 clusters Score: Raw -416398.764372 + Penalty 3084.796294 = -413313.968078 nChanged 2 SP:Iteration 50Q (788.805508 sec): 3 clusters Score: Raw -416398.976225 + Penalty 3084.796294 = -413314.179931 nChanged 2 SP:Iteration 51Q (788.896870 sec): 3 clusters Score: Raw -416399.231970 + Penalty 3084.796294 = -413314.435676 nChanged 2 SP:Iteration 52Q (788.972143 sec): 3 clusters Score: Raw -416399.601269 + Penalty 3084.796294 = -413314.804975 nChanged 0 SP:Iteration 53F (789.062863 sec): 3 clusters Score: Raw -416399.601269 + Penalty 3084.796294 = -413314.804975 nChanged 0 Trying to split cluster 4 (3797 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (789.112464 sec): 2 clusters Score: Raw -224010.377977 + Penalty 1446.465131 = -222563.912845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (789.241539 sec): 3 clusters Score: Raw -222154.384985 + Penalty 2892.930263 = -219261.454722 nChanged 1480 SP:Iteration 1F (789.367740 sec): 3 clusters Score: Raw -223095.755020 + Penalty 2892.930263 = -220202.824757 nChanged 346 SP:Iteration 2F (789.474518 sec): 3 clusters Score: Raw -223349.527530 + Penalty 2892.930263 = -220456.597268 nChanged 257 SP:Iteration 3F (789.573717 sec): 3 clusters Score: Raw -223591.028905 + Penalty 2892.930263 = -220698.098642 nChanged 221 SP:Iteration 4F (789.670948 sec): 3 clusters Score: Raw -223835.920759 + Penalty 2892.930263 = -220942.990496 nChanged 212 SP:Iteration 5F (789.764195 sec): 3 clusters Score: Raw -224077.436719 + Penalty 2892.930263 = -221184.506456 nChanged 235 SP:Iteration 6F (789.856205 sec): 3 clusters Score: Raw -224418.640202 + Penalty 2892.930263 = -221525.709940 nChanged 208 SP:Iteration 7F (789.959285 sec): 3 clusters Score: Raw -224753.976258 + Penalty 2892.930263 = -221861.045995 nChanged 210 SP:Iteration 8F (790.058427 sec): 3 clusters Score: Raw -225007.023679 + Penalty 2892.930263 = -222114.093416 nChanged 162 SP:Iteration 9Q (790.156993 sec): 3 clusters Score: Raw -225155.347807 + Penalty 2892.930263 = -222262.417544 nChanged 128 SP:Iteration 10Q (790.257840 sec): 3 clusters Score: Raw -225251.509105 + Penalty 2892.930263 = -222358.578842 nChanged 84 SP:Iteration 11Q (790.384242 sec): 3 clusters Score: Raw -225302.329849 + Penalty 2892.930263 = -222409.399586 nChanged 55 SP:Iteration 12Q (790.467280 sec): 3 clusters Score: Raw -225332.991517 + Penalty 2892.930263 = -222440.061255 nChanged 36 SP:Iteration 13Q (790.577918 sec): 3 clusters Score: Raw -225344.750142 + Penalty 2892.930263 = -222451.819879 nChanged 18 SP:Iteration 14Q (790.680063 sec): 3 clusters Score: Raw -225350.756846 + Penalty 2892.930263 = -222457.826584 nChanged 9 SP:Iteration 15Q (790.775598 sec): 3 clusters Score: Raw -225356.276301 + Penalty 2892.930263 = -222463.346039 nChanged 12 SP:Iteration 16Q (790.881650 sec): 3 clusters Score: Raw -225360.595095 + Penalty 2892.930263 = -222467.664832 nChanged 5 SP:Iteration 17Q (790.969801 sec): 3 clusters Score: Raw -225362.252695 + Penalty 2892.930263 = -222469.322432 nChanged 3 SP:Iteration 18Q (791.079324 sec): 3 clusters Score: Raw -225362.992718 + Penalty 2892.930263 = -222470.062455 nChanged 1 SP:Iteration 19Q (791.178572 sec): 3 clusters Score: Raw -225363.266976 + Penalty 2892.930263 = -222470.336714 nChanged 1 SP:Iteration 20F (791.287563 sec): 3 clusters Score: Raw -225363.368884 + Penalty 2892.930263 = -222470.438622 nChanged 1 SP:Iteration 21Q (791.400185 sec): 3 clusters Score: Raw -225363.557255 + Penalty 2892.930263 = -222470.626993 nChanged 3 SP:Iteration 22Q (791.482653 sec): 3 clusters Score: Raw -225364.165895 + Penalty 2892.930263 = -222471.235632 nChanged 2 SP:Iteration 23Q (791.591489 sec): 3 clusters Score: Raw -225364.649747 + Penalty 2892.930263 = -222471.719484 nChanged 4 SP:Iteration 24Q (791.626085 sec): 3 clusters Score: Raw -225366.304558 + Penalty 2892.930263 = -222473.374295 nChanged 4 SP:Iteration 25Q (791.710318 sec): 3 clusters Score: Raw -225368.057818 + Penalty 2892.930263 = -222475.127555 nChanged 4 SP:Iteration 26Q (791.837141 sec): 3 clusters Score: Raw -225370.307853 + Penalty 2892.930263 = -222477.377591 nChanged 9 SP:Iteration 27Q (791.928723 sec): 3 clusters Score: Raw -225375.583378 + Penalty 2892.930263 = -222482.653116 nChanged 8 SP:Iteration 28Q (792.031945 sec): 3 clusters Score: Raw -225378.125183 + Penalty 2892.930263 = -222485.194920 nChanged 4 SP:Iteration 29Q (792.132808 sec): 3 clusters Score: Raw -225379.065889 + Penalty 2892.930263 = -222486.135626 nChanged 3 SP:Iteration 30Q (792.218625 sec): 3 clusters Score: Raw -225380.094101 + Penalty 2892.930263 = -222487.163838 nChanged 2 SP:Iteration 31Q (792.331511 sec): 3 clusters Score: Raw -225380.587921 + Penalty 2892.930263 = -222487.657659 nChanged 1 SP:Iteration 32Q (792.441020 sec): 3 clusters Score: Raw -225380.841223 + Penalty 2892.930263 = -222487.910961 nChanged 2 SP:Iteration 33Q (792.546577 sec): 3 clusters Score: Raw -225381.552436 + Penalty 2892.930263 = -222488.622173 nChanged 2 SP:Iteration 34Q (792.651018 sec): 3 clusters Score: Raw -225381.877474 + Penalty 2892.930263 = -222488.947211 nChanged 2 SP:Iteration 35Q (792.766358 sec): 3 clusters Score: Raw -225382.599552 + Penalty 2892.930263 = -222489.669289 nChanged 0 SP:Iteration 36F (792.873452 sec): 3 clusters Score: Raw -225382.599552 + Penalty 2892.930263 = -222489.669289 nChanged 0 Trying to split cluster 5 (6223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (792.905472 sec): 2 clusters Score: Raw -402173.391379 + Penalty 1533.169296 = -400640.222083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (793.082679 sec): 3 clusters Score: Raw -398920.209589 + Penalty 3066.338592 = -395853.870997 nChanged 2559 SP:Iteration 1F (793.174754 sec): 3 clusters Score: Raw -400404.537673 + Penalty 3066.338592 = -397338.199081 nChanged 475 SP:Iteration 2F (793.303512 sec): 3 clusters Score: Raw -400721.893701 + Penalty 3066.338592 = -397655.555109 nChanged 426 SP:Iteration 3F (793.422747 sec): 3 clusters Score: Raw -401008.637359 + Penalty 3066.338592 = -397942.298767 nChanged 351 SP:Iteration 4F (793.550580 sec): 3 clusters Score: Raw -401319.119233 + Penalty 3066.338592 = -398252.780641 nChanged 376 SP:Iteration 5F (793.667280 sec): 3 clusters Score: Raw -401644.622219 + Penalty 3066.338592 = -398578.283627 nChanged 362 SP:Iteration 6F (793.784603 sec): 3 clusters Score: Raw -401975.695021 + Penalty 3066.338592 = -398909.356429 nChanged 334 SP:Iteration 7F (793.889221 sec): 3 clusters Score: Raw -402229.686530 + Penalty 3066.338592 = -399163.347938 nChanged 287 SP:Iteration 8Q (794.038788 sec): 3 clusters Score: Raw -402428.033951 + Penalty 3066.338592 = -399361.695359 nChanged 214 SP:Iteration 9Q (794.129567 sec): 3 clusters Score: Raw -402538.901037 + Penalty 3066.338592 = -399472.562445 nChanged 139 SP:Iteration 10Q (794.231550 sec): 3 clusters Score: Raw -402613.584797 + Penalty 3066.338592 = -399547.246205 nChanged 115 SP:Iteration 11Q (794.321691 sec): 3 clusters Score: Raw -402665.973115 + Penalty 3066.338592 = -399599.634523 nChanged 109 SP:Iteration 12Q (794.404232 sec): 3 clusters Score: Raw -402723.068735 + Penalty 3066.338592 = -399656.730143 nChanged 101 SP:Iteration 13Q (794.502371 sec): 3 clusters Score: Raw -402776.156914 + Penalty 3066.338592 = -399709.818322 nChanged 89 SP:Iteration 14Q (794.590800 sec): 3 clusters Score: Raw -402831.393013 + Penalty 3066.338592 = -399765.054421 nChanged 104 SP:Iteration 15Q (794.685828 sec): 3 clusters Score: Raw -402900.286339 + Penalty 3066.338592 = -399833.947747 nChanged 100 SP:Iteration 16Q (794.785930 sec): 3 clusters Score: Raw -402966.114155 + Penalty 3066.338592 = -399899.775563 nChanged 105 SP:Iteration 17Q (794.906867 sec): 3 clusters Score: Raw -403031.737087 + Penalty 3066.338592 = -399965.398495 nChanged 116 SP:Iteration 18Q (794.992042 sec): 3 clusters Score: Raw -403095.875110 + Penalty 3066.338592 = -400029.536518 nChanged 101 SP:Iteration 19Q (795.093212 sec): 3 clusters Score: Raw -403148.490563 + Penalty 3066.338592 = -400082.151971 nChanged 102 SP:Iteration 20F (795.212933 sec): 3 clusters Score: Raw -403201.921866 + Penalty 3066.338592 = -400135.583274 nChanged 113 SP:Iteration 21Q (795.323132 sec): 3 clusters Score: Raw -403290.776419 + Penalty 3066.338592 = -400224.437827 nChanged 155 SP:Iteration 22Q (795.417755 sec): 3 clusters Score: Raw -403443.537712 + Penalty 3066.338592 = -400377.199120 nChanged 188 SP:Iteration 23Q (795.502523 sec): 3 clusters Score: Raw -403668.503275 + Penalty 3066.338592 = -400602.164683 nChanged 219 SP:Iteration 24Q (795.632110 sec): 3 clusters Score: Raw -403934.081810 + Penalty 3066.338592 = -400867.743218 nChanged 221 SP:Iteration 25Q (795.712980 sec): 3 clusters Score: Raw -404278.416188 + Penalty 3066.338592 = -401212.077596 nChanged 242 SP:Iteration 26Q (795.805495 sec): 3 clusters Score: Raw -404727.868526 + Penalty 3066.338592 = -401661.529934 nChanged 240 SP:Iteration 27Q (795.918847 sec): 3 clusters Score: Raw -405180.984494 + Penalty 3066.338592 = -402114.645902 nChanged 178 SP:Iteration 28Q (796.019445 sec): 3 clusters Score: Raw -405464.877599 + Penalty 3066.338592 = -402398.539007 nChanged 112 SP:Iteration 29Q (796.117067 sec): 3 clusters Score: Raw -405608.333888 + Penalty 3066.338592 = -402541.995296 nChanged 87 SP:Iteration 30Q (796.213984 sec): 3 clusters Score: Raw -405705.348270 + Penalty 3066.338592 = -402639.009678 nChanged 61 SP:Iteration 31Q (796.313978 sec): 3 clusters Score: Raw -405767.859109 + Penalty 3066.338592 = -402701.520517 nChanged 54 SP:Iteration 32Q (796.415335 sec): 3 clusters Score: Raw -405797.944068 + Penalty 3066.338592 = -402731.605476 nChanged 33 SP:Iteration 33Q (796.530360 sec): 3 clusters Score: Raw -405810.071626 + Penalty 3066.338592 = -402743.733034 nChanged 16 SP:Iteration 34Q (796.643706 sec): 3 clusters Score: Raw -405815.069454 + Penalty 3066.338592 = -402748.730862 nChanged 16 SP:Iteration 35Q (796.741926 sec): 3 clusters Score: Raw -405819.646713 + Penalty 3066.338592 = -402753.308121 nChanged 11 SP:Iteration 36Q (796.842644 sec): 3 clusters Score: Raw -405822.255838 + Penalty 3066.338592 = -402755.917246 nChanged 12 SP:Iteration 37Q (796.953332 sec): 3 clusters Score: Raw -405826.823945 + Penalty 3066.338592 = -402760.485353 nChanged 11 SP:Iteration 38Q (797.061055 sec): 3 clusters Score: Raw -405830.347660 + Penalty 3066.338592 = -402764.009068 nChanged 12 SP:Iteration 39Q (797.167442 sec): 3 clusters Score: Raw -405834.815179 + Penalty 3066.338592 = -402768.476588 nChanged 14 SP:Iteration 40F (797.270844 sec): 3 clusters Score: Raw -405848.840530 + Penalty 3066.338592 = -402782.501938 nChanged 21 SP:Iteration 41Q (797.372837 sec): 3 clusters Score: Raw -405860.504308 + Penalty 3066.338592 = -402794.165716 nChanged 30 SP:Iteration 42Q (797.474703 sec): 3 clusters Score: Raw -405874.417929 + Penalty 3066.338592 = -402808.079337 nChanged 26 SP:Iteration 43Q (797.535036 sec): 3 clusters Score: Raw -405887.599591 + Penalty 3066.338592 = -402821.260999 nChanged 22 SP:Iteration 44Q (797.571054 sec): 3 clusters Score: Raw -405897.376890 + Penalty 3066.338592 = -402831.038298 nChanged 20 SP:Iteration 45Q (797.606243 sec): 3 clusters Score: Raw -405906.759664 + Penalty 3066.338592 = -402840.421072 nChanged 21 SP:Iteration 46Q (797.641455 sec): 3 clusters Score: Raw -405916.273866 + Penalty 3066.338592 = -402849.935274 nChanged 21 SP:Iteration 47Q (797.676621 sec): 3 clusters Score: Raw -405926.461256 + Penalty 3066.338592 = -402860.122664 nChanged 20 SP:Iteration 48Q (797.711677 sec): 3 clusters Score: Raw -405936.416744 + Penalty 3066.338592 = -402870.078152 nChanged 20 SP:Iteration 49Q (797.746769 sec): 3 clusters Score: Raw -405948.092607 + Penalty 3066.338592 = -402881.754015 nChanged 18 SP:Iteration 50Q (797.781777 sec): 3 clusters Score: Raw -405962.056232 + Penalty 3066.338592 = -402895.717640 nChanged 18 SP:Iteration 51Q (797.816834 sec): 3 clusters Score: Raw -405970.681069 + Penalty 3066.338592 = -402904.342477 nChanged 15 SP:Iteration 52Q (797.937201 sec): 3 clusters Score: Raw -405975.617565 + Penalty 3066.338592 = -402909.278973 nChanged 13 SP:Iteration 53Q (798.025466 sec): 3 clusters Score: Raw -405981.538475 + Penalty 3066.338592 = -402915.199883 nChanged 11 SP:Iteration 54Q (798.117752 sec): 3 clusters Score: Raw -405986.248394 + Penalty 3066.338592 = -402919.909802 nChanged 14 SP:Iteration 55Q (798.205813 sec): 3 clusters Score: Raw -405992.408166 + Penalty 3066.338592 = -402926.069574 nChanged 16 SP:Iteration 56Q (798.275614 sec): 3 clusters Score: Raw -406002.212379 + Penalty 3066.338592 = -402935.873787 nChanged 15 SP:Iteration 57Q (798.388197 sec): 3 clusters Score: Raw -406008.683780 + Penalty 3066.338592 = -402942.345188 nChanged 13 SP:Iteration 58Q (798.462951 sec): 3 clusters Score: Raw -406017.084103 + Penalty 3066.338592 = -402950.745511 nChanged 11 SP:Iteration 59Q (798.559811 sec): 3 clusters Score: Raw -406021.059401 + Penalty 3066.338592 = -402954.720809 nChanged 5 SP:Iteration 60F (798.641616 sec): 3 clusters Score: Raw -406022.314167 + Penalty 3066.338592 = -402955.975575 nChanged 4 SP:Iteration 61Q (798.731187 sec): 3 clusters Score: Raw -406023.201054 + Penalty 3066.338592 = -402956.862462 nChanged 3 SP:Iteration 62Q (798.827409 sec): 3 clusters Score: Raw -406024.205674 + Penalty 3066.338592 = -402957.867082 nChanged 4 SP:Iteration 63Q (798.917596 sec): 3 clusters Score: Raw -406026.082292 + Penalty 3066.338592 = -402959.743700 nChanged 4 SP:Iteration 64Q (798.987006 sec): 3 clusters Score: Raw -406027.435108 + Penalty 3066.338592 = -402961.096516 nChanged 4 SP:Iteration 65Q (799.094420 sec): 3 clusters Score: Raw -406029.008121 + Penalty 3066.338592 = -402962.669529 nChanged 5 SP:Iteration 66Q (799.189420 sec): 3 clusters Score: Raw -406031.042418 + Penalty 3066.338592 = -402964.703826 nChanged 4 SP:Iteration 67Q (799.277250 sec): 3 clusters Score: Raw -406032.743450 + Penalty 3066.338592 = -402966.404858 nChanged 5 SP:Iteration 68Q (799.362450 sec): 3 clusters Score: Raw -406035.598652 + Penalty 3066.338592 = -402969.260060 nChanged 4 SP:Iteration 69Q (799.447135 sec): 3 clusters Score: Raw -406037.632018 + Penalty 3066.338592 = -402971.293426 nChanged 3 SP:Iteration 70Q (799.531330 sec): 3 clusters Score: Raw -406039.109415 + Penalty 3066.338592 = -402972.770823 nChanged 4 SP:Iteration 71Q (799.624624 sec): 3 clusters Score: Raw -406041.337813 + Penalty 3066.338592 = -402974.999221 nChanged 5 SP:Iteration 72Q (799.727408 sec): 3 clusters Score: Raw -406043.065570 + Penalty 3066.338592 = -402976.726978 nChanged 0 SP:Iteration 73F (799.800169 sec): 3 clusters Score: Raw -406043.065570 + Penalty 3066.338592 = -402976.726978 nChanged 0 Score: Raw -11950471.888577 + Penalty 62196.225063 = -11888275.663514 Splitting cluster 5 changes total score from -11886508.801224 to -11888275.663514 So it's getting split into cluster 29. Trying to split cluster 6 (1132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (805.554341 sec): 2 clusters Score: Raw -60783.610811 + Penalty 1234.070591 = -59549.540220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (805.567837 sec): 3 clusters Score: Raw -60456.404397 + Penalty 2468.141182 = -57988.263215 nChanged 349 SP:Iteration 1F (805.580730 sec): 3 clusters Score: Raw -60811.896032 + Penalty 2468.141182 = -58343.754850 nChanged 102 SP:Iteration 2F (805.593532 sec): 3 clusters Score: Raw -60965.867614 + Penalty 2468.141182 = -58497.726432 nChanged 88 SP:Iteration 3F (805.618213 sec): 3 clusters Score: Raw -61207.274028 + Penalty 2468.141182 = -58739.132846 nChanged 106 SP:Iteration 4F (805.634699 sec): 3 clusters Score: Raw -61458.857217 + Penalty 2468.141182 = -58990.716035 nChanged 72 SP:Iteration 5F (805.647479 sec): 3 clusters Score: Raw -61628.463392 + Penalty 2468.141182 = -59160.322210 nChanged 44 SP:Iteration 6Q (805.660414 sec): 3 clusters Score: Raw -61735.875176 + Penalty 2468.141182 = -59267.733994 nChanged 38 SP:Iteration 7Q (805.673300 sec): 3 clusters Score: Raw -61851.920198 + Penalty 2468.141182 = -59383.779016 nChanged 37 SP:Iteration 8Q (805.686084 sec): 3 clusters Score: Raw -61957.916360 + Penalty 2468.141182 = -59489.775178 nChanged 38 SP:Iteration 9Q (805.698817 sec): 3 clusters Score: Raw -62070.232154 + Penalty 2468.141182 = -59602.090972 nChanged 29 SP:Iteration 10Q (805.723393 sec): 3 clusters Score: Raw -62152.131576 + Penalty 2468.141182 = -59683.990394 nChanged 22 SP:Iteration 11Q (805.736292 sec): 3 clusters Score: Raw -62223.958588 + Penalty 2468.141182 = -59755.817406 nChanged 27 SP:Iteration 12Q (805.748879 sec): 3 clusters Score: Raw -62325.797117 + Penalty 2468.141182 = -59857.655935 nChanged 35 SP:Iteration 13Q (805.761511 sec): 3 clusters Score: Raw -62482.840320 + Penalty 2468.141182 = -60014.699138 nChanged 30 SP:Iteration 14Q (805.774191 sec): 3 clusters Score: Raw -62605.716621 + Penalty 2468.141182 = -60137.575439 nChanged 26 SP:Iteration 15Q (805.786763 sec): 3 clusters Score: Raw -62702.846003 + Penalty 2468.141182 = -60234.704821 nChanged 22 SP:Iteration 16Q (805.799253 sec): 3 clusters Score: Raw -62810.716617 + Penalty 2468.141182 = -60342.575435 nChanged 25 SP:Iteration 17Q (805.811680 sec): 3 clusters Score: Raw -63046.306003 + Penalty 2468.141182 = -60578.164821 nChanged 15 SP:Iteration 18Q (805.824033 sec): 3 clusters Score: Raw -63329.207670 + Penalty 2468.141182 = -60861.066489 nChanged 7 SP:Iteration 19Q (805.836520 sec): 3 clusters Score: Raw -63346.317039 + Penalty 2468.141182 = -60878.175857 nChanged 3 SP:Iteration 20F (805.849369 sec): 3 clusters Score: Raw -63364.073700 + Penalty 2468.141182 = -60895.932518 nChanged 2 SP:Iteration 21Q (805.861707 sec): 3 clusters Score: Raw -63370.346465 + Penalty 2468.141182 = -60902.205284 nChanged 1 SP:Iteration 22Q (805.874042 sec): 3 clusters Score: Raw -63373.320156 + Penalty 2468.141182 = -60905.178975 nChanged 2 SP:Iteration 23Q (805.886427 sec): 3 clusters Score: Raw -63377.654164 + Penalty 2468.141182 = -60909.512982 nChanged 1 SP:Iteration 24Q (805.910411 sec): 3 clusters Score: Raw -63379.792296 + Penalty 2468.141182 = -60911.651114 nChanged 1 SP:Iteration 25Q (805.926348 sec): 3 clusters Score: Raw -63381.297570 + Penalty 2468.141182 = -60913.156388 nChanged 0 SP:Iteration 26F (805.939111 sec): 3 clusters Score: Raw -63381.297570 + Penalty 2468.141182 = -60913.156388 nChanged 0 Score: Raw -11953069.575336 + Penalty 64340.922479 = -11888728.652858 Splitting cluster 6 changes total score from -11886508.801224 to -11888728.652858 So it's getting split into cluster 30. Trying to split cluster 7 (15513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (812.814368 sec): 2 clusters Score: Raw -1070331.092503 + Penalty 1693.475608 = -1068637.616895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (812.931417 sec): 3 clusters Score: Raw -1061292.391397 + Penalty 3386.951215 = -1057905.440182 nChanged 6857 SP:Iteration 1F (813.027355 sec): 3 clusters Score: Raw -1065164.466469 + Penalty 3386.951215 = -1061777.515254 nChanged 944 SP:Iteration 2F (813.125845 sec): 3 clusters Score: Raw -1065574.206157 + Penalty 3386.951215 = -1062187.254942 nChanged 802 SP:Iteration 3F (813.244530 sec): 3 clusters Score: Raw -1065930.751056 + Penalty 3386.951215 = -1062543.799841 nChanged 790 SP:Iteration 4F (813.357316 sec): 3 clusters Score: Raw -1066340.052676 + Penalty 3386.951215 = -1062953.101461 nChanged 865 SP:Iteration 5F (813.452599 sec): 3 clusters Score: Raw -1066822.358590 + Penalty 3386.951215 = -1063435.407375 nChanged 872 SP:Iteration 6F (813.599213 sec): 3 clusters Score: Raw -1067332.703163 + Penalty 3386.951215 = -1063945.751948 nChanged 841 SP:Iteration 7F (813.712205 sec): 3 clusters Score: Raw -1067883.070506 + Penalty 3386.951215 = -1064496.119291 nChanged 753 SP:Iteration 8Q (813.752199 sec): 3 clusters Score: Raw -1068351.467534 + Penalty 3386.951215 = -1064964.516319 nChanged 661 SP:Iteration 9Q (813.810624 sec): 3 clusters Score: Raw -1068763.766827 + Penalty 3386.951215 = -1065376.815611 nChanged 551 SP:Iteration 10Q (813.879137 sec): 3 clusters Score: Raw -1069124.162750 + Penalty 3386.951215 = -1065737.211535 nChanged 469 SP:Iteration 11Q (813.937506 sec): 3 clusters Score: Raw -1069415.944815 + Penalty 3386.951215 = -1066028.993600 nChanged 350 SP:Iteration 12Q (813.995930 sec): 3 clusters Score: Raw -1069617.283508 + Penalty 3386.951215 = -1066230.332293 nChanged 315 SP:Iteration 13Q (814.053684 sec): 3 clusters Score: Raw -1069782.132982 + Penalty 3386.951215 = -1066395.181767 nChanged 279 SP:Iteration 14Q (814.110832 sec): 3 clusters Score: Raw -1069925.117891 + Penalty 3386.951215 = -1066538.166676 nChanged 258 SP:Iteration 15Q (814.246650 sec): 3 clusters Score: Raw -1070059.103299 + Penalty 3386.951215 = -1066672.152084 nChanged 251 SP:Iteration 16Q (814.363935 sec): 3 clusters Score: Raw -1070202.608772 + Penalty 3386.951215 = -1066815.657557 nChanged 246 SP:Iteration 17Q (814.477564 sec): 3 clusters Score: Raw -1070342.930733 + Penalty 3386.951215 = -1066955.979518 nChanged 230 SP:Iteration 18Q (814.596411 sec): 3 clusters Score: Raw -1070483.146890 + Penalty 3386.951215 = -1067096.195675 nChanged 219 SP:Iteration 19Q (814.715395 sec): 3 clusters Score: Raw -1070620.158457 + Penalty 3386.951215 = -1067233.207242 nChanged 218 SP:Iteration 20F (814.828893 sec): 3 clusters Score: Raw -1070785.829480 + Penalty 3386.951215 = -1067398.878265 nChanged 259 SP:Iteration 21Q (814.940519 sec): 3 clusters Score: Raw -1071007.360001 + Penalty 3386.951215 = -1067620.408786 nChanged 285 SP:Iteration 22Q (815.055632 sec): 3 clusters Score: Raw -1071277.100144 + Penalty 3386.951215 = -1067890.148929 nChanged 296 SP:Iteration 23Q (815.151940 sec): 3 clusters Score: Raw -1071583.002692 + Penalty 3386.951215 = -1068196.051477 nChanged 298 SP:Iteration 24Q (815.259027 sec): 3 clusters Score: Raw -1071930.978125 + Penalty 3386.951215 = -1068544.026910 nChanged 308 SP:Iteration 25Q (815.380188 sec): 3 clusters Score: Raw -1072299.672533 + Penalty 3386.951215 = -1068912.721318 nChanged 241 SP:Iteration 26Q (815.509007 sec): 3 clusters Score: Raw -1072543.549411 + Penalty 3386.951215 = -1069156.598196 nChanged 172 SP:Iteration 27Q (815.616837 sec): 3 clusters Score: Raw -1072669.029617 + Penalty 3386.951215 = -1069282.078402 nChanged 92 SP:Iteration 28Q (815.726078 sec): 3 clusters Score: Raw -1072708.457415 + Penalty 3386.951215 = -1069321.506200 nChanged 51 SP:Iteration 29Q (815.834600 sec): 3 clusters Score: Raw -1072718.789571 + Penalty 3386.951215 = -1069331.838356 nChanged 12 SP:Iteration 30Q (815.947435 sec): 3 clusters Score: Raw -1072720.213766 + Penalty 3386.951215 = -1069333.262551 nChanged 8 SP:Iteration 31Q (816.054116 sec): 3 clusters Score: Raw -1072720.956500 + Penalty 3386.951215 = -1069334.005285 nChanged 4 SP:Iteration 32Q (816.134637 sec): 3 clusters Score: Raw -1072721.321632 + Penalty 3386.951215 = -1069334.370417 nChanged 4 SP:Iteration 33Q (816.264791 sec): 3 clusters Score: Raw -1072721.876727 + Penalty 3386.951215 = -1069334.925512 nChanged 1 SP:Iteration 34Q (816.374050 sec): 3 clusters Score: Raw -1072722.003721 + Penalty 3386.951215 = -1069335.052506 nChanged 1 SP:Iteration 35Q (816.476912 sec): 3 clusters Score: Raw -1072722.113552 + Penalty 3386.951215 = -1069335.162337 nChanged 1 SP:Iteration 36Q (816.579465 sec): 3 clusters Score: Raw -1072722.210505 + Penalty 3386.951215 = -1069335.259290 nChanged 0 SP:Iteration 37F (816.689370 sec): 3 clusters Score: Raw -1072722.241154 + Penalty 3386.951215 = -1069335.289939 nChanged 1 SP:Iteration 38Q (816.796611 sec): 3 clusters Score: Raw -1072722.474284 + Penalty 3386.951215 = -1069335.523069 nChanged 1 SP:Iteration 39Q (816.898230 sec): 3 clusters Score: Raw -1072722.605490 + Penalty 3386.951215 = -1069335.654275 nChanged 0 SP:Iteration 40F (817.013280 sec): 3 clusters Score: Raw -1072722.605490 + Penalty 3386.951215 = -1069335.654275 nChanged 0 Score: Raw -11955461.088323 + Penalty 66485.619895 = -11888975.468429 Splitting cluster 7 changes total score from -11886508.801224 to -11888975.468429 So it's getting split into cluster 31. Trying to split cluster 8 (13760 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (823.246392 sec): 2 clusters Score: Raw -770778.008412 + Penalty 1672.430955 = -769105.577457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (823.344896 sec): 3 clusters Score: Raw -762886.621390 + Penalty 3344.861910 = -759541.759480 nChanged 6047 SP:Iteration 1F (823.448006 sec): 3 clusters Score: Raw -766273.707113 + Penalty 3344.861910 = -762928.845203 nChanged 941 SP:Iteration 2F (823.539803 sec): 3 clusters Score: Raw -766800.226769 + Penalty 3344.861910 = -763455.364859 nChanged 894 SP:Iteration 3F (823.641311 sec): 3 clusters Score: Raw -767387.488452 + Penalty 3344.861910 = -764042.626541 nChanged 921 SP:Iteration 4F (823.738801 sec): 3 clusters Score: Raw -768073.862784 + Penalty 3344.861910 = -764729.000873 nChanged 969 SP:Iteration 5F (823.854780 sec): 3 clusters Score: Raw -768883.188521 + Penalty 3344.861910 = -765538.326611 nChanged 919 SP:Iteration 6F (823.944894 sec): 3 clusters Score: Raw -769752.761788 + Penalty 3344.861910 = -766407.899878 nChanged 865 SP:Iteration 7F (824.044943 sec): 3 clusters Score: Raw -770506.662188 + Penalty 3344.861910 = -767161.800278 nChanged 683 SP:Iteration 8Q (824.142056 sec): 3 clusters Score: Raw -770971.892614 + Penalty 3344.861910 = -767627.030704 nChanged 535 SP:Iteration 9Q (824.246362 sec): 3 clusters Score: Raw -771283.262807 + Penalty 3344.861910 = -767938.400896 nChanged 389 SP:Iteration 10Q (824.339311 sec): 3 clusters Score: Raw -771483.132647 + Penalty 3344.861910 = -768138.270737 nChanged 323 SP:Iteration 11Q (824.456309 sec): 3 clusters Score: Raw -771626.157282 + Penalty 3344.861910 = -768281.295372 nChanged 255 SP:Iteration 12Q (824.568346 sec): 3 clusters Score: Raw -771730.005750 + Penalty 3344.861910 = -768385.143839 nChanged 227 SP:Iteration 13Q (824.681621 sec): 3 clusters Score: Raw -771814.740143 + Penalty 3344.861910 = -768469.878233 nChanged 177 SP:Iteration 14Q (824.788158 sec): 3 clusters Score: Raw -771864.966248 + Penalty 3344.861910 = -768520.104338 nChanged 148 SP:Iteration 15Q (824.874462 sec): 3 clusters Score: Raw -771905.622598 + Penalty 3344.861910 = -768560.760688 nChanged 125 SP:Iteration 16Q (824.989072 sec): 3 clusters Score: Raw -771934.231022 + Penalty 3344.861910 = -768589.369112 nChanged 95 SP:Iteration 17Q (825.091757 sec): 3 clusters Score: Raw -771951.551597 + Penalty 3344.861910 = -768606.689687 nChanged 75 SP:Iteration 18Q (825.175546 sec): 3 clusters Score: Raw -771965.584744 + Penalty 3344.861910 = -768620.722834 nChanged 65 SP:Iteration 19Q (825.293813 sec): 3 clusters Score: Raw -771978.301447 + Penalty 3344.861910 = -768633.439537 nChanged 67 SP:Iteration 20F (825.435778 sec): 3 clusters Score: Raw -771990.504005 + Penalty 3344.861910 = -768645.642095 nChanged 65 SP:Iteration 21Q (825.585696 sec): 3 clusters Score: Raw -772003.432215 + Penalty 3344.861910 = -768658.570305 nChanged 52 SP:Iteration 22Q (825.739846 sec): 3 clusters Score: Raw -772015.301505 + Penalty 3344.861910 = -768670.439595 nChanged 53 SP:Iteration 23Q (825.905850 sec): 3 clusters Score: Raw -772023.014657 + Penalty 3344.861910 = -768678.152747 nChanged 43 SP:Iteration 24Q (826.019175 sec): 3 clusters Score: Raw -772028.417053 + Penalty 3344.861910 = -768683.555143 nChanged 37 SP:Iteration 25Q (826.168650 sec): 3 clusters Score: Raw -772032.967750 + Penalty 3344.861910 = -768688.105839 nChanged 32 SP:Iteration 26Q (826.293510 sec): 3 clusters Score: Raw -772036.629662 + Penalty 3344.861910 = -768691.767752 nChanged 28 SP:Iteration 27Q (826.414722 sec): 3 clusters Score: Raw -772039.818784 + Penalty 3344.861910 = -768694.956874 nChanged 20 SP:Iteration 28Q (826.539759 sec): 3 clusters Score: Raw -772042.506657 + Penalty 3344.861910 = -768697.644747 nChanged 25 SP:Iteration 29Q (826.665206 sec): 3 clusters Score: Raw -772046.915595 + Penalty 3344.861910 = -768702.053685 nChanged 27 SP:Iteration 30Q (826.839604 sec): 3 clusters Score: Raw -772050.434150 + Penalty 3344.861910 = -768705.572240 nChanged 21 SP:Iteration 31Q (826.954199 sec): 3 clusters Score: Raw -772052.537030 + Penalty 3344.861910 = -768707.675120 nChanged 18 SP:Iteration 32Q (827.094863 sec): 3 clusters Score: Raw -772054.100859 + Penalty 3344.861910 = -768709.238949 nChanged 13 SP:Iteration 33Q (827.213329 sec): 3 clusters Score: Raw -772055.677250 + Penalty 3344.861910 = -768710.815340 nChanged 22 SP:Iteration 34Q (827.351818 sec): 3 clusters Score: Raw -772059.036034 + Penalty 3344.861910 = -768714.174124 nChanged 28 SP:Iteration 35Q (827.477853 sec): 3 clusters Score: Raw -772063.144300 + Penalty 3344.861910 = -768718.282390 nChanged 34 SP:Iteration 36Q (827.607505 sec): 3 clusters Score: Raw -772067.141269 + Penalty 3344.861910 = -768722.279359 nChanged 23 SP:Iteration 37Q (827.719413 sec): 3 clusters Score: Raw -772069.669852 + Penalty 3344.861910 = -768724.807942 nChanged 21 SP:Iteration 38Q (827.853234 sec): 3 clusters Score: Raw -772071.605584 + Penalty 3344.861910 = -768726.743673 nChanged 15 SP:Iteration 39Q (827.978152 sec): 3 clusters Score: Raw -772073.467219 + Penalty 3344.861910 = -768728.605309 nChanged 16 SP:Iteration 40F (828.087378 sec): 3 clusters Score: Raw -772075.199984 + Penalty 3344.861910 = -768730.338073 nChanged 12 SP:Iteration 41Q (828.240185 sec): 3 clusters Score: Raw -772076.290348 + Penalty 3344.861910 = -768731.428438 nChanged 17 SP:Iteration 42Q (828.368728 sec): 3 clusters Score: Raw -772078.045182 + Penalty 3344.861910 = -768733.183272 nChanged 11 SP:Iteration 43Q (828.472395 sec): 3 clusters Score: Raw -772080.160815 + Penalty 3344.861910 = -768735.298905 nChanged 17 SP:Iteration 44Q (828.612640 sec): 3 clusters Score: Raw -772081.940081 + Penalty 3344.861910 = -768737.078171 nChanged 14 SP:Iteration 45Q (828.737126 sec): 3 clusters Score: Raw -772083.465072 + Penalty 3344.861910 = -768738.603162 nChanged 28 SP:Iteration 46Q (828.839369 sec): 3 clusters Score: Raw -772087.074472 + Penalty 3344.861910 = -768742.212562 nChanged 24 SP:Iteration 47Q (828.959039 sec): 3 clusters Score: Raw -772088.952045 + Penalty 3344.861910 = -768744.090134 nChanged 12 SP:Iteration 48Q (829.073481 sec): 3 clusters Score: Raw -772090.331590 + Penalty 3344.861910 = -768745.469680 nChanged 13 SP:Iteration 49Q (829.216828 sec): 3 clusters Score: Raw -772091.434092 + Penalty 3344.861910 = -768746.572182 nChanged 13 SP:Iteration 50Q (829.330185 sec): 3 clusters Score: Raw -772092.656401 + Penalty 3344.861910 = -768747.794491 nChanged 9 SP:Iteration 51Q (829.453183 sec): 3 clusters Score: Raw -772093.490255 + Penalty 3344.861910 = -768748.628345 nChanged 7 SP:Iteration 52Q (829.569920 sec): 3 clusters Score: Raw -772094.068056 + Penalty 3344.861910 = -768749.206146 nChanged 6 SP:Iteration 53Q (829.662689 sec): 3 clusters Score: Raw -772094.547713 + Penalty 3344.861910 = -768749.685803 nChanged 5 SP:Iteration 54Q (829.796730 sec): 3 clusters Score: Raw -772094.870505 + Penalty 3344.861910 = -768750.008594 nChanged 5 SP:Iteration 55Q (829.912389 sec): 3 clusters Score: Raw -772095.135177 + Penalty 3344.861910 = -768750.273266 nChanged 5 SP:Iteration 56Q (830.002846 sec): 3 clusters Score: Raw -772095.568948 + Penalty 3344.861910 = -768750.707038 nChanged 6 SP:Iteration 57Q (830.129025 sec): 3 clusters Score: Raw -772096.359695 + Penalty 3344.861910 = -768751.497785 nChanged 13 SP:Iteration 58Q (830.251367 sec): 3 clusters Score: Raw -772097.448167 + Penalty 3344.861910 = -768752.586257 nChanged 12 SP:Iteration 59Q (830.369412 sec): 3 clusters Score: Raw -772098.551141 + Penalty 3344.861910 = -768753.689231 nChanged 14 SP:Iteration 60F (830.487550 sec): 3 clusters Score: Raw -772100.410813 + Penalty 3344.861910 = -768755.548902 nChanged 12 SP:Iteration 61Q (830.598773 sec): 3 clusters Score: Raw -772101.679863 + Penalty 3344.861910 = -768756.817952 nChanged 13 SP:Iteration 62Q (830.713355 sec): 3 clusters Score: Raw -772103.533870 + Penalty 3344.861910 = -768758.671960 nChanged 16 SP:Iteration 63Q (830.809818 sec): 3 clusters Score: Raw -772105.614962 + Penalty 3344.861910 = -768760.753052 nChanged 16 SP:Iteration 64Q (830.948862 sec): 3 clusters Score: Raw -772108.209404 + Penalty 3344.861910 = -768763.347494 nChanged 22 SP:Iteration 65Q (831.056403 sec): 3 clusters Score: Raw -772110.344823 + Penalty 3344.861910 = -768765.482913 nChanged 15 SP:Iteration 66Q (831.184879 sec): 3 clusters Score: Raw -772111.506872 + Penalty 3344.861910 = -768766.644962 nChanged 15 SP:Iteration 67Q (831.300901 sec): 3 clusters Score: Raw -772112.987623 + Penalty 3344.861910 = -768768.125713 nChanged 12 SP:Iteration 68Q (831.423240 sec): 3 clusters Score: Raw -772113.908004 + Penalty 3344.861910 = -768769.046094 nChanged 5 SP:Iteration 69Q (831.534645 sec): 3 clusters Score: Raw -772114.307271 + Penalty 3344.861910 = -768769.445361 nChanged 4 SP:Iteration 70Q (831.635314 sec): 3 clusters Score: Raw -772114.473617 + Penalty 3344.861910 = -768769.611706 nChanged 2 SP:Iteration 71Q (831.774850 sec): 3 clusters Score: Raw -772114.611142 + Penalty 3344.861910 = -768769.749232 nChanged 1 SP:Iteration 72Q (831.880449 sec): 3 clusters Score: Raw -772114.727568 + Penalty 3344.861910 = -768769.865658 nChanged 4 SP:Iteration 73Q (831.988701 sec): 3 clusters Score: Raw -772114.997067 + Penalty 3344.861910 = -768770.135157 nChanged 3 SP:Iteration 74Q (832.111575 sec): 3 clusters Score: Raw -772115.600317 + Penalty 3344.861910 = -768770.738406 nChanged 8 SP:Iteration 75Q (832.227242 sec): 3 clusters Score: Raw -772116.270629 + Penalty 3344.861910 = -768771.408719 nChanged 4 SP:Iteration 76Q (832.319707 sec): 3 clusters Score: Raw -772116.602217 + Penalty 3344.861910 = -768771.740307 nChanged 3 SP:Iteration 77Q (832.457801 sec): 3 clusters Score: Raw -772116.895061 + Penalty 3344.861910 = -768772.033151 nChanged 2 SP:Iteration 78Q (832.557576 sec): 3 clusters Score: Raw -772117.008033 + Penalty 3344.861910 = -768772.146123 nChanged 2 SP:Iteration 79Q (832.676349 sec): 3 clusters Score: Raw -772117.205831 + Penalty 3344.861910 = -768772.343921 nChanged 3 SP:Iteration 80F (832.796975 sec): 3 clusters Score: Raw -772117.356155 + Penalty 3344.861910 = -768772.494245 nChanged 1 SP:Iteration 81Q (832.912116 sec): 3 clusters Score: Raw -772117.423500 + Penalty 3344.861910 = -768772.561590 nChanged 0 SP:Iteration 82F (833.040193 sec): 3 clusters Score: Raw -772117.423500 + Penalty 3344.861910 = -768772.561590 nChanged 0 Trying to split cluster 9 (8710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (833.107872 sec): 2 clusters Score: Raw -571587.248707 + Penalty 1592.175851 = -569995.072857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (833.211529 sec): 3 clusters Score: Raw -566726.416311 + Penalty 3184.351702 = -563542.064610 nChanged 3762 SP:Iteration 1F (833.307755 sec): 3 clusters Score: Raw -568724.665461 + Penalty 3184.351702 = -565540.313760 nChanged 605 SP:Iteration 2F (833.383697 sec): 3 clusters Score: Raw -569024.399186 + Penalty 3184.351702 = -565840.047484 nChanged 534 SP:Iteration 3F (833.459911 sec): 3 clusters Score: Raw -569304.052573 + Penalty 3184.351702 = -566119.700872 nChanged 505 SP:Iteration 4F (833.564008 sec): 3 clusters Score: Raw -569600.658896 + Penalty 3184.351702 = -566416.307194 nChanged 467 SP:Iteration 5F (833.656257 sec): 3 clusters Score: Raw -569885.337186 + Penalty 3184.351702 = -566700.985485 nChanged 451 SP:Iteration 6F (833.762389 sec): 3 clusters Score: Raw -570161.850803 + Penalty 3184.351702 = -566977.499101 nChanged 440 SP:Iteration 7F (833.849989 sec): 3 clusters Score: Raw -570433.736957 + Penalty 3184.351702 = -567249.385256 nChanged 404 SP:Iteration 8Q (833.950039 sec): 3 clusters Score: Raw -570682.324592 + Penalty 3184.351702 = -567497.972890 nChanged 332 SP:Iteration 9Q (834.051779 sec): 3 clusters Score: Raw -570856.685358 + Penalty 3184.351702 = -567672.333656 nChanged 257 SP:Iteration 10Q (834.135110 sec): 3 clusters Score: Raw -571002.885779 + Penalty 3184.351702 = -567818.534078 nChanged 207 SP:Iteration 11Q (834.241132 sec): 3 clusters Score: Raw -571109.494436 + Penalty 3184.351702 = -567925.142735 nChanged 178 SP:Iteration 12Q (834.345562 sec): 3 clusters Score: Raw -571206.898862 + Penalty 3184.351702 = -568022.547160 nChanged 160 SP:Iteration 13Q (834.446829 sec): 3 clusters Score: Raw -571299.293715 + Penalty 3184.351702 = -568114.942014 nChanged 149 SP:Iteration 14Q (834.543815 sec): 3 clusters Score: Raw -571368.009084 + Penalty 3184.351702 = -568183.657382 nChanged 112 SP:Iteration 15Q (834.634132 sec): 3 clusters Score: Raw -571413.522845 + Penalty 3184.351702 = -568229.171143 nChanged 105 SP:Iteration 16Q (834.726050 sec): 3 clusters Score: Raw -571454.455071 + Penalty 3184.351702 = -568270.103370 nChanged 95 SP:Iteration 17Q (834.814441 sec): 3 clusters Score: Raw -571501.083141 + Penalty 3184.351702 = -568316.731440 nChanged 85 SP:Iteration 18Q (834.901565 sec): 3 clusters Score: Raw -571539.411217 + Penalty 3184.351702 = -568355.059515 nChanged 80 SP:Iteration 19Q (834.996696 sec): 3 clusters Score: Raw -571570.135502 + Penalty 3184.351702 = -568385.783801 nChanged 74 SP:Iteration 20F (835.084987 sec): 3 clusters Score: Raw -571601.158320 + Penalty 3184.351702 = -568416.806618 nChanged 77 SP:Iteration 21Q (835.188107 sec): 3 clusters Score: Raw -571631.115050 + Penalty 3184.351702 = -568446.763349 nChanged 77 SP:Iteration 22Q (835.278464 sec): 3 clusters Score: Raw -571656.877844 + Penalty 3184.351702 = -568472.526143 nChanged 70 SP:Iteration 23Q (835.374715 sec): 3 clusters Score: Raw -571685.772588 + Penalty 3184.351702 = -568501.420887 nChanged 73 SP:Iteration 24Q (835.474575 sec): 3 clusters Score: Raw -571717.257621 + Penalty 3184.351702 = -568532.905919 nChanged 80 SP:Iteration 25Q (835.572054 sec): 3 clusters Score: Raw -571745.518761 + Penalty 3184.351702 = -568561.167059 nChanged 58 SP:Iteration 26Q (835.670257 sec): 3 clusters Score: Raw -571771.957496 + Penalty 3184.351702 = -568587.605794 nChanged 60 SP:Iteration 27Q (835.767222 sec): 3 clusters Score: Raw -571799.553218 + Penalty 3184.351702 = -568615.201516 nChanged 61 SP:Iteration 28Q (835.868462 sec): 3 clusters Score: Raw -571820.649862 + Penalty 3184.351702 = -568636.298160 nChanged 44 SP:Iteration 29Q (835.966513 sec): 3 clusters Score: Raw -571836.624804 + Penalty 3184.351702 = -568652.273102 nChanged 37 SP:Iteration 30Q (836.052926 sec): 3 clusters Score: Raw -571850.118083 + Penalty 3184.351702 = -568665.766381 nChanged 41 SP:Iteration 31Q (836.162378 sec): 3 clusters Score: Raw -571866.743325 + Penalty 3184.351702 = -568682.391624 nChanged 44 SP:Iteration 32Q (836.247897 sec): 3 clusters Score: Raw -571881.516919 + Penalty 3184.351702 = -568697.165218 nChanged 38 SP:Iteration 33Q (836.339514 sec): 3 clusters Score: Raw -571892.281635 + Penalty 3184.351702 = -568707.929933 nChanged 33 SP:Iteration 34Q (836.434536 sec): 3 clusters Score: Raw -571903.341177 + Penalty 3184.351702 = -568718.989476 nChanged 30 SP:Iteration 35Q (836.532193 sec): 3 clusters Score: Raw -571912.150992 + Penalty 3184.351702 = -568727.799290 nChanged 28 SP:Iteration 36Q (836.618886 sec): 3 clusters Score: Raw -571921.660094 + Penalty 3184.351702 = -568737.308392 nChanged 25 SP:Iteration 37Q (836.714773 sec): 3 clusters Score: Raw -571930.931507 + Penalty 3184.351702 = -568746.579805 nChanged 31 SP:Iteration 38Q (836.814158 sec): 3 clusters Score: Raw -571938.447066 + Penalty 3184.351702 = -568754.095364 nChanged 24 SP:Iteration 39Q (836.905413 sec): 3 clusters Score: Raw -571945.708768 + Penalty 3184.351702 = -568761.357066 nChanged 26 SP:Iteration 40F (837.018609 sec): 3 clusters Score: Raw -571951.360975 + Penalty 3184.351702 = -568767.009273 nChanged 16 SP:Iteration 41Q (837.118577 sec): 3 clusters Score: Raw -571955.832071 + Penalty 3184.351702 = -568771.480369 nChanged 15 SP:Iteration 42Q (837.190965 sec): 3 clusters Score: Raw -571960.600977 + Penalty 3184.351702 = -568776.249275 nChanged 20 SP:Iteration 43Q (837.295052 sec): 3 clusters Score: Raw -571966.460134 + Penalty 3184.351702 = -568782.108432 nChanged 18 SP:Iteration 44Q (837.387167 sec): 3 clusters Score: Raw -571972.372521 + Penalty 3184.351702 = -568788.020820 nChanged 20 SP:Iteration 45Q (837.484917 sec): 3 clusters Score: Raw -571977.796810 + Penalty 3184.351702 = -568793.445108 nChanged 11 SP:Iteration 46Q (837.565145 sec): 3 clusters Score: Raw -571979.679141 + Penalty 3184.351702 = -568795.327440 nChanged 8 SP:Iteration 47Q (837.648596 sec): 3 clusters Score: Raw -571981.065883 + Penalty 3184.351702 = -568796.714182 nChanged 6 SP:Iteration 48Q (837.727457 sec): 3 clusters Score: Raw -571982.253838 + Penalty 3184.351702 = -568797.902136 nChanged 6 SP:Iteration 49Q (837.822358 sec): 3 clusters Score: Raw -571984.189449 + Penalty 3184.351702 = -568799.837748 nChanged 9 SP:Iteration 50Q (837.928974 sec): 3 clusters Score: Raw -571987.273286 + Penalty 3184.351702 = -568802.921585 nChanged 12 SP:Iteration 51Q (838.040707 sec): 3 clusters Score: Raw -571991.516366 + Penalty 3184.351702 = -568807.164665 nChanged 13 SP:Iteration 52Q (838.139049 sec): 3 clusters Score: Raw -571996.241913 + Penalty 3184.351702 = -568811.890212 nChanged 15 SP:Iteration 53Q (838.226587 sec): 3 clusters Score: Raw -572000.719073 + Penalty 3184.351702 = -568816.367372 nChanged 14 SP:Iteration 54Q (838.331174 sec): 3 clusters Score: Raw -572004.574105 + Penalty 3184.351702 = -568820.222403 nChanged 13 SP:Iteration 55Q (838.417938 sec): 3 clusters Score: Raw -572007.078336 + Penalty 3184.351702 = -568822.726634 nChanged 6 SP:Iteration 56Q (838.508864 sec): 3 clusters Score: Raw -572008.103537 + Penalty 3184.351702 = -568823.751835 nChanged 11 SP:Iteration 57Q (838.618559 sec): 3 clusters Score: Raw -572010.360053 + Penalty 3184.351702 = -568826.008351 nChanged 9 SP:Iteration 58Q (838.711743 sec): 3 clusters Score: Raw -572012.530927 + Penalty 3184.351702 = -568828.179226 nChanged 6 SP:Iteration 59Q (838.809896 sec): 3 clusters Score: Raw -572014.282315 + Penalty 3184.351702 = -568829.930614 nChanged 12 SP:Iteration 60F (838.884788 sec): 3 clusters Score: Raw -572016.219089 + Penalty 3184.351702 = -568831.867387 nChanged 9 SP:Iteration 61Q (838.985640 sec): 3 clusters Score: Raw -572017.987792 + Penalty 3184.351702 = -568833.636091 nChanged 6 SP:Iteration 62Q (839.103167 sec): 3 clusters Score: Raw -572019.574871 + Penalty 3184.351702 = -568835.223169 nChanged 10 SP:Iteration 63Q (839.183828 sec): 3 clusters Score: Raw -572021.603453 + Penalty 3184.351702 = -568837.251752 nChanged 12 SP:Iteration 64Q (839.280440 sec): 3 clusters Score: Raw -572025.063157 + Penalty 3184.351702 = -568840.711455 nChanged 9 SP:Iteration 65Q (839.373971 sec): 3 clusters Score: Raw -572028.175392 + Penalty 3184.351702 = -568843.823690 nChanged 18 SP:Iteration 66Q (839.465212 sec): 3 clusters Score: Raw -572035.864242 + Penalty 3184.351702 = -568851.512540 nChanged 20 SP:Iteration 67Q (839.554101 sec): 3 clusters Score: Raw -572041.690132 + Penalty 3184.351702 = -568857.338430 nChanged 13 SP:Iteration 68Q (839.661869 sec): 3 clusters Score: Raw -572045.261354 + Penalty 3184.351702 = -568860.909652 nChanged 11 SP:Iteration 69Q (839.803862 sec): 3 clusters Score: Raw -572049.728945 + Penalty 3184.351702 = -568865.377244 nChanged 14 SP:Iteration 70Q (839.929041 sec): 3 clusters Score: Raw -572056.889233 + Penalty 3184.351702 = -568872.537531 nChanged 25 SP:Iteration 71Q (840.039312 sec): 3 clusters Score: Raw -572067.576204 + Penalty 3184.351702 = -568883.224503 nChanged 26 SP:Iteration 72Q (840.166662 sec): 3 clusters Score: Raw -572079.683857 + Penalty 3184.351702 = -568895.332156 nChanged 21 SP:Iteration 73Q (840.314132 sec): 3 clusters Score: Raw -572087.673708 + Penalty 3184.351702 = -568903.322006 nChanged 12 SP:Iteration 74Q (840.423792 sec): 3 clusters Score: Raw -572091.870606 + Penalty 3184.351702 = -568907.518905 nChanged 10 SP:Iteration 75Q (840.559873 sec): 3 clusters Score: Raw -572095.432910 + Penalty 3184.351702 = -568911.081208 nChanged 6 SP:Iteration 76Q (840.697564 sec): 3 clusters Score: Raw -572097.256798 + Penalty 3184.351702 = -568912.905097 nChanged 6 SP:Iteration 77Q (840.832586 sec): 3 clusters Score: Raw -572099.068633 + Penalty 3184.351702 = -568914.716932 nChanged 12 SP:Iteration 78Q (840.940418 sec): 3 clusters Score: Raw -572101.818933 + Penalty 3184.351702 = -568917.467231 nChanged 10 SP:Iteration 79Q (841.060533 sec): 3 clusters Score: Raw -572105.065406 + Penalty 3184.351702 = -568920.713704 nChanged 9 SP:Iteration 80F (841.202867 sec): 3 clusters Score: Raw -572108.269513 + Penalty 3184.351702 = -568923.917811 nChanged 7 SP:Iteration 81Q (841.336728 sec): 3 clusters Score: Raw -572111.419294 + Penalty 3184.351702 = -568927.067593 nChanged 5 SP:Iteration 82Q (841.452779 sec): 3 clusters Score: Raw -572113.105158 + Penalty 3184.351702 = -568928.753457 nChanged 4 SP:Iteration 83Q (841.573758 sec): 3 clusters Score: Raw -572114.291126 + Penalty 3184.351702 = -568929.939424 nChanged 7 SP:Iteration 84Q (841.667380 sec): 3 clusters Score: Raw -572116.480024 + Penalty 3184.351702 = -568932.128323 nChanged 9 SP:Iteration 85Q (841.785592 sec): 3 clusters Score: Raw -572118.935251 + Penalty 3184.351702 = -568934.583550 nChanged 7 SP:Iteration 86Q (841.941535 sec): 3 clusters Score: Raw -572121.084392 + Penalty 3184.351702 = -568936.732690 nChanged 2 SP:Iteration 87Q (842.027958 sec): 3 clusters Score: Raw -572121.698090 + Penalty 3184.351702 = -568937.346389 nChanged 0 SP:Iteration 88F (842.148162 sec): 3 clusters Score: Raw -572121.698090 + Penalty 3184.351702 = -568937.346389 nChanged 0 Trying to split cluster 10 (6300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (842.222119 sec): 2 clusters Score: Raw -273675.381333 + Penalty 1535.327512 = -272140.053821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (842.335362 sec): 3 clusters Score: Raw -270401.519777 + Penalty 3070.655024 = -267330.864753 nChanged 2584 SP:Iteration 1F (842.432690 sec): 3 clusters Score: Raw -272233.258663 + Penalty 3070.655024 = -269162.603639 nChanged 603 SP:Iteration 2F (842.539605 sec): 3 clusters Score: Raw -272825.315644 + Penalty 3070.655024 = -269754.660620 nChanged 515 SP:Iteration 3F (842.643669 sec): 3 clusters Score: Raw -273382.849247 + Penalty 3070.655024 = -270312.194223 nChanged 457 SP:Iteration 4F (842.752802 sec): 3 clusters Score: Raw -273822.857843 + Penalty 3070.655024 = -270752.202819 nChanged 370 SP:Iteration 5F (842.896931 sec): 3 clusters Score: Raw -274120.397674 + Penalty 3070.655024 = -271049.742649 nChanged 286 SP:Iteration 6Q (842.980149 sec): 3 clusters Score: Raw -274350.191425 + Penalty 3070.655024 = -271279.536401 nChanged 237 SP:Iteration 7Q (843.084504 sec): 3 clusters Score: Raw -274493.025728 + Penalty 3070.655024 = -271422.370703 nChanged 171 SP:Iteration 8Q (843.190416 sec): 3 clusters Score: Raw -274580.089080 + Penalty 3070.655024 = -271509.434056 nChanged 126 SP:Iteration 9Q (843.316155 sec): 3 clusters Score: Raw -274636.741097 + Penalty 3070.655024 = -271566.086073 nChanged 96 SP:Iteration 10Q (843.424872 sec): 3 clusters Score: Raw -274676.512873 + Penalty 3070.655024 = -271605.857849 nChanged 87 SP:Iteration 11Q (843.526817 sec): 3 clusters Score: Raw -274712.149705 + Penalty 3070.655024 = -271641.494680 nChanged 72 SP:Iteration 12Q (843.630205 sec): 3 clusters Score: Raw -274737.504253 + Penalty 3070.655024 = -271666.849229 nChanged 67 SP:Iteration 13Q (843.764924 sec): 3 clusters Score: Raw -274762.193966 + Penalty 3070.655024 = -271691.538942 nChanged 56 SP:Iteration 14Q (843.887021 sec): 3 clusters Score: Raw -274779.421061 + Penalty 3070.655024 = -271708.766037 nChanged 50 SP:Iteration 15Q (843.997750 sec): 3 clusters Score: Raw -274793.025191 + Penalty 3070.655024 = -271722.370166 nChanged 44 SP:Iteration 16Q (844.121645 sec): 3 clusters Score: Raw -274802.304587 + Penalty 3070.655024 = -271731.649563 nChanged 23 SP:Iteration 17Q (844.222054 sec): 3 clusters Score: Raw -274806.893579 + Penalty 3070.655024 = -271736.238554 nChanged 21 SP:Iteration 18Q (844.341592 sec): 3 clusters Score: Raw -274810.742213 + Penalty 3070.655024 = -271740.087189 nChanged 18 SP:Iteration 19Q (844.456188 sec): 3 clusters Score: Raw -274813.417519 + Penalty 3070.655024 = -271742.762495 nChanged 9 SP:Iteration 20F (844.560937 sec): 3 clusters Score: Raw -274814.980963 + Penalty 3070.655024 = -271744.325939 nChanged 3 SP:Iteration 21Q (844.692704 sec): 3 clusters Score: Raw -274815.528473 + Penalty 3070.655024 = -271744.873449 nChanged 6 SP:Iteration 22Q (844.779514 sec): 3 clusters Score: Raw -274816.364951 + Penalty 3070.655024 = -271745.709927 nChanged 2 SP:Iteration 23Q (844.916138 sec): 3 clusters Score: Raw -274816.456793 + Penalty 3070.655024 = -271745.801768 nChanged 2 SP:Iteration 24Q (845.014475 sec): 3 clusters Score: Raw -274816.742394 + Penalty 3070.655024 = -271746.087370 nChanged 2 SP:Iteration 25Q (845.159176 sec): 3 clusters Score: Raw -274816.837725 + Penalty 3070.655024 = -271746.182701 nChanged 1 SP:Iteration 26Q (845.277027 sec): 3 clusters Score: Raw -274817.291967 + Penalty 3070.655024 = -271746.636943 nChanged 0 SP:Iteration 27F (845.384417 sec): 3 clusters Score: Raw -274817.291967 + Penalty 3070.655024 = -271746.636943 nChanged 0 Trying to split cluster 11 (18349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (845.493478 sec): 2 clusters Score: Raw -1248734.038425 + Penalty 1722.941477 = -1247011.096948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (845.643732 sec): 3 clusters Score: Raw -1237815.819164 + Penalty 3445.882955 = -1234369.936209 nChanged 8187 SP:Iteration 1F (845.791729 sec): 3 clusters Score: Raw -1242403.719963 + Penalty 3445.882955 = -1238957.837008 nChanged 1042 SP:Iteration 2F (845.915330 sec): 3 clusters Score: Raw -1242875.010006 + Penalty 3445.882955 = -1239429.127051 nChanged 999 SP:Iteration 3F (846.056228 sec): 3 clusters Score: Raw -1243379.438967 + Penalty 3445.882955 = -1239933.556012 nChanged 1038 SP:Iteration 4F (846.216190 sec): 3 clusters Score: Raw -1243907.442728 + Penalty 3445.882955 = -1240461.559773 nChanged 1007 SP:Iteration 5F (846.351064 sec): 3 clusters Score: Raw -1244434.357881 + Penalty 3445.882955 = -1240988.474926 nChanged 920 SP:Iteration 6F (846.479396 sec): 3 clusters Score: Raw -1244900.226373 + Penalty 3445.882955 = -1241454.343418 nChanged 843 SP:Iteration 7Q (846.639793 sec): 3 clusters Score: Raw -1245302.086030 + Penalty 3445.882955 = -1241856.203075 nChanged 741 SP:Iteration 8Q (846.754701 sec): 3 clusters Score: Raw -1245698.695683 + Penalty 3445.882955 = -1242252.812728 nChanged 675 SP:Iteration 9Q (846.898237 sec): 3 clusters Score: Raw -1246043.428221 + Penalty 3445.882955 = -1242597.545266 nChanged 608 SP:Iteration 10Q (847.059654 sec): 3 clusters Score: Raw -1246334.078274 + Penalty 3445.882955 = -1242888.195319 nChanged 506 SP:Iteration 11Q (847.192318 sec): 3 clusters Score: Raw -1246560.072311 + Penalty 3445.882955 = -1243114.189356 nChanged 458 SP:Iteration 12Q (847.368550 sec): 3 clusters Score: Raw -1246759.232102 + Penalty 3445.882955 = -1243313.349147 nChanged 434 SP:Iteration 13Q (847.521541 sec): 3 clusters Score: Raw -1246927.109421 + Penalty 3445.882955 = -1243481.226466 nChanged 354 SP:Iteration 14Q (847.670153 sec): 3 clusters Score: Raw -1247042.417823 + Penalty 3445.882955 = -1243596.534869 nChanged 283 SP:Iteration 15Q (847.787857 sec): 3 clusters Score: Raw -1247124.092176 + Penalty 3445.882955 = -1243678.209221 nChanged 263 SP:Iteration 16Q (847.907275 sec): 3 clusters Score: Raw -1247203.461747 + Penalty 3445.882955 = -1243757.578792 nChanged 233 SP:Iteration 17Q (848.052455 sec): 3 clusters Score: Raw -1247276.526192 + Penalty 3445.882955 = -1243830.643237 nChanged 240 SP:Iteration 18Q (848.191985 sec): 3 clusters Score: Raw -1247352.393001 + Penalty 3445.882955 = -1243906.510046 nChanged 253 SP:Iteration 19Q (848.318727 sec): 3 clusters Score: Raw -1247440.194696 + Penalty 3445.882955 = -1243994.311741 nChanged 276 SP:Iteration 20F (848.447284 sec): 3 clusters Score: Raw -1247545.637625 + Penalty 3445.882955 = -1244099.754670 nChanged 261 SP:Iteration 21Q (848.582201 sec): 3 clusters Score: Raw -1247646.915292 + Penalty 3445.882955 = -1244201.032337 nChanged 253 SP:Iteration 22Q (848.715118 sec): 3 clusters Score: Raw -1247754.184736 + Penalty 3445.882955 = -1244308.301781 nChanged 256 SP:Iteration 23Q (848.844381 sec): 3 clusters Score: Raw -1247874.869713 + Penalty 3445.882955 = -1244428.986758 nChanged 268 SP:Iteration 24Q (848.967582 sec): 3 clusters Score: Raw -1248033.492056 + Penalty 3445.882955 = -1244587.609101 nChanged 291 SP:Iteration 25Q (849.088905 sec): 3 clusters Score: Raw -1248201.294118 + Penalty 3445.882955 = -1244755.411163 nChanged 270 SP:Iteration 26Q (849.209954 sec): 3 clusters Score: Raw -1248338.439943 + Penalty 3445.882955 = -1244892.556988 nChanged 256 SP:Iteration 27Q (849.330501 sec): 3 clusters Score: Raw -1248443.631036 + Penalty 3445.882955 = -1244997.748081 nChanged 199 SP:Iteration 28Q (849.450224 sec): 3 clusters Score: Raw -1248517.877481 + Penalty 3445.882955 = -1245071.994526 nChanged 189 SP:Iteration 29Q (849.550784 sec): 3 clusters Score: Raw -1248583.263102 + Penalty 3445.882955 = -1245137.380147 nChanged 153 SP:Iteration 30Q (849.666613 sec): 3 clusters Score: Raw -1248627.681245 + Penalty 3445.882955 = -1245181.798290 nChanged 154 SP:Iteration 31Q (849.799353 sec): 3 clusters Score: Raw -1248670.935277 + Penalty 3445.882955 = -1245225.052322 nChanged 135 SP:Iteration 32Q (849.901966 sec): 3 clusters Score: Raw -1248705.109648 + Penalty 3445.882955 = -1245259.226693 nChanged 128 SP:Iteration 33Q (850.025422 sec): 3 clusters Score: Raw -1248737.614338 + Penalty 3445.882955 = -1245291.731383 nChanged 102 SP:Iteration 34Q (850.136138 sec): 3 clusters Score: Raw -1248759.964502 + Penalty 3445.882955 = -1245314.081547 nChanged 100 SP:Iteration 35Q (850.249201 sec): 3 clusters Score: Raw -1248779.022129 + Penalty 3445.882955 = -1245333.139174 nChanged 69 SP:Iteration 36Q (850.368291 sec): 3 clusters Score: Raw -1248790.621409 + Penalty 3445.882955 = -1245344.738454 nChanged 61 SP:Iteration 37Q (850.485527 sec): 3 clusters Score: Raw -1248802.081909 + Penalty 3445.882955 = -1245356.198954 nChanged 50 SP:Iteration 38Q (850.602620 sec): 3 clusters Score: Raw -1248810.301330 + Penalty 3445.882955 = -1245364.418375 nChanged 42 SP:Iteration 39Q (850.701788 sec): 3 clusters Score: Raw -1248815.102898 + Penalty 3445.882955 = -1245369.219943 nChanged 37 SP:Iteration 40F (850.820065 sec): 3 clusters Score: Raw -1248819.171297 + Penalty 3445.882955 = -1245373.288342 nChanged 29 SP:Iteration 41Q (850.939186 sec): 3 clusters Score: Raw -1248821.844750 + Penalty 3445.882955 = -1245375.961795 nChanged 21 SP:Iteration 42Q (851.073679 sec): 3 clusters Score: Raw -1248824.005222 + Penalty 3445.882955 = -1245378.122267 nChanged 24 SP:Iteration 43Q (851.176117 sec): 3 clusters Score: Raw -1248826.288656 + Penalty 3445.882955 = -1245380.405701 nChanged 21 SP:Iteration 44Q (851.321630 sec): 3 clusters Score: Raw -1248828.864003 + Penalty 3445.882955 = -1245382.981048 nChanged 18 SP:Iteration 45Q (851.435759 sec): 3 clusters Score: Raw -1248830.953773 + Penalty 3445.882955 = -1245385.070818 nChanged 14 SP:Iteration 46Q (851.533908 sec): 3 clusters Score: Raw -1248832.782112 + Penalty 3445.882955 = -1245386.899157 nChanged 17 SP:Iteration 47Q (851.666898 sec): 3 clusters Score: Raw -1248834.556644 + Penalty 3445.882955 = -1245388.673689 nChanged 17 SP:Iteration 48Q (851.781257 sec): 3 clusters Score: Raw -1248836.330686 + Penalty 3445.882955 = -1245390.447731 nChanged 14 SP:Iteration 49Q (851.895381 sec): 3 clusters Score: Raw -1248837.996782 + Penalty 3445.882955 = -1245392.113827 nChanged 10 SP:Iteration 50Q (852.017592 sec): 3 clusters Score: Raw -1248839.203210 + Penalty 3445.882955 = -1245393.320255 nChanged 20 SP:Iteration 51Q (852.140043 sec): 3 clusters Score: Raw -1248841.311888 + Penalty 3445.882955 = -1245395.428933 nChanged 19 SP:Iteration 52Q (852.260102 sec): 3 clusters Score: Raw -1248844.037868 + Penalty 3445.882955 = -1245398.154913 nChanged 30 SP:Iteration 53Q (852.380111 sec): 3 clusters Score: Raw -1248847.693444 + Penalty 3445.882955 = -1245401.810489 nChanged 26 SP:Iteration 54Q (852.499205 sec): 3 clusters Score: Raw -1248851.080986 + Penalty 3445.882955 = -1245405.198031 nChanged 19 SP:Iteration 55Q (852.615732 sec): 3 clusters Score: Raw -1248852.862184 + Penalty 3445.882955 = -1245406.979229 nChanged 17 SP:Iteration 56Q (852.733520 sec): 3 clusters Score: Raw -1248854.805523 + Penalty 3445.882955 = -1245408.922568 nChanged 18 SP:Iteration 57Q (852.851418 sec): 3 clusters Score: Raw -1248857.063004 + Penalty 3445.882955 = -1245411.180049 nChanged 22 SP:Iteration 58Q (852.972023 sec): 3 clusters Score: Raw -1248859.873469 + Penalty 3445.882955 = -1245413.990514 nChanged 27 SP:Iteration 59Q (853.094309 sec): 3 clusters Score: Raw -1248863.221294 + Penalty 3445.882955 = -1245417.338339 nChanged 21 SP:Iteration 60F (853.215532 sec): 3 clusters Score: Raw -1248865.771259 + Penalty 3445.882955 = -1245419.888304 nChanged 18 SP:Iteration 61Q (853.333283 sec): 3 clusters Score: Raw -1248867.670343 + Penalty 3445.882955 = -1245421.787388 nChanged 14 SP:Iteration 62Q (853.450838 sec): 3 clusters Score: Raw -1248868.888554 + Penalty 3445.882955 = -1245423.005599 nChanged 13 SP:Iteration 63Q (853.573925 sec): 3 clusters Score: Raw -1248870.596183 + Penalty 3445.882955 = -1245424.713228 nChanged 20 SP:Iteration 64Q (853.678567 sec): 3 clusters Score: Raw -1248872.993111 + Penalty 3445.882955 = -1245427.110156 nChanged 12 SP:Iteration 65Q (853.795838 sec): 3 clusters Score: Raw -1248874.404025 + Penalty 3445.882955 = -1245428.521070 nChanged 13 SP:Iteration 66Q (853.916070 sec): 3 clusters Score: Raw -1248875.982486 + Penalty 3445.882955 = -1245430.099531 nChanged 14 SP:Iteration 67Q (854.037845 sec): 3 clusters Score: Raw -1248878.210189 + Penalty 3445.882955 = -1245432.327234 nChanged 21 SP:Iteration 68Q (854.156197 sec): 3 clusters Score: Raw -1248880.929593 + Penalty 3445.882955 = -1245435.046638 nChanged 27 SP:Iteration 69Q (854.290556 sec): 3 clusters Score: Raw -1248884.693132 + Penalty 3445.882955 = -1245438.810177 nChanged 18 SP:Iteration 70Q (854.411079 sec): 3 clusters Score: Raw -1248886.998016 + Penalty 3445.882955 = -1245441.115061 nChanged 20 SP:Iteration 71Q (854.529714 sec): 3 clusters Score: Raw -1248889.192710 + Penalty 3445.882955 = -1245443.309755 nChanged 13 SP:Iteration 72Q (854.648884 sec): 3 clusters Score: Raw -1248890.839696 + Penalty 3445.882955 = -1245444.956741 nChanged 14 SP:Iteration 73Q (854.767112 sec): 3 clusters Score: Raw -1248893.239456 + Penalty 3445.882955 = -1245447.356501 nChanged 13 SP:Iteration 74Q (854.886803 sec): 3 clusters Score: Raw -1248895.025791 + Penalty 3445.882955 = -1245449.142836 nChanged 16 SP:Iteration 75Q (854.998661 sec): 3 clusters Score: Raw -1248897.075633 + Penalty 3445.882955 = -1245451.192678 nChanged 17 SP:Iteration 76Q (855.117435 sec): 3 clusters Score: Raw -1248899.628553 + Penalty 3445.882955 = -1245453.745598 nChanged 23 SP:Iteration 77Q (855.235523 sec): 3 clusters Score: Raw -1248902.766234 + Penalty 3445.882955 = -1245456.883279 nChanged 19 SP:Iteration 78Q (855.349182 sec): 3 clusters Score: Raw -1248904.896983 + Penalty 3445.882955 = -1245459.014028 nChanged 22 SP:Iteration 79Q (855.466789 sec): 3 clusters Score: Raw -1248907.760464 + Penalty 3445.882955 = -1245461.877509 nChanged 23 SP:Iteration 80F (855.554301 sec): 3 clusters Score: Raw -1248910.396309 + Penalty 3445.882955 = -1245464.513354 nChanged 18 SP:Iteration 81Q (855.676874 sec): 3 clusters Score: Raw -1248912.782092 + Penalty 3445.882955 = -1245466.899137 nChanged 21 SP:Iteration 82Q (855.799977 sec): 3 clusters Score: Raw -1248915.317597 + Penalty 3445.882955 = -1245469.434643 nChanged 24 SP:Iteration 83Q (855.913167 sec): 3 clusters Score: Raw -1248918.139505 + Penalty 3445.882955 = -1245472.256550 nChanged 19 SP:Iteration 84Q (856.019503 sec): 3 clusters Score: Raw -1248920.357288 + Penalty 3445.882955 = -1245474.474333 nChanged 19 SP:Iteration 85Q (856.128546 sec): 3 clusters Score: Raw -1248922.942520 + Penalty 3445.882955 = -1245477.059565 nChanged 22 SP:Iteration 86Q (856.240264 sec): 3 clusters Score: Raw -1248926.547390 + Penalty 3445.882955 = -1245480.664435 nChanged 24 SP:Iteration 87Q (856.354134 sec): 3 clusters Score: Raw -1248930.812433 + Penalty 3445.882955 = -1245484.929478 nChanged 20 SP:Iteration 88Q (856.462292 sec): 3 clusters Score: Raw -1248934.046327 + Penalty 3445.882955 = -1245488.163372 nChanged 26 SP:Iteration 89Q (856.582191 sec): 3 clusters Score: Raw -1248938.630821 + Penalty 3445.882955 = -1245492.747866 nChanged 29 SP:Iteration 90Q (856.674198 sec): 3 clusters Score: Raw -1248943.800762 + Penalty 3445.882955 = -1245497.917807 nChanged 30 SP:Iteration 91Q (856.805882 sec): 3 clusters Score: Raw -1248948.895774 + Penalty 3445.882955 = -1245503.012819 nChanged 31 SP:Iteration 92Q (856.902240 sec): 3 clusters Score: Raw -1248953.982431 + Penalty 3445.882955 = -1245508.099476 nChanged 36 SP:Iteration 93Q (857.027643 sec): 3 clusters Score: Raw -1248958.847991 + Penalty 3445.882955 = -1245512.965036 nChanged 28 SP:Iteration 94Q (857.182697 sec): 3 clusters Score: Raw -1248963.596533 + Penalty 3445.882955 = -1245517.713578 nChanged 31 SP:Iteration 95Q (857.310631 sec): 3 clusters Score: Raw -1248968.861797 + Penalty 3445.882955 = -1245522.978842 nChanged 33 SP:Iteration 96Q (857.454505 sec): 3 clusters Score: Raw -1248974.115952 + Penalty 3445.882955 = -1245528.232997 nChanged 38 SP:Iteration 97Q (857.577298 sec): 3 clusters Score: Raw -1248979.922940 + Penalty 3445.882955 = -1245534.039985 nChanged 42 SP:Iteration 98Q (857.746616 sec): 3 clusters Score: Raw -1248986.503054 + Penalty 3445.882955 = -1245540.620099 nChanged 37 SP:Iteration 99Q (857.881550 sec): 3 clusters Score: Raw -1248992.640591 + Penalty 3445.882955 = -1245546.757636 nChanged 36 SP:Iteration 100F (858.039502 sec): 3 clusters Score: Raw -1248998.573094 + Penalty 3445.882955 = -1245552.690139 nChanged 33 SP:Iteration 101Q (858.187114 sec): 3 clusters Score: Raw -1249004.679330 + Penalty 3445.882955 = -1245558.796375 nChanged 41 SP:Iteration 102Q (858.326686 sec): 3 clusters Score: Raw -1249013.356984 + Penalty 3445.882955 = -1245567.474029 nChanged 49 SP:Iteration 103Q (858.473991 sec): 3 clusters Score: Raw -1249023.364499 + Penalty 3445.882955 = -1245577.481544 nChanged 54 SP:Iteration 104Q (858.630647 sec): 3 clusters Score: Raw -1249032.152862 + Penalty 3445.882955 = -1245586.269907 nChanged 50 SP:Iteration 105Q (858.739096 sec): 3 clusters Score: Raw -1249043.435476 + Penalty 3445.882955 = -1245597.552521 nChanged 54 SP:Iteration 106Q (858.939254 sec): 3 clusters Score: Raw -1249054.085273 + Penalty 3445.882955 = -1245608.202318 nChanged 53 SP:Iteration 107Q (859.054724 sec): 3 clusters Score: Raw -1249064.593408 + Penalty 3445.882955 = -1245618.710453 nChanged 40 SP:Iteration 108Q (859.234060 sec): 3 clusters Score: Raw -1249073.893318 + Penalty 3445.882955 = -1245628.010363 nChanged 43 SP:Iteration 109Q (859.394607 sec): 3 clusters Score: Raw -1249083.062506 + Penalty 3445.882955 = -1245637.179551 nChanged 50 SP:Iteration 110Q (859.524796 sec): 3 clusters Score: Raw -1249092.632069 + Penalty 3445.882955 = -1245646.749114 nChanged 48 SP:Iteration 111Q (859.659474 sec): 3 clusters Score: Raw -1249101.414906 + Penalty 3445.882955 = -1245655.531951 nChanged 44 SP:Iteration 112Q (859.786982 sec): 3 clusters Score: Raw -1249110.058924 + Penalty 3445.882955 = -1245664.175969 nChanged 38 SP:Iteration 113Q (859.925124 sec): 3 clusters Score: Raw -1249118.923762 + Penalty 3445.882955 = -1245673.040807 nChanged 46 SP:Iteration 114Q (860.064894 sec): 3 clusters Score: Raw -1249130.694894 + Penalty 3445.882955 = -1245684.811939 nChanged 63 SP:Iteration 115Q (860.191867 sec): 3 clusters Score: Raw -1249145.875324 + Penalty 3445.882955 = -1245699.992369 nChanged 67 SP:Iteration 116Q (860.329861 sec): 3 clusters Score: Raw -1249160.569450 + Penalty 3445.882955 = -1245714.686495 nChanged 60 SP:Iteration 117Q (860.479992 sec): 3 clusters Score: Raw -1249173.720282 + Penalty 3445.882955 = -1245727.837327 nChanged 61 SP:Iteration 118Q (860.620630 sec): 3 clusters Score: Raw -1249188.635120 + Penalty 3445.882955 = -1245742.752165 nChanged 63 SP:Iteration 119Q (860.723183 sec): 3 clusters Score: Raw -1249206.146667 + Penalty 3445.882955 = -1245760.263712 nChanged 64 SP:Iteration 120F (860.853231 sec): 3 clusters Score: Raw -1249223.387906 + Penalty 3445.882955 = -1245777.504951 nChanged 59 SP:Iteration 121Q (860.961556 sec): 3 clusters Score: Raw -1249238.247120 + Penalty 3445.882955 = -1245792.364165 nChanged 59 SP:Iteration 122Q (861.073378 sec): 3 clusters Score: Raw -1249252.632860 + Penalty 3445.882955 = -1245806.749905 nChanged 72 SP:Iteration 123Q (861.184874 sec): 3 clusters Score: Raw -1249268.960569 + Penalty 3445.882955 = -1245823.077614 nChanged 67 SP:Iteration 124Q (861.303514 sec): 3 clusters Score: Raw -1249282.013705 + Penalty 3445.882955 = -1245836.130750 nChanged 50 SP:Iteration 125Q (861.416177 sec): 3 clusters Score: Raw -1249291.952965 + Penalty 3445.882955 = -1245846.070010 nChanged 50 SP:Iteration 126Q (861.531877 sec): 3 clusters Score: Raw -1249304.375341 + Penalty 3445.882955 = -1245858.492386 nChanged 53 SP:Iteration 127Q (861.646766 sec): 3 clusters Score: Raw -1249317.456561 + Penalty 3445.882955 = -1245871.573606 nChanged 49 SP:Iteration 128Q (861.761637 sec): 3 clusters Score: Raw -1249327.997628 + Penalty 3445.882955 = -1245882.114673 nChanged 43 SP:Iteration 129Q (861.878826 sec): 3 clusters Score: Raw -1249337.738044 + Penalty 3445.882955 = -1245891.855089 nChanged 41 SP:Iteration 130Q (861.990587 sec): 3 clusters Score: Raw -1249346.207441 + Penalty 3445.882955 = -1245900.324486 nChanged 36 SP:Iteration 131Q (862.105533 sec): 3 clusters Score: Raw -1249351.784970 + Penalty 3445.882955 = -1245905.902015 nChanged 23 SP:Iteration 132Q (862.221895 sec): 3 clusters Score: Raw -1249355.215582 + Penalty 3445.882955 = -1245909.332627 nChanged 18 SP:Iteration 133Q (862.341093 sec): 3 clusters Score: Raw -1249357.546677 + Penalty 3445.882955 = -1245911.663722 nChanged 9 SP:Iteration 134Q (862.463493 sec): 3 clusters Score: Raw -1249358.354173 + Penalty 3445.882955 = -1245912.471218 nChanged 6 SP:Iteration 135Q (862.583827 sec): 3 clusters Score: Raw -1249359.323596 + Penalty 3445.882955 = -1245913.440641 nChanged 5 SP:Iteration 136Q (862.704482 sec): 3 clusters Score: Raw -1249360.006069 + Penalty 3445.882955 = -1245914.123114 nChanged 10 SP:Iteration 137Q (862.825164 sec): 3 clusters Score: Raw -1249361.688068 + Penalty 3445.882955 = -1245915.805113 nChanged 14 SP:Iteration 138Q (862.946343 sec): 3 clusters Score: Raw -1249364.332080 + Penalty 3445.882955 = -1245918.449125 nChanged 15 SP:Iteration 139Q (863.034068 sec): 3 clusters Score: Raw -1249367.307546 + Penalty 3445.882955 = -1245921.424591 nChanged 14 SP:Iteration 140F (863.097327 sec): 3 clusters Score: Raw -1249369.465330 + Penalty 3445.882955 = -1245923.582375 nChanged 12 SP:Iteration 141Q (863.157982 sec): 3 clusters Score: Raw -1249371.671024 + Penalty 3445.882955 = -1245925.788069 nChanged 17 SP:Iteration 142Q (863.216843 sec): 3 clusters Score: Raw -1249374.776558 + Penalty 3445.882955 = -1245928.893603 nChanged 17 SP:Iteration 143Q (863.297892 sec): 3 clusters Score: Raw -1249377.695114 + Penalty 3445.882955 = -1245931.812159 nChanged 12 SP:Iteration 144Q (863.356702 sec): 3 clusters Score: Raw -1249379.721039 + Penalty 3445.882955 = -1245933.838084 nChanged 14 SP:Iteration 145Q (863.415318 sec): 3 clusters Score: Raw -1249381.745492 + Penalty 3445.882955 = -1245935.862537 nChanged 13 SP:Iteration 146Q (863.549130 sec): 3 clusters Score: Raw -1249384.065109 + Penalty 3445.882955 = -1245938.182154 nChanged 17 SP:Iteration 147Q (863.669979 sec): 3 clusters Score: Raw -1249386.498232 + Penalty 3445.882955 = -1245940.615277 nChanged 10 SP:Iteration 148Q (863.789950 sec): 3 clusters Score: Raw -1249388.254323 + Penalty 3445.882955 = -1245942.371368 nChanged 12 SP:Iteration 149Q (863.909879 sec): 3 clusters Score: Raw -1249390.304890 + Penalty 3445.882955 = -1245944.421935 nChanged 10 SP:Iteration 150Q (864.031079 sec): 3 clusters Score: Raw -1249392.135817 + Penalty 3445.882955 = -1245946.252862 nChanged 11 SP:Iteration 151Q (864.146249 sec): 3 clusters Score: Raw -1249394.423297 + Penalty 3445.882955 = -1245948.540342 nChanged 14 SP:Iteration 152Q (864.265718 sec): 3 clusters Score: Raw -1249397.284698 + Penalty 3445.882955 = -1245951.401743 nChanged 22 SP:Iteration 153Q (864.383864 sec): 3 clusters Score: Raw -1249401.470590 + Penalty 3445.882955 = -1245955.587635 nChanged 20 SP:Iteration 154Q (864.502681 sec): 3 clusters Score: Raw -1249404.752592 + Penalty 3445.882955 = -1245958.869637 nChanged 11 SP:Iteration 155Q (864.622581 sec): 3 clusters Score: Raw -1249406.341006 + Penalty 3445.882955 = -1245960.458051 nChanged 14 SP:Iteration 156Q (864.741443 sec): 3 clusters Score: Raw -1249409.345345 + Penalty 3445.882955 = -1245963.462390 nChanged 21 SP:Iteration 157Q (864.860234 sec): 3 clusters Score: Raw -1249413.653104 + Penalty 3445.882955 = -1245967.770149 nChanged 16 SP:Iteration 158Q (864.979775 sec): 3 clusters Score: Raw -1249416.865519 + Penalty 3445.882955 = -1245970.982564 nChanged 17 SP:Iteration 159Q (865.099015 sec): 3 clusters Score: Raw -1249419.315023 + Penalty 3445.882955 = -1245973.432068 nChanged 11 SP:Iteration 160F (865.220146 sec): 3 clusters Score: Raw -1249420.918481 + Penalty 3445.882955 = -1245975.035526 nChanged 15 SP:Iteration 161Q (865.340668 sec): 3 clusters Score: Raw -1249423.360496 + Penalty 3445.882955 = -1245977.477541 nChanged 19 SP:Iteration 162Q (865.458536 sec): 3 clusters Score: Raw -1249426.806695 + Penalty 3445.882955 = -1245980.923740 nChanged 21 SP:Iteration 163Q (865.578150 sec): 3 clusters Score: Raw -1249431.286983 + Penalty 3445.882955 = -1245985.404028 nChanged 16 SP:Iteration 164Q (865.697539 sec): 3 clusters Score: Raw -1249433.921721 + Penalty 3445.882955 = -1245988.038766 nChanged 15 SP:Iteration 165Q (865.816065 sec): 3 clusters Score: Raw -1249436.657223 + Penalty 3445.882955 = -1245990.774268 nChanged 17 SP:Iteration 166Q (865.928797 sec): 3 clusters Score: Raw -1249439.474839 + Penalty 3445.882955 = -1245993.591884 nChanged 13 SP:Iteration 167Q (866.047642 sec): 3 clusters Score: Raw -1249441.526199 + Penalty 3445.882955 = -1245995.643244 nChanged 7 SP:Iteration 168Q (866.164488 sec): 3 clusters Score: Raw -1249442.653048 + Penalty 3445.882955 = -1245996.770093 nChanged 13 SP:Iteration 169Q (866.281730 sec): 3 clusters Score: Raw -1249445.019675 + Penalty 3445.882955 = -1245999.136720 nChanged 16 SP:Iteration 170Q (866.383999 sec): 3 clusters Score: Raw -1249448.963697 + Penalty 3445.882955 = -1246003.080742 nChanged 17 SP:Iteration 171Q (866.529436 sec): 3 clusters Score: Raw -1249452.570332 + Penalty 3445.882955 = -1246006.687377 nChanged 15 SP:Iteration 172Q (866.643190 sec): 3 clusters Score: Raw -1249455.469832 + Penalty 3445.882955 = -1246009.586877 nChanged 16 SP:Iteration 173Q (866.761330 sec): 3 clusters Score: Raw -1249458.136487 + Penalty 3445.882955 = -1246012.253532 nChanged 16 SP:Iteration 174Q (866.863024 sec): 3 clusters Score: Raw -1249461.284357 + Penalty 3445.882955 = -1246015.401402 nChanged 19 SP:Iteration 175Q (866.996016 sec): 3 clusters Score: Raw -1249465.079459 + Penalty 3445.882955 = -1246019.196504 nChanged 17 SP:Iteration 176Q (867.112056 sec): 3 clusters Score: Raw -1249468.468225 + Penalty 3445.882955 = -1246022.585270 nChanged 8 SP:Iteration 177Q (867.228039 sec): 3 clusters Score: Raw -1249470.129479 + Penalty 3445.882955 = -1246024.246524 nChanged 12 SP:Iteration 178Q (867.346926 sec): 3 clusters Score: Raw -1249472.248020 + Penalty 3445.882955 = -1246026.365065 nChanged 11 SP:Iteration 179Q (867.463378 sec): 3 clusters Score: Raw -1249474.225255 + Penalty 3445.882955 = -1246028.342300 nChanged 15 SP:Iteration 180F (867.575090 sec): 3 clusters Score: Raw -1249477.358698 + Penalty 3445.882955 = -1246031.475743 nChanged 14 SP:Iteration 181Q (867.678431 sec): 3 clusters Score: Raw -1249479.783858 + Penalty 3445.882955 = -1246033.900903 nChanged 10 SP:Iteration 182Q (867.792091 sec): 3 clusters Score: Raw -1249481.437312 + Penalty 3445.882955 = -1246035.554357 nChanged 7 SP:Iteration 183Q (867.896735 sec): 3 clusters Score: Raw -1249482.592084 + Penalty 3445.882955 = -1246036.709129 nChanged 6 SP:Iteration 184Q (868.010952 sec): 3 clusters Score: Raw -1249483.617278 + Penalty 3445.882955 = -1246037.734323 nChanged 5 SP:Iteration 185Q (868.111440 sec): 3 clusters Score: Raw -1249484.375194 + Penalty 3445.882955 = -1246038.492239 nChanged 3 SP:Iteration 186Q (868.218557 sec): 3 clusters Score: Raw -1249484.913466 + Penalty 3445.882955 = -1246039.030511 nChanged 7 SP:Iteration 187Q (868.340377 sec): 3 clusters Score: Raw -1249486.302435 + Penalty 3445.882955 = -1246040.419480 nChanged 6 SP:Iteration 188Q (868.451088 sec): 3 clusters Score: Raw -1249487.370926 + Penalty 3445.882955 = -1246041.487971 nChanged 5 SP:Iteration 189Q (868.565447 sec): 3 clusters Score: Raw -1249488.145322 + Penalty 3445.882955 = -1246042.262367 nChanged 7 SP:Iteration 190Q (868.672295 sec): 3 clusters Score: Raw -1249489.318694 + Penalty 3445.882955 = -1246043.435739 nChanged 7 SP:Iteration 191Q (868.790169 sec): 3 clusters Score: Raw -1249490.410833 + Penalty 3445.882955 = -1246044.527878 nChanged 10 SP:Iteration 192Q (868.903584 sec): 3 clusters Score: Raw -1249492.000775 + Penalty 3445.882955 = -1246046.117820 nChanged 6 SP:Iteration 193Q (869.015004 sec): 3 clusters Score: Raw -1249493.019125 + Penalty 3445.882955 = -1246047.136170 nChanged 2 SP:Iteration 194Q (869.118125 sec): 3 clusters Score: Raw -1249493.497986 + Penalty 3445.882955 = -1246047.615031 nChanged 4 SP:Iteration 195Q (869.244647 sec): 3 clusters Score: Raw -1249494.094231 + Penalty 3445.882955 = -1246048.211276 nChanged 7 SP:Iteration 196Q (869.363403 sec): 3 clusters Score: Raw -1249495.295192 + Penalty 3445.882955 = -1246049.412237 nChanged 5 SP:Iteration 197Q (869.487300 sec): 3 clusters Score: Raw -1249496.058622 + Penalty 3445.882955 = -1246050.175668 nChanged 4 SP:Iteration 198Q (869.593338 sec): 3 clusters Score: Raw -1249496.605342 + Penalty 3445.882955 = -1246050.722388 nChanged 0 SP:Iteration 199F (869.691480 sec): 3 clusters Score: Raw -1249496.605342 + Penalty 3445.882955 = -1246050.722388 nChanged 0 Trying to split cluster 12 (9928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (869.773584 sec): 2 clusters Score: Raw -633535.648846 + Penalty 1615.146564 = -631920.502282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (869.885588 sec): 3 clusters Score: Raw -627871.428365 + Penalty 3230.293129 = -624641.135237 nChanged 4322 SP:Iteration 1F (869.967118 sec): 3 clusters Score: Raw -630312.704584 + Penalty 3230.293129 = -627082.411456 nChanged 692 SP:Iteration 2F (870.064048 sec): 3 clusters Score: Raw -630711.685254 + Penalty 3230.293129 = -627481.392125 nChanged 649 SP:Iteration 3F (870.165602 sec): 3 clusters Score: Raw -631110.398487 + Penalty 3230.293129 = -627880.105358 nChanged 623 SP:Iteration 4F (870.285315 sec): 3 clusters Score: Raw -631494.967779 + Penalty 3230.293129 = -628264.674650 nChanged 545 SP:Iteration 5F (870.395282 sec): 3 clusters Score: Raw -631848.519526 + Penalty 3230.293129 = -628618.226397 nChanged 506 SP:Iteration 6F (870.500363 sec): 3 clusters Score: Raw -632134.365809 + Penalty 3230.293129 = -628904.072680 nChanged 437 SP:Iteration 7Q (870.595080 sec): 3 clusters Score: Raw -632366.759809 + Penalty 3230.293129 = -629136.466680 nChanged 386 SP:Iteration 8Q (870.696208 sec): 3 clusters Score: Raw -632575.639082 + Penalty 3230.293129 = -629345.345953 nChanged 328 SP:Iteration 9Q (870.810698 sec): 3 clusters Score: Raw -632736.394988 + Penalty 3230.293129 = -629506.101859 nChanged 271 SP:Iteration 10Q (870.898528 sec): 3 clusters Score: Raw -632859.023280 + Penalty 3230.293129 = -629628.730151 nChanged 250 SP:Iteration 11Q (870.997512 sec): 3 clusters Score: Raw -632966.307451 + Penalty 3230.293129 = -629736.014322 nChanged 196 SP:Iteration 12Q (871.114381 sec): 3 clusters Score: Raw -633048.395977 + Penalty 3230.293129 = -629818.102849 nChanged 200 SP:Iteration 13Q (871.216016 sec): 3 clusters Score: Raw -633118.640913 + Penalty 3230.293129 = -629888.347785 nChanged 159 SP:Iteration 14Q (871.318156 sec): 3 clusters Score: Raw -633168.514252 + Penalty 3230.293129 = -629938.221123 nChanged 138 SP:Iteration 15Q (871.431370 sec): 3 clusters Score: Raw -633216.367099 + Penalty 3230.293129 = -629986.073971 nChanged 135 SP:Iteration 16Q (871.535543 sec): 3 clusters Score: Raw -633264.430327 + Penalty 3230.293129 = -630034.137198 nChanged 127 SP:Iteration 17Q (871.638422 sec): 3 clusters Score: Raw -633302.525723 + Penalty 3230.293129 = -630072.232594 nChanged 100 SP:Iteration 18Q (871.741746 sec): 3 clusters Score: Raw -633335.872916 + Penalty 3230.293129 = -630105.579787 nChanged 92 SP:Iteration 19Q (871.826112 sec): 3 clusters Score: Raw -633358.859528 + Penalty 3230.293129 = -630128.566399 nChanged 71 SP:Iteration 20F (871.946618 sec): 3 clusters Score: Raw -633377.161583 + Penalty 3230.293129 = -630146.868455 nChanged 68 SP:Iteration 21Q (872.049543 sec): 3 clusters Score: Raw -633393.169892 + Penalty 3230.293129 = -630162.876764 nChanged 60 SP:Iteration 22Q (872.126482 sec): 3 clusters Score: Raw -633406.268943 + Penalty 3230.293129 = -630175.975814 nChanged 49 SP:Iteration 23Q (872.229010 sec): 3 clusters Score: Raw -633417.395519 + Penalty 3230.293129 = -630187.102391 nChanged 57 SP:Iteration 24Q (872.328305 sec): 3 clusters Score: Raw -633428.422485 + Penalty 3230.293129 = -630198.129356 nChanged 46 SP:Iteration 25Q (872.442425 sec): 3 clusters Score: Raw -633436.303001 + Penalty 3230.293129 = -630206.009872 nChanged 43 SP:Iteration 26Q (872.557473 sec): 3 clusters Score: Raw -633445.691072 + Penalty 3230.293129 = -630215.397943 nChanged 47 SP:Iteration 27Q (872.679375 sec): 3 clusters Score: Raw -633459.642602 + Penalty 3230.293129 = -630229.349473 nChanged 57 SP:Iteration 28Q (872.801885 sec): 3 clusters Score: Raw -633474.431413 + Penalty 3230.293129 = -630244.138284 nChanged 66 SP:Iteration 29Q (872.922641 sec): 3 clusters Score: Raw -633495.171066 + Penalty 3230.293129 = -630264.877937 nChanged 74 SP:Iteration 30Q (873.064433 sec): 3 clusters Score: Raw -633524.794547 + Penalty 3230.293129 = -630294.501418 nChanged 77 SP:Iteration 31Q (873.181498 sec): 3 clusters Score: Raw -633554.153083 + Penalty 3230.293129 = -630323.859954 nChanged 95 SP:Iteration 32Q (873.323917 sec): 3 clusters Score: Raw -633592.227240 + Penalty 3230.293129 = -630361.934111 nChanged 94 SP:Iteration 33Q (873.442326 sec): 3 clusters Score: Raw -633641.542896 + Penalty 3230.293129 = -630411.249767 nChanged 87 SP:Iteration 34Q (873.580854 sec): 3 clusters Score: Raw -633685.179790 + Penalty 3230.293129 = -630454.886662 nChanged 91 SP:Iteration 35Q (873.687744 sec): 3 clusters Score: Raw -633726.513975 + Penalty 3230.293129 = -630496.220846 nChanged 87 SP:Iteration 36Q (873.790839 sec): 3 clusters Score: Raw -633783.149941 + Penalty 3230.293129 = -630552.856812 nChanged 96 SP:Iteration 37Q (873.922280 sec): 3 clusters Score: Raw -633856.280298 + Penalty 3230.293129 = -630625.987169 nChanged 94 SP:Iteration 38Q (874.041592 sec): 3 clusters Score: Raw -633914.562081 + Penalty 3230.293129 = -630684.268952 nChanged 77 SP:Iteration 39Q (874.159970 sec): 3 clusters Score: Raw -633953.072361 + Penalty 3230.293129 = -630722.779232 nChanged 62 SP:Iteration 40F (874.263108 sec): 3 clusters Score: Raw -633976.568130 + Penalty 3230.293129 = -630746.275001 nChanged 63 SP:Iteration 41Q (874.381885 sec): 3 clusters Score: Raw -633996.487113 + Penalty 3230.293129 = -630766.193985 nChanged 38 SP:Iteration 42Q (874.515114 sec): 3 clusters Score: Raw -634008.478355 + Penalty 3230.293129 = -630778.185227 nChanged 36 SP:Iteration 43Q (874.645174 sec): 3 clusters Score: Raw -634018.756487 + Penalty 3230.293129 = -630788.463358 nChanged 26 SP:Iteration 44Q (874.781879 sec): 3 clusters Score: Raw -634025.392115 + Penalty 3230.293129 = -630795.098986 nChanged 24 SP:Iteration 45Q (874.925241 sec): 3 clusters Score: Raw -634030.888051 + Penalty 3230.293129 = -630800.594922 nChanged 19 SP:Iteration 46Q (875.048558 sec): 3 clusters Score: Raw -634034.820235 + Penalty 3230.293129 = -630804.527106 nChanged 12 SP:Iteration 47Q (875.172190 sec): 3 clusters Score: Raw -634037.470605 + Penalty 3230.293129 = -630807.177476 nChanged 9 SP:Iteration 48Q (875.295697 sec): 3 clusters Score: Raw -634039.940532 + Penalty 3230.293129 = -630809.647403 nChanged 13 SP:Iteration 49Q (875.416403 sec): 3 clusters Score: Raw -634042.570575 + Penalty 3230.293129 = -630812.277446 nChanged 8 SP:Iteration 50Q (875.551804 sec): 3 clusters Score: Raw -634044.251534 + Penalty 3230.293129 = -630813.958405 nChanged 2 SP:Iteration 51Q (875.684918 sec): 3 clusters Score: Raw -634044.735832 + Penalty 3230.293129 = -630814.442704 nChanged 0 SP:Iteration 52F (875.821816 sec): 3 clusters Score: Raw -634044.735832 + Penalty 3230.293129 = -630814.442704 nChanged 0 Trying to split cluster 13 (5213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (875.853038 sec): 2 clusters Score: Raw -343977.919632 + Penalty 1502.088843 = -342475.830789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (875.976491 sec): 3 clusters Score: Raw -341309.071796 + Penalty 3004.177685 = -338304.894110 nChanged 2105 SP:Iteration 1F (876.076433 sec): 3 clusters Score: Raw -342539.992751 + Penalty 3004.177685 = -339535.815065 nChanged 401 SP:Iteration 2F (876.177458 sec): 3 clusters Score: Raw -342861.640525 + Penalty 3004.177685 = -339857.462839 nChanged 369 SP:Iteration 3F (876.295024 sec): 3 clusters Score: Raw -343149.416960 + Penalty 3004.177685 = -340145.239275 nChanged 310 SP:Iteration 4F (876.424136 sec): 3 clusters Score: Raw -343395.092520 + Penalty 3004.177685 = -340390.914835 nChanged 278 SP:Iteration 5F (876.506317 sec): 3 clusters Score: Raw -343614.746266 + Penalty 3004.177685 = -340610.568580 nChanged 241 SP:Iteration 6Q (876.647736 sec): 3 clusters Score: Raw -343811.405758 + Penalty 3004.177685 = -340807.228072 nChanged 200 SP:Iteration 7Q (876.745704 sec): 3 clusters Score: Raw -343964.642502 + Penalty 3004.177685 = -340960.464816 nChanged 183 SP:Iteration 8Q (876.881972 sec): 3 clusters Score: Raw -344089.965788 + Penalty 3004.177685 = -341085.788103 nChanged 158 SP:Iteration 9Q (877.008126 sec): 3 clusters Score: Raw -344185.559701 + Penalty 3004.177685 = -341181.382015 nChanged 124 SP:Iteration 10Q (877.112204 sec): 3 clusters Score: Raw -344254.087284 + Penalty 3004.177685 = -341249.909599 nChanged 111 SP:Iteration 11Q (877.219494 sec): 3 clusters Score: Raw -344309.440978 + Penalty 3004.177685 = -341305.263293 nChanged 88 SP:Iteration 12Q (877.338775 sec): 3 clusters Score: Raw -344351.893884 + Penalty 3004.177685 = -341347.716199 nChanged 72 SP:Iteration 13Q (877.439789 sec): 3 clusters Score: Raw -344381.636972 + Penalty 3004.177685 = -341377.459286 nChanged 65 SP:Iteration 14Q (877.549288 sec): 3 clusters Score: Raw -344406.143831 + Penalty 3004.177685 = -341401.966145 nChanged 50 SP:Iteration 15Q (877.643324 sec): 3 clusters Score: Raw -344424.249362 + Penalty 3004.177685 = -341420.071676 nChanged 37 SP:Iteration 16Q (877.741355 sec): 3 clusters Score: Raw -344437.783119 + Penalty 3004.177685 = -341433.605433 nChanged 34 SP:Iteration 17Q (877.857373 sec): 3 clusters Score: Raw -344450.172748 + Penalty 3004.177685 = -341445.995063 nChanged 30 SP:Iteration 18Q (877.938398 sec): 3 clusters Score: Raw -344461.502877 + Penalty 3004.177685 = -341457.325192 nChanged 32 SP:Iteration 19Q (878.070737 sec): 3 clusters Score: Raw -344470.844478 + Penalty 3004.177685 = -341466.666793 nChanged 39 SP:Iteration 20F (878.166925 sec): 3 clusters Score: Raw -344484.963588 + Penalty 3004.177685 = -341480.785903 nChanged 30 SP:Iteration 21Q (878.257139 sec): 3 clusters Score: Raw -344495.111739 + Penalty 3004.177685 = -341490.934054 nChanged 33 SP:Iteration 22Q (878.348615 sec): 3 clusters Score: Raw -344510.573604 + Penalty 3004.177685 = -341506.395918 nChanged 37 SP:Iteration 23Q (878.455269 sec): 3 clusters Score: Raw -344529.133497 + Penalty 3004.177685 = -341524.955811 nChanged 40 SP:Iteration 24Q (878.537736 sec): 3 clusters Score: Raw -344545.040782 + Penalty 3004.177685 = -341540.863097 nChanged 27 SP:Iteration 25Q (878.653865 sec): 3 clusters Score: Raw -344557.348902 + Penalty 3004.177685 = -341553.171217 nChanged 33 SP:Iteration 26Q (878.753685 sec): 3 clusters Score: Raw -344569.823353 + Penalty 3004.177685 = -341565.645667 nChanged 32 SP:Iteration 27Q (878.854552 sec): 3 clusters Score: Raw -344590.194280 + Penalty 3004.177685 = -341586.016595 nChanged 45 SP:Iteration 28Q (878.963789 sec): 3 clusters Score: Raw -344621.382905 + Penalty 3004.177685 = -341617.205219 nChanged 44 SP:Iteration 29Q (879.063303 sec): 3 clusters Score: Raw -344645.905896 + Penalty 3004.177685 = -341641.728210 nChanged 48 SP:Iteration 30Q (879.165315 sec): 3 clusters Score: Raw -344670.218991 + Penalty 3004.177685 = -341666.041306 nChanged 40 SP:Iteration 31Q (879.269369 sec): 3 clusters Score: Raw -344694.908531 + Penalty 3004.177685 = -341690.730846 nChanged 42 SP:Iteration 32Q (879.348689 sec): 3 clusters Score: Raw -344720.775103 + Penalty 3004.177685 = -341716.597418 nChanged 42 SP:Iteration 33Q (879.472763 sec): 3 clusters Score: Raw -344743.109590 + Penalty 3004.177685 = -341738.931904 nChanged 38 SP:Iteration 34Q (879.575555 sec): 3 clusters Score: Raw -344762.203279 + Penalty 3004.177685 = -341758.025593 nChanged 36 SP:Iteration 35Q (879.697121 sec): 3 clusters Score: Raw -344787.217578 + Penalty 3004.177685 = -341783.039892 nChanged 47 SP:Iteration 36Q (879.806673 sec): 3 clusters Score: Raw -344830.560243 + Penalty 3004.177685 = -341826.382557 nChanged 49 SP:Iteration 37Q (879.899325 sec): 3 clusters Score: Raw -344894.835095 + Penalty 3004.177685 = -341890.657409 nChanged 56 SP:Iteration 38Q (880.037939 sec): 3 clusters Score: Raw -344952.042327 + Penalty 3004.177685 = -341947.864641 nChanged 49 SP:Iteration 39Q (880.137053 sec): 3 clusters Score: Raw -344988.853799 + Penalty 3004.177685 = -341984.676114 nChanged 36 SP:Iteration 40F (880.224433 sec): 3 clusters Score: Raw -345008.928111 + Penalty 3004.177685 = -342004.750425 nChanged 24 SP:Iteration 41Q (880.352886 sec): 3 clusters Score: Raw -345018.817345 + Penalty 3004.177685 = -342014.639660 nChanged 20 SP:Iteration 42Q (880.442626 sec): 3 clusters Score: Raw -345026.006882 + Penalty 3004.177685 = -342021.829196 nChanged 14 SP:Iteration 43Q (880.575203 sec): 3 clusters Score: Raw -345032.176978 + Penalty 3004.177685 = -342027.999292 nChanged 14 SP:Iteration 44Q (880.678624 sec): 3 clusters Score: Raw -345036.598122 + Penalty 3004.177685 = -342032.420436 nChanged 6 SP:Iteration 45Q (880.769296 sec): 3 clusters Score: Raw -345040.299622 + Penalty 3004.177685 = -342036.121937 nChanged 9 SP:Iteration 46Q (880.850559 sec): 3 clusters Score: Raw -345044.842956 + Penalty 3004.177685 = -342040.665270 nChanged 13 SP:Iteration 47Q (880.951183 sec): 3 clusters Score: Raw -345050.694349 + Penalty 3004.177685 = -342046.516663 nChanged 10 SP:Iteration 48Q (881.025554 sec): 3 clusters Score: Raw -345054.521779 + Penalty 3004.177685 = -342050.344094 nChanged 14 SP:Iteration 49Q (881.138080 sec): 3 clusters Score: Raw -345060.343868 + Penalty 3004.177685 = -342056.166183 nChanged 11 SP:Iteration 50Q (881.218866 sec): 3 clusters Score: Raw -345067.850551 + Penalty 3004.177685 = -342063.672865 nChanged 13 SP:Iteration 51Q (881.314258 sec): 3 clusters Score: Raw -345073.835652 + Penalty 3004.177685 = -342069.657966 nChanged 11 SP:Iteration 52Q (881.404100 sec): 3 clusters Score: Raw -345079.021781 + Penalty 3004.177685 = -342074.844095 nChanged 14 SP:Iteration 53Q (881.498507 sec): 3 clusters Score: Raw -345085.340774 + Penalty 3004.177685 = -342081.163088 nChanged 16 SP:Iteration 54Q (881.589492 sec): 3 clusters Score: Raw -345091.773109 + Penalty 3004.177685 = -342087.595423 nChanged 19 SP:Iteration 55Q (881.697989 sec): 3 clusters Score: Raw -345099.424955 + Penalty 3004.177685 = -342095.247269 nChanged 17 SP:Iteration 56Q (881.792016 sec): 3 clusters Score: Raw -345107.074563 + Penalty 3004.177685 = -342102.896877 nChanged 20 SP:Iteration 57Q (881.875458 sec): 3 clusters Score: Raw -345113.379675 + Penalty 3004.177685 = -342109.201989 nChanged 15 SP:Iteration 58Q (881.987753 sec): 3 clusters Score: Raw -345117.609986 + Penalty 3004.177685 = -342113.432301 nChanged 13 SP:Iteration 59Q (882.075730 sec): 3 clusters Score: Raw -345121.532154 + Penalty 3004.177685 = -342117.354469 nChanged 10 SP:Iteration 60F (882.154530 sec): 3 clusters Score: Raw -345124.252121 + Penalty 3004.177685 = -342120.074436 nChanged 7 SP:Iteration 61Q (882.265436 sec): 3 clusters Score: Raw -345125.752479 + Penalty 3004.177685 = -342121.574793 nChanged 6 SP:Iteration 62Q (882.336307 sec): 3 clusters Score: Raw -345127.124035 + Penalty 3004.177685 = -342122.946350 nChanged 6 SP:Iteration 63Q (882.453388 sec): 3 clusters Score: Raw -345128.531004 + Penalty 3004.177685 = -342124.353318 nChanged 2 SP:Iteration 64Q (882.537339 sec): 3 clusters Score: Raw -345129.466525 + Penalty 3004.177685 = -342125.288839 nChanged 4 SP:Iteration 65Q (882.649960 sec): 3 clusters Score: Raw -345130.645012 + Penalty 3004.177685 = -342126.467327 nChanged 5 SP:Iteration 66Q (882.740298 sec): 3 clusters Score: Raw -345131.960930 + Penalty 3004.177685 = -342127.783244 nChanged 4 SP:Iteration 67Q (882.829904 sec): 3 clusters Score: Raw -345133.170164 + Penalty 3004.177685 = -342128.992478 nChanged 8 SP:Iteration 68Q (882.900889 sec): 3 clusters Score: Raw -345135.763577 + Penalty 3004.177685 = -342131.585892 nChanged 9 SP:Iteration 69Q (882.992727 sec): 3 clusters Score: Raw -345139.097526 + Penalty 3004.177685 = -342134.919841 nChanged 10 SP:Iteration 70Q (883.086984 sec): 3 clusters Score: Raw -345142.015974 + Penalty 3004.177685 = -342137.838289 nChanged 5 SP:Iteration 71Q (883.184567 sec): 3 clusters Score: Raw -345143.324144 + Penalty 3004.177685 = -342139.146458 nChanged 2 SP:Iteration 72Q (883.292191 sec): 3 clusters Score: Raw -345143.891763 + Penalty 3004.177685 = -342139.714078 nChanged 2 SP:Iteration 73Q (883.382405 sec): 3 clusters Score: Raw -345144.179641 + Penalty 3004.177685 = -342140.001955 nChanged 1 SP:Iteration 74Q (883.461856 sec): 3 clusters Score: Raw -345144.231162 + Penalty 3004.177685 = -342140.053477 nChanged 0 SP:Iteration 75F (883.573861 sec): 3 clusters Score: Raw -345144.231162 + Penalty 3004.177685 = -342140.053477 nChanged 0 Trying to split cluster 14 (2180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (883.620751 sec): 2 clusters Score: Raw -102938.768483 + Penalty 1349.082567 = -101589.685916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (883.707290 sec): 3 clusters Score: Raw -102039.617303 + Penalty 2698.165135 = -99341.452168 nChanged 776 SP:Iteration 1F (883.786228 sec): 3 clusters Score: Raw -102696.076144 + Penalty 2698.165135 = -99997.911009 nChanged 226 SP:Iteration 2F (883.869698 sec): 3 clusters Score: Raw -102983.222533 + Penalty 2698.165135 = -100285.057399 nChanged 154 SP:Iteration 3F (883.946734 sec): 3 clusters Score: Raw -103209.680463 + Penalty 2698.165135 = -100511.515328 nChanged 137 SP:Iteration 4F (884.021778 sec): 3 clusters Score: Raw -103390.497995 + Penalty 2698.165135 = -100692.332861 nChanged 100 SP:Iteration 5Q (884.101849 sec): 3 clusters Score: Raw -103509.559748 + Penalty 2698.165135 = -100811.394613 nChanged 77 SP:Iteration 6Q (884.177362 sec): 3 clusters Score: Raw -103574.967855 + Penalty 2698.165135 = -100876.802721 nChanged 42 SP:Iteration 7Q (884.252311 sec): 3 clusters Score: Raw -103614.083418 + Penalty 2698.165135 = -100915.918283 nChanged 33 SP:Iteration 8Q (884.347333 sec): 3 clusters Score: Raw -103639.740161 + Penalty 2698.165135 = -100941.575026 nChanged 33 SP:Iteration 9Q (884.420418 sec): 3 clusters Score: Raw -103661.849822 + Penalty 2698.165135 = -100963.684687 nChanged 22 SP:Iteration 10Q (884.509081 sec): 3 clusters Score: Raw -103675.883482 + Penalty 2698.165135 = -100977.718347 nChanged 14 SP:Iteration 11Q (884.583730 sec): 3 clusters Score: Raw -103685.186505 + Penalty 2698.165135 = -100987.021370 nChanged 17 SP:Iteration 12Q (884.678629 sec): 3 clusters Score: Raw -103695.836929 + Penalty 2698.165135 = -100997.671795 nChanged 22 SP:Iteration 13Q (884.762636 sec): 3 clusters Score: Raw -103714.550361 + Penalty 2698.165135 = -101016.385226 nChanged 18 SP:Iteration 14Q (884.851474 sec): 3 clusters Score: Raw -103732.828316 + Penalty 2698.165135 = -101034.663182 nChanged 19 SP:Iteration 15Q (884.942937 sec): 3 clusters Score: Raw -103745.876915 + Penalty 2698.165135 = -101047.711780 nChanged 14 SP:Iteration 16Q (885.032190 sec): 3 clusters Score: Raw -103756.493393 + Penalty 2698.165135 = -101058.328258 nChanged 18 SP:Iteration 17Q (885.121656 sec): 3 clusters Score: Raw -103767.777875 + Penalty 2698.165135 = -101069.612740 nChanged 10 SP:Iteration 18Q (885.216145 sec): 3 clusters Score: Raw -103773.978347 + Penalty 2698.165135 = -101075.813212 nChanged 12 SP:Iteration 19Q (885.309032 sec): 3 clusters Score: Raw -103781.516116 + Penalty 2698.165135 = -101083.350981 nChanged 17 SP:Iteration 20F (885.402437 sec): 3 clusters Score: Raw -103794.372249 + Penalty 2698.165135 = -101096.207115 nChanged 16 SP:Iteration 21Q (885.513946 sec): 3 clusters Score: Raw -103805.198507 + Penalty 2698.165135 = -101107.033373 nChanged 16 SP:Iteration 22Q (885.575706 sec): 3 clusters Score: Raw -103815.357285 + Penalty 2698.165135 = -101117.192150 nChanged 14 SP:Iteration 23Q (885.672563 sec): 3 clusters Score: Raw -103821.847073 + Penalty 2698.165135 = -101123.681938 nChanged 14 SP:Iteration 24Q (885.753649 sec): 3 clusters Score: Raw -103831.033388 + Penalty 2698.165135 = -101132.868253 nChanged 15 SP:Iteration 25Q (885.844981 sec): 3 clusters Score: Raw -103839.415257 + Penalty 2698.165135 = -101141.250123 nChanged 11 SP:Iteration 26Q (885.925700 sec): 3 clusters Score: Raw -103848.945057 + Penalty 2698.165135 = -101150.779922 nChanged 13 SP:Iteration 27Q (885.991702 sec): 3 clusters Score: Raw -103857.051742 + Penalty 2698.165135 = -101158.886608 nChanged 9 SP:Iteration 28Q (886.094467 sec): 3 clusters Score: Raw -103862.914289 + Penalty 2698.165135 = -101164.749154 nChanged 9 SP:Iteration 29Q (886.160547 sec): 3 clusters Score: Raw -103866.594747 + Penalty 2698.165135 = -101168.429612 nChanged 4 SP:Iteration 30Q (886.251996 sec): 3 clusters Score: Raw -103868.373092 + Penalty 2698.165135 = -101170.207957 nChanged 3 SP:Iteration 31Q (886.330897 sec): 3 clusters Score: Raw -103870.662000 + Penalty 2698.165135 = -101172.496866 nChanged 4 SP:Iteration 32Q (886.417910 sec): 3 clusters Score: Raw -103872.973656 + Penalty 2698.165135 = -101174.808521 nChanged 3 SP:Iteration 33Q (886.499561 sec): 3 clusters Score: Raw -103874.253536 + Penalty 2698.165135 = -101176.088401 nChanged 4 SP:Iteration 34Q (886.585178 sec): 3 clusters Score: Raw -103876.084239 + Penalty 2698.165135 = -101177.919105 nChanged 3 SP:Iteration 35Q (886.669585 sec): 3 clusters Score: Raw -103877.717819 + Penalty 2698.165135 = -101179.552685 nChanged 2 SP:Iteration 36Q (886.748077 sec): 3 clusters Score: Raw -103879.168898 + Penalty 2698.165135 = -101181.003763 nChanged 1 SP:Iteration 37Q (886.836228 sec): 3 clusters Score: Raw -103880.363265 + Penalty 2698.165135 = -101182.198130 nChanged 1 SP:Iteration 38Q (886.895967 sec): 3 clusters Score: Raw -103880.495644 + Penalty 2698.165135 = -101182.330509 nChanged 0 SP:Iteration 39F (887.001064 sec): 3 clusters Score: Raw -103880.495644 + Penalty 2698.165135 = -101182.330509 nChanged 0 Trying to split cluster 15 (4206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (887.042714 sec): 2 clusters Score: Raw -290160.407809 + Penalty 1464.418921 = -288695.988888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (887.129349 sec): 3 clusters Score: Raw -288086.649272 + Penalty 2928.837842 = -285157.811430 nChanged 1615 SP:Iteration 1F (887.205727 sec): 3 clusters Score: Raw -288996.324840 + Penalty 2928.837842 = -286067.486998 nChanged 307 SP:Iteration 2F (887.282294 sec): 3 clusters Score: Raw -289164.916401 + Penalty 2928.837842 = -286236.078559 nChanged 204 SP:Iteration 3Q (887.385604 sec): 3 clusters Score: Raw -289285.458046 + Penalty 2928.837842 = -286356.620204 nChanged 193 SP:Iteration 4Q (887.462696 sec): 3 clusters Score: Raw -289400.244078 + Penalty 2928.837842 = -286471.406236 nChanged 157 SP:Iteration 5Q (887.556904 sec): 3 clusters Score: Raw -289495.476211 + Penalty 2928.837842 = -286566.638369 nChanged 141 SP:Iteration 6Q (887.649462 sec): 3 clusters Score: Raw -289576.427812 + Penalty 2928.837842 = -286647.589970 nChanged 139 SP:Iteration 7Q (887.723205 sec): 3 clusters Score: Raw -289655.444872 + Penalty 2928.837842 = -286726.607030 nChanged 113 SP:Iteration 8Q (887.835236 sec): 3 clusters Score: Raw -289715.352306 + Penalty 2928.837842 = -286786.514464 nChanged 108 SP:Iteration 9Q (887.908840 sec): 3 clusters Score: Raw -289767.127676 + Penalty 2928.837842 = -286838.289834 nChanged 98 SP:Iteration 10Q (887.989537 sec): 3 clusters Score: Raw -289815.402947 + Penalty 2928.837842 = -286886.565105 nChanged 88 SP:Iteration 11Q (888.095973 sec): 3 clusters Score: Raw -289854.411760 + Penalty 2928.837842 = -286925.573918 nChanged 99 SP:Iteration 12Q (888.195112 sec): 3 clusters Score: Raw -289899.916946 + Penalty 2928.837842 = -286971.079104 nChanged 88 SP:Iteration 13Q (888.274531 sec): 3 clusters Score: Raw -289935.453453 + Penalty 2928.837842 = -287006.615611 nChanged 83 SP:Iteration 14Q (888.401195 sec): 3 clusters Score: Raw -289970.728473 + Penalty 2928.837842 = -287041.890631 nChanged 74 SP:Iteration 15Q (888.497617 sec): 3 clusters Score: Raw -290002.861585 + Penalty 2928.837842 = -287074.023743 nChanged 62 SP:Iteration 16Q (888.592481 sec): 3 clusters Score: Raw -290032.895095 + Penalty 2928.837842 = -287104.057253 nChanged 67 SP:Iteration 17Q (888.696860 sec): 3 clusters Score: Raw -290069.111467 + Penalty 2928.837842 = -287140.273625 nChanged 75 SP:Iteration 18Q (888.813481 sec): 3 clusters Score: Raw -290106.510800 + Penalty 2928.837842 = -287177.672958 nChanged 62 SP:Iteration 19Q (888.954579 sec): 3 clusters Score: Raw -290144.562141 + Penalty 2928.837842 = -287215.724299 nChanged 67 SP:Iteration 20F (889.056658 sec): 3 clusters Score: Raw -290187.302167 + Penalty 2928.837842 = -287258.464325 nChanged 69 SP:Iteration 21Q (889.140500 sec): 3 clusters Score: Raw -290231.854292 + Penalty 2928.837842 = -287303.016450 nChanged 59 SP:Iteration 22Q (889.243824 sec): 3 clusters Score: Raw -290274.259724 + Penalty 2928.837842 = -287345.421882 nChanged 68 SP:Iteration 23Q (889.367249 sec): 3 clusters Score: Raw -290315.833530 + Penalty 2928.837842 = -287386.995688 nChanged 59 SP:Iteration 24Q (889.477540 sec): 3 clusters Score: Raw -290356.598450 + Penalty 2928.837842 = -287427.760608 nChanged 62 SP:Iteration 25Q (889.577169 sec): 3 clusters Score: Raw -290396.881716 + Penalty 2928.837842 = -287468.043874 nChanged 60 SP:Iteration 26Q (889.682050 sec): 3 clusters Score: Raw -290437.444152 + Penalty 2928.837842 = -287508.606310 nChanged 57 SP:Iteration 27Q (889.810361 sec): 3 clusters Score: Raw -290472.847249 + Penalty 2928.837842 = -287544.009407 nChanged 56 SP:Iteration 28Q (889.904311 sec): 3 clusters Score: Raw -290509.948103 + Penalty 2928.837842 = -287581.110261 nChanged 56 SP:Iteration 29Q (889.995202 sec): 3 clusters Score: Raw -290550.104712 + Penalty 2928.837842 = -287621.266870 nChanged 49 SP:Iteration 30Q (890.101739 sec): 3 clusters Score: Raw -290581.445412 + Penalty 2928.837842 = -287652.607570 nChanged 39 SP:Iteration 31Q (890.199478 sec): 3 clusters Score: Raw -290603.328772 + Penalty 2928.837842 = -287674.490930 nChanged 35 SP:Iteration 32Q (890.281736 sec): 3 clusters Score: Raw -290622.244110 + Penalty 2928.837842 = -287693.406268 nChanged 32 SP:Iteration 33Q (890.387131 sec): 3 clusters Score: Raw -290639.804061 + Penalty 2928.837842 = -287710.966219 nChanged 28 SP:Iteration 34Q (890.473233 sec): 3 clusters Score: Raw -290655.287104 + Penalty 2928.837842 = -287726.449262 nChanged 24 SP:Iteration 35Q (890.569882 sec): 3 clusters Score: Raw -290668.004454 + Penalty 2928.837842 = -287739.166612 nChanged 20 SP:Iteration 36Q (890.676422 sec): 3 clusters Score: Raw -290678.131028 + Penalty 2928.837842 = -287749.293186 nChanged 24 SP:Iteration 37Q (890.801584 sec): 3 clusters Score: Raw -290692.975446 + Penalty 2928.837842 = -287764.137603 nChanged 22 SP:Iteration 38Q (890.878127 sec): 3 clusters Score: Raw -290700.121108 + Penalty 2928.837842 = -287771.283266 nChanged 8 SP:Iteration 39Q (890.982342 sec): 3 clusters Score: Raw -290702.545205 + Penalty 2928.837842 = -287773.707363 nChanged 7 SP:Iteration 40F (891.086386 sec): 3 clusters Score: Raw -290704.752644 + Penalty 2928.837842 = -287775.914801 nChanged 3 SP:Iteration 41Q (891.174548 sec): 3 clusters Score: Raw -290705.879191 + Penalty 2928.837842 = -287777.041349 nChanged 2 SP:Iteration 42Q (891.262716 sec): 3 clusters Score: Raw -290706.139463 + Penalty 2928.837842 = -287777.301621 nChanged 2 SP:Iteration 43Q (891.357609 sec): 3 clusters Score: Raw -290706.589607 + Penalty 2928.837842 = -287777.751765 nChanged 2 SP:Iteration 44Q (891.453417 sec): 3 clusters Score: Raw -290706.950615 + Penalty 2928.837842 = -287778.112773 nChanged 0 SP:Iteration 45F (891.547632 sec): 3 clusters Score: Raw -290706.950615 + Penalty 2928.837842 = -287778.112773 nChanged 0 Trying to split cluster 16 (3642 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (891.624148 sec): 2 clusters Score: Raw -189254.588118 + Penalty 1439.150590 = -187815.437528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (891.724644 sec): 3 clusters Score: Raw -187494.868838 + Penalty 2878.301179 = -184616.567659 nChanged 1424 SP:Iteration 1F (891.861769 sec): 3 clusters Score: Raw -188501.953424 + Penalty 2878.301179 = -185623.652244 nChanged 344 SP:Iteration 2F (891.962256 sec): 3 clusters Score: Raw -188911.235430 + Penalty 2878.301179 = -186032.934251 nChanged 337 SP:Iteration 3F (892.059432 sec): 3 clusters Score: Raw -189301.131547 + Penalty 2878.301179 = -186422.830368 nChanged 278 SP:Iteration 4F (892.152483 sec): 3 clusters Score: Raw -189585.482962 + Penalty 2878.301179 = -186707.181782 nChanged 212 SP:Iteration 5F (892.246793 sec): 3 clusters Score: Raw -189770.356821 + Penalty 2878.301179 = -186892.055642 nChanged 146 SP:Iteration 6Q (892.338322 sec): 3 clusters Score: Raw -189900.709345 + Penalty 2878.301179 = -187022.408166 nChanged 117 SP:Iteration 7Q (892.434211 sec): 3 clusters Score: Raw -189988.275276 + Penalty 2878.301179 = -187109.974096 nChanged 82 SP:Iteration 8Q (892.530391 sec): 3 clusters Score: Raw -190063.348044 + Penalty 2878.301179 = -187185.046865 nChanged 75 SP:Iteration 9Q (892.607372 sec): 3 clusters Score: Raw -190122.466310 + Penalty 2878.301179 = -187244.165131 nChanged 74 SP:Iteration 10Q (892.680713 sec): 3 clusters Score: Raw -190181.847545 + Penalty 2878.301179 = -187303.546366 nChanged 82 SP:Iteration 11Q (892.773783 sec): 3 clusters Score: Raw -190248.917625 + Penalty 2878.301179 = -187370.616446 nChanged 85 SP:Iteration 12Q (892.866473 sec): 3 clusters Score: Raw -190314.459800 + Penalty 2878.301179 = -187436.158620 nChanged 71 SP:Iteration 13Q (892.960420 sec): 3 clusters Score: Raw -190356.854736 + Penalty 2878.301179 = -187478.553556 nChanged 41 SP:Iteration 14Q (893.056318 sec): 3 clusters Score: Raw -190380.204430 + Penalty 2878.301179 = -187501.903250 nChanged 46 SP:Iteration 15Q (893.158521 sec): 3 clusters Score: Raw -190405.896777 + Penalty 2878.301179 = -187527.595598 nChanged 42 SP:Iteration 16Q (893.247863 sec): 3 clusters Score: Raw -190425.897171 + Penalty 2878.301179 = -187547.595992 nChanged 32 SP:Iteration 17Q (893.338688 sec): 3 clusters Score: Raw -190439.740632 + Penalty 2878.301179 = -187561.439453 nChanged 32 SP:Iteration 18Q (893.427559 sec): 3 clusters Score: Raw -190452.695002 + Penalty 2878.301179 = -187574.393823 nChanged 23 SP:Iteration 19Q (893.507250 sec): 3 clusters Score: Raw -190464.823552 + Penalty 2878.301179 = -187586.522372 nChanged 35 SP:Iteration 20F (893.587094 sec): 3 clusters Score: Raw -190480.399579 + Penalty 2878.301179 = -187602.098399 nChanged 27 SP:Iteration 21Q (893.669730 sec): 3 clusters Score: Raw -190493.365428 + Penalty 2878.301179 = -187615.064249 nChanged 25 SP:Iteration 22Q (893.736592 sec): 3 clusters Score: Raw -190504.182515 + Penalty 2878.301179 = -187625.881336 nChanged 28 SP:Iteration 23Q (893.840175 sec): 3 clusters Score: Raw -190517.220657 + Penalty 2878.301179 = -187638.919478 nChanged 32 SP:Iteration 24Q (893.926372 sec): 3 clusters Score: Raw -190541.090880 + Penalty 2878.301179 = -187662.789701 nChanged 38 SP:Iteration 25Q (894.006911 sec): 3 clusters Score: Raw -190562.726389 + Penalty 2878.301179 = -187684.425209 nChanged 33 SP:Iteration 26Q (894.109016 sec): 3 clusters Score: Raw -190581.117806 + Penalty 2878.301179 = -187702.816626 nChanged 25 SP:Iteration 27Q (894.195518 sec): 3 clusters Score: Raw -190592.722948 + Penalty 2878.301179 = -187714.421769 nChanged 25 SP:Iteration 28Q (894.277616 sec): 3 clusters Score: Raw -190604.888551 + Penalty 2878.301179 = -187726.587372 nChanged 24 SP:Iteration 29Q (894.350211 sec): 3 clusters Score: Raw -190616.127987 + Penalty 2878.301179 = -187737.826808 nChanged 16 SP:Iteration 30Q (894.435895 sec): 3 clusters Score: Raw -190623.165334 + Penalty 2878.301179 = -187744.864154 nChanged 14 SP:Iteration 31Q (894.534491 sec): 3 clusters Score: Raw -190628.280049 + Penalty 2878.301179 = -187749.978869 nChanged 8 SP:Iteration 32Q (894.620919 sec): 3 clusters Score: Raw -190632.239518 + Penalty 2878.301179 = -187753.938339 nChanged 10 SP:Iteration 33Q (894.701248 sec): 3 clusters Score: Raw -190635.485592 + Penalty 2878.301179 = -187757.184412 nChanged 3 SP:Iteration 34Q (894.770392 sec): 3 clusters Score: Raw -190636.115159 + Penalty 2878.301179 = -187757.813980 nChanged 1 SP:Iteration 35Q (894.857523 sec): 3 clusters Score: Raw -190636.343469 + Penalty 2878.301179 = -187758.042289 nChanged 2 SP:Iteration 36Q (894.953306 sec): 3 clusters Score: Raw -190636.854491 + Penalty 2878.301179 = -187758.553312 nChanged 0 SP:Iteration 37F (895.039201 sec): 3 clusters Score: Raw -190636.854491 + Penalty 2878.301179 = -187758.553312 nChanged 0 Trying to split cluster 17 (7152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (895.118874 sec): 2 clusters Score: Raw -413590.615538 + Penalty 1557.588354 = -412033.027184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (895.211925 sec): 3 clusters Score: Raw -409803.367529 + Penalty 3115.176708 = -406688.190821 nChanged 2982 SP:Iteration 1F (895.294517 sec): 3 clusters Score: Raw -411779.031757 + Penalty 3115.176708 = -408663.855049 nChanged 679 SP:Iteration 2F (895.391167 sec): 3 clusters Score: Raw -412284.283701 + Penalty 3115.176708 = -409169.106993 nChanged 501 SP:Iteration 3F (895.462467 sec): 3 clusters Score: Raw -412600.462569 + Penalty 3115.176708 = -409485.285861 nChanged 386 SP:Iteration 4F (895.555669 sec): 3 clusters Score: Raw -412854.911598 + Penalty 3115.176708 = -409739.734890 nChanged 330 SP:Iteration 5Q (895.648740 sec): 3 clusters Score: Raw -413065.052785 + Penalty 3115.176708 = -409949.876077 nChanged 297 SP:Iteration 6Q (895.737595 sec): 3 clusters Score: Raw -413264.357323 + Penalty 3115.176708 = -410149.180615 nChanged 265 SP:Iteration 7Q (895.847873 sec): 3 clusters Score: Raw -413461.438734 + Penalty 3115.176708 = -410346.262026 nChanged 273 SP:Iteration 8Q (895.922414 sec): 3 clusters Score: Raw -413654.567305 + Penalty 3115.176708 = -410539.390597 nChanged 249 SP:Iteration 9Q (896.030991 sec): 3 clusters Score: Raw -413823.754778 + Penalty 3115.176708 = -410708.578070 nChanged 205 SP:Iteration 10Q (896.126215 sec): 3 clusters Score: Raw -413940.782746 + Penalty 3115.176708 = -410825.606038 nChanged 144 SP:Iteration 11Q (896.216750 sec): 3 clusters Score: Raw -414011.714893 + Penalty 3115.176708 = -410896.538185 nChanged 122 SP:Iteration 12Q (896.310983 sec): 3 clusters Score: Raw -414065.894958 + Penalty 3115.176708 = -410950.718250 nChanged 95 SP:Iteration 13Q (896.379211 sec): 3 clusters Score: Raw -414108.255565 + Penalty 3115.176708 = -410993.078857 nChanged 92 SP:Iteration 14Q (896.474670 sec): 3 clusters Score: Raw -414149.197259 + Penalty 3115.176708 = -411034.020551 nChanged 89 SP:Iteration 15Q (896.566382 sec): 3 clusters Score: Raw -414180.757516 + Penalty 3115.176708 = -411065.580808 nChanged 68 SP:Iteration 16Q (896.673346 sec): 3 clusters Score: Raw -414205.635423 + Penalty 3115.176708 = -411090.458715 nChanged 59 SP:Iteration 17Q (896.745640 sec): 3 clusters Score: Raw -414227.145324 + Penalty 3115.176708 = -411111.968615 nChanged 43 SP:Iteration 18Q (896.852964 sec): 3 clusters Score: Raw -414242.420463 + Penalty 3115.176708 = -411127.243755 nChanged 45 SP:Iteration 19Q (896.945359 sec): 3 clusters Score: Raw -414255.790379 + Penalty 3115.176708 = -411140.613671 nChanged 46 SP:Iteration 20F (897.042280 sec): 3 clusters Score: Raw -414267.259991 + Penalty 3115.176708 = -411152.083283 nChanged 47 SP:Iteration 21Q (897.136855 sec): 3 clusters Score: Raw -414284.995404 + Penalty 3115.176708 = -411169.818695 nChanged 64 SP:Iteration 22Q (897.216585 sec): 3 clusters Score: Raw -414305.857539 + Penalty 3115.176708 = -411190.680830 nChanged 54 SP:Iteration 23Q (897.332366 sec): 3 clusters Score: Raw -414325.621085 + Penalty 3115.176708 = -411210.444377 nChanged 58 SP:Iteration 24Q (897.426852 sec): 3 clusters Score: Raw -414349.281722 + Penalty 3115.176708 = -411234.105014 nChanged 75 SP:Iteration 25Q (897.518070 sec): 3 clusters Score: Raw -414382.183116 + Penalty 3115.176708 = -411267.006408 nChanged 88 SP:Iteration 26Q (897.595996 sec): 3 clusters Score: Raw -414424.829794 + Penalty 3115.176708 = -411309.653086 nChanged 103 SP:Iteration 27Q (897.699872 sec): 3 clusters Score: Raw -414475.147703 + Penalty 3115.176708 = -411359.970995 nChanged 100 SP:Iteration 28Q (897.788351 sec): 3 clusters Score: Raw -414527.637941 + Penalty 3115.176708 = -411412.461233 nChanged 98 SP:Iteration 29Q (897.887089 sec): 3 clusters Score: Raw -414580.909203 + Penalty 3115.176708 = -411465.732495 nChanged 96 SP:Iteration 30Q (897.976429 sec): 3 clusters Score: Raw -414627.900710 + Penalty 3115.176708 = -411512.724002 nChanged 79 SP:Iteration 31Q (898.045871 sec): 3 clusters Score: Raw -414667.394751 + Penalty 3115.176708 = -411552.218042 nChanged 86 SP:Iteration 32Q (898.139092 sec): 3 clusters Score: Raw -414711.534700 + Penalty 3115.176708 = -411596.357992 nChanged 78 SP:Iteration 33Q (898.240350 sec): 3 clusters Score: Raw -414746.762703 + Penalty 3115.176708 = -411631.585995 nChanged 60 SP:Iteration 34Q (898.335824 sec): 3 clusters Score: Raw -414767.574421 + Penalty 3115.176708 = -411652.397712 nChanged 50 SP:Iteration 35Q (898.414772 sec): 3 clusters Score: Raw -414786.842056 + Penalty 3115.176708 = -411671.665348 nChanged 50 SP:Iteration 36Q (898.495728 sec): 3 clusters Score: Raw -414805.872940 + Penalty 3115.176708 = -411690.696232 nChanged 48 SP:Iteration 37Q (898.595044 sec): 3 clusters Score: Raw -414825.974988 + Penalty 3115.176708 = -411710.798280 nChanged 52 SP:Iteration 38Q (898.700047 sec): 3 clusters Score: Raw -414847.604600 + Penalty 3115.176708 = -411732.427892 nChanged 44 SP:Iteration 39Q (898.793811 sec): 3 clusters Score: Raw -414862.646735 + Penalty 3115.176708 = -411747.470027 nChanged 38 SP:Iteration 40F (898.877879 sec): 3 clusters Score: Raw -414875.249471 + Penalty 3115.176708 = -411760.072763 nChanged 37 SP:Iteration 41Q (898.984637 sec): 3 clusters Score: Raw -414888.746391 + Penalty 3115.176708 = -411773.569683 nChanged 37 SP:Iteration 42Q (899.070020 sec): 3 clusters Score: Raw -414903.248428 + Penalty 3115.176708 = -411788.071720 nChanged 29 SP:Iteration 43Q (899.156896 sec): 3 clusters Score: Raw -414911.709079 + Penalty 3115.176708 = -411796.532371 nChanged 27 SP:Iteration 44Q (899.260498 sec): 3 clusters Score: Raw -414921.160443 + Penalty 3115.176708 = -411805.983734 nChanged 27 SP:Iteration 45Q (899.361401 sec): 3 clusters Score: Raw -414930.963869 + Penalty 3115.176708 = -411815.787161 nChanged 23 SP:Iteration 46Q (899.461793 sec): 3 clusters Score: Raw -414936.634180 + Penalty 3115.176708 = -411821.457472 nChanged 15 SP:Iteration 47Q (899.551516 sec): 3 clusters Score: Raw -414940.877311 + Penalty 3115.176708 = -411825.700603 nChanged 12 SP:Iteration 48Q (899.647965 sec): 3 clusters Score: Raw -414943.734942 + Penalty 3115.176708 = -411828.558233 nChanged 13 SP:Iteration 49Q (899.748813 sec): 3 clusters Score: Raw -414947.037538 + Penalty 3115.176708 = -411831.860830 nChanged 11 SP:Iteration 50Q (899.840990 sec): 3 clusters Score: Raw -414949.117042 + Penalty 3115.176708 = -411833.940333 nChanged 13 SP:Iteration 51Q (899.924153 sec): 3 clusters Score: Raw -414951.751470 + Penalty 3115.176708 = -411836.574762 nChanged 9 SP:Iteration 52Q (900.022911 sec): 3 clusters Score: Raw -414953.233217 + Penalty 3115.176708 = -411838.056509 nChanged 4 SP:Iteration 53Q (900.114459 sec): 3 clusters Score: Raw -414953.958367 + Penalty 3115.176708 = -411838.781658 nChanged 3 SP:Iteration 54Q (900.210038 sec): 3 clusters Score: Raw -414954.731604 + Penalty 3115.176708 = -411839.554896 nChanged 4 SP:Iteration 55Q (900.304191 sec): 3 clusters Score: Raw -414955.108899 + Penalty 3115.176708 = -411839.932190 nChanged 1 SP:Iteration 56Q (900.375023 sec): 3 clusters Score: Raw -414955.214188 + Penalty 3115.176708 = -411840.037480 nChanged 2 SP:Iteration 57Q (900.483599 sec): 3 clusters Score: Raw -414955.579873 + Penalty 3115.176708 = -411840.403165 nChanged 1 SP:Iteration 58Q (900.567969 sec): 3 clusters Score: Raw -414955.697465 + Penalty 3115.176708 = -411840.520757 nChanged 0 SP:Iteration 59F (900.657041 sec): 3 clusters Score: Raw -414955.697465 + Penalty 3115.176708 = -411840.520757 nChanged 0 Trying to split cluster 18 (1571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (900.719294 sec): 2 clusters Score: Raw -76020.749559 + Penalty 1291.586571 = -74729.162989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (900.795582 sec): 3 clusters Score: Raw -75426.743082 + Penalty 2583.173141 = -72843.569941 nChanged 525 SP:Iteration 1F (900.867710 sec): 3 clusters Score: Raw -75950.496546 + Penalty 2583.173141 = -73367.323405 nChanged 163 SP:Iteration 2F (900.952628 sec): 3 clusters Score: Raw -76215.614945 + Penalty 2583.173141 = -73632.441804 nChanged 131 SP:Iteration 3F (901.015277 sec): 3 clusters Score: Raw -76451.161925 + Penalty 2583.173141 = -73867.988784 nChanged 107 SP:Iteration 4F (901.096215 sec): 3 clusters Score: Raw -76629.104851 + Penalty 2583.173141 = -74045.931710 nChanged 91 SP:Iteration 5F (901.190244 sec): 3 clusters Score: Raw -76779.511229 + Penalty 2583.173141 = -74196.338088 nChanged 61 SP:Iteration 6Q (901.261522 sec): 3 clusters Score: Raw -76870.428184 + Penalty 2583.173141 = -74287.255043 nChanged 39 SP:Iteration 7Q (901.364240 sec): 3 clusters Score: Raw -76921.615055 + Penalty 2583.173141 = -74338.441914 nChanged 25 SP:Iteration 8Q (901.429997 sec): 3 clusters Score: Raw -76948.688340 + Penalty 2583.173141 = -74365.515199 nChanged 16 SP:Iteration 9Q (901.527808 sec): 3 clusters Score: Raw -76968.720585 + Penalty 2583.173141 = -74385.547444 nChanged 13 SP:Iteration 10Q (901.592505 sec): 3 clusters Score: Raw -76983.449125 + Penalty 2583.173141 = -74400.275984 nChanged 6 SP:Iteration 11Q (901.671484 sec): 3 clusters Score: Raw -76987.541438 + Penalty 2583.173141 = -74404.368297 nChanged 4 SP:Iteration 12Q (901.768292 sec): 3 clusters Score: Raw -76991.133159 + Penalty 2583.173141 = -74407.960018 nChanged 1 SP:Iteration 13Q (901.836327 sec): 3 clusters Score: Raw -76991.403021 + Penalty 2583.173141 = -74408.229880 nChanged 0 SP:Iteration 14F (901.936183 sec): 3 clusters Score: Raw -76991.403021 + Penalty 2583.173141 = -74408.229880 nChanged 0 Trying to split cluster 19 (9069 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (902.007552 sec): 2 clusters Score: Raw -506130.536515 + Penalty 1599.264333 = -504531.272182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (902.106103 sec): 3 clusters Score: Raw -501181.482298 + Penalty 3198.528666 = -497982.953632 nChanged 3826 SP:Iteration 1F (902.196512 sec): 3 clusters Score: Raw -503611.189953 + Penalty 3198.528666 = -500412.661287 nChanged 806 SP:Iteration 2F (902.297622 sec): 3 clusters Score: Raw -504321.073147 + Penalty 3198.528666 = -501122.544480 nChanged 746 SP:Iteration 3F (902.394230 sec): 3 clusters Score: Raw -504996.330785 + Penalty 3198.528666 = -501797.802118 nChanged 633 SP:Iteration 4F (902.494135 sec): 3 clusters Score: Raw -505538.725360 + Penalty 3198.528666 = -502340.196693 nChanged 538 SP:Iteration 5F (902.576679 sec): 3 clusters Score: Raw -505921.091849 + Penalty 3198.528666 = -502722.563183 nChanged 392 SP:Iteration 6Q (902.685164 sec): 3 clusters Score: Raw -506136.035455 + Penalty 3198.528666 = -502937.506789 nChanged 248 SP:Iteration 7Q (902.780466 sec): 3 clusters Score: Raw -506239.417572 + Penalty 3198.528666 = -503040.888906 nChanged 182 SP:Iteration 8Q (902.889989 sec): 3 clusters Score: Raw -506312.309289 + Penalty 3198.528666 = -503113.780622 nChanged 155 SP:Iteration 9Q (902.989022 sec): 3 clusters Score: Raw -506379.341288 + Penalty 3198.528666 = -503180.812621 nChanged 155 SP:Iteration 10Q (903.065878 sec): 3 clusters Score: Raw -506450.153574 + Penalty 3198.528666 = -503251.624907 nChanged 148 SP:Iteration 11Q (903.204064 sec): 3 clusters Score: Raw -506516.273685 + Penalty 3198.528666 = -503317.745018 nChanged 118 SP:Iteration 12Q (903.324622 sec): 3 clusters Score: Raw -506561.398408 + Penalty 3198.528666 = -503362.869741 nChanged 115 SP:Iteration 13Q (903.485762 sec): 3 clusters Score: Raw -506603.863073 + Penalty 3198.528666 = -503405.334407 nChanged 88 SP:Iteration 14Q (903.572483 sec): 3 clusters Score: Raw -506634.801392 + Penalty 3198.528666 = -503436.272725 nChanged 80 SP:Iteration 15Q (903.703329 sec): 3 clusters Score: Raw -506660.697530 + Penalty 3198.528666 = -503462.168863 nChanged 70 SP:Iteration 16Q (903.823218 sec): 3 clusters Score: Raw -506686.341636 + Penalty 3198.528666 = -503487.812969 nChanged 65 SP:Iteration 17Q (903.934457 sec): 3 clusters Score: Raw -506708.655392 + Penalty 3198.528666 = -503510.126726 nChanged 55 SP:Iteration 18Q (904.082100 sec): 3 clusters Score: Raw -506724.527959 + Penalty 3198.528666 = -503525.999292 nChanged 43 SP:Iteration 19Q (904.171652 sec): 3 clusters Score: Raw -506736.961299 + Penalty 3198.528666 = -503538.432633 nChanged 55 SP:Iteration 20F (904.306653 sec): 3 clusters Score: Raw -506753.403794 + Penalty 3198.528666 = -503554.875127 nChanged 47 SP:Iteration 21Q (904.427181 sec): 3 clusters Score: Raw -506766.486394 + Penalty 3198.528666 = -503567.957727 nChanged 43 SP:Iteration 22Q (904.537229 sec): 3 clusters Score: Raw -506776.799345 + Penalty 3198.528666 = -503578.270679 nChanged 27 SP:Iteration 23Q (904.641696 sec): 3 clusters Score: Raw -506783.739145 + Penalty 3198.528666 = -503585.210478 nChanged 31 SP:Iteration 24Q (904.749647 sec): 3 clusters Score: Raw -506790.984747 + Penalty 3198.528666 = -503592.456080 nChanged 33 SP:Iteration 25Q (904.849104 sec): 3 clusters Score: Raw -506799.684720 + Penalty 3198.528666 = -503601.156054 nChanged 28 SP:Iteration 26Q (904.993751 sec): 3 clusters Score: Raw -506805.706934 + Penalty 3198.528666 = -503607.178268 nChanged 20 SP:Iteration 27Q (905.045711 sec): 3 clusters Score: Raw -506810.836133 + Penalty 3198.528666 = -503612.307466 nChanged 23 SP:Iteration 28Q (905.095702 sec): 3 clusters Score: Raw -506816.529725 + Penalty 3198.528666 = -503618.001058 nChanged 25 SP:Iteration 29Q (905.145372 sec): 3 clusters Score: Raw -506824.173007 + Penalty 3198.528666 = -503625.644340 nChanged 20 SP:Iteration 30Q (905.196995 sec): 3 clusters Score: Raw -506828.454846 + Penalty 3198.528666 = -503629.926179 nChanged 19 SP:Iteration 31Q (905.248540 sec): 3 clusters Score: Raw -506834.291115 + Penalty 3198.528666 = -503635.762449 nChanged 18 SP:Iteration 32Q (905.378272 sec): 3 clusters Score: Raw -506840.524691 + Penalty 3198.528666 = -503641.996024 nChanged 24 SP:Iteration 33Q (905.493099 sec): 3 clusters Score: Raw -506847.517821 + Penalty 3198.528666 = -503648.989155 nChanged 30 SP:Iteration 34Q (905.611150 sec): 3 clusters Score: Raw -506855.388074 + Penalty 3198.528666 = -503656.859407 nChanged 24 SP:Iteration 35Q (905.736138 sec): 3 clusters Score: Raw -506863.604166 + Penalty 3198.528666 = -503665.075500 nChanged 20 SP:Iteration 36Q (905.861238 sec): 3 clusters Score: Raw -506869.651888 + Penalty 3198.528666 = -503671.123222 nChanged 14 SP:Iteration 37Q (905.955706 sec): 3 clusters Score: Raw -506873.629061 + Penalty 3198.528666 = -503675.100394 nChanged 12 SP:Iteration 38Q (906.070358 sec): 3 clusters Score: Raw -506877.548945 + Penalty 3198.528666 = -503679.020279 nChanged 12 SP:Iteration 39Q (906.201888 sec): 3 clusters Score: Raw -506880.067410 + Penalty 3198.528666 = -503681.538743 nChanged 7 SP:Iteration 40F (906.321628 sec): 3 clusters Score: Raw -506881.153959 + Penalty 3198.528666 = -503682.625292 nChanged 4 SP:Iteration 41Q (906.458341 sec): 3 clusters Score: Raw -506881.523079 + Penalty 3198.528666 = -503682.994412 nChanged 2 SP:Iteration 42Q (906.584715 sec): 3 clusters Score: Raw -506881.710625 + Penalty 3198.528666 = -503683.181959 nChanged 1 SP:Iteration 43Q (906.690850 sec): 3 clusters Score: Raw -506881.819252 + Penalty 3198.528666 = -503683.290586 nChanged 1 SP:Iteration 44Q (906.810381 sec): 3 clusters Score: Raw -506882.027475 + Penalty 3198.528666 = -503683.498808 nChanged 2 SP:Iteration 45Q (906.957396 sec): 3 clusters Score: Raw -506882.734130 + Penalty 3198.528666 = -503684.205463 nChanged 6 SP:Iteration 46Q (907.070135 sec): 3 clusters Score: Raw -506883.850675 + Penalty 3198.528666 = -503685.322009 nChanged 6 SP:Iteration 47Q (907.187170 sec): 3 clusters Score: Raw -506884.931060 + Penalty 3198.528666 = -503686.402393 nChanged 7 SP:Iteration 48Q (907.318546 sec): 3 clusters Score: Raw -506886.597788 + Penalty 3198.528666 = -503688.069122 nChanged 7 SP:Iteration 49Q (907.428096 sec): 3 clusters Score: Raw -506888.026576 + Penalty 3198.528666 = -503689.497910 nChanged 6 SP:Iteration 50Q (907.551567 sec): 3 clusters Score: Raw -506889.029413 + Penalty 3198.528666 = -503690.500747 nChanged 5 SP:Iteration 51Q (907.663802 sec): 3 clusters Score: Raw -506890.324378 + Penalty 3198.528666 = -503691.795711 nChanged 4 SP:Iteration 52Q (907.776160 sec): 3 clusters Score: Raw -506890.781066 + Penalty 3198.528666 = -503692.252399 nChanged 4 SP:Iteration 53Q (907.874629 sec): 3 clusters Score: Raw -506891.883370 + Penalty 3198.528666 = -503693.354704 nChanged 4 SP:Iteration 54Q (908.005745 sec): 3 clusters Score: Raw -506892.773621 + Penalty 3198.528666 = -503694.244955 nChanged 1 SP:Iteration 55Q (908.120540 sec): 3 clusters Score: Raw -506892.868091 + Penalty 3198.528666 = -503694.339424 nChanged 0 SP:Iteration 56F (908.241318 sec): 3 clusters Score: Raw -506892.868091 + Penalty 3198.528666 = -503694.339424 nChanged 0 Trying to split cluster 20 (3786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (908.310928 sec): 2 clusters Score: Raw -239879.922818 + Penalty 1445.955966 = -238433.966852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (908.388152 sec): 3 clusters Score: Raw -238056.423795 + Penalty 2891.911931 = -235164.511864 nChanged 1478 SP:Iteration 1F (908.488327 sec): 3 clusters Score: Raw -238955.958689 + Penalty 2891.911931 = -236064.046758 nChanged 326 SP:Iteration 2F (908.600764 sec): 3 clusters Score: Raw -239260.037891 + Penalty 2891.911931 = -236368.125959 nChanged 298 SP:Iteration 3F (908.705954 sec): 3 clusters Score: Raw -239565.281307 + Penalty 2891.911931 = -236673.369376 nChanged 260 SP:Iteration 4F (908.806496 sec): 3 clusters Score: Raw -239878.336914 + Penalty 2891.911931 = -236986.424983 nChanged 235 SP:Iteration 5F (908.911656 sec): 3 clusters Score: Raw -240232.122284 + Penalty 2891.911931 = -237340.210352 nChanged 212 SP:Iteration 6F (909.039356 sec): 3 clusters Score: Raw -240532.607748 + Penalty 2891.911931 = -237640.695816 nChanged 171 SP:Iteration 7Q (909.146565 sec): 3 clusters Score: Raw -240717.465181 + Penalty 2891.911931 = -237825.553250 nChanged 112 SP:Iteration 8Q (909.258734 sec): 3 clusters Score: Raw -240800.140049 + Penalty 2891.911931 = -237908.228117 nChanged 69 SP:Iteration 9Q (909.361483 sec): 3 clusters Score: Raw -240844.290896 + Penalty 2891.911931 = -237952.378965 nChanged 65 SP:Iteration 10Q (909.468061 sec): 3 clusters Score: Raw -240876.619592 + Penalty 2891.911931 = -237984.707661 nChanged 38 SP:Iteration 11Q (909.570737 sec): 3 clusters Score: Raw -240894.599306 + Penalty 2891.911931 = -238002.687375 nChanged 32 SP:Iteration 12Q (909.706691 sec): 3 clusters Score: Raw -240906.687912 + Penalty 2891.911931 = -238014.775981 nChanged 23 SP:Iteration 13Q (909.788663 sec): 3 clusters Score: Raw -240914.862743 + Penalty 2891.911931 = -238022.950812 nChanged 16 SP:Iteration 14Q (909.889965 sec): 3 clusters Score: Raw -240920.222715 + Penalty 2891.911931 = -238028.310783 nChanged 12 SP:Iteration 15Q (909.997760 sec): 3 clusters Score: Raw -240922.601128 + Penalty 2891.911931 = -238030.689196 nChanged 8 SP:Iteration 16Q (910.104448 sec): 3 clusters Score: Raw -240924.222108 + Penalty 2891.911931 = -238032.310177 nChanged 4 SP:Iteration 17Q (910.205677 sec): 3 clusters Score: Raw -240924.754476 + Penalty 2891.911931 = -238032.842545 nChanged 2 SP:Iteration 18Q (910.308559 sec): 3 clusters Score: Raw -240925.120193 + Penalty 2891.911931 = -238033.208262 nChanged 0 SP:Iteration 19F (910.414304 sec): 3 clusters Score: Raw -240925.120193 + Penalty 2891.911931 = -238033.208262 nChanged 0 Trying to split cluster 21 (1844 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (910.475484 sec): 2 clusters Score: Raw -85359.914807 + Penalty 1319.706017 = -84040.208790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (910.602681 sec): 3 clusters Score: Raw -84661.850193 + Penalty 2639.412034 = -82022.438159 nChanged 630 SP:Iteration 1F (910.705312 sec): 3 clusters Score: Raw -85227.747534 + Penalty 2639.412034 = -82588.335500 nChanged 178 SP:Iteration 2F (910.797488 sec): 3 clusters Score: Raw -85453.287018 + Penalty 2639.412034 = -82813.874984 nChanged 118 SP:Iteration 3F (910.906218 sec): 3 clusters Score: Raw -85583.044680 + Penalty 2639.412034 = -82943.632647 nChanged 80 SP:Iteration 4Q (911.001651 sec): 3 clusters Score: Raw -85675.095113 + Penalty 2639.412034 = -83035.683079 nChanged 73 SP:Iteration 5Q (911.104213 sec): 3 clusters Score: Raw -85744.571740 + Penalty 2639.412034 = -83105.159706 nChanged 58 SP:Iteration 6Q (911.199273 sec): 3 clusters Score: Raw -85824.179563 + Penalty 2639.412034 = -83184.767529 nChanged 58 SP:Iteration 7Q (911.290831 sec): 3 clusters Score: Raw -85915.212499 + Penalty 2639.412034 = -83275.800465 nChanged 60 SP:Iteration 8Q (911.396171 sec): 3 clusters Score: Raw -86034.596723 + Penalty 2639.412034 = -83395.184690 nChanged 58 SP:Iteration 9Q (911.492438 sec): 3 clusters Score: Raw -86128.576596 + Penalty 2639.412034 = -83489.164562 nChanged 40 SP:Iteration 10Q (911.588206 sec): 3 clusters Score: Raw -86182.788200 + Penalty 2639.412034 = -83543.376166 nChanged 32 SP:Iteration 11Q (911.684942 sec): 3 clusters Score: Raw -86213.756058 + Penalty 2639.412034 = -83574.344024 nChanged 27 SP:Iteration 12Q (911.782171 sec): 3 clusters Score: Raw -86240.731457 + Penalty 2639.412034 = -83601.319423 nChanged 32 SP:Iteration 13Q (911.866318 sec): 3 clusters Score: Raw -86272.030093 + Penalty 2639.412034 = -83632.618059 nChanged 29 SP:Iteration 14Q (911.938245 sec): 3 clusters Score: Raw -86298.398776 + Penalty 2639.412034 = -83658.986742 nChanged 27 SP:Iteration 15Q (912.023470 sec): 3 clusters Score: Raw -86328.907752 + Penalty 2639.412034 = -83689.495718 nChanged 22 SP:Iteration 16Q (912.114462 sec): 3 clusters Score: Raw -86350.260794 + Penalty 2639.412034 = -83710.848760 nChanged 16 SP:Iteration 17Q (912.200916 sec): 3 clusters Score: Raw -86361.719158 + Penalty 2639.412034 = -83722.307124 nChanged 8 SP:Iteration 18Q (912.286587 sec): 3 clusters Score: Raw -86371.337117 + Penalty 2639.412034 = -83731.925083 nChanged 6 SP:Iteration 19Q (912.366996 sec): 3 clusters Score: Raw -86376.828083 + Penalty 2639.412034 = -83737.416050 nChanged 4 SP:Iteration 20F (912.448060 sec): 3 clusters Score: Raw -86380.453307 + Penalty 2639.412034 = -83741.041273 nChanged 7 SP:Iteration 21Q (912.534286 sec): 3 clusters Score: Raw -86383.835927 + Penalty 2639.412034 = -83744.423893 nChanged 4 SP:Iteration 22Q (912.618418 sec): 3 clusters Score: Raw -86387.661331 + Penalty 2639.412034 = -83748.249298 nChanged 6 SP:Iteration 23Q (912.710363 sec): 3 clusters Score: Raw -86391.409242 + Penalty 2639.412034 = -83751.997208 nChanged 2 SP:Iteration 24Q (912.792307 sec): 3 clusters Score: Raw -86391.944719 + Penalty 2639.412034 = -83752.532685 nChanged 0 SP:Iteration 25F (912.885790 sec): 3 clusters Score: Raw -86391.944719 + Penalty 2639.412034 = -83752.532685 nChanged 0 Trying to split cluster 22 (5749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (912.959787 sec): 2 clusters Score: Raw -372125.359336 + Penalty 1519.265102 = -370606.094234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (913.051964 sec): 3 clusters Score: Raw -369104.041331 + Penalty 3038.530203 = -366065.511128 nChanged 2351 SP:Iteration 1F (913.151158 sec): 3 clusters Score: Raw -370506.834524 + Penalty 3038.530203 = -367468.304321 nChanged 540 SP:Iteration 2F (913.237311 sec): 3 clusters Score: Raw -370979.678721 + Penalty 3038.530203 = -367941.148518 nChanged 492 SP:Iteration 3F (913.308529 sec): 3 clusters Score: Raw -371430.617845 + Penalty 3038.530203 = -368392.087642 nChanged 419 SP:Iteration 4F (913.399339 sec): 3 clusters Score: Raw -371809.005923 + Penalty 3038.530203 = -368770.475720 nChanged 350 SP:Iteration 5F (913.483775 sec): 3 clusters Score: Raw -372123.619184 + Penalty 3038.530203 = -369085.088981 nChanged 290 SP:Iteration 6F (913.575759 sec): 3 clusters Score: Raw -372358.768749 + Penalty 3038.530203 = -369320.238546 nChanged 215 SP:Iteration 7Q (913.673667 sec): 3 clusters Score: Raw -372504.055659 + Penalty 3038.530203 = -369465.525456 nChanged 160 SP:Iteration 8Q (913.756010 sec): 3 clusters Score: Raw -372618.857073 + Penalty 3038.530203 = -369580.326870 nChanged 133 SP:Iteration 9Q (913.853689 sec): 3 clusters Score: Raw -372708.911868 + Penalty 3038.530203 = -369670.381665 nChanged 96 SP:Iteration 10Q (913.929632 sec): 3 clusters Score: Raw -372765.001730 + Penalty 3038.530203 = -369726.471527 nChanged 71 SP:Iteration 11Q (914.036082 sec): 3 clusters Score: Raw -372805.739141 + Penalty 3038.530203 = -369767.208938 nChanged 55 SP:Iteration 12Q (914.129448 sec): 3 clusters Score: Raw -372832.416567 + Penalty 3038.530203 = -369793.886364 nChanged 43 SP:Iteration 13Q (914.201255 sec): 3 clusters Score: Raw -372855.222704 + Penalty 3038.530203 = -369816.692500 nChanged 37 SP:Iteration 14Q (914.284273 sec): 3 clusters Score: Raw -372875.404108 + Penalty 3038.530203 = -369836.873905 nChanged 27 SP:Iteration 15Q (914.385789 sec): 3 clusters Score: Raw -372889.131836 + Penalty 3038.530203 = -369850.601633 nChanged 26 SP:Iteration 16Q (914.461640 sec): 3 clusters Score: Raw -372897.985519 + Penalty 3038.530203 = -369859.455316 nChanged 20 SP:Iteration 17Q (914.550567 sec): 3 clusters Score: Raw -372905.407265 + Penalty 3038.530203 = -369866.877062 nChanged 18 SP:Iteration 18Q (914.638547 sec): 3 clusters Score: Raw -372911.589081 + Penalty 3038.530203 = -369873.058878 nChanged 13 SP:Iteration 19Q (914.740150 sec): 3 clusters Score: Raw -372915.217797 + Penalty 3038.530203 = -369876.687594 nChanged 6 SP:Iteration 20F (914.822569 sec): 3 clusters Score: Raw -372916.326805 + Penalty 3038.530203 = -369877.796602 nChanged 5 SP:Iteration 21Q (914.913745 sec): 3 clusters Score: Raw -372917.273139 + Penalty 3038.530203 = -369878.742936 nChanged 3 SP:Iteration 22Q (915.005864 sec): 3 clusters Score: Raw -372918.038718 + Penalty 3038.530203 = -369879.508514 nChanged 5 SP:Iteration 23Q (915.104075 sec): 3 clusters Score: Raw -372920.308978 + Penalty 3038.530203 = -369881.778775 nChanged 9 SP:Iteration 24Q (915.198889 sec): 3 clusters Score: Raw -372922.669742 + Penalty 3038.530203 = -369884.139538 nChanged 5 SP:Iteration 25Q (915.290087 sec): 3 clusters Score: Raw -372925.532026 + Penalty 3038.530203 = -369887.001823 nChanged 4 SP:Iteration 26Q (915.378990 sec): 3 clusters Score: Raw -372926.373020 + Penalty 3038.530203 = -369887.842817 nChanged 1 SP:Iteration 27Q (915.462546 sec): 3 clusters Score: Raw -372926.496718 + Penalty 3038.530203 = -369887.966515 nChanged 0 SP:Iteration 28F (915.548071 sec): 3 clusters Score: Raw -372926.496718 + Penalty 3038.530203 = -369887.966515 nChanged 0 Trying to split cluster 23 (2426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (915.611554 sec): 2 clusters Score: Raw -81281.746286 + Penalty 1367.846840 = -79913.899446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (915.692228 sec): 3 clusters Score: Raw -80296.051170 + Penalty 2735.693680 = -77560.357489 nChanged 906 SP:Iteration 1F (915.763356 sec): 3 clusters Score: Raw -81359.771788 + Penalty 2735.693680 = -78624.078108 nChanged 318 SP:Iteration 2F (915.850067 sec): 3 clusters Score: Raw -81998.206207 + Penalty 2735.693680 = -79262.512527 nChanged 218 SP:Iteration 3F (915.939733 sec): 3 clusters Score: Raw -82351.504295 + Penalty 2735.693680 = -79615.810614 nChanged 126 SP:Iteration 4F (916.027235 sec): 3 clusters Score: Raw -82488.422718 + Penalty 2735.693680 = -79752.729037 nChanged 70 SP:Iteration 5Q (916.118145 sec): 3 clusters Score: Raw -82548.075761 + Penalty 2735.693680 = -79812.382081 nChanged 64 SP:Iteration 6Q (916.200571 sec): 3 clusters Score: Raw -82605.891047 + Penalty 2735.693680 = -79870.197366 nChanged 50 SP:Iteration 7Q (916.277893 sec): 3 clusters Score: Raw -82646.169578 + Penalty 2735.693680 = -79910.475897 nChanged 41 SP:Iteration 8Q (916.342273 sec): 3 clusters Score: Raw -82685.407971 + Penalty 2735.693680 = -79949.714291 nChanged 34 SP:Iteration 9Q (916.434301 sec): 3 clusters Score: Raw -82715.593544 + Penalty 2735.693680 = -79979.899864 nChanged 30 SP:Iteration 10Q (916.519235 sec): 3 clusters Score: Raw -82735.579867 + Penalty 2735.693680 = -79999.886186 nChanged 15 SP:Iteration 11Q (916.591136 sec): 3 clusters Score: Raw -82743.696650 + Penalty 2735.693680 = -80008.002970 nChanged 12 SP:Iteration 12Q (916.662659 sec): 3 clusters Score: Raw -82749.274179 + Penalty 2735.693680 = -80013.580498 nChanged 10 SP:Iteration 13Q (916.753075 sec): 3 clusters Score: Raw -82752.237247 + Penalty 2735.693680 = -80016.543567 nChanged 4 SP:Iteration 14Q (916.855783 sec): 3 clusters Score: Raw -82754.711597 + Penalty 2735.693680 = -80019.017917 nChanged 3 SP:Iteration 15Q (916.916403 sec): 3 clusters Score: Raw -82755.791953 + Penalty 2735.693680 = -80020.098272 nChanged 3 SP:Iteration 16Q (917.023201 sec): 3 clusters Score: Raw -82756.725750 + Penalty 2735.693680 = -80021.032069 nChanged 2 SP:Iteration 17Q (917.097174 sec): 3 clusters Score: Raw -82757.766609 + Penalty 2735.693680 = -80022.072928 nChanged 4 SP:Iteration 18Q (917.183694 sec): 3 clusters Score: Raw -82759.511808 + Penalty 2735.693680 = -80023.818128 nChanged 1 SP:Iteration 19Q (917.271006 sec): 3 clusters Score: Raw -82759.817676 + Penalty 2735.693680 = -80024.123996 nChanged 1 SP:Iteration 20F (917.357469 sec): 3 clusters Score: Raw -82760.290366 + Penalty 2735.693680 = -80024.596685 nChanged 2 SP:Iteration 21Q (917.438453 sec): 3 clusters Score: Raw -82760.763158 + Penalty 2735.693680 = -80025.069477 nChanged 2 SP:Iteration 22Q (917.522159 sec): 3 clusters Score: Raw -82761.325478 + Penalty 2735.693680 = -80025.631798 nChanged 1 SP:Iteration 23Q (917.612393 sec): 3 clusters Score: Raw -82761.453883 + Penalty 2735.693680 = -80025.760203 nChanged 2 SP:Iteration 24Q (917.693832 sec): 3 clusters Score: Raw -82761.655310 + Penalty 2735.693680 = -80025.961629 nChanged 2 SP:Iteration 25Q (917.762348 sec): 3 clusters Score: Raw -82762.316966 + Penalty 2735.693680 = -80026.623286 nChanged 2 SP:Iteration 26Q (917.839036 sec): 3 clusters Score: Raw -82762.935331 + Penalty 2735.693680 = -80027.241650 nChanged 0 SP:Iteration 27F (917.931436 sec): 3 clusters Score: Raw -82762.935331 + Penalty 2735.693680 = -80027.241650 nChanged 0 Score: Raw -11956942.277367 + Penalty 68630.317310 = -11888311.960057 Splitting cluster 23 changes total score from -11886508.801224 to -11888311.960057 So it's getting split into cluster 32. Trying to split cluster 24 (28376 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (925.128554 sec): 2 clusters Score: Raw -1945358.759664 + Penalty 1799.453974 = -1943559.305690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (925.254467 sec): 3 clusters Score: Raw -1927914.377432 + Penalty 3598.907948 = -1924315.469484 nChanged 13003 SP:Iteration 1F (925.377411 sec): 3 clusters Score: Raw -1935511.493688 + Penalty 3598.907948 = -1931912.585740 nChanged 1744 SP:Iteration 2F (925.501982 sec): 3 clusters Score: Raw -1936372.313802 + Penalty 3598.907948 = -1932773.405855 nChanged 1784 SP:Iteration 3F (925.623285 sec): 3 clusters Score: Raw -1937333.393445 + Penalty 3598.907948 = -1933734.485497 nChanged 1802 SP:Iteration 4F (925.773347 sec): 3 clusters Score: Raw -1938369.500880 + Penalty 3598.907948 = -1934770.592933 nChanged 1824 SP:Iteration 5F (925.908017 sec): 3 clusters Score: Raw -1939408.672246 + Penalty 3598.907948 = -1935809.764298 nChanged 1620 SP:Iteration 6F (926.029079 sec): 3 clusters Score: Raw -1940316.297324 + Penalty 3598.907948 = -1936717.389376 nChanged 1435 SP:Iteration 7F (926.140571 sec): 3 clusters Score: Raw -1941093.750709 + Penalty 3598.907948 = -1937494.842761 nChanged 1212 SP:Iteration 8Q (926.275252 sec): 3 clusters Score: Raw -1941746.142872 + Penalty 3598.907948 = -1938147.234924 nChanged 1052 SP:Iteration 9Q (926.415817 sec): 3 clusters Score: Raw -1942326.079832 + Penalty 3598.907948 = -1938727.171884 nChanged 985 SP:Iteration 10Q (926.548960 sec): 3 clusters Score: Raw -1942874.150184 + Penalty 3598.907948 = -1939275.242236 nChanged 858 SP:Iteration 11Q (926.663784 sec): 3 clusters Score: Raw -1943348.920693 + Penalty 3598.907948 = -1939750.012745 nChanged 721 SP:Iteration 12Q (926.816107 sec): 3 clusters Score: Raw -1943776.577256 + Penalty 3598.907948 = -1940177.669308 nChanged 608 SP:Iteration 13Q (926.960869 sec): 3 clusters Score: Raw -1944175.222265 + Penalty 3598.907948 = -1940576.314317 nChanged 512 SP:Iteration 14Q (927.098622 sec): 3 clusters Score: Raw -1944525.248897 + Penalty 3598.907948 = -1940926.340949 nChanged 432 SP:Iteration 15Q (927.220709 sec): 3 clusters Score: Raw -1944803.658741 + Penalty 3598.907948 = -1941204.750793 nChanged 339 SP:Iteration 16Q (927.381650 sec): 3 clusters Score: Raw -1945003.492098 + Penalty 3598.907948 = -1941404.584150 nChanged 277 SP:Iteration 17Q (927.520698 sec): 3 clusters Score: Raw -1945155.047414 + Penalty 3598.907948 = -1941556.139466 nChanged 218 SP:Iteration 18Q (927.658243 sec): 3 clusters Score: Raw -1945270.720151 + Penalty 3598.907948 = -1941671.812203 nChanged 188 SP:Iteration 19Q (927.794631 sec): 3 clusters Score: Raw -1945370.190424 + Penalty 3598.907948 = -1941771.282476 nChanged 143 SP:Iteration 20F (927.935886 sec): 3 clusters Score: Raw -1945446.366462 + Penalty 3598.907948 = -1941847.458514 nChanged 135 SP:Iteration 21Q (928.071963 sec): 3 clusters Score: Raw -1945508.777039 + Penalty 3598.907948 = -1941909.869092 nChanged 108 SP:Iteration 22Q (928.195174 sec): 3 clusters Score: Raw -1945554.318528 + Penalty 3598.907948 = -1941955.410580 nChanged 90 SP:Iteration 23Q (928.324355 sec): 3 clusters Score: Raw -1945592.290297 + Penalty 3598.907948 = -1941993.382349 nChanged 81 SP:Iteration 24Q (928.451610 sec): 3 clusters Score: Raw -1945624.545776 + Penalty 3598.907948 = -1942025.637829 nChanged 66 SP:Iteration 25Q (928.567227 sec): 3 clusters Score: Raw -1945651.205174 + Penalty 3598.907948 = -1942052.297226 nChanged 59 SP:Iteration 26Q (928.691564 sec): 3 clusters Score: Raw -1945674.139683 + Penalty 3598.907948 = -1942075.231735 nChanged 56 SP:Iteration 27Q (928.826355 sec): 3 clusters Score: Raw -1945696.458169 + Penalty 3598.907948 = -1942097.550221 nChanged 43 SP:Iteration 28Q (928.951405 sec): 3 clusters Score: Raw -1945713.869325 + Penalty 3598.907948 = -1942114.961377 nChanged 42 SP:Iteration 29Q (929.072364 sec): 3 clusters Score: Raw -1945732.248295 + Penalty 3598.907948 = -1942133.340348 nChanged 29 SP:Iteration 30Q (929.222318 sec): 3 clusters Score: Raw -1945745.904536 + Penalty 3598.907948 = -1942146.996588 nChanged 31 SP:Iteration 31Q (929.359508 sec): 3 clusters Score: Raw -1945758.201898 + Penalty 3598.907948 = -1942159.293951 nChanged 19 SP:Iteration 32Q (929.496795 sec): 3 clusters Score: Raw -1945764.855863 + Penalty 3598.907948 = -1942165.947915 nChanged 19 SP:Iteration 33Q (929.634211 sec): 3 clusters Score: Raw -1945771.093069 + Penalty 3598.907948 = -1942172.185121 nChanged 13 SP:Iteration 34Q (929.770208 sec): 3 clusters Score: Raw -1945776.049855 + Penalty 3598.907948 = -1942177.141907 nChanged 19 SP:Iteration 35Q (929.891031 sec): 3 clusters Score: Raw -1945782.719065 + Penalty 3598.907948 = -1942183.811117 nChanged 16 SP:Iteration 36Q (930.006623 sec): 3 clusters Score: Raw -1945787.652389 + Penalty 3598.907948 = -1942188.744441 nChanged 6 SP:Iteration 37Q (930.127078 sec): 3 clusters Score: Raw -1945789.811208 + Penalty 3598.907948 = -1942190.903260 nChanged 12 SP:Iteration 38Q (930.249981 sec): 3 clusters Score: Raw -1945793.256656 + Penalty 3598.907948 = -1942194.348708 nChanged 13 SP:Iteration 39Q (930.374713 sec): 3 clusters Score: Raw -1945797.847653 + Penalty 3598.907948 = -1942198.939706 nChanged 14 SP:Iteration 40F (930.518012 sec): 3 clusters Score: Raw -1945802.802021 + Penalty 3598.907948 = -1942203.894073 nChanged 11 SP:Iteration 41Q (930.648587 sec): 3 clusters Score: Raw -1945806.247824 + Penalty 3598.907948 = -1942207.339876 nChanged 5 SP:Iteration 42Q (930.779197 sec): 3 clusters Score: Raw -1945808.313144 + Penalty 3598.907948 = -1942209.405196 nChanged 4 SP:Iteration 43Q (930.911577 sec): 3 clusters Score: Raw -1945809.146277 + Penalty 3598.907948 = -1942210.238329 nChanged 3 SP:Iteration 44Q (931.052527 sec): 3 clusters Score: Raw -1945809.862607 + Penalty 3598.907948 = -1942210.954660 nChanged 2 SP:Iteration 45Q (931.180092 sec): 3 clusters Score: Raw -1945810.496578 + Penalty 3598.907948 = -1942211.588630 nChanged 1 SP:Iteration 46Q (931.310457 sec): 3 clusters Score: Raw -1945810.656496 + Penalty 3598.907948 = -1942211.748548 nChanged 1 SP:Iteration 47Q (931.437319 sec): 3 clusters Score: Raw -1945811.102435 + Penalty 3598.907948 = -1942212.194487 nChanged 1 SP:Iteration 48Q (931.567368 sec): 3 clusters Score: Raw -1945811.364835 + Penalty 3598.907948 = -1942212.456888 nChanged 2 SP:Iteration 49Q (931.692357 sec): 3 clusters Score: Raw -1945811.845345 + Penalty 3598.907948 = -1942212.937397 nChanged 0 SP:Iteration 50F (931.817784 sec): 3 clusters Score: Raw -1945811.845345 + Penalty 3598.907948 = -1942212.937397 nChanged 0 Trying to split cluster 25 (12201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (931.914725 sec): 2 clusters Score: Raw -785484.150727 + Penalty 1651.327446 = -783832.823282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (932.003243 sec): 3 clusters Score: Raw -778539.186732 + Penalty 3302.654891 = -775236.531841 nChanged 5286 SP:Iteration 1F (932.137090 sec): 3 clusters Score: Raw -781537.157859 + Penalty 3302.654891 = -778234.502967 nChanged 891 SP:Iteration 2F (932.223820 sec): 3 clusters Score: Raw -782089.328572 + Penalty 3302.654891 = -778786.673681 nChanged 852 SP:Iteration 3F (932.329971 sec): 3 clusters Score: Raw -782745.857216 + Penalty 3302.654891 = -779443.202325 nChanged 855 SP:Iteration 4F (932.454148 sec): 3 clusters Score: Raw -783460.251135 + Penalty 3302.654891 = -780157.596244 nChanged 843 SP:Iteration 5F (932.559567 sec): 3 clusters Score: Raw -784204.198712 + Penalty 3302.654891 = -780901.543821 nChanged 777 SP:Iteration 6F (932.671328 sec): 3 clusters Score: Raw -784919.296273 + Penalty 3302.654891 = -781616.641382 nChanged 756 SP:Iteration 7F (932.774304 sec): 3 clusters Score: Raw -785655.999576 + Penalty 3302.654891 = -782353.344685 nChanged 690 SP:Iteration 8F (932.884394 sec): 3 clusters Score: Raw -786371.058943 + Penalty 3302.654891 = -783068.404051 nChanged 636 SP:Iteration 9F (932.984390 sec): 3 clusters Score: Raw -787205.795953 + Penalty 3302.654891 = -783903.141062 nChanged 552 SP:Iteration 10Q (933.075501 sec): 3 clusters Score: Raw -787958.571140 + Penalty 3302.654891 = -784655.916249 nChanged 459 SP:Iteration 11Q (933.171313 sec): 3 clusters Score: Raw -788430.466565 + Penalty 3302.654891 = -785127.811674 nChanged 271 SP:Iteration 12Q (933.283747 sec): 3 clusters Score: Raw -788613.503353 + Penalty 3302.654891 = -785310.848462 nChanged 190 SP:Iteration 13Q (933.379035 sec): 3 clusters Score: Raw -788750.161603 + Penalty 3302.654891 = -785447.506711 nChanged 153 SP:Iteration 14Q (933.466269 sec): 3 clusters Score: Raw -788923.228010 + Penalty 3302.654891 = -785620.573119 nChanged 160 SP:Iteration 15Q (933.580397 sec): 3 clusters Score: Raw -789107.274971 + Penalty 3302.654891 = -785804.620080 nChanged 141 SP:Iteration 16Q (933.683531 sec): 3 clusters Score: Raw -789234.272172 + Penalty 3302.654891 = -785931.617281 nChanged 108 SP:Iteration 17Q (933.791113 sec): 3 clusters Score: Raw -789306.570581 + Penalty 3302.654891 = -786003.915690 nChanged 92 SP:Iteration 18Q (933.893387 sec): 3 clusters Score: Raw -789348.601799 + Penalty 3302.654891 = -786045.946908 nChanged 60 SP:Iteration 19Q (933.985447 sec): 3 clusters Score: Raw -789368.384443 + Penalty 3302.654891 = -786065.729551 nChanged 58 SP:Iteration 20F (934.087420 sec): 3 clusters Score: Raw -789387.855681 + Penalty 3302.654891 = -786085.200790 nChanged 49 SP:Iteration 21Q (934.207835 sec): 3 clusters Score: Raw -789403.423853 + Penalty 3302.654891 = -786100.768962 nChanged 42 SP:Iteration 22Q (934.306227 sec): 3 clusters Score: Raw -789415.805926 + Penalty 3302.654891 = -786113.151035 nChanged 37 SP:Iteration 23Q (934.409776 sec): 3 clusters Score: Raw -789424.966503 + Penalty 3302.654891 = -786122.311612 nChanged 29 SP:Iteration 24Q (934.512366 sec): 3 clusters Score: Raw -789431.421617 + Penalty 3302.654891 = -786128.766725 nChanged 25 SP:Iteration 25Q (934.622543 sec): 3 clusters Score: Raw -789435.996399 + Penalty 3302.654891 = -786133.341507 nChanged 14 SP:Iteration 26Q (934.730727 sec): 3 clusters Score: Raw -789437.932164 + Penalty 3302.654891 = -786135.277273 nChanged 11 SP:Iteration 27Q (934.838465 sec): 3 clusters Score: Raw -789439.339867 + Penalty 3302.654891 = -786136.684975 nChanged 7 SP:Iteration 28Q (934.947338 sec): 3 clusters Score: Raw -789440.261284 + Penalty 3302.654891 = -786137.606393 nChanged 5 SP:Iteration 29Q (935.081267 sec): 3 clusters Score: Raw -789440.942673 + Penalty 3302.654891 = -786138.287781 nChanged 5 SP:Iteration 30Q (935.226774 sec): 3 clusters Score: Raw -789442.003740 + Penalty 3302.654891 = -786139.348849 nChanged 7 SP:Iteration 31Q (935.322777 sec): 3 clusters Score: Raw -789443.257907 + Penalty 3302.654891 = -786140.603016 nChanged 8 SP:Iteration 32Q (935.482584 sec): 3 clusters Score: Raw -789444.069656 + Penalty 3302.654891 = -786141.414765 nChanged 1 SP:Iteration 33Q (935.612208 sec): 3 clusters Score: Raw -789444.149366 + Penalty 3302.654891 = -786141.494475 nChanged 2 SP:Iteration 34Q (935.728777 sec): 3 clusters Score: Raw -789444.358479 + Penalty 3302.654891 = -786141.703587 nChanged 4 SP:Iteration 35Q (935.867075 sec): 3 clusters Score: Raw -789444.679698 + Penalty 3302.654891 = -786142.024806 nChanged 3 SP:Iteration 36Q (935.975166 sec): 3 clusters Score: Raw -789445.066062 + Penalty 3302.654891 = -786142.411171 nChanged 5 SP:Iteration 37Q (936.102365 sec): 3 clusters Score: Raw -789445.648405 + Penalty 3302.654891 = -786142.993513 nChanged 3 SP:Iteration 38Q (936.223882 sec): 3 clusters Score: Raw -789445.876057 + Penalty 3302.654891 = -786143.221166 nChanged 1 SP:Iteration 39Q (936.341041 sec): 3 clusters Score: Raw -789445.922991 + Penalty 3302.654891 = -786143.268099 nChanged 0 SP:Iteration 40F (936.459098 sec): 3 clusters Score: Raw -789445.922991 + Penalty 3302.654891 = -786143.268099 nChanged 0 Score: Raw -11960904.049631 + Penalty 70775.014726 = -11890129.034904 Splitting cluster 25 changes total score from -11886508.801224 to -11890129.034904 So it's getting split into cluster 33. Trying to split cluster 26 (2723 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (943.311309 sec): 2 clusters Score: Raw -150575.389549 + Penalty 1388.115406 = -149187.274143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (943.338367 sec): 3 clusters Score: Raw -149350.977787 + Penalty 2776.230812 = -146574.746976 nChanged 1003 SP:Iteration 1F (943.364026 sec): 3 clusters Score: Raw -150017.073795 + Penalty 2776.230812 = -147240.842983 nChanged 237 SP:Iteration 2F (943.389661 sec): 3 clusters Score: Raw -150169.416190 + Penalty 2776.230812 = -147393.185378 nChanged 156 SP:Iteration 3F (943.415315 sec): 3 clusters Score: Raw -150292.773345 + Penalty 2776.230812 = -147516.542533 nChanged 129 SP:Iteration 4Q (943.441340 sec): 3 clusters Score: Raw -150405.487632 + Penalty 2776.230812 = -147629.256820 nChanged 120 SP:Iteration 5Q (943.487828 sec): 3 clusters Score: Raw -150506.559654 + Penalty 2776.230812 = -147730.328842 nChanged 117 SP:Iteration 6Q (943.495974 sec): 3 clusters Score: Raw -150619.973895 + Penalty 2776.230812 = -147843.743083 nChanged 119 SP:Iteration 7Q (943.522115 sec): 3 clusters Score: Raw -150725.926002 + Penalty 2776.230812 = -147949.695190 nChanged 99 SP:Iteration 8Q (943.548254 sec): 3 clusters Score: Raw -150818.954411 + Penalty 2776.230812 = -148042.723599 nChanged 95 SP:Iteration 9Q (943.574157 sec): 3 clusters Score: Raw -150901.557933 + Penalty 2776.230812 = -148125.327121 nChanged 75 SP:Iteration 10Q (943.600185 sec): 3 clusters Score: Raw -150961.514710 + Penalty 2776.230812 = -148185.283898 nChanged 63 SP:Iteration 11Q (943.626194 sec): 3 clusters Score: Raw -151010.673000 + Penalty 2776.230812 = -148234.442188 nChanged 50 SP:Iteration 12Q (943.651977 sec): 3 clusters Score: Raw -151044.203357 + Penalty 2776.230812 = -148267.972545 nChanged 46 SP:Iteration 13Q (943.680361 sec): 3 clusters Score: Raw -151076.644710 + Penalty 2776.230812 = -148300.413898 nChanged 42 SP:Iteration 14Q (943.708894 sec): 3 clusters Score: Raw -151100.779765 + Penalty 2776.230812 = -148324.548953 nChanged 27 SP:Iteration 15Q (943.734828 sec): 3 clusters Score: Raw -151113.142713 + Penalty 2776.230812 = -148336.911901 nChanged 11 SP:Iteration 16Q (943.760739 sec): 3 clusters Score: Raw -151119.828601 + Penalty 2776.230812 = -148343.597789 nChanged 13 SP:Iteration 17Q (943.786633 sec): 3 clusters Score: Raw -151127.747307 + Penalty 2776.230812 = -148351.516495 nChanged 14 SP:Iteration 18Q (943.812273 sec): 3 clusters Score: Raw -151133.056748 + Penalty 2776.230812 = -148356.825936 nChanged 7 SP:Iteration 19Q (943.838196 sec): 3 clusters Score: Raw -151135.804298 + Penalty 2776.230812 = -148359.573486 nChanged 8 SP:Iteration 20F (943.866359 sec): 3 clusters Score: Raw -151139.224119 + Penalty 2776.230812 = -148362.993307 nChanged 5 SP:Iteration 21Q (943.894823 sec): 3 clusters Score: Raw -151141.023163 + Penalty 2776.230812 = -148364.792352 nChanged 2 SP:Iteration 22Q (943.920809 sec): 3 clusters Score: Raw -151142.030136 + Penalty 2776.230812 = -148365.799324 nChanged 3 SP:Iteration 23Q (943.946790 sec): 3 clusters Score: Raw -151142.733030 + Penalty 2776.230812 = -148366.502218 nChanged 0 SP:Iteration 24F (943.972350 sec): 3 clusters Score: Raw -151142.733030 + Penalty 2776.230812 = -148366.502218 nChanged 0 Trying to split cluster 27 (6446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (944.050606 sec): 2 clusters Score: Raw -423072.365678 + Penalty 1539.348243 = -421533.017434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (944.146319 sec): 3 clusters Score: Raw -419694.788132 + Penalty 3078.696487 = -416616.091645 nChanged 2666 SP:Iteration 1F (944.240919 sec): 3 clusters Score: Raw -421211.716100 + Penalty 3078.696487 = -418133.019613 nChanged 433 SP:Iteration 2F (944.337129 sec): 3 clusters Score: Raw -421409.702296 + Penalty 3078.696487 = -418331.005809 nChanged 334 SP:Iteration 3F (944.419566 sec): 3 clusters Score: Raw -421568.986775 + Penalty 3078.696487 = -418490.290288 nChanged 282 SP:Iteration 4Q (944.519382 sec): 3 clusters Score: Raw -421734.935325 + Penalty 3078.696487 = -418656.238838 nChanged 280 SP:Iteration 5Q (944.590107 sec): 3 clusters Score: Raw -421927.425853 + Penalty 3078.696487 = -418848.729366 nChanged 307 SP:Iteration 6Q (944.684126 sec): 3 clusters Score: Raw -422177.468612 + Penalty 3078.696487 = -419098.772126 nChanged 304 SP:Iteration 7Q (944.768241 sec): 3 clusters Score: Raw -422403.751093 + Penalty 3078.696487 = -419325.054606 nChanged 259 SP:Iteration 8Q (944.869063 sec): 3 clusters Score: Raw -422573.339503 + Penalty 3078.696487 = -419494.643017 nChanged 236 SP:Iteration 9Q (944.970222 sec): 3 clusters Score: Raw -422705.934118 + Penalty 3078.696487 = -419627.237631 nChanged 210 SP:Iteration 10Q (945.039004 sec): 3 clusters Score: Raw -422803.226753 + Penalty 3078.696487 = -419724.530266 nChanged 173 SP:Iteration 11Q (945.146964 sec): 3 clusters Score: Raw -422887.749533 + Penalty 3078.696487 = -419809.053046 nChanged 157 SP:Iteration 12Q (945.247461 sec): 3 clusters Score: Raw -422965.480668 + Penalty 3078.696487 = -419886.784181 nChanged 155 SP:Iteration 13Q (945.340944 sec): 3 clusters Score: Raw -423034.112697 + Penalty 3078.696487 = -419955.416210 nChanged 133 SP:Iteration 14Q (945.437294 sec): 3 clusters Score: Raw -423081.650994 + Penalty 3078.696487 = -420002.954507 nChanged 99 SP:Iteration 15Q (945.517580 sec): 3 clusters Score: Raw -423116.149626 + Penalty 3078.696487 = -420037.453139 nChanged 92 SP:Iteration 16Q (945.631575 sec): 3 clusters Score: Raw -423146.030626 + Penalty 3078.696487 = -420067.334139 nChanged 95 SP:Iteration 17Q (945.709752 sec): 3 clusters Score: Raw -423174.080034 + Penalty 3078.696487 = -420095.383547 nChanged 78 SP:Iteration 18Q (945.807263 sec): 3 clusters Score: Raw -423196.007242 + Penalty 3078.696487 = -420117.310756 nChanged 64 SP:Iteration 19Q (945.921538 sec): 3 clusters Score: Raw -423212.250249 + Penalty 3078.696487 = -420133.553762 nChanged 63 SP:Iteration 20F (945.997395 sec): 3 clusters Score: Raw -423230.099657 + Penalty 3078.696487 = -420151.403170 nChanged 66 SP:Iteration 21Q (946.104622 sec): 3 clusters Score: Raw -423249.414660 + Penalty 3078.696487 = -420170.718173 nChanged 59 SP:Iteration 22Q (946.185127 sec): 3 clusters Score: Raw -423263.768208 + Penalty 3078.696487 = -420185.071721 nChanged 62 SP:Iteration 23Q (946.275073 sec): 3 clusters Score: Raw -423280.283658 + Penalty 3078.696487 = -420201.587171 nChanged 67 SP:Iteration 24Q (946.379301 sec): 3 clusters Score: Raw -423298.191814 + Penalty 3078.696487 = -420219.495327 nChanged 60 SP:Iteration 25Q (946.476610 sec): 3 clusters Score: Raw -423311.427253 + Penalty 3078.696487 = -420232.730767 nChanged 43 SP:Iteration 26Q (946.574593 sec): 3 clusters Score: Raw -423321.206116 + Penalty 3078.696487 = -420242.509629 nChanged 49 SP:Iteration 27Q (946.660463 sec): 3 clusters Score: Raw -423332.745747 + Penalty 3078.696487 = -420254.049260 nChanged 54 SP:Iteration 28Q (946.755238 sec): 3 clusters Score: Raw -423346.587875 + Penalty 3078.696487 = -420267.891388 nChanged 54 SP:Iteration 29Q (946.827225 sec): 3 clusters Score: Raw -423359.643758 + Penalty 3078.696487 = -420280.947271 nChanged 49 SP:Iteration 30Q (946.940434 sec): 3 clusters Score: Raw -423371.259237 + Penalty 3078.696487 = -420292.562750 nChanged 53 SP:Iteration 31Q (947.037128 sec): 3 clusters Score: Raw -423383.887651 + Penalty 3078.696487 = -420305.191164 nChanged 50 SP:Iteration 32Q (947.109796 sec): 3 clusters Score: Raw -423396.430879 + Penalty 3078.696487 = -420317.734392 nChanged 36 SP:Iteration 33Q (947.225075 sec): 3 clusters Score: Raw -423404.791930 + Penalty 3078.696487 = -420326.095444 nChanged 36 SP:Iteration 34Q (947.326658 sec): 3 clusters Score: Raw -423413.957343 + Penalty 3078.696487 = -420335.260856 nChanged 36 SP:Iteration 35Q (947.406097 sec): 3 clusters Score: Raw -423421.727083 + Penalty 3078.696487 = -420343.030596 nChanged 28 SP:Iteration 36Q (947.524216 sec): 3 clusters Score: Raw -423427.951001 + Penalty 3078.696487 = -420349.254514 nChanged 30 SP:Iteration 37Q (947.621628 sec): 3 clusters Score: Raw -423433.817739 + Penalty 3078.696487 = -420355.121252 nChanged 27 SP:Iteration 38Q (947.714902 sec): 3 clusters Score: Raw -423438.558372 + Penalty 3078.696487 = -420359.861885 nChanged 31 SP:Iteration 39Q (947.811452 sec): 3 clusters Score: Raw -423446.581348 + Penalty 3078.696487 = -420367.884861 nChanged 34 SP:Iteration 40F (947.907523 sec): 3 clusters Score: Raw -423453.640696 + Penalty 3078.696487 = -420374.944209 nChanged 32 SP:Iteration 41Q (948.006778 sec): 3 clusters Score: Raw -423460.638218 + Penalty 3078.696487 = -420381.941731 nChanged 33 SP:Iteration 42Q (948.104251 sec): 3 clusters Score: Raw -423469.243890 + Penalty 3078.696487 = -420390.547403 nChanged 39 SP:Iteration 43Q (948.182254 sec): 3 clusters Score: Raw -423479.551814 + Penalty 3078.696487 = -420400.855328 nChanged 30 SP:Iteration 44Q (948.281709 sec): 3 clusters Score: Raw -423487.973076 + Penalty 3078.696487 = -420409.276589 nChanged 26 SP:Iteration 45Q (948.400829 sec): 3 clusters Score: Raw -423495.935063 + Penalty 3078.696487 = -420417.238576 nChanged 22 SP:Iteration 46Q (948.481844 sec): 3 clusters Score: Raw -423501.693378 + Penalty 3078.696487 = -420422.996891 nChanged 31 SP:Iteration 47Q (948.601823 sec): 3 clusters Score: Raw -423509.001985 + Penalty 3078.696487 = -420430.305498 nChanged 30 SP:Iteration 48Q (948.681295 sec): 3 clusters Score: Raw -423516.041037 + Penalty 3078.696487 = -420437.344550 nChanged 27 SP:Iteration 49Q (948.775875 sec): 3 clusters Score: Raw -423521.006335 + Penalty 3078.696487 = -420442.309848 nChanged 24 SP:Iteration 50Q (948.864539 sec): 3 clusters Score: Raw -423525.281682 + Penalty 3078.696487 = -420446.585195 nChanged 19 SP:Iteration 51Q (948.975570 sec): 3 clusters Score: Raw -423528.504889 + Penalty 3078.696487 = -420449.808402 nChanged 11 SP:Iteration 52Q (949.078925 sec): 3 clusters Score: Raw -423530.769741 + Penalty 3078.696487 = -420452.073255 nChanged 7 SP:Iteration 53Q (949.175393 sec): 3 clusters Score: Raw -423532.613946 + Penalty 3078.696487 = -420453.917460 nChanged 15 SP:Iteration 54Q (949.270664 sec): 3 clusters Score: Raw -423536.847749 + Penalty 3078.696487 = -420458.151262 nChanged 19 SP:Iteration 55Q (949.341875 sec): 3 clusters Score: Raw -423542.832064 + Penalty 3078.696487 = -420464.135577 nChanged 19 SP:Iteration 56Q (949.438803 sec): 3 clusters Score: Raw -423548.634943 + Penalty 3078.696487 = -420469.938457 nChanged 24 SP:Iteration 57Q (949.534749 sec): 3 clusters Score: Raw -423555.708826 + Penalty 3078.696487 = -420477.012339 nChanged 24 SP:Iteration 58Q (949.629516 sec): 3 clusters Score: Raw -423562.575829 + Penalty 3078.696487 = -420483.879342 nChanged 27 SP:Iteration 59Q (949.723559 sec): 3 clusters Score: Raw -423571.907337 + Penalty 3078.696487 = -420493.210850 nChanged 26 SP:Iteration 60F (949.814010 sec): 3 clusters Score: Raw -423578.816892 + Penalty 3078.696487 = -420500.120406 nChanged 26 SP:Iteration 61Q (949.922430 sec): 3 clusters Score: Raw -423587.309942 + Penalty 3078.696487 = -420508.613455 nChanged 30 SP:Iteration 62Q (949.998920 sec): 3 clusters Score: Raw -423596.357945 + Penalty 3078.696487 = -420517.661458 nChanged 27 SP:Iteration 63Q (950.107632 sec): 3 clusters Score: Raw -423605.831607 + Penalty 3078.696487 = -420527.135120 nChanged 33 SP:Iteration 64Q (950.203718 sec): 3 clusters Score: Raw -423619.876513 + Penalty 3078.696487 = -420541.180026 nChanged 34 SP:Iteration 65Q (950.300817 sec): 3 clusters Score: Raw -423638.097656 + Penalty 3078.696487 = -420559.401169 nChanged 40 SP:Iteration 66Q (950.370409 sec): 3 clusters Score: Raw -423658.316100 + Penalty 3078.696487 = -420579.619613 nChanged 33 SP:Iteration 67Q (950.464935 sec): 3 clusters Score: Raw -423669.511549 + Penalty 3078.696487 = -420590.815063 nChanged 25 SP:Iteration 68Q (950.553375 sec): 3 clusters Score: Raw -423679.179083 + Penalty 3078.696487 = -420600.482596 nChanged 22 SP:Iteration 69Q (950.646588 sec): 3 clusters Score: Raw -423686.524069 + Penalty 3078.696487 = -420607.827582 nChanged 22 SP:Iteration 70Q (950.733013 sec): 3 clusters Score: Raw -423692.894080 + Penalty 3078.696487 = -420614.197593 nChanged 22 SP:Iteration 71Q (950.827364 sec): 3 clusters Score: Raw -423699.924007 + Penalty 3078.696487 = -420621.227521 nChanged 12 SP:Iteration 72Q (950.920775 sec): 3 clusters Score: Raw -423702.892208 + Penalty 3078.696487 = -420624.195722 nChanged 14 SP:Iteration 73Q (951.002650 sec): 3 clusters Score: Raw -423706.609348 + Penalty 3078.696487 = -420627.912861 nChanged 9 SP:Iteration 74Q (951.096760 sec): 3 clusters Score: Raw -423709.117021 + Penalty 3078.696487 = -420630.420534 nChanged 16 SP:Iteration 75Q (951.186656 sec): 3 clusters Score: Raw -423714.336844 + Penalty 3078.696487 = -420635.640357 nChanged 19 SP:Iteration 76Q (951.277202 sec): 3 clusters Score: Raw -423719.857827 + Penalty 3078.696487 = -420641.161340 nChanged 16 SP:Iteration 77Q (951.351436 sec): 3 clusters Score: Raw -423724.387749 + Penalty 3078.696487 = -420645.691262 nChanged 20 SP:Iteration 78Q (951.459383 sec): 3 clusters Score: Raw -423729.830469 + Penalty 3078.696487 = -420651.133982 nChanged 15 SP:Iteration 79Q (951.550662 sec): 3 clusters Score: Raw -423733.855070 + Penalty 3078.696487 = -420655.158583 nChanged 12 SP:Iteration 80F (951.645808 sec): 3 clusters Score: Raw -423736.184132 + Penalty 3078.696487 = -420657.487646 nChanged 7 SP:Iteration 81Q (951.733803 sec): 3 clusters Score: Raw -423737.834548 + Penalty 3078.696487 = -420659.138061 nChanged 6 SP:Iteration 82Q (951.833521 sec): 3 clusters Score: Raw -423739.048992 + Penalty 3078.696487 = -420660.352505 nChanged 7 SP:Iteration 83Q (951.924456 sec): 3 clusters Score: Raw -423740.654868 + Penalty 3078.696487 = -420661.958381 nChanged 7 SP:Iteration 84Q (952.012602 sec): 3 clusters Score: Raw -423741.941831 + Penalty 3078.696487 = -420663.245344 nChanged 2 SP:Iteration 85Q (952.085254 sec): 3 clusters Score: Raw -423742.534187 + Penalty 3078.696487 = -420663.837700 nChanged 1 SP:Iteration 86Q (952.185629 sec): 3 clusters Score: Raw -423742.744804 + Penalty 3078.696487 = -420664.048317 nChanged 1 SP:Iteration 87Q (952.264503 sec): 3 clusters Score: Raw -423742.881073 + Penalty 3078.696487 = -420664.184586 nChanged 0 SP:Iteration 88F (952.353233 sec): 3 clusters Score: Raw -423742.881073 + Penalty 3078.696487 = -420664.184586 nChanged 0 Trying to split cluster 28 (7153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (952.435863 sec): 2 clusters Score: Raw -392712.559465 + Penalty 1557.612891 = -391154.946574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (952.511137 sec): 3 clusters Score: Raw -388889.582330 + Penalty 3115.225782 = -385774.356548 nChanged 2931 SP:Iteration 1F (952.604798 sec): 3 clusters Score: Raw -390742.370210 + Penalty 3115.225782 = -387627.144428 nChanged 591 SP:Iteration 2F (952.705747 sec): 3 clusters Score: Raw -391146.073672 + Penalty 3115.225782 = -388030.847890 nChanged 473 SP:Iteration 3F (952.804807 sec): 3 clusters Score: Raw -391491.714717 + Penalty 3115.225782 = -388376.488935 nChanged 409 SP:Iteration 4F (952.898809 sec): 3 clusters Score: Raw -391758.125135 + Penalty 3115.225782 = -388642.899353 nChanged 335 SP:Iteration 5Q (952.976858 sec): 3 clusters Score: Raw -391952.043396 + Penalty 3115.225782 = -388836.817614 nChanged 288 SP:Iteration 6Q (953.078610 sec): 3 clusters Score: Raw -392110.620330 + Penalty 3115.225782 = -388995.394548 nChanged 235 SP:Iteration 7Q (953.162489 sec): 3 clusters Score: Raw -392237.215432 + Penalty 3115.225782 = -389121.989650 nChanged 219 SP:Iteration 8Q (953.254858 sec): 3 clusters Score: Raw -392359.246602 + Penalty 3115.225782 = -389244.020820 nChanged 204 SP:Iteration 9Q (953.363130 sec): 3 clusters Score: Raw -392476.294022 + Penalty 3115.225782 = -389361.068240 nChanged 184 SP:Iteration 10Q (953.500971 sec): 3 clusters Score: Raw -392573.344511 + Penalty 3115.225782 = -389458.118729 nChanged 153 SP:Iteration 11Q (953.614903 sec): 3 clusters Score: Raw -392654.342077 + Penalty 3115.225782 = -389539.116295 nChanged 139 SP:Iteration 12Q (953.733807 sec): 3 clusters Score: Raw -392737.850603 + Penalty 3115.225782 = -389622.624821 nChanged 154 SP:Iteration 13Q (953.843185 sec): 3 clusters Score: Raw -392819.932532 + Penalty 3115.225782 = -389704.706750 nChanged 145 SP:Iteration 14Q (953.973982 sec): 3 clusters Score: Raw -392912.769220 + Penalty 3115.225782 = -389797.543438 nChanged 139 SP:Iteration 15Q (954.084522 sec): 3 clusters Score: Raw -393007.982131 + Penalty 3115.225782 = -389892.756349 nChanged 129 SP:Iteration 16Q (954.204183 sec): 3 clusters Score: Raw -393112.361933 + Penalty 3115.225782 = -389997.136151 nChanged 127 SP:Iteration 17Q (954.344936 sec): 3 clusters Score: Raw -393213.126043 + Penalty 3115.225782 = -390097.900261 nChanged 127 SP:Iteration 18Q (954.456224 sec): 3 clusters Score: Raw -393303.318437 + Penalty 3115.225782 = -390188.092655 nChanged 121 SP:Iteration 19Q (954.587155 sec): 3 clusters Score: Raw -393370.033599 + Penalty 3115.225782 = -390254.807817 nChanged 88 SP:Iteration 20F (954.698604 sec): 3 clusters Score: Raw -393420.430466 + Penalty 3115.225782 = -390305.204684 nChanged 75 SP:Iteration 21Q (954.801080 sec): 3 clusters Score: Raw -393455.780975 + Penalty 3115.225782 = -390340.555193 nChanged 54 SP:Iteration 22Q (954.940337 sec): 3 clusters Score: Raw -393482.314431 + Penalty 3115.225782 = -390367.088649 nChanged 56 SP:Iteration 23Q (955.057770 sec): 3 clusters Score: Raw -393506.686263 + Penalty 3115.225782 = -390391.460481 nChanged 61 SP:Iteration 24Q (955.175260 sec): 3 clusters Score: Raw -393539.217396 + Penalty 3115.225782 = -390423.991614 nChanged 55 SP:Iteration 25Q (955.301489 sec): 3 clusters Score: Raw -393560.025417 + Penalty 3115.225782 = -390444.799635 nChanged 52 SP:Iteration 26Q (955.402529 sec): 3 clusters Score: Raw -393582.134664 + Penalty 3115.225782 = -390466.908882 nChanged 49 SP:Iteration 27Q (955.520218 sec): 3 clusters Score: Raw -393601.278813 + Penalty 3115.225782 = -390486.053031 nChanged 54 SP:Iteration 28Q (955.676299 sec): 3 clusters Score: Raw -393621.381700 + Penalty 3115.225782 = -390506.155918 nChanged 41 SP:Iteration 29Q (955.786861 sec): 3 clusters Score: Raw -393632.416371 + Penalty 3115.225782 = -390517.190589 nChanged 27 SP:Iteration 30Q (955.900109 sec): 3 clusters Score: Raw -393640.382488 + Penalty 3115.225782 = -390525.156706 nChanged 27 SP:Iteration 31Q (956.020313 sec): 3 clusters Score: Raw -393648.195011 + Penalty 3115.225782 = -390532.969229 nChanged 21 SP:Iteration 32Q (956.124415 sec): 3 clusters Score: Raw -393654.072842 + Penalty 3115.225782 = -390538.847060 nChanged 26 SP:Iteration 33Q (956.266474 sec): 3 clusters Score: Raw -393661.026526 + Penalty 3115.225782 = -390545.800744 nChanged 25 SP:Iteration 34Q (956.362225 sec): 3 clusters Score: Raw -393667.847172 + Penalty 3115.225782 = -390552.621390 nChanged 28 SP:Iteration 35Q (956.463675 sec): 3 clusters Score: Raw -393674.519012 + Penalty 3115.225782 = -390559.293230 nChanged 14 SP:Iteration 36Q (956.595838 sec): 3 clusters Score: Raw -393677.550370 + Penalty 3115.225782 = -390562.324588 nChanged 9 SP:Iteration 37Q (956.701817 sec): 3 clusters Score: Raw -393679.609325 + Penalty 3115.225782 = -390564.383543 nChanged 9 SP:Iteration 38Q (956.822916 sec): 3 clusters Score: Raw -393681.639568 + Penalty 3115.225782 = -390566.413786 nChanged 7 SP:Iteration 39Q (956.942554 sec): 3 clusters Score: Raw -393682.889833 + Penalty 3115.225782 = -390567.664051 nChanged 3 SP:Iteration 40F (957.058673 sec): 3 clusters Score: Raw -393683.672090 + Penalty 3115.225782 = -390568.446308 nChanged 6 SP:Iteration 41Q (957.217798 sec): 3 clusters Score: Raw -393685.259660 + Penalty 3115.225782 = -390570.033878 nChanged 7 SP:Iteration 42Q (957.308663 sec): 3 clusters Score: Raw -393687.763253 + Penalty 3115.225782 = -390572.537472 nChanged 8 SP:Iteration 43Q (957.429235 sec): 3 clusters Score: Raw -393689.262000 + Penalty 3115.225782 = -390574.036218 nChanged 5 SP:Iteration 44Q (957.560948 sec): 3 clusters Score: Raw -393689.971940 + Penalty 3115.225782 = -390574.746158 nChanged 4 SP:Iteration 45Q (957.668533 sec): 3 clusters Score: Raw -393690.793428 + Penalty 3115.225782 = -390575.567646 nChanged 3 SP:Iteration 46Q (957.771141 sec): 3 clusters Score: Raw -393691.010951 + Penalty 3115.225782 = -390575.785169 nChanged 3 SP:Iteration 47Q (957.884191 sec): 3 clusters Score: Raw -393691.175789 + Penalty 3115.225782 = -390575.950007 nChanged 0 SP:Iteration 48F (958.009986 sec): 3 clusters Score: Raw -393691.175789 + Penalty 3115.225782 = -390575.950007 nChanged 0 Iteration 179Q (962.915689 sec): 34 clusters Score: Raw -11962670.195986 + Penalty 70775.014726 = -11891895.181259 nChanged 2584 Iteration 180F (969.410095 sec): 34 clusters Score: Raw -11964940.962176 + Penalty 70775.014726 = -11894165.947449 nChanged 2653 Iteration 181Q (973.786898 sec): 34 clusters Score: Raw -11966167.112815 + Penalty 70775.014726 = -11895392.098088 nChanged 1651 Iteration 182Q (978.866865 sec): 34 clusters Score: Raw -11966724.954862 + Penalty 70775.014726 = -11895949.940136 nChanged 1347 Iteration 183Q (983.302286 sec): 34 clusters Score: Raw -11967093.056677 + Penalty 70775.014726 = -11896318.041951 nChanged 1199 Iteration 184Q (987.574080 sec): 34 clusters Score: Raw -11967386.789167 + Penalty 70775.014726 = -11896611.774441 nChanged 1023 Iteration 185Q (991.849678 sec): 34 clusters Score: Raw -11967672.724498 + Penalty 70775.014726 = -11896897.709772 nChanged 974 Iteration 186Q (996.765458 sec): 34 clusters Score: Raw -11967934.980425 + Penalty 70775.014726 = -11897159.965698 nChanged 956 Iteration 187Q (1000.821644 sec): 34 clusters Score: Raw -11968222.165597 + Penalty 70775.014726 = -11897447.150871 nChanged 945 Iteration 188Q (1005.098566 sec): 34 clusters Score: Raw -11968545.518017 + Penalty 70775.014726 = -11897770.503291 nChanged 899 Iteration 189Q (1009.451700 sec): 34 clusters Score: Raw -11968913.941713 + Penalty 70775.014726 = -11898138.926986 nChanged 935 Iteration 190Q (1013.913801 sec): 34 clusters Score: Raw -11969305.753378 + Penalty 70775.014726 = -11898530.738651 nChanged 933 Iteration 191Q (1018.633223 sec): 34 clusters Score: Raw -11969685.950752 + Penalty 70775.014726 = -11898910.936025 nChanged 876 Iteration 192Q (1022.907831 sec): 34 clusters Score: Raw -11970085.182185 + Penalty 70775.014726 = -11899310.167459 nChanged 890 Iteration 193Q (1027.235443 sec): 34 clusters Score: Raw -11970418.997240 + Penalty 70775.014726 = -11899643.982514 nChanged 815 Iteration 194Q (1031.545226 sec): 34 clusters Score: Raw -11970682.700893 + Penalty 70775.014726 = -11899907.686166 nChanged 735 Iteration 195Q (1036.469363 sec): 34 clusters Score: Raw -11970881.261929 + Penalty 70775.014726 = -11900106.247203 nChanged 686 Iteration 196Q (1040.746192 sec): 34 clusters Score: Raw -11971059.096926 + Penalty 70775.014726 = -11900284.082200 nChanged 645 Iteration 197Q (1044.775867 sec): 34 clusters Score: Raw -11971194.027449 + Penalty 70775.014726 = -11900419.012723 nChanged 558 Iteration 198Q (1048.954090 sec): 34 clusters Score: Raw -11971297.562960 + Penalty 70775.014726 = -11900522.548233 nChanged 532 Iteration 199Q (1053.192998 sec): 34 clusters Score: Raw -11971389.870110 + Penalty 70775.014726 = -11900614.855383 nChanged 490 Iteration 200F (1059.549993 sec): 34 clusters Score: Raw -11971492.736358 + Penalty 70775.014726 = -11900717.721631 nChanged 441 Iteration 201Q (1064.370749 sec): 34 clusters Score: Raw -11971574.734298 + Penalty 70775.014726 = -11900799.719572 nChanged 415 Iteration 202Q (1068.675934 sec): 34 clusters Score: Raw -11971648.397540 + Penalty 70775.014726 = -11900873.382813 nChanged 429 Iteration 203Q (1073.015165 sec): 34 clusters Score: Raw -11971750.005064 + Penalty 70775.014726 = -11900974.990338 nChanged 417 Iteration 204Q (1077.479447 sec): 34 clusters Score: Raw -11971870.981733 + Penalty 70775.014726 = -11901095.967007 nChanged 368 Iteration 205Q (1082.494146 sec): 34 clusters Score: Raw -11971964.504801 + Penalty 70775.014726 = -11901189.490074 nChanged 336 Iteration 206Q (1086.860172 sec): 34 clusters Score: Raw -11972043.070664 + Penalty 70775.014726 = -11901268.055938 nChanged 370 Iteration 207Q (1091.275489 sec): 34 clusters Score: Raw -11972121.523692 + Penalty 70775.014726 = -11901346.508966 nChanged 375 Iteration 208Q (1095.471660 sec): 34 clusters Score: Raw -11972195.295157 + Penalty 70775.014726 = -11901420.280430 nChanged 315 Iteration 209Q (1100.241050 sec): 34 clusters Score: Raw -11972253.429468 + Penalty 70775.014726 = -11901478.414742 nChanged 308 Iteration 210Q (1104.635771 sec): 34 clusters Score: Raw -11972308.659142 + Penalty 70775.014726 = -11901533.644416 nChanged 265 Iteration 211Q (1108.824343 sec): 34 clusters Score: Raw -11972355.563298 + Penalty 70775.014726 = -11901580.548572 nChanged 265 Iteration 212Q (1113.140521 sec): 34 clusters Score: Raw -11972404.195188 + Penalty 70775.014726 = -11901629.180461 nChanged 251 Iteration 213Q (1117.679407 sec): 34 clusters Score: Raw -11972446.279203 + Penalty 70775.014726 = -11901671.264476 nChanged 229 Iteration 214Q (1122.457176 sec): 34 clusters Score: Raw -11972485.442213 + Penalty 70775.014726 = -11901710.427487 nChanged 237 Iteration 215Q (1126.736475 sec): 34 clusters Score: Raw -11972523.061438 + Penalty 70775.014726 = -11901748.046712 nChanged 236 Iteration 216Q (1131.196985 sec): 34 clusters Score: Raw -11972556.896647 + Penalty 70775.014726 = -11901781.881920 nChanged 226 Iteration 217Q (1135.281218 sec): 34 clusters Score: Raw -11972587.301127 + Penalty 70775.014726 = -11901812.286401 nChanged 214 Iteration 218Q (1140.214561 sec): 34 clusters Score: Raw -11972617.944186 + Penalty 70775.014726 = -11901842.929459 nChanged 214 Writing temp clu file Because OldScore, -11901812.286401, is greater than current (better) Score,-11901842.929459 Compute initial score before splitting: Score: Raw -11972617.944186 + Penalty 70775.014726 = -11901842.929459 Trying to split cluster 1 (4612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1140.461311 sec): 2 clusters Score: Raw -284484.487647 + Penalty 1480.591163 = -283003.896485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1140.543950 sec): 3 clusters Score: Raw -282157.631681 + Penalty 2961.182325 = -279196.449355 nChanged 1821 SP:Iteration 1F (1140.612351 sec): 3 clusters Score: Raw -283378.474333 + Penalty 2961.182325 = -280417.292008 nChanged 471 SP:Iteration 2F (1140.695724 sec): 3 clusters Score: Raw -283822.848925 + Penalty 2961.182325 = -280861.666600 nChanged 367 SP:Iteration 3F (1140.785014 sec): 3 clusters Score: Raw -284220.411572 + Penalty 2961.182325 = -281259.229246 nChanged 329 SP:Iteration 4F (1140.870485 sec): 3 clusters Score: Raw -284576.516669 + Penalty 2961.182325 = -281615.334344 nChanged 246 SP:Iteration 5F (1140.970239 sec): 3 clusters Score: Raw -284835.775591 + Penalty 2961.182325 = -281874.593265 nChanged 211 SP:Iteration 6Q (1141.052721 sec): 3 clusters Score: Raw -285059.815637 + Penalty 2961.182325 = -282098.633311 nChanged 189 SP:Iteration 7Q (1141.140269 sec): 3 clusters Score: Raw -285229.156595 + Penalty 2961.182325 = -282267.974269 nChanged 134 SP:Iteration 8Q (1141.242599 sec): 3 clusters Score: Raw -285311.314117 + Penalty 2961.182325 = -282350.131791 nChanged 91 SP:Iteration 9Q (1141.325865 sec): 3 clusters Score: Raw -285363.285519 + Penalty 2961.182325 = -282402.103194 nChanged 72 SP:Iteration 10Q (1141.416116 sec): 3 clusters Score: Raw -285404.447061 + Penalty 2961.182325 = -282443.264736 nChanged 56 SP:Iteration 11Q (1141.512165 sec): 3 clusters Score: Raw -285431.902877 + Penalty 2961.182325 = -282470.720552 nChanged 53 SP:Iteration 12Q (1141.583174 sec): 3 clusters Score: Raw -285461.522547 + Penalty 2961.182325 = -282500.340221 nChanged 52 SP:Iteration 13Q (1141.675254 sec): 3 clusters Score: Raw -285489.955561 + Penalty 2961.182325 = -282528.773235 nChanged 46 SP:Iteration 14Q (1141.764938 sec): 3 clusters Score: Raw -285510.561990 + Penalty 2961.182325 = -282549.379664 nChanged 34 SP:Iteration 15Q (1141.838317 sec): 3 clusters Score: Raw -285530.026612 + Penalty 2961.182325 = -282568.844287 nChanged 43 SP:Iteration 16Q (1141.926469 sec): 3 clusters Score: Raw -285551.538902 + Penalty 2961.182325 = -282590.356576 nChanged 31 SP:Iteration 17Q (1142.023792 sec): 3 clusters Score: Raw -285566.849686 + Penalty 2961.182325 = -282605.667361 nChanged 29 SP:Iteration 18Q (1142.102053 sec): 3 clusters Score: Raw -285576.584450 + Penalty 2961.182325 = -282615.402125 nChanged 15 SP:Iteration 19Q (1142.173952 sec): 3 clusters Score: Raw -285582.530092 + Penalty 2961.182325 = -282621.347767 nChanged 10 SP:Iteration 20F (1142.260673 sec): 3 clusters Score: Raw -285585.938250 + Penalty 2961.182325 = -282624.755925 nChanged 9 SP:Iteration 21Q (1142.346763 sec): 3 clusters Score: Raw -285588.281757 + Penalty 2961.182325 = -282627.099432 nChanged 3 SP:Iteration 22Q (1142.436431 sec): 3 clusters Score: Raw -285589.164482 + Penalty 2961.182325 = -282627.982157 nChanged 2 SP:Iteration 23Q (1142.528132 sec): 3 clusters Score: Raw -285590.076526 + Penalty 2961.182325 = -282628.894201 nChanged 2 SP:Iteration 24Q (1142.620156 sec): 3 clusters Score: Raw -285590.938688 + Penalty 2961.182325 = -282629.756362 nChanged 4 SP:Iteration 25Q (1142.711656 sec): 3 clusters Score: Raw -285592.349197 + Penalty 2961.182325 = -282631.166871 nChanged 4 SP:Iteration 26Q (1142.802134 sec): 3 clusters Score: Raw -285593.624019 + Penalty 2961.182325 = -282632.441694 nChanged 3 SP:Iteration 27Q (1142.904767 sec): 3 clusters Score: Raw -285594.472577 + Penalty 2961.182325 = -282633.290251 nChanged 2 SP:Iteration 28Q (1142.986541 sec): 3 clusters Score: Raw -285595.443224 + Penalty 2961.182325 = -282634.260898 nChanged 2 SP:Iteration 29Q (1143.069390 sec): 3 clusters Score: Raw -285595.916186 + Penalty 2961.182325 = -282634.733860 nChanged 1 SP:Iteration 30Q (1143.164820 sec): 3 clusters Score: Raw -285596.178812 + Penalty 2961.182325 = -282634.996487 nChanged 1 SP:Iteration 31Q (1143.250023 sec): 3 clusters Score: Raw -285596.494701 + Penalty 2961.182325 = -282635.312375 nChanged 0 SP:Iteration 32F (1143.336685 sec): 3 clusters Score: Raw -285596.494701 + Penalty 2961.182325 = -282635.312375 nChanged 0 Trying to split cluster 2 (4280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1143.381745 sec): 2 clusters Score: Raw -223339.334985 + Penalty 1467.479805 = -221871.855180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1143.490753 sec): 3 clusters Score: Raw -221211.065646 + Penalty 2934.959609 = -218276.106037 nChanged 1663 SP:Iteration 1F (1143.565491 sec): 3 clusters Score: Raw -222312.373289 + Penalty 2934.959609 = -219377.413680 nChanged 393 SP:Iteration 2F (1143.658130 sec): 3 clusters Score: Raw -222657.418331 + Penalty 2934.959609 = -219722.458721 nChanged 336 SP:Iteration 3F (1143.753946 sec): 3 clusters Score: Raw -222971.879433 + Penalty 2934.959609 = -220036.919824 nChanged 282 SP:Iteration 4F (1143.825416 sec): 3 clusters Score: Raw -223253.052005 + Penalty 2934.959609 = -220318.092395 nChanged 234 SP:Iteration 5F (1143.908345 sec): 3 clusters Score: Raw -223479.643172 + Penalty 2934.959609 = -220544.683562 nChanged 202 SP:Iteration 6Q (1143.998945 sec): 3 clusters Score: Raw -223683.479094 + Penalty 2934.959609 = -220748.519485 nChanged 175 SP:Iteration 7Q (1144.088644 sec): 3 clusters Score: Raw -223858.805843 + Penalty 2934.959609 = -220923.846234 nChanged 158 SP:Iteration 8Q (1144.198963 sec): 3 clusters Score: Raw -224004.632299 + Penalty 2934.959609 = -221069.672689 nChanged 127 SP:Iteration 9Q (1144.270767 sec): 3 clusters Score: Raw -224118.305521 + Penalty 2934.959609 = -221183.345912 nChanged 93 SP:Iteration 10Q (1144.363022 sec): 3 clusters Score: Raw -224180.476235 + Penalty 2934.959609 = -221245.516625 nChanged 64 SP:Iteration 11Q (1144.475954 sec): 3 clusters Score: Raw -224223.366212 + Penalty 2934.959609 = -221288.406602 nChanged 58 SP:Iteration 12Q (1144.570321 sec): 3 clusters Score: Raw -224249.396911 + Penalty 2934.959609 = -221314.437302 nChanged 36 SP:Iteration 13Q (1144.664004 sec): 3 clusters Score: Raw -224265.176389 + Penalty 2934.959609 = -221330.216779 nChanged 22 SP:Iteration 14Q (1144.755624 sec): 3 clusters Score: Raw -224274.010408 + Penalty 2934.959609 = -221339.050799 nChanged 25 SP:Iteration 15Q (1144.835143 sec): 3 clusters Score: Raw -224284.282674 + Penalty 2934.959609 = -221349.323064 nChanged 17 SP:Iteration 16Q (1144.927256 sec): 3 clusters Score: Raw -224290.683899 + Penalty 2934.959609 = -221355.724289 nChanged 18 SP:Iteration 17Q (1145.008755 sec): 3 clusters Score: Raw -224297.250935 + Penalty 2934.959609 = -221362.291326 nChanged 14 SP:Iteration 18Q (1145.092500 sec): 3 clusters Score: Raw -224301.531787 + Penalty 2934.959609 = -221366.572177 nChanged 11 SP:Iteration 19Q (1145.186379 sec): 3 clusters Score: Raw -224305.777674 + Penalty 2934.959609 = -221370.818065 nChanged 14 SP:Iteration 20F (1145.271882 sec): 3 clusters Score: Raw -224310.185658 + Penalty 2934.959609 = -221375.226048 nChanged 7 SP:Iteration 21Q (1145.362870 sec): 3 clusters Score: Raw -224311.883974 + Penalty 2934.959609 = -221376.924365 nChanged 4 SP:Iteration 22Q (1145.460905 sec): 3 clusters Score: Raw -224313.021419 + Penalty 2934.959609 = -221378.061809 nChanged 1 SP:Iteration 23Q (1145.529463 sec): 3 clusters Score: Raw -224313.483422 + Penalty 2934.959609 = -221378.523813 nChanged 2 SP:Iteration 24Q (1145.630265 sec): 3 clusters Score: Raw -224313.955548 + Penalty 2934.959609 = -221378.995938 nChanged 1 SP:Iteration 25Q (1145.705559 sec): 3 clusters Score: Raw -224314.152699 + Penalty 2934.959609 = -221379.193090 nChanged 0 SP:Iteration 26F (1145.788927 sec): 3 clusters Score: Raw -224314.152699 + Penalty 2934.959609 = -221379.193090 nChanged 0 Trying to split cluster 3 (6333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1145.858454 sec): 2 clusters Score: Raw -400358.796433 + Penalty 1536.244399 = -398822.552034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1145.947885 sec): 3 clusters Score: Raw -396989.806028 + Penalty 3072.488797 = -393917.317231 nChanged 2626 SP:Iteration 1F (1146.043214 sec): 3 clusters Score: Raw -398613.839915 + Penalty 3072.488797 = -395541.351118 nChanged 532 SP:Iteration 2F (1146.119660 sec): 3 clusters Score: Raw -398991.828421 + Penalty 3072.488797 = -395919.339623 nChanged 457 SP:Iteration 3F (1146.205842 sec): 3 clusters Score: Raw -399357.840463 + Penalty 3072.488797 = -396285.351666 nChanged 408 SP:Iteration 4F (1146.311419 sec): 3 clusters Score: Raw -399689.616552 + Penalty 3072.488797 = -396617.127755 nChanged 357 SP:Iteration 5F (1146.394720 sec): 3 clusters Score: Raw -399930.588450 + Penalty 3072.488797 = -396858.099653 nChanged 296 SP:Iteration 6Q (1146.489658 sec): 3 clusters Score: Raw -400094.364869 + Penalty 3072.488797 = -397021.876072 nChanged 202 SP:Iteration 7Q (1146.578886 sec): 3 clusters Score: Raw -400198.523413 + Penalty 3072.488797 = -397126.034616 nChanged 182 SP:Iteration 8Q (1146.669070 sec): 3 clusters Score: Raw -400299.781445 + Penalty 3072.488797 = -397227.292648 nChanged 149 SP:Iteration 9Q (1146.780412 sec): 3 clusters Score: Raw -400368.179393 + Penalty 3072.488797 = -397295.690596 nChanged 120 SP:Iteration 10Q (1146.854715 sec): 3 clusters Score: Raw -400421.276673 + Penalty 3072.488797 = -397348.787876 nChanged 115 SP:Iteration 11Q (1146.971091 sec): 3 clusters Score: Raw -400472.223941 + Penalty 3072.488797 = -397399.735143 nChanged 104 SP:Iteration 12Q (1147.068641 sec): 3 clusters Score: Raw -400508.888893 + Penalty 3072.488797 = -397436.400096 nChanged 74 SP:Iteration 13Q (1147.165086 sec): 3 clusters Score: Raw -400532.200713 + Penalty 3072.488797 = -397459.711916 nChanged 56 SP:Iteration 14Q (1147.182996 sec): 3 clusters Score: Raw -400549.877718 + Penalty 3072.488797 = -397477.388921 nChanged 51 SP:Iteration 15Q (1147.284760 sec): 3 clusters Score: Raw -400564.726959 + Penalty 3072.488797 = -397492.238161 nChanged 42 SP:Iteration 16Q (1147.355606 sec): 3 clusters Score: Raw -400578.152430 + Penalty 3072.488797 = -397505.663633 nChanged 41 SP:Iteration 17Q (1147.440163 sec): 3 clusters Score: Raw -400591.567629 + Penalty 3072.488797 = -397519.078831 nChanged 42 SP:Iteration 18Q (1147.526357 sec): 3 clusters Score: Raw -400601.988760 + Penalty 3072.488797 = -397529.499962 nChanged 38 SP:Iteration 19Q (1147.625853 sec): 3 clusters Score: Raw -400611.364136 + Penalty 3072.488797 = -397538.875339 nChanged 37 SP:Iteration 20F (1147.716977 sec): 3 clusters Score: Raw -400620.322779 + Penalty 3072.488797 = -397547.833982 nChanged 30 SP:Iteration 21Q (1147.806495 sec): 3 clusters Score: Raw -400626.750170 + Penalty 3072.488797 = -397554.261373 nChanged 22 SP:Iteration 22Q (1147.898028 sec): 3 clusters Score: Raw -400630.697426 + Penalty 3072.488797 = -397558.208629 nChanged 22 SP:Iteration 23Q (1147.982460 sec): 3 clusters Score: Raw -400635.599677 + Penalty 3072.488797 = -397563.110880 nChanged 24 SP:Iteration 24Q (1148.067457 sec): 3 clusters Score: Raw -400642.112345 + Penalty 3072.488797 = -397569.623548 nChanged 23 SP:Iteration 25Q (1148.154428 sec): 3 clusters Score: Raw -400647.744589 + Penalty 3072.488797 = -397575.255792 nChanged 27 SP:Iteration 26Q (1148.257112 sec): 3 clusters Score: Raw -400653.571559 + Penalty 3072.488797 = -397581.082762 nChanged 19 SP:Iteration 27Q (1148.355640 sec): 3 clusters Score: Raw -400658.521598 + Penalty 3072.488797 = -397586.032800 nChanged 19 SP:Iteration 28Q (1148.454755 sec): 3 clusters Score: Raw -400663.285736 + Penalty 3072.488797 = -397590.796939 nChanged 21 SP:Iteration 29Q (1148.540004 sec): 3 clusters Score: Raw -400667.806849 + Penalty 3072.488797 = -397595.318052 nChanged 26 SP:Iteration 30Q (1148.633144 sec): 3 clusters Score: Raw -400674.990570 + Penalty 3072.488797 = -397602.501773 nChanged 24 SP:Iteration 31Q (1148.721612 sec): 3 clusters Score: Raw -400682.640022 + Penalty 3072.488797 = -397610.151225 nChanged 21 SP:Iteration 32Q (1148.814572 sec): 3 clusters Score: Raw -400687.414926 + Penalty 3072.488797 = -397614.926129 nChanged 18 SP:Iteration 33Q (1148.904506 sec): 3 clusters Score: Raw -400691.381814 + Penalty 3072.488797 = -397618.893017 nChanged 15 SP:Iteration 34Q (1148.970422 sec): 3 clusters Score: Raw -400695.011960 + Penalty 3072.488797 = -397622.523163 nChanged 14 SP:Iteration 35Q (1149.085117 sec): 3 clusters Score: Raw -400697.879232 + Penalty 3072.488797 = -397625.390434 nChanged 16 SP:Iteration 36Q (1149.176929 sec): 3 clusters Score: Raw -400701.918534 + Penalty 3072.488797 = -397629.429737 nChanged 17 SP:Iteration 37Q (1149.271146 sec): 3 clusters Score: Raw -400705.500346 + Penalty 3072.488797 = -397633.011549 nChanged 16 SP:Iteration 38Q (1149.342676 sec): 3 clusters Score: Raw -400708.504082 + Penalty 3072.488797 = -397636.015285 nChanged 11 SP:Iteration 39Q (1149.446348 sec): 3 clusters Score: Raw -400711.225449 + Penalty 3072.488797 = -397638.736652 nChanged 19 SP:Iteration 40F (1149.515614 sec): 3 clusters Score: Raw -400715.957814 + Penalty 3072.488797 = -397643.469017 nChanged 23 SP:Iteration 41Q (1149.616370 sec): 3 clusters Score: Raw -400721.497581 + Penalty 3072.488797 = -397649.008784 nChanged 28 SP:Iteration 42Q (1149.704434 sec): 3 clusters Score: Raw -400727.976696 + Penalty 3072.488797 = -397655.487899 nChanged 23 SP:Iteration 43Q (1149.837683 sec): 3 clusters Score: Raw -400732.884874 + Penalty 3072.488797 = -397660.396077 nChanged 18 SP:Iteration 44Q (1149.948550 sec): 3 clusters Score: Raw -400737.340961 + Penalty 3072.488797 = -397664.852164 nChanged 17 SP:Iteration 45Q (1150.057672 sec): 3 clusters Score: Raw -400742.212369 + Penalty 3072.488797 = -397669.723572 nChanged 22 SP:Iteration 46Q (1150.173487 sec): 3 clusters Score: Raw -400749.151543 + Penalty 3072.488797 = -397676.662746 nChanged 22 SP:Iteration 47Q (1150.281506 sec): 3 clusters Score: Raw -400753.678627 + Penalty 3072.488797 = -397681.189830 nChanged 14 SP:Iteration 48Q (1150.405388 sec): 3 clusters Score: Raw -400756.453972 + Penalty 3072.488797 = -397683.965175 nChanged 17 SP:Iteration 49Q (1150.510738 sec): 3 clusters Score: Raw -400759.481586 + Penalty 3072.488797 = -397686.992789 nChanged 11 SP:Iteration 50Q (1150.618416 sec): 3 clusters Score: Raw -400762.405464 + Penalty 3072.488797 = -397689.916667 nChanged 15 SP:Iteration 51Q (1150.737525 sec): 3 clusters Score: Raw -400766.570954 + Penalty 3072.488797 = -397694.082157 nChanged 14 SP:Iteration 52Q (1150.853447 sec): 3 clusters Score: Raw -400770.186652 + Penalty 3072.488797 = -397697.697855 nChanged 19 SP:Iteration 53Q (1150.940177 sec): 3 clusters Score: Raw -400775.720520 + Penalty 3072.488797 = -397703.231723 nChanged 21 SP:Iteration 54Q (1151.048740 sec): 3 clusters Score: Raw -400783.112751 + Penalty 3072.488797 = -397710.623954 nChanged 22 SP:Iteration 55Q (1151.159376 sec): 3 clusters Score: Raw -400790.935423 + Penalty 3072.488797 = -397718.446626 nChanged 24 SP:Iteration 56Q (1151.268047 sec): 3 clusters Score: Raw -400797.728999 + Penalty 3072.488797 = -397725.240202 nChanged 23 SP:Iteration 57Q (1151.392037 sec): 3 clusters Score: Raw -400804.498343 + Penalty 3072.488797 = -397732.009545 nChanged 26 SP:Iteration 58Q (1151.479146 sec): 3 clusters Score: Raw -400811.916609 + Penalty 3072.488797 = -397739.427812 nChanged 25 SP:Iteration 59Q (1151.591590 sec): 3 clusters Score: Raw -400817.981921 + Penalty 3072.488797 = -397745.493124 nChanged 25 SP:Iteration 60F (1151.695099 sec): 3 clusters Score: Raw -400823.561950 + Penalty 3072.488797 = -397751.073152 nChanged 26 SP:Iteration 61Q (1151.812563 sec): 3 clusters Score: Raw -400831.924482 + Penalty 3072.488797 = -397759.435685 nChanged 40 SP:Iteration 62Q (1151.919302 sec): 3 clusters Score: Raw -400849.249467 + Penalty 3072.488797 = -397776.760670 nChanged 40 SP:Iteration 63Q (1152.056566 sec): 3 clusters Score: Raw -400868.148270 + Penalty 3072.488797 = -397795.659473 nChanged 49 SP:Iteration 64Q (1152.132152 sec): 3 clusters Score: Raw -400889.759474 + Penalty 3072.488797 = -397817.270677 nChanged 49 SP:Iteration 65Q (1152.235248 sec): 3 clusters Score: Raw -400911.574758 + Penalty 3072.488797 = -397839.085961 nChanged 48 SP:Iteration 66Q (1152.366847 sec): 3 clusters Score: Raw -400928.600351 + Penalty 3072.488797 = -397856.111553 nChanged 36 SP:Iteration 67Q (1152.489975 sec): 3 clusters Score: Raw -400942.847631 + Penalty 3072.488797 = -397870.358834 nChanged 44 SP:Iteration 68Q (1152.592058 sec): 3 clusters Score: Raw -400962.168017 + Penalty 3072.488797 = -397889.679220 nChanged 47 SP:Iteration 69Q (1152.701986 sec): 3 clusters Score: Raw -400978.576642 + Penalty 3072.488797 = -397906.087845 nChanged 29 SP:Iteration 70Q (1152.832472 sec): 3 clusters Score: Raw -400989.256049 + Penalty 3072.488797 = -397916.767252 nChanged 28 SP:Iteration 71Q (1152.947447 sec): 3 clusters Score: Raw -400998.446743 + Penalty 3072.488797 = -397925.957946 nChanged 34 SP:Iteration 72Q (1153.062560 sec): 3 clusters Score: Raw -401009.932066 + Penalty 3072.488797 = -397937.443269 nChanged 33 SP:Iteration 73Q (1153.195627 sec): 3 clusters Score: Raw -401019.612971 + Penalty 3072.488797 = -397947.124174 nChanged 23 SP:Iteration 74Q (1153.299156 sec): 3 clusters Score: Raw -401026.851367 + Penalty 3072.488797 = -397954.362569 nChanged 16 SP:Iteration 75Q (1153.430973 sec): 3 clusters Score: Raw -401031.837899 + Penalty 3072.488797 = -397959.349102 nChanged 15 SP:Iteration 76Q (1153.507339 sec): 3 clusters Score: Raw -401036.065672 + Penalty 3072.488797 = -397963.576875 nChanged 14 SP:Iteration 77Q (1153.597903 sec): 3 clusters Score: Raw -401040.239926 + Penalty 3072.488797 = -397967.751129 nChanged 13 SP:Iteration 78Q (1153.701289 sec): 3 clusters Score: Raw -401044.961945 + Penalty 3072.488797 = -397972.473148 nChanged 20 SP:Iteration 79Q (1153.779682 sec): 3 clusters Score: Raw -401050.522472 + Penalty 3072.488797 = -397978.033675 nChanged 18 SP:Iteration 80F (1153.897302 sec): 3 clusters Score: Raw -401056.539127 + Penalty 3072.488797 = -397984.050330 nChanged 21 SP:Iteration 81Q (1153.980799 sec): 3 clusters Score: Raw -401067.130939 + Penalty 3072.488797 = -397994.642142 nChanged 32 SP:Iteration 82Q (1154.093082 sec): 3 clusters Score: Raw -401084.599013 + Penalty 3072.488797 = -398012.110216 nChanged 36 SP:Iteration 83Q (1154.199890 sec): 3 clusters Score: Raw -401100.899452 + Penalty 3072.488797 = -398028.410655 nChanged 28 SP:Iteration 84Q (1154.303270 sec): 3 clusters Score: Raw -401109.458727 + Penalty 3072.488797 = -398036.969930 nChanged 23 SP:Iteration 85Q (1154.395015 sec): 3 clusters Score: Raw -401118.911351 + Penalty 3072.488797 = -398046.422554 nChanged 35 SP:Iteration 86Q (1154.502196 sec): 3 clusters Score: Raw -401135.019514 + Penalty 3072.488797 = -398062.530717 nChanged 33 SP:Iteration 87Q (1154.596088 sec): 3 clusters Score: Raw -401151.661856 + Penalty 3072.488797 = -398079.173059 nChanged 32 SP:Iteration 88Q (1154.688652 sec): 3 clusters Score: Raw -401167.722974 + Penalty 3072.488797 = -398095.234177 nChanged 25 SP:Iteration 89Q (1154.788462 sec): 3 clusters Score: Raw -401177.614581 + Penalty 3072.488797 = -398105.125783 nChanged 20 SP:Iteration 90Q (1154.887286 sec): 3 clusters Score: Raw -401185.582868 + Penalty 3072.488797 = -398113.094071 nChanged 23 SP:Iteration 91Q (1154.984060 sec): 3 clusters Score: Raw -401193.672362 + Penalty 3072.488797 = -398121.183565 nChanged 20 SP:Iteration 92Q (1155.080413 sec): 3 clusters Score: Raw -401201.122688 + Penalty 3072.488797 = -398128.633891 nChanged 22 SP:Iteration 93Q (1155.176353 sec): 3 clusters Score: Raw -401209.788433 + Penalty 3072.488797 = -398137.299636 nChanged 17 SP:Iteration 94Q (1155.287252 sec): 3 clusters Score: Raw -401216.773851 + Penalty 3072.488797 = -398144.285054 nChanged 16 SP:Iteration 95Q (1155.383994 sec): 3 clusters Score: Raw -401222.323299 + Penalty 3072.488797 = -398149.834502 nChanged 10 SP:Iteration 96Q (1155.490191 sec): 3 clusters Score: Raw -401225.789611 + Penalty 3072.488797 = -398153.300814 nChanged 8 SP:Iteration 97Q (1155.584882 sec): 3 clusters Score: Raw -401229.195398 + Penalty 3072.488797 = -398156.706601 nChanged 9 SP:Iteration 98Q (1155.684372 sec): 3 clusters Score: Raw -401233.746048 + Penalty 3072.488797 = -398161.257251 nChanged 11 SP:Iteration 99Q (1155.745288 sec): 3 clusters Score: Raw -401237.278582 + Penalty 3072.488797 = -398164.789785 nChanged 14 SP:Iteration 100F (1155.853559 sec): 3 clusters Score: Raw -401240.966345 + Penalty 3072.488797 = -398168.477548 nChanged 5 SP:Iteration 101Q (1155.945366 sec): 3 clusters Score: Raw -401242.027640 + Penalty 3072.488797 = -398169.538843 nChanged 2 SP:Iteration 102Q (1156.045843 sec): 3 clusters Score: Raw -401242.420283 + Penalty 3072.488797 = -398169.931486 nChanged 4 SP:Iteration 103Q (1156.140812 sec): 3 clusters Score: Raw -401243.982033 + Penalty 3072.488797 = -398171.493236 nChanged 10 SP:Iteration 104Q (1156.240282 sec): 3 clusters Score: Raw -401247.865583 + Penalty 3072.488797 = -398175.376786 nChanged 6 SP:Iteration 105Q (1156.334466 sec): 3 clusters Score: Raw -401250.723914 + Penalty 3072.488797 = -398178.235116 nChanged 5 SP:Iteration 106Q (1156.426274 sec): 3 clusters Score: Raw -401252.837000 + Penalty 3072.488797 = -398180.348203 nChanged 2 SP:Iteration 107Q (1156.515032 sec): 3 clusters Score: Raw -401253.502691 + Penalty 3072.488797 = -398181.013894 nChanged 3 SP:Iteration 108Q (1156.595539 sec): 3 clusters Score: Raw -401254.393138 + Penalty 3072.488797 = -398181.904341 nChanged 4 SP:Iteration 109Q (1156.706271 sec): 3 clusters Score: Raw -401256.370659 + Penalty 3072.488797 = -398183.881862 nChanged 10 SP:Iteration 110Q (1156.799943 sec): 3 clusters Score: Raw -401260.801326 + Penalty 3072.488797 = -398188.312529 nChanged 10 SP:Iteration 111Q (1156.882377 sec): 3 clusters Score: Raw -401265.054207 + Penalty 3072.488797 = -398192.565410 nChanged 16 SP:Iteration 112Q (1156.950890 sec): 3 clusters Score: Raw -401270.197320 + Penalty 3072.488797 = -398197.708523 nChanged 11 SP:Iteration 113Q (1157.036641 sec): 3 clusters Score: Raw -401274.384009 + Penalty 3072.488797 = -398201.895212 nChanged 9 SP:Iteration 114Q (1157.156271 sec): 3 clusters Score: Raw -401277.375266 + Penalty 3072.488797 = -398204.886469 nChanged 5 SP:Iteration 115Q (1157.251701 sec): 3 clusters Score: Raw -401279.424080 + Penalty 3072.488797 = -398206.935283 nChanged 4 SP:Iteration 116Q (1157.345457 sec): 3 clusters Score: Raw -401280.498985 + Penalty 3072.488797 = -398208.010188 nChanged 5 SP:Iteration 117Q (1157.435230 sec): 3 clusters Score: Raw -401282.040947 + Penalty 3072.488797 = -398209.552150 nChanged 2 SP:Iteration 118Q (1157.533977 sec): 3 clusters Score: Raw -401283.080408 + Penalty 3072.488797 = -398210.591611 nChanged 1 SP:Iteration 119Q (1157.636042 sec): 3 clusters Score: Raw -401283.244529 + Penalty 3072.488797 = -398210.755732 nChanged 1 SP:Iteration 120F (1157.731260 sec): 3 clusters Score: Raw -401283.403375 + Penalty 3072.488797 = -398210.914577 nChanged 0 Trying to split cluster 4 (3849 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1157.785103 sec): 2 clusters Score: Raw -227798.906470 + Penalty 1448.852299 = -226350.054171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1157.877628 sec): 3 clusters Score: Raw -225903.079552 + Penalty 2897.704597 = -223005.374954 nChanged 1527 SP:Iteration 1F (1157.960613 sec): 3 clusters Score: Raw -226840.332457 + Penalty 2897.704597 = -223942.627860 nChanged 320 SP:Iteration 2F (1158.042788 sec): 3 clusters Score: Raw -227080.135894 + Penalty 2897.704597 = -224182.431296 nChanged 266 SP:Iteration 3F (1158.130760 sec): 3 clusters Score: Raw -227349.019458 + Penalty 2897.704597 = -224451.314861 nChanged 261 SP:Iteration 4F (1158.213137 sec): 3 clusters Score: Raw -227638.257789 + Penalty 2897.704597 = -224740.553192 nChanged 263 SP:Iteration 5F (1158.295391 sec): 3 clusters Score: Raw -227980.052510 + Penalty 2897.704597 = -225082.347912 nChanged 266 SP:Iteration 6F (1158.389150 sec): 3 clusters Score: Raw -228360.420751 + Penalty 2897.704597 = -225462.716154 nChanged 223 SP:Iteration 7F (1158.471719 sec): 3 clusters Score: Raw -228621.840356 + Penalty 2897.704597 = -225724.135758 nChanged 164 SP:Iteration 8Q (1158.561497 sec): 3 clusters Score: Raw -228798.089762 + Penalty 2897.704597 = -225900.385165 nChanged 128 SP:Iteration 9Q (1158.650157 sec): 3 clusters Score: Raw -228915.134897 + Penalty 2897.704597 = -226017.430300 nChanged 91 SP:Iteration 10Q (1158.725437 sec): 3 clusters Score: Raw -228979.707773 + Penalty 2897.704597 = -226082.003176 nChanged 71 SP:Iteration 11Q (1158.808581 sec): 3 clusters Score: Raw -229017.269191 + Penalty 2897.704597 = -226119.564593 nChanged 28 SP:Iteration 12Q (1158.898465 sec): 3 clusters Score: Raw -229030.654002 + Penalty 2897.704597 = -226132.949405 nChanged 19 SP:Iteration 13Q (1158.995158 sec): 3 clusters Score: Raw -229037.309277 + Penalty 2897.704597 = -226139.604679 nChanged 7 SP:Iteration 14Q (1159.065651 sec): 3 clusters Score: Raw -229039.453482 + Penalty 2897.704597 = -226141.748885 nChanged 6 SP:Iteration 15Q (1159.152371 sec): 3 clusters Score: Raw -229041.620654 + Penalty 2897.704597 = -226143.916056 nChanged 10 SP:Iteration 16Q (1159.238932 sec): 3 clusters Score: Raw -229045.971155 + Penalty 2897.704597 = -226148.266557 nChanged 8 SP:Iteration 17Q (1159.323848 sec): 3 clusters Score: Raw -229049.897284 + Penalty 2897.704597 = -226152.192686 nChanged 11 SP:Iteration 18Q (1159.417613 sec): 3 clusters Score: Raw -229054.268792 + Penalty 2897.704597 = -226156.564194 nChanged 8 SP:Iteration 19Q (1159.503559 sec): 3 clusters Score: Raw -229056.023606 + Penalty 2897.704597 = -226158.319009 nChanged 4 SP:Iteration 20F (1159.586261 sec): 3 clusters Score: Raw -229057.592754 + Penalty 2897.704597 = -226159.888157 nChanged 7 SP:Iteration 21Q (1159.674015 sec): 3 clusters Score: Raw -229059.439247 + Penalty 2897.704597 = -226161.734650 nChanged 5 SP:Iteration 22Q (1159.757375 sec): 3 clusters Score: Raw -229061.170450 + Penalty 2897.704597 = -226163.465853 nChanged 2 SP:Iteration 23Q (1159.836110 sec): 3 clusters Score: Raw -229061.487326 + Penalty 2897.704597 = -226163.782728 nChanged 1 SP:Iteration 24Q (1159.906685 sec): 3 clusters Score: Raw -229061.883656 + Penalty 2897.704597 = -226164.179058 nChanged 0 SP:Iteration 25F (1159.994577 sec): 3 clusters Score: Raw -229061.883656 + Penalty 2897.704597 = -226164.179058 nChanged 0 Trying to split cluster 5 (5097 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1160.067464 sec): 2 clusters Score: Raw -336246.066278 + Penalty 1498.139501 = -334747.926778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1160.160587 sec): 3 clusters Score: Raw -333686.011627 + Penalty 2996.279001 = -330689.732626 nChanged 2076 SP:Iteration 1F (1160.250070 sec): 3 clusters Score: Raw -335045.800798 + Penalty 2996.279001 = -332049.521797 nChanged 473 SP:Iteration 2F (1160.341005 sec): 3 clusters Score: Raw -335392.899956 + Penalty 2996.279001 = -332396.620955 nChanged 331 SP:Iteration 3F (1160.434091 sec): 3 clusters Score: Raw -335666.938610 + Penalty 2996.279001 = -332670.659609 nChanged 312 SP:Iteration 4F (1160.525842 sec): 3 clusters Score: Raw -335933.263631 + Penalty 2996.279001 = -332936.984630 nChanged 245 SP:Iteration 5Q (1160.620688 sec): 3 clusters Score: Raw -336125.822089 + Penalty 2996.279001 = -333129.543088 nChanged 214 SP:Iteration 6Q (1160.706269 sec): 3 clusters Score: Raw -336288.432572 + Penalty 2996.279001 = -333292.153571 nChanged 193 SP:Iteration 7Q (1160.792184 sec): 3 clusters Score: Raw -336453.628682 + Penalty 2996.279001 = -333457.349681 nChanged 168 SP:Iteration 8Q (1160.886675 sec): 3 clusters Score: Raw -336591.219391 + Penalty 2996.279001 = -333594.940390 nChanged 144 SP:Iteration 9Q (1160.981200 sec): 3 clusters Score: Raw -336687.614376 + Penalty 2996.279001 = -333691.335374 nChanged 110 SP:Iteration 10Q (1161.077007 sec): 3 clusters Score: Raw -336753.783596 + Penalty 2996.279001 = -333757.504595 nChanged 89 SP:Iteration 11Q (1161.173083 sec): 3 clusters Score: Raw -336810.197809 + Penalty 2996.279001 = -333813.918808 nChanged 71 SP:Iteration 12Q (1161.252968 sec): 3 clusters Score: Raw -336857.614294 + Penalty 2996.279001 = -333861.335293 nChanged 76 SP:Iteration 13Q (1161.347423 sec): 3 clusters Score: Raw -336895.273199 + Penalty 2996.279001 = -333898.994198 nChanged 63 SP:Iteration 14Q (1161.434818 sec): 3 clusters Score: Raw -336924.136323 + Penalty 2996.279001 = -333927.857322 nChanged 45 SP:Iteration 15Q (1161.520608 sec): 3 clusters Score: Raw -336945.140454 + Penalty 2996.279001 = -333948.861453 nChanged 51 SP:Iteration 16Q (1161.591127 sec): 3 clusters Score: Raw -336966.261799 + Penalty 2996.279001 = -333969.982798 nChanged 40 SP:Iteration 17Q (1161.692479 sec): 3 clusters Score: Raw -336981.849451 + Penalty 2996.279001 = -333985.570450 nChanged 35 SP:Iteration 18Q (1161.776175 sec): 3 clusters Score: Raw -336992.931671 + Penalty 2996.279001 = -333996.652670 nChanged 19 SP:Iteration 19Q (1161.887862 sec): 3 clusters Score: Raw -336998.743858 + Penalty 2996.279001 = -334002.464857 nChanged 18 SP:Iteration 20F (1161.962687 sec): 3 clusters Score: Raw -337004.393030 + Penalty 2996.279001 = -334008.114029 nChanged 15 SP:Iteration 21Q (1162.073954 sec): 3 clusters Score: Raw -337007.990939 + Penalty 2996.279001 = -334011.711938 nChanged 12 SP:Iteration 22Q (1162.143017 sec): 3 clusters Score: Raw -337010.746047 + Penalty 2996.279001 = -334014.467046 nChanged 12 SP:Iteration 23Q (1162.238500 sec): 3 clusters Score: Raw -337013.484491 + Penalty 2996.279001 = -334017.205490 nChanged 8 SP:Iteration 24Q (1162.304465 sec): 3 clusters Score: Raw -337015.361382 + Penalty 2996.279001 = -334019.082381 nChanged 5 SP:Iteration 25Q (1162.400172 sec): 3 clusters Score: Raw -337016.953124 + Penalty 2996.279001 = -334020.674123 nChanged 7 SP:Iteration 26Q (1162.471616 sec): 3 clusters Score: Raw -337018.297758 + Penalty 2996.279001 = -334022.018757 nChanged 4 SP:Iteration 27Q (1162.560423 sec): 3 clusters Score: Raw -337019.057847 + Penalty 2996.279001 = -334022.778846 nChanged 5 SP:Iteration 28Q (1162.650465 sec): 3 clusters Score: Raw -337020.705782 + Penalty 2996.279001 = -334024.426781 nChanged 3 SP:Iteration 29Q (1162.747893 sec): 3 clusters Score: Raw -337021.479872 + Penalty 2996.279001 = -334025.200871 nChanged 2 SP:Iteration 30Q (1162.841061 sec): 3 clusters Score: Raw -337022.482731 + Penalty 2996.279001 = -334026.203730 nChanged 0 SP:Iteration 31F (1162.930428 sec): 3 clusters Score: Raw -337022.482731 + Penalty 2996.279001 = -334026.203730 nChanged 0 Trying to split cluster 6 (955 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1162.976760 sec): 2 clusters Score: Raw -48772.465760 + Penalty 1204.230340 = -47568.235419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1163.039281 sec): 3 clusters Score: Raw -48539.046871 + Penalty 2408.460681 = -46130.586190 nChanged 293 SP:Iteration 1F (1163.126258 sec): 3 clusters Score: Raw -48880.476887 + Penalty 2408.460681 = -46472.016207 nChanged 85 SP:Iteration 2F (1163.200705 sec): 3 clusters Score: Raw -49022.276284 + Penalty 2408.460681 = -46613.815604 nChanged 62 SP:Iteration 3F (1163.281775 sec): 3 clusters Score: Raw -49132.092947 + Penalty 2408.460681 = -46723.632266 nChanged 53 SP:Iteration 4F (1163.364093 sec): 3 clusters Score: Raw -49226.193424 + Penalty 2408.460681 = -46817.732743 nChanged 26 SP:Iteration 5Q (1163.429532 sec): 3 clusters Score: Raw -49279.906466 + Penalty 2408.460681 = -46871.445786 nChanged 23 SP:Iteration 6Q (1163.516079 sec): 3 clusters Score: Raw -49325.907964 + Penalty 2408.460681 = -46917.447284 nChanged 21 SP:Iteration 7Q (1163.602377 sec): 3 clusters Score: Raw -49380.196217 + Penalty 2408.460681 = -46971.735537 nChanged 17 SP:Iteration 8Q (1163.685716 sec): 3 clusters Score: Raw -49406.185013 + Penalty 2408.460681 = -46997.724333 nChanged 12 SP:Iteration 9Q (1163.787975 sec): 3 clusters Score: Raw -49420.024578 + Penalty 2408.460681 = -47011.563898 nChanged 10 SP:Iteration 10Q (1163.869747 sec): 3 clusters Score: Raw -49441.614951 + Penalty 2408.460681 = -47033.154271 nChanged 14 SP:Iteration 11Q (1163.927994 sec): 3 clusters Score: Raw -49462.361429 + Penalty 2408.460681 = -47053.900749 nChanged 12 SP:Iteration 12Q (1164.025818 sec): 3 clusters Score: Raw -49482.358183 + Penalty 2408.460681 = -47073.897502 nChanged 10 SP:Iteration 13Q (1164.128653 sec): 3 clusters Score: Raw -49496.094435 + Penalty 2408.460681 = -47087.633755 nChanged 5 SP:Iteration 14Q (1164.230951 sec): 3 clusters Score: Raw -49507.120165 + Penalty 2408.460681 = -47098.659485 nChanged 9 SP:Iteration 15Q (1164.332436 sec): 3 clusters Score: Raw -49520.736135 + Penalty 2408.460681 = -47112.275454 nChanged 8 SP:Iteration 16Q (1164.432458 sec): 3 clusters Score: Raw -49534.346766 + Penalty 2408.460681 = -47125.886085 nChanged 10 SP:Iteration 17Q (1164.516941 sec): 3 clusters Score: Raw -49550.450871 + Penalty 2408.460681 = -47141.990190 nChanged 7 SP:Iteration 18Q (1164.581997 sec): 3 clusters Score: Raw -49567.165498 + Penalty 2408.460681 = -47158.704818 nChanged 8 SP:Iteration 19Q (1164.668657 sec): 3 clusters Score: Raw -49594.861253 + Penalty 2408.460681 = -47186.400572 nChanged 10 SP:Iteration 20F (1164.754541 sec): 3 clusters Score: Raw -49627.794003 + Penalty 2408.460681 = -47219.333322 nChanged 8 SP:Iteration 21Q (1164.859111 sec): 3 clusters Score: Raw -49651.035139 + Penalty 2408.460681 = -47242.574459 nChanged 9 SP:Iteration 22Q (1164.953430 sec): 3 clusters Score: Raw -49667.872802 + Penalty 2408.460681 = -47259.412122 nChanged 5 SP:Iteration 23Q (1165.041083 sec): 3 clusters Score: Raw -49680.706751 + Penalty 2408.460681 = -47272.246070 nChanged 3 SP:Iteration 24Q (1165.104229 sec): 3 clusters Score: Raw -49684.571362 + Penalty 2408.460681 = -47276.110682 nChanged 3 SP:Iteration 25Q (1165.191829 sec): 3 clusters Score: Raw -49686.093053 + Penalty 2408.460681 = -47277.632373 nChanged 0 SP:Iteration 26F (1165.269238 sec): 3 clusters Score: Raw -49686.093053 + Penalty 2408.460681 = -47277.632373 nChanged 0 Trying to split cluster 7 (9642 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1165.337573 sec): 2 clusters Score: Raw -679017.841830 + Penalty 1610.016613 = -677407.825217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1165.471475 sec): 3 clusters Score: Raw -673611.852178 + Penalty 3220.033226 = -670391.818951 nChanged 4134 SP:Iteration 1F (1165.581954 sec): 3 clusters Score: Raw -675849.546474 + Penalty 3220.033226 = -672629.513248 nChanged 629 SP:Iteration 2F (1165.716149 sec): 3 clusters Score: Raw -676155.153674 + Penalty 3220.033226 = -672935.120448 nChanged 522 SP:Iteration 3F (1165.835491 sec): 3 clusters Score: Raw -676392.888281 + Penalty 3220.033226 = -673172.855055 nChanged 477 SP:Iteration 4Q (1165.957780 sec): 3 clusters Score: Raw -676621.427300 + Penalty 3220.033226 = -673401.394074 nChanged 390 SP:Iteration 5Q (1166.085761 sec): 3 clusters Score: Raw -676809.189016 + Penalty 3220.033226 = -673589.155790 nChanged 374 SP:Iteration 6Q (1166.203863 sec): 3 clusters Score: Raw -676976.977312 + Penalty 3220.033226 = -673756.944086 nChanged 362 SP:Iteration 7Q (1166.314753 sec): 3 clusters Score: Raw -677139.978131 + Penalty 3220.033226 = -673919.944905 nChanged 338 SP:Iteration 8Q (1166.440809 sec): 3 clusters Score: Raw -677295.850878 + Penalty 3220.033226 = -674075.817652 nChanged 313 SP:Iteration 9Q (1166.564492 sec): 3 clusters Score: Raw -677450.951490 + Penalty 3220.033226 = -674230.918264 nChanged 320 SP:Iteration 10Q (1166.683074 sec): 3 clusters Score: Raw -677631.363691 + Penalty 3220.033226 = -674411.330465 nChanged 301 SP:Iteration 11Q (1166.818151 sec): 3 clusters Score: Raw -677800.452061 + Penalty 3220.033226 = -674580.418834 nChanged 290 SP:Iteration 12Q (1166.959447 sec): 3 clusters Score: Raw -677968.933648 + Penalty 3220.033226 = -674748.900422 nChanged 274 SP:Iteration 13Q (1167.074011 sec): 3 clusters Score: Raw -678117.613106 + Penalty 3220.033226 = -674897.579879 nChanged 237 SP:Iteration 14Q (1167.191319 sec): 3 clusters Score: Raw -678242.913638 + Penalty 3220.033226 = -675022.880412 nChanged 192 SP:Iteration 15Q (1167.307483 sec): 3 clusters Score: Raw -678325.890619 + Penalty 3220.033226 = -675105.857393 nChanged 179 SP:Iteration 16Q (1167.424321 sec): 3 clusters Score: Raw -678396.772608 + Penalty 3220.033226 = -675176.739382 nChanged 151 SP:Iteration 17Q (1167.546396 sec): 3 clusters Score: Raw -678450.713072 + Penalty 3220.033226 = -675230.679846 nChanged 126 SP:Iteration 18Q (1167.658087 sec): 3 clusters Score: Raw -678497.313589 + Penalty 3220.033226 = -675277.280363 nChanged 129 SP:Iteration 19Q (1167.797216 sec): 3 clusters Score: Raw -678546.547326 + Penalty 3220.033226 = -675326.514100 nChanged 123 SP:Iteration 20F (1167.901598 sec): 3 clusters Score: Raw -678592.061650 + Penalty 3220.033226 = -675372.028424 nChanged 117 SP:Iteration 21Q (1168.024037 sec): 3 clusters Score: Raw -678634.575581 + Penalty 3220.033226 = -675414.542355 nChanged 100 SP:Iteration 22Q (1168.141873 sec): 3 clusters Score: Raw -678670.770805 + Penalty 3220.033226 = -675450.737579 nChanged 91 SP:Iteration 23Q (1168.260374 sec): 3 clusters Score: Raw -678704.137925 + Penalty 3220.033226 = -675484.104699 nChanged 69 SP:Iteration 24Q (1168.377621 sec): 3 clusters Score: Raw -678729.075117 + Penalty 3220.033226 = -675509.041891 nChanged 68 SP:Iteration 25Q (1168.505936 sec): 3 clusters Score: Raw -678749.883042 + Penalty 3220.033226 = -675529.849816 nChanged 62 SP:Iteration 26Q (1168.629339 sec): 3 clusters Score: Raw -678766.469760 + Penalty 3220.033226 = -675546.436533 nChanged 49 SP:Iteration 27Q (1168.755167 sec): 3 clusters Score: Raw -678781.803624 + Penalty 3220.033226 = -675561.770398 nChanged 54 SP:Iteration 28Q (1168.879542 sec): 3 clusters Score: Raw -678797.310637 + Penalty 3220.033226 = -675577.277411 nChanged 46 SP:Iteration 29Q (1169.015086 sec): 3 clusters Score: Raw -678809.423224 + Penalty 3220.033226 = -675589.389998 nChanged 46 SP:Iteration 30Q (1169.126282 sec): 3 clusters Score: Raw -678823.496889 + Penalty 3220.033226 = -675603.463663 nChanged 54 SP:Iteration 31Q (1169.227500 sec): 3 clusters Score: Raw -678844.286189 + Penalty 3220.033226 = -675624.252963 nChanged 62 SP:Iteration 32Q (1169.345938 sec): 3 clusters Score: Raw -678868.803754 + Penalty 3220.033226 = -675648.770528 nChanged 56 SP:Iteration 33Q (1169.486136 sec): 3 clusters Score: Raw -678891.015901 + Penalty 3220.033226 = -675670.982675 nChanged 61 SP:Iteration 34Q (1169.600652 sec): 3 clusters Score: Raw -678918.157653 + Penalty 3220.033226 = -675698.124426 nChanged 73 SP:Iteration 35Q (1169.709516 sec): 3 clusters Score: Raw -678949.135127 + Penalty 3220.033226 = -675729.101901 nChanged 58 SP:Iteration 36Q (1169.813955 sec): 3 clusters Score: Raw -678974.063138 + Penalty 3220.033226 = -675754.029912 nChanged 60 SP:Iteration 37Q (1169.918002 sec): 3 clusters Score: Raw -678999.134012 + Penalty 3220.033226 = -675779.100786 nChanged 67 SP:Iteration 38Q (1170.019221 sec): 3 clusters Score: Raw -679026.656712 + Penalty 3220.033226 = -675806.623486 nChanged 54 SP:Iteration 39Q (1170.136207 sec): 3 clusters Score: Raw -679048.039416 + Penalty 3220.033226 = -675828.006190 nChanged 54 SP:Iteration 40F (1170.219435 sec): 3 clusters Score: Raw -679068.027136 + Penalty 3220.033226 = -675847.993910 nChanged 48 SP:Iteration 41Q (1170.343966 sec): 3 clusters Score: Raw -679083.434062 + Penalty 3220.033226 = -675863.400836 nChanged 36 SP:Iteration 42Q (1170.437548 sec): 3 clusters Score: Raw -679092.924962 + Penalty 3220.033226 = -675872.891736 nChanged 19 SP:Iteration 43Q (1170.559554 sec): 3 clusters Score: Raw -679099.055996 + Penalty 3220.033226 = -675879.022770 nChanged 18 SP:Iteration 44Q (1170.703178 sec): 3 clusters Score: Raw -679108.707152 + Penalty 3220.033226 = -675888.673926 nChanged 28 SP:Iteration 45Q (1170.813243 sec): 3 clusters Score: Raw -679118.589262 + Penalty 3220.033226 = -675898.556036 nChanged 17 SP:Iteration 46Q (1170.922865 sec): 3 clusters Score: Raw -679123.522005 + Penalty 3220.033226 = -675903.488779 nChanged 11 SP:Iteration 47Q (1171.022472 sec): 3 clusters Score: Raw -679127.356400 + Penalty 3220.033226 = -675907.323174 nChanged 13 SP:Iteration 48Q (1171.118795 sec): 3 clusters Score: Raw -679131.430246 + Penalty 3220.033226 = -675911.397020 nChanged 7 SP:Iteration 49Q (1171.251258 sec): 3 clusters Score: Raw -679134.724652 + Penalty 3220.033226 = -675914.691426 nChanged 15 SP:Iteration 50Q (1171.355848 sec): 3 clusters Score: Raw -679140.528635 + Penalty 3220.033226 = -675920.495409 nChanged 11 SP:Iteration 51Q (1171.460985 sec): 3 clusters Score: Raw -679144.839844 + Penalty 3220.033226 = -675924.806617 nChanged 15 SP:Iteration 52Q (1171.575321 sec): 3 clusters Score: Raw -679152.801070 + Penalty 3220.033226 = -675932.767844 nChanged 13 SP:Iteration 53Q (1171.663499 sec): 3 clusters Score: Raw -679157.431079 + Penalty 3220.033226 = -675937.397853 nChanged 5 SP:Iteration 54Q (1171.792967 sec): 3 clusters Score: Raw -679158.759821 + Penalty 3220.033226 = -675938.726594 nChanged 7 SP:Iteration 55Q (1171.909204 sec): 3 clusters Score: Raw -679161.155884 + Penalty 3220.033226 = -675941.122658 nChanged 10 SP:Iteration 56Q (1172.027779 sec): 3 clusters Score: Raw -679165.694881 + Penalty 3220.033226 = -675945.661655 nChanged 10 SP:Iteration 57Q (1172.123271 sec): 3 clusters Score: Raw -679168.930596 + Penalty 3220.033226 = -675948.897370 nChanged 10 SP:Iteration 58Q (1172.253507 sec): 3 clusters Score: Raw -679172.972662 + Penalty 3220.033226 = -675952.939436 nChanged 9 SP:Iteration 59Q (1172.353543 sec): 3 clusters Score: Raw -679175.638059 + Penalty 3220.033226 = -675955.604833 nChanged 7 SP:Iteration 60F (1172.469632 sec): 3 clusters Score: Raw -679178.030855 + Penalty 3220.033226 = -675957.997629 nChanged 9 SP:Iteration 61Q (1172.583452 sec): 3 clusters Score: Raw -679180.065425 + Penalty 3220.033226 = -675960.032199 nChanged 6 SP:Iteration 62Q (1172.682328 sec): 3 clusters Score: Raw -679181.405748 + Penalty 3220.033226 = -675961.372522 nChanged 7 SP:Iteration 63Q (1172.790079 sec): 3 clusters Score: Raw -679183.447712 + Penalty 3220.033226 = -675963.414486 nChanged 6 SP:Iteration 64Q (1172.903838 sec): 3 clusters Score: Raw -679185.948838 + Penalty 3220.033226 = -675965.915612 nChanged 6 SP:Iteration 65Q (1173.004843 sec): 3 clusters Score: Raw -679188.411355 + Penalty 3220.033226 = -675968.378129 nChanged 6 SP:Iteration 66Q (1173.095464 sec): 3 clusters Score: Raw -679190.309130 + Penalty 3220.033226 = -675970.275904 nChanged 5 SP:Iteration 67Q (1173.195802 sec): 3 clusters Score: Raw -679191.827216 + Penalty 3220.033226 = -675971.793990 nChanged 8 SP:Iteration 68Q (1173.295755 sec): 3 clusters Score: Raw -679194.589727 + Penalty 3220.033226 = -675974.556501 nChanged 7 SP:Iteration 69Q (1173.376605 sec): 3 clusters Score: Raw -679197.042257 + Penalty 3220.033226 = -675977.009031 nChanged 6 SP:Iteration 70Q (1173.476172 sec): 3 clusters Score: Raw -679198.898229 + Penalty 3220.033226 = -675978.865003 nChanged 3 SP:Iteration 71Q (1173.592178 sec): 3 clusters Score: Raw -679199.942977 + Penalty 3220.033226 = -675979.909751 nChanged 4 SP:Iteration 72Q (1173.694089 sec): 3 clusters Score: Raw -679201.282206 + Penalty 3220.033226 = -675981.248980 nChanged 6 SP:Iteration 73Q (1173.773515 sec): 3 clusters Score: Raw -679203.039476 + Penalty 3220.033226 = -675983.006250 nChanged 2 SP:Iteration 74Q (1173.882266 sec): 3 clusters Score: Raw -679203.842021 + Penalty 3220.033226 = -675983.808795 nChanged 3 SP:Iteration 75Q (1173.971992 sec): 3 clusters Score: Raw -679204.749590 + Penalty 3220.033226 = -675984.716363 nChanged 3 SP:Iteration 76Q (1174.070802 sec): 3 clusters Score: Raw -679205.255846 + Penalty 3220.033226 = -675985.222620 nChanged 2 SP:Iteration 77Q (1174.174761 sec): 3 clusters Score: Raw -679205.991915 + Penalty 3220.033226 = -675985.958689 nChanged 4 SP:Iteration 78Q (1174.270488 sec): 3 clusters Score: Raw -679208.234182 + Penalty 3220.033226 = -675988.200956 nChanged 6 SP:Iteration 79Q (1174.352335 sec): 3 clusters Score: Raw -679210.334500 + Penalty 3220.033226 = -675990.301274 nChanged 5 SP:Iteration 80F (1174.479427 sec): 3 clusters Score: Raw -679213.379787 + Penalty 3220.033226 = -675993.346561 nChanged 8 SP:Iteration 81Q (1174.572792 sec): 3 clusters Score: Raw -679215.637983 + Penalty 3220.033226 = -675995.604757 nChanged 4 SP:Iteration 82Q (1174.655315 sec): 3 clusters Score: Raw -679217.335183 + Penalty 3220.033226 = -675997.301957 nChanged 3 SP:Iteration 83Q (1174.759720 sec): 3 clusters Score: Raw -679218.980089 + Penalty 3220.033226 = -675998.946863 nChanged 5 SP:Iteration 84Q (1174.857377 sec): 3 clusters Score: Raw -679222.411449 + Penalty 3220.033226 = -676002.378223 nChanged 6 SP:Iteration 85Q (1174.966889 sec): 3 clusters Score: Raw -679224.658453 + Penalty 3220.033226 = -676004.625227 nChanged 3 SP:Iteration 86Q (1175.057224 sec): 3 clusters Score: Raw -679225.325207 + Penalty 3220.033226 = -676005.291981 nChanged 1 SP:Iteration 87Q (1175.161130 sec): 3 clusters Score: Raw -679225.750660 + Penalty 3220.033226 = -676005.717434 nChanged 2 SP:Iteration 88Q (1175.257339 sec): 3 clusters Score: Raw -679226.268091 + Penalty 3220.033226 = -676006.234865 nChanged 1 SP:Iteration 89Q (1175.352350 sec): 3 clusters Score: Raw -679226.488600 + Penalty 3220.033226 = -676006.455374 nChanged 0 SP:Iteration 90F (1175.425127 sec): 3 clusters Score: Raw -679226.488600 + Penalty 3220.033226 = -676006.455374 nChanged 0 Trying to split cluster 8 (12866 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1175.511928 sec): 2 clusters Score: Raw -722083.136615 + Penalty 1660.641276 = -720422.495339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1175.620382 sec): 3 clusters Score: Raw -714667.983959 + Penalty 3321.282552 = -711346.701407 nChanged 5694 SP:Iteration 1F (1175.730036 sec): 3 clusters Score: Raw -718223.428379 + Penalty 3321.282552 = -714902.145827 nChanged 1037 SP:Iteration 2F (1175.835952 sec): 3 clusters Score: Raw -719033.356138 + Penalty 3321.282552 = -715712.073586 nChanged 1013 SP:Iteration 3F (1175.945435 sec): 3 clusters Score: Raw -719889.561423 + Penalty 3321.282552 = -716568.278871 nChanged 924 SP:Iteration 4F (1176.052370 sec): 3 clusters Score: Raw -720573.717118 + Penalty 3321.282552 = -717252.434566 nChanged 752 SP:Iteration 5F (1176.160340 sec): 3 clusters Score: Raw -721065.447887 + Penalty 3321.282552 = -717744.165336 nChanged 596 SP:Iteration 6Q (1176.272822 sec): 3 clusters Score: Raw -721386.597995 + Penalty 3321.282552 = -718065.315444 nChanged 461 SP:Iteration 7Q (1176.380206 sec): 3 clusters Score: Raw -721608.012899 + Penalty 3321.282552 = -718286.730348 nChanged 364 SP:Iteration 8Q (1176.493662 sec): 3 clusters Score: Raw -721761.538689 + Penalty 3321.282552 = -718440.256137 nChanged 314 SP:Iteration 9Q (1176.597699 sec): 3 clusters Score: Raw -721873.604740 + Penalty 3321.282552 = -718552.322188 nChanged 242 SP:Iteration 10Q (1176.705787 sec): 3 clusters Score: Raw -721941.361706 + Penalty 3321.282552 = -718620.079155 nChanged 178 SP:Iteration 11Q (1176.811246 sec): 3 clusters Score: Raw -721989.944697 + Penalty 3321.282552 = -718668.662146 nChanged 153 SP:Iteration 12Q (1176.913615 sec): 3 clusters Score: Raw -722031.070876 + Penalty 3321.282552 = -718709.788324 nChanged 140 SP:Iteration 13Q (1177.022709 sec): 3 clusters Score: Raw -722068.990151 + Penalty 3321.282552 = -718747.707599 nChanged 122 SP:Iteration 14Q (1177.146436 sec): 3 clusters Score: Raw -722101.777959 + Penalty 3321.282552 = -718780.495407 nChanged 115 SP:Iteration 15Q (1177.253796 sec): 3 clusters Score: Raw -722129.211647 + Penalty 3321.282552 = -718807.929095 nChanged 117 SP:Iteration 16Q (1177.362515 sec): 3 clusters Score: Raw -722154.021216 + Penalty 3321.282552 = -718832.738664 nChanged 109 SP:Iteration 17Q (1177.474318 sec): 3 clusters Score: Raw -722185.229937 + Penalty 3321.282552 = -718863.947386 nChanged 127 SP:Iteration 18Q (1177.572701 sec): 3 clusters Score: Raw -722223.758259 + Penalty 3321.282552 = -718902.475707 nChanged 132 SP:Iteration 19Q (1177.682059 sec): 3 clusters Score: Raw -722262.745993 + Penalty 3321.282552 = -718941.463441 nChanged 120 SP:Iteration 20F (1177.790445 sec): 3 clusters Score: Raw -722295.994557 + Penalty 3321.282552 = -718974.712005 nChanged 134 SP:Iteration 21Q (1177.899311 sec): 3 clusters Score: Raw -722331.571259 + Penalty 3321.282552 = -719010.288707 nChanged 140 SP:Iteration 22Q (1178.008793 sec): 3 clusters Score: Raw -722380.268969 + Penalty 3321.282552 = -719058.986418 nChanged 131 SP:Iteration 23Q (1178.119422 sec): 3 clusters Score: Raw -722430.045047 + Penalty 3321.282552 = -719108.762495 nChanged 154 SP:Iteration 24Q (1178.228934 sec): 3 clusters Score: Raw -722500.680699 + Penalty 3321.282552 = -719179.398147 nChanged 181 SP:Iteration 25Q (1178.337844 sec): 3 clusters Score: Raw -722563.959824 + Penalty 3321.282552 = -719242.677272 nChanged 169 SP:Iteration 26Q (1178.450941 sec): 3 clusters Score: Raw -722639.242365 + Penalty 3321.282552 = -719317.959813 nChanged 187 SP:Iteration 27Q (1178.545011 sec): 3 clusters Score: Raw -722725.600213 + Penalty 3321.282552 = -719404.317661 nChanged 201 SP:Iteration 28Q (1178.657324 sec): 3 clusters Score: Raw -722822.311212 + Penalty 3321.282552 = -719501.028660 nChanged 203 SP:Iteration 29Q (1178.782172 sec): 3 clusters Score: Raw -722927.337457 + Penalty 3321.282552 = -719606.054905 nChanged 226 SP:Iteration 30Q (1178.884709 sec): 3 clusters Score: Raw -723029.648924 + Penalty 3321.282552 = -719708.366372 nChanged 180 SP:Iteration 31Q (1178.974809 sec): 3 clusters Score: Raw -723102.264543 + Penalty 3321.282552 = -719780.981991 nChanged 191 SP:Iteration 32Q (1179.094031 sec): 3 clusters Score: Raw -723186.932654 + Penalty 3321.282552 = -719865.650102 nChanged 156 SP:Iteration 33Q (1179.196499 sec): 3 clusters Score: Raw -723245.947883 + Penalty 3321.282552 = -719924.665331 nChanged 136 SP:Iteration 34Q (1179.315296 sec): 3 clusters Score: Raw -723294.643966 + Penalty 3321.282552 = -719973.361414 nChanged 120 SP:Iteration 35Q (1179.429488 sec): 3 clusters Score: Raw -723333.561654 + Penalty 3321.282552 = -720012.279103 nChanged 112 SP:Iteration 36Q (1179.523449 sec): 3 clusters Score: Raw -723365.734624 + Penalty 3321.282552 = -720044.452072 nChanged 87 SP:Iteration 37Q (1179.628238 sec): 3 clusters Score: Raw -723390.345890 + Penalty 3321.282552 = -720069.063338 nChanged 75 SP:Iteration 38Q (1179.726554 sec): 3 clusters Score: Raw -723410.106234 + Penalty 3321.282552 = -720088.823682 nChanged 82 SP:Iteration 39Q (1179.807627 sec): 3 clusters Score: Raw -723430.373621 + Penalty 3321.282552 = -720109.091070 nChanged 55 SP:Iteration 40F (1179.908376 sec): 3 clusters Score: Raw -723444.209328 + Penalty 3321.282552 = -720122.926776 nChanged 63 SP:Iteration 41Q (1180.000846 sec): 3 clusters Score: Raw -723460.581787 + Penalty 3321.282552 = -720139.299235 nChanged 55 SP:Iteration 42Q (1180.094164 sec): 3 clusters Score: Raw -723475.424532 + Penalty 3321.282552 = -720154.141980 nChanged 46 SP:Iteration 43Q (1180.223022 sec): 3 clusters Score: Raw -723499.752073 + Penalty 3321.282552 = -720178.469521 nChanged 62 SP:Iteration 44Q (1180.391142 sec): 3 clusters Score: Raw -723552.701739 + Penalty 3321.282552 = -720231.419187 nChanged 96 SP:Iteration 45Q (1180.529558 sec): 3 clusters Score: Raw -723673.087076 + Penalty 3321.282552 = -720351.804525 nChanged 132 SP:Iteration 46Q (1180.679626 sec): 3 clusters Score: Raw -723774.377176 + Penalty 3321.282552 = -720453.094624 nChanged 114 SP:Iteration 47Q (1180.809009 sec): 3 clusters Score: Raw -723811.959424 + Penalty 3321.282552 = -720490.676873 nChanged 82 SP:Iteration 48Q (1180.935910 sec): 3 clusters Score: Raw -723839.287424 + Penalty 3321.282552 = -720518.004873 nChanged 78 SP:Iteration 49Q (1181.055237 sec): 3 clusters Score: Raw -723863.646455 + Penalty 3321.282552 = -720542.363903 nChanged 64 SP:Iteration 50Q (1181.198993 sec): 3 clusters Score: Raw -723881.388386 + Penalty 3321.282552 = -720560.105834 nChanged 65 SP:Iteration 51Q (1181.343048 sec): 3 clusters Score: Raw -723899.065976 + Penalty 3321.282552 = -720577.783424 nChanged 55 SP:Iteration 52Q (1181.468666 sec): 3 clusters Score: Raw -723913.268033 + Penalty 3321.282552 = -720591.985481 nChanged 43 SP:Iteration 53Q (1181.599223 sec): 3 clusters Score: Raw -723923.135123 + Penalty 3321.282552 = -720601.852571 nChanged 32 SP:Iteration 54Q (1181.732868 sec): 3 clusters Score: Raw -723929.739934 + Penalty 3321.282552 = -720608.457382 nChanged 29 SP:Iteration 55Q (1181.843591 sec): 3 clusters Score: Raw -723935.160893 + Penalty 3321.282552 = -720613.878341 nChanged 31 SP:Iteration 56Q (1181.959245 sec): 3 clusters Score: Raw -723942.616967 + Penalty 3321.282552 = -720621.334416 nChanged 24 SP:Iteration 57Q (1182.076393 sec): 3 clusters Score: Raw -723946.764916 + Penalty 3321.282552 = -720625.482364 nChanged 23 SP:Iteration 58Q (1182.190568 sec): 3 clusters Score: Raw -723950.640551 + Penalty 3321.282552 = -720629.358000 nChanged 17 SP:Iteration 59Q (1182.311937 sec): 3 clusters Score: Raw -723954.007557 + Penalty 3321.282552 = -720632.725005 nChanged 18 SP:Iteration 60F (1182.444524 sec): 3 clusters Score: Raw -723962.965815 + Penalty 3321.282552 = -720641.683263 nChanged 18 SP:Iteration 61Q (1182.555997 sec): 3 clusters Score: Raw -723967.730670 + Penalty 3321.282552 = -720646.448119 nChanged 23 SP:Iteration 62Q (1182.706882 sec): 3 clusters Score: Raw -723973.336430 + Penalty 3321.282552 = -720652.053878 nChanged 24 SP:Iteration 63Q (1182.833370 sec): 3 clusters Score: Raw -723978.610117 + Penalty 3321.282552 = -720657.327566 nChanged 23 SP:Iteration 64Q (1182.965050 sec): 3 clusters Score: Raw -723983.068181 + Penalty 3321.282552 = -720661.785630 nChanged 12 SP:Iteration 65Q (1183.112176 sec): 3 clusters Score: Raw -723985.813916 + Penalty 3321.282552 = -720664.531364 nChanged 12 SP:Iteration 66Q (1183.244107 sec): 3 clusters Score: Raw -723987.913694 + Penalty 3321.282552 = -720666.631143 nChanged 11 SP:Iteration 67Q (1183.357657 sec): 3 clusters Score: Raw -723989.691523 + Penalty 3321.282552 = -720668.408971 nChanged 5 SP:Iteration 68Q (1183.486300 sec): 3 clusters Score: Raw -723990.362084 + Penalty 3321.282552 = -720669.079533 nChanged 4 SP:Iteration 69Q (1183.604548 sec): 3 clusters Score: Raw -723990.946773 + Penalty 3321.282552 = -720669.664221 nChanged 5 SP:Iteration 70Q (1183.727253 sec): 3 clusters Score: Raw -723991.733061 + Penalty 3321.282552 = -720670.450510 nChanged 3 SP:Iteration 71Q (1183.853278 sec): 3 clusters Score: Raw -723992.320774 + Penalty 3321.282552 = -720671.038223 nChanged 4 SP:Iteration 72Q (1183.979918 sec): 3 clusters Score: Raw -723992.920195 + Penalty 3321.282552 = -720671.637643 nChanged 7 SP:Iteration 73Q (1184.109729 sec): 3 clusters Score: Raw -723993.933533 + Penalty 3321.282552 = -720672.650982 nChanged 4 SP:Iteration 74Q (1184.249442 sec): 3 clusters Score: Raw -723994.817190 + Penalty 3321.282552 = -720673.534639 nChanged 3 SP:Iteration 75Q (1184.390678 sec): 3 clusters Score: Raw -723995.610995 + Penalty 3321.282552 = -720674.328444 nChanged 6 SP:Iteration 76Q (1184.512274 sec): 3 clusters Score: Raw -723996.395385 + Penalty 3321.282552 = -720675.112833 nChanged 1 SP:Iteration 77Q (1184.600266 sec): 3 clusters Score: Raw -723996.829258 + Penalty 3321.282552 = -720675.546707 nChanged 3 SP:Iteration 78Q (1184.723507 sec): 3 clusters Score: Raw -723997.461609 + Penalty 3321.282552 = -720676.179057 nChanged 4 SP:Iteration 79Q (1184.835905 sec): 3 clusters Score: Raw -723998.514099 + Penalty 3321.282552 = -720677.231548 nChanged 5 SP:Iteration 80F (1184.957736 sec): 3 clusters Score: Raw -723999.317847 + Penalty 3321.282552 = -720678.035295 nChanged 4 SP:Iteration 81Q (1185.090561 sec): 3 clusters Score: Raw -723999.973240 + Penalty 3321.282552 = -720678.690688 nChanged 6 SP:Iteration 82Q (1185.212381 sec): 3 clusters Score: Raw -724000.560479 + Penalty 3321.282552 = -720679.277928 nChanged 2 SP:Iteration 83Q (1185.324221 sec): 3 clusters Score: Raw -724000.906190 + Penalty 3321.282552 = -720679.623639 nChanged 3 SP:Iteration 84Q (1185.450227 sec): 3 clusters Score: Raw -724001.334002 + Penalty 3321.282552 = -720680.051451 nChanged 3 SP:Iteration 85Q (1185.610736 sec): 3 clusters Score: Raw -724001.572881 + Penalty 3321.282552 = -720680.290329 nChanged 2 SP:Iteration 86Q (1185.717949 sec): 3 clusters Score: Raw -724001.767589 + Penalty 3321.282552 = -720680.485038 nChanged 1 SP:Iteration 87Q (1185.875424 sec): 3 clusters Score: Raw -724001.885658 + Penalty 3321.282552 = -720680.603106 nChanged 1 SP:Iteration 88Q (1185.984260 sec): 3 clusters Score: Raw -724002.101445 + Penalty 3321.282552 = -720680.818893 nChanged 2 SP:Iteration 89Q (1186.124137 sec): 3 clusters Score: Raw -724002.506999 + Penalty 3321.282552 = -720681.224447 nChanged 2 SP:Iteration 90Q (1186.231958 sec): 3 clusters Score: Raw -724003.061490 + Penalty 3321.282552 = -720681.778938 nChanged 2 SP:Iteration 91Q (1186.383209 sec): 3 clusters Score: Raw -724003.185287 + Penalty 3321.282552 = -720681.902736 nChanged 2 SP:Iteration 92Q (1186.481086 sec): 3 clusters Score: Raw -724003.413239 + Penalty 3321.282552 = -720682.130687 nChanged 0 SP:Iteration 93F (1186.541074 sec): 3 clusters Score: Raw -724003.413239 + Penalty 3321.282552 = -720682.130687 nChanged 0 Score: Raw -11974561.046556 + Penalty 72919.712142 = -11901641.334414 Splitting cluster 8 changes total score from -11901842.929459 to -11901641.334414 So it's not getting split. Trying to split cluster 9 (9168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1193.807028 sec): 2 clusters Score: Raw -602535.868382 + Penalty 1601.169764 = -600934.698618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1193.906369 sec): 3 clusters Score: Raw -597464.498203 + Penalty 3202.339528 = -594262.158675 nChanged 3922 SP:Iteration 1F (1194.010688 sec): 3 clusters Score: Raw -599618.882849 + Penalty 3202.339528 = -596416.543321 nChanged 574 SP:Iteration 2F (1194.115047 sec): 3 clusters Score: Raw -599924.542420 + Penalty 3202.339528 = -596722.202892 nChanged 530 SP:Iteration 3F (1194.214939 sec): 3 clusters Score: Raw -600242.469484 + Penalty 3202.339528 = -597040.129956 nChanged 517 SP:Iteration 4F (1194.318997 sec): 3 clusters Score: Raw -600609.887363 + Penalty 3202.339528 = -597407.547835 nChanged 531 SP:Iteration 5F (1194.417388 sec): 3 clusters Score: Raw -601015.443310 + Penalty 3202.339528 = -597813.103782 nChanged 540 SP:Iteration 6F (1194.514991 sec): 3 clusters Score: Raw -601490.798755 + Penalty 3202.339528 = -598288.459227 nChanged 482 SP:Iteration 7F (1194.615480 sec): 3 clusters Score: Raw -601858.470101 + Penalty 3202.339528 = -598656.130573 nChanged 388 SP:Iteration 8Q (1194.697365 sec): 3 clusters Score: Raw -602117.297614 + Penalty 3202.339528 = -598914.958086 nChanged 295 SP:Iteration 9Q (1194.810951 sec): 3 clusters Score: Raw -602286.782705 + Penalty 3202.339528 = -599084.443177 nChanged 224 SP:Iteration 10Q (1194.896183 sec): 3 clusters Score: Raw -602395.051206 + Penalty 3202.339528 = -599192.711678 nChanged 168 SP:Iteration 11Q (1195.016235 sec): 3 clusters Score: Raw -602474.695146 + Penalty 3202.339528 = -599272.355618 nChanged 156 SP:Iteration 12Q (1195.126242 sec): 3 clusters Score: Raw -602540.194084 + Penalty 3202.339528 = -599337.854556 nChanged 118 SP:Iteration 13Q (1195.218362 sec): 3 clusters Score: Raw -602595.492422 + Penalty 3202.339528 = -599393.152894 nChanged 133 SP:Iteration 14Q (1195.292384 sec): 3 clusters Score: Raw -602651.286994 + Penalty 3202.339528 = -599448.947466 nChanged 117 SP:Iteration 15Q (1195.403919 sec): 3 clusters Score: Raw -602699.807650 + Penalty 3202.339528 = -599497.468122 nChanged 106 SP:Iteration 16Q (1195.499200 sec): 3 clusters Score: Raw -602745.607282 + Penalty 3202.339528 = -599543.267754 nChanged 88 SP:Iteration 17Q (1195.584201 sec): 3 clusters Score: Raw -602781.487654 + Penalty 3202.339528 = -599579.148126 nChanged 89 SP:Iteration 18Q (1195.679837 sec): 3 clusters Score: Raw -602817.730595 + Penalty 3202.339528 = -599615.391067 nChanged 86 SP:Iteration 19Q (1195.799212 sec): 3 clusters Score: Raw -602842.977824 + Penalty 3202.339528 = -599640.638296 nChanged 67 SP:Iteration 20F (1195.899596 sec): 3 clusters Score: Raw -602865.868671 + Penalty 3202.339528 = -599663.529143 nChanged 63 SP:Iteration 21Q (1195.995496 sec): 3 clusters Score: Raw -602885.442773 + Penalty 3202.339528 = -599683.103245 nChanged 50 SP:Iteration 22Q (1196.096472 sec): 3 clusters Score: Raw -602900.901556 + Penalty 3202.339528 = -599698.562028 nChanged 41 SP:Iteration 23Q (1196.176859 sec): 3 clusters Score: Raw -602912.826658 + Penalty 3202.339528 = -599710.487130 nChanged 43 SP:Iteration 24Q (1196.290939 sec): 3 clusters Score: Raw -602924.497973 + Penalty 3202.339528 = -599722.158445 nChanged 39 SP:Iteration 25Q (1196.369619 sec): 3 clusters Score: Raw -602937.447452 + Penalty 3202.339528 = -599735.107924 nChanged 39 SP:Iteration 26Q (1196.470252 sec): 3 clusters Score: Raw -602948.500414 + Penalty 3202.339528 = -599746.160886 nChanged 36 SP:Iteration 27Q (1196.555264 sec): 3 clusters Score: Raw -602958.656421 + Penalty 3202.339528 = -599756.316893 nChanged 40 SP:Iteration 28Q (1196.665572 sec): 3 clusters Score: Raw -602969.292245 + Penalty 3202.339528 = -599766.952717 nChanged 21 SP:Iteration 29Q (1196.763803 sec): 3 clusters Score: Raw -602973.017747 + Penalty 3202.339528 = -599770.678218 nChanged 18 SP:Iteration 30Q (1196.841739 sec): 3 clusters Score: Raw -602976.028615 + Penalty 3202.339528 = -599773.689087 nChanged 15 SP:Iteration 31Q (1196.934043 sec): 3 clusters Score: Raw -602978.358155 + Penalty 3202.339528 = -599776.018627 nChanged 11 SP:Iteration 32Q (1197.051171 sec): 3 clusters Score: Raw -602980.553775 + Penalty 3202.339528 = -599778.214247 nChanged 11 SP:Iteration 33Q (1197.126369 sec): 3 clusters Score: Raw -602983.032166 + Penalty 3202.339528 = -599780.692638 nChanged 13 SP:Iteration 34Q (1197.236362 sec): 3 clusters Score: Raw -602985.407749 + Penalty 3202.339528 = -599783.068221 nChanged 15 SP:Iteration 35Q (1197.324098 sec): 3 clusters Score: Raw -602988.740943 + Penalty 3202.339528 = -599786.401415 nChanged 14 SP:Iteration 36Q (1197.409974 sec): 3 clusters Score: Raw -602992.194833 + Penalty 3202.339528 = -599789.855305 nChanged 15 SP:Iteration 37Q (1197.495827 sec): 3 clusters Score: Raw -602995.660462 + Penalty 3202.339528 = -599793.320934 nChanged 14 SP:Iteration 38Q (1197.627914 sec): 3 clusters Score: Raw -602999.263183 + Penalty 3202.339528 = -599796.923655 nChanged 13 SP:Iteration 39Q (1197.730488 sec): 3 clusters Score: Raw -603001.304351 + Penalty 3202.339528 = -599798.964822 nChanged 7 SP:Iteration 40F (1197.821052 sec): 3 clusters Score: Raw -603002.121528 + Penalty 3202.339528 = -599799.782000 nChanged 2 SP:Iteration 41Q (1197.900987 sec): 3 clusters Score: Raw -603002.656178 + Penalty 3202.339528 = -599800.316650 nChanged 4 SP:Iteration 42Q (1197.998910 sec): 3 clusters Score: Raw -603003.103203 + Penalty 3202.339528 = -599800.763674 nChanged 3 SP:Iteration 43Q (1198.095573 sec): 3 clusters Score: Raw -603003.527582 + Penalty 3202.339528 = -599801.188054 nChanged 0 SP:Iteration 44F (1198.189207 sec): 3 clusters Score: Raw -603003.527582 + Penalty 3202.339528 = -599801.188054 nChanged 0 Trying to split cluster 10 (6515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1198.248063 sec): 2 clusters Score: Raw -288654.956592 + Penalty 1541.216867 = -287113.739725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1198.367421 sec): 3 clusters Score: Raw -285216.703225 + Penalty 3082.433734 = -282134.269491 nChanged 2616 SP:Iteration 1F (1198.461575 sec): 3 clusters Score: Raw -286917.429437 + Penalty 3082.433734 = -283834.995703 nChanged 647 SP:Iteration 2F (1198.534743 sec): 3 clusters Score: Raw -287517.756988 + Penalty 3082.433734 = -284435.323254 nChanged 557 SP:Iteration 3F (1198.644751 sec): 3 clusters Score: Raw -288021.150829 + Penalty 3082.433734 = -284938.717095 nChanged 459 SP:Iteration 4F (1198.739270 sec): 3 clusters Score: Raw -288386.584200 + Penalty 3082.433734 = -285304.150466 nChanged 329 SP:Iteration 5F (1198.837254 sec): 3 clusters Score: Raw -288619.468851 + Penalty 3082.433734 = -285537.035117 nChanged 277 SP:Iteration 6Q (1198.915026 sec): 3 clusters Score: Raw -288791.372853 + Penalty 3082.433734 = -285708.939119 nChanged 222 SP:Iteration 7Q (1199.013180 sec): 3 clusters Score: Raw -288932.923894 + Penalty 3082.433734 = -285850.490161 nChanged 202 SP:Iteration 8Q (1199.101980 sec): 3 clusters Score: Raw -289046.954455 + Penalty 3082.433734 = -285964.520721 nChanged 172 SP:Iteration 9Q (1199.184473 sec): 3 clusters Score: Raw -289131.789297 + Penalty 3082.433734 = -286049.355564 nChanged 133 SP:Iteration 10Q (1199.299072 sec): 3 clusters Score: Raw -289195.341293 + Penalty 3082.433734 = -286112.907560 nChanged 126 SP:Iteration 11Q (1199.412566 sec): 3 clusters Score: Raw -289250.041050 + Penalty 3082.433734 = -286167.607316 nChanged 94 SP:Iteration 12Q (1199.536024 sec): 3 clusters Score: Raw -289283.949083 + Penalty 3082.433734 = -286201.515350 nChanged 80 SP:Iteration 13Q (1199.645704 sec): 3 clusters Score: Raw -289317.203668 + Penalty 3082.433734 = -286234.769934 nChanged 80 SP:Iteration 14Q (1199.752458 sec): 3 clusters Score: Raw -289347.424676 + Penalty 3082.433734 = -286264.990943 nChanged 69 SP:Iteration 15Q (1199.861470 sec): 3 clusters Score: Raw -289373.188979 + Penalty 3082.433734 = -286290.755245 nChanged 71 SP:Iteration 16Q (1199.936818 sec): 3 clusters Score: Raw -289399.805253 + Penalty 3082.433734 = -286317.371520 nChanged 73 SP:Iteration 17Q (1200.045834 sec): 3 clusters Score: Raw -289422.711716 + Penalty 3082.433734 = -286340.277982 nChanged 60 SP:Iteration 18Q (1200.166830 sec): 3 clusters Score: Raw -289444.473777 + Penalty 3082.433734 = -286362.040043 nChanged 64 SP:Iteration 19Q (1200.271064 sec): 3 clusters Score: Raw -289469.803768 + Penalty 3082.433734 = -286387.370035 nChanged 60 SP:Iteration 20F (1200.381064 sec): 3 clusters Score: Raw -289491.114127 + Penalty 3082.433734 = -286408.680393 nChanged 57 SP:Iteration 21Q (1200.505966 sec): 3 clusters Score: Raw -289506.372982 + Penalty 3082.433734 = -286423.939248 nChanged 44 SP:Iteration 22Q (1200.593997 sec): 3 clusters Score: Raw -289517.349554 + Penalty 3082.433734 = -286434.915821 nChanged 33 SP:Iteration 23Q (1200.731952 sec): 3 clusters Score: Raw -289526.531825 + Penalty 3082.433734 = -286444.098091 nChanged 36 SP:Iteration 24Q (1200.848589 sec): 3 clusters Score: Raw -289540.033328 + Penalty 3082.433734 = -286457.599594 nChanged 33 SP:Iteration 25Q (1200.975332 sec): 3 clusters Score: Raw -289549.279733 + Penalty 3082.433734 = -286466.845999 nChanged 34 SP:Iteration 26Q (1201.085090 sec): 3 clusters Score: Raw -289559.861191 + Penalty 3082.433734 = -286477.427457 nChanged 40 SP:Iteration 27Q (1201.181937 sec): 3 clusters Score: Raw -289571.555826 + Penalty 3082.433734 = -286489.122092 nChanged 27 SP:Iteration 28Q (1201.295863 sec): 3 clusters Score: Raw -289578.235110 + Penalty 3082.433734 = -286495.801376 nChanged 26 SP:Iteration 29Q (1201.400450 sec): 3 clusters Score: Raw -289584.732443 + Penalty 3082.433734 = -286502.298710 nChanged 21 SP:Iteration 30Q (1201.514308 sec): 3 clusters Score: Raw -289590.148155 + Penalty 3082.433734 = -286507.714422 nChanged 23 SP:Iteration 31Q (1201.600123 sec): 3 clusters Score: Raw -289596.122026 + Penalty 3082.433734 = -286513.688292 nChanged 29 SP:Iteration 32Q (1201.704733 sec): 3 clusters Score: Raw -289605.835462 + Penalty 3082.433734 = -286523.401728 nChanged 34 SP:Iteration 33Q (1201.827589 sec): 3 clusters Score: Raw -289617.952574 + Penalty 3082.433734 = -286535.518840 nChanged 38 SP:Iteration 34Q (1201.929355 sec): 3 clusters Score: Raw -289629.546415 + Penalty 3082.433734 = -286547.112681 nChanged 43 SP:Iteration 35Q (1202.060991 sec): 3 clusters Score: Raw -289643.525791 + Penalty 3082.433734 = -286561.092057 nChanged 35 SP:Iteration 36Q (1202.140583 sec): 3 clusters Score: Raw -289653.313884 + Penalty 3082.433734 = -286570.880150 nChanged 29 SP:Iteration 37Q (1202.246110 sec): 3 clusters Score: Raw -289664.238056 + Penalty 3082.433734 = -286581.804322 nChanged 28 SP:Iteration 38Q (1202.369484 sec): 3 clusters Score: Raw -289675.450121 + Penalty 3082.433734 = -286593.016387 nChanged 30 SP:Iteration 39Q (1202.477385 sec): 3 clusters Score: Raw -289686.803344 + Penalty 3082.433734 = -286604.369610 nChanged 30 SP:Iteration 40F (1202.592606 sec): 3 clusters Score: Raw -289693.916470 + Penalty 3082.433734 = -286611.482736 nChanged 24 SP:Iteration 41Q (1202.700300 sec): 3 clusters Score: Raw -289699.480570 + Penalty 3082.433734 = -286617.046837 nChanged 20 SP:Iteration 42Q (1202.806379 sec): 3 clusters Score: Raw -289705.194204 + Penalty 3082.433734 = -286622.760470 nChanged 19 SP:Iteration 43Q (1202.917918 sec): 3 clusters Score: Raw -289710.508887 + Penalty 3082.433734 = -286628.075153 nChanged 20 SP:Iteration 44Q (1203.027335 sec): 3 clusters Score: Raw -289716.047757 + Penalty 3082.433734 = -286633.614024 nChanged 22 SP:Iteration 45Q (1203.144360 sec): 3 clusters Score: Raw -289720.731483 + Penalty 3082.433734 = -286638.297749 nChanged 14 SP:Iteration 46Q (1203.258638 sec): 3 clusters Score: Raw -289724.069803 + Penalty 3082.433734 = -286641.636069 nChanged 16 SP:Iteration 47Q (1203.386585 sec): 3 clusters Score: Raw -289727.485750 + Penalty 3082.433734 = -286645.052016 nChanged 18 SP:Iteration 48Q (1203.515701 sec): 3 clusters Score: Raw -289730.269162 + Penalty 3082.433734 = -286647.835428 nChanged 12 SP:Iteration 49Q (1203.637339 sec): 3 clusters Score: Raw -289732.325501 + Penalty 3082.433734 = -286649.891767 nChanged 11 SP:Iteration 50Q (1203.734292 sec): 3 clusters Score: Raw -289735.113904 + Penalty 3082.433734 = -286652.680170 nChanged 13 SP:Iteration 51Q (1203.866514 sec): 3 clusters Score: Raw -289737.810696 + Penalty 3082.433734 = -286655.376962 nChanged 12 SP:Iteration 52Q (1203.951593 sec): 3 clusters Score: Raw -289740.193847 + Penalty 3082.433734 = -286657.760113 nChanged 9 SP:Iteration 53Q (1204.080197 sec): 3 clusters Score: Raw -289741.733070 + Penalty 3082.433734 = -286659.299336 nChanged 6 SP:Iteration 54Q (1204.202935 sec): 3 clusters Score: Raw -289742.758426 + Penalty 3082.433734 = -286660.324692 nChanged 5 SP:Iteration 55Q (1204.319012 sec): 3 clusters Score: Raw -289744.000126 + Penalty 3082.433734 = -286661.566392 nChanged 4 SP:Iteration 56Q (1204.452071 sec): 3 clusters Score: Raw -289745.353998 + Penalty 3082.433734 = -286662.920264 nChanged 6 SP:Iteration 57Q (1204.536607 sec): 3 clusters Score: Raw -289747.056139 + Penalty 3082.433734 = -286664.622405 nChanged 5 SP:Iteration 58Q (1204.652797 sec): 3 clusters Score: Raw -289748.098643 + Penalty 3082.433734 = -286665.664909 nChanged 6 SP:Iteration 59Q (1204.734841 sec): 3 clusters Score: Raw -289749.583299 + Penalty 3082.433734 = -286667.149565 nChanged 8 SP:Iteration 60F (1204.824480 sec): 3 clusters Score: Raw -289750.898979 + Penalty 3082.433734 = -286668.465245 nChanged 6 SP:Iteration 61Q (1204.929494 sec): 3 clusters Score: Raw -289752.002729 + Penalty 3082.433734 = -286669.568995 nChanged 6 SP:Iteration 62Q (1205.032520 sec): 3 clusters Score: Raw -289753.202212 + Penalty 3082.433734 = -286670.768478 nChanged 4 SP:Iteration 63Q (1205.156481 sec): 3 clusters Score: Raw -289754.689870 + Penalty 3082.433734 = -286672.256137 nChanged 7 SP:Iteration 64Q (1205.263979 sec): 3 clusters Score: Raw -289755.961879 + Penalty 3082.433734 = -286673.528145 nChanged 5 SP:Iteration 65Q (1205.353292 sec): 3 clusters Score: Raw -289756.909497 + Penalty 3082.433734 = -286674.475763 nChanged 7 SP:Iteration 66Q (1205.459163 sec): 3 clusters Score: Raw -289758.916542 + Penalty 3082.433734 = -286676.482808 nChanged 7 SP:Iteration 67Q (1205.561829 sec): 3 clusters Score: Raw -289760.758990 + Penalty 3082.433734 = -286678.325256 nChanged 7 SP:Iteration 68Q (1205.659719 sec): 3 clusters Score: Raw -289762.036867 + Penalty 3082.433734 = -286679.603133 nChanged 10 SP:Iteration 69Q (1205.754731 sec): 3 clusters Score: Raw -289764.679462 + Penalty 3082.433734 = -286682.245729 nChanged 9 SP:Iteration 70Q (1205.852083 sec): 3 clusters Score: Raw -289766.430429 + Penalty 3082.433734 = -286683.996695 nChanged 7 SP:Iteration 71Q (1205.939963 sec): 3 clusters Score: Raw -289767.579417 + Penalty 3082.433734 = -286685.145683 nChanged 9 SP:Iteration 72Q (1206.046322 sec): 3 clusters Score: Raw -289768.847782 + Penalty 3082.433734 = -286686.414048 nChanged 6 SP:Iteration 73Q (1206.166373 sec): 3 clusters Score: Raw -289770.498415 + Penalty 3082.433734 = -286688.064681 nChanged 5 SP:Iteration 74Q (1206.271146 sec): 3 clusters Score: Raw -289771.199355 + Penalty 3082.433734 = -286688.765622 nChanged 0 SP:Iteration 75F (1206.382595 sec): 3 clusters Score: Raw -289771.199355 + Penalty 3082.433734 = -286688.765622 nChanged 0 Trying to split cluster 11 (18247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1206.466317 sec): 2 clusters Score: Raw -1242013.974290 + Penalty 1721.963171 = -1240292.011119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1206.582002 sec): 3 clusters Score: Raw -1231245.297795 + Penalty 3443.926343 = -1227801.371453 nChanged 8103 SP:Iteration 1F (1206.707789 sec): 3 clusters Score: Raw -1235897.117907 + Penalty 3443.926343 = -1232453.191565 nChanged 1306 SP:Iteration 2F (1206.852134 sec): 3 clusters Score: Raw -1236755.359424 + Penalty 3443.926343 = -1233311.433081 nChanged 1458 SP:Iteration 3F (1206.971324 sec): 3 clusters Score: Raw -1237754.257409 + Penalty 3443.926343 = -1234310.331066 nChanged 1374 SP:Iteration 4F (1207.119490 sec): 3 clusters Score: Raw -1238639.793619 + Penalty 3443.926343 = -1235195.867277 nChanged 1164 SP:Iteration 5F (1207.235269 sec): 3 clusters Score: Raw -1239316.484669 + Penalty 3443.926343 = -1235872.558327 nChanged 939 SP:Iteration 6F (1207.388077 sec): 3 clusters Score: Raw -1239815.203661 + Penalty 3443.926343 = -1236371.277318 nChanged 790 SP:Iteration 7Q (1207.526381 sec): 3 clusters Score: Raw -1240213.062906 + Penalty 3443.926343 = -1236769.136563 nChanged 693 SP:Iteration 8Q (1207.661432 sec): 3 clusters Score: Raw -1240562.513768 + Penalty 3443.926343 = -1237118.587425 nChanged 581 SP:Iteration 9Q (1207.806717 sec): 3 clusters Score: Raw -1240844.913747 + Penalty 3443.926343 = -1237400.987405 nChanged 489 SP:Iteration 10Q (1207.945137 sec): 3 clusters Score: Raw -1241083.627747 + Penalty 3443.926343 = -1237639.701404 nChanged 459 SP:Iteration 11Q (1208.083327 sec): 3 clusters Score: Raw -1241298.708720 + Penalty 3443.926343 = -1237854.782377 nChanged 390 SP:Iteration 12Q (1208.215396 sec): 3 clusters Score: Raw -1241474.803001 + Penalty 3443.926343 = -1238030.876658 nChanged 325 SP:Iteration 13Q (1208.318766 sec): 3 clusters Score: Raw -1241617.142376 + Penalty 3443.926343 = -1238173.216033 nChanged 276 SP:Iteration 14Q (1208.474035 sec): 3 clusters Score: Raw -1241744.202098 + Penalty 3443.926343 = -1238300.275755 nChanged 242 SP:Iteration 15Q (1208.609110 sec): 3 clusters Score: Raw -1241856.319013 + Penalty 3443.926343 = -1238412.392670 nChanged 202 SP:Iteration 16Q (1208.742374 sec): 3 clusters Score: Raw -1241949.821652 + Penalty 3443.926343 = -1238505.895309 nChanged 182 SP:Iteration 17Q (1208.874978 sec): 3 clusters Score: Raw -1242041.624356 + Penalty 3443.926343 = -1238597.698013 nChanged 180 SP:Iteration 18Q (1209.004966 sec): 3 clusters Score: Raw -1242125.954764 + Penalty 3443.926343 = -1238682.028421 nChanged 130 SP:Iteration 19Q (1209.127079 sec): 3 clusters Score: Raw -1242183.156225 + Penalty 3443.926343 = -1238739.229883 nChanged 91 SP:Iteration 20F (1209.226633 sec): 3 clusters Score: Raw -1242226.037667 + Penalty 3443.926343 = -1238782.111324 nChanged 82 SP:Iteration 21Q (1209.332570 sec): 3 clusters Score: Raw -1242263.963107 + Penalty 3443.926343 = -1238820.036764 nChanged 67 SP:Iteration 22Q (1209.424695 sec): 3 clusters Score: Raw -1242291.338908 + Penalty 3443.926343 = -1238847.412565 nChanged 44 SP:Iteration 23Q (1209.532689 sec): 3 clusters Score: Raw -1242307.646994 + Penalty 3443.926343 = -1238863.720651 nChanged 37 SP:Iteration 24Q (1209.675463 sec): 3 clusters Score: Raw -1242322.722611 + Penalty 3443.926343 = -1238878.796268 nChanged 32 SP:Iteration 25Q (1209.794483 sec): 3 clusters Score: Raw -1242332.545934 + Penalty 3443.926343 = -1238888.619592 nChanged 25 SP:Iteration 26Q (1209.914953 sec): 3 clusters Score: Raw -1242341.973228 + Penalty 3443.926343 = -1238898.046885 nChanged 19 SP:Iteration 27Q (1210.036816 sec): 3 clusters Score: Raw -1242350.458862 + Penalty 3443.926343 = -1238906.532520 nChanged 25 SP:Iteration 28Q (1210.182016 sec): 3 clusters Score: Raw -1242361.611696 + Penalty 3443.926343 = -1238917.685353 nChanged 19 SP:Iteration 29Q (1210.308642 sec): 3 clusters Score: Raw -1242370.115381 + Penalty 3443.926343 = -1238926.189039 nChanged 22 SP:Iteration 30Q (1210.438744 sec): 3 clusters Score: Raw -1242379.974175 + Penalty 3443.926343 = -1238936.047833 nChanged 19 SP:Iteration 31Q (1210.566751 sec): 3 clusters Score: Raw -1242387.182495 + Penalty 3443.926343 = -1238943.256152 nChanged 12 SP:Iteration 32Q (1210.692037 sec): 3 clusters Score: Raw -1242391.032600 + Penalty 3443.926343 = -1238947.106257 nChanged 16 SP:Iteration 33Q (1210.814894 sec): 3 clusters Score: Raw -1242397.418238 + Penalty 3443.926343 = -1238953.491895 nChanged 16 SP:Iteration 34Q (1210.933207 sec): 3 clusters Score: Raw -1242404.524888 + Penalty 3443.926343 = -1238960.598545 nChanged 16 SP:Iteration 35Q (1211.053922 sec): 3 clusters Score: Raw -1242410.989229 + Penalty 3443.926343 = -1238967.062886 nChanged 16 SP:Iteration 36Q (1211.170384 sec): 3 clusters Score: Raw -1242416.964851 + Penalty 3443.926343 = -1238973.038508 nChanged 7 SP:Iteration 37Q (1211.271461 sec): 3 clusters Score: Raw -1242419.297971 + Penalty 3443.926343 = -1238975.371628 nChanged 7 SP:Iteration 38Q (1211.408010 sec): 3 clusters Score: Raw -1242421.953698 + Penalty 3443.926343 = -1238978.027356 nChanged 7 SP:Iteration 39Q (1211.522253 sec): 3 clusters Score: Raw -1242424.617879 + Penalty 3443.926343 = -1238980.691536 nChanged 6 SP:Iteration 40F (1211.633370 sec): 3 clusters Score: Raw -1242428.115196 + Penalty 3443.926343 = -1238984.188854 nChanged 6 SP:Iteration 41Q (1211.741962 sec): 3 clusters Score: Raw -1242430.652802 + Penalty 3443.926343 = -1238986.726459 nChanged 1 SP:Iteration 42Q (1211.856965 sec): 3 clusters Score: Raw -1242430.921863 + Penalty 3443.926343 = -1238986.995520 nChanged 1 SP:Iteration 43Q (1211.965857 sec): 3 clusters Score: Raw -1242431.076301 + Penalty 3443.926343 = -1238987.149959 nChanged 1 SP:Iteration 44Q (1212.078483 sec): 3 clusters Score: Raw -1242431.281691 + Penalty 3443.926343 = -1238987.355348 nChanged 1 SP:Iteration 45Q (1212.180208 sec): 3 clusters Score: Raw -1242431.646254 + Penalty 3443.926343 = -1238987.719911 nChanged 1 SP:Iteration 46Q (1212.282907 sec): 3 clusters Score: Raw -1242431.837465 + Penalty 3443.926343 = -1238987.911122 nChanged 1 SP:Iteration 47Q (1212.391588 sec): 3 clusters Score: Raw -1242432.080929 + Penalty 3443.926343 = -1238988.154586 nChanged 3 SP:Iteration 48Q (1212.504540 sec): 3 clusters Score: Raw -1242432.569315 + Penalty 3443.926343 = -1238988.642972 nChanged 1 SP:Iteration 49Q (1212.616670 sec): 3 clusters Score: Raw -1242432.726226 + Penalty 3443.926343 = -1238988.799884 nChanged 1 SP:Iteration 50Q (1212.717161 sec): 3 clusters Score: Raw -1242432.834882 + Penalty 3443.926343 = -1238988.908540 nChanged 0 SP:Iteration 51F (1212.829280 sec): 3 clusters Score: Raw -1242432.834882 + Penalty 3443.926343 = -1238988.908540 nChanged 0 Trying to split cluster 12 (9572 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1212.909359 sec): 2 clusters Score: Raw -612664.198406 + Penalty 1608.737852 = -611055.460554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1213.008654 sec): 3 clusters Score: Raw -607210.192162 + Penalty 3217.475705 = -603992.716457 nChanged 4160 SP:Iteration 1F (1213.083921 sec): 3 clusters Score: Raw -609638.983441 + Penalty 3217.475705 = -606421.507736 nChanged 691 SP:Iteration 2F (1213.208935 sec): 3 clusters Score: Raw -610026.046144 + Penalty 3217.475705 = -606808.570439 nChanged 577 SP:Iteration 3F (1213.308265 sec): 3 clusters Score: Raw -610341.885794 + Penalty 3217.475705 = -607124.410089 nChanged 525 SP:Iteration 4F (1213.387355 sec): 3 clusters Score: Raw -610643.963925 + Penalty 3217.475705 = -607426.488221 nChanged 514 SP:Iteration 5F (1213.500534 sec): 3 clusters Score: Raw -610965.272465 + Penalty 3217.475705 = -607747.796760 nChanged 492 SP:Iteration 6F (1213.576292 sec): 3 clusters Score: Raw -611266.919453 + Penalty 3217.475705 = -608049.443748 nChanged 440 SP:Iteration 7Q (1213.679139 sec): 3 clusters Score: Raw -611525.779280 + Penalty 3217.475705 = -608308.303576 nChanged 396 SP:Iteration 8Q (1213.781244 sec): 3 clusters Score: Raw -611745.224619 + Penalty 3217.475705 = -608527.748914 nChanged 320 SP:Iteration 9Q (1213.901139 sec): 3 clusters Score: Raw -611923.298796 + Penalty 3217.475705 = -608705.823091 nChanged 270 SP:Iteration 10Q (1213.988037 sec): 3 clusters Score: Raw -612084.124738 + Penalty 3217.475705 = -608866.649034 nChanged 225 SP:Iteration 11Q (1214.103497 sec): 3 clusters Score: Raw -612228.639801 + Penalty 3217.475705 = -609011.164096 nChanged 223 SP:Iteration 12Q (1214.208379 sec): 3 clusters Score: Raw -612355.455762 + Penalty 3217.475705 = -609137.980057 nChanged 189 SP:Iteration 13Q (1214.310224 sec): 3 clusters Score: Raw -612441.554857 + Penalty 3217.475705 = -609224.079152 nChanged 141 SP:Iteration 14Q (1214.392793 sec): 3 clusters Score: Raw -612507.391074 + Penalty 3217.475705 = -609289.915369 nChanged 125 SP:Iteration 15Q (1214.490762 sec): 3 clusters Score: Raw -612556.813851 + Penalty 3217.475705 = -609339.338147 nChanged 119 SP:Iteration 16Q (1214.599273 sec): 3 clusters Score: Raw -612600.725377 + Penalty 3217.475705 = -609383.249672 nChanged 113 SP:Iteration 17Q (1214.703969 sec): 3 clusters Score: Raw -612642.095090 + Penalty 3217.475705 = -609424.619385 nChanged 103 SP:Iteration 18Q (1214.795478 sec): 3 clusters Score: Raw -612680.697832 + Penalty 3217.475705 = -609463.222128 nChanged 97 SP:Iteration 19Q (1214.920795 sec): 3 clusters Score: Raw -612716.462298 + Penalty 3217.475705 = -609498.986594 nChanged 80 SP:Iteration 20F (1215.024111 sec): 3 clusters Score: Raw -612740.530494 + Penalty 3217.475705 = -609523.054790 nChanged 63 SP:Iteration 21Q (1215.112498 sec): 3 clusters Score: Raw -612761.027323 + Penalty 3217.475705 = -609543.551618 nChanged 60 SP:Iteration 22Q (1215.216519 sec): 3 clusters Score: Raw -612781.439379 + Penalty 3217.475705 = -609563.963674 nChanged 51 SP:Iteration 23Q (1215.306582 sec): 3 clusters Score: Raw -612799.798711 + Penalty 3217.475705 = -609582.323007 nChanged 47 SP:Iteration 24Q (1215.410236 sec): 3 clusters Score: Raw -612814.708516 + Penalty 3217.475705 = -609597.232812 nChanged 44 SP:Iteration 25Q (1215.521018 sec): 3 clusters Score: Raw -612829.301201 + Penalty 3217.475705 = -609611.825496 nChanged 48 SP:Iteration 26Q (1215.600998 sec): 3 clusters Score: Raw -612840.737698 + Penalty 3217.475705 = -609623.261993 nChanged 35 SP:Iteration 27Q (1215.698318 sec): 3 clusters Score: Raw -612849.102405 + Penalty 3217.475705 = -609631.626700 nChanged 25 SP:Iteration 28Q (1215.802118 sec): 3 clusters Score: Raw -612855.275745 + Penalty 3217.475705 = -609637.800040 nChanged 15 SP:Iteration 29Q (1215.931187 sec): 3 clusters Score: Raw -612858.449550 + Penalty 3217.475705 = -609640.973846 nChanged 18 SP:Iteration 30Q (1216.055793 sec): 3 clusters Score: Raw -612861.929640 + Penalty 3217.475705 = -609644.453935 nChanged 18 SP:Iteration 31Q (1216.187784 sec): 3 clusters Score: Raw -612865.730082 + Penalty 3217.475705 = -609648.254377 nChanged 21 SP:Iteration 32Q (1216.306269 sec): 3 clusters Score: Raw -612870.218736 + Penalty 3217.475705 = -609652.743032 nChanged 16 SP:Iteration 33Q (1216.441512 sec): 3 clusters Score: Raw -612872.971835 + Penalty 3217.475705 = -609655.496131 nChanged 9 SP:Iteration 34Q (1216.589398 sec): 3 clusters Score: Raw -612874.537674 + Penalty 3217.475705 = -609657.061969 nChanged 11 SP:Iteration 35Q (1216.705235 sec): 3 clusters Score: Raw -612877.047146 + Penalty 3217.475705 = -609659.571442 nChanged 12 SP:Iteration 36Q (1216.810100 sec): 3 clusters Score: Raw -612879.087330 + Penalty 3217.475705 = -609661.611626 nChanged 12 SP:Iteration 37Q (1216.926609 sec): 3 clusters Score: Raw -612881.797471 + Penalty 3217.475705 = -609664.321767 nChanged 13 SP:Iteration 38Q (1217.038861 sec): 3 clusters Score: Raw -612884.744380 + Penalty 3217.475705 = -609667.268675 nChanged 17 SP:Iteration 39Q (1217.147203 sec): 3 clusters Score: Raw -612887.418224 + Penalty 3217.475705 = -609669.942520 nChanged 11 SP:Iteration 40F (1217.268553 sec): 3 clusters Score: Raw -612890.129229 + Penalty 3217.475705 = -609672.653525 nChanged 18 SP:Iteration 41Q (1217.379595 sec): 3 clusters Score: Raw -612894.449991 + Penalty 3217.475705 = -609676.974287 nChanged 11 SP:Iteration 42Q (1217.492391 sec): 3 clusters Score: Raw -612897.577886 + Penalty 3217.475705 = -609680.102181 nChanged 14 SP:Iteration 43Q (1217.594790 sec): 3 clusters Score: Raw -612900.990369 + Penalty 3217.475705 = -609683.514664 nChanged 9 SP:Iteration 44Q (1217.713510 sec): 3 clusters Score: Raw -612902.530722 + Penalty 3217.475705 = -609685.055017 nChanged 5 SP:Iteration 45Q (1217.830036 sec): 3 clusters Score: Raw -612903.275566 + Penalty 3217.475705 = -609685.799861 nChanged 3 SP:Iteration 46Q (1217.946594 sec): 3 clusters Score: Raw -612903.870261 + Penalty 3217.475705 = -609686.394557 nChanged 6 SP:Iteration 47Q (1218.077691 sec): 3 clusters Score: Raw -612905.333977 + Penalty 3217.475705 = -609687.858273 nChanged 5 SP:Iteration 48Q (1218.204052 sec): 3 clusters Score: Raw -612906.400603 + Penalty 3217.475705 = -609688.924898 nChanged 5 SP:Iteration 49Q (1218.360389 sec): 3 clusters Score: Raw -612906.934457 + Penalty 3217.475705 = -609689.458752 nChanged 3 SP:Iteration 50Q (1218.505951 sec): 3 clusters Score: Raw -612907.886441 + Penalty 3217.475705 = -609690.410737 nChanged 8 SP:Iteration 51Q (1218.678283 sec): 3 clusters Score: Raw -612910.075059 + Penalty 3217.475705 = -609692.599354 nChanged 13 SP:Iteration 52Q (1218.798573 sec): 3 clusters Score: Raw -612915.075734 + Penalty 3217.475705 = -609697.600029 nChanged 22 SP:Iteration 53Q (1218.897728 sec): 3 clusters Score: Raw -612921.485731 + Penalty 3217.475705 = -609704.010026 nChanged 19 SP:Iteration 54Q (1219.026858 sec): 3 clusters Score: Raw -612928.360546 + Penalty 3217.475705 = -609710.884841 nChanged 26 SP:Iteration 55Q (1219.139183 sec): 3 clusters Score: Raw -612937.524995 + Penalty 3217.475705 = -609720.049290 nChanged 30 SP:Iteration 56Q (1219.257437 sec): 3 clusters Score: Raw -612948.363282 + Penalty 3217.475705 = -609730.887578 nChanged 31 SP:Iteration 57Q (1219.393610 sec): 3 clusters Score: Raw -612961.590075 + Penalty 3217.475705 = -609744.114370 nChanged 21 SP:Iteration 58Q (1219.511090 sec): 3 clusters Score: Raw -612969.944426 + Penalty 3217.475705 = -609752.468721 nChanged 25 SP:Iteration 59Q (1219.621009 sec): 3 clusters Score: Raw -612979.022809 + Penalty 3217.475705 = -609761.547105 nChanged 28 SP:Iteration 60F (1219.748499 sec): 3 clusters Score: Raw -612991.119469 + Penalty 3217.475705 = -609773.643765 nChanged 26 SP:Iteration 61Q (1219.852480 sec): 3 clusters Score: Raw -613000.595332 + Penalty 3217.475705 = -609783.119627 nChanged 25 SP:Iteration 62Q (1219.972350 sec): 3 clusters Score: Raw -613010.625082 + Penalty 3217.475705 = -609793.149377 nChanged 27 SP:Iteration 63Q (1220.092952 sec): 3 clusters Score: Raw -613021.784205 + Penalty 3217.475705 = -609804.308501 nChanged 30 SP:Iteration 64Q (1220.200423 sec): 3 clusters Score: Raw -613033.665396 + Penalty 3217.475705 = -609816.189691 nChanged 21 SP:Iteration 65Q (1220.300109 sec): 3 clusters Score: Raw -613042.220393 + Penalty 3217.475705 = -609824.744688 nChanged 21 SP:Iteration 66Q (1220.416030 sec): 3 clusters Score: Raw -613048.101733 + Penalty 3217.475705 = -609830.626029 nChanged 12 SP:Iteration 67Q (1220.507692 sec): 3 clusters Score: Raw -613050.098458 + Penalty 3217.475705 = -609832.622754 nChanged 3 SP:Iteration 68Q (1220.611006 sec): 3 clusters Score: Raw -613050.436568 + Penalty 3217.475705 = -609832.960864 nChanged 1 SP:Iteration 69Q (1220.721582 sec): 3 clusters Score: Raw -613050.872543 + Penalty 3217.475705 = -609833.396839 nChanged 5 SP:Iteration 70Q (1220.835961 sec): 3 clusters Score: Raw -613052.423481 + Penalty 3217.475705 = -609834.947776 nChanged 9 SP:Iteration 71Q (1220.939362 sec): 3 clusters Score: Raw -613054.499144 + Penalty 3217.475705 = -609837.023439 nChanged 9 SP:Iteration 72Q (1221.030416 sec): 3 clusters Score: Raw -613057.009511 + Penalty 3217.475705 = -609839.533807 nChanged 9 SP:Iteration 73Q (1221.157194 sec): 3 clusters Score: Raw -613059.507208 + Penalty 3217.475705 = -609842.031504 nChanged 8 SP:Iteration 74Q (1221.276592 sec): 3 clusters Score: Raw -613061.617799 + Penalty 3217.475705 = -609844.142094 nChanged 8 SP:Iteration 75Q (1221.393189 sec): 3 clusters Score: Raw -613063.429757 + Penalty 3217.475705 = -609845.954052 nChanged 9 SP:Iteration 76Q (1221.493514 sec): 3 clusters Score: Raw -613065.368647 + Penalty 3217.475705 = -609847.892942 nChanged 2 SP:Iteration 77Q (1221.609486 sec): 3 clusters Score: Raw -613065.980420 + Penalty 3217.475705 = -609848.504715 nChanged 3 SP:Iteration 78Q (1221.695934 sec): 3 clusters Score: Raw -613066.600553 + Penalty 3217.475705 = -609849.124849 nChanged 1 SP:Iteration 79Q (1221.820835 sec): 3 clusters Score: Raw -613066.911532 + Penalty 3217.475705 = -609849.435828 nChanged 2 SP:Iteration 80F (1221.936975 sec): 3 clusters Score: Raw -613067.466636 + Penalty 3217.475705 = -609849.990931 nChanged 3 SP:Iteration 81Q (1222.033829 sec): 3 clusters Score: Raw -613068.350000 + Penalty 3217.475705 = -609850.874295 nChanged 4 SP:Iteration 82Q (1222.136262 sec): 3 clusters Score: Raw -613069.051603 + Penalty 3217.475705 = -609851.575898 nChanged 2 SP:Iteration 83Q (1222.240891 sec): 3 clusters Score: Raw -613069.319709 + Penalty 3217.475705 = -609851.844004 nChanged 1 SP:Iteration 84Q (1222.350653 sec): 3 clusters Score: Raw -613069.648219 + Penalty 3217.475705 = -609852.172515 nChanged 2 SP:Iteration 85Q (1222.485120 sec): 3 clusters Score: Raw -613070.110404 + Penalty 3217.475705 = -609852.634700 nChanged 2 SP:Iteration 86Q (1222.603337 sec): 3 clusters Score: Raw -613070.575773 + Penalty 3217.475705 = -609853.100069 nChanged 4 SP:Iteration 87Q (1222.694467 sec): 3 clusters Score: Raw -613071.480837 + Penalty 3217.475705 = -609854.005132 nChanged 3 SP:Iteration 88Q (1222.810763 sec): 3 clusters Score: Raw -613072.327536 + Penalty 3217.475705 = -609854.851831 nChanged 5 SP:Iteration 89Q (1222.922342 sec): 3 clusters Score: Raw -613073.312950 + Penalty 3217.475705 = -609855.837245 nChanged 5 SP:Iteration 90Q (1223.033279 sec): 3 clusters Score: Raw -613074.407156 + Penalty 3217.475705 = -609856.931451 nChanged 4 SP:Iteration 91Q (1223.135602 sec): 3 clusters Score: Raw -613075.460609 + Penalty 3217.475705 = -609857.984905 nChanged 9 SP:Iteration 92Q (1223.242395 sec): 3 clusters Score: Raw -613078.188081 + Penalty 3217.475705 = -609860.712376 nChanged 11 SP:Iteration 93Q (1223.335567 sec): 3 clusters Score: Raw -613080.607356 + Penalty 3217.475705 = -609863.131652 nChanged 8 SP:Iteration 94Q (1223.437021 sec): 3 clusters Score: Raw -613083.125668 + Penalty 3217.475705 = -609865.649963 nChanged 7 SP:Iteration 95Q (1223.529147 sec): 3 clusters Score: Raw -613085.263157 + Penalty 3217.475705 = -609867.787452 nChanged 10 SP:Iteration 96Q (1223.640457 sec): 3 clusters Score: Raw -613088.331594 + Penalty 3217.475705 = -609870.855890 nChanged 7 SP:Iteration 97Q (1223.746088 sec): 3 clusters Score: Raw -613090.020337 + Penalty 3217.475705 = -609872.544632 nChanged 8 SP:Iteration 98Q (1223.867269 sec): 3 clusters Score: Raw -613092.054589 + Penalty 3217.475705 = -609874.578885 nChanged 14 SP:Iteration 99Q (1223.978860 sec): 3 clusters Score: Raw -613095.346914 + Penalty 3217.475705 = -609877.871210 nChanged 12 SP:Iteration 100F (1224.084537 sec): 3 clusters Score: Raw -613098.653049 + Penalty 3217.475705 = -609881.177345 nChanged 12 SP:Iteration 101Q (1224.206649 sec): 3 clusters Score: Raw -613101.658540 + Penalty 3217.475705 = -609884.182835 nChanged 9 SP:Iteration 102Q (1224.301157 sec): 3 clusters Score: Raw -613103.586216 + Penalty 3217.475705 = -609886.110511 nChanged 7 SP:Iteration 103Q (1224.412539 sec): 3 clusters Score: Raw -613105.141640 + Penalty 3217.475705 = -609887.665936 nChanged 5 SP:Iteration 104Q (1224.531586 sec): 3 clusters Score: Raw -613106.940194 + Penalty 3217.475705 = -609889.464490 nChanged 10 SP:Iteration 105Q (1224.625028 sec): 3 clusters Score: Raw -613109.627068 + Penalty 3217.475705 = -609892.151363 nChanged 6 SP:Iteration 106Q (1224.748962 sec): 3 clusters Score: Raw -613110.940969 + Penalty 3217.475705 = -609893.465265 nChanged 4 SP:Iteration 107Q (1224.869445 sec): 3 clusters Score: Raw -613112.074589 + Penalty 3217.475705 = -609894.598885 nChanged 3 SP:Iteration 108Q (1224.972050 sec): 3 clusters Score: Raw -613112.699683 + Penalty 3217.475705 = -609895.223978 nChanged 0 SP:Iteration 109F (1225.098798 sec): 3 clusters Score: Raw -613112.699683 + Penalty 3217.475705 = -609895.223978 nChanged 0 Trying to split cluster 13 (5582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1225.162708 sec): 2 clusters Score: Raw -368265.993068 + Penalty 1514.091574 = -366751.901494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1225.264324 sec): 3 clusters Score: Raw -365328.811852 + Penalty 3028.183147 = -362300.628705 nChanged 2288 SP:Iteration 1F (1225.371880 sec): 3 clusters Score: Raw -366641.064852 + Penalty 3028.183147 = -363612.881705 nChanged 414 SP:Iteration 2F (1225.472324 sec): 3 clusters Score: Raw -366887.573809 + Penalty 3028.183147 = -363859.390661 nChanged 311 SP:Iteration 3F (1225.543895 sec): 3 clusters Score: Raw -367059.879303 + Penalty 3028.183147 = -364031.696155 nChanged 250 SP:Iteration 4Q (1225.661393 sec): 3 clusters Score: Raw -367209.783087 + Penalty 3028.183147 = -364181.599940 nChanged 228 SP:Iteration 5Q (1225.756693 sec): 3 clusters Score: Raw -367362.692154 + Penalty 3028.183147 = -364334.509006 nChanged 256 SP:Iteration 6Q (1225.845129 sec): 3 clusters Score: Raw -367540.025769 + Penalty 3028.183147 = -364511.842621 nChanged 247 SP:Iteration 7Q (1225.927695 sec): 3 clusters Score: Raw -367705.466368 + Penalty 3028.183147 = -364677.283221 nChanged 220 SP:Iteration 8Q (1226.004426 sec): 3 clusters Score: Raw -367855.992195 + Penalty 3028.183147 = -364827.809047 nChanged 211 SP:Iteration 9Q (1226.094341 sec): 3 clusters Score: Raw -367973.669939 + Penalty 3028.183147 = -364945.486792 nChanged 179 SP:Iteration 10Q (1226.177767 sec): 3 clusters Score: Raw -368083.601455 + Penalty 3028.183147 = -365055.418308 nChanged 154 SP:Iteration 11Q (1226.267742 sec): 3 clusters Score: Raw -368175.414925 + Penalty 3028.183147 = -365147.231778 nChanged 130 SP:Iteration 12Q (1226.361374 sec): 3 clusters Score: Raw -368245.334272 + Penalty 3028.183147 = -365217.151124 nChanged 118 SP:Iteration 13Q (1226.469301 sec): 3 clusters Score: Raw -368311.685787 + Penalty 3028.183147 = -365283.502640 nChanged 90 SP:Iteration 14Q (1226.550144 sec): 3 clusters Score: Raw -368354.332185 + Penalty 3028.183147 = -365326.149038 nChanged 81 SP:Iteration 15Q (1226.662331 sec): 3 clusters Score: Raw -368391.082632 + Penalty 3028.183147 = -365362.899484 nChanged 83 SP:Iteration 16Q (1226.742170 sec): 3 clusters Score: Raw -368436.013889 + Penalty 3028.183147 = -365407.830742 nChanged 75 SP:Iteration 17Q (1226.837799 sec): 3 clusters Score: Raw -368476.229455 + Penalty 3028.183147 = -365448.046308 nChanged 66 SP:Iteration 18Q (1226.933338 sec): 3 clusters Score: Raw -368518.047870 + Penalty 3028.183147 = -365489.864723 nChanged 62 SP:Iteration 19Q (1227.025380 sec): 3 clusters Score: Raw -368551.917012 + Penalty 3028.183147 = -365523.733865 nChanged 65 SP:Iteration 20F (1227.114926 sec): 3 clusters Score: Raw -368586.940521 + Penalty 3028.183147 = -365558.757373 nChanged 55 SP:Iteration 21Q (1227.209996 sec): 3 clusters Score: Raw -368614.763583 + Penalty 3028.183147 = -365586.580436 nChanged 54 SP:Iteration 22Q (1227.289759 sec): 3 clusters Score: Raw -368636.813059 + Penalty 3028.183147 = -365608.629911 nChanged 33 SP:Iteration 23Q (1227.380815 sec): 3 clusters Score: Raw -368650.011670 + Penalty 3028.183147 = -365621.828523 nChanged 31 SP:Iteration 24Q (1227.452277 sec): 3 clusters Score: Raw -368659.950602 + Penalty 3028.183147 = -365631.767455 nChanged 23 SP:Iteration 25Q (1227.552504 sec): 3 clusters Score: Raw -368666.505264 + Penalty 3028.183147 = -365638.322117 nChanged 17 SP:Iteration 26Q (1227.621247 sec): 3 clusters Score: Raw -368671.642210 + Penalty 3028.183147 = -365643.459063 nChanged 17 SP:Iteration 27Q (1227.720620 sec): 3 clusters Score: Raw -368675.356606 + Penalty 3028.183147 = -365647.173458 nChanged 7 SP:Iteration 28Q (1227.814402 sec): 3 clusters Score: Raw -368677.033971 + Penalty 3028.183147 = -365648.850823 nChanged 6 SP:Iteration 29Q (1227.898612 sec): 3 clusters Score: Raw -368678.264067 + Penalty 3028.183147 = -365650.080920 nChanged 8 SP:Iteration 30Q (1227.986376 sec): 3 clusters Score: Raw -368680.065178 + Penalty 3028.183147 = -365651.882031 nChanged 8 SP:Iteration 31Q (1228.073462 sec): 3 clusters Score: Raw -368682.126541 + Penalty 3028.183147 = -365653.943394 nChanged 7 SP:Iteration 32Q (1228.171535 sec): 3 clusters Score: Raw -368683.563889 + Penalty 3028.183147 = -365655.380741 nChanged 9 SP:Iteration 33Q (1228.232259 sec): 3 clusters Score: Raw -368685.056202 + Penalty 3028.183147 = -365656.873054 nChanged 4 SP:Iteration 34Q (1228.331077 sec): 3 clusters Score: Raw -368685.721683 + Penalty 3028.183147 = -365657.538535 nChanged 3 SP:Iteration 35Q (1228.423387 sec): 3 clusters Score: Raw -368686.244703 + Penalty 3028.183147 = -365658.061555 nChanged 0 SP:Iteration 36F (1228.515496 sec): 3 clusters Score: Raw -368686.244703 + Penalty 3028.183147 = -365658.061555 nChanged 0 Trying to split cluster 14 (2148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1228.564403 sec): 2 clusters Score: Raw -100892.814238 + Penalty 1346.487326 = -99546.326912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1228.656637 sec): 3 clusters Score: Raw -99942.956719 + Penalty 2692.974652 = -97249.982067 nChanged 749 SP:Iteration 1F (1228.744032 sec): 3 clusters Score: Raw -100536.107216 + Penalty 2692.974652 = -97843.132564 nChanged 220 SP:Iteration 2F (1228.831910 sec): 3 clusters Score: Raw -100752.527476 + Penalty 2692.974652 = -98059.552824 nChanged 125 SP:Iteration 3F (1228.917757 sec): 3 clusters Score: Raw -100883.284493 + Penalty 2692.974652 = -98190.309841 nChanged 101 SP:Iteration 4Q (1228.995764 sec): 3 clusters Score: Raw -100992.203841 + Penalty 2692.974652 = -98299.229189 nChanged 84 SP:Iteration 5Q (1229.065219 sec): 3 clusters Score: Raw -101091.292400 + Penalty 2692.974652 = -98398.317748 nChanged 90 SP:Iteration 6Q (1229.150236 sec): 3 clusters Score: Raw -101201.868311 + Penalty 2692.974652 = -98508.893659 nChanged 82 SP:Iteration 7Q (1229.255768 sec): 3 clusters Score: Raw -101278.975532 + Penalty 2692.974652 = -98586.000880 nChanged 60 SP:Iteration 8Q (1229.338330 sec): 3 clusters Score: Raw -101334.550921 + Penalty 2692.974652 = -98641.576270 nChanged 59 SP:Iteration 9Q (1229.426322 sec): 3 clusters Score: Raw -101397.634314 + Penalty 2692.974652 = -98704.659662 nChanged 41 SP:Iteration 10Q (1229.513215 sec): 3 clusters Score: Raw -101450.709352 + Penalty 2692.974652 = -98757.734700 nChanged 41 SP:Iteration 11Q (1229.585907 sec): 3 clusters Score: Raw -101485.707018 + Penalty 2692.974652 = -98792.732366 nChanged 26 SP:Iteration 12Q (1229.670539 sec): 3 clusters Score: Raw -101504.796664 + Penalty 2692.974652 = -98811.822012 nChanged 23 SP:Iteration 13Q (1229.757001 sec): 3 clusters Score: Raw -101523.074041 + Penalty 2692.974652 = -98830.099390 nChanged 23 SP:Iteration 14Q (1229.837062 sec): 3 clusters Score: Raw -101541.841535 + Penalty 2692.974652 = -98848.866883 nChanged 18 SP:Iteration 15Q (1229.935673 sec): 3 clusters Score: Raw -101557.265906 + Penalty 2692.974652 = -98864.291254 nChanged 16 SP:Iteration 16Q (1230.022583 sec): 3 clusters Score: Raw -101566.471988 + Penalty 2692.974652 = -98873.497336 nChanged 8 SP:Iteration 17Q (1230.105280 sec): 3 clusters Score: Raw -101571.587436 + Penalty 2692.974652 = -98878.612785 nChanged 6 SP:Iteration 18Q (1230.171126 sec): 3 clusters Score: Raw -101576.239766 + Penalty 2692.974652 = -98883.265114 nChanged 5 SP:Iteration 19Q (1230.260717 sec): 3 clusters Score: Raw -101579.543340 + Penalty 2692.974652 = -98886.568688 nChanged 6 SP:Iteration 20F (1230.354141 sec): 3 clusters Score: Raw -101583.233159 + Penalty 2692.974652 = -98890.258507 nChanged 8 SP:Iteration 21Q (1230.438458 sec): 3 clusters Score: Raw -101587.888473 + Penalty 2692.974652 = -98894.913821 nChanged 8 SP:Iteration 22Q (1230.503361 sec): 3 clusters Score: Raw -101590.721836 + Penalty 2692.974652 = -98897.747184 nChanged 2 SP:Iteration 23Q (1230.603491 sec): 3 clusters Score: Raw -101591.580692 + Penalty 2692.974652 = -98898.606040 nChanged 1 SP:Iteration 24Q (1230.690373 sec): 3 clusters Score: Raw -101591.915539 + Penalty 2692.974652 = -98898.940887 nChanged 1 SP:Iteration 25Q (1230.772683 sec): 3 clusters Score: Raw -101592.154259 + Penalty 2692.974652 = -98899.179607 nChanged 1 SP:Iteration 26Q (1230.853041 sec): 3 clusters Score: Raw -101592.504882 + Penalty 2692.974652 = -98899.530230 nChanged 0 SP:Iteration 27F (1230.942029 sec): 3 clusters Score: Raw -101592.504882 + Penalty 2692.974652 = -98899.530230 nChanged 0 Trying to split cluster 15 (6852 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1231.003099 sec): 2 clusters Score: Raw -474194.984051 + Penalty 1550.067923 = -472644.916127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1231.090925 sec): 3 clusters Score: Raw -470547.701699 + Penalty 3100.135847 = -467447.565852 nChanged 2821 SP:Iteration 1F (1231.181549 sec): 3 clusters Score: Raw -472081.147475 + Penalty 3100.135847 = -468981.011629 nChanged 451 SP:Iteration 2F (1231.271339 sec): 3 clusters Score: Raw -472296.877368 + Penalty 3100.135847 = -469196.741521 nChanged 353 SP:Iteration 3F (1231.340030 sec): 3 clusters Score: Raw -472458.128777 + Penalty 3100.135847 = -469357.992930 nChanged 308 SP:Iteration 4Q (1231.441926 sec): 3 clusters Score: Raw -472612.609402 + Penalty 3100.135847 = -469512.473556 nChanged 311 SP:Iteration 5Q (1231.537634 sec): 3 clusters Score: Raw -472768.715943 + Penalty 3100.135847 = -469668.580096 nChanged 296 SP:Iteration 6Q (1231.625276 sec): 3 clusters Score: Raw -472924.768605 + Penalty 3100.135847 = -469824.632758 nChanged 287 SP:Iteration 7Q (1231.711593 sec): 3 clusters Score: Raw -473081.460422 + Penalty 3100.135847 = -469981.324575 nChanged 273 SP:Iteration 8Q (1231.789876 sec): 3 clusters Score: Raw -473234.244379 + Penalty 3100.135847 = -470134.108533 nChanged 262 SP:Iteration 9Q (1231.905449 sec): 3 clusters Score: Raw -473374.284687 + Penalty 3100.135847 = -470274.148840 nChanged 255 SP:Iteration 10Q (1232.009531 sec): 3 clusters Score: Raw -473523.305744 + Penalty 3100.135847 = -470423.169897 nChanged 231 SP:Iteration 11Q (1232.114703 sec): 3 clusters Score: Raw -473644.210505 + Penalty 3100.135847 = -470544.074659 nChanged 191 SP:Iteration 12Q (1232.235021 sec): 3 clusters Score: Raw -473752.820664 + Penalty 3100.135847 = -470652.684817 nChanged 184 SP:Iteration 13Q (1232.341675 sec): 3 clusters Score: Raw -473854.607543 + Penalty 3100.135847 = -470754.471696 nChanged 158 SP:Iteration 14Q (1232.466230 sec): 3 clusters Score: Raw -473945.066401 + Penalty 3100.135847 = -470844.930554 nChanged 125 SP:Iteration 15Q (1232.577497 sec): 3 clusters Score: Raw -474012.721557 + Penalty 3100.135847 = -470912.585711 nChanged 104 SP:Iteration 16Q (1232.710058 sec): 3 clusters Score: Raw -474069.422678 + Penalty 3100.135847 = -470969.286831 nChanged 84 SP:Iteration 17Q (1232.826296 sec): 3 clusters Score: Raw -474121.705185 + Penalty 3100.135847 = -471021.569339 nChanged 74 SP:Iteration 18Q (1232.939949 sec): 3 clusters Score: Raw -474165.564248 + Penalty 3100.135847 = -471065.428402 nChanged 70 SP:Iteration 19Q (1233.063434 sec): 3 clusters Score: Raw -474210.446899 + Penalty 3100.135847 = -471110.311052 nChanged 55 SP:Iteration 20F (1233.202779 sec): 3 clusters Score: Raw -474244.765171 + Penalty 3100.135847 = -471144.629324 nChanged 46 SP:Iteration 21Q (1233.280279 sec): 3 clusters Score: Raw -474270.243806 + Penalty 3100.135847 = -471170.107959 nChanged 34 SP:Iteration 22Q (1233.389852 sec): 3 clusters Score: Raw -474291.557867 + Penalty 3100.135847 = -471191.422020 nChanged 36 SP:Iteration 23Q (1233.498992 sec): 3 clusters Score: Raw -474310.773508 + Penalty 3100.135847 = -471210.637661 nChanged 29 SP:Iteration 24Q (1233.613050 sec): 3 clusters Score: Raw -474325.920589 + Penalty 3100.135847 = -471225.784743 nChanged 20 SP:Iteration 25Q (1233.726912 sec): 3 clusters Score: Raw -474335.687300 + Penalty 3100.135847 = -471235.551453 nChanged 11 SP:Iteration 26Q (1233.836789 sec): 3 clusters Score: Raw -474341.825917 + Penalty 3100.135847 = -471241.690071 nChanged 15 SP:Iteration 27Q (1233.974587 sec): 3 clusters Score: Raw -474350.540616 + Penalty 3100.135847 = -471250.404769 nChanged 11 SP:Iteration 28Q (1234.069928 sec): 3 clusters Score: Raw -474356.305320 + Penalty 3100.135847 = -471256.169474 nChanged 7 SP:Iteration 29Q (1234.189721 sec): 3 clusters Score: Raw -474359.027971 + Penalty 3100.135847 = -471258.892124 nChanged 5 SP:Iteration 30Q (1234.304955 sec): 3 clusters Score: Raw -474360.822243 + Penalty 3100.135847 = -471260.686397 nChanged 3 SP:Iteration 31Q (1234.433209 sec): 3 clusters Score: Raw -474361.990310 + Penalty 3100.135847 = -471261.854464 nChanged 4 SP:Iteration 32Q (1234.529559 sec): 3 clusters Score: Raw -474363.713414 + Penalty 3100.135847 = -471263.577567 nChanged 3 SP:Iteration 33Q (1234.657635 sec): 3 clusters Score: Raw -474365.851131 + Penalty 3100.135847 = -471265.715284 nChanged 7 SP:Iteration 34Q (1234.793342 sec): 3 clusters Score: Raw -474369.250644 + Penalty 3100.135847 = -471269.114798 nChanged 5 SP:Iteration 35Q (1234.885390 sec): 3 clusters Score: Raw -474373.497423 + Penalty 3100.135847 = -471273.361576 nChanged 6 SP:Iteration 36Q (1234.996000 sec): 3 clusters Score: Raw -474379.842609 + Penalty 3100.135847 = -471279.706763 nChanged 9 SP:Iteration 37Q (1235.104640 sec): 3 clusters Score: Raw -474385.237539 + Penalty 3100.135847 = -471285.101692 nChanged 9 SP:Iteration 38Q (1235.231400 sec): 3 clusters Score: Raw -474392.221971 + Penalty 3100.135847 = -471292.086124 nChanged 11 SP:Iteration 39Q (1235.348038 sec): 3 clusters Score: Raw -474398.033934 + Penalty 3100.135847 = -471297.898087 nChanged 10 SP:Iteration 40F (1235.458966 sec): 3 clusters Score: Raw -474401.662433 + Penalty 3100.135847 = -471301.526587 nChanged 4 SP:Iteration 41Q (1235.586886 sec): 3 clusters Score: Raw -474403.368994 + Penalty 3100.135847 = -471303.233148 nChanged 2 SP:Iteration 42Q (1235.676102 sec): 3 clusters Score: Raw -474404.734826 + Penalty 3100.135847 = -471304.598979 nChanged 2 SP:Iteration 43Q (1235.806560 sec): 3 clusters Score: Raw -474406.524532 + Penalty 3100.135847 = -471306.388685 nChanged 2 SP:Iteration 44Q (1235.928177 sec): 3 clusters Score: Raw -474407.198576 + Penalty 3100.135847 = -471307.062729 nChanged 0 SP:Iteration 45F (1236.055252 sec): 3 clusters Score: Raw -474407.198576 + Penalty 3100.135847 = -471307.062729 nChanged 0 Trying to split cluster 16 (3945 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1236.121675 sec): 2 clusters Score: Raw -204237.813814 + Penalty 1453.175843 = -202784.637971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1236.234928 sec): 3 clusters Score: Raw -202340.762414 + Penalty 2906.351686 = -199434.410728 nChanged 1588 SP:Iteration 1F (1236.348138 sec): 3 clusters Score: Raw -203609.736332 + Penalty 2906.351686 = -200703.384646 nChanged 414 SP:Iteration 2F (1236.465583 sec): 3 clusters Score: Raw -204098.568980 + Penalty 2906.351686 = -201192.217294 nChanged 319 SP:Iteration 3F (1236.573239 sec): 3 clusters Score: Raw -204509.370051 + Penalty 2906.351686 = -201603.018365 nChanged 288 SP:Iteration 4F (1236.676772 sec): 3 clusters Score: Raw -204873.663505 + Penalty 2906.351686 = -201967.311819 nChanged 239 SP:Iteration 5F (1236.771051 sec): 3 clusters Score: Raw -205173.094183 + Penalty 2906.351686 = -202266.742497 nChanged 186 SP:Iteration 6Q (1236.881646 sec): 3 clusters Score: Raw -205370.322931 + Penalty 2906.351686 = -202463.971245 nChanged 137 SP:Iteration 7Q (1236.982463 sec): 3 clusters Score: Raw -205490.267932 + Penalty 2906.351686 = -202583.916246 nChanged 90 SP:Iteration 8Q (1237.082137 sec): 3 clusters Score: Raw -205547.435981 + Penalty 2906.351686 = -202641.084295 nChanged 65 SP:Iteration 9Q (1237.182851 sec): 3 clusters Score: Raw -205580.853171 + Penalty 2906.351686 = -202674.501485 nChanged 43 SP:Iteration 10Q (1237.278221 sec): 3 clusters Score: Raw -205608.804529 + Penalty 2906.351686 = -202702.452844 nChanged 35 SP:Iteration 11Q (1237.381939 sec): 3 clusters Score: Raw -205635.548523 + Penalty 2906.351686 = -202729.196837 nChanged 34 SP:Iteration 12Q (1237.468924 sec): 3 clusters Score: Raw -205659.405546 + Penalty 2906.351686 = -202753.053860 nChanged 27 SP:Iteration 13Q (1237.578275 sec): 3 clusters Score: Raw -205677.721170 + Penalty 2906.351686 = -202771.369484 nChanged 30 SP:Iteration 14Q (1237.677028 sec): 3 clusters Score: Raw -205692.562381 + Penalty 2906.351686 = -202786.210695 nChanged 17 SP:Iteration 15Q (1237.775482 sec): 3 clusters Score: Raw -205700.095597 + Penalty 2906.351686 = -202793.743911 nChanged 15 SP:Iteration 16Q (1237.880112 sec): 3 clusters Score: Raw -205706.043961 + Penalty 2906.351686 = -202799.692275 nChanged 10 SP:Iteration 17Q (1237.990729 sec): 3 clusters Score: Raw -205710.886469 + Penalty 2906.351686 = -202804.534783 nChanged 7 SP:Iteration 18Q (1238.062452 sec): 3 clusters Score: Raw -205713.958213 + Penalty 2906.351686 = -202807.606527 nChanged 8 SP:Iteration 19Q (1238.179739 sec): 3 clusters Score: Raw -205716.716170 + Penalty 2906.351686 = -202810.364484 nChanged 8 SP:Iteration 20F (1238.285000 sec): 3 clusters Score: Raw -205719.800033 + Penalty 2906.351686 = -202813.448347 nChanged 9 SP:Iteration 21Q (1238.390318 sec): 3 clusters Score: Raw -205725.494058 + Penalty 2906.351686 = -202819.142373 nChanged 11 SP:Iteration 22Q (1238.484226 sec): 3 clusters Score: Raw -205730.947849 + Penalty 2906.351686 = -202824.596163 nChanged 10 SP:Iteration 23Q (1238.602062 sec): 3 clusters Score: Raw -205736.202388 + Penalty 2906.351686 = -202829.850702 nChanged 8 SP:Iteration 24Q (1238.707893 sec): 3 clusters Score: Raw -205740.931604 + Penalty 2906.351686 = -202834.579918 nChanged 7 SP:Iteration 25Q (1238.823184 sec): 3 clusters Score: Raw -205743.341340 + Penalty 2906.351686 = -202836.989654 nChanged 4 SP:Iteration 26Q (1238.929264 sec): 3 clusters Score: Raw -205745.408646 + Penalty 2906.351686 = -202839.056960 nChanged 9 SP:Iteration 27Q (1239.005122 sec): 3 clusters Score: Raw -205749.918491 + Penalty 2906.351686 = -202843.566805 nChanged 4 SP:Iteration 28Q (1239.121735 sec): 3 clusters Score: Raw -205751.709123 + Penalty 2906.351686 = -202845.357437 nChanged 2 SP:Iteration 29Q (1239.226805 sec): 3 clusters Score: Raw -205752.341386 + Penalty 2906.351686 = -202845.989701 nChanged 0 SP:Iteration 30F (1239.316543 sec): 3 clusters Score: Raw -205752.341386 + Penalty 2906.351686 = -202845.989701 nChanged 0 Score: Raw -11974155.297505 + Penalty 72919.712142 = -11901235.585363 Splitting cluster 16 changes total score from -11901842.929459 to -11901235.585363 So it's not getting split. Trying to split cluster 17 (6446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1246.329470 sec): 2 clusters Score: Raw -373552.209700 + Penalty 1539.348243 = -372012.861456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1246.416534 sec): 3 clusters Score: Raw -370147.012559 + Penalty 3078.696487 = -367068.316072 nChanged 2639 SP:Iteration 1F (1246.485314 sec): 3 clusters Score: Raw -371762.496679 + Penalty 3078.696487 = -368683.800192 nChanged 537 SP:Iteration 2F (1246.576187 sec): 3 clusters Score: Raw -372146.232347 + Penalty 3078.696487 = -369067.535860 nChanged 435 SP:Iteration 3F (1246.684193 sec): 3 clusters Score: Raw -372500.806375 + Penalty 3078.696487 = -369422.109888 nChanged 415 SP:Iteration 4F (1246.776017 sec): 3 clusters Score: Raw -372847.226404 + Penalty 3078.696487 = -369768.529917 nChanged 378 SP:Iteration 5F (1246.871999 sec): 3 clusters Score: Raw -373151.552082 + Penalty 3078.696487 = -370072.855595 nChanged 305 SP:Iteration 6Q (1246.951961 sec): 3 clusters Score: Raw -373360.072287 + Penalty 3078.696487 = -370281.375800 nChanged 240 SP:Iteration 7Q (1247.039425 sec): 3 clusters Score: Raw -373498.581251 + Penalty 3078.696487 = -370419.884764 nChanged 192 SP:Iteration 8Q (1247.137969 sec): 3 clusters Score: Raw -373588.770380 + Penalty 3078.696487 = -370510.073893 nChanged 141 SP:Iteration 9Q (1247.236078 sec): 3 clusters Score: Raw -373666.771223 + Penalty 3078.696487 = -370588.074736 nChanged 140 SP:Iteration 10Q (1247.333759 sec): 3 clusters Score: Raw -373745.277586 + Penalty 3078.696487 = -370666.581100 nChanged 133 SP:Iteration 11Q (1247.412876 sec): 3 clusters Score: Raw -373823.701138 + Penalty 3078.696487 = -370745.004651 nChanged 135 SP:Iteration 12Q (1247.509298 sec): 3 clusters Score: Raw -373894.516382 + Penalty 3078.696487 = -370815.819895 nChanged 124 SP:Iteration 13Q (1247.617862 sec): 3 clusters Score: Raw -373949.882493 + Penalty 3078.696487 = -370871.186006 nChanged 105 SP:Iteration 14Q (1247.714061 sec): 3 clusters Score: Raw -374001.744017 + Penalty 3078.696487 = -370923.047530 nChanged 98 SP:Iteration 15Q (1247.806824 sec): 3 clusters Score: Raw -374046.372368 + Penalty 3078.696487 = -370967.675882 nChanged 85 SP:Iteration 16Q (1247.904679 sec): 3 clusters Score: Raw -374086.348796 + Penalty 3078.696487 = -371007.652309 nChanged 69 SP:Iteration 17Q (1247.995980 sec): 3 clusters Score: Raw -374110.824810 + Penalty 3078.696487 = -371032.128323 nChanged 56 SP:Iteration 18Q (1248.088747 sec): 3 clusters Score: Raw -374132.725330 + Penalty 3078.696487 = -371054.028843 nChanged 61 SP:Iteration 19Q (1248.178046 sec): 3 clusters Score: Raw -374153.556785 + Penalty 3078.696487 = -371074.860298 nChanged 50 SP:Iteration 20F (1248.272421 sec): 3 clusters Score: Raw -374174.211082 + Penalty 3078.696487 = -371095.514595 nChanged 44 SP:Iteration 21Q (1248.368368 sec): 3 clusters Score: Raw -374196.683580 + Penalty 3078.696487 = -371117.987093 nChanged 47 SP:Iteration 22Q (1248.461918 sec): 3 clusters Score: Raw -374218.212812 + Penalty 3078.696487 = -371139.516325 nChanged 53 SP:Iteration 23Q (1248.549668 sec): 3 clusters Score: Raw -374245.000399 + Penalty 3078.696487 = -371166.303912 nChanged 52 SP:Iteration 24Q (1248.640127 sec): 3 clusters Score: Raw -374268.203129 + Penalty 3078.696487 = -371189.506642 nChanged 49 SP:Iteration 25Q (1248.723809 sec): 3 clusters Score: Raw -374286.104316 + Penalty 3078.696487 = -371207.407829 nChanged 43 SP:Iteration 26Q (1248.808650 sec): 3 clusters Score: Raw -374301.189962 + Penalty 3078.696487 = -371222.493475 nChanged 37 SP:Iteration 27Q (1248.903372 sec): 3 clusters Score: Raw -374314.550173 + Penalty 3078.696487 = -371235.853686 nChanged 34 SP:Iteration 28Q (1248.994957 sec): 3 clusters Score: Raw -374328.500510 + Penalty 3078.696487 = -371249.804023 nChanged 36 SP:Iteration 29Q (1249.088388 sec): 3 clusters Score: Raw -374346.204229 + Penalty 3078.696487 = -371267.507742 nChanged 49 SP:Iteration 30Q (1249.181246 sec): 3 clusters Score: Raw -374370.799483 + Penalty 3078.696487 = -371292.102996 nChanged 62 SP:Iteration 31Q (1249.269104 sec): 3 clusters Score: Raw -374410.303526 + Penalty 3078.696487 = -371331.607039 nChanged 68 SP:Iteration 32Q (1249.364446 sec): 3 clusters Score: Raw -374462.376159 + Penalty 3078.696487 = -371383.679673 nChanged 73 SP:Iteration 33Q (1249.465914 sec): 3 clusters Score: Raw -374515.904900 + Penalty 3078.696487 = -371437.208413 nChanged 68 SP:Iteration 34Q (1249.554168 sec): 3 clusters Score: Raw -374571.007012 + Penalty 3078.696487 = -371492.310525 nChanged 92 SP:Iteration 35Q (1249.642672 sec): 3 clusters Score: Raw -374648.045386 + Penalty 3078.696487 = -371569.348899 nChanged 81 SP:Iteration 36Q (1249.728774 sec): 3 clusters Score: Raw -374706.218467 + Penalty 3078.696487 = -371627.521980 nChanged 62 SP:Iteration 37Q (1249.814414 sec): 3 clusters Score: Raw -374745.812262 + Penalty 3078.696487 = -371667.115775 nChanged 57 SP:Iteration 38Q (1249.915696 sec): 3 clusters Score: Raw -374778.990099 + Penalty 3078.696487 = -371700.293612 nChanged 38 SP:Iteration 39Q (1249.996317 sec): 3 clusters Score: Raw -374799.732633 + Penalty 3078.696487 = -371721.036146 nChanged 24 SP:Iteration 40F (1250.100070 sec): 3 clusters Score: Raw -374811.638542 + Penalty 3078.696487 = -371732.942055 nChanged 26 SP:Iteration 41Q (1250.187513 sec): 3 clusters Score: Raw -374824.625899 + Penalty 3078.696487 = -371745.929412 nChanged 28 SP:Iteration 42Q (1250.275168 sec): 3 clusters Score: Raw -374838.877834 + Penalty 3078.696487 = -371760.181347 nChanged 27 SP:Iteration 43Q (1250.364262 sec): 3 clusters Score: Raw -374852.073324 + Penalty 3078.696487 = -371773.376837 nChanged 26 SP:Iteration 44Q (1250.457775 sec): 3 clusters Score: Raw -374864.122159 + Penalty 3078.696487 = -371785.425672 nChanged 19 SP:Iteration 45Q (1250.553480 sec): 3 clusters Score: Raw -374871.820682 + Penalty 3078.696487 = -371793.124195 nChanged 12 SP:Iteration 46Q (1250.651338 sec): 3 clusters Score: Raw -374875.169329 + Penalty 3078.696487 = -371796.472842 nChanged 10 SP:Iteration 47Q (1250.725889 sec): 3 clusters Score: Raw -374878.655410 + Penalty 3078.696487 = -371799.958923 nChanged 8 SP:Iteration 48Q (1250.827276 sec): 3 clusters Score: Raw -374881.068072 + Penalty 3078.696487 = -371802.371585 nChanged 10 SP:Iteration 49Q (1250.915954 sec): 3 clusters Score: Raw -374882.921405 + Penalty 3078.696487 = -371804.224918 nChanged 7 SP:Iteration 50Q (1251.046140 sec): 3 clusters Score: Raw -374884.819510 + Penalty 3078.696487 = -371806.123023 nChanged 5 SP:Iteration 51Q (1251.152262 sec): 3 clusters Score: Raw -374886.092120 + Penalty 3078.696487 = -371807.395634 nChanged 4 SP:Iteration 52Q (1251.278051 sec): 3 clusters Score: Raw -374886.825147 + Penalty 3078.696487 = -371808.128660 nChanged 4 SP:Iteration 53Q (1251.384439 sec): 3 clusters Score: Raw -374887.796567 + Penalty 3078.696487 = -371809.100080 nChanged 4 SP:Iteration 54Q (1251.480999 sec): 3 clusters Score: Raw -374888.732706 + Penalty 3078.696487 = -371810.036219 nChanged 3 SP:Iteration 55Q (1251.582683 sec): 3 clusters Score: Raw -374889.308761 + Penalty 3078.696487 = -371810.612274 nChanged 2 SP:Iteration 56Q (1251.684753 sec): 3 clusters Score: Raw -374889.785613 + Penalty 3078.696487 = -371811.089126 nChanged 0 SP:Iteration 57F (1251.785611 sec): 3 clusters Score: Raw -374889.785613 + Penalty 3078.696487 = -371811.089126 nChanged 0 Trying to split cluster 18 (1521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1251.839244 sec): 2 clusters Score: Raw -74339.065201 + Penalty 1285.910138 = -73053.155063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1251.927960 sec): 3 clusters Score: Raw -73841.377100 + Penalty 2571.820276 = -71269.556825 nChanged 486 SP:Iteration 1F (1252.017127 sec): 3 clusters Score: Raw -74507.093691 + Penalty 2571.820276 = -71935.273415 nChanged 161 SP:Iteration 2F (1252.087710 sec): 3 clusters Score: Raw -74909.939206 + Penalty 2571.820276 = -72338.118931 nChanged 120 SP:Iteration 3F (1252.174961 sec): 3 clusters Score: Raw -75153.877616 + Penalty 2571.820276 = -72582.057340 nChanged 73 SP:Iteration 4Q (1252.262146 sec): 3 clusters Score: Raw -75292.196253 + Penalty 2571.820276 = -72720.375977 nChanged 50 SP:Iteration 5Q (1252.349386 sec): 3 clusters Score: Raw -75379.891966 + Penalty 2571.820276 = -72808.071691 nChanged 43 SP:Iteration 6Q (1252.425378 sec): 3 clusters Score: Raw -75441.170238 + Penalty 2571.820276 = -72869.349962 nChanged 35 SP:Iteration 7Q (1252.513270 sec): 3 clusters Score: Raw -75505.251361 + Penalty 2571.820276 = -72933.431085 nChanged 35 SP:Iteration 8Q (1252.601745 sec): 3 clusters Score: Raw -75561.630967 + Penalty 2571.820276 = -72989.810692 nChanged 23 SP:Iteration 9Q (1252.690026 sec): 3 clusters Score: Raw -75590.293967 + Penalty 2571.820276 = -73018.473691 nChanged 12 SP:Iteration 10Q (1252.778298 sec): 3 clusters Score: Raw -75600.982182 + Penalty 2571.820276 = -73029.161907 nChanged 6 SP:Iteration 11Q (1252.867664 sec): 3 clusters Score: Raw -75606.045975 + Penalty 2571.820276 = -73034.225699 nChanged 6 SP:Iteration 12Q (1252.991054 sec): 3 clusters Score: Raw -75613.278657 + Penalty 2571.820276 = -73041.458382 nChanged 6 SP:Iteration 13Q (1253.103611 sec): 3 clusters Score: Raw -75620.679270 + Penalty 2571.820276 = -73048.858995 nChanged 8 SP:Iteration 14Q (1253.182508 sec): 3 clusters Score: Raw -75633.361151 + Penalty 2571.820276 = -73061.540875 nChanged 10 SP:Iteration 15Q (1253.272174 sec): 3 clusters Score: Raw -75645.171445 + Penalty 2571.820276 = -73073.351169 nChanged 5 SP:Iteration 16Q (1253.364761 sec): 3 clusters Score: Raw -75648.451766 + Penalty 2571.820276 = -73076.631490 nChanged 3 SP:Iteration 17Q (1253.446483 sec): 3 clusters Score: Raw -75651.368125 + Penalty 2571.820276 = -73079.547850 nChanged 3 SP:Iteration 18Q (1253.535217 sec): 3 clusters Score: Raw -75654.719432 + Penalty 2571.820276 = -73082.899156 nChanged 1 SP:Iteration 19Q (1253.619799 sec): 3 clusters Score: Raw -75656.665277 + Penalty 2571.820276 = -73084.845001 nChanged 2 SP:Iteration 20F (1253.706838 sec): 3 clusters Score: Raw -75658.640439 + Penalty 2571.820276 = -73086.820163 nChanged 2 SP:Iteration 21Q (1253.788208 sec): 3 clusters Score: Raw -75660.189249 + Penalty 2571.820276 = -73088.368973 nChanged 0 SP:Iteration 22F (1253.875888 sec): 3 clusters Score: Raw -75660.189249 + Penalty 2571.820276 = -73088.368973 nChanged 0 Score: Raw -11973961.893981 + Penalty 72919.712142 = -11901042.181838 Splitting cluster 18 changes total score from -11901842.929459 to -11901042.181838 So it's not getting split. Trying to split cluster 19 (8131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1260.777136 sec): 2 clusters Score: Raw -457891.093172 + Penalty 1580.103579 = -456310.989593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1260.872648 sec): 3 clusters Score: Raw -453431.219686 + Penalty 3160.207158 = -450271.012528 nChanged 3521 SP:Iteration 1F (1260.953410 sec): 3 clusters Score: Raw -455503.065738 + Penalty 3160.207158 = -452342.858580 nChanged 637 SP:Iteration 2F (1261.050684 sec): 3 clusters Score: Raw -455903.977807 + Penalty 3160.207158 = -452743.770649 nChanged 534 SP:Iteration 3F (1261.159221 sec): 3 clusters Score: Raw -456234.461943 + Penalty 3160.207158 = -453074.254785 nChanged 481 SP:Iteration 4F (1261.248616 sec): 3 clusters Score: Raw -456540.083765 + Penalty 3160.207158 = -453379.876607 nChanged 422 SP:Iteration 5F (1261.340766 sec): 3 clusters Score: Raw -456834.773840 + Penalty 3160.207158 = -453674.566682 nChanged 404 SP:Iteration 6Q (1261.432666 sec): 3 clusters Score: Raw -457147.292133 + Penalty 3160.207158 = -453987.084975 nChanged 332 SP:Iteration 7Q (1261.514983 sec): 3 clusters Score: Raw -457390.191946 + Penalty 3160.207158 = -454229.984788 nChanged 293 SP:Iteration 8Q (1261.624395 sec): 3 clusters Score: Raw -457593.770163 + Penalty 3160.207158 = -454433.563005 nChanged 272 SP:Iteration 9Q (1261.722492 sec): 3 clusters Score: Raw -457758.937794 + Penalty 3160.207158 = -454598.730636 nChanged 225 SP:Iteration 10Q (1261.812732 sec): 3 clusters Score: Raw -457910.392686 + Penalty 3160.207158 = -454750.185528 nChanged 206 SP:Iteration 11Q (1261.907243 sec): 3 clusters Score: Raw -458034.537136 + Penalty 3160.207158 = -454874.329978 nChanged 186 SP:Iteration 12Q (1262.000475 sec): 3 clusters Score: Raw -458136.891937 + Penalty 3160.207158 = -454976.684779 nChanged 150 SP:Iteration 13Q (1262.083901 sec): 3 clusters Score: Raw -458198.619094 + Penalty 3160.207158 = -455038.411936 nChanged 117 SP:Iteration 14Q (1262.170462 sec): 3 clusters Score: Raw -458234.877432 + Penalty 3160.207158 = -455074.670274 nChanged 73 SP:Iteration 15Q (1262.263519 sec): 3 clusters Score: Raw -458251.918215 + Penalty 3160.207158 = -455091.711057 nChanged 47 SP:Iteration 16Q (1262.356387 sec): 3 clusters Score: Raw -458262.369645 + Penalty 3160.207158 = -455102.162487 nChanged 40 SP:Iteration 17Q (1262.467551 sec): 3 clusters Score: Raw -458272.396048 + Penalty 3160.207158 = -455112.188890 nChanged 40 SP:Iteration 18Q (1262.563088 sec): 3 clusters Score: Raw -458282.061503 + Penalty 3160.207158 = -455121.854345 nChanged 30 SP:Iteration 19Q (1262.658653 sec): 3 clusters Score: Raw -458287.810175 + Penalty 3160.207158 = -455127.603017 nChanged 22 SP:Iteration 20F (1262.745797 sec): 3 clusters Score: Raw -458293.230287 + Penalty 3160.207158 = -455133.023129 nChanged 19 SP:Iteration 21Q (1262.837583 sec): 3 clusters Score: Raw -458296.811121 + Penalty 3160.207158 = -455136.603963 nChanged 11 SP:Iteration 22Q (1262.921452 sec): 3 clusters Score: Raw -458298.470132 + Penalty 3160.207158 = -455138.262974 nChanged 7 SP:Iteration 23Q (1263.009483 sec): 3 clusters Score: Raw -458299.752529 + Penalty 3160.207158 = -455139.545372 nChanged 12 SP:Iteration 24Q (1263.108894 sec): 3 clusters Score: Raw -458303.290510 + Penalty 3160.207158 = -455143.083352 nChanged 17 SP:Iteration 25Q (1263.223722 sec): 3 clusters Score: Raw -458306.523639 + Penalty 3160.207158 = -455146.316481 nChanged 19 SP:Iteration 26Q (1263.304221 sec): 3 clusters Score: Raw -458311.111930 + Penalty 3160.207158 = -455150.904772 nChanged 25 SP:Iteration 27Q (1263.377135 sec): 3 clusters Score: Raw -458317.385203 + Penalty 3160.207158 = -455157.178045 nChanged 25 SP:Iteration 28Q (1263.490608 sec): 3 clusters Score: Raw -458321.977680 + Penalty 3160.207158 = -455161.770522 nChanged 8 SP:Iteration 29Q (1263.585250 sec): 3 clusters Score: Raw -458323.035682 + Penalty 3160.207158 = -455162.828524 nChanged 6 SP:Iteration 30Q (1263.684811 sec): 3 clusters Score: Raw -458323.994558 + Penalty 3160.207158 = -455163.787401 nChanged 7 SP:Iteration 31Q (1263.761839 sec): 3 clusters Score: Raw -458325.692911 + Penalty 3160.207158 = -455165.485754 nChanged 9 SP:Iteration 32Q (1263.875381 sec): 3 clusters Score: Raw -458328.128836 + Penalty 3160.207158 = -455167.921678 nChanged 16 SP:Iteration 33Q (1263.963016 sec): 3 clusters Score: Raw -458331.299481 + Penalty 3160.207158 = -455171.092323 nChanged 13 SP:Iteration 34Q (1264.072031 sec): 3 clusters Score: Raw -458333.486308 + Penalty 3160.207158 = -455173.279150 nChanged 11 SP:Iteration 35Q (1264.171022 sec): 3 clusters Score: Raw -458335.830620 + Penalty 3160.207158 = -455175.623462 nChanged 11 SP:Iteration 36Q (1264.269812 sec): 3 clusters Score: Raw -458338.268195 + Penalty 3160.207158 = -455178.061037 nChanged 11 SP:Iteration 37Q (1264.384480 sec): 3 clusters Score: Raw -458340.033467 + Penalty 3160.207158 = -455179.826309 nChanged 11 SP:Iteration 38Q (1264.485970 sec): 3 clusters Score: Raw -458342.236092 + Penalty 3160.207158 = -455182.028934 nChanged 15 SP:Iteration 39Q (1264.568309 sec): 3 clusters Score: Raw -458344.258901 + Penalty 3160.207158 = -455184.051743 nChanged 10 SP:Iteration 40F (1264.678072 sec): 3 clusters Score: Raw -458345.874473 + Penalty 3160.207158 = -455185.667315 nChanged 5 SP:Iteration 41Q (1264.755929 sec): 3 clusters Score: Raw -458346.574857 + Penalty 3160.207158 = -455186.367700 nChanged 1 SP:Iteration 42Q (1264.846461 sec): 3 clusters Score: Raw -458346.735697 + Penalty 3160.207158 = -455186.528539 nChanged 1 SP:Iteration 43Q (1264.957984 sec): 3 clusters Score: Raw -458346.852392 + Penalty 3160.207158 = -455186.645234 nChanged 1 SP:Iteration 44Q (1265.045501 sec): 3 clusters Score: Raw -458347.192956 + Penalty 3160.207158 = -455186.985798 nChanged 2 SP:Iteration 45Q (1265.135062 sec): 3 clusters Score: Raw -458347.577066 + Penalty 3160.207158 = -455187.369908 nChanged 3 SP:Iteration 46Q (1265.242080 sec): 3 clusters Score: Raw -458348.037015 + Penalty 3160.207158 = -455187.829857 nChanged 2 SP:Iteration 47Q (1265.350946 sec): 3 clusters Score: Raw -458348.394895 + Penalty 3160.207158 = -455188.187737 nChanged 2 SP:Iteration 48Q (1265.451055 sec): 3 clusters Score: Raw -458348.892749 + Penalty 3160.207158 = -455188.685592 nChanged 5 SP:Iteration 49Q (1265.531564 sec): 3 clusters Score: Raw -458349.449995 + Penalty 3160.207158 = -455189.242837 nChanged 1 SP:Iteration 50Q (1265.666543 sec): 3 clusters Score: Raw -458349.623231 + Penalty 3160.207158 = -455189.416073 nChanged 0 SP:Iteration 51F (1265.758488 sec): 3 clusters Score: Raw -458349.623231 + Penalty 3160.207158 = -455189.416073 nChanged 0 Trying to split cluster 20 (2808 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1265.811221 sec): 2 clusters Score: Raw -176958.132863 + Penalty 1393.509973 = -175564.622890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1265.900016 sec): 3 clusters Score: Raw -175692.575137 + Penalty 2787.019946 = -172905.555192 nChanged 1037 SP:Iteration 1F (1265.971432 sec): 3 clusters Score: Raw -176474.603994 + Penalty 2787.019946 = -173687.584049 nChanged 249 SP:Iteration 2F (1266.073131 sec): 3 clusters Score: Raw -176689.305013 + Penalty 2787.019946 = -173902.285068 nChanged 165 SP:Iteration 3F (1266.155233 sec): 3 clusters Score: Raw -176836.813870 + Penalty 2787.019946 = -174049.793925 nChanged 133 SP:Iteration 4Q (1266.244180 sec): 3 clusters Score: Raw -176951.566013 + Penalty 2787.019946 = -174164.546067 nChanged 123 SP:Iteration 5Q (1266.322240 sec): 3 clusters Score: Raw -177071.676336 + Penalty 2787.019946 = -174284.656390 nChanged 104 SP:Iteration 6Q (1266.389177 sec): 3 clusters Score: Raw -177174.479818 + Penalty 2787.019946 = -174387.459872 nChanged 100 SP:Iteration 7Q (1266.487763 sec): 3 clusters Score: Raw -177265.605172 + Penalty 2787.019946 = -174478.585226 nChanged 91 SP:Iteration 8Q (1266.569751 sec): 3 clusters Score: Raw -177358.923016 + Penalty 2787.019946 = -174571.903071 nChanged 80 SP:Iteration 9Q (1266.665010 sec): 3 clusters Score: Raw -177413.213601 + Penalty 2787.019946 = -174626.193655 nChanged 72 SP:Iteration 10Q (1266.754613 sec): 3 clusters Score: Raw -177468.008442 + Penalty 2787.019946 = -174680.988497 nChanged 77 SP:Iteration 11Q (1266.835707 sec): 3 clusters Score: Raw -177519.225913 + Penalty 2787.019946 = -174732.205967 nChanged 68 SP:Iteration 12Q (1266.919226 sec): 3 clusters Score: Raw -177554.727575 + Penalty 2787.019946 = -174767.707629 nChanged 52 SP:Iteration 13Q (1266.995960 sec): 3 clusters Score: Raw -177577.266745 + Penalty 2787.019946 = -174790.246799 nChanged 40 SP:Iteration 14Q (1267.081598 sec): 3 clusters Score: Raw -177595.652943 + Penalty 2787.019946 = -174808.632997 nChanged 45 SP:Iteration 15Q (1267.171256 sec): 3 clusters Score: Raw -177618.987822 + Penalty 2787.019946 = -174831.967876 nChanged 40 SP:Iteration 16Q (1267.256989 sec): 3 clusters Score: Raw -177632.693962 + Penalty 2787.019946 = -174845.674016 nChanged 25 SP:Iteration 17Q (1267.334200 sec): 3 clusters Score: Raw -177643.445620 + Penalty 2787.019946 = -174856.425674 nChanged 32 SP:Iteration 18Q (1267.439697 sec): 3 clusters Score: Raw -177655.756345 + Penalty 2787.019946 = -174868.736400 nChanged 30 SP:Iteration 19Q (1267.525539 sec): 3 clusters Score: Raw -177666.915141 + Penalty 2787.019946 = -174879.895196 nChanged 30 SP:Iteration 20F (1267.612948 sec): 3 clusters Score: Raw -177678.313859 + Penalty 2787.019946 = -174891.293913 nChanged 32 SP:Iteration 21Q (1267.697792 sec): 3 clusters Score: Raw -177698.601100 + Penalty 2787.019946 = -174911.581154 nChanged 35 SP:Iteration 22Q (1267.763503 sec): 3 clusters Score: Raw -177717.284194 + Penalty 2787.019946 = -174930.264248 nChanged 41 SP:Iteration 23Q (1267.847034 sec): 3 clusters Score: Raw -177739.982737 + Penalty 2787.019946 = -174952.962791 nChanged 30 SP:Iteration 24Q (1267.931598 sec): 3 clusters Score: Raw -177755.911878 + Penalty 2787.019946 = -174968.891933 nChanged 28 SP:Iteration 25Q (1268.013475 sec): 3 clusters Score: Raw -177766.598931 + Penalty 2787.019946 = -174979.578986 nChanged 23 SP:Iteration 26Q (1268.091758 sec): 3 clusters Score: Raw -177774.653018 + Penalty 2787.019946 = -174987.633073 nChanged 18 SP:Iteration 27Q (1268.188349 sec): 3 clusters Score: Raw -177781.773506 + Penalty 2787.019946 = -174994.753560 nChanged 12 SP:Iteration 28Q (1268.287759 sec): 3 clusters Score: Raw -177788.146564 + Penalty 2787.019946 = -175001.126619 nChanged 14 SP:Iteration 29Q (1268.359185 sec): 3 clusters Score: Raw -177797.760616 + Penalty 2787.019946 = -175010.740671 nChanged 15 SP:Iteration 30Q (1268.439089 sec): 3 clusters Score: Raw -177809.460583 + Penalty 2787.019946 = -175022.440637 nChanged 20 SP:Iteration 31Q (1268.528325 sec): 3 clusters Score: Raw -177824.627845 + Penalty 2787.019946 = -175037.607900 nChanged 20 SP:Iteration 32Q (1268.617025 sec): 3 clusters Score: Raw -177833.720221 + Penalty 2787.019946 = -175046.700276 nChanged 17 SP:Iteration 33Q (1268.736700 sec): 3 clusters Score: Raw -177842.046819 + Penalty 2787.019946 = -175055.026874 nChanged 11 SP:Iteration 34Q (1268.808642 sec): 3 clusters Score: Raw -177846.549099 + Penalty 2787.019946 = -175059.529153 nChanged 5 SP:Iteration 35Q (1268.902033 sec): 3 clusters Score: Raw -177847.559622 + Penalty 2787.019946 = -175060.539676 nChanged 1 SP:Iteration 36Q (1268.993248 sec): 3 clusters Score: Raw -177848.007342 + Penalty 2787.019946 = -175060.987396 nChanged 2 SP:Iteration 37Q (1269.069883 sec): 3 clusters Score: Raw -177849.109220 + Penalty 2787.019946 = -175062.089274 nChanged 2 SP:Iteration 38Q (1269.229436 sec): 3 clusters Score: Raw -177850.231196 + Penalty 2787.019946 = -175063.211251 nChanged 1 SP:Iteration 39Q (1269.322600 sec): 3 clusters Score: Raw -177850.948080 + Penalty 2787.019946 = -175063.928134 nChanged 4 SP:Iteration 40F (1269.413414 sec): 3 clusters Score: Raw -177852.508678 + Penalty 2787.019946 = -175065.488733 nChanged 3 SP:Iteration 41Q (1269.501633 sec): 3 clusters Score: Raw -177853.889719 + Penalty 2787.019946 = -175066.869773 nChanged 2 SP:Iteration 42Q (1269.592849 sec): 3 clusters Score: Raw -177854.899875 + Penalty 2787.019946 = -175067.879929 nChanged 3 SP:Iteration 43Q (1269.679706 sec): 3 clusters Score: Raw -177856.449806 + Penalty 2787.019946 = -175069.429860 nChanged 4 SP:Iteration 44Q (1269.770059 sec): 3 clusters Score: Raw -177857.964191 + Penalty 2787.019946 = -175070.944246 nChanged 5 SP:Iteration 45Q (1269.856830 sec): 3 clusters Score: Raw -177860.391473 + Penalty 2787.019946 = -175073.371527 nChanged 4 SP:Iteration 46Q (1269.947724 sec): 3 clusters Score: Raw -177862.654248 + Penalty 2787.019946 = -175075.634302 nChanged 9 SP:Iteration 47Q (1270.032768 sec): 3 clusters Score: Raw -177866.908419 + Penalty 2787.019946 = -175079.888474 nChanged 3 SP:Iteration 48Q (1270.125424 sec): 3 clusters Score: Raw -177868.778260 + Penalty 2787.019946 = -175081.758315 nChanged 3 SP:Iteration 49Q (1270.221498 sec): 3 clusters Score: Raw -177870.264642 + Penalty 2787.019946 = -175083.244696 nChanged 3 SP:Iteration 50Q (1270.332568 sec): 3 clusters Score: Raw -177872.240600 + Penalty 2787.019946 = -175085.220655 nChanged 7 SP:Iteration 51Q (1270.413026 sec): 3 clusters Score: Raw -177878.013269 + Penalty 2787.019946 = -175090.993323 nChanged 11 SP:Iteration 52Q (1270.505013 sec): 3 clusters Score: Raw -177888.813041 + Penalty 2787.019946 = -175101.793095 nChanged 15 SP:Iteration 53Q (1270.585881 sec): 3 clusters Score: Raw -177900.970221 + Penalty 2787.019946 = -175113.950275 nChanged 18 SP:Iteration 54Q (1270.676753 sec): 3 clusters Score: Raw -177913.805074 + Penalty 2787.019946 = -175126.785129 nChanged 18 SP:Iteration 55Q (1270.765307 sec): 3 clusters Score: Raw -177922.013910 + Penalty 2787.019946 = -175134.993964 nChanged 15 SP:Iteration 56Q (1270.856836 sec): 3 clusters Score: Raw -177929.828049 + Penalty 2787.019946 = -175142.808104 nChanged 17 SP:Iteration 57Q (1270.947645 sec): 3 clusters Score: Raw -177940.458605 + Penalty 2787.019946 = -175153.438659 nChanged 23 SP:Iteration 58Q (1271.083480 sec): 3 clusters Score: Raw -177962.162589 + Penalty 2787.019946 = -175175.142643 nChanged 29 SP:Iteration 59Q (1271.185353 sec): 3 clusters Score: Raw -177983.636714 + Penalty 2787.019946 = -175196.616769 nChanged 21 SP:Iteration 60F (1271.269395 sec): 3 clusters Score: Raw -178001.191251 + Penalty 2787.019946 = -175214.171306 nChanged 18 SP:Iteration 61Q (1271.374216 sec): 3 clusters Score: Raw -178015.891567 + Penalty 2787.019946 = -175228.871622 nChanged 20 SP:Iteration 62Q (1271.465268 sec): 3 clusters Score: Raw -178031.323363 + Penalty 2787.019946 = -175244.303417 nChanged 15 SP:Iteration 63Q (1271.547726 sec): 3 clusters Score: Raw -178040.126154 + Penalty 2787.019946 = -175253.106208 nChanged 15 SP:Iteration 64Q (1271.656519 sec): 3 clusters Score: Raw -178047.427365 + Penalty 2787.019946 = -175260.407419 nChanged 8 SP:Iteration 65Q (1271.712495 sec): 3 clusters Score: Raw -178053.466496 + Penalty 2787.019946 = -175266.446551 nChanged 7 SP:Iteration 66Q (1271.805444 sec): 3 clusters Score: Raw -178056.927236 + Penalty 2787.019946 = -175269.907291 nChanged 5 SP:Iteration 67Q (1271.903353 sec): 3 clusters Score: Raw -178058.560630 + Penalty 2787.019946 = -175271.540684 nChanged 3 SP:Iteration 68Q (1271.995680 sec): 3 clusters Score: Raw -178060.432185 + Penalty 2787.019946 = -175273.412239 nChanged 0 SP:Iteration 69F (1272.086356 sec): 3 clusters Score: Raw -178060.432185 + Penalty 2787.019946 = -175273.412239 nChanged 0 Trying to split cluster 21 (2172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1272.133970 sec): 2 clusters Score: Raw -106140.812337 + Penalty 1348.437346 = -104792.374991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1272.228917 sec): 3 clusters Score: Raw -105229.397248 + Penalty 2696.874692 = -102532.522556 nChanged 768 SP:Iteration 1F (1272.327963 sec): 3 clusters Score: Raw -105875.996074 + Penalty 2696.874692 = -103179.121382 nChanged 220 SP:Iteration 2F (1272.413454 sec): 3 clusters Score: Raw -106218.217940 + Penalty 2696.874692 = -103521.343248 nChanged 181 SP:Iteration 3F (1272.502850 sec): 3 clusters Score: Raw -106446.645095 + Penalty 2696.874692 = -103749.770403 nChanged 119 SP:Iteration 4F (1272.592479 sec): 3 clusters Score: Raw -106577.395168 + Penalty 2696.874692 = -103880.520476 nChanged 97 SP:Iteration 5Q (1272.682161 sec): 3 clusters Score: Raw -106656.028848 + Penalty 2696.874692 = -103959.154156 nChanged 71 SP:Iteration 6Q (1272.774680 sec): 3 clusters Score: Raw -106718.548061 + Penalty 2696.874692 = -104021.673369 nChanged 60 SP:Iteration 7Q (1272.844012 sec): 3 clusters Score: Raw -106764.698253 + Penalty 2696.874692 = -104067.823561 nChanged 43 SP:Iteration 8Q (1272.926827 sec): 3 clusters Score: Raw -106795.304954 + Penalty 2696.874692 = -104098.430261 nChanged 26 SP:Iteration 9Q (1273.009394 sec): 3 clusters Score: Raw -106809.700888 + Penalty 2696.874692 = -104112.826196 nChanged 16 SP:Iteration 10Q (1273.092623 sec): 3 clusters Score: Raw -106818.986724 + Penalty 2696.874692 = -104122.112032 nChanged 12 SP:Iteration 11Q (1273.196564 sec): 3 clusters Score: Raw -106828.231391 + Penalty 2696.874692 = -104131.356699 nChanged 7 SP:Iteration 12Q (1273.282065 sec): 3 clusters Score: Raw -106833.499373 + Penalty 2696.874692 = -104136.624681 nChanged 2 SP:Iteration 13Q (1273.346779 sec): 3 clusters Score: Raw -106834.234021 + Penalty 2696.874692 = -104137.359329 nChanged 2 SP:Iteration 14Q (1273.431666 sec): 3 clusters Score: Raw -106834.948333 + Penalty 2696.874692 = -104138.073641 nChanged 1 SP:Iteration 15Q (1273.517480 sec): 3 clusters Score: Raw -106835.108160 + Penalty 2696.874692 = -104138.233468 nChanged 0 SP:Iteration 16F (1273.595416 sec): 3 clusters Score: Raw -106835.108160 + Penalty 2696.874692 = -104138.233468 nChanged 0 Trying to split cluster 22 (5031 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1273.651603 sec): 2 clusters Score: Raw -328527.451938 + Penalty 1495.852146 = -327031.599792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1273.737279 sec): 3 clusters Score: Raw -325990.526313 + Penalty 2991.704292 = -322998.822022 nChanged 2034 SP:Iteration 1F (1273.827052 sec): 3 clusters Score: Raw -327231.060720 + Penalty 2991.704292 = -324239.356428 nChanged 405 SP:Iteration 2F (1273.893747 sec): 3 clusters Score: Raw -327495.624734 + Penalty 2991.704292 = -324503.920443 nChanged 299 SP:Iteration 3F (1273.998318 sec): 3 clusters Score: Raw -327711.620787 + Penalty 2991.704292 = -324719.916496 nChanged 274 SP:Iteration 4F (1274.080046 sec): 3 clusters Score: Raw -327899.602090 + Penalty 2991.704292 = -324907.897798 nChanged 258 SP:Iteration 5F (1274.171912 sec): 3 clusters Score: Raw -328072.797208 + Penalty 2991.704292 = -325081.092916 nChanged 231 SP:Iteration 6Q (1274.258472 sec): 3 clusters Score: Raw -328219.192318 + Penalty 2991.704292 = -325227.488027 nChanged 181 SP:Iteration 7Q (1274.357279 sec): 3 clusters Score: Raw -328331.229893 + Penalty 2991.704292 = -325339.525601 nChanged 163 SP:Iteration 8Q (1274.445058 sec): 3 clusters Score: Raw -328412.523378 + Penalty 2991.704292 = -325420.819086 nChanged 138 SP:Iteration 9Q (1274.515060 sec): 3 clusters Score: Raw -328497.253022 + Penalty 2991.704292 = -325505.548731 nChanged 116 SP:Iteration 10Q (1274.607011 sec): 3 clusters Score: Raw -328556.472218 + Penalty 2991.704292 = -325564.767926 nChanged 94 SP:Iteration 11Q (1274.694472 sec): 3 clusters Score: Raw -328601.310158 + Penalty 2991.704292 = -325609.605866 nChanged 85 SP:Iteration 12Q (1274.782871 sec): 3 clusters Score: Raw -328636.011162 + Penalty 2991.704292 = -325644.306870 nChanged 69 SP:Iteration 13Q (1274.874680 sec): 3 clusters Score: Raw -328664.547847 + Penalty 2991.704292 = -325672.843556 nChanged 66 SP:Iteration 14Q (1274.967744 sec): 3 clusters Score: Raw -328688.418146 + Penalty 2991.704292 = -325696.713854 nChanged 56 SP:Iteration 15Q (1275.075091 sec): 3 clusters Score: Raw -328708.205552 + Penalty 2991.704292 = -325716.501261 nChanged 53 SP:Iteration 16Q (1275.168363 sec): 3 clusters Score: Raw -328726.062777 + Penalty 2991.704292 = -325734.358485 nChanged 45 SP:Iteration 17Q (1275.265393 sec): 3 clusters Score: Raw -328741.202802 + Penalty 2991.704292 = -325749.498510 nChanged 36 SP:Iteration 18Q (1275.357194 sec): 3 clusters Score: Raw -328752.344762 + Penalty 2991.704292 = -325760.640471 nChanged 34 SP:Iteration 19Q (1275.439363 sec): 3 clusters Score: Raw -328766.026309 + Penalty 2991.704292 = -325774.322018 nChanged 41 SP:Iteration 20F (1275.511609 sec): 3 clusters Score: Raw -328780.974212 + Penalty 2991.704292 = -325789.269921 nChanged 40 SP:Iteration 21Q (1275.610169 sec): 3 clusters Score: Raw -328793.749995 + Penalty 2991.704292 = -325802.045703 nChanged 32 SP:Iteration 22Q (1275.699293 sec): 3 clusters Score: Raw -328809.877260 + Penalty 2991.704292 = -325818.172968 nChanged 44 SP:Iteration 23Q (1275.788060 sec): 3 clusters Score: Raw -328834.743392 + Penalty 2991.704292 = -325843.039101 nChanged 43 SP:Iteration 24Q (1275.876702 sec): 3 clusters Score: Raw -328855.961699 + Penalty 2991.704292 = -325864.257407 nChanged 42 SP:Iteration 25Q (1275.965842 sec): 3 clusters Score: Raw -328878.880434 + Penalty 2991.704292 = -325887.176142 nChanged 36 SP:Iteration 26Q (1276.050757 sec): 3 clusters Score: Raw -328891.038867 + Penalty 2991.704292 = -325899.334575 nChanged 29 SP:Iteration 27Q (1276.132626 sec): 3 clusters Score: Raw -328901.175558 + Penalty 2991.704292 = -325909.471267 nChanged 18 SP:Iteration 28Q (1276.222941 sec): 3 clusters Score: Raw -328907.869734 + Penalty 2991.704292 = -325916.165442 nChanged 18 SP:Iteration 29Q (1276.312282 sec): 3 clusters Score: Raw -328914.091567 + Penalty 2991.704292 = -325922.387275 nChanged 16 SP:Iteration 30Q (1276.382947 sec): 3 clusters Score: Raw -328920.282369 + Penalty 2991.704292 = -325928.578077 nChanged 15 SP:Iteration 31Q (1276.464228 sec): 3 clusters Score: Raw -328926.925805 + Penalty 2991.704292 = -325935.221513 nChanged 22 SP:Iteration 32Q (1276.542915 sec): 3 clusters Score: Raw -328934.172638 + Penalty 2991.704292 = -325942.468347 nChanged 22 SP:Iteration 33Q (1276.634404 sec): 3 clusters Score: Raw -328941.076705 + Penalty 2991.704292 = -325949.372413 nChanged 22 SP:Iteration 34Q (1276.738631 sec): 3 clusters Score: Raw -328949.783570 + Penalty 2991.704292 = -325958.079278 nChanged 23 SP:Iteration 35Q (1276.827513 sec): 3 clusters Score: Raw -328956.972082 + Penalty 2991.704292 = -325965.267790 nChanged 20 SP:Iteration 36Q (1276.921994 sec): 3 clusters Score: Raw -328964.216640 + Penalty 2991.704292 = -325972.512348 nChanged 17 SP:Iteration 37Q (1276.990830 sec): 3 clusters Score: Raw -328970.371560 + Penalty 2991.704292 = -325978.667268 nChanged 13 SP:Iteration 38Q (1277.101971 sec): 3 clusters Score: Raw -328975.023298 + Penalty 2991.704292 = -325983.319006 nChanged 18 SP:Iteration 39Q (1277.189698 sec): 3 clusters Score: Raw -328980.138009 + Penalty 2991.704292 = -325988.433717 nChanged 11 SP:Iteration 40F (1277.276742 sec): 3 clusters Score: Raw -328984.318806 + Penalty 2991.704292 = -325992.614515 nChanged 9 SP:Iteration 41Q (1277.357497 sec): 3 clusters Score: Raw -328986.667029 + Penalty 2991.704292 = -325994.962737 nChanged 8 SP:Iteration 42Q (1277.446901 sec): 3 clusters Score: Raw -328989.468470 + Penalty 2991.704292 = -325997.764178 nChanged 7 SP:Iteration 43Q (1277.540977 sec): 3 clusters Score: Raw -328991.017528 + Penalty 2991.704292 = -325999.313236 nChanged 7 SP:Iteration 44Q (1277.627348 sec): 3 clusters Score: Raw -328992.533336 + Penalty 2991.704292 = -326000.829044 nChanged 7 SP:Iteration 45Q (1277.704152 sec): 3 clusters Score: Raw -328993.518518 + Penalty 2991.704292 = -326001.814226 nChanged 3 SP:Iteration 46Q (1277.811906 sec): 3 clusters Score: Raw -328994.232353 + Penalty 2991.704292 = -326002.528061 nChanged 4 SP:Iteration 47Q (1277.909634 sec): 3 clusters Score: Raw -328994.991923 + Penalty 2991.704292 = -326003.287632 nChanged 1 SP:Iteration 48Q (1277.999741 sec): 3 clusters Score: Raw -328995.134332 + Penalty 2991.704292 = -326003.430040 nChanged 2 SP:Iteration 49Q (1278.074935 sec): 3 clusters Score: Raw -328995.612986 + Penalty 2991.704292 = -326003.908694 nChanged 2 SP:Iteration 50Q (1278.178705 sec): 3 clusters Score: Raw -328996.112486 + Penalty 2991.704292 = -326004.408194 nChanged 2 SP:Iteration 51Q (1278.253406 sec): 3 clusters Score: Raw -328996.476145 + Penalty 2991.704292 = -326004.771853 nChanged 2 SP:Iteration 52Q (1278.356341 sec): 3 clusters Score: Raw -328996.904922 + Penalty 2991.704292 = -326005.200630 nChanged 1 SP:Iteration 53Q (1278.444538 sec): 3 clusters Score: Raw -328997.317015 + Penalty 2991.704292 = -326005.612723 nChanged 2 SP:Iteration 54Q (1278.522211 sec): 3 clusters Score: Raw -328998.137124 + Penalty 2991.704292 = -326006.432833 nChanged 4 SP:Iteration 55Q (1278.617622 sec): 3 clusters Score: Raw -328999.328325 + Penalty 2991.704292 = -326007.624033 nChanged 4 SP:Iteration 56Q (1278.678956 sec): 3 clusters Score: Raw -329000.158362 + Penalty 2991.704292 = -326008.454071 nChanged 2 SP:Iteration 57Q (1278.765349 sec): 3 clusters Score: Raw -329001.154885 + Penalty 2991.704292 = -326009.450593 nChanged 3 SP:Iteration 58Q (1278.870954 sec): 3 clusters Score: Raw -329001.811202 + Penalty 2991.704292 = -326010.106910 nChanged 1 SP:Iteration 59Q (1278.948811 sec): 3 clusters Score: Raw -329002.281344 + Penalty 2991.704292 = -326010.577052 nChanged 0 SP:Iteration 60F (1279.041358 sec): 3 clusters Score: Raw -329002.281344 + Penalty 2991.704292 = -326010.577052 nChanged 0 Trying to split cluster 23 (2043 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1279.088464 sec): 2 clusters Score: Raw -72046.266220 + Penalty 1337.691641 = -70708.574578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1279.169840 sec): 3 clusters Score: Raw -71248.342917 + Penalty 2675.383283 = -68572.959634 nChanged 712 SP:Iteration 1F (1279.248238 sec): 3 clusters Score: Raw -71892.393665 + Penalty 2675.383283 = -69217.010382 nChanged 220 SP:Iteration 2F (1279.313643 sec): 3 clusters Score: Raw -72172.207735 + Penalty 2675.383283 = -69496.824452 nChanged 158 SP:Iteration 3F (1279.404247 sec): 3 clusters Score: Raw -72391.081019 + Penalty 2675.383283 = -69715.697736 nChanged 117 SP:Iteration 4F (1279.495621 sec): 3 clusters Score: Raw -72525.126903 + Penalty 2675.383283 = -69849.743620 nChanged 85 SP:Iteration 5Q (1279.554835 sec): 3 clusters Score: Raw -72627.063127 + Penalty 2675.383283 = -69951.679845 nChanged 81 SP:Iteration 6Q (1279.655065 sec): 3 clusters Score: Raw -72732.507874 + Penalty 2675.383283 = -70057.124591 nChanged 74 SP:Iteration 7Q (1279.738766 sec): 3 clusters Score: Raw -72841.151961 + Penalty 2675.383283 = -70165.768678 nChanged 57 SP:Iteration 8Q (1279.820287 sec): 3 clusters Score: Raw -72906.468081 + Penalty 2675.383283 = -70231.084799 nChanged 45 SP:Iteration 9Q (1279.910745 sec): 3 clusters Score: Raw -72958.017380 + Penalty 2675.383283 = -70282.634097 nChanged 30 SP:Iteration 10Q (1279.991872 sec): 3 clusters Score: Raw -72993.750068 + Penalty 2675.383283 = -70318.366785 nChanged 28 SP:Iteration 11Q (1280.072561 sec): 3 clusters Score: Raw -73019.772269 + Penalty 2675.383283 = -70344.388986 nChanged 21 SP:Iteration 12Q (1280.157014 sec): 3 clusters Score: Raw -73038.425752 + Penalty 2675.383283 = -70363.042469 nChanged 10 SP:Iteration 13Q (1280.244156 sec): 3 clusters Score: Raw -73044.069049 + Penalty 2675.383283 = -70368.685766 nChanged 10 SP:Iteration 14Q (1280.332683 sec): 3 clusters Score: Raw -73054.242326 + Penalty 2675.383283 = -70378.859043 nChanged 12 SP:Iteration 15Q (1280.402846 sec): 3 clusters Score: Raw -73061.796675 + Penalty 2675.383283 = -70386.413392 nChanged 9 SP:Iteration 16Q (1280.491457 sec): 3 clusters Score: Raw -73068.519650 + Penalty 2675.383283 = -70393.136367 nChanged 8 SP:Iteration 17Q (1280.596137 sec): 3 clusters Score: Raw -73074.475432 + Penalty 2675.383283 = -70399.092150 nChanged 8 SP:Iteration 18Q (1280.685220 sec): 3 clusters Score: Raw -73082.458435 + Penalty 2675.383283 = -70407.075152 nChanged 13 SP:Iteration 19Q (1280.757948 sec): 3 clusters Score: Raw -73092.407112 + Penalty 2675.383283 = -70417.023829 nChanged 10 SP:Iteration 20F (1280.858857 sec): 3 clusters Score: Raw -73098.310404 + Penalty 2675.383283 = -70422.927121 nChanged 11 SP:Iteration 21Q (1280.940072 sec): 3 clusters Score: Raw -73105.754078 + Penalty 2675.383283 = -70430.370795 nChanged 12 SP:Iteration 22Q (1281.027985 sec): 3 clusters Score: Raw -73112.671082 + Penalty 2675.383283 = -70437.287799 nChanged 5 SP:Iteration 23Q (1281.111933 sec): 3 clusters Score: Raw -73116.517260 + Penalty 2675.383283 = -70441.133978 nChanged 14 SP:Iteration 24Q (1281.194320 sec): 3 clusters Score: Raw -73126.874002 + Penalty 2675.383283 = -70451.490720 nChanged 12 SP:Iteration 25Q (1281.280085 sec): 3 clusters Score: Raw -73137.095679 + Penalty 2675.383283 = -70461.712396 nChanged 16 SP:Iteration 26Q (1281.367676 sec): 3 clusters Score: Raw -73146.578567 + Penalty 2675.383283 = -70471.195284 nChanged 10 SP:Iteration 27Q (1281.426674 sec): 3 clusters Score: Raw -73151.921446 + Penalty 2675.383283 = -70476.538163 nChanged 6 SP:Iteration 28Q (1281.521072 sec): 3 clusters Score: Raw -73154.746103 + Penalty 2675.383283 = -70479.362821 nChanged 5 SP:Iteration 29Q (1281.600898 sec): 3 clusters Score: Raw -73157.727072 + Penalty 2675.383283 = -70482.343789 nChanged 7 SP:Iteration 30Q (1281.670314 sec): 3 clusters Score: Raw -73163.150631 + Penalty 2675.383283 = -70487.767348 nChanged 11 SP:Iteration 31Q (1281.770815 sec): 3 clusters Score: Raw -73170.476365 + Penalty 2675.383283 = -70495.093082 nChanged 10 SP:Iteration 32Q (1281.857525 sec): 3 clusters Score: Raw -73175.086008 + Penalty 2675.383283 = -70499.702725 nChanged 6 SP:Iteration 33Q (1281.943751 sec): 3 clusters Score: Raw -73178.550425 + Penalty 2675.383283 = -70503.167142 nChanged 8 SP:Iteration 34Q (1282.009619 sec): 3 clusters Score: Raw -73183.434964 + Penalty 2675.383283 = -70508.051681 nChanged 6 SP:Iteration 35Q (1282.094805 sec): 3 clusters Score: Raw -73188.790503 + Penalty 2675.383283 = -70513.407220 nChanged 7 SP:Iteration 36Q (1282.179296 sec): 3 clusters Score: Raw -73192.447569 + Penalty 2675.383283 = -70517.064286 nChanged 2 SP:Iteration 37Q (1282.262665 sec): 3 clusters Score: Raw -73193.144649 + Penalty 2675.383283 = -70517.761367 nChanged 0 SP:Iteration 38F (1282.346491 sec): 3 clusters Score: Raw -73193.144649 + Penalty 2675.383283 = -70517.761367 nChanged 0 Trying to split cluster 24 (27591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1282.475579 sec): 2 clusters Score: Raw -1895043.130923 + Penalty 1794.530482 = -1893248.600441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1282.600407 sec): 3 clusters Score: Raw -1878235.993850 + Penalty 3589.060964 = -1874646.932886 nChanged 12619 SP:Iteration 1F (1282.733387 sec): 3 clusters Score: Raw -1885705.524944 + Penalty 3589.060964 = -1882116.463980 nChanged 1716 SP:Iteration 2F (1282.916587 sec): 3 clusters Score: Raw -1886677.314936 + Penalty 3589.060964 = -1883088.253972 nChanged 1894 SP:Iteration 3F (1283.085599 sec): 3 clusters Score: Raw -1887897.568344 + Penalty 3589.060964 = -1884308.507380 nChanged 1991 SP:Iteration 4F (1283.278817 sec): 3 clusters Score: Raw -1889259.453530 + Penalty 3589.060964 = -1885670.392566 nChanged 1826 SP:Iteration 5F (1283.417567 sec): 3 clusters Score: Raw -1890416.773043 + Penalty 3589.060964 = -1886827.712079 nChanged 1500 SP:Iteration 6F (1283.595490 sec): 3 clusters Score: Raw -1891315.316493 + Penalty 3589.060964 = -1887726.255529 nChanged 1250 SP:Iteration 7Q (1283.775659 sec): 3 clusters Score: Raw -1892168.174972 + Penalty 3589.060964 = -1888579.114008 nChanged 1077 SP:Iteration 8Q (1283.937913 sec): 3 clusters Score: Raw -1893083.940101 + Penalty 3589.060964 = -1889494.879137 nChanged 1027 SP:Iteration 9Q (1284.132705 sec): 3 clusters Score: Raw -1894260.264097 + Penalty 3589.060964 = -1890671.203133 nChanged 1149 SP:Iteration 10Q (1284.299396 sec): 3 clusters Score: Raw -1895819.608169 + Penalty 3589.060964 = -1892230.547205 nChanged 1240 SP:Iteration 11Q (1284.460923 sec): 3 clusters Score: Raw -1897467.412931 + Penalty 3589.060964 = -1893878.351967 nChanged 1143 SP:Iteration 12Q (1284.689110 sec): 3 clusters Score: Raw -1898847.810892 + Penalty 3589.060964 = -1895258.749928 nChanged 979 SP:Iteration 13Q (1284.877945 sec): 3 clusters Score: Raw -1900171.789270 + Penalty 3589.060964 = -1896582.728306 nChanged 719 SP:Iteration 14Q (1285.073306 sec): 3 clusters Score: Raw -1900962.890084 + Penalty 3589.060964 = -1897373.829120 nChanged 428 SP:Iteration 15Q (1285.204859 sec): 3 clusters Score: Raw -1901246.095435 + Penalty 3589.060964 = -1897657.034471 nChanged 279 SP:Iteration 16Q (1285.418180 sec): 3 clusters Score: Raw -1901372.982894 + Penalty 3589.060964 = -1897783.921930 nChanged 193 SP:Iteration 17Q (1285.538965 sec): 3 clusters Score: Raw -1901435.721692 + Penalty 3589.060964 = -1897846.660728 nChanged 144 SP:Iteration 18Q (1285.709749 sec): 3 clusters Score: Raw -1901468.556062 + Penalty 3589.060964 = -1897879.495098 nChanged 75 SP:Iteration 19Q (1285.864311 sec): 3 clusters Score: Raw -1901480.540951 + Penalty 3589.060964 = -1897891.479987 nChanged 59 SP:Iteration 20F (1286.011935 sec): 3 clusters Score: Raw -1901489.175478 + Penalty 3589.060964 = -1897900.114514 nChanged 56 SP:Iteration 21Q (1286.136312 sec): 3 clusters Score: Raw -1901496.336833 + Penalty 3589.060964 = -1897907.275869 nChanged 32 SP:Iteration 22Q (1286.261717 sec): 3 clusters Score: Raw -1901499.445264 + Penalty 3589.060964 = -1897910.384300 nChanged 31 SP:Iteration 23Q (1286.379590 sec): 3 clusters Score: Raw -1901502.104421 + Penalty 3589.060964 = -1897913.043457 nChanged 21 SP:Iteration 24Q (1286.494742 sec): 3 clusters Score: Raw -1901503.538167 + Penalty 3589.060964 = -1897914.477203 nChanged 12 SP:Iteration 25Q (1286.615934 sec): 3 clusters Score: Raw -1901504.137996 + Penalty 3589.060964 = -1897915.077032 nChanged 9 SP:Iteration 26Q (1286.746615 sec): 3 clusters Score: Raw -1901504.600347 + Penalty 3589.060964 = -1897915.539383 nChanged 4 SP:Iteration 27Q (1286.873343 sec): 3 clusters Score: Raw -1901504.709519 + Penalty 3589.060964 = -1897915.648555 nChanged 1 SP:Iteration 28Q (1287.000633 sec): 3 clusters Score: Raw -1901504.732861 + Penalty 3589.060964 = -1897915.671897 nChanged 2 SP:Iteration 29Q (1287.126005 sec): 3 clusters Score: Raw -1901504.785662 + Penalty 3589.060964 = -1897915.724698 nChanged 2 SP:Iteration 30Q (1287.252772 sec): 3 clusters Score: Raw -1901504.895915 + Penalty 3589.060964 = -1897915.834951 nChanged 3 SP:Iteration 31Q (1287.354548 sec): 3 clusters Score: Raw -1901505.005764 + Penalty 3589.060964 = -1897915.944800 nChanged 3 SP:Iteration 32Q (1287.480216 sec): 3 clusters Score: Raw -1901505.140624 + Penalty 3589.060964 = -1897916.079660 nChanged 1 SP:Iteration 33Q (1287.623316 sec): 3 clusters Score: Raw -1901505.180257 + Penalty 3589.060964 = -1897916.119293 nChanged 1 SP:Iteration 34Q (1287.744117 sec): 3 clusters Score: Raw -1901505.200646 + Penalty 3589.060964 = -1897916.139682 nChanged 0 SP:Iteration 35F (1287.900069 sec): 3 clusters Score: Raw -1901505.200646 + Penalty 3589.060964 = -1897916.139682 nChanged 0 Score: Raw -11979102.839655 + Penalty 72919.712142 = -11906183.127512 Splitting cluster 24 changes total score from -11901842.929459 to -11906183.127512 So it's getting split into cluster 34. Trying to split cluster 25 (5285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1294.540847 sec): 2 clusters Score: Raw -349469.581870 + Penalty 1504.496196 = -347965.085674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1294.628625 sec): 3 clusters Score: Raw -346736.099548 + Penalty 3008.992392 = -343727.107156 nChanged 2145 SP:Iteration 1F (1294.718276 sec): 3 clusters Score: Raw -347996.113645 + Penalty 3008.992392 = -344987.121252 nChanged 411 SP:Iteration 2F (1294.794089 sec): 3 clusters Score: Raw -348278.033821 + Penalty 3008.992392 = -345269.041429 nChanged 353 SP:Iteration 3F (1294.886411 sec): 3 clusters Score: Raw -348578.562268 + Penalty 3008.992392 = -345569.569876 nChanged 341 SP:Iteration 4F (1294.968401 sec): 3 clusters Score: Raw -348903.967110 + Penalty 3008.992392 = -345894.974717 nChanged 343 SP:Iteration 5F (1295.055681 sec): 3 clusters Score: Raw -349194.548344 + Penalty 3008.992392 = -346185.555952 nChanged 264 SP:Iteration 6Q (1295.137840 sec): 3 clusters Score: Raw -349406.914675 + Penalty 3008.992392 = -346397.922282 nChanged 237 SP:Iteration 7Q (1295.215093 sec): 3 clusters Score: Raw -349588.057165 + Penalty 3008.992392 = -346579.064773 nChanged 216 SP:Iteration 8Q (1295.306266 sec): 3 clusters Score: Raw -349741.470784 + Penalty 3008.992392 = -346732.478392 nChanged 168 SP:Iteration 9Q (1295.407301 sec): 3 clusters Score: Raw -349857.257584 + Penalty 3008.992392 = -346848.265192 nChanged 124 SP:Iteration 10Q (1295.495875 sec): 3 clusters Score: Raw -349940.882893 + Penalty 3008.992392 = -346931.890501 nChanged 122 SP:Iteration 11Q (1295.580475 sec): 3 clusters Score: Raw -350018.129715 + Penalty 3008.992392 = -347009.137323 nChanged 107 SP:Iteration 12Q (1295.675156 sec): 3 clusters Score: Raw -350088.860032 + Penalty 3008.992392 = -347079.867640 nChanged 100 SP:Iteration 13Q (1295.758419 sec): 3 clusters Score: Raw -350153.442387 + Penalty 3008.992392 = -347144.449995 nChanged 74 SP:Iteration 14Q (1295.841162 sec): 3 clusters Score: Raw -350206.649677 + Penalty 3008.992392 = -347197.657285 nChanged 60 SP:Iteration 15Q (1295.939044 sec): 3 clusters Score: Raw -350243.743367 + Penalty 3008.992392 = -347234.750974 nChanged 59 SP:Iteration 16Q (1296.018388 sec): 3 clusters Score: Raw -350275.447591 + Penalty 3008.992392 = -347266.455199 nChanged 56 SP:Iteration 17Q (1296.104210 sec): 3 clusters Score: Raw -350310.446254 + Penalty 3008.992392 = -347301.453861 nChanged 58 SP:Iteration 18Q (1296.178926 sec): 3 clusters Score: Raw -350353.421400 + Penalty 3008.992392 = -347344.429008 nChanged 59 SP:Iteration 19Q (1296.288310 sec): 3 clusters Score: Raw -350398.504204 + Penalty 3008.992392 = -347389.511812 nChanged 59 SP:Iteration 20F (1296.383726 sec): 3 clusters Score: Raw -350456.392350 + Penalty 3008.992392 = -347447.399957 nChanged 59 SP:Iteration 21Q (1296.459508 sec): 3 clusters Score: Raw -350516.920327 + Penalty 3008.992392 = -347507.927935 nChanged 59 SP:Iteration 22Q (1296.569731 sec): 3 clusters Score: Raw -350572.973248 + Penalty 3008.992392 = -347563.980855 nChanged 55 SP:Iteration 23Q (1296.661064 sec): 3 clusters Score: Raw -350608.181784 + Penalty 3008.992392 = -347599.189392 nChanged 39 SP:Iteration 24Q (1296.735931 sec): 3 clusters Score: Raw -350630.367057 + Penalty 3008.992392 = -347621.374665 nChanged 34 SP:Iteration 25Q (1296.829189 sec): 3 clusters Score: Raw -350646.359586 + Penalty 3008.992392 = -347637.367194 nChanged 25 SP:Iteration 26Q (1296.921213 sec): 3 clusters Score: Raw -350658.174027 + Penalty 3008.992392 = -347649.181635 nChanged 17 SP:Iteration 27Q (1297.029358 sec): 3 clusters Score: Raw -350664.088798 + Penalty 3008.992392 = -347655.096406 nChanged 14 SP:Iteration 28Q (1297.120582 sec): 3 clusters Score: Raw -350669.125636 + Penalty 3008.992392 = -347660.133244 nChanged 11 SP:Iteration 29Q (1297.211210 sec): 3 clusters Score: Raw -350672.744410 + Penalty 3008.992392 = -347663.752017 nChanged 8 SP:Iteration 30Q (1297.305988 sec): 3 clusters Score: Raw -350674.889655 + Penalty 3008.992392 = -347665.897263 nChanged 7 SP:Iteration 31Q (1297.394320 sec): 3 clusters Score: Raw -350676.298726 + Penalty 3008.992392 = -347667.306334 nChanged 3 SP:Iteration 32Q (1297.468795 sec): 3 clusters Score: Raw -350676.645173 + Penalty 3008.992392 = -347667.652781 nChanged 2 SP:Iteration 33Q (1297.554290 sec): 3 clusters Score: Raw -350676.916096 + Penalty 3008.992392 = -347667.923704 nChanged 4 SP:Iteration 34Q (1297.644958 sec): 3 clusters Score: Raw -350677.650697 + Penalty 3008.992392 = -347668.658304 nChanged 6 SP:Iteration 35Q (1297.711740 sec): 3 clusters Score: Raw -350678.996829 + Penalty 3008.992392 = -347670.004437 nChanged 4 SP:Iteration 36Q (1297.824670 sec): 3 clusters Score: Raw -350680.135864 + Penalty 3008.992392 = -347671.143471 nChanged 4 SP:Iteration 37Q (1297.916613 sec): 3 clusters Score: Raw -350681.080288 + Penalty 3008.992392 = -347672.087895 nChanged 6 SP:Iteration 38Q (1298.004300 sec): 3 clusters Score: Raw -350683.010893 + Penalty 3008.992392 = -347674.018501 nChanged 5 SP:Iteration 39Q (1298.065601 sec): 3 clusters Score: Raw -350684.567306 + Penalty 3008.992392 = -347675.574914 nChanged 3 SP:Iteration 40F (1298.143326 sec): 3 clusters Score: Raw -350685.561526 + Penalty 3008.992392 = -347676.569133 nChanged 6 SP:Iteration 41Q (1298.243256 sec): 3 clusters Score: Raw -350687.331584 + Penalty 3008.992392 = -347678.339192 nChanged 3 SP:Iteration 42Q (1298.340677 sec): 3 clusters Score: Raw -350687.890270 + Penalty 3008.992392 = -347678.897877 nChanged 2 SP:Iteration 43Q (1298.419729 sec): 3 clusters Score: Raw -350688.417284 + Penalty 3008.992392 = -347679.424891 nChanged 0 SP:Iteration 44F (1298.487704 sec): 3 clusters Score: Raw -350688.417284 + Penalty 3008.992392 = -347679.424891 nChanged 0 Trying to split cluster 26 (2652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1298.551893 sec): 2 clusters Score: Raw -147923.457098 + Penalty 1383.478671 = -146539.978427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1298.617872 sec): 3 clusters Score: Raw -146747.951553 + Penalty 2766.957342 = -143980.994211 nChanged 975 SP:Iteration 1F (1298.702534 sec): 3 clusters Score: Raw -147483.934010 + Penalty 2766.957342 = -144716.976668 nChanged 251 SP:Iteration 2F (1298.783576 sec): 3 clusters Score: Raw -147728.228775 + Penalty 2766.957342 = -144961.271432 nChanged 177 SP:Iteration 3F (1298.869226 sec): 3 clusters Score: Raw -147907.217539 + Penalty 2766.957342 = -145140.260197 nChanged 136 SP:Iteration 4F (1298.959703 sec): 3 clusters Score: Raw -148049.209964 + Penalty 2766.957342 = -145282.252622 nChanged 134 SP:Iteration 5F (1299.039916 sec): 3 clusters Score: Raw -148187.125137 + Penalty 2766.957342 = -145420.167795 nChanged 119 SP:Iteration 6Q (1299.113566 sec): 3 clusters Score: Raw -148305.589693 + Penalty 2766.957342 = -145538.632350 nChanged 103 SP:Iteration 7Q (1299.197963 sec): 3 clusters Score: Raw -148396.915621 + Penalty 2766.957342 = -145629.958279 nChanged 70 SP:Iteration 8Q (1299.291822 sec): 3 clusters Score: Raw -148458.362274 + Penalty 2766.957342 = -145691.404931 nChanged 48 SP:Iteration 9Q (1299.401886 sec): 3 clusters Score: Raw -148490.677155 + Penalty 2766.957342 = -145723.719813 nChanged 33 SP:Iteration 10Q (1299.508828 sec): 3 clusters Score: Raw -148510.541570 + Penalty 2766.957342 = -145743.584227 nChanged 19 SP:Iteration 11Q (1299.603368 sec): 3 clusters Score: Raw -148520.386421 + Penalty 2766.957342 = -145753.429079 nChanged 18 SP:Iteration 12Q (1299.713552 sec): 3 clusters Score: Raw -148527.420518 + Penalty 2766.957342 = -145760.463176 nChanged 10 SP:Iteration 13Q (1299.826432 sec): 3 clusters Score: Raw -148532.065378 + Penalty 2766.957342 = -145765.108036 nChanged 5 SP:Iteration 14Q (1299.915689 sec): 3 clusters Score: Raw -148534.328083 + Penalty 2766.957342 = -145767.370740 nChanged 4 SP:Iteration 15Q (1300.014025 sec): 3 clusters Score: Raw -148536.459809 + Penalty 2766.957342 = -145769.502467 nChanged 2 SP:Iteration 16Q (1300.106438 sec): 3 clusters Score: Raw -148537.145112 + Penalty 2766.957342 = -145770.187769 nChanged 4 SP:Iteration 17Q (1300.202101 sec): 3 clusters Score: Raw -148539.097064 + Penalty 2766.957342 = -145772.139722 nChanged 4 SP:Iteration 18Q (1300.304242 sec): 3 clusters Score: Raw -148540.716508 + Penalty 2766.957342 = -145773.759166 nChanged 2 SP:Iteration 19Q (1300.395240 sec): 3 clusters Score: Raw -148541.928864 + Penalty 2766.957342 = -145774.971522 nChanged 2 SP:Iteration 20F (1300.485916 sec): 3 clusters Score: Raw -148542.765308 + Penalty 2766.957342 = -145775.807966 nChanged 1 SP:Iteration 21Q (1300.576276 sec): 3 clusters Score: Raw -148543.503484 + Penalty 2766.957342 = -145776.546141 nChanged 1 SP:Iteration 22Q (1300.650509 sec): 3 clusters Score: Raw -148544.246552 + Penalty 2766.957342 = -145777.289210 nChanged 2 SP:Iteration 23Q (1300.741318 sec): 3 clusters Score: Raw -148544.780412 + Penalty 2766.957342 = -145777.823069 nChanged 1 SP:Iteration 24Q (1300.831784 sec): 3 clusters Score: Raw -148544.994984 + Penalty 2766.957342 = -145778.037642 nChanged 1 SP:Iteration 25Q (1300.921695 sec): 3 clusters Score: Raw -148545.441641 + Penalty 2766.957342 = -145778.484299 nChanged 2 SP:Iteration 26Q (1301.006790 sec): 3 clusters Score: Raw -148546.036830 + Penalty 2766.957342 = -145779.079488 nChanged 2 SP:Iteration 27Q (1301.097607 sec): 3 clusters Score: Raw -148546.644876 + Penalty 2766.957342 = -145779.687534 nChanged 1 SP:Iteration 28Q (1301.186061 sec): 3 clusters Score: Raw -148547.276396 + Penalty 2766.957342 = -145780.319053 nChanged 3 SP:Iteration 29Q (1301.320525 sec): 3 clusters Score: Raw -148549.182427 + Penalty 2766.957342 = -145782.225084 nChanged 5 SP:Iteration 30Q (1301.416369 sec): 3 clusters Score: Raw -148552.066321 + Penalty 2766.957342 = -145785.108979 nChanged 4 SP:Iteration 31Q (1301.523243 sec): 3 clusters Score: Raw -148553.089736 + Penalty 2766.957342 = -145786.132394 nChanged 4 SP:Iteration 32Q (1301.611986 sec): 3 clusters Score: Raw -148556.116923 + Penalty 2766.957342 = -145789.159581 nChanged 7 SP:Iteration 33Q (1301.698257 sec): 3 clusters Score: Raw -148559.451645 + Penalty 2766.957342 = -145792.494302 nChanged 6 SP:Iteration 34Q (1301.785984 sec): 3 clusters Score: Raw -148563.394217 + Penalty 2766.957342 = -145796.436874 nChanged 11 SP:Iteration 35Q (1301.876131 sec): 3 clusters Score: Raw -148570.304751 + Penalty 2766.957342 = -145803.347409 nChanged 8 SP:Iteration 36Q (1301.984713 sec): 3 clusters Score: Raw -148573.965497 + Penalty 2766.957342 = -145807.008154 nChanged 10 SP:Iteration 37Q (1302.069095 sec): 3 clusters Score: Raw -148578.033093 + Penalty 2766.957342 = -145811.075751 nChanged 6 SP:Iteration 38Q (1302.165107 sec): 3 clusters Score: Raw -148581.463579 + Penalty 2766.957342 = -145814.506237 nChanged 6 SP:Iteration 39Q (1302.258073 sec): 3 clusters Score: Raw -148585.282439 + Penalty 2766.957342 = -145818.325097 nChanged 6 SP:Iteration 40F (1302.349431 sec): 3 clusters Score: Raw -148588.347052 + Penalty 2766.957342 = -145821.389709 nChanged 9 SP:Iteration 41Q (1302.439744 sec): 3 clusters Score: Raw -148591.763159 + Penalty 2766.957342 = -145824.805817 nChanged 2 SP:Iteration 42Q (1302.528830 sec): 3 clusters Score: Raw -148592.299348 + Penalty 2766.957342 = -145825.342005 nChanged 3 SP:Iteration 43Q (1302.635369 sec): 3 clusters Score: Raw -148593.034754 + Penalty 2766.957342 = -145826.077411 nChanged 2 SP:Iteration 44Q (1302.724093 sec): 3 clusters Score: Raw -148593.816589 + Penalty 2766.957342 = -145826.859247 nChanged 2 SP:Iteration 45Q (1302.808399 sec): 3 clusters Score: Raw -148594.791661 + Penalty 2766.957342 = -145827.834319 nChanged 3 SP:Iteration 46Q (1302.890139 sec): 3 clusters Score: Raw -148596.273910 + Penalty 2766.957342 = -145829.316568 nChanged 2 SP:Iteration 47Q (1302.993172 sec): 3 clusters Score: Raw -148597.326750 + Penalty 2766.957342 = -145830.369408 nChanged 2 SP:Iteration 48Q (1303.058842 sec): 3 clusters Score: Raw -148598.316631 + Penalty 2766.957342 = -145831.359289 nChanged 2 SP:Iteration 49Q (1303.169640 sec): 3 clusters Score: Raw -148598.873684 + Penalty 2766.957342 = -145831.916342 nChanged 2 SP:Iteration 50Q (1303.260901 sec): 3 clusters Score: Raw -148600.283071 + Penalty 2766.957342 = -145833.325728 nChanged 2 SP:Iteration 51Q (1303.359135 sec): 3 clusters Score: Raw -148601.059344 + Penalty 2766.957342 = -145834.102001 nChanged 3 SP:Iteration 52Q (1303.475180 sec): 3 clusters Score: Raw -148601.699144 + Penalty 2766.957342 = -145834.741802 nChanged 4 SP:Iteration 53Q (1303.555048 sec): 3 clusters Score: Raw -148602.685711 + Penalty 2766.957342 = -145835.728369 nChanged 3 SP:Iteration 54Q (1303.646410 sec): 3 clusters Score: Raw -148603.596412 + Penalty 2766.957342 = -145836.639070 nChanged 0 SP:Iteration 55F (1303.742865 sec): 3 clusters Score: Raw -148603.596412 + Penalty 2766.957342 = -145836.639070 nChanged 0 Trying to split cluster 27 (6101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1303.807398 sec): 2 clusters Score: Raw -397496.247977 + Penalty 1529.694499 = -395966.553478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1303.918467 sec): 3 clusters Score: Raw -394254.896252 + Penalty 3059.388998 = -391195.507254 nChanged 2569 SP:Iteration 1F (1304.005736 sec): 3 clusters Score: Raw -395740.618683 + Penalty 3059.388998 = -392681.229686 nChanged 421 SP:Iteration 2F (1304.092103 sec): 3 clusters Score: Raw -395988.957633 + Penalty 3059.388998 = -392929.568635 nChanged 336 SP:Iteration 3F (1304.182135 sec): 3 clusters Score: Raw -396190.325563 + Penalty 3059.388998 = -393130.936565 nChanged 309 SP:Iteration 4F (1304.251092 sec): 3 clusters Score: Raw -396410.329930 + Penalty 3059.388998 = -393350.940932 nChanged 303 SP:Iteration 5Q (1304.368284 sec): 3 clusters Score: Raw -396648.620943 + Penalty 3059.388998 = -393589.231945 nChanged 316 SP:Iteration 6F (1304.462591 sec): 3 clusters Score: Raw -396892.213508 + Penalty 3059.388998 = -393832.824511 nChanged 296 SP:Iteration 7Q (1304.561430 sec): 3 clusters Score: Raw -397106.869725 + Penalty 3059.388998 = -394047.480727 nChanged 266 SP:Iteration 8Q (1304.640739 sec): 3 clusters Score: Raw -397275.881671 + Penalty 3059.388998 = -394216.492673 nChanged 217 SP:Iteration 9Q (1304.689067 sec): 3 clusters Score: Raw -397400.349890 + Penalty 3059.388998 = -394340.960892 nChanged 186 SP:Iteration 10Q (1304.804547 sec): 3 clusters Score: Raw -397492.395760 + Penalty 3059.388998 = -394433.006762 nChanged 132 SP:Iteration 11Q (1304.903277 sec): 3 clusters Score: Raw -397559.897281 + Penalty 3059.388998 = -394500.508283 nChanged 131 SP:Iteration 12Q (1305.001970 sec): 3 clusters Score: Raw -397620.058804 + Penalty 3059.388998 = -394560.669807 nChanged 104 SP:Iteration 13Q (1305.097478 sec): 3 clusters Score: Raw -397662.118126 + Penalty 3059.388998 = -394602.729129 nChanged 84 SP:Iteration 14Q (1305.194987 sec): 3 clusters Score: Raw -397697.151606 + Penalty 3059.388998 = -394637.762609 nChanged 71 SP:Iteration 15Q (1305.286151 sec): 3 clusters Score: Raw -397726.055281 + Penalty 3059.388998 = -394666.666283 nChanged 77 SP:Iteration 16Q (1305.364928 sec): 3 clusters Score: Raw -397759.443197 + Penalty 3059.388998 = -394700.054200 nChanged 72 SP:Iteration 17Q (1305.452243 sec): 3 clusters Score: Raw -397791.122863 + Penalty 3059.388998 = -394731.733865 nChanged 61 SP:Iteration 18Q (1305.538989 sec): 3 clusters Score: Raw -397810.650692 + Penalty 3059.388998 = -394751.261694 nChanged 63 SP:Iteration 19Q (1305.634678 sec): 3 clusters Score: Raw -397834.962230 + Penalty 3059.388998 = -394775.573233 nChanged 52 SP:Iteration 20F (1305.728921 sec): 3 clusters Score: Raw -397851.950908 + Penalty 3059.388998 = -394792.561910 nChanged 49 SP:Iteration 21Q (1305.833597 sec): 3 clusters Score: Raw -397865.498311 + Penalty 3059.388998 = -394806.109313 nChanged 31 SP:Iteration 22Q (1305.913090 sec): 3 clusters Score: Raw -397874.525228 + Penalty 3059.388998 = -394815.136230 nChanged 29 SP:Iteration 23Q (1306.030124 sec): 3 clusters Score: Raw -397882.125524 + Penalty 3059.388998 = -394822.736526 nChanged 21 SP:Iteration 24Q (1306.123580 sec): 3 clusters Score: Raw -397886.228204 + Penalty 3059.388998 = -394826.839206 nChanged 22 SP:Iteration 25Q (1306.190061 sec): 3 clusters Score: Raw -397891.253963 + Penalty 3059.388998 = -394831.864965 nChanged 24 SP:Iteration 26Q (1306.298192 sec): 3 clusters Score: Raw -397896.595007 + Penalty 3059.388998 = -394837.206009 nChanged 18 SP:Iteration 27Q (1306.394766 sec): 3 clusters Score: Raw -397900.223781 + Penalty 3059.388998 = -394840.834783 nChanged 15 SP:Iteration 28Q (1306.464453 sec): 3 clusters Score: Raw -397904.945870 + Penalty 3059.388998 = -394845.556872 nChanged 21 SP:Iteration 29Q (1306.575247 sec): 3 clusters Score: Raw -397910.698990 + Penalty 3059.388998 = -394851.309992 nChanged 16 SP:Iteration 30Q (1306.653419 sec): 3 clusters Score: Raw -397913.920140 + Penalty 3059.388998 = -394854.531142 nChanged 8 SP:Iteration 31Q (1306.748462 sec): 3 clusters Score: Raw -397915.594725 + Penalty 3059.388998 = -394856.205727 nChanged 6 SP:Iteration 32Q (1306.842380 sec): 3 clusters Score: Raw -397916.836896 + Penalty 3059.388998 = -394857.447898 nChanged 7 SP:Iteration 33Q (1306.944802 sec): 3 clusters Score: Raw -397918.231756 + Penalty 3059.388998 = -394858.842759 nChanged 10 SP:Iteration 34Q (1307.043258 sec): 3 clusters Score: Raw -397920.372809 + Penalty 3059.388998 = -394860.983811 nChanged 8 SP:Iteration 35Q (1307.123644 sec): 3 clusters Score: Raw -397921.448605 + Penalty 3059.388998 = -394862.059607 nChanged 4 SP:Iteration 36Q (1307.234950 sec): 3 clusters Score: Raw -397922.357292 + Penalty 3059.388998 = -394862.968295 nChanged 6 SP:Iteration 37Q (1307.312627 sec): 3 clusters Score: Raw -397923.849526 + Penalty 3059.388998 = -394864.460529 nChanged 9 SP:Iteration 38Q (1307.431316 sec): 3 clusters Score: Raw -397926.023410 + Penalty 3059.388998 = -394866.634412 nChanged 10 SP:Iteration 39Q (1307.527431 sec): 3 clusters Score: Raw -397928.085670 + Penalty 3059.388998 = -394868.696672 nChanged 10 SP:Iteration 40F (1307.628276 sec): 3 clusters Score: Raw -397930.363225 + Penalty 3059.388998 = -394870.974227 nChanged 11 SP:Iteration 41Q (1307.727767 sec): 3 clusters Score: Raw -397933.231775 + Penalty 3059.388998 = -394873.842777 nChanged 9 SP:Iteration 42Q (1307.807664 sec): 3 clusters Score: Raw -397934.633788 + Penalty 3059.388998 = -394875.244790 nChanged 6 SP:Iteration 43Q (1307.861904 sec): 3 clusters Score: Raw -397935.707736 + Penalty 3059.388998 = -394876.318738 nChanged 9 SP:Iteration 44Q (1307.897620 sec): 3 clusters Score: Raw -397937.650948 + Penalty 3059.388998 = -394878.261950 nChanged 11 SP:Iteration 45Q (1308.010562 sec): 3 clusters Score: Raw -397939.818483 + Penalty 3059.388998 = -394880.429485 nChanged 11 SP:Iteration 46Q (1308.103842 sec): 3 clusters Score: Raw -397942.689314 + Penalty 3059.388998 = -394883.300316 nChanged 13 SP:Iteration 47Q (1308.136768 sec): 3 clusters Score: Raw -397945.763825 + Penalty 3059.388998 = -394886.374827 nChanged 13 SP:Iteration 48Q (1308.172579 sec): 3 clusters Score: Raw -397949.306011 + Penalty 3059.388998 = -394889.917013 nChanged 14 SP:Iteration 49Q (1308.208250 sec): 3 clusters Score: Raw -397952.792262 + Penalty 3059.388998 = -394893.403264 nChanged 20 SP:Iteration 50Q (1308.243807 sec): 3 clusters Score: Raw -397958.554106 + Penalty 3059.388998 = -394899.165108 nChanged 19 SP:Iteration 51Q (1308.279297 sec): 3 clusters Score: Raw -397962.029555 + Penalty 3059.388998 = -394902.640558 nChanged 11 SP:Iteration 52Q (1308.314997 sec): 3 clusters Score: Raw -397964.649763 + Penalty 3059.388998 = -394905.260765 nChanged 10 SP:Iteration 53Q (1308.350492 sec): 3 clusters Score: Raw -397967.004591 + Penalty 3059.388998 = -394907.615593 nChanged 14 SP:Iteration 54Q (1308.389136 sec): 3 clusters Score: Raw -397969.553954 + Penalty 3059.388998 = -394910.164956 nChanged 4 SP:Iteration 55Q (1308.424802 sec): 3 clusters Score: Raw -397970.249116 + Penalty 3059.388998 = -394910.860118 nChanged 3 SP:Iteration 56Q (1308.460455 sec): 3 clusters Score: Raw -397970.700622 + Penalty 3059.388998 = -394911.311624 nChanged 5 SP:Iteration 57Q (1308.496118 sec): 3 clusters Score: Raw -397971.689131 + Penalty 3059.388998 = -394912.300133 nChanged 4 SP:Iteration 58Q (1308.531834 sec): 3 clusters Score: Raw -397972.257391 + Penalty 3059.388998 = -394912.868393 nChanged 3 SP:Iteration 59Q (1308.567341 sec): 3 clusters Score: Raw -397972.895551 + Penalty 3059.388998 = -394913.506554 nChanged 2 SP:Iteration 60F (1308.602878 sec): 3 clusters Score: Raw -397973.355645 + Penalty 3059.388998 = -394913.966647 nChanged 3 SP:Iteration 61Q (1308.638169 sec): 3 clusters Score: Raw -397973.666906 + Penalty 3059.388998 = -394914.277908 nChanged 1 SP:Iteration 62Q (1308.673823 sec): 3 clusters Score: Raw -397973.841148 + Penalty 3059.388998 = -394914.452150 nChanged 3 SP:Iteration 63Q (1308.709329 sec): 3 clusters Score: Raw -397974.137802 + Penalty 3059.388998 = -394914.748804 nChanged 0 SP:Iteration 64F (1308.744691 sec): 3 clusters Score: Raw -397974.137802 + Penalty 3059.388998 = -394914.748804 nChanged 0 Trying to split cluster 28 (7016 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1308.824160 sec): 2 clusters Score: Raw -388368.203339 + Penalty 1554.218968 = -386813.984372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1308.921107 sec): 3 clusters Score: Raw -384642.300809 + Penalty 3108.437935 = -381533.862873 nChanged 2885 SP:Iteration 1F (1309.018143 sec): 3 clusters Score: Raw -386194.611719 + Penalty 3108.437935 = -383086.173783 nChanged 523 SP:Iteration 2F (1309.103469 sec): 3 clusters Score: Raw -386535.130652 + Penalty 3108.437935 = -383426.692716 nChanged 469 SP:Iteration 3F (1309.140191 sec): 3 clusters Score: Raw -386845.108389 + Penalty 3108.437935 = -383736.670453 nChanged 385 SP:Iteration 4F (1309.236393 sec): 3 clusters Score: Raw -387081.630873 + Penalty 3108.437935 = -383973.192938 nChanged 346 SP:Iteration 5Q (1309.334906 sec): 3 clusters Score: Raw -387278.295982 + Penalty 3108.437935 = -384169.858046 nChanged 303 SP:Iteration 6Q (1309.442166 sec): 3 clusters Score: Raw -387446.140112 + Penalty 3108.437935 = -384337.702177 nChanged 253 SP:Iteration 7Q (1309.538158 sec): 3 clusters Score: Raw -387563.688722 + Penalty 3108.437935 = -384455.250786 nChanged 236 SP:Iteration 8Q (1309.628630 sec): 3 clusters Score: Raw -387666.876433 + Penalty 3108.437935 = -384558.438497 nChanged 191 SP:Iteration 9Q (1309.724568 sec): 3 clusters Score: Raw -387748.468089 + Penalty 3108.437935 = -384640.030154 nChanged 189 SP:Iteration 10Q (1309.810572 sec): 3 clusters Score: Raw -387846.940993 + Penalty 3108.437935 = -384738.503058 nChanged 201 SP:Iteration 11Q (1309.902604 sec): 3 clusters Score: Raw -387964.366476 + Penalty 3108.437935 = -384855.928541 nChanged 197 SP:Iteration 12Q (1309.968782 sec): 3 clusters Score: Raw -388066.116468 + Penalty 3108.437935 = -384957.678532 nChanged 176 SP:Iteration 13Q (1310.055045 sec): 3 clusters Score: Raw -388142.047038 + Penalty 3108.437935 = -385033.609102 nChanged 146 SP:Iteration 14Q (1310.152854 sec): 3 clusters Score: Raw -388211.945088 + Penalty 3108.437935 = -385103.507153 nChanged 139 SP:Iteration 15Q (1310.264398 sec): 3 clusters Score: Raw -388276.111567 + Penalty 3108.437935 = -385167.673631 nChanged 120 SP:Iteration 16Q (1310.356844 sec): 3 clusters Score: Raw -388313.610289 + Penalty 3108.437935 = -385205.172354 nChanged 81 SP:Iteration 17Q (1310.434900 sec): 3 clusters Score: Raw -388337.372951 + Penalty 3108.437935 = -385228.935016 nChanged 60 SP:Iteration 18Q (1310.504237 sec): 3 clusters Score: Raw -388353.344606 + Penalty 3108.437935 = -385244.906670 nChanged 51 SP:Iteration 19Q (1310.588885 sec): 3 clusters Score: Raw -388368.036267 + Penalty 3108.437935 = -385259.598332 nChanged 48 SP:Iteration 20F (1310.678362 sec): 3 clusters Score: Raw -388381.553033 + Penalty 3108.437935 = -385273.115097 nChanged 55 SP:Iteration 21Q (1310.786062 sec): 3 clusters Score: Raw -388394.698544 + Penalty 3108.437935 = -385286.260609 nChanged 38 SP:Iteration 22Q (1310.887600 sec): 3 clusters Score: Raw -388402.734333 + Penalty 3108.437935 = -385294.296397 nChanged 34 SP:Iteration 23Q (1310.979856 sec): 3 clusters Score: Raw -388408.638488 + Penalty 3108.437935 = -385300.200552 nChanged 25 SP:Iteration 24Q (1311.081774 sec): 3 clusters Score: Raw -388413.298208 + Penalty 3108.437935 = -385304.860273 nChanged 27 SP:Iteration 25Q (1311.178284 sec): 3 clusters Score: Raw -388419.709647 + Penalty 3108.437935 = -385311.271711 nChanged 34 SP:Iteration 26Q (1311.268426 sec): 3 clusters Score: Raw -388427.250134 + Penalty 3108.437935 = -385318.812198 nChanged 21 SP:Iteration 27Q (1311.356913 sec): 3 clusters Score: Raw -388431.965131 + Penalty 3108.437935 = -385323.527196 nChanged 23 SP:Iteration 28Q (1311.448995 sec): 3 clusters Score: Raw -388437.193862 + Penalty 3108.437935 = -385328.755926 nChanged 20 SP:Iteration 29Q (1311.528691 sec): 3 clusters Score: Raw -388440.495301 + Penalty 3108.437935 = -385332.057366 nChanged 16 SP:Iteration 30Q (1311.608679 sec): 3 clusters Score: Raw -388444.402121 + Penalty 3108.437935 = -385335.964186 nChanged 18 SP:Iteration 31Q (1311.719961 sec): 3 clusters Score: Raw -388447.434579 + Penalty 3108.437935 = -385338.996643 nChanged 20 SP:Iteration 32Q (1311.814431 sec): 3 clusters Score: Raw -388453.335854 + Penalty 3108.437935 = -385344.897918 nChanged 16 SP:Iteration 33Q (1311.908627 sec): 3 clusters Score: Raw -388456.362869 + Penalty 3108.437935 = -385347.924933 nChanged 17 SP:Iteration 34Q (1312.006303 sec): 3 clusters Score: Raw -388460.028761 + Penalty 3108.437935 = -385351.590825 nChanged 18 SP:Iteration 35Q (1312.087045 sec): 3 clusters Score: Raw -388463.162858 + Penalty 3108.437935 = -385354.724923 nChanged 14 SP:Iteration 36Q (1312.184094 sec): 3 clusters Score: Raw -388465.645861 + Penalty 3108.437935 = -385357.207926 nChanged 13 SP:Iteration 37Q (1312.296657 sec): 3 clusters Score: Raw -388468.243091 + Penalty 3108.437935 = -385359.805156 nChanged 11 SP:Iteration 38Q (1312.371958 sec): 3 clusters Score: Raw -388471.360001 + Penalty 3108.437935 = -385362.922066 nChanged 14 SP:Iteration 39Q (1312.483958 sec): 3 clusters Score: Raw -388474.909172 + Penalty 3108.437935 = -385366.471236 nChanged 11 SP:Iteration 40F (1312.577995 sec): 3 clusters Score: Raw -388477.064738 + Penalty 3108.437935 = -385368.626802 nChanged 13 SP:Iteration 41Q (1312.656232 sec): 3 clusters Score: Raw -388479.111274 + Penalty 3108.437935 = -385370.673338 nChanged 14 SP:Iteration 42Q (1312.765693 sec): 3 clusters Score: Raw -388481.058533 + Penalty 3108.437935 = -385372.620598 nChanged 12 SP:Iteration 43Q (1312.864425 sec): 3 clusters Score: Raw -388484.156130 + Penalty 3108.437935 = -385375.718194 nChanged 16 SP:Iteration 44Q (1312.955576 sec): 3 clusters Score: Raw -388486.318296 + Penalty 3108.437935 = -385377.880361 nChanged 11 SP:Iteration 45Q (1313.055735 sec): 3 clusters Score: Raw -388488.359658 + Penalty 3108.437935 = -385379.921723 nChanged 12 SP:Iteration 46Q (1313.153383 sec): 3 clusters Score: Raw -388491.013373 + Penalty 3108.437935 = -385382.575437 nChanged 10 SP:Iteration 47Q (1313.230212 sec): 3 clusters Score: Raw -388493.047483 + Penalty 3108.437935 = -385384.609548 nChanged 15 SP:Iteration 48Q (1313.319683 sec): 3 clusters Score: Raw -388495.937012 + Penalty 3108.437935 = -385387.499077 nChanged 12 SP:Iteration 49Q (1313.429011 sec): 3 clusters Score: Raw -388497.581851 + Penalty 3108.437935 = -385389.143915 nChanged 11 SP:Iteration 50Q (1313.525817 sec): 3 clusters Score: Raw -388499.176978 + Penalty 3108.437935 = -385390.739043 nChanged 11 SP:Iteration 51Q (1313.607891 sec): 3 clusters Score: Raw -388500.721866 + Penalty 3108.437935 = -385392.283930 nChanged 13 SP:Iteration 52Q (1313.727122 sec): 3 clusters Score: Raw -388502.753523 + Penalty 3108.437935 = -385394.315587 nChanged 8 SP:Iteration 53Q (1313.828668 sec): 3 clusters Score: Raw -388504.083866 + Penalty 3108.437935 = -385395.645931 nChanged 7 SP:Iteration 54Q (1313.927851 sec): 3 clusters Score: Raw -388504.850957 + Penalty 3108.437935 = -385396.413021 nChanged 8 SP:Iteration 55Q (1314.028453 sec): 3 clusters Score: Raw -388506.031440 + Penalty 3108.437935 = -385397.593504 nChanged 9 SP:Iteration 56Q (1314.109557 sec): 3 clusters Score: Raw -388506.999744 + Penalty 3108.437935 = -385398.561809 nChanged 8 SP:Iteration 57Q (1314.226533 sec): 3 clusters Score: Raw -388508.023188 + Penalty 3108.437935 = -385399.585253 nChanged 4 SP:Iteration 58Q (1314.324093 sec): 3 clusters Score: Raw -388508.534827 + Penalty 3108.437935 = -385400.096891 nChanged 4 SP:Iteration 59Q (1314.424924 sec): 3 clusters Score: Raw -388508.888358 + Penalty 3108.437935 = -385400.450423 nChanged 3 SP:Iteration 60F (1314.521807 sec): 3 clusters Score: Raw -388509.190124 + Penalty 3108.437935 = -385400.752189 nChanged 7 SP:Iteration 61Q (1314.620338 sec): 3 clusters Score: Raw -388509.849040 + Penalty 3108.437935 = -385401.411104 nChanged 3 SP:Iteration 62Q (1314.706239 sec): 3 clusters Score: Raw -388510.229242 + Penalty 3108.437935 = -385401.791306 nChanged 3 SP:Iteration 63Q (1314.795446 sec): 3 clusters Score: Raw -388510.732989 + Penalty 3108.437935 = -385402.295053 nChanged 3 SP:Iteration 64Q (1314.863547 sec): 3 clusters Score: Raw -388510.915684 + Penalty 3108.437935 = -385402.477748 nChanged 1 SP:Iteration 65Q (1314.963022 sec): 3 clusters Score: Raw -388511.188109 + Penalty 3108.437935 = -385402.750173 nChanged 1 SP:Iteration 66Q (1315.054393 sec): 3 clusters Score: Raw -388511.259443 + Penalty 3108.437935 = -385402.821507 nChanged 1 SP:Iteration 67Q (1315.134912 sec): 3 clusters Score: Raw -388511.300152 + Penalty 3108.437935 = -385402.862217 nChanged 1 SP:Iteration 68Q (1315.246279 sec): 3 clusters Score: Raw -388511.379981 + Penalty 3108.437935 = -385402.942046 nChanged 1 SP:Iteration 69Q (1315.321137 sec): 3 clusters Score: Raw -388511.465213 + Penalty 3108.437935 = -385403.027278 nChanged 0 SP:Iteration 70F (1315.419567 sec): 3 clusters Score: Raw -388511.465213 + Penalty 3108.437935 = -385403.027278 nChanged 0 Trying to split cluster 29 (2579 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1315.470045 sec): 2 clusters Score: Raw -166722.415866 + Penalty 1378.580055 = -165343.835812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1315.544911 sec): 3 clusters Score: Raw -165607.466664 + Penalty 2757.160109 = -162850.306555 nChanged 962 SP:Iteration 1F (1315.627986 sec): 3 clusters Score: Raw -166372.377975 + Penalty 2757.160109 = -163615.217866 nChanged 291 SP:Iteration 2F (1315.691829 sec): 3 clusters Score: Raw -166666.861056 + Penalty 2757.160109 = -163909.700947 nChanged 178 SP:Iteration 3F (1315.774454 sec): 3 clusters Score: Raw -166847.336275 + Penalty 2757.160109 = -164090.176166 nChanged 125 SP:Iteration 4Q (1315.860504 sec): 3 clusters Score: Raw -166977.848747 + Penalty 2757.160109 = -164220.688638 nChanged 101 SP:Iteration 5Q (1315.945404 sec): 3 clusters Score: Raw -167060.509791 + Penalty 2757.160109 = -164303.349682 nChanged 74 SP:Iteration 6Q (1316.037633 sec): 3 clusters Score: Raw -167127.284332 + Penalty 2757.160109 = -164370.124223 nChanged 58 SP:Iteration 7Q (1316.127502 sec): 3 clusters Score: Raw -167171.787695 + Penalty 2757.160109 = -164414.627586 nChanged 53 SP:Iteration 8Q (1316.218966 sec): 3 clusters Score: Raw -167216.525916 + Penalty 2757.160109 = -164459.365807 nChanged 41 SP:Iteration 9Q (1316.309332 sec): 3 clusters Score: Raw -167243.513530 + Penalty 2757.160109 = -164486.353421 nChanged 26 SP:Iteration 10Q (1316.389067 sec): 3 clusters Score: Raw -167255.536380 + Penalty 2757.160109 = -164498.376271 nChanged 15 SP:Iteration 11Q (1316.479218 sec): 3 clusters Score: Raw -167262.232601 + Penalty 2757.160109 = -164505.072492 nChanged 8 SP:Iteration 12Q (1316.569458 sec): 3 clusters Score: Raw -167268.799768 + Penalty 2757.160109 = -164511.639659 nChanged 9 SP:Iteration 13Q (1316.648660 sec): 3 clusters Score: Raw -167273.278140 + Penalty 2757.160109 = -164516.118030 nChanged 5 SP:Iteration 14Q (1316.739051 sec): 3 clusters Score: Raw -167276.075071 + Penalty 2757.160109 = -164518.914962 nChanged 9 SP:Iteration 15Q (1316.826021 sec): 3 clusters Score: Raw -167280.509809 + Penalty 2757.160109 = -164523.349700 nChanged 5 SP:Iteration 16Q (1316.916556 sec): 3 clusters Score: Raw -167282.528170 + Penalty 2757.160109 = -164525.368061 nChanged 2 SP:Iteration 17Q (1317.005831 sec): 3 clusters Score: Raw -167283.449379 + Penalty 2757.160109 = -164526.289270 nChanged 3 SP:Iteration 18Q (1317.096411 sec): 3 clusters Score: Raw -167284.602446 + Penalty 2757.160109 = -164527.442337 nChanged 4 SP:Iteration 19Q (1317.184034 sec): 3 clusters Score: Raw -167286.580221 + Penalty 2757.160109 = -164529.420111 nChanged 5 SP:Iteration 20F (1317.274753 sec): 3 clusters Score: Raw -167289.372239 + Penalty 2757.160109 = -164532.212130 nChanged 9 SP:Iteration 21Q (1317.369579 sec): 3 clusters Score: Raw -167294.185245 + Penalty 2757.160109 = -164537.025136 nChanged 9 SP:Iteration 22Q (1317.467947 sec): 3 clusters Score: Raw -167298.541799 + Penalty 2757.160109 = -164541.381690 nChanged 11 SP:Iteration 23Q (1317.567207 sec): 3 clusters Score: Raw -167303.132421 + Penalty 2757.160109 = -164545.972312 nChanged 5 SP:Iteration 24Q (1317.687377 sec): 3 clusters Score: Raw -167304.759823 + Penalty 2757.160109 = -164547.599714 nChanged 1 SP:Iteration 25Q (1317.788683 sec): 3 clusters Score: Raw -167305.101116 + Penalty 2757.160109 = -164547.941007 nChanged 1 SP:Iteration 26Q (1317.889262 sec): 3 clusters Score: Raw -167305.674252 + Penalty 2757.160109 = -164548.514143 nChanged 1 SP:Iteration 27Q (1317.980468 sec): 3 clusters Score: Raw -167306.076752 + Penalty 2757.160109 = -164548.916643 nChanged 0 SP:Iteration 28F (1318.087389 sec): 3 clusters Score: Raw -167306.076752 + Penalty 2757.160109 = -164548.916643 nChanged 0 Trying to split cluster 30 (478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1318.132921 sec): 2 clusters Score: Raw -30239.540620 + Penalty 1082.766684 = -29156.773937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1318.229861 sec): 3 clusters Score: Raw -30207.507784 + Penalty 2165.533367 = -28041.974417 nChanged 117 SP:Iteration 1F (1318.348260 sec): 3 clusters Score: Raw -30366.063452 + Penalty 2165.533367 = -28200.530084 nChanged 29 SP:Iteration 2F (1318.435935 sec): 3 clusters Score: Raw -30399.889612 + Penalty 2165.533367 = -28234.356244 nChanged 6 SP:Iteration 3Q (1318.516551 sec): 3 clusters Score: Raw -30413.059232 + Penalty 2165.533367 = -28247.525865 nChanged 2 SP:Iteration 4Q (1318.596994 sec): 3 clusters Score: Raw -30416.661562 + Penalty 2165.533367 = -28251.128195 nChanged 1 SP:Iteration 5Q (1318.682998 sec): 3 clusters Score: Raw -30417.868794 + Penalty 2165.533367 = -28252.335427 nChanged 3 SP:Iteration 6Q (1318.781343 sec): 3 clusters Score: Raw -30421.000829 + Penalty 2165.533367 = -28255.467462 nChanged 1 SP:Iteration 7Q (1318.868069 sec): 3 clusters Score: Raw -30421.256858 + Penalty 2165.533367 = -28255.723490 nChanged 0 SP:Iteration 8F (1318.939489 sec): 3 clusters Score: Raw -30421.256858 + Penalty 2165.533367 = -28255.723490 nChanged 0 Trying to split cluster 31 (4627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1318.997311 sec): 2 clusters Score: Raw -313252.863398 + Penalty 1481.161030 = -311771.702368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1319.149417 sec): 3 clusters Score: Raw -310868.191634 + Penalty 2962.322060 = -307905.869574 nChanged 1836 SP:Iteration 1F (1319.224403 sec): 3 clusters Score: Raw -311945.411389 + Penalty 2962.322060 = -308983.089329 nChanged 375 SP:Iteration 2F (1319.345953 sec): 3 clusters Score: Raw -312161.366916 + Penalty 2962.322060 = -309199.044856 nChanged 271 SP:Iteration 3F (1319.457674 sec): 3 clusters Score: Raw -312331.575141 + Penalty 2962.322060 = -309369.253081 nChanged 263 SP:Iteration 4F (1319.559143 sec): 3 clusters Score: Raw -312514.551269 + Penalty 2962.322060 = -309552.229209 nChanged 252 SP:Iteration 5F (1319.663073 sec): 3 clusters Score: Raw -312682.497125 + Penalty 2962.322060 = -309720.175065 nChanged 204 SP:Iteration 6Q (1319.763039 sec): 3 clusters Score: Raw -312812.360513 + Penalty 2962.322060 = -309850.038452 nChanged 193 SP:Iteration 7Q (1319.861196 sec): 3 clusters Score: Raw -312928.563479 + Penalty 2962.322060 = -309966.241419 nChanged 166 SP:Iteration 8Q (1319.957240 sec): 3 clusters Score: Raw -313028.626008 + Penalty 2962.322060 = -310066.303948 nChanged 124 SP:Iteration 9Q (1320.073809 sec): 3 clusters Score: Raw -313107.631868 + Penalty 2962.322060 = -310145.309808 nChanged 111 SP:Iteration 10Q (1320.174121 sec): 3 clusters Score: Raw -313165.891455 + Penalty 2962.322060 = -310203.569395 nChanged 70 SP:Iteration 11Q (1320.270149 sec): 3 clusters Score: Raw -313199.006706 + Penalty 2962.322060 = -310236.684646 nChanged 61 SP:Iteration 12Q (1320.382226 sec): 3 clusters Score: Raw -313224.598072 + Penalty 2962.322060 = -310262.276012 nChanged 45 SP:Iteration 13Q (1320.479435 sec): 3 clusters Score: Raw -313242.916056 + Penalty 2962.322060 = -310280.593996 nChanged 33 SP:Iteration 14Q (1320.576613 sec): 3 clusters Score: Raw -313253.430840 + Penalty 2962.322060 = -310291.108780 nChanged 29 SP:Iteration 15Q (1320.674149 sec): 3 clusters Score: Raw -313265.009296 + Penalty 2962.322060 = -310302.687236 nChanged 21 SP:Iteration 16Q (1320.766497 sec): 3 clusters Score: Raw -313272.546119 + Penalty 2962.322060 = -310310.224059 nChanged 29 SP:Iteration 17Q (1320.871124 sec): 3 clusters Score: Raw -313284.246834 + Penalty 2962.322060 = -310321.924774 nChanged 18 SP:Iteration 18Q (1320.964673 sec): 3 clusters Score: Raw -313289.312956 + Penalty 2962.322060 = -310326.990896 nChanged 9 SP:Iteration 19Q (1321.090754 sec): 3 clusters Score: Raw -313291.907536 + Penalty 2962.322060 = -310329.585476 nChanged 9 SP:Iteration 20F (1321.176038 sec): 3 clusters Score: Raw -313294.607796 + Penalty 2962.322060 = -310332.285736 nChanged 6 SP:Iteration 21Q (1321.293144 sec): 3 clusters Score: Raw -313295.888029 + Penalty 2962.322060 = -310333.565969 nChanged 5 SP:Iteration 22Q (1321.379588 sec): 3 clusters Score: Raw -313297.337285 + Penalty 2962.322060 = -310335.015224 nChanged 3 SP:Iteration 23Q (1321.467904 sec): 3 clusters Score: Raw -313298.115929 + Penalty 2962.322060 = -310335.793869 nChanged 0 SP:Iteration 24F (1321.555515 sec): 3 clusters Score: Raw -313298.115929 + Penalty 2962.322060 = -310335.793869 nChanged 0 Trying to split cluster 32 (954 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1321.599162 sec): 2 clusters Score: Raw -33590.502099 + Penalty 1204.046474 = -32386.455625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1321.675091 sec): 3 clusters Score: Raw -33362.766980 + Penalty 2408.092949 = -30954.674031 nChanged 271 SP:Iteration 1F (1321.740437 sec): 3 clusters Score: Raw -33691.806577 + Penalty 2408.092949 = -31283.713629 nChanged 82 SP:Iteration 2F (1321.821830 sec): 3 clusters Score: Raw -33812.158215 + Penalty 2408.092949 = -31404.065266 nChanged 50 SP:Iteration 3F (1321.898756 sec): 3 clusters Score: Raw -33886.190619 + Penalty 2408.092949 = -31478.097671 nChanged 40 SP:Iteration 4Q (1321.980624 sec): 3 clusters Score: Raw -33949.848316 + Penalty 2408.092949 = -31541.755367 nChanged 29 SP:Iteration 5Q (1322.060987 sec): 3 clusters Score: Raw -34001.768319 + Penalty 2408.092949 = -31593.675370 nChanged 29 SP:Iteration 6Q (1322.145863 sec): 3 clusters Score: Raw -34044.709165 + Penalty 2408.092949 = -31636.616216 nChanged 24 SP:Iteration 7Q (1322.225481 sec): 3 clusters Score: Raw -34094.454501 + Penalty 2408.092949 = -31686.361552 nChanged 21 SP:Iteration 8Q (1322.302818 sec): 3 clusters Score: Raw -34120.331882 + Penalty 2408.092949 = -31712.238933 nChanged 17 SP:Iteration 9Q (1322.384106 sec): 3 clusters Score: Raw -34145.286113 + Penalty 2408.092949 = -31737.193164 nChanged 11 SP:Iteration 10Q (1322.464821 sec): 3 clusters Score: Raw -34184.557253 + Penalty 2408.092949 = -31776.464305 nChanged 17 SP:Iteration 11Q (1322.557296 sec): 3 clusters Score: Raw -34228.260698 + Penalty 2408.092949 = -31820.167750 nChanged 20 SP:Iteration 12Q (1322.634298 sec): 3 clusters Score: Raw -34290.144162 + Penalty 2408.092949 = -31882.051213 nChanged 16 SP:Iteration 13Q (1322.708428 sec): 3 clusters Score: Raw -34339.151521 + Penalty 2408.092949 = -31931.058573 nChanged 16 SP:Iteration 14Q (1322.787249 sec): 3 clusters Score: Raw -34397.294608 + Penalty 2408.092949 = -31989.201660 nChanged 19 SP:Iteration 15Q (1322.869642 sec): 3 clusters Score: Raw -34449.274666 + Penalty 2408.092949 = -32041.181717 nChanged 12 SP:Iteration 16Q (1322.950650 sec): 3 clusters Score: Raw -34467.286067 + Penalty 2408.092949 = -32059.193118 nChanged 8 SP:Iteration 17Q (1323.026100 sec): 3 clusters Score: Raw -34475.662791 + Penalty 2408.092949 = -32067.569842 nChanged 10 SP:Iteration 18Q (1323.111248 sec): 3 clusters Score: Raw -34487.036287 + Penalty 2408.092949 = -32078.943338 nChanged 11 SP:Iteration 19Q (1323.187233 sec): 3 clusters Score: Raw -34506.832323 + Penalty 2408.092949 = -32098.739375 nChanged 11 SP:Iteration 20F (1323.283856 sec): 3 clusters Score: Raw -34522.440935 + Penalty 2408.092949 = -32114.347986 nChanged 8 SP:Iteration 21Q (1323.352479 sec): 3 clusters Score: Raw -34532.319361 + Penalty 2408.092949 = -32124.226412 nChanged 5 SP:Iteration 22Q (1323.428926 sec): 3 clusters Score: Raw -34535.659025 + Penalty 2408.092949 = -32127.566076 nChanged 3 SP:Iteration 23Q (1323.523544 sec): 3 clusters Score: Raw -34537.708456 + Penalty 2408.092949 = -32129.615508 nChanged 2 SP:Iteration 24Q (1323.592231 sec): 3 clusters Score: Raw -34539.031427 + Penalty 2408.092949 = -32130.938479 nChanged 1 SP:Iteration 25Q (1323.667999 sec): 3 clusters Score: Raw -34543.027211 + Penalty 2408.092949 = -32134.934262 nChanged 3 SP:Iteration 26Q (1323.757965 sec): 3 clusters Score: Raw -34546.358129 + Penalty 2408.092949 = -32138.265180 nChanged 4 SP:Iteration 27Q (1323.839994 sec): 3 clusters Score: Raw -34554.038056 + Penalty 2408.092949 = -32145.945107 nChanged 4 SP:Iteration 28Q (1323.898582 sec): 3 clusters Score: Raw -34559.057930 + Penalty 2408.092949 = -32150.964981 nChanged 1 SP:Iteration 29Q (1323.979812 sec): 3 clusters Score: Raw -34559.836171 + Penalty 2408.092949 = -32151.743222 nChanged 2 SP:Iteration 30Q (1324.058166 sec): 3 clusters Score: Raw -34561.124029 + Penalty 2408.092949 = -32153.031080 nChanged 2 SP:Iteration 31Q (1324.149930 sec): 3 clusters Score: Raw -34562.840068 + Penalty 2408.092949 = -32154.747119 nChanged 4 SP:Iteration 32Q (1324.215717 sec): 3 clusters Score: Raw -34569.345278 + Penalty 2408.092949 = -32161.252329 nChanged 8 SP:Iteration 33Q (1324.292645 sec): 3 clusters Score: Raw -34580.835764 + Penalty 2408.092949 = -32172.742815 nChanged 5 SP:Iteration 34Q (1324.379604 sec): 3 clusters Score: Raw -34585.106824 + Penalty 2408.092949 = -32177.013875 nChanged 6 SP:Iteration 35Q (1324.453395 sec): 3 clusters Score: Raw -34594.740424 + Penalty 2408.092949 = -32186.647475 nChanged 6 SP:Iteration 36Q (1324.535193 sec): 3 clusters Score: Raw -34605.502056 + Penalty 2408.092949 = -32197.409107 nChanged 8 SP:Iteration 37Q (1324.610068 sec): 3 clusters Score: Raw -34622.490743 + Penalty 2408.092949 = -32214.397794 nChanged 10 SP:Iteration 38Q (1324.688654 sec): 3 clusters Score: Raw -34642.138795 + Penalty 2408.092949 = -32234.045846 nChanged 10 SP:Iteration 39Q (1324.786866 sec): 3 clusters Score: Raw -34655.026665 + Penalty 2408.092949 = -32246.933716 nChanged 4 SP:Iteration 40F (1324.871000 sec): 3 clusters Score: Raw -34660.220416 + Penalty 2408.092949 = -32252.127467 nChanged 4 SP:Iteration 41Q (1324.959130 sec): 3 clusters Score: Raw -34664.974278 + Penalty 2408.092949 = -32256.881329 nChanged 5 SP:Iteration 42Q (1325.045473 sec): 3 clusters Score: Raw -34673.300205 + Penalty 2408.092949 = -32265.207256 nChanged 4 SP:Iteration 43Q (1325.127319 sec): 3 clusters Score: Raw -34679.230594 + Penalty 2408.092949 = -32271.137646 nChanged 3 SP:Iteration 44Q (1325.213853 sec): 3 clusters Score: Raw -34683.557882 + Penalty 2408.092949 = -32275.464933 nChanged 4 SP:Iteration 45Q (1325.297977 sec): 3 clusters Score: Raw -34687.255958 + Penalty 2408.092949 = -32279.163009 nChanged 2 SP:Iteration 46Q (1325.385272 sec): 3 clusters Score: Raw -34689.798611 + Penalty 2408.092949 = -32281.705662 nChanged 2 SP:Iteration 47Q (1325.470879 sec): 3 clusters Score: Raw -34692.321188 + Penalty 2408.092949 = -32284.228239 nChanged 2 SP:Iteration 48Q (1325.535081 sec): 3 clusters Score: Raw -34696.442898 + Penalty 2408.092949 = -32288.349950 nChanged 2 SP:Iteration 49Q (1325.631789 sec): 3 clusters Score: Raw -34699.272693 + Penalty 2408.092949 = -32291.179744 nChanged 2 SP:Iteration 50Q (1325.707362 sec): 3 clusters Score: Raw -34703.422349 + Penalty 2408.092949 = -32295.329400 nChanged 1 SP:Iteration 51Q (1325.781887 sec): 3 clusters Score: Raw -34705.004917 + Penalty 2408.092949 = -32296.911969 nChanged 1 SP:Iteration 52Q (1325.848332 sec): 3 clusters Score: Raw -34710.209782 + Penalty 2408.092949 = -32302.116834 nChanged 2 SP:Iteration 53Q (1325.946825 sec): 3 clusters Score: Raw -34712.521152 + Penalty 2408.092949 = -32304.428203 nChanged 2 SP:Iteration 54Q (1326.023185 sec): 3 clusters Score: Raw -34715.402934 + Penalty 2408.092949 = -32307.309985 nChanged 2 SP:Iteration 55Q (1326.089051 sec): 3 clusters Score: Raw -34718.240669 + Penalty 2408.092949 = -32310.147720 nChanged 1 SP:Iteration 56Q (1326.169734 sec): 3 clusters Score: Raw -34720.013014 + Penalty 2408.092949 = -32311.920065 nChanged 0 SP:Iteration 57F (1326.252619 sec): 3 clusters Score: Raw -34720.013014 + Penalty 2408.092949 = -32311.920065 nChanged 0 Trying to split cluster 33 (7777 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1326.312821 sec): 2 clusters Score: Raw -496911.884685 + Penalty 1572.291502 = -495339.593183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1326.407925 sec): 3 clusters Score: Raw -492700.728758 + Penalty 3144.583004 = -489556.145753 nChanged 3270 SP:Iteration 1F (1326.518263 sec): 3 clusters Score: Raw -494675.657757 + Penalty 3144.583004 = -491531.074752 nChanged 665 SP:Iteration 2F (1326.589732 sec): 3 clusters Score: Raw -495211.027574 + Penalty 3144.583004 = -492066.444570 nChanged 608 SP:Iteration 3F (1326.700190 sec): 3 clusters Score: Raw -495715.364440 + Penalty 3144.583004 = -492570.781436 nChanged 542 SP:Iteration 4F (1326.787126 sec): 3 clusters Score: Raw -496147.272123 + Penalty 3144.583004 = -493002.689119 nChanged 483 SP:Iteration 5F (1326.862233 sec): 3 clusters Score: Raw -496457.091208 + Penalty 3144.583004 = -493312.508204 nChanged 356 SP:Iteration 6Q (1326.967011 sec): 3 clusters Score: Raw -496659.325489 + Penalty 3144.583004 = -493514.742485 nChanged 276 SP:Iteration 7Q (1327.068780 sec): 3 clusters Score: Raw -496787.403115 + Penalty 3144.583004 = -493642.820110 nChanged 189 SP:Iteration 8Q (1327.167085 sec): 3 clusters Score: Raw -496864.706646 + Penalty 3144.583004 = -493720.123641 nChanged 161 SP:Iteration 9Q (1327.261164 sec): 3 clusters Score: Raw -496927.967964 + Penalty 3144.583004 = -493783.384959 nChanged 145 SP:Iteration 10Q (1327.359262 sec): 3 clusters Score: Raw -496986.242366 + Penalty 3144.583004 = -493841.659361 nChanged 144 SP:Iteration 11Q (1327.456679 sec): 3 clusters Score: Raw -497043.325497 + Penalty 3144.583004 = -493898.742493 nChanged 136 SP:Iteration 12Q (1327.556272 sec): 3 clusters Score: Raw -497097.294154 + Penalty 3144.583004 = -493952.711150 nChanged 126 SP:Iteration 13Q (1327.650310 sec): 3 clusters Score: Raw -497148.550980 + Penalty 3144.583004 = -494003.967976 nChanged 117 SP:Iteration 14Q (1327.746612 sec): 3 clusters Score: Raw -497201.259767 + Penalty 3144.583004 = -494056.676763 nChanged 130 SP:Iteration 15Q (1327.828323 sec): 3 clusters Score: Raw -497257.680109 + Penalty 3144.583004 = -494113.097104 nChanged 103 SP:Iteration 16Q (1327.942942 sec): 3 clusters Score: Raw -497292.860983 + Penalty 3144.583004 = -494148.277979 nChanged 98 SP:Iteration 17Q (1328.040081 sec): 3 clusters Score: Raw -497323.387531 + Penalty 3144.583004 = -494178.804527 nChanged 90 SP:Iteration 18Q (1328.134069 sec): 3 clusters Score: Raw -497353.006931 + Penalty 3144.583004 = -494208.423926 nChanged 88 SP:Iteration 19Q (1328.213085 sec): 3 clusters Score: Raw -497381.448108 + Penalty 3144.583004 = -494236.865104 nChanged 90 SP:Iteration 20F (1328.322059 sec): 3 clusters Score: Raw -497415.483082 + Penalty 3144.583004 = -494270.900077 nChanged 88 SP:Iteration 21Q (1328.418393 sec): 3 clusters Score: Raw -497447.173476 + Penalty 3144.583004 = -494302.590472 nChanged 82 SP:Iteration 22Q (1328.513896 sec): 3 clusters Score: Raw -497478.045848 + Penalty 3144.583004 = -494333.462844 nChanged 86 SP:Iteration 23Q (1328.601946 sec): 3 clusters Score: Raw -497506.803063 + Penalty 3144.583004 = -494362.220058 nChanged 84 SP:Iteration 24Q (1328.692497 sec): 3 clusters Score: Raw -497532.943115 + Penalty 3144.583004 = -494388.360111 nChanged 72 SP:Iteration 25Q (1328.798240 sec): 3 clusters Score: Raw -497556.726881 + Penalty 3144.583004 = -494412.143877 nChanged 78 SP:Iteration 26Q (1328.901286 sec): 3 clusters Score: Raw -497585.042357 + Penalty 3144.583004 = -494440.459353 nChanged 82 SP:Iteration 27Q (1328.996194 sec): 3 clusters Score: Raw -497617.111605 + Penalty 3144.583004 = -494472.528600 nChanged 77 SP:Iteration 28Q (1329.074080 sec): 3 clusters Score: Raw -497643.531539 + Penalty 3144.583004 = -494498.948535 nChanged 91 SP:Iteration 29Q (1329.167779 sec): 3 clusters Score: Raw -497681.487836 + Penalty 3144.583004 = -494536.904831 nChanged 110 SP:Iteration 30Q (1329.256175 sec): 3 clusters Score: Raw -497730.084782 + Penalty 3144.583004 = -494585.501777 nChanged 120 SP:Iteration 31Q (1329.351166 sec): 3 clusters Score: Raw -497772.768795 + Penalty 3144.583004 = -494628.185791 nChanged 97 SP:Iteration 32Q (1329.445249 sec): 3 clusters Score: Raw -497808.503036 + Penalty 3144.583004 = -494663.920031 nChanged 99 SP:Iteration 33Q (1329.543362 sec): 3 clusters Score: Raw -497847.744841 + Penalty 3144.583004 = -494703.161837 nChanged 91 SP:Iteration 34Q (1329.633972 sec): 3 clusters Score: Raw -497886.777619 + Penalty 3144.583004 = -494742.194614 nChanged 88 SP:Iteration 35Q (1329.729878 sec): 3 clusters Score: Raw -497927.634764 + Penalty 3144.583004 = -494783.051760 nChanged 88 SP:Iteration 36Q (1329.832139 sec): 3 clusters Score: Raw -497965.308204 + Penalty 3144.583004 = -494820.725199 nChanged 70 SP:Iteration 37Q (1329.910168 sec): 3 clusters Score: Raw -497991.345229 + Penalty 3144.583004 = -494846.762225 nChanged 59 SP:Iteration 38Q (1330.021304 sec): 3 clusters Score: Raw -498016.613080 + Penalty 3144.583004 = -494872.030076 nChanged 66 SP:Iteration 39Q (1330.114423 sec): 3 clusters Score: Raw -498046.663646 + Penalty 3144.583004 = -494902.080642 nChanged 57 SP:Iteration 40F (1330.215789 sec): 3 clusters Score: Raw -498066.873023 + Penalty 3144.583004 = -494922.290019 nChanged 40 SP:Iteration 41Q (1330.309939 sec): 3 clusters Score: Raw -498081.422961 + Penalty 3144.583004 = -494936.839956 nChanged 44 SP:Iteration 42Q (1330.408517 sec): 3 clusters Score: Raw -498097.656647 + Penalty 3144.583004 = -494953.073642 nChanged 25 SP:Iteration 43Q (1330.508203 sec): 3 clusters Score: Raw -498104.611116 + Penalty 3144.583004 = -494960.028111 nChanged 25 SP:Iteration 44Q (1330.588660 sec): 3 clusters Score: Raw -498110.345960 + Penalty 3144.583004 = -494965.762955 nChanged 18 SP:Iteration 45Q (1330.686209 sec): 3 clusters Score: Raw -498114.634339 + Penalty 3144.583004 = -494970.051335 nChanged 13 SP:Iteration 46Q (1330.778522 sec): 3 clusters Score: Raw -498116.594840 + Penalty 3144.583004 = -494972.011835 nChanged 6 SP:Iteration 47Q (1330.892045 sec): 3 clusters Score: Raw -498117.089160 + Penalty 3144.583004 = -494972.506156 nChanged 4 SP:Iteration 48Q (1330.982592 sec): 3 clusters Score: Raw -498117.653947 + Penalty 3144.583004 = -494973.070943 nChanged 2 SP:Iteration 49Q (1331.074624 sec): 3 clusters Score: Raw -498117.887049 + Penalty 3144.583004 = -494973.304045 nChanged 2 SP:Iteration 50Q (1331.158259 sec): 3 clusters Score: Raw -498118.131779 + Penalty 3144.583004 = -494973.548774 nChanged 1 SP:Iteration 51Q (1331.255126 sec): 3 clusters Score: Raw -498118.189704 + Penalty 3144.583004 = -494973.606699 nChanged 0 SP:Iteration 52F (1331.343179 sec): 3 clusters Score: Raw -498118.189704 + Penalty 3144.583004 = -494973.606699 nChanged 0 Iteration 219Q (1336.819833 sec): 35 clusters Score: Raw -11980102.027762 + Penalty 72919.712142 = -11907182.315619 nChanged 1570 Iteration 220F (1343.413060 sec): 35 clusters Score: Raw -11980732.040461 + Penalty 72919.712142 = -11907812.328318 nChanged 1202 Iteration 221Q (1347.810995 sec): 35 clusters Score: Raw -11980929.553942 + Penalty 72919.712142 = -11908009.841800 nChanged 627 Iteration 222Q (1352.160982 sec): 35 clusters Score: Raw -11981007.571813 + Penalty 72919.712142 = -11908087.859670 nChanged 459 Iteration 223Q (1357.251956 sec): 35 clusters Score: Raw -11981058.133049 + Penalty 72919.712142 = -11908138.420906 nChanged 365 Iteration 224Q (1361.630403 sec): 35 clusters Score: Raw -11981096.757902 + Penalty 72919.712142 = -11908177.045760 nChanged 314 Iteration 225Q (1366.011491 sec): 35 clusters Score: Raw -11981129.265043 + Penalty 72919.712142 = -11908209.552901 nChanged 260 Iteration 226Q (1370.331260 sec): 35 clusters Score: Raw -11981156.432951 + Penalty 72919.712142 = -11908236.720809 nChanged 235 Iteration 227Q (1375.133206 sec): 35 clusters Score: Raw -11981177.980365 + Penalty 72919.712142 = -11908258.268223 nChanged 219 Iteration 228Q (1380.191718 sec): 35 clusters Score: Raw -11981200.061522 + Penalty 72919.712142 = -11908280.349380 nChanged 239 Iteration 229Q (1384.907347 sec): 35 clusters Score: Raw -11981223.377587 + Penalty 72919.712142 = -11908303.665445 nChanged 223 Iteration 230Q (1389.641821 sec): 35 clusters Score: Raw -11981246.406831 + Penalty 72919.712142 = -11908326.694688 nChanged 200 Iteration 231Q (1394.080179 sec): 35 clusters Score: Raw -11981268.032323 + Penalty 72919.712142 = -11908348.320181 nChanged 199 Iteration 232Q (1398.693066 sec): 35 clusters Score: Raw -11981288.838107 + Penalty 72919.712142 = -11908369.125965 nChanged 202 Iteration 233Q (1403.319370 sec): 35 clusters Score: Raw -11981311.037700 + Penalty 72919.712142 = -11908391.325558 nChanged 194 Iteration 234Q (1407.874462 sec): 35 clusters Score: Raw -11981334.020356 + Penalty 72919.712142 = -11908414.308213 nChanged 178 Iteration 235Q (1412.584749 sec): 35 clusters Score: Raw -11981354.504671 + Penalty 72919.712142 = -11908434.792529 nChanged 163 Iteration 236Q (1417.402168 sec): 35 clusters Score: Raw -11981373.940505 + Penalty 72919.712142 = -11908454.228362 nChanged 153 Iteration 237Q (1422.030265 sec): 35 clusters Score: Raw -11981393.605367 + Penalty 72919.712142 = -11908473.893224 nChanged 156 Iteration 238Q (1426.809095 sec): 35 clusters Score: Raw -11981415.053999 + Penalty 72919.712142 = -11908495.341857 nChanged 142 Iteration 239Q (1431.024165 sec): 35 clusters Score: Raw -11981435.969879 + Penalty 72919.712142 = -11908516.257736 nChanged 145 Iteration 240F (1437.261017 sec): 35 clusters Score: Raw -11981455.888766 + Penalty 72919.712142 = -11908536.176624 nChanged 134 Iteration 241Q (1441.514598 sec): 35 clusters Score: Raw -11981473.973390 + Penalty 72919.712142 = -11908554.261248 nChanged 143 Iteration 242Q (1445.852978 sec): 35 clusters Score: Raw -11981492.412425 + Penalty 72919.712142 = -11908572.700283 nChanged 143 Iteration 243Q (1450.127017 sec): 35 clusters Score: Raw -11981511.950315 + Penalty 72919.712142 = -11908592.238173 nChanged 149 Iteration 244Q (1454.638298 sec): 35 clusters Score: Raw -11981537.167479 + Penalty 72919.712142 = -11908617.455337 nChanged 158 Iteration 245Q (1459.162846 sec): 35 clusters Score: Raw -11981562.124201 + Penalty 72919.712142 = -11908642.412058 nChanged 162 Iteration 246Q (1463.652492 sec): 35 clusters Score: Raw -11981590.292026 + Penalty 72919.712142 = -11908670.579884 nChanged 165 Iteration 247Q (1468.296112 sec): 35 clusters Score: Raw -11981620.226116 + Penalty 72919.712142 = -11908700.513974 nChanged 147 Iteration 248Q (1473.188537 sec): 35 clusters Score: Raw -11981648.519924 + Penalty 72919.712142 = -11908728.807782 nChanged 137 Iteration 249Q (1477.414244 sec): 35 clusters Score: Raw -11981681.671495 + Penalty 72919.712142 = -11908761.959353 nChanged 138 Iteration 250Q (1481.363035 sec): 35 clusters Score: Raw -11981711.349139 + Penalty 72919.712142 = -11908791.636997 nChanged 175 Iteration 251Q (1485.712279 sec): 35 clusters Score: Raw -11981754.403255 + Penalty 72919.712142 = -11908834.691113 nChanged 201 Iteration 252Q (1489.944827 sec): 35 clusters Score: Raw -11981790.426083 + Penalty 72919.712142 = -11908870.713941 nChanged 190 Iteration 253Q (1494.312972 sec): 35 clusters Score: Raw -11981829.555163 + Penalty 72919.712142 = -11908909.843021 nChanged 201 Iteration 254Q (1498.835269 sec): 35 clusters Score: Raw -11981879.009440 + Penalty 72919.712142 = -11908959.297298 nChanged 199 Iteration 255Q (1503.795347 sec): 35 clusters Score: Raw -11981929.345647 + Penalty 72919.712142 = -11909009.633504 nChanged 217 Iteration 256Q (1508.467278 sec): 35 clusters Score: Raw -11981978.414023 + Penalty 72919.712142 = -11909058.701881 nChanged 217 Iteration 257Q (1513.189669 sec): 35 clusters Score: Raw -11982028.564213 + Penalty 72919.712142 = -11909108.852071 nChanged 222 Iteration 258Q (1517.875131 sec): 35 clusters Score: Raw -11982075.862339 + Penalty 72919.712142 = -11909156.150196 nChanged 195 Writing temp clu file Because OldScore, -11909108.852071, is greater than current (better) Score,-11909156.150196 Compute initial score before splitting: Score: Raw -11982075.862339 + Penalty 72919.712142 = -11909156.150196 Trying to split cluster 1 (4688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1518.095773 sec): 2 clusters Score: Raw -290030.362918 + Penalty 1483.459614 = -288546.903304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1518.216187 sec): 3 clusters Score: Raw -287722.288805 + Penalty 2966.919227 = -284755.369577 nChanged 1868 SP:Iteration 1F (1518.304581 sec): 3 clusters Score: Raw -288929.230642 + Penalty 2966.919227 = -285962.311414 nChanged 393 SP:Iteration 2F (1518.408820 sec): 3 clusters Score: Raw -289256.720164 + Penalty 2966.919227 = -286289.800937 nChanged 330 SP:Iteration 3F (1518.528297 sec): 3 clusters Score: Raw -289603.466870 + Penalty 2966.919227 = -286636.547643 nChanged 335 SP:Iteration 4F (1518.602403 sec): 3 clusters Score: Raw -290006.209974 + Penalty 2966.919227 = -287039.290747 nChanged 301 SP:Iteration 5F (1518.688457 sec): 3 clusters Score: Raw -290333.974382 + Penalty 2966.919227 = -287367.055155 nChanged 251 SP:Iteration 6F (1518.786525 sec): 3 clusters Score: Raw -290549.688271 + Penalty 2966.919227 = -287582.769043 nChanged 191 SP:Iteration 7Q (1518.864456 sec): 3 clusters Score: Raw -290709.390891 + Penalty 2966.919227 = -287742.471664 nChanged 154 SP:Iteration 8Q (1518.994113 sec): 3 clusters Score: Raw -290815.865281 + Penalty 2966.919227 = -287848.946054 nChanged 113 SP:Iteration 9Q (1519.077542 sec): 3 clusters Score: Raw -290881.561436 + Penalty 2966.919227 = -287914.642209 nChanged 85 SP:Iteration 10Q (1519.190427 sec): 3 clusters Score: Raw -290923.698087 + Penalty 2966.919227 = -287956.778860 nChanged 66 SP:Iteration 11Q (1519.279816 sec): 3 clusters Score: Raw -290957.023208 + Penalty 2966.919227 = -287990.103981 nChanged 51 SP:Iteration 12Q (1519.359855 sec): 3 clusters Score: Raw -290977.769299 + Penalty 2966.919227 = -288010.850072 nChanged 33 SP:Iteration 13Q (1519.466736 sec): 3 clusters Score: Raw -290987.762017 + Penalty 2966.919227 = -288020.842790 nChanged 20 SP:Iteration 14Q (1519.557506 sec): 3 clusters Score: Raw -290993.345099 + Penalty 2966.919227 = -288026.425871 nChanged 14 SP:Iteration 15Q (1519.670131 sec): 3 clusters Score: Raw -290997.613766 + Penalty 2966.919227 = -288030.694538 nChanged 12 SP:Iteration 16Q (1519.775858 sec): 3 clusters Score: Raw -291000.923303 + Penalty 2966.919227 = -288034.004076 nChanged 9 SP:Iteration 17Q (1519.907873 sec): 3 clusters Score: Raw -291003.199009 + Penalty 2966.919227 = -288036.279782 nChanged 13 SP:Iteration 18Q (1520.002328 sec): 3 clusters Score: Raw -291007.966611 + Penalty 2966.919227 = -288041.047384 nChanged 21 SP:Iteration 19Q (1520.104407 sec): 3 clusters Score: Raw -291015.653820 + Penalty 2966.919227 = -288048.734593 nChanged 12 SP:Iteration 20F (1520.216719 sec): 3 clusters Score: Raw -291019.885772 + Penalty 2966.919227 = -288052.966544 nChanged 12 SP:Iteration 21Q (1520.305191 sec): 3 clusters Score: Raw -291023.556416 + Penalty 2966.919227 = -288056.637189 nChanged 12 SP:Iteration 22Q (1520.412783 sec): 3 clusters Score: Raw -291027.660571 + Penalty 2966.919227 = -288060.741344 nChanged 14 SP:Iteration 23Q (1520.530606 sec): 3 clusters Score: Raw -291032.655520 + Penalty 2966.919227 = -288065.736292 nChanged 17 SP:Iteration 24Q (1520.635451 sec): 3 clusters Score: Raw -291037.963707 + Penalty 2966.919227 = -288071.044480 nChanged 19 SP:Iteration 25Q (1520.733820 sec): 3 clusters Score: Raw -291042.050086 + Penalty 2966.919227 = -288075.130858 nChanged 9 SP:Iteration 26Q (1520.825780 sec): 3 clusters Score: Raw -291044.403529 + Penalty 2966.919227 = -288077.484302 nChanged 8 SP:Iteration 27Q (1520.901976 sec): 3 clusters Score: Raw -291046.185828 + Penalty 2966.919227 = -288079.266601 nChanged 8 SP:Iteration 28Q (1520.995385 sec): 3 clusters Score: Raw -291048.899969 + Penalty 2966.919227 = -288081.980741 nChanged 6 SP:Iteration 29Q (1521.111886 sec): 3 clusters Score: Raw -291050.937479 + Penalty 2966.919227 = -288084.018251 nChanged 5 SP:Iteration 30Q (1521.195587 sec): 3 clusters Score: Raw -291052.133743 + Penalty 2966.919227 = -288085.214516 nChanged 5 SP:Iteration 31Q (1521.301040 sec): 3 clusters Score: Raw -291052.837116 + Penalty 2966.919227 = -288085.917889 nChanged 2 SP:Iteration 32Q (1521.409499 sec): 3 clusters Score: Raw -291053.092162 + Penalty 2966.919227 = -288086.172934 nChanged 2 SP:Iteration 33Q (1521.513356 sec): 3 clusters Score: Raw -291053.291232 + Penalty 2966.919227 = -288086.372004 nChanged 3 SP:Iteration 34Q (1521.594327 sec): 3 clusters Score: Raw -291054.093556 + Penalty 2966.919227 = -288087.174329 nChanged 3 SP:Iteration 35Q (1521.708420 sec): 3 clusters Score: Raw -291054.570560 + Penalty 2966.919227 = -288087.651333 nChanged 3 SP:Iteration 36Q (1521.800901 sec): 3 clusters Score: Raw -291055.329857 + Penalty 2966.919227 = -288088.410630 nChanged 2 SP:Iteration 37Q (1521.895040 sec): 3 clusters Score: Raw -291055.629316 + Penalty 2966.919227 = -288088.710089 nChanged 0 SP:Iteration 38F (1522.019947 sec): 3 clusters Score: Raw -291055.629316 + Penalty 2966.919227 = -288088.710089 nChanged 0 Trying to split cluster 2 (4257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1522.086855 sec): 2 clusters Score: Raw -222112.670985 + Penalty 1466.534154 = -220646.136831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1522.197604 sec): 3 clusters Score: Raw -220045.231845 + Penalty 2933.068308 = -217112.163537 nChanged 1708 SP:Iteration 1F (1522.306697 sec): 3 clusters Score: Raw -221298.196205 + Penalty 2933.068308 = -218365.127897 nChanged 371 SP:Iteration 2F (1522.396219 sec): 3 clusters Score: Raw -221611.316300 + Penalty 2933.068308 = -218678.247992 nChanged 278 SP:Iteration 3F (1522.515605 sec): 3 clusters Score: Raw -221813.771797 + Penalty 2933.068308 = -218880.703489 nChanged 220 SP:Iteration 4F (1522.606434 sec): 3 clusters Score: Raw -221984.041412 + Penalty 2933.068308 = -219050.973104 nChanged 175 SP:Iteration 5Q (1522.717094 sec): 3 clusters Score: Raw -222122.729223 + Penalty 2933.068308 = -219189.660915 nChanged 178 SP:Iteration 6Q (1522.796565 sec): 3 clusters Score: Raw -222263.203363 + Penalty 2933.068308 = -219330.135055 nChanged 158 SP:Iteration 7Q (1522.933323 sec): 3 clusters Score: Raw -222379.275660 + Penalty 2933.068308 = -219446.207352 nChanged 141 SP:Iteration 8Q (1523.033599 sec): 3 clusters Score: Raw -222460.941659 + Penalty 2933.068308 = -219527.873351 nChanged 100 SP:Iteration 9Q (1523.140207 sec): 3 clusters Score: Raw -222529.593715 + Penalty 2933.068308 = -219596.525407 nChanged 107 SP:Iteration 10Q (1523.234567 sec): 3 clusters Score: Raw -222605.268964 + Penalty 2933.068308 = -219672.200656 nChanged 91 SP:Iteration 11Q (1523.318882 sec): 3 clusters Score: Raw -222669.918504 + Penalty 2933.068308 = -219736.850196 nChanged 88 SP:Iteration 12Q (1523.459405 sec): 3 clusters Score: Raw -222731.400045 + Penalty 2933.068308 = -219798.331737 nChanged 76 SP:Iteration 13Q (1523.538086 sec): 3 clusters Score: Raw -222786.716242 + Penalty 2933.068308 = -219853.647934 nChanged 70 SP:Iteration 14Q (1523.647283 sec): 3 clusters Score: Raw -222830.046291 + Penalty 2933.068308 = -219896.977983 nChanged 64 SP:Iteration 15Q (1523.732447 sec): 3 clusters Score: Raw -222869.159099 + Penalty 2933.068308 = -219936.090791 nChanged 65 SP:Iteration 16Q (1523.827803 sec): 3 clusters Score: Raw -222906.520463 + Penalty 2933.068308 = -219973.452155 nChanged 38 SP:Iteration 17Q (1523.931564 sec): 3 clusters Score: Raw -222924.844058 + Penalty 2933.068308 = -219991.775750 nChanged 29 SP:Iteration 18Q (1524.040757 sec): 3 clusters Score: Raw -222938.759780 + Penalty 2933.068308 = -220005.691472 nChanged 33 SP:Iteration 19Q (1524.156645 sec): 3 clusters Score: Raw -222953.714079 + Penalty 2933.068308 = -220020.645771 nChanged 24 SP:Iteration 20F (1524.288702 sec): 3 clusters Score: Raw -222966.229695 + Penalty 2933.068308 = -220033.161387 nChanged 16 SP:Iteration 21Q (1524.412103 sec): 3 clusters Score: Raw -222975.052720 + Penalty 2933.068308 = -220041.984412 nChanged 16 SP:Iteration 22Q (1524.453488 sec): 3 clusters Score: Raw -222980.397200 + Penalty 2933.068308 = -220047.328892 nChanged 11 SP:Iteration 23Q (1524.495616 sec): 3 clusters Score: Raw -222984.224227 + Penalty 2933.068308 = -220051.155919 nChanged 6 SP:Iteration 24Q (1524.538053 sec): 3 clusters Score: Raw -222985.663964 + Penalty 2933.068308 = -220052.595656 nChanged 3 SP:Iteration 25Q (1524.580359 sec): 3 clusters Score: Raw -222987.437897 + Penalty 2933.068308 = -220054.369589 nChanged 3 SP:Iteration 26Q (1524.669259 sec): 3 clusters Score: Raw -222988.347982 + Penalty 2933.068308 = -220055.279674 nChanged 7 SP:Iteration 27Q (1524.721560 sec): 3 clusters Score: Raw -222989.298009 + Penalty 2933.068308 = -220056.229701 nChanged 4 SP:Iteration 28Q (1524.763668 sec): 3 clusters Score: Raw -222990.443138 + Penalty 2933.068308 = -220057.374830 nChanged 1 SP:Iteration 29Q (1524.805720 sec): 3 clusters Score: Raw -222990.514289 + Penalty 2933.068308 = -220057.445981 nChanged 0 SP:Iteration 30F (1524.847386 sec): 3 clusters Score: Raw -222990.514289 + Penalty 2933.068308 = -220057.445981 nChanged 0 Trying to split cluster 3 (6217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1524.922193 sec): 2 clusters Score: Raw -392063.895994 + Penalty 1533.000003 = -390530.895991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1525.048764 sec): 3 clusters Score: Raw -388747.361710 + Penalty 3066.000007 = -385681.361704 nChanged 2638 SP:Iteration 1F (1525.176709 sec): 3 clusters Score: Raw -390460.266068 + Penalty 3066.000007 = -387394.266061 nChanged 584 SP:Iteration 2F (1525.302244 sec): 3 clusters Score: Raw -390878.299791 + Penalty 3066.000007 = -387812.299784 nChanged 437 SP:Iteration 3F (1525.402915 sec): 3 clusters Score: Raw -391187.195487 + Penalty 3066.000007 = -388121.195480 nChanged 375 SP:Iteration 4F (1525.536589 sec): 3 clusters Score: Raw -391446.661769 + Penalty 3066.000007 = -388380.661762 nChanged 295 SP:Iteration 5Q (1525.649132 sec): 3 clusters Score: Raw -391613.001611 + Penalty 3066.000007 = -388547.001604 nChanged 229 SP:Iteration 6Q (1525.776743 sec): 3 clusters Score: Raw -391737.787109 + Penalty 3066.000007 = -388671.787102 nChanged 176 SP:Iteration 7Q (1525.883974 sec): 3 clusters Score: Raw -391811.612941 + Penalty 3066.000007 = -388745.612935 nChanged 126 SP:Iteration 8Q (1526.017952 sec): 3 clusters Score: Raw -391865.702038 + Penalty 3066.000007 = -388799.702031 nChanged 102 SP:Iteration 9Q (1526.107636 sec): 3 clusters Score: Raw -391909.002363 + Penalty 3066.000007 = -388843.002356 nChanged 102 SP:Iteration 10Q (1526.214938 sec): 3 clusters Score: Raw -391957.522516 + Penalty 3066.000007 = -388891.522510 nChanged 104 SP:Iteration 11Q (1526.344755 sec): 3 clusters Score: Raw -392006.151425 + Penalty 3066.000007 = -388940.151418 nChanged 117 SP:Iteration 12Q (1526.450108 sec): 3 clusters Score: Raw -392058.718925 + Penalty 3066.000007 = -388992.718918 nChanged 88 SP:Iteration 13Q (1526.563886 sec): 3 clusters Score: Raw -392094.986054 + Penalty 3066.000007 = -389028.986048 nChanged 79 SP:Iteration 14Q (1526.659180 sec): 3 clusters Score: Raw -392127.827861 + Penalty 3066.000007 = -389061.827854 nChanged 73 SP:Iteration 15Q (1526.762903 sec): 3 clusters Score: Raw -392156.125814 + Penalty 3066.000007 = -389090.125807 nChanged 65 SP:Iteration 16Q (1526.878713 sec): 3 clusters Score: Raw -392181.326609 + Penalty 3066.000007 = -389115.326602 nChanged 54 SP:Iteration 17Q (1527.001396 sec): 3 clusters Score: Raw -392198.868834 + Penalty 3066.000007 = -389132.868827 nChanged 52 SP:Iteration 18Q (1527.108534 sec): 3 clusters Score: Raw -392212.670888 + Penalty 3066.000007 = -389146.670881 nChanged 46 SP:Iteration 19Q (1527.198229 sec): 3 clusters Score: Raw -392226.224738 + Penalty 3066.000007 = -389160.224731 nChanged 37 SP:Iteration 20F (1527.328870 sec): 3 clusters Score: Raw -392236.329692 + Penalty 3066.000007 = -389170.329685 nChanged 32 SP:Iteration 21Q (1527.419907 sec): 3 clusters Score: Raw -392247.062353 + Penalty 3066.000007 = -389181.062347 nChanged 37 SP:Iteration 22Q (1527.556990 sec): 3 clusters Score: Raw -392256.177521 + Penalty 3066.000007 = -389190.177514 nChanged 23 SP:Iteration 23Q (1527.651020 sec): 3 clusters Score: Raw -392263.411071 + Penalty 3066.000007 = -389197.411064 nChanged 29 SP:Iteration 24Q (1527.750894 sec): 3 clusters Score: Raw -392270.738777 + Penalty 3066.000007 = -389204.738770 nChanged 20 SP:Iteration 25Q (1527.868517 sec): 3 clusters Score: Raw -392276.620629 + Penalty 3066.000007 = -389210.620622 nChanged 22 SP:Iteration 26Q (1528.002512 sec): 3 clusters Score: Raw -392283.847298 + Penalty 3066.000007 = -389217.847291 nChanged 25 SP:Iteration 27Q (1528.118604 sec): 3 clusters Score: Raw -392290.873823 + Penalty 3066.000007 = -389224.873817 nChanged 23 SP:Iteration 28Q (1528.238254 sec): 3 clusters Score: Raw -392296.848424 + Penalty 3066.000007 = -389230.848417 nChanged 21 SP:Iteration 29Q (1528.366169 sec): 3 clusters Score: Raw -392303.187726 + Penalty 3066.000007 = -389237.187719 nChanged 21 SP:Iteration 30Q (1528.448123 sec): 3 clusters Score: Raw -392307.371699 + Penalty 3066.000007 = -389241.371692 nChanged 11 SP:Iteration 31Q (1528.546462 sec): 3 clusters Score: Raw -392309.845737 + Penalty 3066.000007 = -389243.845730 nChanged 11 SP:Iteration 32Q (1528.657957 sec): 3 clusters Score: Raw -392311.786267 + Penalty 3066.000007 = -389245.786260 nChanged 12 SP:Iteration 33Q (1528.777113 sec): 3 clusters Score: Raw -392314.313691 + Penalty 3066.000007 = -389248.313684 nChanged 14 SP:Iteration 34Q (1528.886709 sec): 3 clusters Score: Raw -392316.895057 + Penalty 3066.000007 = -389250.895051 nChanged 12 SP:Iteration 35Q (1529.002953 sec): 3 clusters Score: Raw -392318.922131 + Penalty 3066.000007 = -389252.922125 nChanged 11 SP:Iteration 36Q (1529.105975 sec): 3 clusters Score: Raw -392320.790716 + Penalty 3066.000007 = -389254.790709 nChanged 12 SP:Iteration 37Q (1529.226518 sec): 3 clusters Score: Raw -392323.583068 + Penalty 3066.000007 = -389257.583062 nChanged 6 SP:Iteration 38Q (1529.345588 sec): 3 clusters Score: Raw -392324.689423 + Penalty 3066.000007 = -389258.689416 nChanged 9 SP:Iteration 39Q (1529.452761 sec): 3 clusters Score: Raw -392326.458082 + Penalty 3066.000007 = -389260.458076 nChanged 12 SP:Iteration 40F (1529.561245 sec): 3 clusters Score: Raw -392328.965376 + Penalty 3066.000007 = -389262.965370 nChanged 11 SP:Iteration 41Q (1529.650494 sec): 3 clusters Score: Raw -392331.638346 + Penalty 3066.000007 = -389265.638339 nChanged 14 SP:Iteration 42Q (1529.739815 sec): 3 clusters Score: Raw -392334.487692 + Penalty 3066.000007 = -389268.487686 nChanged 6 SP:Iteration 43Q (1529.871219 sec): 3 clusters Score: Raw -392336.228392 + Penalty 3066.000007 = -389270.228385 nChanged 7 SP:Iteration 44Q (1529.991494 sec): 3 clusters Score: Raw -392338.773932 + Penalty 3066.000007 = -389272.773926 nChanged 15 SP:Iteration 45Q (1530.090589 sec): 3 clusters Score: Raw -392341.324888 + Penalty 3066.000007 = -389275.324882 nChanged 8 SP:Iteration 46Q (1530.199027 sec): 3 clusters Score: Raw -392342.680213 + Penalty 3066.000007 = -389276.680207 nChanged 8 SP:Iteration 47Q (1530.320469 sec): 3 clusters Score: Raw -392344.311688 + Penalty 3066.000007 = -389278.311681 nChanged 9 SP:Iteration 48Q (1530.447324 sec): 3 clusters Score: Raw -392346.130732 + Penalty 3066.000007 = -389280.130725 nChanged 9 SP:Iteration 49Q (1530.575382 sec): 3 clusters Score: Raw -392347.663622 + Penalty 3066.000007 = -389281.663615 nChanged 8 SP:Iteration 50Q (1530.706145 sec): 3 clusters Score: Raw -392348.568579 + Penalty 3066.000007 = -389282.568572 nChanged 4 SP:Iteration 51Q (1530.836591 sec): 3 clusters Score: Raw -392349.107558 + Penalty 3066.000007 = -389283.107551 nChanged 3 SP:Iteration 52Q (1530.989927 sec): 3 clusters Score: Raw -392349.790238 + Penalty 3066.000007 = -389283.790231 nChanged 4 SP:Iteration 53Q (1531.085096 sec): 3 clusters Score: Raw -392350.517719 + Penalty 3066.000007 = -389284.517712 nChanged 5 SP:Iteration 54Q (1531.199083 sec): 3 clusters Score: Raw -392351.122712 + Penalty 3066.000007 = -389285.122705 nChanged 3 SP:Iteration 55Q (1531.335895 sec): 3 clusters Score: Raw -392351.430668 + Penalty 3066.000007 = -389285.430661 nChanged 2 SP:Iteration 56Q (1531.471550 sec): 3 clusters Score: Raw -392351.732010 + Penalty 3066.000007 = -389285.732004 nChanged 1 SP:Iteration 57Q (1531.606424 sec): 3 clusters Score: Raw -392351.911590 + Penalty 3066.000007 = -389285.911583 nChanged 1 SP:Iteration 58Q (1531.732158 sec): 3 clusters Score: Raw -392352.116431 + Penalty 3066.000007 = -389286.116425 nChanged 0 SP:Iteration 59F (1531.859654 sec): 3 clusters Score: Raw -392352.116431 + Penalty 3066.000007 = -389286.116425 nChanged 0 Trying to split cluster 4 (3901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1531.928290 sec): 2 clusters Score: Raw -230989.485517 + Penalty 1451.207431 = -229538.278086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1532.082881 sec): 3 clusters Score: Raw -229102.582880 + Penalty 2902.414862 = -226200.168019 nChanged 1521 SP:Iteration 1F (1532.207419 sec): 3 clusters Score: Raw -230056.178537 + Penalty 2902.414862 = -227153.763675 nChanged 315 SP:Iteration 2F (1532.338687 sec): 3 clusters Score: Raw -230298.138321 + Penalty 2902.414862 = -227395.723460 nChanged 244 SP:Iteration 3F (1532.473117 sec): 3 clusters Score: Raw -230500.643039 + Penalty 2902.414862 = -227598.228177 nChanged 222 SP:Iteration 4F (1532.592466 sec): 3 clusters Score: Raw -230663.002501 + Penalty 2902.414862 = -227760.587640 nChanged 175 SP:Iteration 5Q (1532.710846 sec): 3 clusters Score: Raw -230775.737857 + Penalty 2902.414862 = -227873.322995 nChanged 132 SP:Iteration 6Q (1532.810147 sec): 3 clusters Score: Raw -230860.662016 + Penalty 2902.414862 = -227958.247154 nChanged 110 SP:Iteration 7Q (1532.909417 sec): 3 clusters Score: Raw -230925.900855 + Penalty 2902.414862 = -228023.485993 nChanged 108 SP:Iteration 8Q (1533.041031 sec): 3 clusters Score: Raw -230989.343987 + Penalty 2902.414862 = -228086.929125 nChanged 90 SP:Iteration 9Q (1533.154908 sec): 3 clusters Score: Raw -231038.468153 + Penalty 2902.414862 = -228136.053292 nChanged 78 SP:Iteration 10Q (1533.258982 sec): 3 clusters Score: Raw -231077.641700 + Penalty 2902.414862 = -228175.226839 nChanged 60 SP:Iteration 11Q (1533.378646 sec): 3 clusters Score: Raw -231108.623862 + Penalty 2902.414862 = -228206.209001 nChanged 59 SP:Iteration 12Q (1533.495403 sec): 3 clusters Score: Raw -231139.029451 + Penalty 2902.414862 = -228236.614589 nChanged 52 SP:Iteration 13Q (1533.598973 sec): 3 clusters Score: Raw -231167.995129 + Penalty 2902.414862 = -228265.580267 nChanged 56 SP:Iteration 14Q (1533.688991 sec): 3 clusters Score: Raw -231207.988245 + Penalty 2902.414862 = -228305.573383 nChanged 62 SP:Iteration 15Q (1533.808693 sec): 3 clusters Score: Raw -231253.322094 + Penalty 2902.414862 = -228350.907232 nChanged 67 SP:Iteration 16Q (1533.903753 sec): 3 clusters Score: Raw -231312.868072 + Penalty 2902.414862 = -228410.453211 nChanged 73 SP:Iteration 17Q (1534.034632 sec): 3 clusters Score: Raw -231373.984043 + Penalty 2902.414862 = -228471.569182 nChanged 70 SP:Iteration 18Q (1534.120498 sec): 3 clusters Score: Raw -231440.196314 + Penalty 2902.414862 = -228537.781453 nChanged 70 SP:Iteration 19Q (1534.254168 sec): 3 clusters Score: Raw -231492.114259 + Penalty 2902.414862 = -228589.699398 nChanged 71 SP:Iteration 20F (1534.361422 sec): 3 clusters Score: Raw -231552.202854 + Penalty 2902.414862 = -228649.787992 nChanged 65 SP:Iteration 21Q (1534.477944 sec): 3 clusters Score: Raw -231607.683986 + Penalty 2902.414862 = -228705.269125 nChanged 49 SP:Iteration 22Q (1534.587612 sec): 3 clusters Score: Raw -231644.965307 + Penalty 2902.414862 = -228742.550445 nChanged 51 SP:Iteration 23Q (1534.689800 sec): 3 clusters Score: Raw -231674.905747 + Penalty 2902.414862 = -228772.490886 nChanged 45 SP:Iteration 24Q (1534.816598 sec): 3 clusters Score: Raw -231703.421510 + Penalty 2902.414862 = -228801.006648 nChanged 41 SP:Iteration 25Q (1534.915153 sec): 3 clusters Score: Raw -231730.350715 + Penalty 2902.414862 = -228827.935854 nChanged 34 SP:Iteration 26Q (1535.024823 sec): 3 clusters Score: Raw -231753.121751 + Penalty 2902.414862 = -228850.706890 nChanged 32 SP:Iteration 27Q (1535.132250 sec): 3 clusters Score: Raw -231774.793542 + Penalty 2902.414862 = -228872.378681 nChanged 29 SP:Iteration 28Q (1535.239044 sec): 3 clusters Score: Raw -231792.063051 + Penalty 2902.414862 = -228889.648190 nChanged 36 SP:Iteration 29Q (1535.326949 sec): 3 clusters Score: Raw -231822.969443 + Penalty 2902.414862 = -228920.554581 nChanged 48 SP:Iteration 30Q (1535.433690 sec): 3 clusters Score: Raw -231883.443000 + Penalty 2902.414862 = -228981.028139 nChanged 46 SP:Iteration 31Q (1535.539088 sec): 3 clusters Score: Raw -231929.547891 + Penalty 2902.414862 = -229027.133029 nChanged 48 SP:Iteration 32Q (1535.639958 sec): 3 clusters Score: Raw -231957.261063 + Penalty 2902.414862 = -229054.846201 nChanged 29 SP:Iteration 33Q (1535.723757 sec): 3 clusters Score: Raw -231973.165082 + Penalty 2902.414862 = -229070.750221 nChanged 26 SP:Iteration 34Q (1535.825966 sec): 3 clusters Score: Raw -231991.814728 + Penalty 2902.414862 = -229089.399866 nChanged 27 SP:Iteration 35Q (1535.909088 sec): 3 clusters Score: Raw -232011.566154 + Penalty 2902.414862 = -229109.151293 nChanged 29 SP:Iteration 36Q (1535.995353 sec): 3 clusters Score: Raw -232027.538208 + Penalty 2902.414862 = -229125.123346 nChanged 31 SP:Iteration 37Q (1536.082129 sec): 3 clusters Score: Raw -232044.931516 + Penalty 2902.414862 = -229142.516654 nChanged 34 SP:Iteration 38Q (1536.174600 sec): 3 clusters Score: Raw -232072.633604 + Penalty 2902.414862 = -229170.218742 nChanged 35 SP:Iteration 39Q (1536.270089 sec): 3 clusters Score: Raw -232097.401897 + Penalty 2902.414862 = -229194.987036 nChanged 36 SP:Iteration 40F (1536.358947 sec): 3 clusters Score: Raw -232136.831249 + Penalty 2902.414862 = -229234.416388 nChanged 36 SP:Iteration 41Q (1536.431340 sec): 3 clusters Score: Raw -232161.416934 + Penalty 2902.414862 = -229259.002073 nChanged 33 SP:Iteration 42Q (1536.531224 sec): 3 clusters Score: Raw -232178.492468 + Penalty 2902.414862 = -229276.077606 nChanged 24 SP:Iteration 43Q (1536.620015 sec): 3 clusters Score: Raw -232190.328220 + Penalty 2902.414862 = -229287.913358 nChanged 19 SP:Iteration 44Q (1536.715608 sec): 3 clusters Score: Raw -232198.623438 + Penalty 2902.414862 = -229296.208577 nChanged 18 SP:Iteration 45Q (1536.804656 sec): 3 clusters Score: Raw -232206.844929 + Penalty 2902.414862 = -229304.430067 nChanged 22 SP:Iteration 46Q (1536.891592 sec): 3 clusters Score: Raw -232218.645455 + Penalty 2902.414862 = -229316.230594 nChanged 18 SP:Iteration 47Q (1536.982581 sec): 3 clusters Score: Raw -232228.780752 + Penalty 2902.414862 = -229326.365891 nChanged 23 SP:Iteration 48Q (1537.069400 sec): 3 clusters Score: Raw -232236.625120 + Penalty 2902.414862 = -229334.210258 nChanged 13 SP:Iteration 49Q (1537.138204 sec): 3 clusters Score: Raw -232242.309038 + Penalty 2902.414862 = -229339.894176 nChanged 15 SP:Iteration 50Q (1537.243166 sec): 3 clusters Score: Raw -232247.525892 + Penalty 2902.414862 = -229345.111031 nChanged 11 SP:Iteration 51Q (1537.330351 sec): 3 clusters Score: Raw -232251.895363 + Penalty 2902.414862 = -229349.480501 nChanged 7 SP:Iteration 52Q (1537.414041 sec): 3 clusters Score: Raw -232254.196843 + Penalty 2902.414862 = -229351.781982 nChanged 8 SP:Iteration 53Q (1537.505021 sec): 3 clusters Score: Raw -232256.314591 + Penalty 2902.414862 = -229353.899729 nChanged 7 SP:Iteration 54Q (1537.576049 sec): 3 clusters Score: Raw -232258.213562 + Penalty 2902.414862 = -229355.798700 nChanged 5 SP:Iteration 55Q (1537.664054 sec): 3 clusters Score: Raw -232259.480003 + Penalty 2902.414862 = -229357.065141 nChanged 1 SP:Iteration 56Q (1537.755252 sec): 3 clusters Score: Raw -232259.627933 + Penalty 2902.414862 = -229357.213072 nChanged 0 SP:Iteration 57F (1537.844040 sec): 3 clusters Score: Raw -232259.627933 + Penalty 2902.414862 = -229357.213072 nChanged 0 Trying to split cluster 5 (5160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1537.912781 sec): 2 clusters Score: Raw -340070.007918 + Penalty 1500.295421 = -338569.712497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1538.003903 sec): 3 clusters Score: Raw -337373.724533 + Penalty 3000.590842 = -334373.133690 nChanged 2104 SP:Iteration 1F (1538.092418 sec): 3 clusters Score: Raw -338614.697408 + Penalty 3000.590842 = -335614.106566 nChanged 434 SP:Iteration 2F (1538.187892 sec): 3 clusters Score: Raw -339012.069130 + Penalty 3000.590842 = -336011.478288 nChanged 390 SP:Iteration 3F (1538.263909 sec): 3 clusters Score: Raw -339342.945988 + Penalty 3000.590842 = -336342.355146 nChanged 330 SP:Iteration 4F (1538.351455 sec): 3 clusters Score: Raw -339632.233747 + Penalty 3000.590842 = -336631.642905 nChanged 294 SP:Iteration 5F (1538.444456 sec): 3 clusters Score: Raw -339854.581591 + Penalty 3000.590842 = -336853.990749 nChanged 245 SP:Iteration 6Q (1538.543269 sec): 3 clusters Score: Raw -340016.754305 + Penalty 3000.590842 = -337016.163463 nChanged 203 SP:Iteration 7Q (1538.632913 sec): 3 clusters Score: Raw -340150.398455 + Penalty 3000.590842 = -337149.807613 nChanged 180 SP:Iteration 8Q (1538.732033 sec): 3 clusters Score: Raw -340256.067674 + Penalty 3000.590842 = -337255.476832 nChanged 121 SP:Iteration 9Q (1538.836621 sec): 3 clusters Score: Raw -340315.158289 + Penalty 3000.590842 = -337314.567447 nChanged 105 SP:Iteration 10Q (1538.925540 sec): 3 clusters Score: Raw -340357.605891 + Penalty 3000.590842 = -337357.015049 nChanged 86 SP:Iteration 11Q (1539.025118 sec): 3 clusters Score: Raw -340389.075537 + Penalty 3000.590842 = -337388.484695 nChanged 70 SP:Iteration 12Q (1539.115357 sec): 3 clusters Score: Raw -340411.621753 + Penalty 3000.590842 = -337411.030911 nChanged 57 SP:Iteration 13Q (1539.210678 sec): 3 clusters Score: Raw -340434.136560 + Penalty 3000.590842 = -337433.545717 nChanged 44 SP:Iteration 14Q (1539.297242 sec): 3 clusters Score: Raw -340447.562135 + Penalty 3000.590842 = -337446.971292 nChanged 38 SP:Iteration 15Q (1539.394085 sec): 3 clusters Score: Raw -340457.017527 + Penalty 3000.590842 = -337456.426685 nChanged 24 SP:Iteration 16Q (1539.487737 sec): 3 clusters Score: Raw -340462.836515 + Penalty 3000.590842 = -337462.245673 nChanged 20 SP:Iteration 17Q (1539.583259 sec): 3 clusters Score: Raw -340468.225437 + Penalty 3000.590842 = -337467.634594 nChanged 21 SP:Iteration 18Q (1539.678968 sec): 3 clusters Score: Raw -340473.266000 + Penalty 3000.590842 = -337472.675158 nChanged 12 SP:Iteration 19Q (1539.758954 sec): 3 clusters Score: Raw -340475.719805 + Penalty 3000.590842 = -337475.128963 nChanged 8 SP:Iteration 20F (1539.825581 sec): 3 clusters Score: Raw -340477.284975 + Penalty 3000.590842 = -337476.694133 nChanged 10 SP:Iteration 21Q (1539.906974 sec): 3 clusters Score: Raw -340479.557760 + Penalty 3000.590842 = -337478.966918 nChanged 16 SP:Iteration 22Q (1540.014437 sec): 3 clusters Score: Raw -340483.313635 + Penalty 3000.590842 = -337482.722793 nChanged 20 SP:Iteration 23Q (1540.113414 sec): 3 clusters Score: Raw -340488.359526 + Penalty 3000.590842 = -337487.768683 nChanged 15 SP:Iteration 24Q (1540.186624 sec): 3 clusters Score: Raw -340491.644863 + Penalty 3000.590842 = -337491.054021 nChanged 14 SP:Iteration 25Q (1540.290676 sec): 3 clusters Score: Raw -340495.321255 + Penalty 3000.590842 = -337494.730413 nChanged 16 SP:Iteration 26Q (1540.366219 sec): 3 clusters Score: Raw -340499.392812 + Penalty 3000.590842 = -337498.801969 nChanged 18 SP:Iteration 27Q (1540.479991 sec): 3 clusters Score: Raw -340503.549319 + Penalty 3000.590842 = -337502.958477 nChanged 14 SP:Iteration 28Q (1540.572586 sec): 3 clusters Score: Raw -340507.179610 + Penalty 3000.590842 = -337506.588767 nChanged 18 SP:Iteration 29Q (1540.647893 sec): 3 clusters Score: Raw -340511.280043 + Penalty 3000.590842 = -337510.689201 nChanged 20 SP:Iteration 30Q (1540.757783 sec): 3 clusters Score: Raw -340516.051560 + Penalty 3000.590842 = -337515.460717 nChanged 26 SP:Iteration 31Q (1540.849245 sec): 3 clusters Score: Raw -340524.368275 + Penalty 3000.590842 = -337523.777433 nChanged 19 SP:Iteration 32Q (1540.939334 sec): 3 clusters Score: Raw -340530.377467 + Penalty 3000.590842 = -337529.786625 nChanged 26 SP:Iteration 33Q (1541.018687 sec): 3 clusters Score: Raw -340536.022883 + Penalty 3000.590842 = -337535.432040 nChanged 17 SP:Iteration 34Q (1541.129535 sec): 3 clusters Score: Raw -340541.020801 + Penalty 3000.590842 = -337540.429958 nChanged 22 SP:Iteration 35Q (1541.225285 sec): 3 clusters Score: Raw -340548.044202 + Penalty 3000.590842 = -337547.453360 nChanged 23 SP:Iteration 36Q (1541.297477 sec): 3 clusters Score: Raw -340556.039076 + Penalty 3000.590842 = -337555.448234 nChanged 24 SP:Iteration 37Q (1541.404313 sec): 3 clusters Score: Raw -340561.885650 + Penalty 3000.590842 = -337561.294808 nChanged 14 SP:Iteration 38Q (1541.477803 sec): 3 clusters Score: Raw -340565.765382 + Penalty 3000.590842 = -337565.174540 nChanged 13 SP:Iteration 39Q (1541.512097 sec): 3 clusters Score: Raw -340569.866749 + Penalty 3000.590842 = -337569.275907 nChanged 9 SP:Iteration 40F (1541.588367 sec): 3 clusters Score: Raw -340572.207834 + Penalty 3000.590842 = -337571.616992 nChanged 10 SP:Iteration 41Q (1541.622168 sec): 3 clusters Score: Raw -340574.562311 + Penalty 3000.590842 = -337573.971469 nChanged 8 SP:Iteration 42Q (1541.692893 sec): 3 clusters Score: Raw -340576.046825 + Penalty 3000.590842 = -337575.455982 nChanged 5 SP:Iteration 43Q (1541.726827 sec): 3 clusters Score: Raw -340577.262296 + Penalty 3000.590842 = -337576.671454 nChanged 5 SP:Iteration 44Q (1541.760646 sec): 3 clusters Score: Raw -340578.320526 + Penalty 3000.590842 = -337577.729684 nChanged 7 SP:Iteration 45Q (1541.837686 sec): 3 clusters Score: Raw -340579.469919 + Penalty 3000.590842 = -337578.879077 nChanged 5 SP:Iteration 46Q (1541.871553 sec): 3 clusters Score: Raw -340580.325124 + Penalty 3000.590842 = -337579.734281 nChanged 3 SP:Iteration 47Q (1541.905261 sec): 3 clusters Score: Raw -340580.881185 + Penalty 3000.590842 = -337580.290343 nChanged 3 SP:Iteration 48Q (1541.938996 sec): 3 clusters Score: Raw -340581.397422 + Penalty 3000.590842 = -337580.806580 nChanged 6 SP:Iteration 49Q (1541.972859 sec): 3 clusters Score: Raw -340582.593507 + Penalty 3000.590842 = -337582.002665 nChanged 3 SP:Iteration 50Q (1542.006695 sec): 3 clusters Score: Raw -340582.968486 + Penalty 3000.590842 = -337582.377644 nChanged 1 SP:Iteration 51Q (1542.062543 sec): 3 clusters Score: Raw -340583.192818 + Penalty 3000.590842 = -337582.601976 nChanged 3 SP:Iteration 52Q (1542.096585 sec): 3 clusters Score: Raw -340583.697666 + Penalty 3000.590842 = -337583.106824 nChanged 3 SP:Iteration 53Q (1542.130465 sec): 3 clusters Score: Raw -340583.979070 + Penalty 3000.590842 = -337583.388228 nChanged 2 SP:Iteration 54Q (1542.164365 sec): 3 clusters Score: Raw -340584.628688 + Penalty 3000.590842 = -337584.037846 nChanged 4 SP:Iteration 55Q (1542.198423 sec): 3 clusters Score: Raw -340585.013172 + Penalty 3000.590842 = -337584.422330 nChanged 3 SP:Iteration 56Q (1542.232403 sec): 3 clusters Score: Raw -340585.491675 + Penalty 3000.590842 = -337584.900832 nChanged 6 SP:Iteration 57Q (1542.266144 sec): 3 clusters Score: Raw -340586.672188 + Penalty 3000.590842 = -337586.081346 nChanged 4 SP:Iteration 58Q (1542.299858 sec): 3 clusters Score: Raw -340587.607849 + Penalty 3000.590842 = -337587.017007 nChanged 10 SP:Iteration 59Q (1542.333934 sec): 3 clusters Score: Raw -340589.950912 + Penalty 3000.590842 = -337589.360070 nChanged 10 SP:Iteration 60F (1542.367392 sec): 3 clusters Score: Raw -340592.778412 + Penalty 3000.590842 = -337592.187570 nChanged 12 SP:Iteration 61Q (1542.401129 sec): 3 clusters Score: Raw -340595.733293 + Penalty 3000.590842 = -337595.142450 nChanged 13 SP:Iteration 62Q (1542.434988 sec): 3 clusters Score: Raw -340597.980370 + Penalty 3000.590842 = -337597.389528 nChanged 10 SP:Iteration 63Q (1542.468943 sec): 3 clusters Score: Raw -340600.152796 + Penalty 3000.590842 = -337599.561954 nChanged 10 SP:Iteration 64Q (1542.502909 sec): 3 clusters Score: Raw -340602.411157 + Penalty 3000.590842 = -337601.820315 nChanged 10 SP:Iteration 65Q (1542.536668 sec): 3 clusters Score: Raw -340604.287505 + Penalty 3000.590842 = -337603.696663 nChanged 9 SP:Iteration 66Q (1542.570648 sec): 3 clusters Score: Raw -340607.142810 + Penalty 3000.590842 = -337606.551968 nChanged 11 SP:Iteration 67Q (1542.626586 sec): 3 clusters Score: Raw -340609.791649 + Penalty 3000.590842 = -337609.200806 nChanged 15 SP:Iteration 68Q (1542.660429 sec): 3 clusters Score: Raw -340613.124253 + Penalty 3000.590842 = -337612.533411 nChanged 12 SP:Iteration 69Q (1542.694228 sec): 3 clusters Score: Raw -340615.840623 + Penalty 3000.590842 = -337615.249781 nChanged 9 SP:Iteration 70Q (1542.727980 sec): 3 clusters Score: Raw -340617.686753 + Penalty 3000.590842 = -337617.095911 nChanged 8 SP:Iteration 71Q (1542.761986 sec): 3 clusters Score: Raw -340619.431166 + Penalty 3000.590842 = -337618.840323 nChanged 7 SP:Iteration 72Q (1542.795951 sec): 3 clusters Score: Raw -340621.087735 + Penalty 3000.590842 = -337620.496892 nChanged 6 SP:Iteration 73Q (1542.851387 sec): 3 clusters Score: Raw -340622.555917 + Penalty 3000.590842 = -337621.965075 nChanged 1 SP:Iteration 74Q (1542.907046 sec): 3 clusters Score: Raw -340622.728003 + Penalty 3000.590842 = -337622.137161 nChanged 0 SP:Iteration 75F (1542.940548 sec): 3 clusters Score: Raw -340622.728003 + Penalty 3000.590842 = -337622.137161 nChanged 0 Trying to split cluster 6 (1122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1542.967229 sec): 2 clusters Score: Raw -56742.192138 + Penalty 1232.513349 = -55509.678789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1542.980754 sec): 3 clusters Score: Raw -56414.999997 + Penalty 2465.026698 = -53949.973298 nChanged 341 SP:Iteration 1F (1542.993618 sec): 3 clusters Score: Raw -56806.837131 + Penalty 2465.026698 = -54341.810433 nChanged 92 SP:Iteration 2F (1543.006439 sec): 3 clusters Score: Raw -56938.903075 + Penalty 2465.026698 = -54473.876376 nChanged 57 SP:Iteration 3F (1543.019215 sec): 3 clusters Score: Raw -57026.350617 + Penalty 2465.026698 = -54561.323919 nChanged 56 SP:Iteration 4Q (1543.044290 sec): 3 clusters Score: Raw -57117.109499 + Penalty 2465.026698 = -54652.082801 nChanged 40 SP:Iteration 5Q (1543.057182 sec): 3 clusters Score: Raw -57184.462916 + Penalty 2465.026698 = -54719.436218 nChanged 37 SP:Iteration 6Q (1543.070043 sec): 3 clusters Score: Raw -57241.792818 + Penalty 2465.026698 = -54776.766119 nChanged 28 SP:Iteration 7Q (1543.082867 sec): 3 clusters Score: Raw -57272.312860 + Penalty 2465.026698 = -54807.286162 nChanged 19 SP:Iteration 8Q (1543.117420 sec): 3 clusters Score: Raw -57295.950854 + Penalty 2465.026698 = -54830.924156 nChanged 12 SP:Iteration 9Q (1543.130672 sec): 3 clusters Score: Raw -57312.057518 + Penalty 2465.026698 = -54847.030820 nChanged 15 SP:Iteration 10Q (1543.143480 sec): 3 clusters Score: Raw -57331.420797 + Penalty 2465.026698 = -54866.394099 nChanged 15 SP:Iteration 11Q (1543.156241 sec): 3 clusters Score: Raw -57359.502817 + Penalty 2465.026698 = -54894.476119 nChanged 17 SP:Iteration 12Q (1543.169014 sec): 3 clusters Score: Raw -57391.522972 + Penalty 2465.026698 = -54926.496274 nChanged 15 SP:Iteration 13Q (1543.181851 sec): 3 clusters Score: Raw -57417.719263 + Penalty 2465.026698 = -54952.692564 nChanged 15 SP:Iteration 14Q (1543.194602 sec): 3 clusters Score: Raw -57438.115355 + Penalty 2465.026698 = -54973.088657 nChanged 12 SP:Iteration 15Q (1543.207321 sec): 3 clusters Score: Raw -57463.825024 + Penalty 2465.026698 = -54998.798326 nChanged 15 SP:Iteration 16Q (1543.220034 sec): 3 clusters Score: Raw -57503.237948 + Penalty 2465.026698 = -55038.211249 nChanged 9 SP:Iteration 17Q (1543.232713 sec): 3 clusters Score: Raw -57523.019585 + Penalty 2465.026698 = -55057.992887 nChanged 16 SP:Iteration 18Q (1543.257176 sec): 3 clusters Score: Raw -57559.679072 + Penalty 2465.026698 = -55094.652374 nChanged 12 SP:Iteration 19Q (1543.273965 sec): 3 clusters Score: Raw -57584.748834 + Penalty 2465.026698 = -55119.722136 nChanged 13 SP:Iteration 20F (1543.286822 sec): 3 clusters Score: Raw -57607.316725 + Penalty 2465.026698 = -55142.290026 nChanged 14 SP:Iteration 21Q (1543.299465 sec): 3 clusters Score: Raw -57622.729849 + Penalty 2465.026698 = -55157.703150 nChanged 16 SP:Iteration 22Q (1543.312195 sec): 3 clusters Score: Raw -57648.123488 + Penalty 2465.026698 = -55183.096789 nChanged 17 SP:Iteration 23Q (1543.324978 sec): 3 clusters Score: Raw -57694.731394 + Penalty 2465.026698 = -55229.704696 nChanged 15 SP:Iteration 24Q (1543.337630 sec): 3 clusters Score: Raw -57730.864431 + Penalty 2465.026698 = -55265.837733 nChanged 18 SP:Iteration 25Q (1543.350256 sec): 3 clusters Score: Raw -57765.107747 + Penalty 2465.026698 = -55300.081049 nChanged 16 SP:Iteration 26Q (1543.362874 sec): 3 clusters Score: Raw -57787.849963 + Penalty 2465.026698 = -55322.823265 nChanged 17 SP:Iteration 27Q (1543.375666 sec): 3 clusters Score: Raw -57810.851895 + Penalty 2465.026698 = -55345.825197 nChanged 13 SP:Iteration 28Q (1543.400348 sec): 3 clusters Score: Raw -57823.549220 + Penalty 2465.026698 = -55358.522521 nChanged 9 SP:Iteration 29Q (1543.413105 sec): 3 clusters Score: Raw -57831.875054 + Penalty 2465.026698 = -55366.848356 nChanged 3 SP:Iteration 30Q (1543.425641 sec): 3 clusters Score: Raw -57834.111617 + Penalty 2465.026698 = -55369.084919 nChanged 1 SP:Iteration 31Q (1543.438233 sec): 3 clusters Score: Raw -57834.409607 + Penalty 2465.026698 = -55369.382908 nChanged 0 SP:Iteration 32F (1543.451020 sec): 3 clusters Score: Raw -57834.409607 + Penalty 2465.026698 = -55369.382908 nChanged 0 Trying to split cluster 7 (9371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1543.500401 sec): 2 clusters Score: Raw -660274.003815 + Penalty 1605.013329 = -658668.990486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1543.544351 sec): 3 clusters Score: Raw -655121.147011 + Penalty 3210.026658 = -651911.120353 nChanged 4002 SP:Iteration 1F (1543.669710 sec): 3 clusters Score: Raw -657245.307695 + Penalty 3210.026658 = -654035.281037 nChanged 614 SP:Iteration 2F (1543.754907 sec): 3 clusters Score: Raw -657568.148565 + Penalty 3210.026658 = -654358.121908 nChanged 513 SP:Iteration 3F (1543.848380 sec): 3 clusters Score: Raw -657863.782397 + Penalty 3210.026658 = -654653.755740 nChanged 467 SP:Iteration 4Q (1543.954785 sec): 3 clusters Score: Raw -658133.147362 + Penalty 3210.026658 = -654923.120704 nChanged 422 SP:Iteration 5Q (1544.072968 sec): 3 clusters Score: Raw -658387.828842 + Penalty 3210.026658 = -655177.802184 nChanged 380 SP:Iteration 6Q (1544.179590 sec): 3 clusters Score: Raw -658594.298657 + Penalty 3210.026658 = -655384.271999 nChanged 341 SP:Iteration 7Q (1544.265320 sec): 3 clusters Score: Raw -658804.829811 + Penalty 3210.026658 = -655594.803154 nChanged 332 SP:Iteration 8Q (1544.368989 sec): 3 clusters Score: Raw -659033.719643 + Penalty 3210.026658 = -655823.692986 nChanged 346 SP:Iteration 9Q (1544.489103 sec): 3 clusters Score: Raw -659278.675017 + Penalty 3210.026658 = -656068.648359 nChanged 334 SP:Iteration 10Q (1544.592144 sec): 3 clusters Score: Raw -659522.488942 + Penalty 3210.026658 = -656312.462284 nChanged 307 SP:Iteration 11Q (1544.695987 sec): 3 clusters Score: Raw -659758.333615 + Penalty 3210.026658 = -656548.306958 nChanged 277 SP:Iteration 12Q (1544.796231 sec): 3 clusters Score: Raw -659961.595392 + Penalty 3210.026658 = -656751.568734 nChanged 214 SP:Iteration 13Q (1544.895267 sec): 3 clusters Score: Raw -660093.092766 + Penalty 3210.026658 = -656883.066108 nChanged 159 SP:Iteration 14Q (1544.992528 sec): 3 clusters Score: Raw -660190.266079 + Penalty 3210.026658 = -656980.239421 nChanged 127 SP:Iteration 15Q (1545.070964 sec): 3 clusters Score: Raw -660278.888396 + Penalty 3210.026658 = -657068.861738 nChanged 99 SP:Iteration 16Q (1545.167848 sec): 3 clusters Score: Raw -660339.537246 + Penalty 3210.026658 = -657129.510588 nChanged 82 SP:Iteration 17Q (1545.281469 sec): 3 clusters Score: Raw -660378.120158 + Penalty 3210.026658 = -657168.093500 nChanged 68 SP:Iteration 18Q (1545.382749 sec): 3 clusters Score: Raw -660412.258791 + Penalty 3210.026658 = -657202.232133 nChanged 47 SP:Iteration 19Q (1545.482720 sec): 3 clusters Score: Raw -660438.430888 + Penalty 3210.026658 = -657228.404230 nChanged 48 SP:Iteration 20F (1545.576555 sec): 3 clusters Score: Raw -660466.993453 + Penalty 3210.026658 = -657256.966795 nChanged 43 SP:Iteration 21Q (1545.667547 sec): 3 clusters Score: Raw -660491.129243 + Penalty 3210.026658 = -657281.102585 nChanged 36 SP:Iteration 22Q (1545.771256 sec): 3 clusters Score: Raw -660507.684149 + Penalty 3210.026658 = -657297.657491 nChanged 26 SP:Iteration 23Q (1545.867673 sec): 3 clusters Score: Raw -660523.014848 + Penalty 3210.026658 = -657312.988190 nChanged 22 SP:Iteration 24Q (1545.968343 sec): 3 clusters Score: Raw -660533.884221 + Penalty 3210.026658 = -657323.857564 nChanged 14 SP:Iteration 25Q (1546.064785 sec): 3 clusters Score: Raw -660541.864146 + Penalty 3210.026658 = -657331.837488 nChanged 12 SP:Iteration 26Q (1546.157812 sec): 3 clusters Score: Raw -660546.462275 + Penalty 3210.026658 = -657336.435617 nChanged 16 SP:Iteration 27Q (1546.241232 sec): 3 clusters Score: Raw -660555.586133 + Penalty 3210.026658 = -657345.559476 nChanged 15 SP:Iteration 28Q (1546.337211 sec): 3 clusters Score: Raw -660563.457978 + Penalty 3210.026658 = -657353.431320 nChanged 10 SP:Iteration 29Q (1546.441534 sec): 3 clusters Score: Raw -660567.244250 + Penalty 3210.026658 = -657357.217592 nChanged 12 SP:Iteration 30Q (1546.546520 sec): 3 clusters Score: Raw -660574.125641 + Penalty 3210.026658 = -657364.098983 nChanged 11 SP:Iteration 31Q (1546.662024 sec): 3 clusters Score: Raw -660580.849510 + Penalty 3210.026658 = -657370.822852 nChanged 12 SP:Iteration 32Q (1546.756596 sec): 3 clusters Score: Raw -660588.946684 + Penalty 3210.026658 = -657378.920027 nChanged 7 SP:Iteration 33Q (1546.842931 sec): 3 clusters Score: Raw -660592.726654 + Penalty 3210.026658 = -657382.699996 nChanged 5 SP:Iteration 34Q (1546.942960 sec): 3 clusters Score: Raw -660595.557025 + Penalty 3210.026658 = -657385.530367 nChanged 3 SP:Iteration 35Q (1547.044802 sec): 3 clusters Score: Raw -660596.792330 + Penalty 3210.026658 = -657386.765673 nChanged 3 SP:Iteration 36Q (1547.126916 sec): 3 clusters Score: Raw -660597.710204 + Penalty 3210.026658 = -657387.683546 nChanged 1 SP:Iteration 37Q (1547.246671 sec): 3 clusters Score: Raw -660598.234448 + Penalty 3210.026658 = -657388.207790 nChanged 1 SP:Iteration 38Q (1547.348244 sec): 3 clusters Score: Raw -660598.489859 + Penalty 3210.026658 = -657388.463201 nChanged 1 SP:Iteration 39Q (1547.450587 sec): 3 clusters Score: Raw -660599.129123 + Penalty 3210.026658 = -657389.102465 nChanged 2 SP:Iteration 40F (1547.555571 sec): 3 clusters Score: Raw -660600.286725 + Penalty 3210.026658 = -657390.260067 nChanged 3 SP:Iteration 41Q (1547.656689 sec): 3 clusters Score: Raw -660601.197763 + Penalty 3210.026658 = -657391.171105 nChanged 3 SP:Iteration 42Q (1547.758946 sec): 3 clusters Score: Raw -660601.954040 + Penalty 3210.026658 = -657391.927382 nChanged 1 SP:Iteration 43Q (1547.840394 sec): 3 clusters Score: Raw -660602.813071 + Penalty 3210.026658 = -657392.786413 nChanged 1 SP:Iteration 44Q (1547.943547 sec): 3 clusters Score: Raw -660603.159289 + Penalty 3210.026658 = -657393.132631 nChanged 3 SP:Iteration 45Q (1548.066587 sec): 3 clusters Score: Raw -660604.714466 + Penalty 3210.026658 = -657394.687808 nChanged 4 SP:Iteration 46Q (1548.170145 sec): 3 clusters Score: Raw -660607.804183 + Penalty 3210.026658 = -657397.777525 nChanged 6 SP:Iteration 47Q (1548.271352 sec): 3 clusters Score: Raw -660611.001766 + Penalty 3210.026658 = -657400.975108 nChanged 5 SP:Iteration 48Q (1548.374771 sec): 3 clusters Score: Raw -660612.579067 + Penalty 3210.026658 = -657402.552410 nChanged 3 SP:Iteration 49Q (1548.479291 sec): 3 clusters Score: Raw -660614.680275 + Penalty 3210.026658 = -657404.653617 nChanged 3 SP:Iteration 50Q (1548.580629 sec): 3 clusters Score: Raw -660615.895631 + Penalty 3210.026658 = -657405.868973 nChanged 1 SP:Iteration 51Q (1548.685039 sec): 3 clusters Score: Raw -660616.302248 + Penalty 3210.026658 = -657406.275590 nChanged 3 SP:Iteration 52Q (1548.768905 sec): 3 clusters Score: Raw -660617.657374 + Penalty 3210.026658 = -657407.630717 nChanged 4 SP:Iteration 53Q (1548.888517 sec): 3 clusters Score: Raw -660618.949082 + Penalty 3210.026658 = -657408.922425 nChanged 0 SP:Iteration 54F (1548.991206 sec): 3 clusters Score: Raw -660618.949082 + Penalty 3210.026658 = -657408.922425 nChanged 0 Trying to split cluster 8 (12444 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1549.063064 sec): 2 clusters Score: Raw -699914.281089 + Penalty 1654.788422 = -698259.492667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1549.174869 sec): 3 clusters Score: Raw -692773.832350 + Penalty 3309.576844 = -689464.255506 nChanged 5435 SP:Iteration 1F (1549.286488 sec): 3 clusters Score: Raw -696108.355183 + Penalty 3309.576844 = -692798.778338 nChanged 986 SP:Iteration 2F (1549.378292 sec): 3 clusters Score: Raw -696809.688311 + Penalty 3309.576844 = -693500.111467 nChanged 899 SP:Iteration 3F (1549.507928 sec): 3 clusters Score: Raw -697422.591996 + Penalty 3309.576844 = -694113.015152 nChanged 813 SP:Iteration 4F (1549.617888 sec): 3 clusters Score: Raw -697999.655874 + Penalty 3309.576844 = -694690.079030 nChanged 700 SP:Iteration 5F (1549.711358 sec): 3 clusters Score: Raw -698483.005839 + Penalty 3309.576844 = -695173.428995 nChanged 629 SP:Iteration 6F (1549.842842 sec): 3 clusters Score: Raw -698939.958984 + Penalty 3309.576844 = -695630.382140 nChanged 601 SP:Iteration 7Q (1549.956428 sec): 3 clusters Score: Raw -699313.738020 + Penalty 3309.576844 = -696004.161176 nChanged 491 SP:Iteration 8Q (1550.050799 sec): 3 clusters Score: Raw -699601.528109 + Penalty 3309.576844 = -696291.951265 nChanged 447 SP:Iteration 9Q (1550.177482 sec): 3 clusters Score: Raw -699873.870328 + Penalty 3309.576844 = -696564.293484 nChanged 415 SP:Iteration 10Q (1550.286669 sec): 3 clusters Score: Raw -700103.900479 + Penalty 3309.576844 = -696794.323635 nChanged 384 SP:Iteration 11Q (1550.377397 sec): 3 clusters Score: Raw -700313.623952 + Penalty 3309.576844 = -697004.047108 nChanged 341 SP:Iteration 12Q (1550.480002 sec): 3 clusters Score: Raw -700483.716346 + Penalty 3309.576844 = -697174.139502 nChanged 275 SP:Iteration 13Q (1550.583566 sec): 3 clusters Score: Raw -700622.349050 + Penalty 3309.576844 = -697312.772206 nChanged 260 SP:Iteration 14Q (1550.687733 sec): 3 clusters Score: Raw -700755.369268 + Penalty 3309.576844 = -697445.792424 nChanged 247 SP:Iteration 15Q (1550.811035 sec): 3 clusters Score: Raw -700877.029402 + Penalty 3309.576844 = -697567.452558 nChanged 208 SP:Iteration 16Q (1550.916717 sec): 3 clusters Score: Raw -700961.186349 + Penalty 3309.576844 = -697651.609504 nChanged 186 SP:Iteration 17Q (1551.026694 sec): 3 clusters Score: Raw -701033.401038 + Penalty 3309.576844 = -697723.824194 nChanged 163 SP:Iteration 18Q (1551.126500 sec): 3 clusters Score: Raw -701089.564696 + Penalty 3309.576844 = -697779.987851 nChanged 142 SP:Iteration 19Q (1551.225721 sec): 3 clusters Score: Raw -701138.669147 + Penalty 3309.576844 = -697829.092303 nChanged 128 SP:Iteration 20F (1551.309532 sec): 3 clusters Score: Raw -701189.301639 + Penalty 3309.576844 = -697879.724795 nChanged 125 SP:Iteration 21Q (1551.420250 sec): 3 clusters Score: Raw -701242.463432 + Penalty 3309.576844 = -697932.886588 nChanged 118 SP:Iteration 22Q (1551.527053 sec): 3 clusters Score: Raw -701302.925735 + Penalty 3309.576844 = -697993.348891 nChanged 134 SP:Iteration 23Q (1551.628778 sec): 3 clusters Score: Raw -701371.309138 + Penalty 3309.576844 = -698061.732294 nChanged 153 SP:Iteration 24Q (1551.734345 sec): 3 clusters Score: Raw -701447.367868 + Penalty 3309.576844 = -698137.791024 nChanged 116 SP:Iteration 25Q (1551.838006 sec): 3 clusters Score: Raw -701503.557602 + Penalty 3309.576844 = -698193.980757 nChanged 103 SP:Iteration 26Q (1551.925227 sec): 3 clusters Score: Raw -701543.245255 + Penalty 3309.576844 = -698233.668411 nChanged 84 SP:Iteration 27Q (1552.033438 sec): 3 clusters Score: Raw -701569.314915 + Penalty 3309.576844 = -698259.738071 nChanged 71 SP:Iteration 28Q (1552.141179 sec): 3 clusters Score: Raw -701594.668406 + Penalty 3309.576844 = -698285.091562 nChanged 74 SP:Iteration 29Q (1552.266772 sec): 3 clusters Score: Raw -701617.950285 + Penalty 3309.576844 = -698308.373440 nChanged 75 SP:Iteration 30Q (1552.389921 sec): 3 clusters Score: Raw -701646.011365 + Penalty 3309.576844 = -698336.434521 nChanged 61 SP:Iteration 31Q (1552.487970 sec): 3 clusters Score: Raw -701667.098322 + Penalty 3309.576844 = -698357.521478 nChanged 63 SP:Iteration 32Q (1552.583175 sec): 3 clusters Score: Raw -701687.026596 + Penalty 3309.576844 = -698377.449752 nChanged 54 SP:Iteration 33Q (1552.710844 sec): 3 clusters Score: Raw -701701.922441 + Penalty 3309.576844 = -698392.345597 nChanged 43 SP:Iteration 34Q (1552.768185 sec): 3 clusters Score: Raw -701712.261286 + Penalty 3309.576844 = -698402.684442 nChanged 45 SP:Iteration 35Q (1552.860932 sec): 3 clusters Score: Raw -701723.355899 + Penalty 3309.576844 = -698413.779055 nChanged 34 SP:Iteration 36Q (1552.965447 sec): 3 clusters Score: Raw -701732.289961 + Penalty 3309.576844 = -698422.713117 nChanged 40 SP:Iteration 37Q (1553.064905 sec): 3 clusters Score: Raw -701742.077981 + Penalty 3309.576844 = -698432.501137 nChanged 31 SP:Iteration 38Q (1553.184324 sec): 3 clusters Score: Raw -701750.266068 + Penalty 3309.576844 = -698440.689224 nChanged 21 SP:Iteration 39Q (1553.294795 sec): 3 clusters Score: Raw -701754.160298 + Penalty 3309.576844 = -698444.583454 nChanged 18 SP:Iteration 40F (1553.409265 sec): 3 clusters Score: Raw -701758.499260 + Penalty 3309.576844 = -698448.922416 nChanged 18 SP:Iteration 41Q (1553.495782 sec): 3 clusters Score: Raw -701762.096810 + Penalty 3309.576844 = -698452.519966 nChanged 13 SP:Iteration 42Q (1553.609479 sec): 3 clusters Score: Raw -701764.423178 + Penalty 3309.576844 = -698454.846334 nChanged 9 SP:Iteration 43Q (1553.723358 sec): 3 clusters Score: Raw -701765.878415 + Penalty 3309.576844 = -698456.301571 nChanged 9 SP:Iteration 44Q (1553.828345 sec): 3 clusters Score: Raw -701767.710044 + Penalty 3309.576844 = -698458.133200 nChanged 8 SP:Iteration 45Q (1553.942069 sec): 3 clusters Score: Raw -701768.692914 + Penalty 3309.576844 = -698459.116070 nChanged 4 SP:Iteration 46Q (1554.059471 sec): 3 clusters Score: Raw -701769.453965 + Penalty 3309.576844 = -698459.877121 nChanged 5 SP:Iteration 47Q (1554.140282 sec): 3 clusters Score: Raw -701770.281066 + Penalty 3309.576844 = -698460.704222 nChanged 7 SP:Iteration 48Q (1554.250248 sec): 3 clusters Score: Raw -701771.376528 + Penalty 3309.576844 = -698461.799683 nChanged 5 SP:Iteration 49Q (1554.358264 sec): 3 clusters Score: Raw -701772.147455 + Penalty 3309.576844 = -698462.570611 nChanged 4 SP:Iteration 50Q (1554.483711 sec): 3 clusters Score: Raw -701772.976450 + Penalty 3309.576844 = -698463.399606 nChanged 0 SP:Iteration 51F (1554.616460 sec): 3 clusters Score: Raw -701772.976450 + Penalty 3309.576844 = -698463.399606 nChanged 0 Score: Raw -11983963.046984 + Penalty 75064.409558 = -11908898.637426 Splitting cluster 8 changes total score from -11909156.150196 to -11908898.637426 So it's not getting split. Trying to split cluster 9 (8300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1562.006036 sec): 2 clusters Score: Raw -545271.756852 + Penalty 1583.713894 = -543688.042957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1562.114936 sec): 3 clusters Score: Raw -540703.962816 + Penalty 3167.427789 = -537536.535028 nChanged 3506 SP:Iteration 1F (1562.213638 sec): 3 clusters Score: Raw -542720.397899 + Penalty 3167.427789 = -539552.970110 nChanged 578 SP:Iteration 2F (1562.324531 sec): 3 clusters Score: Raw -543020.532212 + Penalty 3167.427789 = -539853.104423 nChanged 450 SP:Iteration 3F (1562.416374 sec): 3 clusters Score: Raw -543246.583837 + Penalty 3167.427789 = -540079.156048 nChanged 382 SP:Iteration 4Q (1562.508632 sec): 3 clusters Score: Raw -543441.542089 + Penalty 3167.427789 = -540274.114300 nChanged 378 SP:Iteration 5Q (1562.607708 sec): 3 clusters Score: Raw -543644.606594 + Penalty 3167.427789 = -540477.178805 nChanged 360 SP:Iteration 6Q (1562.716412 sec): 3 clusters Score: Raw -543840.838820 + Penalty 3167.427789 = -540673.411031 nChanged 357 SP:Iteration 7Q (1562.820337 sec): 3 clusters Score: Raw -544042.979759 + Penalty 3167.427789 = -540875.551971 nChanged 324 SP:Iteration 8Q (1562.908548 sec): 3 clusters Score: Raw -544222.799146 + Penalty 3167.427789 = -541055.371358 nChanged 320 SP:Iteration 9Q (1563.018188 sec): 3 clusters Score: Raw -544398.834102 + Penalty 3167.427789 = -541231.406313 nChanged 296 SP:Iteration 10Q (1563.117757 sec): 3 clusters Score: Raw -544574.596445 + Penalty 3167.427789 = -541407.168656 nChanged 239 SP:Iteration 11Q (1563.214570 sec): 3 clusters Score: Raw -544712.757045 + Penalty 3167.427789 = -541545.329257 nChanged 209 SP:Iteration 12Q (1563.310676 sec): 3 clusters Score: Raw -544847.025413 + Penalty 3167.427789 = -541679.597624 nChanged 180 SP:Iteration 13Q (1563.435204 sec): 3 clusters Score: Raw -544945.412813 + Penalty 3167.427789 = -541777.985024 nChanged 147 SP:Iteration 14Q (1563.530201 sec): 3 clusters Score: Raw -545018.075188 + Penalty 3167.427789 = -541850.647400 nChanged 128 SP:Iteration 15Q (1563.621657 sec): 3 clusters Score: Raw -545070.164572 + Penalty 3167.427789 = -541902.736783 nChanged 93 SP:Iteration 16Q (1563.699199 sec): 3 clusters Score: Raw -545114.857364 + Penalty 3167.427789 = -541947.429575 nChanged 97 SP:Iteration 17Q (1563.795898 sec): 3 clusters Score: Raw -545155.422099 + Penalty 3167.427789 = -541987.994310 nChanged 77 SP:Iteration 18Q (1563.888560 sec): 3 clusters Score: Raw -545183.385284 + Penalty 3167.427789 = -542015.957496 nChanged 80 SP:Iteration 19Q (1563.990915 sec): 3 clusters Score: Raw -545213.661607 + Penalty 3167.427789 = -542046.233818 nChanged 84 SP:Iteration 20F (1564.076589 sec): 3 clusters Score: Raw -545244.615982 + Penalty 3167.427789 = -542077.188193 nChanged 71 SP:Iteration 21Q (1564.174162 sec): 3 clusters Score: Raw -545272.002897 + Penalty 3167.427789 = -542104.575109 nChanged 66 SP:Iteration 22Q (1564.257846 sec): 3 clusters Score: Raw -545300.195178 + Penalty 3167.427789 = -542132.767389 nChanged 60 SP:Iteration 23Q (1564.355618 sec): 3 clusters Score: Raw -545325.530062 + Penalty 3167.427789 = -542158.102273 nChanged 63 SP:Iteration 24Q (1564.474416 sec): 3 clusters Score: Raw -545350.931403 + Penalty 3167.427789 = -542183.503615 nChanged 50 SP:Iteration 25Q (1564.573844 sec): 3 clusters Score: Raw -545368.342918 + Penalty 3167.427789 = -542200.915130 nChanged 49 SP:Iteration 26Q (1564.664599 sec): 3 clusters Score: Raw -545388.504446 + Penalty 3167.427789 = -542221.076657 nChanged 46 SP:Iteration 27Q (1564.785761 sec): 3 clusters Score: Raw -545408.042305 + Penalty 3167.427789 = -542240.614516 nChanged 52 SP:Iteration 28Q (1564.859757 sec): 3 clusters Score: Raw -545431.600865 + Penalty 3167.427789 = -542264.173076 nChanged 52 SP:Iteration 29Q (1564.984772 sec): 3 clusters Score: Raw -545457.653202 + Penalty 3167.427789 = -542290.225413 nChanged 47 SP:Iteration 30Q (1565.068484 sec): 3 clusters Score: Raw -545479.965001 + Penalty 3167.427789 = -542312.537213 nChanged 39 SP:Iteration 31Q (1565.185256 sec): 3 clusters Score: Raw -545500.603828 + Penalty 3167.427789 = -542333.176039 nChanged 52 SP:Iteration 32Q (1565.307453 sec): 3 clusters Score: Raw -545526.925550 + Penalty 3167.427789 = -542359.497762 nChanged 46 SP:Iteration 33Q (1565.433668 sec): 3 clusters Score: Raw -545548.374638 + Penalty 3167.427789 = -542380.946849 nChanged 46 SP:Iteration 34Q (1565.537334 sec): 3 clusters Score: Raw -545570.334359 + Penalty 3167.427789 = -542402.906570 nChanged 41 SP:Iteration 35Q (1565.653924 sec): 3 clusters Score: Raw -545585.891049 + Penalty 3167.427789 = -542418.463260 nChanged 43 SP:Iteration 36Q (1565.767074 sec): 3 clusters Score: Raw -545606.792839 + Penalty 3167.427789 = -542439.365050 nChanged 46 SP:Iteration 37Q (1565.880123 sec): 3 clusters Score: Raw -545621.689884 + Penalty 3167.427789 = -542454.262095 nChanged 30 SP:Iteration 38Q (1566.003932 sec): 3 clusters Score: Raw -545629.586408 + Penalty 3167.427789 = -542462.158619 nChanged 30 SP:Iteration 39Q (1566.076735 sec): 3 clusters Score: Raw -545639.061495 + Penalty 3167.427789 = -542471.633707 nChanged 25 SP:Iteration 40F (1566.212538 sec): 3 clusters Score: Raw -545647.368818 + Penalty 3167.427789 = -542479.941029 nChanged 29 SP:Iteration 41Q (1566.309295 sec): 3 clusters Score: Raw -545655.566450 + Penalty 3167.427789 = -542488.138661 nChanged 18 SP:Iteration 42Q (1566.402379 sec): 3 clusters Score: Raw -545660.647596 + Penalty 3167.427789 = -542493.219808 nChanged 18 SP:Iteration 43Q (1566.510569 sec): 3 clusters Score: Raw -545665.805843 + Penalty 3167.427789 = -542498.378054 nChanged 13 SP:Iteration 44Q (1566.630405 sec): 3 clusters Score: Raw -545669.637609 + Penalty 3167.427789 = -542502.209821 nChanged 13 SP:Iteration 45Q (1566.730629 sec): 3 clusters Score: Raw -545672.984607 + Penalty 3167.427789 = -542505.556818 nChanged 8 SP:Iteration 46Q (1566.839156 sec): 3 clusters Score: Raw -545675.034342 + Penalty 3167.427789 = -542507.606553 nChanged 8 SP:Iteration 47Q (1566.971039 sec): 3 clusters Score: Raw -545677.408061 + Penalty 3167.427789 = -542509.980272 nChanged 6 SP:Iteration 48Q (1567.078740 sec): 3 clusters Score: Raw -545678.560258 + Penalty 3167.427789 = -542511.132469 nChanged 6 SP:Iteration 49Q (1567.202823 sec): 3 clusters Score: Raw -545679.702861 + Penalty 3167.427789 = -542512.275073 nChanged 4 SP:Iteration 50Q (1567.327899 sec): 3 clusters Score: Raw -545680.399177 + Penalty 3167.427789 = -542512.971388 nChanged 2 SP:Iteration 51Q (1567.452771 sec): 3 clusters Score: Raw -545680.687226 + Penalty 3167.427789 = -542513.259438 nChanged 2 SP:Iteration 52Q (1567.553282 sec): 3 clusters Score: Raw -545680.990541 + Penalty 3167.427789 = -542513.562752 nChanged 2 SP:Iteration 53Q (1567.663356 sec): 3 clusters Score: Raw -545681.457280 + Penalty 3167.427789 = -542514.029492 nChanged 0 SP:Iteration 54F (1567.779607 sec): 3 clusters Score: Raw -545681.457280 + Penalty 3167.427789 = -542514.029492 nChanged 0 Trying to split cluster 10 (6693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1567.876788 sec): 2 clusters Score: Raw -297822.264580 + Penalty 1545.947468 = -296276.317112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1567.987378 sec): 3 clusters Score: Raw -294271.858749 + Penalty 3091.894937 = -291179.963812 nChanged 2789 SP:Iteration 1F (1568.075372 sec): 3 clusters Score: Raw -296025.227700 + Penalty 3091.894937 = -292933.332764 nChanged 620 SP:Iteration 2F (1568.202683 sec): 3 clusters Score: Raw -296546.121534 + Penalty 3091.894937 = -293454.226598 nChanged 537 SP:Iteration 3F (1568.309198 sec): 3 clusters Score: Raw -297048.974090 + Penalty 3091.894937 = -293957.079153 nChanged 477 SP:Iteration 4F (1568.447083 sec): 3 clusters Score: Raw -297554.198720 + Penalty 3091.894937 = -294462.303783 nChanged 397 SP:Iteration 5F (1568.556640 sec): 3 clusters Score: Raw -297937.034809 + Penalty 3091.894937 = -294845.139872 nChanged 349 SP:Iteration 6F (1568.659448 sec): 3 clusters Score: Raw -298219.571999 + Penalty 3091.894937 = -295127.677062 nChanged 265 SP:Iteration 7Q (1568.773021 sec): 3 clusters Score: Raw -298422.084691 + Penalty 3091.894937 = -295330.189755 nChanged 263 SP:Iteration 8Q (1568.897061 sec): 3 clusters Score: Raw -298595.893534 + Penalty 3091.894937 = -295503.998598 nChanged 191 SP:Iteration 9Q (1569.003330 sec): 3 clusters Score: Raw -298686.297494 + Penalty 3091.894937 = -295594.402558 nChanged 115 SP:Iteration 10Q (1569.104555 sec): 3 clusters Score: Raw -298723.934143 + Penalty 3091.894937 = -295632.039207 nChanged 77 SP:Iteration 11Q (1569.237357 sec): 3 clusters Score: Raw -298750.047463 + Penalty 3091.894937 = -295658.152527 nChanged 63 SP:Iteration 12Q (1569.327999 sec): 3 clusters Score: Raw -298769.421857 + Penalty 3091.894937 = -295677.526921 nChanged 57 SP:Iteration 13Q (1569.473115 sec): 3 clusters Score: Raw -298785.422047 + Penalty 3091.894937 = -295693.527110 nChanged 48 SP:Iteration 14Q (1569.568508 sec): 3 clusters Score: Raw -298795.111622 + Penalty 3091.894937 = -295703.216685 nChanged 25 SP:Iteration 15Q (1569.671743 sec): 3 clusters Score: Raw -298800.499794 + Penalty 3091.894937 = -295708.604858 nChanged 25 SP:Iteration 16Q (1569.805091 sec): 3 clusters Score: Raw -298806.355792 + Penalty 3091.894937 = -295714.460855 nChanged 29 SP:Iteration 17Q (1569.894286 sec): 3 clusters Score: Raw -298813.541933 + Penalty 3091.894937 = -295721.646996 nChanged 21 SP:Iteration 18Q (1569.986836 sec): 3 clusters Score: Raw -298816.957215 + Penalty 3091.894937 = -295725.062279 nChanged 16 SP:Iteration 19Q (1570.078310 sec): 3 clusters Score: Raw -298819.636440 + Penalty 3091.894937 = -295727.741504 nChanged 15 SP:Iteration 20F (1570.191684 sec): 3 clusters Score: Raw -298822.343544 + Penalty 3091.894937 = -295730.448608 nChanged 14 SP:Iteration 21Q (1570.292406 sec): 3 clusters Score: Raw -298824.299714 + Penalty 3091.894937 = -295732.404778 nChanged 9 SP:Iteration 22Q (1570.393076 sec): 3 clusters Score: Raw -298825.910263 + Penalty 3091.894937 = -295734.015327 nChanged 9 SP:Iteration 23Q (1570.516110 sec): 3 clusters Score: Raw -298827.167537 + Penalty 3091.894937 = -295735.272600 nChanged 6 SP:Iteration 24Q (1570.664900 sec): 3 clusters Score: Raw -298827.881194 + Penalty 3091.894937 = -295735.986257 nChanged 2 SP:Iteration 25Q (1570.753333 sec): 3 clusters Score: Raw -298828.413003 + Penalty 3091.894937 = -295736.518066 nChanged 2 SP:Iteration 26Q (1570.835668 sec): 3 clusters Score: Raw -298828.639521 + Penalty 3091.894937 = -295736.744584 nChanged 2 SP:Iteration 27Q (1570.948239 sec): 3 clusters Score: Raw -298828.995319 + Penalty 3091.894937 = -295737.100382 nChanged 4 SP:Iteration 28Q (1571.070237 sec): 3 clusters Score: Raw -298829.455500 + Penalty 3091.894937 = -295737.560564 nChanged 2 SP:Iteration 29Q (1571.186228 sec): 3 clusters Score: Raw -298829.577973 + Penalty 3091.894937 = -295737.683036 nChanged 3 SP:Iteration 30Q (1571.291750 sec): 3 clusters Score: Raw -298829.852073 + Penalty 3091.894937 = -295737.957136 nChanged 0 SP:Iteration 31F (1571.394387 sec): 3 clusters Score: Raw -298829.852073 + Penalty 3091.894937 = -295737.957136 nChanged 0 Trying to split cluster 11 (18982 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1571.533300 sec): 2 clusters Score: Raw -1292965.692033 + Penalty 1728.893750 = -1291236.798283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1571.656432 sec): 3 clusters Score: Raw -1281650.515350 + Penalty 3457.787501 = -1278192.727849 nChanged 8557 SP:Iteration 1F (1571.820194 sec): 3 clusters Score: Raw -1286540.794721 + Penalty 3457.787501 = -1283083.007220 nChanged 1226 SP:Iteration 2F (1571.992966 sec): 3 clusters Score: Raw -1287192.686922 + Penalty 3457.787501 = -1283734.899421 nChanged 1240 SP:Iteration 3F (1572.115275 sec): 3 clusters Score: Raw -1287926.599959 + Penalty 3457.787501 = -1284468.812459 nChanged 1294 SP:Iteration 4F (1572.255123 sec): 3 clusters Score: Raw -1288768.690741 + Penalty 3457.787501 = -1285310.903241 nChanged 1309 SP:Iteration 5F (1572.386235 sec): 3 clusters Score: Raw -1289589.732589 + Penalty 3457.787501 = -1286131.945088 nChanged 1173 SP:Iteration 6F (1572.541360 sec): 3 clusters Score: Raw -1290262.714491 + Penalty 3457.787501 = -1286804.926991 nChanged 980 SP:Iteration 7F (1572.693244 sec): 3 clusters Score: Raw -1290765.516322 + Penalty 3457.787501 = -1287307.728821 nChanged 763 SP:Iteration 8Q (1572.857157 sec): 3 clusters Score: Raw -1291079.140916 + Penalty 3457.787501 = -1287621.353415 nChanged 533 SP:Iteration 9Q (1572.986835 sec): 3 clusters Score: Raw -1291257.857567 + Penalty 3457.787501 = -1287800.070066 nChanged 429 SP:Iteration 10Q (1573.138387 sec): 3 clusters Score: Raw -1291399.826254 + Penalty 3457.787501 = -1287942.038753 nChanged 368 SP:Iteration 11Q (1573.256554 sec): 3 clusters Score: Raw -1291505.798072 + Penalty 3457.787501 = -1288048.010571 nChanged 321 SP:Iteration 12Q (1573.387375 sec): 3 clusters Score: Raw -1291593.064339 + Penalty 3457.787501 = -1288135.276839 nChanged 283 SP:Iteration 13Q (1573.537698 sec): 3 clusters Score: Raw -1291675.793190 + Penalty 3457.787501 = -1288218.005689 nChanged 275 SP:Iteration 14Q (1573.709977 sec): 3 clusters Score: Raw -1291764.314616 + Penalty 3457.787501 = -1288306.527115 nChanged 298 SP:Iteration 15Q (1573.828377 sec): 3 clusters Score: Raw -1291865.596057 + Penalty 3457.787501 = -1288407.808556 nChanged 308 SP:Iteration 16Q (1573.989476 sec): 3 clusters Score: Raw -1291969.389257 + Penalty 3457.787501 = -1288511.601756 nChanged 290 SP:Iteration 17Q (1574.155930 sec): 3 clusters Score: Raw -1292071.519064 + Penalty 3457.787501 = -1288613.731563 nChanged 312 SP:Iteration 18Q (1574.312631 sec): 3 clusters Score: Raw -1292191.270456 + Penalty 3457.787501 = -1288733.482955 nChanged 301 SP:Iteration 19Q (1574.468763 sec): 3 clusters Score: Raw -1292316.368263 + Penalty 3457.787501 = -1288858.580762 nChanged 315 SP:Iteration 20F (1574.612261 sec): 3 clusters Score: Raw -1292459.390773 + Penalty 3457.787501 = -1289001.603272 nChanged 305 SP:Iteration 21Q (1574.753274 sec): 3 clusters Score: Raw -1292588.651156 + Penalty 3457.787501 = -1289130.863656 nChanged 262 SP:Iteration 22Q (1574.908349 sec): 3 clusters Score: Raw -1292710.088663 + Penalty 3457.787501 = -1289252.301162 nChanged 242 SP:Iteration 23Q (1575.054948 sec): 3 clusters Score: Raw -1292816.397783 + Penalty 3457.787501 = -1289358.610283 nChanged 215 SP:Iteration 24Q (1575.193312 sec): 3 clusters Score: Raw -1292910.477322 + Penalty 3457.787501 = -1289452.689821 nChanged 193 SP:Iteration 25Q (1575.350626 sec): 3 clusters Score: Raw -1292986.835966 + Penalty 3457.787501 = -1289529.048466 nChanged 158 SP:Iteration 26Q (1575.497364 sec): 3 clusters Score: Raw -1293049.694762 + Penalty 3457.787501 = -1289591.907261 nChanged 128 SP:Iteration 27Q (1575.658545 sec): 3 clusters Score: Raw -1293095.195493 + Penalty 3457.787501 = -1289637.407992 nChanged 112 SP:Iteration 28Q (1575.823815 sec): 3 clusters Score: Raw -1293140.914912 + Penalty 3457.787501 = -1289683.127411 nChanged 100 SP:Iteration 29Q (1575.962949 sec): 3 clusters Score: Raw -1293182.346627 + Penalty 3457.787501 = -1289724.559127 nChanged 76 SP:Iteration 30Q (1576.090373 sec): 3 clusters Score: Raw -1293210.847363 + Penalty 3457.787501 = -1289753.059862 nChanged 73 SP:Iteration 31Q (1576.240576 sec): 3 clusters Score: Raw -1293238.830946 + Penalty 3457.787501 = -1289781.043445 nChanged 60 SP:Iteration 32Q (1576.384053 sec): 3 clusters Score: Raw -1293265.126615 + Penalty 3457.787501 = -1289807.339114 nChanged 50 SP:Iteration 33Q (1576.548470 sec): 3 clusters Score: Raw -1293283.558332 + Penalty 3457.787501 = -1289825.770831 nChanged 47 SP:Iteration 34Q (1576.689983 sec): 3 clusters Score: Raw -1293300.965132 + Penalty 3457.787501 = -1289843.177631 nChanged 44 SP:Iteration 35Q (1576.832202 sec): 3 clusters Score: Raw -1293317.085737 + Penalty 3457.787501 = -1289859.298236 nChanged 28 SP:Iteration 36Q (1576.981026 sec): 3 clusters Score: Raw -1293325.386111 + Penalty 3457.787501 = -1289867.598611 nChanged 14 SP:Iteration 37Q (1577.166221 sec): 3 clusters Score: Raw -1293330.701223 + Penalty 3457.787501 = -1289872.913722 nChanged 18 SP:Iteration 38Q (1577.284081 sec): 3 clusters Score: Raw -1293336.885640 + Penalty 3457.787501 = -1289879.098140 nChanged 19 SP:Iteration 39Q (1577.434217 sec): 3 clusters Score: Raw -1293342.593609 + Penalty 3457.787501 = -1289884.806108 nChanged 12 SP:Iteration 40F (1577.598448 sec): 3 clusters Score: Raw -1293345.621144 + Penalty 3457.787501 = -1289887.833644 nChanged 14 SP:Iteration 41Q (1577.745621 sec): 3 clusters Score: Raw -1293349.155881 + Penalty 3457.787501 = -1289891.368381 nChanged 12 SP:Iteration 42Q (1577.891757 sec): 3 clusters Score: Raw -1293351.832309 + Penalty 3457.787501 = -1289894.044808 nChanged 5 SP:Iteration 43Q (1578.051584 sec): 3 clusters Score: Raw -1293353.222548 + Penalty 3457.787501 = -1289895.435047 nChanged 6 SP:Iteration 44Q (1578.216025 sec): 3 clusters Score: Raw -1293354.434641 + Penalty 3457.787501 = -1289896.647140 nChanged 2 SP:Iteration 45Q (1578.376613 sec): 3 clusters Score: Raw -1293355.708292 + Penalty 3457.787501 = -1289897.920791 nChanged 4 SP:Iteration 46Q (1578.512546 sec): 3 clusters Score: Raw -1293357.183702 + Penalty 3457.787501 = -1289899.396201 nChanged 3 SP:Iteration 47Q (1578.662856 sec): 3 clusters Score: Raw -1293358.634811 + Penalty 3457.787501 = -1289900.847310 nChanged 3 SP:Iteration 48Q (1578.791442 sec): 3 clusters Score: Raw -1293359.547280 + Penalty 3457.787501 = -1289901.759779 nChanged 3 SP:Iteration 49Q (1578.946005 sec): 3 clusters Score: Raw -1293361.096276 + Penalty 3457.787501 = -1289903.308775 nChanged 4 SP:Iteration 50Q (1579.075727 sec): 3 clusters Score: Raw -1293362.281320 + Penalty 3457.787501 = -1289904.493819 nChanged 5 SP:Iteration 51Q (1579.218062 sec): 3 clusters Score: Raw -1293363.960148 + Penalty 3457.787501 = -1289906.172647 nChanged 6 SP:Iteration 52Q (1579.374431 sec): 3 clusters Score: Raw -1293366.327200 + Penalty 3457.787501 = -1289908.539699 nChanged 5 SP:Iteration 53Q (1579.524993 sec): 3 clusters Score: Raw -1293367.438016 + Penalty 3457.787501 = -1289909.650515 nChanged 4 SP:Iteration 54Q (1579.648484 sec): 3 clusters Score: Raw -1293368.350170 + Penalty 3457.787501 = -1289910.562669 nChanged 2 SP:Iteration 55Q (1579.792722 sec): 3 clusters Score: Raw -1293368.815255 + Penalty 3457.787501 = -1289911.027754 nChanged 1 SP:Iteration 56Q (1579.971861 sec): 3 clusters Score: Raw -1293369.374795 + Penalty 3457.787501 = -1289911.587294 nChanged 2 SP:Iteration 57Q (1580.121442 sec): 3 clusters Score: Raw -1293370.359759 + Penalty 3457.787501 = -1289912.572259 nChanged 3 SP:Iteration 58Q (1580.297369 sec): 3 clusters Score: Raw -1293371.242004 + Penalty 3457.787501 = -1289913.454503 nChanged 3 SP:Iteration 59Q (1580.439144 sec): 3 clusters Score: Raw -1293371.964658 + Penalty 3457.787501 = -1289914.177158 nChanged 2 SP:Iteration 60F (1580.617858 sec): 3 clusters Score: Raw -1293372.615712 + Penalty 3457.787501 = -1289914.828211 nChanged 2 SP:Iteration 61Q (1580.793419 sec): 3 clusters Score: Raw -1293373.071575 + Penalty 3457.787501 = -1289915.284074 nChanged 1 SP:Iteration 62Q (1580.952483 sec): 3 clusters Score: Raw -1293373.406170 + Penalty 3457.787501 = -1289915.618669 nChanged 1 SP:Iteration 63Q (1581.108387 sec): 3 clusters Score: Raw -1293373.683321 + Penalty 3457.787501 = -1289915.895820 nChanged 0 SP:Iteration 64F (1581.293159 sec): 3 clusters Score: Raw -1293373.683321 + Penalty 3457.787501 = -1289915.895820 nChanged 0 Trying to split cluster 12 (9480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1581.391945 sec): 2 clusters Score: Raw -607282.033595 + Penalty 1607.042899 = -605674.990696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1581.561857 sec): 3 clusters Score: Raw -601942.774293 + Penalty 3214.085798 = -598728.688495 nChanged 4121 SP:Iteration 1F (1581.702198 sec): 3 clusters Score: Raw -604289.261197 + Penalty 3214.085798 = -601075.175399 nChanged 667 SP:Iteration 2F (1581.830266 sec): 3 clusters Score: Raw -604644.974640 + Penalty 3214.085798 = -601430.888842 nChanged 572 SP:Iteration 3F (1581.963388 sec): 3 clusters Score: Raw -604969.641271 + Penalty 3214.085798 = -601755.555473 nChanged 519 SP:Iteration 4F (1582.085633 sec): 3 clusters Score: Raw -605258.247193 + Penalty 3214.085798 = -602044.161395 nChanged 466 SP:Iteration 5Q (1582.194370 sec): 3 clusters Score: Raw -605516.495306 + Penalty 3214.085798 = -602302.409508 nChanged 434 SP:Iteration 6Q (1582.342739 sec): 3 clusters Score: Raw -605768.218587 + Penalty 3214.085798 = -602554.132789 nChanged 385 SP:Iteration 7Q (1582.478577 sec): 3 clusters Score: Raw -605966.444742 + Penalty 3214.085798 = -602752.358944 nChanged 339 SP:Iteration 8Q (1582.608061 sec): 3 clusters Score: Raw -606153.220257 + Penalty 3214.085798 = -602939.134459 nChanged 332 SP:Iteration 9Q (1582.737876 sec): 3 clusters Score: Raw -606317.988724 + Penalty 3214.085798 = -603103.902926 nChanged 279 SP:Iteration 10Q (1582.851210 sec): 3 clusters Score: Raw -606469.581082 + Penalty 3214.085798 = -603255.495284 nChanged 273 SP:Iteration 11Q (1583.007427 sec): 3 clusters Score: Raw -606608.473571 + Penalty 3214.085798 = -603394.387773 nChanged 240 SP:Iteration 12Q (1583.118219 sec): 3 clusters Score: Raw -606726.035617 + Penalty 3214.085798 = -603511.949819 nChanged 214 SP:Iteration 13Q (1583.246129 sec): 3 clusters Score: Raw -606836.550720 + Penalty 3214.085798 = -603622.464922 nChanged 189 SP:Iteration 14Q (1583.381968 sec): 3 clusters Score: Raw -606923.739241 + Penalty 3214.085798 = -603709.653443 nChanged 156 SP:Iteration 15Q (1583.506356 sec): 3 clusters Score: Raw -606978.243752 + Penalty 3214.085798 = -603764.157954 nChanged 122 SP:Iteration 16Q (1583.642092 sec): 3 clusters Score: Raw -607024.440702 + Penalty 3214.085798 = -603810.354904 nChanged 129 SP:Iteration 17Q (1583.803302 sec): 3 clusters Score: Raw -607082.971243 + Penalty 3214.085798 = -603868.885445 nChanged 122 SP:Iteration 18Q (1583.939051 sec): 3 clusters Score: Raw -607129.089011 + Penalty 3214.085798 = -603915.003213 nChanged 111 SP:Iteration 19Q (1584.074200 sec): 3 clusters Score: Raw -607164.395751 + Penalty 3214.085798 = -603950.309953 nChanged 91 SP:Iteration 20F (1584.209079 sec): 3 clusters Score: Raw -607192.792206 + Penalty 3214.085798 = -603978.706408 nChanged 85 SP:Iteration 21Q (1584.343248 sec): 3 clusters Score: Raw -607215.521452 + Penalty 3214.085798 = -604001.435654 nChanged 58 SP:Iteration 22Q (1584.458355 sec): 3 clusters Score: Raw -607232.209874 + Penalty 3214.085798 = -604018.124076 nChanged 70 SP:Iteration 23Q (1584.612405 sec): 3 clusters Score: Raw -607254.729818 + Penalty 3214.085798 = -604040.644020 nChanged 101 SP:Iteration 24Q (1584.720018 sec): 3 clusters Score: Raw -607290.679819 + Penalty 3214.085798 = -604076.594021 nChanged 89 SP:Iteration 25Q (1584.839585 sec): 3 clusters Score: Raw -607323.870816 + Penalty 3214.085798 = -604109.785018 nChanged 92 SP:Iteration 26Q (1584.975955 sec): 3 clusters Score: Raw -607354.113258 + Penalty 3214.085798 = -604140.027460 nChanged 89 SP:Iteration 27Q (1585.098467 sec): 3 clusters Score: Raw -607381.043044 + Penalty 3214.085798 = -604166.957246 nChanged 86 SP:Iteration 28Q (1585.221192 sec): 3 clusters Score: Raw -607408.365079 + Penalty 3214.085798 = -604194.279281 nChanged 77 SP:Iteration 29Q (1585.337086 sec): 3 clusters Score: Raw -607436.864739 + Penalty 3214.085798 = -604222.778941 nChanged 76 SP:Iteration 30Q (1585.445684 sec): 3 clusters Score: Raw -607462.071100 + Penalty 3214.085798 = -604247.985302 nChanged 58 SP:Iteration 31Q (1585.530263 sec): 3 clusters Score: Raw -607482.812685 + Penalty 3214.085798 = -604268.726887 nChanged 65 SP:Iteration 32Q (1585.652256 sec): 3 clusters Score: Raw -607507.477397 + Penalty 3214.085798 = -604293.391599 nChanged 58 SP:Iteration 33Q (1585.736874 sec): 3 clusters Score: Raw -607527.709574 + Penalty 3214.085798 = -604313.623776 nChanged 52 SP:Iteration 34Q (1585.858575 sec): 3 clusters Score: Raw -607544.653191 + Penalty 3214.085798 = -604330.567393 nChanged 63 SP:Iteration 35Q (1585.961036 sec): 3 clusters Score: Raw -607566.907637 + Penalty 3214.085798 = -604352.821839 nChanged 66 SP:Iteration 36Q (1586.040829 sec): 3 clusters Score: Raw -607594.675064 + Penalty 3214.085798 = -604380.589266 nChanged 61 SP:Iteration 37Q (1586.140098 sec): 3 clusters Score: Raw -607620.809146 + Penalty 3214.085798 = -604406.723348 nChanged 62 SP:Iteration 38Q (1586.239255 sec): 3 clusters Score: Raw -607650.272358 + Penalty 3214.085798 = -604436.186560 nChanged 60 SP:Iteration 39Q (1586.337920 sec): 3 clusters Score: Raw -607681.733265 + Penalty 3214.085798 = -604467.647467 nChanged 69 SP:Iteration 40F (1586.437979 sec): 3 clusters Score: Raw -607721.797313 + Penalty 3214.085798 = -604507.711515 nChanged 85 SP:Iteration 41Q (1586.559246 sec): 3 clusters Score: Raw -607784.923960 + Penalty 3214.085798 = -604570.838162 nChanged 87 SP:Iteration 42Q (1586.642319 sec): 3 clusters Score: Raw -607863.622781 + Penalty 3214.085798 = -604649.536983 nChanged 101 SP:Iteration 43Q (1586.742293 sec): 3 clusters Score: Raw -607954.834788 + Penalty 3214.085798 = -604740.748990 nChanged 93 SP:Iteration 44Q (1586.862648 sec): 3 clusters Score: Raw -608028.369108 + Penalty 3214.085798 = -604814.283311 nChanged 86 SP:Iteration 45Q (1586.963516 sec): 3 clusters Score: Raw -608102.152562 + Penalty 3214.085798 = -604888.066765 nChanged 76 SP:Iteration 46Q (1587.065037 sec): 3 clusters Score: Raw -608161.549196 + Penalty 3214.085798 = -604947.463398 nChanged 72 SP:Iteration 47Q (1587.139069 sec): 3 clusters Score: Raw -608218.161254 + Penalty 3214.085798 = -605004.075456 nChanged 60 SP:Iteration 48Q (1587.236999 sec): 3 clusters Score: Raw -608252.130080 + Penalty 3214.085798 = -605038.044282 nChanged 59 SP:Iteration 49Q (1587.339205 sec): 3 clusters Score: Raw -608288.298587 + Penalty 3214.085798 = -605074.212789 nChanged 50 SP:Iteration 50Q (1587.432410 sec): 3 clusters Score: Raw -608320.281547 + Penalty 3214.085798 = -605106.195749 nChanged 37 SP:Iteration 51Q (1587.528878 sec): 3 clusters Score: Raw -608337.676787 + Penalty 3214.085798 = -605123.590989 nChanged 23 SP:Iteration 52Q (1587.646177 sec): 3 clusters Score: Raw -608347.643093 + Penalty 3214.085798 = -605133.557295 nChanged 26 SP:Iteration 53Q (1587.726905 sec): 3 clusters Score: Raw -608359.418722 + Penalty 3214.085798 = -605145.332924 nChanged 22 SP:Iteration 54Q (1587.822628 sec): 3 clusters Score: Raw -608366.407042 + Penalty 3214.085798 = -605152.321244 nChanged 9 SP:Iteration 55Q (1587.923131 sec): 3 clusters Score: Raw -608369.348187 + Penalty 3214.085798 = -605155.262389 nChanged 7 SP:Iteration 56Q (1588.009479 sec): 3 clusters Score: Raw -608371.245028 + Penalty 3214.085798 = -605157.159231 nChanged 6 SP:Iteration 57Q (1588.113317 sec): 3 clusters Score: Raw -608372.377961 + Penalty 3214.085798 = -605158.292163 nChanged 1 SP:Iteration 58Q (1588.225077 sec): 3 clusters Score: Raw -608372.518749 + Penalty 3214.085798 = -605158.432951 nChanged 1 SP:Iteration 59Q (1588.299085 sec): 3 clusters Score: Raw -608372.782389 + Penalty 3214.085798 = -605158.696591 nChanged 1 SP:Iteration 60F (1588.394528 sec): 3 clusters Score: Raw -608373.055241 + Penalty 3214.085798 = -605158.969443 nChanged 1 SP:Iteration 61Q (1588.485155 sec): 3 clusters Score: Raw -608373.176819 + Penalty 3214.085798 = -605159.091021 nChanged 1 SP:Iteration 62Q (1588.567513 sec): 3 clusters Score: Raw -608373.537253 + Penalty 3214.085798 = -605159.451455 nChanged 2 SP:Iteration 63Q (1588.662719 sec): 3 clusters Score: Raw -608374.318325 + Penalty 3214.085798 = -605160.232527 nChanged 0 SP:Iteration 64F (1588.768599 sec): 3 clusters Score: Raw -608374.318325 + Penalty 3214.085798 = -605160.232527 nChanged 0 Trying to split cluster 13 (6745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1588.835675 sec): 2 clusters Score: Raw -443262.702796 + Penalty 1547.305713 = -441715.397083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1588.924474 sec): 3 clusters Score: Raw -439609.209448 + Penalty 3094.611426 = -436514.598022 nChanged 2818 SP:Iteration 1F (1589.028062 sec): 3 clusters Score: Raw -441346.242052 + Penalty 3094.611426 = -438251.630626 nChanged 504 SP:Iteration 2F (1589.116464 sec): 3 clusters Score: Raw -441668.258381 + Penalty 3094.611426 = -438573.646955 nChanged 406 SP:Iteration 3F (1589.194956 sec): 3 clusters Score: Raw -441952.213893 + Penalty 3094.611426 = -438857.602467 nChanged 385 SP:Iteration 4F (1589.293577 sec): 3 clusters Score: Raw -442237.527671 + Penalty 3094.611426 = -439142.916245 nChanged 353 SP:Iteration 5F (1589.384880 sec): 3 clusters Score: Raw -442501.359591 + Penalty 3094.611426 = -439406.748166 nChanged 305 SP:Iteration 6Q (1589.491355 sec): 3 clusters Score: Raw -442719.355903 + Penalty 3094.611426 = -439624.744477 nChanged 291 SP:Iteration 7Q (1589.594332 sec): 3 clusters Score: Raw -442883.992843 + Penalty 3094.611426 = -439789.381417 nChanged 216 SP:Iteration 8Q (1589.694853 sec): 3 clusters Score: Raw -442996.301871 + Penalty 3094.611426 = -439901.690445 nChanged 193 SP:Iteration 9Q (1589.785265 sec): 3 clusters Score: Raw -443096.441355 + Penalty 3094.611426 = -440001.829929 nChanged 179 SP:Iteration 10Q (1589.877985 sec): 3 clusters Score: Raw -443177.211212 + Penalty 3094.611426 = -440082.599786 nChanged 148 SP:Iteration 11Q (1589.976907 sec): 3 clusters Score: Raw -443241.781410 + Penalty 3094.611426 = -440147.169984 nChanged 130 SP:Iteration 12Q (1590.065076 sec): 3 clusters Score: Raw -443301.125545 + Penalty 3094.611426 = -440206.514119 nChanged 118 SP:Iteration 13Q (1590.156719 sec): 3 clusters Score: Raw -443351.736273 + Penalty 3094.611426 = -440257.124847 nChanged 92 SP:Iteration 14Q (1590.242680 sec): 3 clusters Score: Raw -443389.301067 + Penalty 3094.611426 = -440294.689642 nChanged 98 SP:Iteration 15Q (1590.339938 sec): 3 clusters Score: Raw -443434.241074 + Penalty 3094.611426 = -440339.629648 nChanged 93 SP:Iteration 16Q (1590.433262 sec): 3 clusters Score: Raw -443474.576266 + Penalty 3094.611426 = -440379.964841 nChanged 81 SP:Iteration 17Q (1590.528651 sec): 3 clusters Score: Raw -443508.701369 + Penalty 3094.611426 = -440414.089943 nChanged 82 SP:Iteration 18Q (1590.619192 sec): 3 clusters Score: Raw -443540.183647 + Penalty 3094.611426 = -440445.572221 nChanged 79 SP:Iteration 19Q (1590.714399 sec): 3 clusters Score: Raw -443573.206459 + Penalty 3094.611426 = -440478.595033 nChanged 74 SP:Iteration 20F (1590.811442 sec): 3 clusters Score: Raw -443608.342225 + Penalty 3094.611426 = -440513.730799 nChanged 74 SP:Iteration 21Q (1590.891037 sec): 3 clusters Score: Raw -443641.338331 + Penalty 3094.611426 = -440546.726905 nChanged 69 SP:Iteration 22Q (1590.981800 sec): 3 clusters Score: Raw -443670.107794 + Penalty 3094.611426 = -440575.496369 nChanged 64 SP:Iteration 23Q (1591.073903 sec): 3 clusters Score: Raw -443695.827535 + Penalty 3094.611426 = -440601.216109 nChanged 57 SP:Iteration 24Q (1591.167668 sec): 3 clusters Score: Raw -443714.348176 + Penalty 3094.611426 = -440619.736751 nChanged 43 SP:Iteration 25Q (1591.276596 sec): 3 clusters Score: Raw -443730.161128 + Penalty 3094.611426 = -440635.549702 nChanged 43 SP:Iteration 26Q (1591.371890 sec): 3 clusters Score: Raw -443747.759780 + Penalty 3094.611426 = -440653.148354 nChanged 39 SP:Iteration 27Q (1591.446370 sec): 3 clusters Score: Raw -443762.242296 + Penalty 3094.611426 = -440667.630871 nChanged 42 SP:Iteration 28Q (1591.527654 sec): 3 clusters Score: Raw -443773.757636 + Penalty 3094.611426 = -440679.146211 nChanged 27 SP:Iteration 29Q (1591.646408 sec): 3 clusters Score: Raw -443782.713223 + Penalty 3094.611426 = -440688.101797 nChanged 26 SP:Iteration 30Q (1591.726586 sec): 3 clusters Score: Raw -443789.923518 + Penalty 3094.611426 = -440695.312092 nChanged 23 SP:Iteration 31Q (1591.828000 sec): 3 clusters Score: Raw -443796.807002 + Penalty 3094.611426 = -440702.195576 nChanged 17 SP:Iteration 32Q (1591.914603 sec): 3 clusters Score: Raw -443801.292714 + Penalty 3094.611426 = -440706.681288 nChanged 14 SP:Iteration 33Q (1592.019627 sec): 3 clusters Score: Raw -443803.643689 + Penalty 3094.611426 = -440709.032263 nChanged 5 SP:Iteration 34Q (1592.111077 sec): 3 clusters Score: Raw -443805.174266 + Penalty 3094.611426 = -440710.562841 nChanged 6 SP:Iteration 35Q (1592.202082 sec): 3 clusters Score: Raw -443806.196985 + Penalty 3094.611426 = -440711.585559 nChanged 6 SP:Iteration 36Q (1592.295241 sec): 3 clusters Score: Raw -443807.118527 + Penalty 3094.611426 = -440712.507101 nChanged 3 SP:Iteration 37Q (1592.385679 sec): 3 clusters Score: Raw -443807.493970 + Penalty 3094.611426 = -440712.882544 nChanged 2 SP:Iteration 38Q (1592.464515 sec): 3 clusters Score: Raw -443807.686421 + Penalty 3094.611426 = -440713.074995 nChanged 3 SP:Iteration 39Q (1592.567414 sec): 3 clusters Score: Raw -443808.726852 + Penalty 3094.611426 = -440714.115426 nChanged 3 SP:Iteration 40F (1592.659622 sec): 3 clusters Score: Raw -443809.029554 + Penalty 3094.611426 = -440714.418128 nChanged 3 SP:Iteration 41Q (1592.752643 sec): 3 clusters Score: Raw -443809.547081 + Penalty 3094.611426 = -440714.935656 nChanged 2 SP:Iteration 42Q (1592.825082 sec): 3 clusters Score: Raw -443810.180742 + Penalty 3094.611426 = -440715.569317 nChanged 2 SP:Iteration 43Q (1592.932890 sec): 3 clusters Score: Raw -443810.299379 + Penalty 3094.611426 = -440715.687953 nChanged 1 SP:Iteration 44Q (1593.007219 sec): 3 clusters Score: Raw -443810.415326 + Penalty 3094.611426 = -440715.803900 nChanged 0 SP:Iteration 45F (1593.097861 sec): 3 clusters Score: Raw -443810.415326 + Penalty 3094.611426 = -440715.803900 nChanged 0 Trying to split cluster 14 (2144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1593.164156 sec): 2 clusters Score: Raw -100701.513893 + Penalty 1346.160206 = -99355.353688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1593.250991 sec): 3 clusters Score: Raw -99787.498540 + Penalty 2692.320411 = -97095.178129 nChanged 755 SP:Iteration 1F (1593.341265 sec): 3 clusters Score: Raw -100360.071383 + Penalty 2692.320411 = -97667.750972 nChanged 206 SP:Iteration 2F (1593.410457 sec): 3 clusters Score: Raw -100590.028262 + Penalty 2692.320411 = -97897.707851 nChanged 165 SP:Iteration 3F (1593.499365 sec): 3 clusters Score: Raw -100778.880733 + Penalty 2692.320411 = -98086.560322 nChanged 125 SP:Iteration 4F (1593.609830 sec): 3 clusters Score: Raw -100922.327712 + Penalty 2692.320411 = -98230.007301 nChanged 108 SP:Iteration 5F (1593.696576 sec): 3 clusters Score: Raw -101050.163192 + Penalty 2692.320411 = -98357.842781 nChanged 91 SP:Iteration 6Q (1593.787598 sec): 3 clusters Score: Raw -101157.409659 + Penalty 2692.320411 = -98465.089248 nChanged 80 SP:Iteration 7Q (1593.878196 sec): 3 clusters Score: Raw -101241.902530 + Penalty 2692.320411 = -98549.582118 nChanged 53 SP:Iteration 8Q (1593.935317 sec): 3 clusters Score: Raw -101293.714959 + Penalty 2692.320411 = -98601.394548 nChanged 53 SP:Iteration 9Q (1593.958275 sec): 3 clusters Score: Raw -101340.709849 + Penalty 2692.320411 = -98648.389438 nChanged 39 SP:Iteration 10Q (1593.979476 sec): 3 clusters Score: Raw -101369.755227 + Penalty 2692.320411 = -98677.434816 nChanged 26 SP:Iteration 11Q (1594.000706 sec): 3 clusters Score: Raw -101386.232953 + Penalty 2692.320411 = -98693.912542 nChanged 22 SP:Iteration 12Q (1594.022260 sec): 3 clusters Score: Raw -101401.895408 + Penalty 2692.320411 = -98709.574997 nChanged 21 SP:Iteration 13Q (1594.043518 sec): 3 clusters Score: Raw -101416.900897 + Penalty 2692.320411 = -98724.580485 nChanged 17 SP:Iteration 14Q (1594.064735 sec): 3 clusters Score: Raw -101428.956661 + Penalty 2692.320411 = -98736.636250 nChanged 16 SP:Iteration 15Q (1594.085902 sec): 3 clusters Score: Raw -101445.668814 + Penalty 2692.320411 = -98753.348403 nChanged 13 SP:Iteration 16Q (1594.107179 sec): 3 clusters Score: Raw -101453.996111 + Penalty 2692.320411 = -98761.675699 nChanged 8 SP:Iteration 17Q (1594.219108 sec): 3 clusters Score: Raw -101462.094688 + Penalty 2692.320411 = -98769.774277 nChanged 15 SP:Iteration 18Q (1594.288960 sec): 3 clusters Score: Raw -101471.691078 + Penalty 2692.320411 = -98779.370666 nChanged 10 SP:Iteration 19Q (1594.400547 sec): 3 clusters Score: Raw -101479.246792 + Penalty 2692.320411 = -98786.926381 nChanged 13 SP:Iteration 20F (1594.489022 sec): 3 clusters Score: Raw -101490.923001 + Penalty 2692.320411 = -98798.602590 nChanged 9 SP:Iteration 21Q (1594.575537 sec): 3 clusters Score: Raw -101497.799785 + Penalty 2692.320411 = -98805.479374 nChanged 11 SP:Iteration 22Q (1594.665079 sec): 3 clusters Score: Raw -101505.007505 + Penalty 2692.320411 = -98812.687094 nChanged 14 SP:Iteration 23Q (1594.755206 sec): 3 clusters Score: Raw -101515.711689 + Penalty 2692.320411 = -98823.391278 nChanged 16 SP:Iteration 24Q (1594.842132 sec): 3 clusters Score: Raw -101522.198461 + Penalty 2692.320411 = -98829.878049 nChanged 8 SP:Iteration 25Q (1594.931244 sec): 3 clusters Score: Raw -101524.984165 + Penalty 2692.320411 = -98832.663754 nChanged 8 SP:Iteration 26Q (1594.997568 sec): 3 clusters Score: Raw -101529.090682 + Penalty 2692.320411 = -98836.770271 nChanged 11 SP:Iteration 27Q (1595.022590 sec): 3 clusters Score: Raw -101536.708990 + Penalty 2692.320411 = -98844.388579 nChanged 9 SP:Iteration 28Q (1595.043818 sec): 3 clusters Score: Raw -101542.061731 + Penalty 2692.320411 = -98849.741319 nChanged 9 SP:Iteration 29Q (1595.065039 sec): 3 clusters Score: Raw -101544.676608 + Penalty 2692.320411 = -98852.356197 nChanged 3 SP:Iteration 30Q (1595.086255 sec): 3 clusters Score: Raw -101545.437063 + Penalty 2692.320411 = -98853.116652 nChanged 5 SP:Iteration 31Q (1595.107284 sec): 3 clusters Score: Raw -101546.763750 + Penalty 2692.320411 = -98854.443339 nChanged 5 SP:Iteration 32Q (1595.128424 sec): 3 clusters Score: Raw -101548.239803 + Penalty 2692.320411 = -98855.919391 nChanged 7 SP:Iteration 33Q (1595.153918 sec): 3 clusters Score: Raw -101550.827332 + Penalty 2692.320411 = -98858.506920 nChanged 7 SP:Iteration 34Q (1595.193961 sec): 3 clusters Score: Raw -101554.188316 + Penalty 2692.320411 = -98861.867905 nChanged 5 SP:Iteration 35Q (1595.283207 sec): 3 clusters Score: Raw -101557.007571 + Penalty 2692.320411 = -98864.687160 nChanged 6 SP:Iteration 36Q (1595.381154 sec): 3 clusters Score: Raw -101559.676893 + Penalty 2692.320411 = -98867.356482 nChanged 5 SP:Iteration 37Q (1595.459540 sec): 3 clusters Score: Raw -101560.675996 + Penalty 2692.320411 = -98868.355584 nChanged 1 SP:Iteration 38Q (1595.566240 sec): 3 clusters Score: Raw -101561.174968 + Penalty 2692.320411 = -98868.854556 nChanged 1 SP:Iteration 39Q (1595.656097 sec): 3 clusters Score: Raw -101561.695680 + Penalty 2692.320411 = -98869.375269 nChanged 2 SP:Iteration 40F (1595.745661 sec): 3 clusters Score: Raw -101562.293090 + Penalty 2692.320411 = -98869.972679 nChanged 0 Trying to split cluster 15 (7113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1595.806719 sec): 2 clusters Score: Raw -492339.128896 + Penalty 1556.628730 = -490782.500166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1595.902275 sec): 3 clusters Score: Raw -488550.265703 + Penalty 3113.257461 = -485437.008242 nChanged 2944 SP:Iteration 1F (1595.999461 sec): 3 clusters Score: Raw -490240.819170 + Penalty 3113.257461 = -487127.561709 nChanged 506 SP:Iteration 2F (1596.096805 sec): 3 clusters Score: Raw -490534.727214 + Penalty 3113.257461 = -487421.469753 nChanged 428 SP:Iteration 3F (1596.197407 sec): 3 clusters Score: Raw -490799.467964 + Penalty 3113.257461 = -487686.210503 nChanged 421 SP:Iteration 4F (1596.297400 sec): 3 clusters Score: Raw -491078.834236 + Penalty 3113.257461 = -487965.576776 nChanged 404 SP:Iteration 5F (1596.376964 sec): 3 clusters Score: Raw -491329.009142 + Penalty 3113.257461 = -488215.751681 nChanged 321 SP:Iteration 6Q (1596.492048 sec): 3 clusters Score: Raw -491538.304565 + Penalty 3113.257461 = -488425.047104 nChanged 290 SP:Iteration 7Q (1596.571987 sec): 3 clusters Score: Raw -491736.037128 + Penalty 3113.257461 = -488622.779668 nChanged 256 SP:Iteration 8Q (1596.665605 sec): 3 clusters Score: Raw -491922.872878 + Penalty 3113.257461 = -488809.615417 nChanged 218 SP:Iteration 9Q (1596.770724 sec): 3 clusters Score: Raw -492067.729208 + Penalty 3113.257461 = -488954.471748 nChanged 161 SP:Iteration 10Q (1596.845603 sec): 3 clusters Score: Raw -492171.868034 + Penalty 3113.257461 = -489058.610574 nChanged 130 SP:Iteration 11Q (1596.965769 sec): 3 clusters Score: Raw -492252.815234 + Penalty 3113.257461 = -489139.557773 nChanged 118 SP:Iteration 12Q (1597.054276 sec): 3 clusters Score: Raw -492346.994413 + Penalty 3113.257461 = -489233.736952 nChanged 108 SP:Iteration 13Q (1597.159416 sec): 3 clusters Score: Raw -492432.954740 + Penalty 3113.257461 = -489319.697279 nChanged 110 SP:Iteration 14Q (1597.252604 sec): 3 clusters Score: Raw -492526.416057 + Penalty 3113.257461 = -489413.158596 nChanged 107 SP:Iteration 15Q (1597.351987 sec): 3 clusters Score: Raw -492618.341568 + Penalty 3113.257461 = -489505.084107 nChanged 99 SP:Iteration 16Q (1597.452327 sec): 3 clusters Score: Raw -492711.028877 + Penalty 3113.257461 = -489597.771416 nChanged 109 SP:Iteration 17Q (1597.548409 sec): 3 clusters Score: Raw -492826.349046 + Penalty 3113.257461 = -489713.091586 nChanged 100 SP:Iteration 18Q (1597.651036 sec): 3 clusters Score: Raw -492954.178501 + Penalty 3113.257461 = -489840.921040 nChanged 93 SP:Iteration 19Q (1597.739122 sec): 3 clusters Score: Raw -493050.549341 + Penalty 3113.257461 = -489937.291880 nChanged 80 SP:Iteration 20F (1597.820083 sec): 3 clusters Score: Raw -493096.109852 + Penalty 3113.257461 = -489982.852392 nChanged 44 SP:Iteration 21Q (1597.914030 sec): 3 clusters Score: Raw -493118.242245 + Penalty 3113.257461 = -490004.984784 nChanged 39 SP:Iteration 22Q (1597.998716 sec): 3 clusters Score: Raw -493137.953765 + Penalty 3113.257461 = -490024.696304 nChanged 34 SP:Iteration 23Q (1598.080630 sec): 3 clusters Score: Raw -493150.053140 + Penalty 3113.257461 = -490036.795680 nChanged 19 SP:Iteration 24Q (1598.178919 sec): 3 clusters Score: Raw -493157.842609 + Penalty 3113.257461 = -490044.585148 nChanged 22 SP:Iteration 25Q (1598.272369 sec): 3 clusters Score: Raw -493165.793680 + Penalty 3113.257461 = -490052.536220 nChanged 20 SP:Iteration 26Q (1598.361288 sec): 3 clusters Score: Raw -493173.139155 + Penalty 3113.257461 = -490059.881694 nChanged 23 SP:Iteration 27Q (1598.463533 sec): 3 clusters Score: Raw -493179.469666 + Penalty 3113.257461 = -490066.212205 nChanged 15 SP:Iteration 28Q (1598.549814 sec): 3 clusters Score: Raw -493184.437768 + Penalty 3113.257461 = -490071.180307 nChanged 19 SP:Iteration 29Q (1598.618290 sec): 3 clusters Score: Raw -493190.741351 + Penalty 3113.257461 = -490077.483890 nChanged 16 SP:Iteration 30Q (1598.717506 sec): 3 clusters Score: Raw -493195.357856 + Penalty 3113.257461 = -490082.100396 nChanged 17 SP:Iteration 31Q (1598.812138 sec): 3 clusters Score: Raw -493200.351421 + Penalty 3113.257461 = -490087.093960 nChanged 15 SP:Iteration 32Q (1598.898560 sec): 3 clusters Score: Raw -493204.834942 + Penalty 3113.257461 = -490091.577481 nChanged 18 SP:Iteration 33Q (1598.970949 sec): 3 clusters Score: Raw -493209.522598 + Penalty 3113.257461 = -490096.265138 nChanged 20 SP:Iteration 34Q (1599.082895 sec): 3 clusters Score: Raw -493215.280282 + Penalty 3113.257461 = -490102.022821 nChanged 30 SP:Iteration 35Q (1599.169485 sec): 3 clusters Score: Raw -493226.482020 + Penalty 3113.257461 = -490113.224560 nChanged 24 SP:Iteration 36Q (1599.267792 sec): 3 clusters Score: Raw -493235.395971 + Penalty 3113.257461 = -490122.138511 nChanged 26 SP:Iteration 37Q (1599.359126 sec): 3 clusters Score: Raw -493245.324453 + Penalty 3113.257461 = -490132.066992 nChanged 30 SP:Iteration 38Q (1599.444079 sec): 3 clusters Score: Raw -493258.542995 + Penalty 3113.257461 = -490145.285535 nChanged 41 SP:Iteration 39Q (1599.529570 sec): 3 clusters Score: Raw -493277.158209 + Penalty 3113.257461 = -490163.900748 nChanged 49 SP:Iteration 40F (1599.610121 sec): 3 clusters Score: Raw -493300.106852 + Penalty 3113.257461 = -490186.849391 nChanged 44 SP:Iteration 41Q (1599.718943 sec): 3 clusters Score: Raw -493316.715448 + Penalty 3113.257461 = -490203.457987 nChanged 38 SP:Iteration 42Q (1599.808385 sec): 3 clusters Score: Raw -493332.652654 + Penalty 3113.257461 = -490219.395194 nChanged 43 SP:Iteration 43Q (1599.909854 sec): 3 clusters Score: Raw -493350.775497 + Penalty 3113.257461 = -490237.518037 nChanged 39 SP:Iteration 44Q (1600.009502 sec): 3 clusters Score: Raw -493366.544148 + Penalty 3113.257461 = -490253.286688 nChanged 39 SP:Iteration 45Q (1600.086342 sec): 3 clusters Score: Raw -493379.992003 + Penalty 3113.257461 = -490266.734542 nChanged 36 SP:Iteration 46Q (1600.199089 sec): 3 clusters Score: Raw -493392.675870 + Penalty 3113.257461 = -490279.418410 nChanged 31 SP:Iteration 47Q (1600.291211 sec): 3 clusters Score: Raw -493404.391099 + Penalty 3113.257461 = -490291.133638 nChanged 41 SP:Iteration 48Q (1600.386206 sec): 3 clusters Score: Raw -493419.886614 + Penalty 3113.257461 = -490306.629154 nChanged 42 SP:Iteration 49Q (1600.469708 sec): 3 clusters Score: Raw -493433.612166 + Penalty 3113.257461 = -490320.354705 nChanged 35 SP:Iteration 50Q (1600.570185 sec): 3 clusters Score: Raw -493445.217414 + Penalty 3113.257461 = -490331.959953 nChanged 36 SP:Iteration 51Q (1600.663461 sec): 3 clusters Score: Raw -493455.992359 + Penalty 3113.257461 = -490342.734899 nChanged 34 SP:Iteration 52Q (1600.727765 sec): 3 clusters Score: Raw -493467.166811 + Penalty 3113.257461 = -490353.909351 nChanged 26 SP:Iteration 53Q (1600.823302 sec): 3 clusters Score: Raw -493475.060510 + Penalty 3113.257461 = -490361.803050 nChanged 25 SP:Iteration 54Q (1600.919528 sec): 3 clusters Score: Raw -493482.274626 + Penalty 3113.257461 = -490369.017166 nChanged 25 SP:Iteration 55Q (1601.009964 sec): 3 clusters Score: Raw -493488.248868 + Penalty 3113.257461 = -490374.991407 nChanged 23 SP:Iteration 56Q (1601.126653 sec): 3 clusters Score: Raw -493494.611212 + Penalty 3113.257461 = -490381.353752 nChanged 20 SP:Iteration 57Q (1601.223202 sec): 3 clusters Score: Raw -493498.558067 + Penalty 3113.257461 = -490385.300607 nChanged 13 SP:Iteration 58Q (1601.301229 sec): 3 clusters Score: Raw -493502.191053 + Penalty 3113.257461 = -490388.933593 nChanged 17 SP:Iteration 59Q (1601.392979 sec): 3 clusters Score: Raw -493506.957632 + Penalty 3113.257461 = -490393.700172 nChanged 15 SP:Iteration 60F (1601.493895 sec): 3 clusters Score: Raw -493510.225994 + Penalty 3113.257461 = -490396.968533 nChanged 8 SP:Iteration 61Q (1601.593797 sec): 3 clusters Score: Raw -493511.540601 + Penalty 3113.257461 = -490398.283140 nChanged 10 SP:Iteration 62Q (1601.693712 sec): 3 clusters Score: Raw -493513.005297 + Penalty 3113.257461 = -490399.747837 nChanged 4 SP:Iteration 63Q (1601.793589 sec): 3 clusters Score: Raw -493513.734366 + Penalty 3113.257461 = -490400.476906 nChanged 6 SP:Iteration 64Q (1601.893188 sec): 3 clusters Score: Raw -493515.580367 + Penalty 3113.257461 = -490402.322906 nChanged 6 SP:Iteration 65Q (1602.012375 sec): 3 clusters Score: Raw -493516.436786 + Penalty 3113.257461 = -490403.179326 nChanged 3 SP:Iteration 66Q (1602.092346 sec): 3 clusters Score: Raw -493516.722413 + Penalty 3113.257461 = -490403.464952 nChanged 1 SP:Iteration 67Q (1602.211947 sec): 3 clusters Score: Raw -493517.048014 + Penalty 3113.257461 = -490403.790554 nChanged 2 SP:Iteration 68Q (1602.288890 sec): 3 clusters Score: Raw -493517.258461 + Penalty 3113.257461 = -490404.001001 nChanged 1 SP:Iteration 69Q (1602.376159 sec): 3 clusters Score: Raw -493517.376900 + Penalty 3113.257461 = -490404.119440 nChanged 2 SP:Iteration 70Q (1602.519185 sec): 3 clusters Score: Raw -493517.692498 + Penalty 3113.257461 = -490404.435037 nChanged 0 SP:Iteration 71F (1602.617782 sec): 3 clusters Score: Raw -493517.692498 + Penalty 3113.257461 = -490404.435037 nChanged 0 Trying to split cluster 16 (4027 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1602.659943 sec): 2 clusters Score: Raw -208310.748390 + Penalty 1456.786357 = -206853.962033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1602.742017 sec): 3 clusters Score: Raw -206379.007438 + Penalty 2913.572713 = -203465.434725 nChanged 1563 SP:Iteration 1F (1602.835063 sec): 3 clusters Score: Raw -207625.800921 + Penalty 2913.572713 = -204712.228208 nChanged 435 SP:Iteration 2F (1602.913533 sec): 3 clusters Score: Raw -208143.521665 + Penalty 2913.572713 = -205229.948952 nChanged 317 SP:Iteration 3F (1603.004651 sec): 3 clusters Score: Raw -208475.875343 + Penalty 2913.572713 = -205562.302629 nChanged 261 SP:Iteration 4F (1603.075716 sec): 3 clusters Score: Raw -208720.611052 + Penalty 2913.572713 = -205807.038339 nChanged 186 SP:Iteration 5Q (1603.161005 sec): 3 clusters Score: Raw -208870.220274 + Penalty 2913.572713 = -205956.647560 nChanged 135 SP:Iteration 6Q (1603.262108 sec): 3 clusters Score: Raw -208981.829263 + Penalty 2913.572713 = -206068.256549 nChanged 103 SP:Iteration 7Q (1603.365097 sec): 3 clusters Score: Raw -209062.571963 + Penalty 2913.572713 = -206148.999250 nChanged 89 SP:Iteration 8Q (1603.491708 sec): 3 clusters Score: Raw -209141.788187 + Penalty 2913.572713 = -206228.215474 nChanged 79 SP:Iteration 9Q (1603.589355 sec): 3 clusters Score: Raw -209201.492997 + Penalty 2913.572713 = -206287.920284 nChanged 74 SP:Iteration 10Q (1603.685237 sec): 3 clusters Score: Raw -209247.710948 + Penalty 2913.572713 = -206334.138235 nChanged 71 SP:Iteration 11Q (1603.770509 sec): 3 clusters Score: Raw -209294.279788 + Penalty 2913.572713 = -206380.707074 nChanged 64 SP:Iteration 12Q (1603.859172 sec): 3 clusters Score: Raw -209331.500308 + Penalty 2913.572713 = -206417.927595 nChanged 52 SP:Iteration 13Q (1603.943906 sec): 3 clusters Score: Raw -209363.962778 + Penalty 2913.572713 = -206450.390065 nChanged 53 SP:Iteration 14Q (1604.041984 sec): 3 clusters Score: Raw -209399.535589 + Penalty 2913.572713 = -206485.962876 nChanged 52 SP:Iteration 15Q (1604.117659 sec): 3 clusters Score: Raw -209441.990462 + Penalty 2913.572713 = -206528.417749 nChanged 53 SP:Iteration 16Q (1604.200917 sec): 3 clusters Score: Raw -209484.779324 + Penalty 2913.572713 = -206571.206611 nChanged 46 SP:Iteration 17Q (1604.284637 sec): 3 clusters Score: Raw -209518.929250 + Penalty 2913.572713 = -206605.356537 nChanged 35 SP:Iteration 18Q (1604.362203 sec): 3 clusters Score: Raw -209545.378381 + Penalty 2913.572713 = -206631.805668 nChanged 35 SP:Iteration 19Q (1604.462291 sec): 3 clusters Score: Raw -209572.697374 + Penalty 2913.572713 = -206659.124660 nChanged 30 SP:Iteration 20F (1604.583834 sec): 3 clusters Score: Raw -209592.620661 + Penalty 2913.572713 = -206679.047948 nChanged 34 SP:Iteration 21Q (1604.641723 sec): 3 clusters Score: Raw -209608.453722 + Penalty 2913.572713 = -206694.881008 nChanged 30 SP:Iteration 22Q (1604.760799 sec): 3 clusters Score: Raw -209625.146671 + Penalty 2913.572713 = -206711.573958 nChanged 32 SP:Iteration 23Q (1604.845764 sec): 3 clusters Score: Raw -209644.127200 + Penalty 2913.572713 = -206730.554487 nChanged 21 SP:Iteration 24Q (1604.941922 sec): 3 clusters Score: Raw -209658.119073 + Penalty 2913.572713 = -206744.546360 nChanged 12 SP:Iteration 25Q (1605.005847 sec): 3 clusters Score: Raw -209668.151168 + Penalty 2913.572713 = -206754.578455 nChanged 17 SP:Iteration 26Q (1605.120228 sec): 3 clusters Score: Raw -209686.072552 + Penalty 2913.572713 = -206772.499839 nChanged 20 SP:Iteration 27Q (1605.191937 sec): 3 clusters Score: Raw -209700.679008 + Penalty 2913.572713 = -206787.106295 nChanged 22 SP:Iteration 28Q (1605.286637 sec): 3 clusters Score: Raw -209718.661619 + Penalty 2913.572713 = -206805.088906 nChanged 17 SP:Iteration 29Q (1605.399827 sec): 3 clusters Score: Raw -209726.235587 + Penalty 2913.572713 = -206812.662874 nChanged 15 SP:Iteration 30Q (1605.505943 sec): 3 clusters Score: Raw -209732.129706 + Penalty 2913.572713 = -206818.556993 nChanged 10 SP:Iteration 31Q (1605.602959 sec): 3 clusters Score: Raw -209735.880991 + Penalty 2913.572713 = -206822.308278 nChanged 6 SP:Iteration 32Q (1605.690316 sec): 3 clusters Score: Raw -209737.760620 + Penalty 2913.572713 = -206824.187907 nChanged 2 SP:Iteration 33Q (1605.775823 sec): 3 clusters Score: Raw -209738.084070 + Penalty 2913.572713 = -206824.511357 nChanged 1 SP:Iteration 34Q (1605.857804 sec): 3 clusters Score: Raw -209738.160949 + Penalty 2913.572713 = -206824.588235 nChanged 0 SP:Iteration 35F (1605.936767 sec): 3 clusters Score: Raw -209738.160949 + Penalty 2913.572713 = -206824.588235 nChanged 0 Trying to split cluster 17 (6281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1606.004181 sec): 2 clusters Score: Raw -363735.895951 + Penalty 1534.797427 = -362201.098524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1606.102604 sec): 3 clusters Score: Raw -360518.442796 + Penalty 3069.594853 = -357448.847943 nChanged 2586 SP:Iteration 1F (1606.207100 sec): 3 clusters Score: Raw -362347.905111 + Penalty 3069.594853 = -359278.310257 nChanged 608 SP:Iteration 2F (1606.328078 sec): 3 clusters Score: Raw -362896.303707 + Penalty 3069.594853 = -359826.708854 nChanged 481 SP:Iteration 3F (1606.421535 sec): 3 clusters Score: Raw -363269.722709 + Penalty 3069.594853 = -360200.127856 nChanged 376 SP:Iteration 4F (1606.529327 sec): 3 clusters Score: Raw -363569.829208 + Penalty 3069.594853 = -360500.234354 nChanged 284 SP:Iteration 5Q (1606.635509 sec): 3 clusters Score: Raw -363764.923053 + Penalty 3069.594853 = -360695.328199 nChanged 207 SP:Iteration 6Q (1606.739961 sec): 3 clusters Score: Raw -363900.711983 + Penalty 3069.594853 = -360831.117129 nChanged 180 SP:Iteration 7Q (1606.858618 sec): 3 clusters Score: Raw -364015.282307 + Penalty 3069.594853 = -360945.687454 nChanged 146 SP:Iteration 8Q (1606.950153 sec): 3 clusters Score: Raw -364089.904667 + Penalty 3069.594853 = -361020.309813 nChanged 117 SP:Iteration 9Q (1607.041883 sec): 3 clusters Score: Raw -364154.124670 + Penalty 3069.594853 = -361084.529816 nChanged 104 SP:Iteration 10Q (1607.150151 sec): 3 clusters Score: Raw -364217.579638 + Penalty 3069.594853 = -361147.984784 nChanged 85 SP:Iteration 11Q (1607.239758 sec): 3 clusters Score: Raw -364258.880894 + Penalty 3069.594853 = -361189.286041 nChanged 64 SP:Iteration 12Q (1607.336079 sec): 3 clusters Score: Raw -364288.674312 + Penalty 3069.594853 = -361219.079458 nChanged 52 SP:Iteration 13Q (1607.450213 sec): 3 clusters Score: Raw -364309.938110 + Penalty 3069.594853 = -361240.343257 nChanged 37 SP:Iteration 14Q (1607.565758 sec): 3 clusters Score: Raw -364322.033621 + Penalty 3069.594853 = -361252.438768 nChanged 21 SP:Iteration 15Q (1607.669262 sec): 3 clusters Score: Raw -364327.415148 + Penalty 3069.594853 = -361257.820294 nChanged 15 SP:Iteration 16Q (1607.755790 sec): 3 clusters Score: Raw -364330.707205 + Penalty 3069.594853 = -361261.112352 nChanged 11 SP:Iteration 17Q (1607.870130 sec): 3 clusters Score: Raw -364333.288309 + Penalty 3069.594853 = -361263.693455 nChanged 11 SP:Iteration 18Q (1607.957981 sec): 3 clusters Score: Raw -364336.422882 + Penalty 3069.594853 = -361266.828029 nChanged 8 SP:Iteration 19Q (1608.066021 sec): 3 clusters Score: Raw -364338.392742 + Penalty 3069.594853 = -361268.797888 nChanged 10 SP:Iteration 20F (1608.178404 sec): 3 clusters Score: Raw -364340.944057 + Penalty 3069.594853 = -361271.349204 nChanged 8 SP:Iteration 21Q (1608.281710 sec): 3 clusters Score: Raw -364342.218271 + Penalty 3069.594853 = -361272.623417 nChanged 5 SP:Iteration 22Q (1608.385607 sec): 3 clusters Score: Raw -364343.414733 + Penalty 3069.594853 = -361273.819879 nChanged 5 SP:Iteration 23Q (1608.509110 sec): 3 clusters Score: Raw -364343.974431 + Penalty 3069.594853 = -361274.379577 nChanged 3 SP:Iteration 24Q (1608.624365 sec): 3 clusters Score: Raw -364344.387743 + Penalty 3069.594853 = -361274.792890 nChanged 1 SP:Iteration 25Q (1608.728340 sec): 3 clusters Score: Raw -364344.573223 + Penalty 3069.594853 = -361274.978369 nChanged 2 SP:Iteration 26Q (1608.833154 sec): 3 clusters Score: Raw -364345.161859 + Penalty 3069.594853 = -361275.567006 nChanged 2 SP:Iteration 27Q (1608.939109 sec): 3 clusters Score: Raw -364345.465966 + Penalty 3069.594853 = -361275.871113 nChanged 1 SP:Iteration 28Q (1609.058299 sec): 3 clusters Score: Raw -364345.854270 + Penalty 3069.594853 = -361276.259417 nChanged 1 SP:Iteration 29Q (1609.172960 sec): 3 clusters Score: Raw -364346.172731 + Penalty 3069.594853 = -361276.577877 nChanged 3 SP:Iteration 30Q (1609.266586 sec): 3 clusters Score: Raw -364346.491545 + Penalty 3069.594853 = -361276.896692 nChanged 4 SP:Iteration 31Q (1609.392157 sec): 3 clusters Score: Raw -364347.427088 + Penalty 3069.594853 = -361277.832235 nChanged 3 SP:Iteration 32Q (1609.480556 sec): 3 clusters Score: Raw -364348.001177 + Penalty 3069.594853 = -361278.406323 nChanged 2 SP:Iteration 33Q (1609.594534 sec): 3 clusters Score: Raw -364348.391741 + Penalty 3069.594853 = -361278.796888 nChanged 0 SP:Iteration 34F (1609.685773 sec): 3 clusters Score: Raw -364348.391741 + Penalty 3069.594853 = -361278.796888 nChanged 0 Trying to split cluster 18 (1529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1609.734491 sec): 2 clusters Score: Raw -74745.859204 + Penalty 1286.830796 = -73459.028408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1609.842492 sec): 3 clusters Score: Raw -74230.199284 + Penalty 2573.661591 = -71656.537693 nChanged 512 SP:Iteration 1F (1609.990738 sec): 3 clusters Score: Raw -74758.062356 + Penalty 2573.661591 = -72184.400765 nChanged 149 SP:Iteration 2F (1610.074155 sec): 3 clusters Score: Raw -74982.456403 + Penalty 2573.661591 = -72408.794812 nChanged 106 SP:Iteration 3F (1610.173044 sec): 3 clusters Score: Raw -75153.048015 + Penalty 2573.661591 = -72579.386423 nChanged 87 SP:Iteration 4F (1610.272512 sec): 3 clusters Score: Raw -75266.365422 + Penalty 2573.661591 = -72692.703831 nChanged 62 SP:Iteration 5Q (1610.368992 sec): 3 clusters Score: Raw -75339.287752 + Penalty 2573.661591 = -72765.626161 nChanged 44 SP:Iteration 6Q (1610.476608 sec): 3 clusters Score: Raw -75389.882432 + Penalty 2573.661591 = -72816.220840 nChanged 30 SP:Iteration 7Q (1610.569430 sec): 3 clusters Score: Raw -75420.722621 + Penalty 2573.661591 = -72847.061030 nChanged 16 SP:Iteration 8Q (1610.673184 sec): 3 clusters Score: Raw -75436.739060 + Penalty 2573.661591 = -72863.077468 nChanged 12 SP:Iteration 9Q (1610.765871 sec): 3 clusters Score: Raw -75450.662334 + Penalty 2573.661591 = -72877.000742 nChanged 12 SP:Iteration 10Q (1610.829484 sec): 3 clusters Score: Raw -75463.143875 + Penalty 2573.661591 = -72889.482284 nChanged 9 SP:Iteration 11Q (1610.913194 sec): 3 clusters Score: Raw -75473.809157 + Penalty 2573.661591 = -72900.147566 nChanged 12 SP:Iteration 12Q (1611.009839 sec): 3 clusters Score: Raw -75491.093520 + Penalty 2573.661591 = -72917.431928 nChanged 21 SP:Iteration 13Q (1611.095651 sec): 3 clusters Score: Raw -75522.298168 + Penalty 2573.661591 = -72948.636577 nChanged 24 SP:Iteration 14Q (1611.224351 sec): 3 clusters Score: Raw -75551.437853 + Penalty 2573.661591 = -72977.776262 nChanged 19 SP:Iteration 15Q (1611.297623 sec): 3 clusters Score: Raw -75580.952331 + Penalty 2573.661591 = -73007.290739 nChanged 21 SP:Iteration 16Q (1611.402929 sec): 3 clusters Score: Raw -75632.252992 + Penalty 2573.661591 = -73058.591401 nChanged 23 SP:Iteration 17Q (1611.431772 sec): 3 clusters Score: Raw -75734.475144 + Penalty 2573.661591 = -73160.813552 nChanged 21 SP:Iteration 18Q (1611.450639 sec): 3 clusters Score: Raw -75809.677475 + Penalty 2573.661591 = -73236.015884 nChanged 25 SP:Iteration 19Q (1611.466844 sec): 3 clusters Score: Raw -75864.035301 + Penalty 2573.661591 = -73290.373710 nChanged 19 SP:Iteration 20F (1611.483373 sec): 3 clusters Score: Raw -75893.161791 + Penalty 2573.661591 = -73319.500199 nChanged 10 SP:Iteration 21Q (1611.499621 sec): 3 clusters Score: Raw -75911.863001 + Penalty 2573.661591 = -73338.201409 nChanged 10 SP:Iteration 22Q (1611.589198 sec): 3 clusters Score: Raw -75932.026450 + Penalty 2573.661591 = -73358.364859 nChanged 7 SP:Iteration 23Q (1611.701597 sec): 3 clusters Score: Raw -75942.658403 + Penalty 2573.661591 = -73368.996811 nChanged 3 SP:Iteration 24Q (1611.787022 sec): 3 clusters Score: Raw -75946.365819 + Penalty 2573.661591 = -73372.704228 nChanged 6 SP:Iteration 25Q (1611.881326 sec): 3 clusters Score: Raw -75950.829120 + Penalty 2573.661591 = -73377.167528 nChanged 4 SP:Iteration 26Q (1611.986764 sec): 3 clusters Score: Raw -75954.211376 + Penalty 2573.661591 = -73380.549785 nChanged 1 SP:Iteration 27Q (1612.098230 sec): 3 clusters Score: Raw -75955.303445 + Penalty 2573.661591 = -73381.641854 nChanged 1 SP:Iteration 28Q (1612.185851 sec): 3 clusters Score: Raw -75955.939763 + Penalty 2573.661591 = -73382.278172 nChanged 0 SP:Iteration 29F (1612.281912 sec): 3 clusters Score: Raw -75955.939763 + Penalty 2573.661591 = -73382.278172 nChanged 0 Trying to split cluster 19 (7930 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1612.361122 sec): 2 clusters Score: Raw -447290.426105 + Penalty 1575.710659 = -445714.715446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1612.473135 sec): 3 clusters Score: Raw -442906.712845 + Penalty 3151.421318 = -439755.291527 nChanged 3355 SP:Iteration 1F (1612.607201 sec): 3 clusters Score: Raw -444724.039177 + Penalty 3151.421318 = -441572.617858 nChanged 566 SP:Iteration 2F (1612.695048 sec): 3 clusters Score: Raw -445051.926828 + Penalty 3151.421318 = -441900.505509 nChanged 496 SP:Iteration 3F (1612.825710 sec): 3 clusters Score: Raw -445322.552253 + Penalty 3151.421318 = -442171.130935 nChanged 412 SP:Iteration 4F (1612.943118 sec): 3 clusters Score: Raw -445584.579211 + Penalty 3151.421318 = -442433.157893 nChanged 388 SP:Iteration 5Q (1613.055943 sec): 3 clusters Score: Raw -445842.445736 + Penalty 3151.421318 = -442691.024418 nChanged 384 SP:Iteration 6Q (1613.175967 sec): 3 clusters Score: Raw -446104.154113 + Penalty 3151.421318 = -442952.732795 nChanged 379 SP:Iteration 7Q (1613.299588 sec): 3 clusters Score: Raw -446366.047473 + Penalty 3151.421318 = -443214.626154 nChanged 368 SP:Iteration 8Q (1613.413230 sec): 3 clusters Score: Raw -446625.370091 + Penalty 3151.421318 = -443473.948773 nChanged 350 SP:Iteration 9Q (1613.544370 sec): 3 clusters Score: Raw -446909.009399 + Penalty 3151.421318 = -443757.588080 nChanged 340 SP:Iteration 10Q (1613.659496 sec): 3 clusters Score: Raw -447149.495407 + Penalty 3151.421318 = -443998.074089 nChanged 271 SP:Iteration 11Q (1613.783210 sec): 3 clusters Score: Raw -447307.886721 + Penalty 3151.421318 = -444156.465402 nChanged 206 SP:Iteration 12Q (1613.908464 sec): 3 clusters Score: Raw -447410.151254 + Penalty 3151.421318 = -444258.729935 nChanged 171 SP:Iteration 13Q (1614.032572 sec): 3 clusters Score: Raw -447496.977221 + Penalty 3151.421318 = -444345.555903 nChanged 154 SP:Iteration 14Q (1614.156959 sec): 3 clusters Score: Raw -447571.690451 + Penalty 3151.421318 = -444420.269133 nChanged 138 SP:Iteration 15Q (1614.254763 sec): 3 clusters Score: Raw -447639.698606 + Penalty 3151.421318 = -444488.277287 nChanged 131 SP:Iteration 16Q (1614.381539 sec): 3 clusters Score: Raw -447687.588230 + Penalty 3151.421318 = -444536.166912 nChanged 94 SP:Iteration 17Q (1614.506440 sec): 3 clusters Score: Raw -447718.192512 + Penalty 3151.421318 = -444566.771193 nChanged 66 SP:Iteration 18Q (1614.628973 sec): 3 clusters Score: Raw -447735.214257 + Penalty 3151.421318 = -444583.792939 nChanged 53 SP:Iteration 19Q (1614.753561 sec): 3 clusters Score: Raw -447752.309618 + Penalty 3151.421318 = -444600.888300 nChanged 66 SP:Iteration 20F (1614.888579 sec): 3 clusters Score: Raw -447773.439311 + Penalty 3151.421318 = -444622.017992 nChanged 57 SP:Iteration 21Q (1614.999281 sec): 3 clusters Score: Raw -447789.839905 + Penalty 3151.421318 = -444638.418587 nChanged 54 SP:Iteration 22Q (1615.137717 sec): 3 clusters Score: Raw -447808.238181 + Penalty 3151.421318 = -444656.816863 nChanged 49 SP:Iteration 23Q (1615.237135 sec): 3 clusters Score: Raw -447823.432858 + Penalty 3151.421318 = -444672.011540 nChanged 41 SP:Iteration 24Q (1615.359051 sec): 3 clusters Score: Raw -447834.137870 + Penalty 3151.421318 = -444682.716551 nChanged 31 SP:Iteration 25Q (1615.457650 sec): 3 clusters Score: Raw -447840.098323 + Penalty 3151.421318 = -444688.677005 nChanged 21 SP:Iteration 26Q (1615.577751 sec): 3 clusters Score: Raw -447843.595112 + Penalty 3151.421318 = -444692.173794 nChanged 20 SP:Iteration 27Q (1615.698464 sec): 3 clusters Score: Raw -447847.233067 + Penalty 3151.421318 = -444695.811748 nChanged 16 SP:Iteration 28Q (1615.835758 sec): 3 clusters Score: Raw -447850.403643 + Penalty 3151.421318 = -444698.982324 nChanged 26 SP:Iteration 29Q (1615.934778 sec): 3 clusters Score: Raw -447855.248871 + Penalty 3151.421318 = -444703.827552 nChanged 29 SP:Iteration 30Q (1616.082974 sec): 3 clusters Score: Raw -447861.939658 + Penalty 3151.421318 = -444710.518340 nChanged 26 SP:Iteration 31Q (1616.186247 sec): 3 clusters Score: Raw -447868.427594 + Penalty 3151.421318 = -444717.006276 nChanged 20 SP:Iteration 32Q (1616.318806 sec): 3 clusters Score: Raw -447872.926619 + Penalty 3151.421318 = -444721.505301 nChanged 18 SP:Iteration 33Q (1616.446174 sec): 3 clusters Score: Raw -447876.406370 + Penalty 3151.421318 = -444724.985052 nChanged 12 SP:Iteration 34Q (1616.592592 sec): 3 clusters Score: Raw -447878.324118 + Penalty 3151.421318 = -444726.902799 nChanged 12 SP:Iteration 35Q (1616.708825 sec): 3 clusters Score: Raw -447879.850654 + Penalty 3151.421318 = -444728.429336 nChanged 7 SP:Iteration 36Q (1616.839503 sec): 3 clusters Score: Raw -447880.836996 + Penalty 3151.421318 = -444729.415678 nChanged 10 SP:Iteration 37Q (1616.929989 sec): 3 clusters Score: Raw -447882.250233 + Penalty 3151.421318 = -444730.828915 nChanged 6 SP:Iteration 38Q (1617.063904 sec): 3 clusters Score: Raw -447883.154092 + Penalty 3151.421318 = -444731.732773 nChanged 9 SP:Iteration 39Q (1617.214419 sec): 3 clusters Score: Raw -447884.790435 + Penalty 3151.421318 = -444733.369116 nChanged 7 SP:Iteration 40F (1617.329664 sec): 3 clusters Score: Raw -447885.838802 + Penalty 3151.421318 = -444734.417483 nChanged 10 SP:Iteration 41Q (1617.460099 sec): 3 clusters Score: Raw -447887.175775 + Penalty 3151.421318 = -444735.754457 nChanged 11 SP:Iteration 42Q (1617.588653 sec): 3 clusters Score: Raw -447888.975257 + Penalty 3151.421318 = -444737.553938 nChanged 11 SP:Iteration 43Q (1617.725543 sec): 3 clusters Score: Raw -447891.163379 + Penalty 3151.421318 = -444739.742061 nChanged 12 SP:Iteration 44Q (1617.802751 sec): 3 clusters Score: Raw -447893.933767 + Penalty 3151.421318 = -444742.512448 nChanged 12 SP:Iteration 45Q (1617.855495 sec): 3 clusters Score: Raw -447896.181808 + Penalty 3151.421318 = -444744.760490 nChanged 12 SP:Iteration 46Q (1617.976632 sec): 3 clusters Score: Raw -447898.560690 + Penalty 3151.421318 = -444747.139371 nChanged 14 SP:Iteration 47Q (1618.121461 sec): 3 clusters Score: Raw -447901.410622 + Penalty 3151.421318 = -444749.989304 nChanged 10 SP:Iteration 48Q (1618.241044 sec): 3 clusters Score: Raw -447903.223156 + Penalty 3151.421318 = -444751.801838 nChanged 10 SP:Iteration 49Q (1618.343144 sec): 3 clusters Score: Raw -447904.601681 + Penalty 3151.421318 = -444753.180363 nChanged 5 SP:Iteration 50Q (1618.441682 sec): 3 clusters Score: Raw -447905.908219 + Penalty 3151.421318 = -444754.486901 nChanged 7 SP:Iteration 51Q (1618.557860 sec): 3 clusters Score: Raw -447906.847682 + Penalty 3151.421318 = -444755.426364 nChanged 7 SP:Iteration 52Q (1618.689528 sec): 3 clusters Score: Raw -447907.875281 + Penalty 3151.421318 = -444756.453963 nChanged 8 SP:Iteration 53Q (1618.810750 sec): 3 clusters Score: Raw -447908.646742 + Penalty 3151.421318 = -444757.225424 nChanged 2 SP:Iteration 54Q (1618.934712 sec): 3 clusters Score: Raw -447908.855550 + Penalty 3151.421318 = -444757.434232 nChanged 3 SP:Iteration 55Q (1619.069063 sec): 3 clusters Score: Raw -447909.246556 + Penalty 3151.421318 = -444757.825238 nChanged 2 SP:Iteration 56Q (1619.173262 sec): 3 clusters Score: Raw -447909.596343 + Penalty 3151.421318 = -444758.175025 nChanged 1 SP:Iteration 57Q (1619.293046 sec): 3 clusters Score: Raw -447909.659901 + Penalty 3151.421318 = -444758.238582 nChanged 1 SP:Iteration 58Q (1619.426576 sec): 3 clusters Score: Raw -447909.799259 + Penalty 3151.421318 = -444758.377940 nChanged 1 SP:Iteration 59Q (1619.549070 sec): 3 clusters Score: Raw -447910.194836 + Penalty 3151.421318 = -444758.773517 nChanged 2 SP:Iteration 60F (1619.671430 sec): 3 clusters Score: Raw -447910.653755 + Penalty 3151.421318 = -444759.232436 nChanged 5 SP:Iteration 61Q (1619.776280 sec): 3 clusters Score: Raw -447911.445006 + Penalty 3151.421318 = -444760.023688 nChanged 3 SP:Iteration 62Q (1619.911770 sec): 3 clusters Score: Raw -447911.979297 + Penalty 3151.421318 = -444760.557978 nChanged 5 SP:Iteration 63Q (1620.036970 sec): 3 clusters Score: Raw -447912.528569 + Penalty 3151.421318 = -444761.107251 nChanged 1 SP:Iteration 64Q (1620.158569 sec): 3 clusters Score: Raw -447912.632188 + Penalty 3151.421318 = -444761.210869 nChanged 2 SP:Iteration 65Q (1620.283215 sec): 3 clusters Score: Raw -447912.940146 + Penalty 3151.421318 = -444761.518827 nChanged 3 SP:Iteration 66Q (1620.409128 sec): 3 clusters Score: Raw -447913.468890 + Penalty 3151.421318 = -444762.047572 nChanged 5 SP:Iteration 67Q (1620.525889 sec): 3 clusters Score: Raw -447914.315915 + Penalty 3151.421318 = -444762.894596 nChanged 5 SP:Iteration 68Q (1620.644461 sec): 3 clusters Score: Raw -447914.870707 + Penalty 3151.421318 = -444763.449388 nChanged 8 SP:Iteration 69Q (1620.760531 sec): 3 clusters Score: Raw -447915.942606 + Penalty 3151.421318 = -444764.521288 nChanged 5 SP:Iteration 70Q (1620.890283 sec): 3 clusters Score: Raw -447916.615745 + Penalty 3151.421318 = -444765.194426 nChanged 3 SP:Iteration 71Q (1620.998291 sec): 3 clusters Score: Raw -447916.927825 + Penalty 3151.421318 = -444765.506507 nChanged 1 SP:Iteration 72Q (1621.122143 sec): 3 clusters Score: Raw -447917.047046 + Penalty 3151.421318 = -444765.625727 nChanged 1 SP:Iteration 73Q (1621.234129 sec): 3 clusters Score: Raw -447917.107373 + Penalty 3151.421318 = -444765.686055 nChanged 1 SP:Iteration 74Q (1621.348346 sec): 3 clusters Score: Raw -447917.153091 + Penalty 3151.421318 = -444765.731773 nChanged 0 SP:Iteration 75F (1621.486625 sec): 3 clusters Score: Raw -447917.153091 + Penalty 3151.421318 = -444765.731773 nChanged 0 Trying to split cluster 20 (2814 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1621.552178 sec): 2 clusters Score: Raw -177288.723438 + Penalty 1393.884573 = -175894.838865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1621.647220 sec): 3 clusters Score: Raw -176044.547821 + Penalty 2787.769145 = -173256.778676 nChanged 1053 SP:Iteration 1F (1621.768915 sec): 3 clusters Score: Raw -176785.190098 + Penalty 2787.769145 = -173997.420953 nChanged 276 SP:Iteration 2F (1621.866048 sec): 3 clusters Score: Raw -177070.410756 + Penalty 2787.769145 = -174282.641610 nChanged 215 SP:Iteration 3F (1621.960877 sec): 3 clusters Score: Raw -177291.737071 + Penalty 2787.769145 = -174503.967925 nChanged 181 SP:Iteration 4F (1622.057584 sec): 3 clusters Score: Raw -177471.495865 + Penalty 2787.769145 = -174683.726719 nChanged 140 SP:Iteration 5Q (1622.152487 sec): 3 clusters Score: Raw -177599.085471 + Penalty 2787.769145 = -174811.316326 nChanged 96 SP:Iteration 6Q (1622.229064 sec): 3 clusters Score: Raw -177677.360692 + Penalty 2787.769145 = -174889.591547 nChanged 86 SP:Iteration 7Q (1622.325676 sec): 3 clusters Score: Raw -177731.276123 + Penalty 2787.769145 = -174943.506978 nChanged 70 SP:Iteration 8Q (1622.407272 sec): 3 clusters Score: Raw -177773.804150 + Penalty 2787.769145 = -174986.035005 nChanged 52 SP:Iteration 9Q (1622.500439 sec): 3 clusters Score: Raw -177800.321717 + Penalty 2787.769145 = -175012.552571 nChanged 33 SP:Iteration 10Q (1622.600745 sec): 3 clusters Score: Raw -177817.085454 + Penalty 2787.769145 = -175029.316309 nChanged 25 SP:Iteration 11Q (1622.684052 sec): 3 clusters Score: Raw -177828.931970 + Penalty 2787.769145 = -175041.162824 nChanged 19 SP:Iteration 12Q (1622.780638 sec): 3 clusters Score: Raw -177837.114092 + Penalty 2787.769145 = -175049.344947 nChanged 16 SP:Iteration 13Q (1622.893563 sec): 3 clusters Score: Raw -177845.022709 + Penalty 2787.769145 = -175057.253564 nChanged 13 SP:Iteration 14Q (1622.994097 sec): 3 clusters Score: Raw -177849.667538 + Penalty 2787.769145 = -175061.898393 nChanged 9 SP:Iteration 15Q (1623.096272 sec): 3 clusters Score: Raw -177853.093909 + Penalty 2787.769145 = -175065.324764 nChanged 3 SP:Iteration 16Q (1623.208113 sec): 3 clusters Score: Raw -177854.112350 + Penalty 2787.769145 = -175066.343205 nChanged 3 SP:Iteration 17Q (1623.290749 sec): 3 clusters Score: Raw -177854.796698 + Penalty 2787.769145 = -175067.027552 nChanged 4 SP:Iteration 18Q (1623.388698 sec): 3 clusters Score: Raw -177855.590784 + Penalty 2787.769145 = -175067.821639 nChanged 4 SP:Iteration 19Q (1623.492123 sec): 3 clusters Score: Raw -177856.103458 + Penalty 2787.769145 = -175068.334312 nChanged 1 SP:Iteration 20F (1623.555326 sec): 3 clusters Score: Raw -177856.156809 + Penalty 2787.769145 = -175068.387664 nChanged 0 Trying to split cluster 21 (2162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1623.612564 sec): 2 clusters Score: Raw -106663.637226 + Penalty 1347.627469 = -105316.009757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1623.704943 sec): 3 clusters Score: Raw -105759.944872 + Penalty 2695.254938 = -103064.689933 nChanged 775 SP:Iteration 1F (1623.796412 sec): 3 clusters Score: Raw -106506.501980 + Penalty 2695.254938 = -103811.247042 nChanged 251 SP:Iteration 2F (1623.905714 sec): 3 clusters Score: Raw -106843.179931 + Penalty 2695.254938 = -104147.924993 nChanged 176 SP:Iteration 3F (1624.021286 sec): 3 clusters Score: Raw -107060.899439 + Penalty 2695.254938 = -104365.644500 nChanged 128 SP:Iteration 4F (1624.117026 sec): 3 clusters Score: Raw -107211.254748 + Penalty 2695.254938 = -104515.999810 nChanged 86 SP:Iteration 5Q (1624.214567 sec): 3 clusters Score: Raw -107278.238752 + Penalty 2695.254938 = -104582.983814 nChanged 49 SP:Iteration 6Q (1624.300617 sec): 3 clusters Score: Raw -107312.211471 + Penalty 2695.254938 = -104616.956532 nChanged 31 SP:Iteration 7Q (1624.396336 sec): 3 clusters Score: Raw -107331.102119 + Penalty 2695.254938 = -104635.847180 nChanged 19 SP:Iteration 8Q (1624.518792 sec): 3 clusters Score: Raw -107342.095317 + Penalty 2695.254938 = -104646.840378 nChanged 20 SP:Iteration 9Q (1624.623768 sec): 3 clusters Score: Raw -107352.732371 + Penalty 2695.254938 = -104657.477433 nChanged 14 SP:Iteration 10Q (1624.756446 sec): 3 clusters Score: Raw -107362.818472 + Penalty 2695.254938 = -104667.563533 nChanged 15 SP:Iteration 11Q (1624.837382 sec): 3 clusters Score: Raw -107371.426458 + Penalty 2695.254938 = -104676.171519 nChanged 17 SP:Iteration 12Q (1624.953122 sec): 3 clusters Score: Raw -107379.332295 + Penalty 2695.254938 = -104684.077356 nChanged 4 SP:Iteration 13Q (1625.046426 sec): 3 clusters Score: Raw -107380.735945 + Penalty 2695.254938 = -104685.481006 nChanged 2 SP:Iteration 14Q (1625.128237 sec): 3 clusters Score: Raw -107381.319770 + Penalty 2695.254938 = -104686.064832 nChanged 1 SP:Iteration 15Q (1625.230851 sec): 3 clusters Score: Raw -107381.893067 + Penalty 2695.254938 = -104686.638128 nChanged 1 SP:Iteration 16Q (1625.336452 sec): 3 clusters Score: Raw -107382.315560 + Penalty 2695.254938 = -104687.060621 nChanged 1 SP:Iteration 17Q (1625.431415 sec): 3 clusters Score: Raw -107382.487037 + Penalty 2695.254938 = -104687.232099 nChanged 0 SP:Iteration 18F (1625.540128 sec): 3 clusters Score: Raw -107382.487037 + Penalty 2695.254938 = -104687.232099 nChanged 0 Trying to split cluster 22 (5066 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1625.623525 sec): 2 clusters Score: Raw -331388.674227 + Penalty 1497.068849 = -329891.605378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1625.733110 sec): 3 clusters Score: Raw -328798.152695 + Penalty 2994.137698 = -325804.014998 nChanged 2027 SP:Iteration 1F (1625.829589 sec): 3 clusters Score: Raw -330021.044383 + Penalty 2994.137698 = -327026.906686 nChanged 413 SP:Iteration 2F (1625.940734 sec): 3 clusters Score: Raw -330286.063841 + Penalty 2994.137698 = -327291.926144 nChanged 333 SP:Iteration 3F (1626.031928 sec): 3 clusters Score: Raw -330521.747608 + Penalty 2994.137698 = -327527.609910 nChanged 317 SP:Iteration 4F (1626.138860 sec): 3 clusters Score: Raw -330781.005721 + Penalty 2994.137698 = -327786.868024 nChanged 294 SP:Iteration 5F (1626.245669 sec): 3 clusters Score: Raw -331007.371037 + Penalty 2994.137698 = -328013.233339 nChanged 251 SP:Iteration 6Q (1626.327139 sec): 3 clusters Score: Raw -331188.297512 + Penalty 2994.137698 = -328194.159814 nChanged 198 SP:Iteration 7Q (1626.451702 sec): 3 clusters Score: Raw -331306.944087 + Penalty 2994.137698 = -328312.806389 nChanged 163 SP:Iteration 8Q (1626.530577 sec): 3 clusters Score: Raw -331404.062106 + Penalty 2994.137698 = -328409.924409 nChanged 119 SP:Iteration 9Q (1626.633841 sec): 3 clusters Score: Raw -331462.978235 + Penalty 2994.137698 = -328468.840537 nChanged 97 SP:Iteration 10Q (1626.733492 sec): 3 clusters Score: Raw -331509.450632 + Penalty 2994.137698 = -328515.312935 nChanged 91 SP:Iteration 11Q (1626.870802 sec): 3 clusters Score: Raw -331546.335322 + Penalty 2994.137698 = -328552.197625 nChanged 71 SP:Iteration 12Q (1626.955400 sec): 3 clusters Score: Raw -331571.729530 + Penalty 2994.137698 = -328577.591833 nChanged 61 SP:Iteration 13Q (1627.079378 sec): 3 clusters Score: Raw -331597.093891 + Penalty 2994.137698 = -328602.956194 nChanged 49 SP:Iteration 14Q (1627.180354 sec): 3 clusters Score: Raw -331612.993956 + Penalty 2994.137698 = -328618.856258 nChanged 43 SP:Iteration 15Q (1627.294974 sec): 3 clusters Score: Raw -331628.118621 + Penalty 2994.137698 = -328633.980924 nChanged 37 SP:Iteration 16Q (1627.416457 sec): 3 clusters Score: Raw -331640.016669 + Penalty 2994.137698 = -328645.878971 nChanged 37 SP:Iteration 17Q (1627.539821 sec): 3 clusters Score: Raw -331651.120241 + Penalty 2994.137698 = -328656.982543 nChanged 33 SP:Iteration 18Q (1627.635077 sec): 3 clusters Score: Raw -331661.681663 + Penalty 2994.137698 = -328667.543966 nChanged 30 SP:Iteration 19Q (1627.756028 sec): 3 clusters Score: Raw -331669.914102 + Penalty 2994.137698 = -328675.776404 nChanged 32 SP:Iteration 20F (1627.865835 sec): 3 clusters Score: Raw -331678.248944 + Penalty 2994.137698 = -328684.111247 nChanged 22 SP:Iteration 21Q (1628.008812 sec): 3 clusters Score: Raw -331684.043004 + Penalty 2994.137698 = -328689.905306 nChanged 28 SP:Iteration 22Q (1628.106340 sec): 3 clusters Score: Raw -331691.019489 + Penalty 2994.137698 = -328696.881791 nChanged 23 SP:Iteration 23Q (1628.206639 sec): 3 clusters Score: Raw -331696.056592 + Penalty 2994.137698 = -328701.918894 nChanged 18 SP:Iteration 24Q (1628.297265 sec): 3 clusters Score: Raw -331700.086474 + Penalty 2994.137698 = -328705.948777 nChanged 14 SP:Iteration 25Q (1628.392392 sec): 3 clusters Score: Raw -331704.368177 + Penalty 2994.137698 = -328710.230479 nChanged 15 SP:Iteration 26Q (1628.511496 sec): 3 clusters Score: Raw -331708.037731 + Penalty 2994.137698 = -328713.900034 nChanged 6 SP:Iteration 27Q (1628.630402 sec): 3 clusters Score: Raw -331709.348077 + Penalty 2994.137698 = -328715.210379 nChanged 4 SP:Iteration 28Q (1628.748896 sec): 3 clusters Score: Raw -331710.802361 + Penalty 2994.137698 = -328716.664664 nChanged 9 SP:Iteration 29Q (1628.831278 sec): 3 clusters Score: Raw -331712.597633 + Penalty 2994.137698 = -328718.459935 nChanged 7 SP:Iteration 30Q (1628.943217 sec): 3 clusters Score: Raw -331714.340600 + Penalty 2994.137698 = -328720.202903 nChanged 8 SP:Iteration 31Q (1629.052469 sec): 3 clusters Score: Raw -331716.697127 + Penalty 2994.137698 = -328722.559430 nChanged 14 SP:Iteration 32Q (1629.145607 sec): 3 clusters Score: Raw -331720.665961 + Penalty 2994.137698 = -328726.528263 nChanged 11 SP:Iteration 33Q (1629.234743 sec): 3 clusters Score: Raw -331723.366487 + Penalty 2994.137698 = -328729.228790 nChanged 7 SP:Iteration 34Q (1629.332007 sec): 3 clusters Score: Raw -331725.308920 + Penalty 2994.137698 = -328731.171223 nChanged 15 SP:Iteration 35Q (1629.435941 sec): 3 clusters Score: Raw -331729.338913 + Penalty 2994.137698 = -328735.201215 nChanged 12 SP:Iteration 36Q (1629.538494 sec): 3 clusters Score: Raw -331731.304926 + Penalty 2994.137698 = -328737.167229 nChanged 10 SP:Iteration 37Q (1629.652906 sec): 3 clusters Score: Raw -331733.203344 + Penalty 2994.137698 = -328739.065647 nChanged 10 SP:Iteration 38Q (1629.786777 sec): 3 clusters Score: Raw -331735.083725 + Penalty 2994.137698 = -328740.946027 nChanged 13 SP:Iteration 39Q (1629.867372 sec): 3 clusters Score: Raw -331737.769610 + Penalty 2994.137698 = -328743.631912 nChanged 11 SP:Iteration 40F (1629.977337 sec): 3 clusters Score: Raw -331740.532116 + Penalty 2994.137698 = -328746.394418 nChanged 14 SP:Iteration 41Q (1630.081073 sec): 3 clusters Score: Raw -331743.852074 + Penalty 2994.137698 = -328749.714376 nChanged 10 SP:Iteration 42Q (1630.200429 sec): 3 clusters Score: Raw -331747.469304 + Penalty 2994.137698 = -328753.331606 nChanged 14 SP:Iteration 43Q (1630.295192 sec): 3 clusters Score: Raw -331751.079102 + Penalty 2994.137698 = -328756.941404 nChanged 14 SP:Iteration 44Q (1630.408807 sec): 3 clusters Score: Raw -331755.873155 + Penalty 2994.137698 = -328761.735457 nChanged 14 SP:Iteration 45Q (1630.545357 sec): 3 clusters Score: Raw -331760.221864 + Penalty 2994.137698 = -328766.084166 nChanged 14 SP:Iteration 46Q (1630.650989 sec): 3 clusters Score: Raw -331763.256549 + Penalty 2994.137698 = -328769.118851 nChanged 9 SP:Iteration 47Q (1630.765795 sec): 3 clusters Score: Raw -331765.442456 + Penalty 2994.137698 = -328771.304758 nChanged 12 SP:Iteration 48Q (1630.874899 sec): 3 clusters Score: Raw -331768.348993 + Penalty 2994.137698 = -328774.211295 nChanged 10 SP:Iteration 49Q (1631.014487 sec): 3 clusters Score: Raw -331770.966321 + Penalty 2994.137698 = -328776.828623 nChanged 16 SP:Iteration 50Q (1631.133038 sec): 3 clusters Score: Raw -331774.619310 + Penalty 2994.137698 = -328780.481612 nChanged 12 SP:Iteration 51Q (1631.231891 sec): 3 clusters Score: Raw -331777.260548 + Penalty 2994.137698 = -328783.122851 nChanged 7 SP:Iteration 52Q (1631.344324 sec): 3 clusters Score: Raw -331779.136048 + Penalty 2994.137698 = -328784.998351 nChanged 8 SP:Iteration 53Q (1631.451230 sec): 3 clusters Score: Raw -331781.001015 + Penalty 2994.137698 = -328786.863318 nChanged 8 SP:Iteration 54Q (1631.546415 sec): 3 clusters Score: Raw -331783.156253 + Penalty 2994.137698 = -328789.018556 nChanged 10 SP:Iteration 55Q (1631.661271 sec): 3 clusters Score: Raw -331785.642072 + Penalty 2994.137698 = -328791.504374 nChanged 7 SP:Iteration 56Q (1631.748019 sec): 3 clusters Score: Raw -331788.005799 + Penalty 2994.137698 = -328793.868102 nChanged 7 SP:Iteration 57Q (1631.897750 sec): 3 clusters Score: Raw -331790.243126 + Penalty 2994.137698 = -328796.105428 nChanged 8 SP:Iteration 58Q (1632.004642 sec): 3 clusters Score: Raw -331792.636880 + Penalty 2994.137698 = -328798.499182 nChanged 10 SP:Iteration 59Q (1632.125544 sec): 3 clusters Score: Raw -331795.809497 + Penalty 2994.137698 = -328801.671800 nChanged 11 SP:Iteration 60F (1632.249873 sec): 3 clusters Score: Raw -331798.860296 + Penalty 2994.137698 = -328804.722599 nChanged 15 SP:Iteration 61Q (1632.380843 sec): 3 clusters Score: Raw -331803.026902 + Penalty 2994.137698 = -328808.889204 nChanged 17 SP:Iteration 62Q (1632.494784 sec): 3 clusters Score: Raw -331807.886479 + Penalty 2994.137698 = -328813.748782 nChanged 20 SP:Iteration 63Q (1632.623348 sec): 3 clusters Score: Raw -331815.503041 + Penalty 2994.137698 = -328821.365344 nChanged 22 SP:Iteration 64Q (1632.717984 sec): 3 clusters Score: Raw -331821.648239 + Penalty 2994.137698 = -328827.510541 nChanged 20 SP:Iteration 65Q (1632.816356 sec): 3 clusters Score: Raw -331825.338372 + Penalty 2994.137698 = -328831.200674 nChanged 8 SP:Iteration 66Q (1632.914199 sec): 3 clusters Score: Raw -331827.800193 + Penalty 2994.137698 = -328833.662495 nChanged 9 SP:Iteration 67Q (1633.045822 sec): 3 clusters Score: Raw -331830.814088 + Penalty 2994.137698 = -328836.676390 nChanged 12 SP:Iteration 68Q (1633.127393 sec): 3 clusters Score: Raw -331833.436001 + Penalty 2994.137698 = -328839.298304 nChanged 11 SP:Iteration 69Q (1633.248952 sec): 3 clusters Score: Raw -331835.922404 + Penalty 2994.137698 = -328841.784706 nChanged 14 SP:Iteration 70Q (1633.355494 sec): 3 clusters Score: Raw -331838.785414 + Penalty 2994.137698 = -328844.647716 nChanged 12 SP:Iteration 71Q (1633.466124 sec): 3 clusters Score: Raw -331841.292000 + Penalty 2994.137698 = -328847.154303 nChanged 11 SP:Iteration 72Q (1633.577532 sec): 3 clusters Score: Raw -331844.010136 + Penalty 2994.137698 = -328849.872438 nChanged 11 SP:Iteration 73Q (1633.677844 sec): 3 clusters Score: Raw -331846.008368 + Penalty 2994.137698 = -328851.870671 nChanged 6 SP:Iteration 74Q (1633.797858 sec): 3 clusters Score: Raw -331847.156431 + Penalty 2994.137698 = -328853.018733 nChanged 5 SP:Iteration 75Q (1633.907104 sec): 3 clusters Score: Raw -331848.415768 + Penalty 2994.137698 = -328854.278070 nChanged 7 SP:Iteration 76Q (1634.010175 sec): 3 clusters Score: Raw -331849.878699 + Penalty 2994.137698 = -328855.741002 nChanged 9 SP:Iteration 77Q (1634.132003 sec): 3 clusters Score: Raw -331851.841849 + Penalty 2994.137698 = -328857.704151 nChanged 17 SP:Iteration 78Q (1634.241884 sec): 3 clusters Score: Raw -331855.921853 + Penalty 2994.137698 = -328861.784155 nChanged 10 SP:Iteration 79Q (1634.350638 sec): 3 clusters Score: Raw -331858.458374 + Penalty 2994.137698 = -328864.320677 nChanged 7 SP:Iteration 80F (1634.454355 sec): 3 clusters Score: Raw -331860.505614 + Penalty 2994.137698 = -328866.367917 nChanged 12 SP:Iteration 81Q (1634.560687 sec): 3 clusters Score: Raw -331863.169060 + Penalty 2994.137698 = -328869.031363 nChanged 9 SP:Iteration 82Q (1634.655828 sec): 3 clusters Score: Raw -331864.377459 + Penalty 2994.137698 = -328870.239762 nChanged 8 SP:Iteration 83Q (1634.772627 sec): 3 clusters Score: Raw -331866.037286 + Penalty 2994.137698 = -328871.899588 nChanged 9 SP:Iteration 84Q (1634.871288 sec): 3 clusters Score: Raw -331869.058905 + Penalty 2994.137698 = -328874.921207 nChanged 10 SP:Iteration 85Q (1634.979693 sec): 3 clusters Score: Raw -331871.389529 + Penalty 2994.137698 = -328877.251832 nChanged 9 SP:Iteration 86Q (1635.096390 sec): 3 clusters Score: Raw -331873.123779 + Penalty 2994.137698 = -328878.986082 nChanged 8 SP:Iteration 87Q (1635.208223 sec): 3 clusters Score: Raw -331876.283943 + Penalty 2994.137698 = -328882.146245 nChanged 16 SP:Iteration 88Q (1635.302526 sec): 3 clusters Score: Raw -331881.006264 + Penalty 2994.137698 = -328886.868567 nChanged 13 SP:Iteration 89Q (1635.412569 sec): 3 clusters Score: Raw -331883.840640 + Penalty 2994.137698 = -328889.702943 nChanged 14 SP:Iteration 90Q (1635.522924 sec): 3 clusters Score: Raw -331886.694742 + Penalty 2994.137698 = -328892.557044 nChanged 17 SP:Iteration 91Q (1635.595715 sec): 3 clusters Score: Raw -331891.165870 + Penalty 2994.137698 = -328897.028172 nChanged 19 SP:Iteration 92Q (1635.716286 sec): 3 clusters Score: Raw -331897.020222 + Penalty 2994.137698 = -328902.882525 nChanged 18 SP:Iteration 93Q (1635.798515 sec): 3 clusters Score: Raw -331902.301293 + Penalty 2994.137698 = -328908.163596 nChanged 16 SP:Iteration 94Q (1635.912370 sec): 3 clusters Score: Raw -331905.806243 + Penalty 2994.137698 = -328911.668546 nChanged 14 SP:Iteration 95Q (1636.033109 sec): 3 clusters Score: Raw -331909.792083 + Penalty 2994.137698 = -328915.654386 nChanged 15 SP:Iteration 96Q (1636.134109 sec): 3 clusters Score: Raw -331913.487640 + Penalty 2994.137698 = -328919.349943 nChanged 20 SP:Iteration 97Q (1636.253029 sec): 3 clusters Score: Raw -331918.121086 + Penalty 2994.137698 = -328923.983389 nChanged 20 SP:Iteration 98Q (1636.344480 sec): 3 clusters Score: Raw -331922.667579 + Penalty 2994.137698 = -328928.529881 nChanged 16 SP:Iteration 99Q (1636.475393 sec): 3 clusters Score: Raw -331926.368883 + Penalty 2994.137698 = -328932.231186 nChanged 16 SP:Iteration 100F (1636.566189 sec): 3 clusters Score: Raw -331930.085512 + Penalty 2994.137698 = -328935.947815 nChanged 17 SP:Iteration 101Q (1636.660800 sec): 3 clusters Score: Raw -331934.583895 + Penalty 2994.137698 = -328940.446198 nChanged 14 SP:Iteration 102Q (1636.766252 sec): 3 clusters Score: Raw -331937.168035 + Penalty 2994.137698 = -328943.030337 nChanged 9 SP:Iteration 103Q (1636.881297 sec): 3 clusters Score: Raw -331939.040262 + Penalty 2994.137698 = -328944.902564 nChanged 10 SP:Iteration 104Q (1636.982376 sec): 3 clusters Score: Raw -331940.945984 + Penalty 2994.137698 = -328946.808286 nChanged 9 SP:Iteration 105Q (1637.082465 sec): 3 clusters Score: Raw -331942.795596 + Penalty 2994.137698 = -328948.657898 nChanged 16 SP:Iteration 106Q (1637.204761 sec): 3 clusters Score: Raw -331946.194684 + Penalty 2994.137698 = -328952.056986 nChanged 11 SP:Iteration 107Q (1637.308120 sec): 3 clusters Score: Raw -331948.184632 + Penalty 2994.137698 = -328954.046935 nChanged 10 SP:Iteration 108Q (1637.448842 sec): 3 clusters Score: Raw -331950.301273 + Penalty 2994.137698 = -328956.163576 nChanged 8 SP:Iteration 109Q (1637.547287 sec): 3 clusters Score: Raw -331952.616319 + Penalty 2994.137698 = -328958.478622 nChanged 8 SP:Iteration 110Q (1637.645399 sec): 3 clusters Score: Raw -331954.108403 + Penalty 2994.137698 = -328959.970705 nChanged 7 SP:Iteration 111Q (1637.751096 sec): 3 clusters Score: Raw -331956.031725 + Penalty 2994.137698 = -328961.894028 nChanged 13 SP:Iteration 112Q (1637.839612 sec): 3 clusters Score: Raw -331958.455098 + Penalty 2994.137698 = -328964.317400 nChanged 7 SP:Iteration 113Q (1637.953581 sec): 3 clusters Score: Raw -331959.807085 + Penalty 2994.137698 = -328965.669388 nChanged 10 SP:Iteration 114Q (1638.075233 sec): 3 clusters Score: Raw -331961.874213 + Penalty 2994.137698 = -328967.736516 nChanged 10 SP:Iteration 115Q (1638.161668 sec): 3 clusters Score: Raw -331965.034229 + Penalty 2994.137698 = -328970.896532 nChanged 15 SP:Iteration 116Q (1638.280839 sec): 3 clusters Score: Raw -331969.752632 + Penalty 2994.137698 = -328975.614934 nChanged 15 SP:Iteration 117Q (1638.412430 sec): 3 clusters Score: Raw -331973.499725 + Penalty 2994.137698 = -328979.362027 nChanged 15 SP:Iteration 118Q (1638.529153 sec): 3 clusters Score: Raw -331977.125664 + Penalty 2994.137698 = -328982.987966 nChanged 11 SP:Iteration 119Q (1638.607320 sec): 3 clusters Score: Raw -331979.782639 + Penalty 2994.137698 = -328985.644942 nChanged 11 SP:Iteration 120F (1638.710265 sec): 3 clusters Score: Raw -331983.037932 + Penalty 2994.137698 = -328988.900235 nChanged 9 SP:Iteration 121Q (1638.816186 sec): 3 clusters Score: Raw -331985.349720 + Penalty 2994.137698 = -328991.212023 nChanged 9 SP:Iteration 122Q (1638.932843 sec): 3 clusters Score: Raw -331987.096401 + Penalty 2994.137698 = -328992.958704 nChanged 9 SP:Iteration 123Q (1639.045416 sec): 3 clusters Score: Raw -331988.924944 + Penalty 2994.137698 = -328994.787247 nChanged 8 SP:Iteration 124Q (1639.165413 sec): 3 clusters Score: Raw -331990.817289 + Penalty 2994.137698 = -328996.679591 nChanged 13 SP:Iteration 125Q (1639.287750 sec): 3 clusters Score: Raw -331994.160735 + Penalty 2994.137698 = -329000.023038 nChanged 12 SP:Iteration 126Q (1639.408154 sec): 3 clusters Score: Raw -331997.156380 + Penalty 2994.137698 = -329003.018682 nChanged 16 SP:Iteration 127Q (1639.526765 sec): 3 clusters Score: Raw -332001.426886 + Penalty 2994.137698 = -329007.289188 nChanged 11 SP:Iteration 128Q (1639.594535 sec): 3 clusters Score: Raw -332004.034479 + Penalty 2994.137698 = -329009.896782 nChanged 12 SP:Iteration 129Q (1639.640685 sec): 3 clusters Score: Raw -332006.217417 + Penalty 2994.137698 = -329012.079720 nChanged 5 SP:Iteration 130Q (1639.737839 sec): 3 clusters Score: Raw -332007.781400 + Penalty 2994.137698 = -329013.643703 nChanged 6 SP:Iteration 131Q (1639.854534 sec): 3 clusters Score: Raw -332009.521111 + Penalty 2994.137698 = -329015.383414 nChanged 8 SP:Iteration 132Q (1639.967964 sec): 3 clusters Score: Raw -332011.335168 + Penalty 2994.137698 = -329017.197471 nChanged 9 SP:Iteration 133Q (1640.091662 sec): 3 clusters Score: Raw -332013.559793 + Penalty 2994.137698 = -329019.422095 nChanged 6 SP:Iteration 134Q (1640.210048 sec): 3 clusters Score: Raw -332015.007090 + Penalty 2994.137698 = -329020.869393 nChanged 5 SP:Iteration 135Q (1640.322428 sec): 3 clusters Score: Raw -332015.876641 + Penalty 2994.137698 = -329021.738943 nChanged 3 SP:Iteration 136Q (1640.411173 sec): 3 clusters Score: Raw -332017.016629 + Penalty 2994.137698 = -329022.878931 nChanged 6 SP:Iteration 137Q (1640.533341 sec): 3 clusters Score: Raw -332018.338885 + Penalty 2994.137698 = -329024.201188 nChanged 8 SP:Iteration 138Q (1640.627631 sec): 3 clusters Score: Raw -332020.501759 + Penalty 2994.137698 = -329026.364061 nChanged 9 SP:Iteration 139Q (1640.736671 sec): 3 clusters Score: Raw -332022.239042 + Penalty 2994.137698 = -329028.101345 nChanged 8 SP:Iteration 140F (1640.854882 sec): 3 clusters Score: Raw -332023.963132 + Penalty 2994.137698 = -329029.825435 nChanged 5 SP:Iteration 141Q (1640.957883 sec): 3 clusters Score: Raw -332024.790185 + Penalty 2994.137698 = -329030.652488 nChanged 5 SP:Iteration 142Q (1641.034339 sec): 3 clusters Score: Raw -332026.221955 + Penalty 2994.137698 = -329032.084257 nChanged 8 SP:Iteration 143Q (1641.113711 sec): 3 clusters Score: Raw -332028.877736 + Penalty 2994.137698 = -329034.740038 nChanged 9 SP:Iteration 144Q (1641.211047 sec): 3 clusters Score: Raw -332030.767361 + Penalty 2994.137698 = -329036.629664 nChanged 3 SP:Iteration 145Q (1641.340741 sec): 3 clusters Score: Raw -332031.349630 + Penalty 2994.137698 = -329037.211932 nChanged 2 SP:Iteration 146Q (1641.423696 sec): 3 clusters Score: Raw -332031.992841 + Penalty 2994.137698 = -329037.855144 nChanged 3 SP:Iteration 147Q (1641.524688 sec): 3 clusters Score: Raw -332032.698051 + Penalty 2994.137698 = -329038.560353 nChanged 3 SP:Iteration 148Q (1641.626304 sec): 3 clusters Score: Raw -332033.704913 + Penalty 2994.137698 = -329039.567216 nChanged 3 SP:Iteration 149Q (1641.709901 sec): 3 clusters Score: Raw -332034.400192 + Penalty 2994.137698 = -329040.262494 nChanged 5 SP:Iteration 150Q (1641.802257 sec): 3 clusters Score: Raw -332035.620884 + Penalty 2994.137698 = -329041.483186 nChanged 2 SP:Iteration 151Q (1641.916885 sec): 3 clusters Score: Raw -332036.058314 + Penalty 2994.137698 = -329041.920617 nChanged 1 SP:Iteration 152Q (1642.024383 sec): 3 clusters Score: Raw -332036.361342 + Penalty 2994.137698 = -329042.223644 nChanged 1 SP:Iteration 153Q (1642.100763 sec): 3 clusters Score: Raw -332036.716582 + Penalty 2994.137698 = -329042.578885 nChanged 1 SP:Iteration 154Q (1642.203113 sec): 3 clusters Score: Raw -332036.959391 + Penalty 2994.137698 = -329042.821694 nChanged 0 SP:Iteration 155F (1642.328533 sec): 3 clusters Score: Raw -332036.959391 + Penalty 2994.137698 = -329042.821694 nChanged 0 Trying to split cluster 23 (2062 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1642.386916 sec): 2 clusters Score: Raw -72739.578979 + Penalty 1339.316257 = -71400.262722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1642.463905 sec): 3 clusters Score: Raw -71907.101461 + Penalty 2678.632514 = -69228.468947 nChanged 753 SP:Iteration 1F (1642.582297 sec): 3 clusters Score: Raw -72567.752372 + Penalty 2678.632514 = -69889.119858 nChanged 204 SP:Iteration 2F (1642.661213 sec): 3 clusters Score: Raw -72803.802401 + Penalty 2678.632514 = -70125.169887 nChanged 148 SP:Iteration 3F (1642.739374 sec): 3 clusters Score: Raw -72970.275996 + Penalty 2678.632514 = -70291.643482 nChanged 100 SP:Iteration 4Q (1642.833967 sec): 3 clusters Score: Raw -73062.238768 + Penalty 2678.632514 = -70383.606253 nChanged 85 SP:Iteration 5Q (1642.948617 sec): 3 clusters Score: Raw -73138.295668 + Penalty 2678.632514 = -70459.663154 nChanged 62 SP:Iteration 6Q (1643.025561 sec): 3 clusters Score: Raw -73214.343765 + Penalty 2678.632514 = -70535.711251 nChanged 63 SP:Iteration 7Q (1643.118048 sec): 3 clusters Score: Raw -73290.306572 + Penalty 2678.632514 = -70611.674058 nChanged 74 SP:Iteration 8Q (1643.220918 sec): 3 clusters Score: Raw -73374.956687 + Penalty 2678.632514 = -70696.324173 nChanged 67 SP:Iteration 9Q (1643.346734 sec): 3 clusters Score: Raw -73452.927747 + Penalty 2678.632514 = -70774.295233 nChanged 74 SP:Iteration 10Q (1643.425536 sec): 3 clusters Score: Raw -73538.345952 + Penalty 2678.632514 = -70859.713438 nChanged 53 SP:Iteration 11Q (1643.527060 sec): 3 clusters Score: Raw -73615.319893 + Penalty 2678.632514 = -70936.687379 nChanged 48 SP:Iteration 12Q (1643.631337 sec): 3 clusters Score: Raw -73677.157609 + Penalty 2678.632514 = -70998.525095 nChanged 47 SP:Iteration 13Q (1643.734540 sec): 3 clusters Score: Raw -73746.096559 + Penalty 2678.632514 = -71067.464045 nChanged 46 SP:Iteration 14Q (1643.803205 sec): 3 clusters Score: Raw -73800.344343 + Penalty 2678.632514 = -71121.711829 nChanged 36 SP:Iteration 15Q (1643.892868 sec): 3 clusters Score: Raw -73839.346911 + Penalty 2678.632514 = -71160.714397 nChanged 22 SP:Iteration 16Q (1643.965680 sec): 3 clusters Score: Raw -73861.078357 + Penalty 2678.632514 = -71182.445843 nChanged 18 SP:Iteration 17Q (1644.059557 sec): 3 clusters Score: Raw -73881.092766 + Penalty 2678.632514 = -71202.460251 nChanged 21 SP:Iteration 18Q (1644.147984 sec): 3 clusters Score: Raw -73900.230239 + Penalty 2678.632514 = -71221.597725 nChanged 22 SP:Iteration 19Q (1644.234483 sec): 3 clusters Score: Raw -73916.522722 + Penalty 2678.632514 = -71237.890208 nChanged 13 SP:Iteration 20F (1644.360434 sec): 3 clusters Score: Raw -73931.682677 + Penalty 2678.632514 = -71253.050162 nChanged 9 SP:Iteration 21Q (1644.443816 sec): 3 clusters Score: Raw -73943.560262 + Penalty 2678.632514 = -71264.927748 nChanged 7 SP:Iteration 22Q (1644.518015 sec): 3 clusters Score: Raw -73947.822945 + Penalty 2678.632514 = -71269.190431 nChanged 6 SP:Iteration 23Q (1644.625039 sec): 3 clusters Score: Raw -73952.440069 + Penalty 2678.632514 = -71273.807555 nChanged 4 SP:Iteration 24Q (1644.706926 sec): 3 clusters Score: Raw -73953.915262 + Penalty 2678.632514 = -71275.282748 nChanged 1 SP:Iteration 25Q (1644.804447 sec): 3 clusters Score: Raw -73954.361684 + Penalty 2678.632514 = -71275.729170 nChanged 1 SP:Iteration 26Q (1644.898963 sec): 3 clusters Score: Raw -73954.640147 + Penalty 2678.632514 = -71276.007633 nChanged 1 SP:Iteration 27Q (1644.978966 sec): 3 clusters Score: Raw -73955.174837 + Penalty 2678.632514 = -71276.542323 nChanged 0 SP:Iteration 28F (1645.059223 sec): 3 clusters Score: Raw -73955.174837 + Penalty 2678.632514 = -71276.542323 nChanged 0 Trying to split cluster 24 (12828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1645.186445 sec): 2 clusters Score: Raw -886973.433838 + Penalty 1660.122166 = -885313.311673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1645.290639 sec): 3 clusters Score: Raw -879653.898030 + Penalty 3320.244332 = -876333.653699 nChanged 5566 SP:Iteration 1F (1645.405089 sec): 3 clusters Score: Raw -882725.394365 + Penalty 3320.244332 = -879405.150033 nChanged 834 SP:Iteration 2F (1645.539393 sec): 3 clusters Score: Raw -883200.114158 + Penalty 3320.244332 = -879879.869827 nChanged 841 SP:Iteration 3F (1645.663108 sec): 3 clusters Score: Raw -883685.783642 + Penalty 3320.244332 = -880365.539310 nChanged 749 SP:Iteration 4F (1645.786435 sec): 3 clusters Score: Raw -884090.281655 + Penalty 3320.244332 = -880770.037324 nChanged 656 SP:Iteration 5F (1645.938211 sec): 3 clusters Score: Raw -884438.378543 + Penalty 3320.244332 = -881118.134211 nChanged 616 SP:Iteration 6Q (1646.061685 sec): 3 clusters Score: Raw -884749.435269 + Penalty 3320.244332 = -881429.190937 nChanged 531 SP:Iteration 7Q (1646.193964 sec): 3 clusters Score: Raw -885004.462027 + Penalty 3320.244332 = -881684.217695 nChanged 482 SP:Iteration 8Q (1646.334216 sec): 3 clusters Score: Raw -885235.414646 + Penalty 3320.244332 = -881915.170314 nChanged 441 SP:Iteration 9Q (1646.480787 sec): 3 clusters Score: Raw -885425.066816 + Penalty 3320.244332 = -882104.822484 nChanged 345 SP:Iteration 10Q (1646.598249 sec): 3 clusters Score: Raw -885570.112012 + Penalty 3320.244332 = -882249.867680 nChanged 297 SP:Iteration 11Q (1646.746834 sec): 3 clusters Score: Raw -885669.427157 + Penalty 3320.244332 = -882349.182826 nChanged 238 SP:Iteration 12Q (1646.911663 sec): 3 clusters Score: Raw -885752.239090 + Penalty 3320.244332 = -882431.994758 nChanged 217 SP:Iteration 13Q (1647.026169 sec): 3 clusters Score: Raw -885834.043908 + Penalty 3320.244332 = -882513.799576 nChanged 203 SP:Iteration 14Q (1647.180514 sec): 3 clusters Score: Raw -885941.628671 + Penalty 3320.244332 = -882621.384339 nChanged 195 SP:Iteration 15Q (1647.318038 sec): 3 clusters Score: Raw -886072.214353 + Penalty 3320.244332 = -882751.970021 nChanged 226 SP:Iteration 16Q (1647.431956 sec): 3 clusters Score: Raw -886228.399982 + Penalty 3320.244332 = -882908.155651 nChanged 217 SP:Iteration 17Q (1647.581325 sec): 3 clusters Score: Raw -886394.659601 + Penalty 3320.244332 = -883074.415270 nChanged 241 SP:Iteration 18Q (1647.696843 sec): 3 clusters Score: Raw -886566.903647 + Penalty 3320.244332 = -883246.659315 nChanged 234 SP:Iteration 19Q (1647.836565 sec): 3 clusters Score: Raw -886735.462894 + Penalty 3320.244332 = -883415.218562 nChanged 213 SP:Iteration 20F (1647.995436 sec): 3 clusters Score: Raw -886865.592404 + Penalty 3320.244332 = -883545.348072 nChanged 175 SP:Iteration 21Q (1648.105163 sec): 3 clusters Score: Raw -886964.638293 + Penalty 3320.244332 = -883644.393961 nChanged 173 SP:Iteration 22Q (1648.239085 sec): 3 clusters Score: Raw -887046.437615 + Penalty 3320.244332 = -883726.193283 nChanged 139 SP:Iteration 23Q (1648.367442 sec): 3 clusters Score: Raw -887109.272957 + Penalty 3320.244332 = -883789.028625 nChanged 137 SP:Iteration 24Q (1648.491520 sec): 3 clusters Score: Raw -887150.262672 + Penalty 3320.244332 = -883830.018340 nChanged 99 SP:Iteration 25Q (1648.640451 sec): 3 clusters Score: Raw -887182.305951 + Penalty 3320.244332 = -883862.061619 nChanged 91 SP:Iteration 26Q (1648.746797 sec): 3 clusters Score: Raw -887204.434925 + Penalty 3320.244332 = -883884.190593 nChanged 66 SP:Iteration 27Q (1648.876558 sec): 3 clusters Score: Raw -887218.817983 + Penalty 3320.244332 = -883898.573652 nChanged 52 SP:Iteration 28Q (1649.003324 sec): 3 clusters Score: Raw -887229.691823 + Penalty 3320.244332 = -883909.447492 nChanged 47 SP:Iteration 29Q (1649.131591 sec): 3 clusters Score: Raw -887237.794058 + Penalty 3320.244332 = -883917.549726 nChanged 44 SP:Iteration 30Q (1649.275622 sec): 3 clusters Score: Raw -887247.829656 + Penalty 3320.244332 = -883927.585324 nChanged 51 SP:Iteration 31Q (1649.416828 sec): 3 clusters Score: Raw -887260.836254 + Penalty 3320.244332 = -883940.591922 nChanged 50 SP:Iteration 32Q (1649.540675 sec): 3 clusters Score: Raw -887272.284333 + Penalty 3320.244332 = -883952.040002 nChanged 57 SP:Iteration 33Q (1649.653880 sec): 3 clusters Score: Raw -887286.614558 + Penalty 3320.244332 = -883966.370226 nChanged 61 SP:Iteration 34Q (1649.812907 sec): 3 clusters Score: Raw -887301.320537 + Penalty 3320.244332 = -883981.076205 nChanged 69 SP:Iteration 35Q (1649.921847 sec): 3 clusters Score: Raw -887320.016254 + Penalty 3320.244332 = -883999.771922 nChanged 67 SP:Iteration 36Q (1650.060564 sec): 3 clusters Score: Raw -887337.376269 + Penalty 3320.244332 = -884017.131938 nChanged 78 SP:Iteration 37Q (1650.181973 sec): 3 clusters Score: Raw -887355.731737 + Penalty 3320.244332 = -884035.487405 nChanged 60 SP:Iteration 38Q (1650.300033 sec): 3 clusters Score: Raw -887364.716598 + Penalty 3320.244332 = -884044.472266 nChanged 35 SP:Iteration 39Q (1650.429315 sec): 3 clusters Score: Raw -887370.538904 + Penalty 3320.244332 = -884050.294572 nChanged 31 SP:Iteration 40F (1650.556491 sec): 3 clusters Score: Raw -887374.692779 + Penalty 3320.244332 = -884054.448447 nChanged 32 SP:Iteration 41Q (1650.694242 sec): 3 clusters Score: Raw -887379.592221 + Penalty 3320.244332 = -884059.347889 nChanged 22 SP:Iteration 42Q (1650.834054 sec): 3 clusters Score: Raw -887383.056508 + Penalty 3320.244332 = -884062.812176 nChanged 26 SP:Iteration 43Q (1650.950569 sec): 3 clusters Score: Raw -887386.350593 + Penalty 3320.244332 = -884066.106261 nChanged 15 SP:Iteration 44Q (1651.051333 sec): 3 clusters Score: Raw -887387.936967 + Penalty 3320.244332 = -884067.692635 nChanged 9 SP:Iteration 45Q (1651.176547 sec): 3 clusters Score: Raw -887388.869958 + Penalty 3320.244332 = -884068.625626 nChanged 8 SP:Iteration 46Q (1651.306402 sec): 3 clusters Score: Raw -887390.038331 + Penalty 3320.244332 = -884069.793999 nChanged 9 SP:Iteration 47Q (1651.467203 sec): 3 clusters Score: Raw -887391.013422 + Penalty 3320.244332 = -884070.769090 nChanged 7 SP:Iteration 48Q (1651.625314 sec): 3 clusters Score: Raw -887391.751904 + Penalty 3320.244332 = -884071.507572 nChanged 4 SP:Iteration 49Q (1651.735099 sec): 3 clusters Score: Raw -887392.381087 + Penalty 3320.244332 = -884072.136755 nChanged 5 SP:Iteration 50Q (1651.858410 sec): 3 clusters Score: Raw -887392.870059 + Penalty 3320.244332 = -884072.625727 nChanged 4 SP:Iteration 51Q (1651.987828 sec): 3 clusters Score: Raw -887393.526973 + Penalty 3320.244332 = -884073.282641 nChanged 6 SP:Iteration 52Q (1652.129868 sec): 3 clusters Score: Raw -887394.199861 + Penalty 3320.244332 = -884073.955529 nChanged 3 SP:Iteration 53Q (1652.249952 sec): 3 clusters Score: Raw -887394.831285 + Penalty 3320.244332 = -884074.586953 nChanged 4 SP:Iteration 54Q (1652.374712 sec): 3 clusters Score: Raw -887395.260228 + Penalty 3320.244332 = -884075.015896 nChanged 4 SP:Iteration 55Q (1652.509648 sec): 3 clusters Score: Raw -887395.743897 + Penalty 3320.244332 = -884075.499565 nChanged 3 SP:Iteration 56Q (1652.638492 sec): 3 clusters Score: Raw -887396.010522 + Penalty 3320.244332 = -884075.766190 nChanged 4 SP:Iteration 57Q (1652.773340 sec): 3 clusters Score: Raw -887396.317905 + Penalty 3320.244332 = -884076.073573 nChanged 1 SP:Iteration 58Q (1652.893586 sec): 3 clusters Score: Raw -887396.503795 + Penalty 3320.244332 = -884076.259463 nChanged 2 SP:Iteration 59Q (1653.041125 sec): 3 clusters Score: Raw -887396.790793 + Penalty 3320.244332 = -884076.546461 nChanged 2 SP:Iteration 60F (1653.160164 sec): 3 clusters Score: Raw -887396.856286 + Penalty 3320.244332 = -884076.611954 nChanged 0 Trying to split cluster 25 (5228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1653.234473 sec): 2 clusters Score: Raw -346011.822735 + Penalty 1502.593105 = -344509.229630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1653.361102 sec): 3 clusters Score: Raw -343269.165493 + Penalty 3005.186210 = -340263.979283 nChanged 2182 SP:Iteration 1F (1653.470290 sec): 3 clusters Score: Raw -344613.194832 + Penalty 3005.186210 = -341608.008621 nChanged 459 SP:Iteration 2F (1653.598225 sec): 3 clusters Score: Raw -344991.834629 + Penalty 3005.186210 = -341986.648419 nChanged 387 SP:Iteration 3F (1653.703443 sec): 3 clusters Score: Raw -345353.860160 + Penalty 3005.186210 = -342348.673950 nChanged 356 SP:Iteration 4F (1653.796019 sec): 3 clusters Score: Raw -345649.802878 + Penalty 3005.186210 = -342644.616668 nChanged 331 SP:Iteration 5F (1653.842801 sec): 3 clusters Score: Raw -345929.143105 + Penalty 3005.186210 = -342923.956895 nChanged 290 SP:Iteration 6F (1653.892118 sec): 3 clusters Score: Raw -346152.623783 + Penalty 3005.186210 = -343147.437573 nChanged 204 SP:Iteration 7Q (1653.941937 sec): 3 clusters Score: Raw -346270.409300 + Penalty 3005.186210 = -343265.223090 nChanged 126 SP:Iteration 8Q (1654.034265 sec): 3 clusters Score: Raw -346323.489425 + Penalty 3005.186210 = -343318.303215 nChanged 81 SP:Iteration 9Q (1654.158578 sec): 3 clusters Score: Raw -346355.603869 + Penalty 3005.186210 = -343350.417658 nChanged 66 SP:Iteration 10Q (1654.256332 sec): 3 clusters Score: Raw -346380.953655 + Penalty 3005.186210 = -343375.767445 nChanged 46 SP:Iteration 11Q (1654.371667 sec): 3 clusters Score: Raw -346398.153658 + Penalty 3005.186210 = -343392.967448 nChanged 43 SP:Iteration 12Q (1654.492020 sec): 3 clusters Score: Raw -346412.872329 + Penalty 3005.186210 = -343407.686118 nChanged 36 SP:Iteration 13Q (1654.598859 sec): 3 clusters Score: Raw -346425.137157 + Penalty 3005.186210 = -343419.950947 nChanged 31 SP:Iteration 14Q (1654.713076 sec): 3 clusters Score: Raw -346434.433832 + Penalty 3005.186210 = -343429.247622 nChanged 27 SP:Iteration 15Q (1654.797699 sec): 3 clusters Score: Raw -346442.572389 + Penalty 3005.186210 = -343437.386178 nChanged 13 SP:Iteration 16Q (1654.908850 sec): 3 clusters Score: Raw -346446.945422 + Penalty 3005.186210 = -343441.759212 nChanged 15 SP:Iteration 17Q (1655.008736 sec): 3 clusters Score: Raw -346451.306902 + Penalty 3005.186210 = -343446.120692 nChanged 16 SP:Iteration 18Q (1655.135465 sec): 3 clusters Score: Raw -346456.082370 + Penalty 3005.186210 = -343450.896160 nChanged 13 SP:Iteration 19Q (1655.237059 sec): 3 clusters Score: Raw -346459.333352 + Penalty 3005.186210 = -343454.147142 nChanged 11 SP:Iteration 20F (1655.368367 sec): 3 clusters Score: Raw -346461.203698 + Penalty 3005.186210 = -343456.017488 nChanged 6 SP:Iteration 21Q (1655.471831 sec): 3 clusters Score: Raw -346462.565866 + Penalty 3005.186210 = -343457.379655 nChanged 6 SP:Iteration 22Q (1655.593434 sec): 3 clusters Score: Raw -346463.937778 + Penalty 3005.186210 = -343458.751567 nChanged 5 SP:Iteration 23Q (1655.680624 sec): 3 clusters Score: Raw -346465.031769 + Penalty 3005.186210 = -343459.845559 nChanged 1 SP:Iteration 24Q (1655.786331 sec): 3 clusters Score: Raw -346465.223794 + Penalty 3005.186210 = -343460.037584 nChanged 1 SP:Iteration 25Q (1655.912943 sec): 3 clusters Score: Raw -346465.327988 + Penalty 3005.186210 = -343460.141777 nChanged 1 SP:Iteration 26Q (1656.011477 sec): 3 clusters Score: Raw -346465.384049 + Penalty 3005.186210 = -343460.197839 nChanged 1 SP:Iteration 27Q (1656.120403 sec): 3 clusters Score: Raw -346465.549816 + Penalty 3005.186210 = -343460.363606 nChanged 0 SP:Iteration 28F (1656.225010 sec): 3 clusters Score: Raw -346465.549816 + Penalty 3005.186210 = -343460.363606 nChanged 0 Trying to split cluster 26 (2654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1656.299616 sec): 2 clusters Score: Raw -148207.817810 + Penalty 1383.610974 = -146824.206836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1656.393512 sec): 3 clusters Score: Raw -147011.865086 + Penalty 2767.221948 = -144244.643138 nChanged 976 SP:Iteration 1F (1656.522576 sec): 3 clusters Score: Raw -147661.555387 + Penalty 2767.221948 = -144894.333438 nChanged 210 SP:Iteration 2F (1656.625337 sec): 3 clusters Score: Raw -147819.354069 + Penalty 2767.221948 = -145052.132120 nChanged 152 SP:Iteration 3F (1656.725305 sec): 3 clusters Score: Raw -147981.833406 + Penalty 2767.221948 = -145214.611458 nChanged 150 SP:Iteration 4F (1656.834045 sec): 3 clusters Score: Raw -148151.109874 + Penalty 2767.221948 = -145383.887926 nChanged 123 SP:Iteration 5Q (1656.928436 sec): 3 clusters Score: Raw -148277.130820 + Penalty 2767.221948 = -145509.908871 nChanged 112 SP:Iteration 6Q (1657.025639 sec): 3 clusters Score: Raw -148376.372769 + Penalty 2767.221948 = -145609.150821 nChanged 102 SP:Iteration 7Q (1657.115314 sec): 3 clusters Score: Raw -148471.965747 + Penalty 2767.221948 = -145704.743798 nChanged 92 SP:Iteration 8Q (1657.227481 sec): 3 clusters Score: Raw -148559.807966 + Penalty 2767.221948 = -145792.586018 nChanged 80 SP:Iteration 9Q (1657.339205 sec): 3 clusters Score: Raw -148617.705321 + Penalty 2767.221948 = -145850.483373 nChanged 57 SP:Iteration 10Q (1657.433854 sec): 3 clusters Score: Raw -148655.042327 + Penalty 2767.221948 = -145887.820379 nChanged 34 SP:Iteration 11Q (1657.548667 sec): 3 clusters Score: Raw -148679.020921 + Penalty 2767.221948 = -145911.798972 nChanged 34 SP:Iteration 12Q (1657.634383 sec): 3 clusters Score: Raw -148703.233579 + Penalty 2767.221948 = -145936.011630 nChanged 37 SP:Iteration 13Q (1657.723558 sec): 3 clusters Score: Raw -148726.839597 + Penalty 2767.221948 = -145959.617648 nChanged 27 SP:Iteration 14Q (1657.818420 sec): 3 clusters Score: Raw -148741.874765 + Penalty 2767.221948 = -145974.652816 nChanged 28 SP:Iteration 15Q (1657.907075 sec): 3 clusters Score: Raw -148757.171628 + Penalty 2767.221948 = -145989.949680 nChanged 30 SP:Iteration 16Q (1657.986546 sec): 3 clusters Score: Raw -148774.170959 + Penalty 2767.221948 = -146006.949011 nChanged 30 SP:Iteration 17Q (1658.058797 sec): 3 clusters Score: Raw -148794.613749 + Penalty 2767.221948 = -146027.391800 nChanged 18 SP:Iteration 18Q (1658.171977 sec): 3 clusters Score: Raw -148805.419569 + Penalty 2767.221948 = -146038.197621 nChanged 19 SP:Iteration 19Q (1658.254390 sec): 3 clusters Score: Raw -148817.022206 + Penalty 2767.221948 = -146049.800258 nChanged 16 SP:Iteration 20F (1658.368987 sec): 3 clusters Score: Raw -148824.993760 + Penalty 2767.221948 = -146057.771812 nChanged 9 SP:Iteration 21Q (1658.441932 sec): 3 clusters Score: Raw -148829.988291 + Penalty 2767.221948 = -146062.766343 nChanged 7 SP:Iteration 22Q (1658.536574 sec): 3 clusters Score: Raw -148832.709354 + Penalty 2767.221948 = -146065.487405 nChanged 5 SP:Iteration 23Q (1658.623175 sec): 3 clusters Score: Raw -148835.268708 + Penalty 2767.221948 = -146068.046760 nChanged 8 SP:Iteration 24Q (1658.711581 sec): 3 clusters Score: Raw -148837.745123 + Penalty 2767.221948 = -146070.523175 nChanged 2 SP:Iteration 25Q (1658.803362 sec): 3 clusters Score: Raw -148838.792088 + Penalty 2767.221948 = -146071.570140 nChanged 6 SP:Iteration 26Q (1658.901186 sec): 3 clusters Score: Raw -148842.032426 + Penalty 2767.221948 = -146074.810478 nChanged 8 SP:Iteration 27Q (1659.013685 sec): 3 clusters Score: Raw -148845.622257 + Penalty 2767.221948 = -146078.400309 nChanged 4 SP:Iteration 28Q (1659.127731 sec): 3 clusters Score: Raw -148847.201420 + Penalty 2767.221948 = -146079.979471 nChanged 4 SP:Iteration 29Q (1659.234773 sec): 3 clusters Score: Raw -148848.560720 + Penalty 2767.221948 = -146081.338772 nChanged 3 SP:Iteration 30Q (1659.321250 sec): 3 clusters Score: Raw -148849.672068 + Penalty 2767.221948 = -146082.450119 nChanged 4 SP:Iteration 31Q (1659.428958 sec): 3 clusters Score: Raw -148851.402596 + Penalty 2767.221948 = -146084.180647 nChanged 3 SP:Iteration 32Q (1659.514131 sec): 3 clusters Score: Raw -148852.981991 + Penalty 2767.221948 = -146085.760042 nChanged 5 SP:Iteration 33Q (1659.614976 sec): 3 clusters Score: Raw -148856.252678 + Penalty 2767.221948 = -146089.030729 nChanged 12 SP:Iteration 34Q (1659.720342 sec): 3 clusters Score: Raw -148861.869025 + Penalty 2767.221948 = -146094.647077 nChanged 3 SP:Iteration 35Q (1659.830355 sec): 3 clusters Score: Raw -148862.980266 + Penalty 2767.221948 = -146095.758318 nChanged 2 SP:Iteration 36Q (1659.913343 sec): 3 clusters Score: Raw -148864.218667 + Penalty 2767.221948 = -146096.996718 nChanged 5 SP:Iteration 37Q (1660.010954 sec): 3 clusters Score: Raw -148866.231088 + Penalty 2767.221948 = -146099.009139 nChanged 2 SP:Iteration 38Q (1660.119662 sec): 3 clusters Score: Raw -148866.821438 + Penalty 2767.221948 = -146099.599490 nChanged 2 SP:Iteration 39Q (1660.224110 sec): 3 clusters Score: Raw -148867.325267 + Penalty 2767.221948 = -146100.103318 nChanged 3 SP:Iteration 40F (1660.325059 sec): 3 clusters Score: Raw -148868.210395 + Penalty 2767.221948 = -146100.988446 nChanged 3 SP:Iteration 41Q (1660.437375 sec): 3 clusters Score: Raw -148869.295738 + Penalty 2767.221948 = -146102.073790 nChanged 2 SP:Iteration 42Q (1660.532972 sec): 3 clusters Score: Raw -148870.443609 + Penalty 2767.221948 = -146103.221661 nChanged 2 SP:Iteration 43Q (1660.596319 sec): 3 clusters Score: Raw -148871.709884 + Penalty 2767.221948 = -146104.487935 nChanged 7 SP:Iteration 44Q (1660.630314 sec): 3 clusters Score: Raw -148875.145213 + Penalty 2767.221948 = -146107.923265 nChanged 6 SP:Iteration 45Q (1660.665078 sec): 3 clusters Score: Raw -148877.457210 + Penalty 2767.221948 = -146110.235262 nChanged 5 SP:Iteration 46Q (1660.700790 sec): 3 clusters Score: Raw -148879.464441 + Penalty 2767.221948 = -146112.242492 nChanged 5 SP:Iteration 47Q (1660.759932 sec): 3 clusters Score: Raw -148881.326937 + Penalty 2767.221948 = -146114.104989 nChanged 4 SP:Iteration 48Q (1660.793958 sec): 3 clusters Score: Raw -148883.623514 + Penalty 2767.221948 = -146116.401565 nChanged 3 SP:Iteration 49Q (1660.827222 sec): 3 clusters Score: Raw -148884.835585 + Penalty 2767.221948 = -146117.613637 nChanged 6 SP:Iteration 50Q (1660.860253 sec): 3 clusters Score: Raw -148887.510619 + Penalty 2767.221948 = -146120.288671 nChanged 5 SP:Iteration 51Q (1660.893246 sec): 3 clusters Score: Raw -148888.658654 + Penalty 2767.221948 = -146121.436706 nChanged 0 SP:Iteration 52F (1661.013192 sec): 3 clusters Score: Raw -148888.658654 + Penalty 2767.221948 = -146121.436706 nChanged 0 Trying to split cluster 27 (6039 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1661.092698 sec): 2 clusters Score: Raw -393243.601893 + Penalty 1527.901897 = -391715.699996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1661.196148 sec): 3 clusters Score: Raw -390044.875217 + Penalty 3055.803794 = -386989.071423 nChanged 2440 SP:Iteration 1F (1661.295783 sec): 3 clusters Score: Raw -391381.130734 + Penalty 3055.803794 = -388325.326940 nChanged 432 SP:Iteration 2F (1661.425425 sec): 3 clusters Score: Raw -391607.180397 + Penalty 3055.803794 = -388551.376603 nChanged 323 SP:Iteration 3F (1661.524162 sec): 3 clusters Score: Raw -391782.968156 + Penalty 3055.803794 = -388727.164362 nChanged 281 SP:Iteration 4Q (1661.643458 sec): 3 clusters Score: Raw -391979.294498 + Penalty 3055.803794 = -388923.490704 nChanged 289 SP:Iteration 5Q (1661.722957 sec): 3 clusters Score: Raw -392154.202148 + Penalty 3055.803794 = -389098.398354 nChanged 280 SP:Iteration 6Q (1661.832626 sec): 3 clusters Score: Raw -392326.933577 + Penalty 3055.803794 = -389271.129783 nChanged 267 SP:Iteration 7Q (1661.950308 sec): 3 clusters Score: Raw -392514.221621 + Penalty 3055.803794 = -389458.417827 nChanged 272 SP:Iteration 8Q (1662.067168 sec): 3 clusters Score: Raw -392716.379017 + Penalty 3055.803794 = -389660.575223 nChanged 257 SP:Iteration 9Q (1662.163128 sec): 3 clusters Score: Raw -392884.269345 + Penalty 3055.803794 = -389828.465552 nChanged 232 SP:Iteration 10Q (1662.277779 sec): 3 clusters Score: Raw -393048.367377 + Penalty 3055.803794 = -389992.563584 nChanged 231 SP:Iteration 11Q (1662.388670 sec): 3 clusters Score: Raw -393195.280366 + Penalty 3055.803794 = -390139.476572 nChanged 194 SP:Iteration 12Q (1662.505488 sec): 3 clusters Score: Raw -393331.065641 + Penalty 3055.803794 = -390275.261848 nChanged 186 SP:Iteration 13Q (1662.609314 sec): 3 clusters Score: Raw -393458.020867 + Penalty 3055.803794 = -390402.217073 nChanged 155 SP:Iteration 14Q (1662.719783 sec): 3 clusters Score: Raw -393550.695935 + Penalty 3055.803794 = -390494.892141 nChanged 119 SP:Iteration 15Q (1662.827498 sec): 3 clusters Score: Raw -393611.393591 + Penalty 3055.803794 = -390555.589798 nChanged 85 SP:Iteration 16Q (1662.942535 sec): 3 clusters Score: Raw -393652.284633 + Penalty 3055.803794 = -390596.480839 nChanged 77 SP:Iteration 17Q (1663.071964 sec): 3 clusters Score: Raw -393691.490390 + Penalty 3055.803794 = -390635.686596 nChanged 71 SP:Iteration 18Q (1663.184257 sec): 3 clusters Score: Raw -393730.505237 + Penalty 3055.803794 = -390674.701443 nChanged 49 SP:Iteration 19Q (1663.292102 sec): 3 clusters Score: Raw -393749.805426 + Penalty 3055.803794 = -390694.001632 nChanged 38 SP:Iteration 20F (1663.407325 sec): 3 clusters Score: Raw -393766.495952 + Penalty 3055.803794 = -390710.692158 nChanged 37 SP:Iteration 21Q (1663.519069 sec): 3 clusters Score: Raw -393780.772302 + Penalty 3055.803794 = -390724.968508 nChanged 29 SP:Iteration 22Q (1663.608449 sec): 3 clusters Score: Raw -393789.794467 + Penalty 3055.803794 = -390733.990674 nChanged 15 SP:Iteration 23Q (1663.689573 sec): 3 clusters Score: Raw -393794.968834 + Penalty 3055.803794 = -390739.165040 nChanged 18 SP:Iteration 24Q (1663.811648 sec): 3 clusters Score: Raw -393800.122570 + Penalty 3055.803794 = -390744.318776 nChanged 16 SP:Iteration 25Q (1663.901029 sec): 3 clusters Score: Raw -393804.498084 + Penalty 3055.803794 = -390748.694290 nChanged 14 SP:Iteration 26Q (1664.017950 sec): 3 clusters Score: Raw -393808.618336 + Penalty 3055.803794 = -390752.814542 nChanged 11 SP:Iteration 27Q (1664.123329 sec): 3 clusters Score: Raw -393812.522919 + Penalty 3055.803794 = -390756.719126 nChanged 10 SP:Iteration 28Q (1664.240996 sec): 3 clusters Score: Raw -393816.133664 + Penalty 3055.803794 = -390760.329871 nChanged 13 SP:Iteration 29Q (1664.346607 sec): 3 clusters Score: Raw -393819.661242 + Penalty 3055.803794 = -390763.857448 nChanged 11 SP:Iteration 30Q (1664.463122 sec): 3 clusters Score: Raw -393822.174966 + Penalty 3055.803794 = -390766.371172 nChanged 6 SP:Iteration 31Q (1664.564708 sec): 3 clusters Score: Raw -393823.511186 + Penalty 3055.803794 = -390767.707392 nChanged 5 SP:Iteration 32Q (1664.662130 sec): 3 clusters Score: Raw -393825.237085 + Penalty 3055.803794 = -390769.433292 nChanged 3 SP:Iteration 33Q (1664.779258 sec): 3 clusters Score: Raw -393826.123720 + Penalty 3055.803794 = -390770.319926 nChanged 5 SP:Iteration 34Q (1664.882572 sec): 3 clusters Score: Raw -393827.543663 + Penalty 3055.803794 = -390771.739869 nChanged 10 SP:Iteration 35Q (1665.002451 sec): 3 clusters Score: Raw -393830.735851 + Penalty 3055.803794 = -390774.932057 nChanged 10 SP:Iteration 36Q (1665.108042 sec): 3 clusters Score: Raw -393833.043220 + Penalty 3055.803794 = -390777.239426 nChanged 10 SP:Iteration 37Q (1665.219080 sec): 3 clusters Score: Raw -393836.217774 + Penalty 3055.803794 = -390780.413980 nChanged 13 SP:Iteration 38Q (1665.314054 sec): 3 clusters Score: Raw -393839.787008 + Penalty 3055.803794 = -390783.983214 nChanged 5 SP:Iteration 39Q (1665.446146 sec): 3 clusters Score: Raw -393841.121749 + Penalty 3055.803794 = -390785.317955 nChanged 6 SP:Iteration 40F (1665.537645 sec): 3 clusters Score: Raw -393842.458531 + Penalty 3055.803794 = -390786.654737 nChanged 7 SP:Iteration 41Q (1665.673793 sec): 3 clusters Score: Raw -393844.585359 + Penalty 3055.803794 = -390788.781565 nChanged 5 SP:Iteration 42Q (1665.776725 sec): 3 clusters Score: Raw -393846.118765 + Penalty 3055.803794 = -390790.314971 nChanged 7 SP:Iteration 43Q (1665.884030 sec): 3 clusters Score: Raw -393847.473828 + Penalty 3055.803794 = -390791.670035 nChanged 4 SP:Iteration 44Q (1666.015931 sec): 3 clusters Score: Raw -393848.286170 + Penalty 3055.803794 = -390792.482376 nChanged 2 SP:Iteration 45Q (1666.119632 sec): 3 clusters Score: Raw -393848.689264 + Penalty 3055.803794 = -390792.885470 nChanged 4 SP:Iteration 46Q (1666.259516 sec): 3 clusters Score: Raw -393849.279679 + Penalty 3055.803794 = -390793.475886 nChanged 4 SP:Iteration 47Q (1666.367909 sec): 3 clusters Score: Raw -393850.529703 + Penalty 3055.803794 = -390794.725909 nChanged 2 SP:Iteration 48Q (1666.459588 sec): 3 clusters Score: Raw -393851.105234 + Penalty 3055.803794 = -390795.301440 nChanged 2 SP:Iteration 49Q (1666.551943 sec): 3 clusters Score: Raw -393851.588736 + Penalty 3055.803794 = -390795.784942 nChanged 2 SP:Iteration 50Q (1666.681175 sec): 3 clusters Score: Raw -393852.277663 + Penalty 3055.803794 = -390796.473870 nChanged 1 SP:Iteration 51Q (1666.788249 sec): 3 clusters Score: Raw -393852.445807 + Penalty 3055.803794 = -390796.642014 nChanged 0 SP:Iteration 52F (1666.902984 sec): 3 clusters Score: Raw -393852.445807 + Penalty 3055.803794 = -390796.642014 nChanged 0 Trying to split cluster 28 (6886 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1667.003104 sec): 2 clusters Score: Raw -383350.973010 + Penalty 1550.936611 = -381800.036400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1667.114605 sec): 3 clusters Score: Raw -379669.537182 + Penalty 3101.873221 = -376567.663961 nChanged 2877 SP:Iteration 1F (1667.248106 sec): 3 clusters Score: Raw -381337.680473 + Penalty 3101.873221 = -378235.807252 nChanged 585 SP:Iteration 2F (1667.374136 sec): 3 clusters Score: Raw -381778.748797 + Penalty 3101.873221 = -378676.875576 nChanged 510 SP:Iteration 3F (1667.499529 sec): 3 clusters Score: Raw -382188.306698 + Penalty 3101.873221 = -379086.433477 nChanged 446 SP:Iteration 4F (1667.599007 sec): 3 clusters Score: Raw -382543.269170 + Penalty 3101.873221 = -379441.395949 nChanged 384 SP:Iteration 5F (1667.728122 sec): 3 clusters Score: Raw -382820.559777 + Penalty 3101.873221 = -379718.686556 nChanged 348 SP:Iteration 6F (1667.872906 sec): 3 clusters Score: Raw -383086.010032 + Penalty 3101.873221 = -379984.136811 nChanged 313 SP:Iteration 7Q (1667.968702 sec): 3 clusters Score: Raw -383270.194156 + Penalty 3101.873221 = -380168.320935 nChanged 229 SP:Iteration 8Q (1668.083204 sec): 3 clusters Score: Raw -383379.141710 + Penalty 3101.873221 = -380277.268489 nChanged 149 SP:Iteration 9Q (1668.214116 sec): 3 clusters Score: Raw -383438.033064 + Penalty 3101.873221 = -380336.159843 nChanged 112 SP:Iteration 10Q (1668.320541 sec): 3 clusters Score: Raw -383475.857165 + Penalty 3101.873221 = -380373.983944 nChanged 101 SP:Iteration 11Q (1668.433130 sec): 3 clusters Score: Raw -383516.260921 + Penalty 3101.873221 = -380414.387700 nChanged 91 SP:Iteration 12Q (1668.544668 sec): 3 clusters Score: Raw -383550.151925 + Penalty 3101.873221 = -380448.278704 nChanged 88 SP:Iteration 13Q (1668.671971 sec): 3 clusters Score: Raw -383590.813353 + Penalty 3101.873221 = -380488.940132 nChanged 82 SP:Iteration 14Q (1668.790657 sec): 3 clusters Score: Raw -383625.270848 + Penalty 3101.873221 = -380523.397627 nChanged 82 SP:Iteration 15Q (1668.914077 sec): 3 clusters Score: Raw -383658.192465 + Penalty 3101.873221 = -380556.319244 nChanged 62 SP:Iteration 16Q (1669.024247 sec): 3 clusters Score: Raw -383676.170211 + Penalty 3101.873221 = -380574.296990 nChanged 47 SP:Iteration 17Q (1669.122908 sec): 3 clusters Score: Raw -383692.108832 + Penalty 3101.873221 = -380590.235611 nChanged 45 SP:Iteration 18Q (1669.226064 sec): 3 clusters Score: Raw -383706.101734 + Penalty 3101.873221 = -380604.228513 nChanged 46 SP:Iteration 19Q (1669.364737 sec): 3 clusters Score: Raw -383720.053060 + Penalty 3101.873221 = -380618.179839 nChanged 40 SP:Iteration 20F (1669.470581 sec): 3 clusters Score: Raw -383729.217391 + Penalty 3101.873221 = -380627.344170 nChanged 29 SP:Iteration 21Q (1669.587587 sec): 3 clusters Score: Raw -383736.303911 + Penalty 3101.873221 = -380634.430690 nChanged 33 SP:Iteration 22Q (1669.683122 sec): 3 clusters Score: Raw -383743.969979 + Penalty 3101.873221 = -380642.096758 nChanged 34 SP:Iteration 23Q (1669.785476 sec): 3 clusters Score: Raw -383753.436779 + Penalty 3101.873221 = -380651.563558 nChanged 36 SP:Iteration 24Q (1669.912891 sec): 3 clusters Score: Raw -383761.419841 + Penalty 3101.873221 = -380659.546620 nChanged 29 SP:Iteration 25Q (1670.019457 sec): 3 clusters Score: Raw -383767.329269 + Penalty 3101.873221 = -380665.456048 nChanged 25 SP:Iteration 26Q (1670.132635 sec): 3 clusters Score: Raw -383772.465050 + Penalty 3101.873221 = -380670.591829 nChanged 22 SP:Iteration 27Q (1670.250999 sec): 3 clusters Score: Raw -383776.409852 + Penalty 3101.873221 = -380674.536631 nChanged 21 SP:Iteration 28Q (1670.335801 sec): 3 clusters Score: Raw -383781.970995 + Penalty 3101.873221 = -380680.097774 nChanged 18 SP:Iteration 29Q (1670.429836 sec): 3 clusters Score: Raw -383787.752079 + Penalty 3101.873221 = -380685.878858 nChanged 26 SP:Iteration 30Q (1670.541614 sec): 3 clusters Score: Raw -383794.396481 + Penalty 3101.873221 = -380692.523260 nChanged 21 SP:Iteration 31Q (1670.652808 sec): 3 clusters Score: Raw -383800.002739 + Penalty 3101.873221 = -380698.129518 nChanged 21 SP:Iteration 32Q (1670.773924 sec): 3 clusters Score: Raw -383804.747770 + Penalty 3101.873221 = -380702.874549 nChanged 12 SP:Iteration 33Q (1670.878600 sec): 3 clusters Score: Raw -383806.678748 + Penalty 3101.873221 = -380704.805527 nChanged 7 SP:Iteration 34Q (1671.021304 sec): 3 clusters Score: Raw -383807.706189 + Penalty 3101.873221 = -380705.832968 nChanged 3 SP:Iteration 35Q (1671.132061 sec): 3 clusters Score: Raw -383807.954635 + Penalty 3101.873221 = -380706.081414 nChanged 0 SP:Iteration 36F (1671.235358 sec): 3 clusters Score: Raw -383807.954635 + Penalty 3101.873221 = -380706.081414 nChanged 0 Trying to split cluster 29 (2558 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1671.285199 sec): 2 clusters Score: Raw -165303.124823 + Penalty 1377.145162 = -163925.979661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1671.390830 sec): 3 clusters Score: Raw -164190.205664 + Penalty 2754.290325 = -161435.915339 nChanged 949 SP:Iteration 1F (1671.487360 sec): 3 clusters Score: Raw -164798.270959 + Penalty 2754.290325 = -162043.980634 nChanged 229 SP:Iteration 2F (1671.585665 sec): 3 clusters Score: Raw -165029.641171 + Penalty 2754.290325 = -162275.350846 nChanged 175 SP:Iteration 3F (1671.698954 sec): 3 clusters Score: Raw -165211.197395 + Penalty 2754.290325 = -162456.907071 nChanged 155 SP:Iteration 4F (1671.788987 sec): 3 clusters Score: Raw -165346.542189 + Penalty 2754.290325 = -162592.251864 nChanged 126 SP:Iteration 5Q (1671.862184 sec): 3 clusters Score: Raw -165444.753132 + Penalty 2754.290325 = -162690.462807 nChanged 103 SP:Iteration 6Q (1671.947180 sec): 3 clusters Score: Raw -165528.761650 + Penalty 2754.290325 = -162774.471326 nChanged 74 SP:Iteration 7Q (1672.035356 sec): 3 clusters Score: Raw -165580.052831 + Penalty 2754.290325 = -162825.762506 nChanged 67 SP:Iteration 8Q (1672.131697 sec): 3 clusters Score: Raw -165621.308058 + Penalty 2754.290325 = -162867.017734 nChanged 47 SP:Iteration 9Q (1672.232210 sec): 3 clusters Score: Raw -165648.090838 + Penalty 2754.290325 = -162893.800513 nChanged 40 SP:Iteration 10Q (1672.348517 sec): 3 clusters Score: Raw -165668.400335 + Penalty 2754.290325 = -162914.110010 nChanged 23 SP:Iteration 11Q (1672.443247 sec): 3 clusters Score: Raw -165680.533930 + Penalty 2754.290325 = -162926.243605 nChanged 19 SP:Iteration 12Q (1672.555999 sec): 3 clusters Score: Raw -165691.587735 + Penalty 2754.290325 = -162937.297411 nChanged 18 SP:Iteration 13Q (1672.652799 sec): 3 clusters Score: Raw -165702.532489 + Penalty 2754.290325 = -162948.242164 nChanged 14 SP:Iteration 14Q (1672.750486 sec): 3 clusters Score: Raw -165709.620035 + Penalty 2754.290325 = -162955.329710 nChanged 14 SP:Iteration 15Q (1672.837421 sec): 3 clusters Score: Raw -165720.467455 + Penalty 2754.290325 = -162966.177130 nChanged 18 SP:Iteration 16Q (1672.938293 sec): 3 clusters Score: Raw -165731.655102 + Penalty 2754.290325 = -162977.364777 nChanged 16 SP:Iteration 17Q (1673.015092 sec): 3 clusters Score: Raw -165743.082515 + Penalty 2754.290325 = -162988.792190 nChanged 11 SP:Iteration 18Q (1673.092176 sec): 3 clusters Score: Raw -165750.535567 + Penalty 2754.290325 = -162996.245243 nChanged 12 SP:Iteration 19Q (1673.202201 sec): 3 clusters Score: Raw -165757.875351 + Penalty 2754.290325 = -163003.585026 nChanged 12 SP:Iteration 20F (1673.321792 sec): 3 clusters Score: Raw -165763.760643 + Penalty 2754.290325 = -163009.470319 nChanged 5 SP:Iteration 21Q (1673.427827 sec): 3 clusters Score: Raw -165767.140475 + Penalty 2754.290325 = -163012.850150 nChanged 5 SP:Iteration 22Q (1673.502845 sec): 3 clusters Score: Raw -165770.748704 + Penalty 2754.290325 = -163016.458379 nChanged 6 SP:Iteration 23Q (1673.604609 sec): 3 clusters Score: Raw -165773.097898 + Penalty 2754.290325 = -163018.807573 nChanged 7 SP:Iteration 24Q (1673.695594 sec): 3 clusters Score: Raw -165775.481935 + Penalty 2754.290325 = -163021.191611 nChanged 4 SP:Iteration 25Q (1673.802127 sec): 3 clusters Score: Raw -165777.388996 + Penalty 2754.290325 = -163023.098671 nChanged 6 SP:Iteration 26Q (1673.939188 sec): 3 clusters Score: Raw -165779.567729 + Penalty 2754.290325 = -163025.277405 nChanged 5 SP:Iteration 27Q (1674.010140 sec): 3 clusters Score: Raw -165782.137172 + Penalty 2754.290325 = -163027.846848 nChanged 5 SP:Iteration 28Q (1674.083043 sec): 3 clusters Score: Raw -165784.027835 + Penalty 2754.290325 = -163029.737510 nChanged 1 SP:Iteration 29Q (1674.202810 sec): 3 clusters Score: Raw -165784.233684 + Penalty 2754.290325 = -163029.943359 nChanged 0 SP:Iteration 30F (1674.286311 sec): 3 clusters Score: Raw -165784.233684 + Penalty 2754.290325 = -163029.943359 nChanged 0 Trying to split cluster 30 (477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1674.354478 sec): 2 clusters Score: Raw -30192.757330 + Penalty 1082.399144 = -29110.358186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1674.437869 sec): 3 clusters Score: Raw -30169.882039 + Penalty 2164.798288 = -28005.083751 nChanged 120 SP:Iteration 1F (1674.568247 sec): 3 clusters Score: Raw -30350.560787 + Penalty 2164.798288 = -28185.762499 nChanged 33 SP:Iteration 2F (1674.664930 sec): 3 clusters Score: Raw -30415.440066 + Penalty 2164.798288 = -28250.641777 nChanged 15 SP:Iteration 3Q (1674.774689 sec): 3 clusters Score: Raw -30440.865687 + Penalty 2164.798288 = -28276.067399 nChanged 5 SP:Iteration 4Q (1674.850832 sec): 3 clusters Score: Raw -30450.444209 + Penalty 2164.798288 = -28285.645921 nChanged 3 SP:Iteration 5Q (1674.962212 sec): 3 clusters Score: Raw -30454.448087 + Penalty 2164.798288 = -28289.649798 nChanged 1 SP:Iteration 6Q (1675.055385 sec): 3 clusters Score: Raw -30454.826102 + Penalty 2164.798288 = -28290.027814 nChanged 1 SP:Iteration 7Q (1675.166956 sec): 3 clusters Score: Raw -30455.166419 + Penalty 2164.798288 = -28290.368130 nChanged 0 SP:Iteration 8F (1675.265704 sec): 3 clusters Score: Raw -30455.166419 + Penalty 2164.798288 = -28290.368130 nChanged 0 Trying to split cluster 31 (4678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1675.351127 sec): 2 clusters Score: Raw -316499.550499 + Penalty 1483.084854 = -315016.465646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1675.445824 sec): 3 clusters Score: Raw -314093.894803 + Penalty 2966.169707 = -311127.725096 nChanged 1861 SP:Iteration 1F (1675.569070 sec): 3 clusters Score: Raw -315164.397961 + Penalty 2966.169707 = -312198.228254 nChanged 338 SP:Iteration 2F (1675.672344 sec): 3 clusters Score: Raw -315367.974601 + Penalty 2966.169707 = -312401.804894 nChanged 277 SP:Iteration 3F (1675.770674 sec): 3 clusters Score: Raw -315540.162257 + Penalty 2966.169707 = -312573.992549 nChanged 226 SP:Iteration 4Q (1675.869530 sec): 3 clusters Score: Raw -315679.858530 + Penalty 2966.169707 = -312713.688822 nChanged 200 SP:Iteration 5Q (1675.973939 sec): 3 clusters Score: Raw -315804.574444 + Penalty 2966.169707 = -312838.404736 nChanged 178 SP:Iteration 6Q (1676.091408 sec): 3 clusters Score: Raw -315908.098338 + Penalty 2966.169707 = -312941.928631 nChanged 162 SP:Iteration 7Q (1676.183267 sec): 3 clusters Score: Raw -316007.375365 + Penalty 2966.169707 = -313041.205658 nChanged 157 SP:Iteration 8Q (1676.286439 sec): 3 clusters Score: Raw -316098.659534 + Penalty 2966.169707 = -313132.489826 nChanged 158 SP:Iteration 9Q (1676.415676 sec): 3 clusters Score: Raw -316207.137841 + Penalty 2966.169707 = -313240.968133 nChanged 148 SP:Iteration 10Q (1676.522719 sec): 3 clusters Score: Raw -316312.316901 + Penalty 2966.169707 = -313346.147194 nChanged 126 SP:Iteration 11Q (1676.638247 sec): 3 clusters Score: Raw -316403.453079 + Penalty 2966.169707 = -313437.283371 nChanged 103 SP:Iteration 12Q (1676.741976 sec): 3 clusters Score: Raw -316478.283961 + Penalty 2966.169707 = -313512.114253 nChanged 72 SP:Iteration 13Q (1676.842948 sec): 3 clusters Score: Raw -316526.400441 + Penalty 2966.169707 = -313560.230734 nChanged 51 SP:Iteration 14Q (1676.946745 sec): 3 clusters Score: Raw -316567.257898 + Penalty 2966.169707 = -313601.088190 nChanged 40 SP:Iteration 15Q (1677.043286 sec): 3 clusters Score: Raw -316598.911914 + Penalty 2966.169707 = -313632.742206 nChanged 30 SP:Iteration 16Q (1677.157652 sec): 3 clusters Score: Raw -316624.600737 + Penalty 2966.169707 = -313658.431030 nChanged 28 SP:Iteration 17Q (1677.257632 sec): 3 clusters Score: Raw -316645.678317 + Penalty 2966.169707 = -313679.508609 nChanged 18 SP:Iteration 18Q (1677.373306 sec): 3 clusters Score: Raw -316657.467464 + Penalty 2966.169707 = -313691.297757 nChanged 13 SP:Iteration 19Q (1677.490452 sec): 3 clusters Score: Raw -316671.057333 + Penalty 2966.169707 = -313704.887626 nChanged 13 SP:Iteration 20F (1677.575407 sec): 3 clusters Score: Raw -316680.770960 + Penalty 2966.169707 = -313714.601253 nChanged 10 SP:Iteration 21Q (1677.684525 sec): 3 clusters Score: Raw -316689.237182 + Penalty 2966.169707 = -313723.067475 nChanged 3 SP:Iteration 22Q (1677.777332 sec): 3 clusters Score: Raw -316690.614375 + Penalty 2966.169707 = -313724.444668 nChanged 2 SP:Iteration 23Q (1677.889090 sec): 3 clusters Score: Raw -316691.324442 + Penalty 2966.169707 = -313725.154735 nChanged 2 SP:Iteration 24Q (1677.991934 sec): 3 clusters Score: Raw -316692.632678 + Penalty 2966.169707 = -313726.462971 nChanged 5 SP:Iteration 25Q (1678.099776 sec): 3 clusters Score: Raw -316695.066538 + Penalty 2966.169707 = -313728.896830 nChanged 3 SP:Iteration 26Q (1678.233895 sec): 3 clusters Score: Raw -316697.064095 + Penalty 2966.169707 = -313730.894387 nChanged 2 SP:Iteration 27Q (1678.310066 sec): 3 clusters Score: Raw -316698.329071 + Penalty 2966.169707 = -313732.159364 nChanged 1 SP:Iteration 28Q (1678.414334 sec): 3 clusters Score: Raw -316699.305753 + Penalty 2966.169707 = -313733.136045 nChanged 1 SP:Iteration 29Q (1678.518225 sec): 3 clusters Score: Raw -316700.074048 + Penalty 2966.169707 = -313733.904341 nChanged 1 SP:Iteration 30Q (1678.623922 sec): 3 clusters Score: Raw -316701.410222 + Penalty 2966.169707 = -313735.240515 nChanged 1 SP:Iteration 31Q (1678.740577 sec): 3 clusters Score: Raw -316702.389243 + Penalty 2966.169707 = -313736.219535 nChanged 2 SP:Iteration 32Q (1678.823763 sec): 3 clusters Score: Raw -316704.355590 + Penalty 2966.169707 = -313738.185882 nChanged 3 SP:Iteration 33Q (1678.958472 sec): 3 clusters Score: Raw -316705.968966 + Penalty 2966.169707 = -313739.799259 nChanged 2 SP:Iteration 34Q (1679.048043 sec): 3 clusters Score: Raw -316706.944268 + Penalty 2966.169707 = -313740.774561 nChanged 4 SP:Iteration 35Q (1679.155868 sec): 3 clusters Score: Raw -316709.641993 + Penalty 2966.169707 = -313743.472286 nChanged 4 SP:Iteration 36Q (1679.263409 sec): 3 clusters Score: Raw -316712.992379 + Penalty 2966.169707 = -313746.822671 nChanged 6 SP:Iteration 37Q (1679.360241 sec): 3 clusters Score: Raw -316717.693117 + Penalty 2966.169707 = -313751.523410 nChanged 6 SP:Iteration 38Q (1679.450024 sec): 3 clusters Score: Raw -316724.930160 + Penalty 2966.169707 = -313758.760452 nChanged 6 SP:Iteration 39Q (1679.560389 sec): 3 clusters Score: Raw -316731.751724 + Penalty 2966.169707 = -313765.582017 nChanged 2 SP:Iteration 40F (1679.700673 sec): 3 clusters Score: Raw -316732.486574 + Penalty 2966.169707 = -313766.316867 nChanged 3 SP:Iteration 41Q (1679.785857 sec): 3 clusters Score: Raw -316734.220458 + Penalty 2966.169707 = -313768.050750 nChanged 0 SP:Iteration 42F (1679.883746 sec): 3 clusters Score: Raw -316734.220458 + Penalty 2966.169707 = -313768.050750 nChanged 0 Trying to split cluster 32 (998 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1679.960345 sec): 2 clusters Score: Raw -35342.970406 + Penalty 1211.959700 = -34131.010706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1680.034707 sec): 3 clusters Score: Raw -35132.895899 + Penalty 2423.919400 = -32708.976499 nChanged 321 SP:Iteration 1F (1680.109742 sec): 3 clusters Score: Raw -35572.017946 + Penalty 2423.919400 = -33148.098546 nChanged 96 SP:Iteration 2F (1680.202003 sec): 3 clusters Score: Raw -35718.904418 + Penalty 2423.919400 = -33294.985018 nChanged 69 SP:Iteration 3F (1680.296513 sec): 3 clusters Score: Raw -35837.032878 + Penalty 2423.919400 = -33413.113478 nChanged 44 SP:Iteration 4Q (1680.406368 sec): 3 clusters Score: Raw -35908.263809 + Penalty 2423.919400 = -33484.344409 nChanged 30 SP:Iteration 5Q (1680.506144 sec): 3 clusters Score: Raw -35961.990874 + Penalty 2423.919400 = -33538.071474 nChanged 27 SP:Iteration 6Q (1680.600123 sec): 3 clusters Score: Raw -35998.370465 + Penalty 2423.919400 = -33574.451065 nChanged 21 SP:Iteration 7Q (1680.681310 sec): 3 clusters Score: Raw -36025.810562 + Penalty 2423.919400 = -33601.891162 nChanged 20 SP:Iteration 8Q (1680.771428 sec): 3 clusters Score: Raw -36055.151992 + Penalty 2423.919400 = -33631.232592 nChanged 24 SP:Iteration 9Q (1680.861039 sec): 3 clusters Score: Raw -36113.533959 + Penalty 2423.919400 = -33689.614559 nChanged 28 SP:Iteration 10Q (1680.962632 sec): 3 clusters Score: Raw -36189.821245 + Penalty 2423.919400 = -33765.901845 nChanged 24 SP:Iteration 11Q (1681.063612 sec): 3 clusters Score: Raw -36271.164754 + Penalty 2423.919400 = -33847.245354 nChanged 21 SP:Iteration 12Q (1681.171330 sec): 3 clusters Score: Raw -36321.831456 + Penalty 2423.919400 = -33897.912056 nChanged 19 SP:Iteration 13Q (1681.258665 sec): 3 clusters Score: Raw -36366.648262 + Penalty 2423.919400 = -33942.728862 nChanged 13 SP:Iteration 14Q (1681.327382 sec): 3 clusters Score: Raw -36399.349741 + Penalty 2423.919400 = -33975.430341 nChanged 7 SP:Iteration 15Q (1681.411890 sec): 3 clusters Score: Raw -36421.155571 + Penalty 2423.919400 = -33997.236171 nChanged 12 SP:Iteration 16Q (1681.489280 sec): 3 clusters Score: Raw -36451.153081 + Penalty 2423.919400 = -34027.233681 nChanged 9 SP:Iteration 17Q (1681.559682 sec): 3 clusters Score: Raw -36472.116889 + Penalty 2423.919400 = -34048.197489 nChanged 6 SP:Iteration 18Q (1681.644749 sec): 3 clusters Score: Raw -36496.548853 + Penalty 2423.919400 = -34072.629453 nChanged 1 SP:Iteration 19Q (1681.742042 sec): 3 clusters Score: Raw -36500.286572 + Penalty 2423.919400 = -34076.367172 nChanged 2 SP:Iteration 20F (1681.842501 sec): 3 clusters Score: Raw -36505.410593 + Penalty 2423.919400 = -34081.491193 nChanged 2 SP:Iteration 21Q (1681.942814 sec): 3 clusters Score: Raw -36509.131590 + Penalty 2423.919400 = -34085.212190 nChanged 0 SP:Iteration 22F (1682.074864 sec): 3 clusters Score: Raw -36509.131590 + Penalty 2423.919400 = -34085.212190 nChanged 0 Trying to split cluster 33 (6872 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1682.156328 sec): 2 clusters Score: Raw -435577.955702 + Penalty 1550.579436 = -434027.376266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1682.269892 sec): 3 clusters Score: Raw -431920.838247 + Penalty 3101.158873 = -428819.679374 nChanged 2844 SP:Iteration 1F (1682.394513 sec): 3 clusters Score: Raw -433420.536549 + Penalty 3101.158873 = -430319.377677 nChanged 483 SP:Iteration 2F (1682.503766 sec): 3 clusters Score: Raw -433664.707141 + Penalty 3101.158873 = -430563.548268 nChanged 414 SP:Iteration 3F (1682.596566 sec): 3 clusters Score: Raw -433894.954685 + Penalty 3101.158873 = -430793.795812 nChanged 374 SP:Iteration 4F (1682.644541 sec): 3 clusters Score: Raw -434111.254360 + Penalty 3101.158873 = -431010.095487 nChanged 392 SP:Iteration 5F (1682.693032 sec): 3 clusters Score: Raw -434389.414868 + Penalty 3101.158873 = -431288.255995 nChanged 422 SP:Iteration 6F (1682.744436 sec): 3 clusters Score: Raw -434694.454283 + Penalty 3101.158873 = -431593.295410 nChanged 388 SP:Iteration 7F (1682.799129 sec): 3 clusters Score: Raw -434975.320376 + Penalty 3101.158873 = -431874.161503 nChanged 360 SP:Iteration 8F (1682.906068 sec): 3 clusters Score: Raw -435243.873009 + Penalty 3101.158873 = -432142.714136 nChanged 307 SP:Iteration 9Q (1683.026088 sec): 3 clusters Score: Raw -435449.303257 + Penalty 3101.158873 = -432348.144385 nChanged 231 SP:Iteration 10Q (1683.164154 sec): 3 clusters Score: Raw -435588.668908 + Penalty 3101.158873 = -432487.510036 nChanged 158 SP:Iteration 11Q (1683.266567 sec): 3 clusters Score: Raw -435667.849564 + Penalty 3101.158873 = -432566.690691 nChanged 122 SP:Iteration 12Q (1683.369924 sec): 3 clusters Score: Raw -435721.439917 + Penalty 3101.158873 = -432620.281045 nChanged 81 SP:Iteration 13Q (1683.495426 sec): 3 clusters Score: Raw -435755.519251 + Penalty 3101.158873 = -432654.360379 nChanged 71 SP:Iteration 14Q (1683.543534 sec): 3 clusters Score: Raw -435777.573088 + Penalty 3101.158873 = -432676.414215 nChanged 37 SP:Iteration 15Q (1683.665191 sec): 3 clusters Score: Raw -435788.381767 + Penalty 3101.158873 = -432687.222894 nChanged 22 SP:Iteration 16Q (1683.799207 sec): 3 clusters Score: Raw -435793.744053 + Penalty 3101.158873 = -432692.585180 nChanged 19 SP:Iteration 17Q (1683.896132 sec): 3 clusters Score: Raw -435799.143083 + Penalty 3101.158873 = -432697.984210 nChanged 16 SP:Iteration 18Q (1684.013952 sec): 3 clusters Score: Raw -435803.511129 + Penalty 3101.158873 = -432702.352256 nChanged 11 SP:Iteration 19Q (1684.103410 sec): 3 clusters Score: Raw -435806.735899 + Penalty 3101.158873 = -432705.577026 nChanged 9 SP:Iteration 20F (1684.233120 sec): 3 clusters Score: Raw -435809.292441 + Penalty 3101.158873 = -432708.133568 nChanged 10 SP:Iteration 21Q (1684.338536 sec): 3 clusters Score: Raw -435811.883494 + Penalty 3101.158873 = -432710.724621 nChanged 4 SP:Iteration 22Q (1684.450402 sec): 3 clusters Score: Raw -435812.490639 + Penalty 3101.158873 = -432711.331767 nChanged 2 SP:Iteration 23Q (1684.586378 sec): 3 clusters Score: Raw -435812.923149 + Penalty 3101.158873 = -432711.764277 nChanged 2 SP:Iteration 24Q (1684.683506 sec): 3 clusters Score: Raw -435813.258671 + Penalty 3101.158873 = -432712.099798 nChanged 2 SP:Iteration 25Q (1684.808794 sec): 3 clusters Score: Raw -435813.832282 + Penalty 3101.158873 = -432712.673409 nChanged 4 SP:Iteration 26Q (1684.927957 sec): 3 clusters Score: Raw -435814.874333 + Penalty 3101.158873 = -432713.715461 nChanged 6 SP:Iteration 27Q (1685.034720 sec): 3 clusters Score: Raw -435816.450512 + Penalty 3101.158873 = -432715.291640 nChanged 7 SP:Iteration 28Q (1685.151628 sec): 3 clusters Score: Raw -435817.796012 + Penalty 3101.158873 = -432716.637139 nChanged 0 SP:Iteration 29F (1685.283221 sec): 3 clusters Score: Raw -435817.796012 + Penalty 3101.158873 = -432716.637139 nChanged 0 Trying to split cluster 34 (15169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1685.381440 sec): 2 clusters Score: Raw -1058100.916021 + Penalty 1689.540106 = -1056411.375916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1685.552115 sec): 3 clusters Score: Raw -1049147.115499 + Penalty 3379.080212 = -1045768.035287 nChanged 6733 SP:Iteration 1F (1685.687946 sec): 3 clusters Score: Raw -1052867.746589 + Penalty 3379.080212 = -1049488.666377 nChanged 974 SP:Iteration 2F (1685.844687 sec): 3 clusters Score: Raw -1053365.037350 + Penalty 3379.080212 = -1049985.957138 nChanged 927 SP:Iteration 3F (1685.963007 sec): 3 clusters Score: Raw -1053917.672287 + Penalty 3379.080212 = -1050538.592075 nChanged 900 SP:Iteration 4F (1686.092908 sec): 3 clusters Score: Raw -1054443.633860 + Penalty 3379.080212 = -1051064.553648 nChanged 878 SP:Iteration 5F (1686.233263 sec): 3 clusters Score: Raw -1054984.784255 + Penalty 3379.080212 = -1051605.704044 nChanged 839 SP:Iteration 6F (1686.361218 sec): 3 clusters Score: Raw -1055506.898369 + Penalty 3379.080212 = -1052127.818158 nChanged 796 SP:Iteration 7F (1686.501392 sec): 3 clusters Score: Raw -1055967.367276 + Penalty 3379.080212 = -1052588.287064 nChanged 695 SP:Iteration 8Q (1686.645526 sec): 3 clusters Score: Raw -1056356.293916 + Penalty 3379.080212 = -1052977.213704 nChanged 621 SP:Iteration 9Q (1686.778794 sec): 3 clusters Score: Raw -1056730.625786 + Penalty 3379.080212 = -1053351.545574 nChanged 582 SP:Iteration 10Q (1686.907647 sec): 3 clusters Score: Raw -1057125.453464 + Penalty 3379.080212 = -1053746.373253 nChanged 526 SP:Iteration 11Q (1687.082858 sec): 3 clusters Score: Raw -1057465.189246 + Penalty 3379.080212 = -1054086.109034 nChanged 460 SP:Iteration 12Q (1687.196002 sec): 3 clusters Score: Raw -1057731.754885 + Penalty 3379.080212 = -1054352.674673 nChanged 423 SP:Iteration 13Q (1687.347186 sec): 3 clusters Score: Raw -1057967.724740 + Penalty 3379.080212 = -1054588.644528 nChanged 368 SP:Iteration 14Q (1687.465075 sec): 3 clusters Score: Raw -1058165.220213 + Penalty 3379.080212 = -1054786.140001 nChanged 333 SP:Iteration 15Q (1687.624272 sec): 3 clusters Score: Raw -1058330.621083 + Penalty 3379.080212 = -1054951.540871 nChanged 301 SP:Iteration 16Q (1687.762239 sec): 3 clusters Score: Raw -1058472.242251 + Penalty 3379.080212 = -1055093.162039 nChanged 274 SP:Iteration 17Q (1687.892273 sec): 3 clusters Score: Raw -1058603.872048 + Penalty 3379.080212 = -1055224.791836 nChanged 245 SP:Iteration 18Q (1688.012977 sec): 3 clusters Score: Raw -1058718.933818 + Penalty 3379.080212 = -1055339.853606 nChanged 214 SP:Iteration 19Q (1688.154768 sec): 3 clusters Score: Raw -1058815.769284 + Penalty 3379.080212 = -1055436.689072 nChanged 188 SP:Iteration 20F (1688.297570 sec): 3 clusters Score: Raw -1058891.815222 + Penalty 3379.080212 = -1055512.735010 nChanged 183 SP:Iteration 21Q (1688.409594 sec): 3 clusters Score: Raw -1058966.209474 + Penalty 3379.080212 = -1055587.129262 nChanged 193 SP:Iteration 22Q (1688.589854 sec): 3 clusters Score: Raw -1059050.213802 + Penalty 3379.080212 = -1055671.133590 nChanged 179 SP:Iteration 23Q (1688.708991 sec): 3 clusters Score: Raw -1059117.233848 + Penalty 3379.080212 = -1055738.153637 nChanged 160 SP:Iteration 24Q (1688.860654 sec): 3 clusters Score: Raw -1059173.649343 + Penalty 3379.080212 = -1055794.569131 nChanged 161 SP:Iteration 25Q (1689.010400 sec): 3 clusters Score: Raw -1059234.164380 + Penalty 3379.080212 = -1055855.084168 nChanged 152 SP:Iteration 26Q (1689.170528 sec): 3 clusters Score: Raw -1059286.744109 + Penalty 3379.080212 = -1055907.663897 nChanged 169 SP:Iteration 27Q (1689.330090 sec): 3 clusters Score: Raw -1059350.470806 + Penalty 3379.080212 = -1055971.390594 nChanged 175 SP:Iteration 28Q (1689.474363 sec): 3 clusters Score: Raw -1059433.132548 + Penalty 3379.080212 = -1056054.052337 nChanged 213 SP:Iteration 29Q (1689.600929 sec): 3 clusters Score: Raw -1059544.467020 + Penalty 3379.080212 = -1056165.386808 nChanged 234 SP:Iteration 30Q (1689.769118 sec): 3 clusters Score: Raw -1059690.175130 + Penalty 3379.080212 = -1056311.094919 nChanged 249 SP:Iteration 31Q (1689.893392 sec): 3 clusters Score: Raw -1059883.985479 + Penalty 3379.080212 = -1056504.905267 nChanged 283 SP:Iteration 32Q (1690.042784 sec): 3 clusters Score: Raw -1060165.058321 + Penalty 3379.080212 = -1056785.978109 nChanged 260 SP:Iteration 33Q (1690.154506 sec): 3 clusters Score: Raw -1060519.871155 + Penalty 3379.080212 = -1057140.790944 nChanged 272 SP:Iteration 34Q (1690.294696 sec): 3 clusters Score: Raw -1060962.909241 + Penalty 3379.080212 = -1057583.829029 nChanged 200 SP:Iteration 35Q (1690.436625 sec): 3 clusters Score: Raw -1061246.610332 + Penalty 3379.080212 = -1057867.530120 nChanged 117 SP:Iteration 36Q (1690.581592 sec): 3 clusters Score: Raw -1061338.728083 + Penalty 3379.080212 = -1057959.647871 nChanged 58 SP:Iteration 37Q (1690.710468 sec): 3 clusters Score: Raw -1061377.307648 + Penalty 3379.080212 = -1057998.227436 nChanged 30 SP:Iteration 38Q (1690.853997 sec): 3 clusters Score: Raw -1061406.376732 + Penalty 3379.080212 = -1058027.296520 nChanged 28 SP:Iteration 39Q (1690.999647 sec): 3 clusters Score: Raw -1061417.709044 + Penalty 3379.080212 = -1058038.628832 nChanged 19 SP:Iteration 40F (1691.147102 sec): 3 clusters Score: Raw -1061430.647398 + Penalty 3379.080212 = -1058051.567186 nChanged 18 SP:Iteration 41Q (1691.276371 sec): 3 clusters Score: Raw -1061439.533702 + Penalty 3379.080212 = -1058060.453490 nChanged 19 SP:Iteration 42Q (1691.410769 sec): 3 clusters Score: Raw -1061443.912837 + Penalty 3379.080212 = -1058064.832625 nChanged 15 SP:Iteration 43Q (1691.530921 sec): 3 clusters Score: Raw -1061447.174207 + Penalty 3379.080212 = -1058068.093995 nChanged 10 SP:Iteration 44Q (1691.674352 sec): 3 clusters Score: Raw -1061449.021465 + Penalty 3379.080212 = -1058069.941253 nChanged 4 SP:Iteration 45Q (1691.805534 sec): 3 clusters Score: Raw -1061449.653466 + Penalty 3379.080212 = -1058070.573254 nChanged 4 SP:Iteration 46Q (1691.943280 sec): 3 clusters Score: Raw -1061450.154213 + Penalty 3379.080212 = -1058071.074001 nChanged 2 SP:Iteration 47Q (1692.078288 sec): 3 clusters Score: Raw -1061450.289174 + Penalty 3379.080212 = -1058071.208962 nChanged 4 SP:Iteration 48Q (1692.221280 sec): 3 clusters Score: Raw -1061450.814943 + Penalty 3379.080212 = -1058071.734731 nChanged 3 SP:Iteration 49Q (1692.356260 sec): 3 clusters Score: Raw -1061451.182391 + Penalty 3379.080212 = -1058072.102180 nChanged 2 SP:Iteration 50Q (1692.486428 sec): 3 clusters Score: Raw -1061451.498391 + Penalty 3379.080212 = -1058072.418179 nChanged 3 SP:Iteration 51Q (1692.645612 sec): 3 clusters Score: Raw -1061451.675052 + Penalty 3379.080212 = -1058072.594840 nChanged 0 SP:Iteration 52F (1692.757867 sec): 3 clusters Score: Raw -1061451.675052 + Penalty 3379.080212 = -1058072.594840 nChanged 0 Score: Raw -11985455.110654 + Penalty 75064.409558 = -11910390.701096 Splitting cluster 34 changes total score from -11909156.150196 to -11910390.701096 So it's getting split into cluster 35. Iteration 259Q (1706.674540 sec): 36 clusters Score: Raw -11986051.670395 + Penalty 75064.409558 = -11910987.260836 nChanged 869 Iteration 260F (1713.033321 sec): 36 clusters Score: Raw -11986609.244944 + Penalty 75064.409558 = -11911544.835386 nChanged 870 Iteration 261Q (1717.177416 sec): 36 clusters Score: Raw -11986867.715930 + Penalty 75064.409558 = -11911803.306372 nChanged 526 Iteration 262Q (1721.260576 sec): 36 clusters Score: Raw -11986980.075928 + Penalty 75064.409558 = -11911915.666369 nChanged 399 Iteration 263Q (1725.459223 sec): 36 clusters Score: Raw -11987051.915202 + Penalty 75064.409558 = -11911987.505643 nChanged 331 Iteration 264Q (1729.744929 sec): 36 clusters Score: Raw -11987105.826871 + Penalty 75064.409558 = -11912041.417313 nChanged 297 Iteration 265Q (1734.090992 sec): 36 clusters Score: Raw -11987155.448672 + Penalty 75064.409558 = -11912091.039114 nChanged 267 Iteration 266Q (1738.428631 sec): 36 clusters Score: Raw -11987194.479933 + Penalty 75064.409558 = -11912130.070375 nChanged 266 Iteration 267Q (1742.833814 sec): 36 clusters Score: Raw -11987230.380565 + Penalty 75064.409558 = -11912165.971006 nChanged 232 Iteration 268Q (1747.384903 sec): 36 clusters Score: Raw -11987265.102160 + Penalty 75064.409558 = -11912200.692601 nChanged 214 Iteration 269Q (1752.013994 sec): 36 clusters Score: Raw -11987292.973993 + Penalty 75064.409558 = -11912228.564434 nChanged 198 Iteration 270Q (1756.604568 sec): 36 clusters Score: Raw -11987321.578074 + Penalty 75064.409558 = -11912257.168515 nChanged 184 Iteration 271Q (1761.119388 sec): 36 clusters Score: Raw -11987346.046614 + Penalty 75064.409558 = -11912281.637055 nChanged 173 Iteration 272Q (1765.928074 sec): 36 clusters Score: Raw -11987368.538308 + Penalty 75064.409558 = -11912304.128750 nChanged 141 Iteration 273Q (1770.693749 sec): 36 clusters Score: Raw -11987384.850369 + Penalty 75064.409558 = -11912320.440811 nChanged 116 Iteration 274Q (1775.529360 sec): 36 clusters Score: Raw -11987397.609998 + Penalty 75064.409558 = -11912333.200440 nChanged 111 Iteration 275Q (1780.221524 sec): 36 clusters Score: Raw -11987409.517407 + Penalty 75064.409558 = -11912345.107848 nChanged 125 Iteration 276Q (1784.922022 sec): 36 clusters Score: Raw -11987422.598992 + Penalty 75064.409558 = -11912358.189434 nChanged 105 Iteration 277Q (1789.401218 sec): 36 clusters Score: Raw -11987434.350354 + Penalty 75064.409558 = -11912369.940796 nChanged 99 Iteration 278Q (1793.987335 sec): 36 clusters Score: Raw -11987444.552096 + Penalty 75064.409558 = -11912380.142538 nChanged 87 Iteration 279Q (1798.399355 sec): 36 clusters Score: Raw -11987452.560892 + Penalty 75064.409558 = -11912388.151333 nChanged 72 Iteration 280F (1806.025429 sec): 36 clusters Score: Raw -11987459.003154 + Penalty 75064.409558 = -11912394.593596 nChanged 75 Iteration 281Q (1810.644715 sec): 36 clusters Score: Raw -11987466.728318 + Penalty 75064.409558 = -11912402.318760 nChanged 73 Iteration 282Q (1815.254600 sec): 36 clusters Score: Raw -11987473.911203 + Penalty 75064.409558 = -11912409.501645 nChanged 67 Iteration 283Q (1819.721930 sec): 36 clusters Score: Raw -11987481.584612 + Penalty 75064.409558 = -11912417.175053 nChanged 57 Iteration 284Q (1824.281600 sec): 36 clusters Score: Raw -11987487.204740 + Penalty 75064.409558 = -11912422.795182 nChanged 55 Iteration 285Q (1828.749157 sec): 36 clusters Score: Raw -11987494.106025 + Penalty 75064.409558 = -11912429.696467 nChanged 45 Iteration 286Q (1833.264074 sec): 36 clusters Score: Raw -11987498.711156 + Penalty 75064.409558 = -11912434.301598 nChanged 56 Iteration 287Q (1837.803401 sec): 36 clusters Score: Raw -11987505.606721 + Penalty 75064.409558 = -11912441.197163 nChanged 71 Iteration 288Q (1842.381292 sec): 36 clusters Score: Raw -11987513.250034 + Penalty 75064.409558 = -11912448.840476 nChanged 59 Iteration 289Q (1847.209190 sec): 36 clusters Score: Raw -11987519.025948 + Penalty 75064.409558 = -11912454.616389 nChanged 68 Iteration 290Q (1852.571794 sec): 36 clusters Score: Raw -11987525.431824 + Penalty 75064.409558 = -11912461.022266 nChanged 65 Iteration 291Q (1858.007086 sec): 36 clusters Score: Raw -11987531.834858 + Penalty 75064.409558 = -11912467.425299 nChanged 56 Iteration 292Q (1863.423080 sec): 36 clusters Score: Raw -11987537.401999 + Penalty 75064.409558 = -11912472.992441 nChanged 49 Iteration 293Q (1868.910863 sec): 36 clusters Score: Raw -11987542.432003 + Penalty 75064.409558 = -11912478.022445 nChanged 47 Iteration 294Q (1874.464486 sec): 36 clusters Score: Raw -11987546.914622 + Penalty 75064.409558 = -11912482.505063 nChanged 41 Iteration 295Q (1880.075532 sec): 36 clusters Score: Raw -11987550.610417 + Penalty 75064.409558 = -11912486.200859 nChanged 46 Iteration 296Q (1885.485902 sec): 36 clusters Score: Raw -11987554.682842 + Penalty 75064.409558 = -11912490.273284 nChanged 38 Iteration 297Q (1890.893699 sec): 36 clusters Score: Raw -11987557.621122 + Penalty 75064.409558 = -11912493.211564 nChanged 34 Iteration 298Q (1896.334986 sec): 36 clusters Score: Raw -11987560.623597 + Penalty 75064.409558 = -11912496.214039 nChanged 31 Writing temp clu file Because OldScore, -11912493.211564, is greater than current (better) Score,-11912496.214039 Compute initial score before splitting: Score: Raw -11987560.623597 + Penalty 75064.409558 = -11912496.214039 Trying to split cluster 1 (4743 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1896.625567 sec): 2 clusters Score: Raw -293554.050025 + Penalty 1485.506610 = -292068.543415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1896.743958 sec): 3 clusters Score: Raw -291171.086920 + Penalty 2971.013219 = -288200.073701 nChanged 1893 SP:Iteration 1F (1896.856208 sec): 3 clusters Score: Raw -292553.887417 + Penalty 2971.013219 = -289582.874198 nChanged 473 SP:Iteration 2F (1896.969269 sec): 3 clusters Score: Raw -293126.347334 + Penalty 2971.013219 = -290155.334115 nChanged 427 SP:Iteration 3F (1897.060192 sec): 3 clusters Score: Raw -293597.843435 + Penalty 2971.013219 = -290626.830216 nChanged 311 SP:Iteration 4F (1897.161395 sec): 3 clusters Score: Raw -293895.243901 + Penalty 2971.013219 = -290924.230682 nChanged 234 SP:Iteration 5Q (1897.303799 sec): 3 clusters Score: Raw -294095.201931 + Penalty 2971.013219 = -291124.188712 nChanged 196 SP:Iteration 6Q (1897.397739 sec): 3 clusters Score: Raw -294238.357382 + Penalty 2971.013219 = -291267.344163 nChanged 143 SP:Iteration 7Q (1897.504229 sec): 3 clusters Score: Raw -294336.900503 + Penalty 2971.013219 = -291365.887284 nChanged 110 SP:Iteration 8Q (1897.605599 sec): 3 clusters Score: Raw -294391.498304 + Penalty 2971.013219 = -291420.485085 nChanged 72 SP:Iteration 9Q (1897.708392 sec): 3 clusters Score: Raw -294419.171009 + Penalty 2971.013219 = -291448.157790 nChanged 51 SP:Iteration 10Q (1897.856944 sec): 3 clusters Score: Raw -294442.185014 + Penalty 2971.013219 = -291471.171795 nChanged 44 SP:Iteration 11Q (1897.963973 sec): 3 clusters Score: Raw -294458.423907 + Penalty 2971.013219 = -291487.410688 nChanged 38 SP:Iteration 12Q (1898.097237 sec): 3 clusters Score: Raw -294473.812049 + Penalty 2971.013219 = -291502.798830 nChanged 38 SP:Iteration 13Q (1898.236249 sec): 3 clusters Score: Raw -294488.048756 + Penalty 2971.013219 = -291517.035537 nChanged 28 SP:Iteration 14Q (1898.326911 sec): 3 clusters Score: Raw -294502.118832 + Penalty 2971.013219 = -291531.105613 nChanged 31 SP:Iteration 15Q (1898.443902 sec): 3 clusters Score: Raw -294514.475141 + Penalty 2971.013219 = -291543.461922 nChanged 33 SP:Iteration 16Q (1898.575500 sec): 3 clusters Score: Raw -294525.924781 + Penalty 2971.013219 = -291554.911562 nChanged 29 SP:Iteration 17Q (1898.699938 sec): 3 clusters Score: Raw -294534.855977 + Penalty 2971.013219 = -291563.842758 nChanged 24 SP:Iteration 18Q (1898.774774 sec): 3 clusters Score: Raw -294540.869601 + Penalty 2971.013219 = -291569.856382 nChanged 13 SP:Iteration 19Q (1898.883073 sec): 3 clusters Score: Raw -294546.137330 + Penalty 2971.013219 = -291575.124111 nChanged 12 SP:Iteration 20F (1898.977049 sec): 3 clusters Score: Raw -294550.472980 + Penalty 2971.013219 = -291579.459761 nChanged 22 SP:Iteration 21Q (1899.074842 sec): 3 clusters Score: Raw -294556.339478 + Penalty 2971.013219 = -291585.326259 nChanged 16 SP:Iteration 22Q (1899.181892 sec): 3 clusters Score: Raw -294565.023037 + Penalty 2971.013219 = -291594.009818 nChanged 23 SP:Iteration 23Q (1899.285619 sec): 3 clusters Score: Raw -294576.407246 + Penalty 2971.013219 = -291605.394027 nChanged 23 SP:Iteration 24Q (1899.426868 sec): 3 clusters Score: Raw -294584.313931 + Penalty 2971.013219 = -291613.300712 nChanged 22 SP:Iteration 25Q (1899.535889 sec): 3 clusters Score: Raw -294592.203793 + Penalty 2971.013219 = -291621.190574 nChanged 23 SP:Iteration 26Q (1899.655079 sec): 3 clusters Score: Raw -294600.690066 + Penalty 2971.013219 = -291629.676847 nChanged 23 SP:Iteration 27Q (1899.773375 sec): 3 clusters Score: Raw -294609.505978 + Penalty 2971.013219 = -291638.492759 nChanged 27 SP:Iteration 28Q (1899.867462 sec): 3 clusters Score: Raw -294619.851930 + Penalty 2971.013219 = -291648.838711 nChanged 29 SP:Iteration 29Q (1899.918131 sec): 3 clusters Score: Raw -294628.961480 + Penalty 2971.013219 = -291657.948261 nChanged 27 SP:Iteration 30Q (1899.965017 sec): 3 clusters Score: Raw -294637.936854 + Penalty 2971.013219 = -291666.923635 nChanged 26 SP:Iteration 31Q (1900.010259 sec): 3 clusters Score: Raw -294645.876270 + Penalty 2971.013219 = -291674.863050 nChanged 17 SP:Iteration 32Q (1900.055635 sec): 3 clusters Score: Raw -294652.261122 + Penalty 2971.013219 = -291681.247903 nChanged 21 SP:Iteration 33Q (1900.101126 sec): 3 clusters Score: Raw -294658.279917 + Penalty 2971.013219 = -291687.266698 nChanged 21 SP:Iteration 34Q (1900.146735 sec): 3 clusters Score: Raw -294664.950263 + Penalty 2971.013219 = -291693.937044 nChanged 13 SP:Iteration 35Q (1900.192792 sec): 3 clusters Score: Raw -294668.699243 + Penalty 2971.013219 = -291697.686024 nChanged 12 SP:Iteration 36Q (1900.238830 sec): 3 clusters Score: Raw -294673.106071 + Penalty 2971.013219 = -291702.092852 nChanged 13 SP:Iteration 37Q (1900.367851 sec): 3 clusters Score: Raw -294676.346546 + Penalty 2971.013219 = -291705.333326 nChanged 9 SP:Iteration 38Q (1900.498109 sec): 3 clusters Score: Raw -294677.642376 + Penalty 2971.013219 = -291706.629157 nChanged 8 SP:Iteration 39Q (1900.594628 sec): 3 clusters Score: Raw -294680.009631 + Penalty 2971.013219 = -291708.996412 nChanged 7 SP:Iteration 40F (1900.688305 sec): 3 clusters Score: Raw -294681.463681 + Penalty 2971.013219 = -291710.450461 nChanged 11 SP:Iteration 41Q (1900.796960 sec): 3 clusters Score: Raw -294684.705636 + Penalty 2971.013219 = -291713.692417 nChanged 9 SP:Iteration 42Q (1900.924847 sec): 3 clusters Score: Raw -294687.986070 + Penalty 2971.013219 = -291716.972851 nChanged 14 SP:Iteration 43Q (1901.016532 sec): 3 clusters Score: Raw -294692.967348 + Penalty 2971.013219 = -291721.954128 nChanged 13 SP:Iteration 44Q (1901.111894 sec): 3 clusters Score: Raw -294697.034117 + Penalty 2971.013219 = -291726.020898 nChanged 15 SP:Iteration 45Q (1901.200313 sec): 3 clusters Score: Raw -294700.768729 + Penalty 2971.013219 = -291729.755510 nChanged 13 SP:Iteration 46Q (1901.311849 sec): 3 clusters Score: Raw -294704.364972 + Penalty 2971.013219 = -291733.351752 nChanged 14 SP:Iteration 47Q (1901.422311 sec): 3 clusters Score: Raw -294707.588068 + Penalty 2971.013219 = -291736.574849 nChanged 9 SP:Iteration 48Q (1901.522571 sec): 3 clusters Score: Raw -294710.673178 + Penalty 2971.013219 = -291739.659959 nChanged 12 SP:Iteration 49Q (1901.621177 sec): 3 clusters Score: Raw -294714.143155 + Penalty 2971.013219 = -291743.129936 nChanged 11 SP:Iteration 50Q (1901.716697 sec): 3 clusters Score: Raw -294718.087276 + Penalty 2971.013219 = -291747.074057 nChanged 11 SP:Iteration 51Q (1901.818817 sec): 3 clusters Score: Raw -294721.846422 + Penalty 2971.013219 = -291750.833203 nChanged 12 SP:Iteration 52Q (1901.928031 sec): 3 clusters Score: Raw -294724.539806 + Penalty 2971.013219 = -291753.526587 nChanged 10 SP:Iteration 53Q (1902.019643 sec): 3 clusters Score: Raw -294726.942302 + Penalty 2971.013219 = -291755.929083 nChanged 11 SP:Iteration 54Q (1902.125156 sec): 3 clusters Score: Raw -294729.750102 + Penalty 2971.013219 = -291758.736883 nChanged 4 SP:Iteration 55Q (1902.234609 sec): 3 clusters Score: Raw -294730.626054 + Penalty 2971.013219 = -291759.612835 nChanged 2 SP:Iteration 56Q (1902.342592 sec): 3 clusters Score: Raw -294731.041883 + Penalty 2971.013219 = -291760.028664 nChanged 3 SP:Iteration 57Q (1902.439211 sec): 3 clusters Score: Raw -294731.501000 + Penalty 2971.013219 = -291760.487781 nChanged 0 SP:Iteration 58F (1902.542877 sec): 3 clusters Score: Raw -294731.501000 + Penalty 2971.013219 = -291760.487781 nChanged 0 Trying to split cluster 2 (4284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1902.619018 sec): 2 clusters Score: Raw -223088.776630 + Penalty 1467.643747 = -221621.132883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1902.713040 sec): 3 clusters Score: Raw -220959.283222 + Penalty 2935.287493 = -218023.995728 nChanged 1717 SP:Iteration 1F (1902.814385 sec): 3 clusters Score: Raw -222155.319217 + Penalty 2935.287493 = -219220.031723 nChanged 413 SP:Iteration 2F (1902.917644 sec): 3 clusters Score: Raw -222531.520262 + Penalty 2935.287493 = -219596.232768 nChanged 333 SP:Iteration 3F (1903.028245 sec): 3 clusters Score: Raw -222864.294051 + Penalty 2935.287493 = -219929.006557 nChanged 266 SP:Iteration 4F (1903.126919 sec): 3 clusters Score: Raw -223133.881498 + Penalty 2935.287493 = -220198.594004 nChanged 232 SP:Iteration 5F (1903.254638 sec): 3 clusters Score: Raw -223363.261804 + Penalty 2935.287493 = -220427.974310 nChanged 210 SP:Iteration 6Q (1903.348736 sec): 3 clusters Score: Raw -223553.370758 + Penalty 2935.287493 = -220618.083264 nChanged 176 SP:Iteration 7Q (1903.449020 sec): 3 clusters Score: Raw -223687.172428 + Penalty 2935.287493 = -220751.884934 nChanged 101 SP:Iteration 8Q (1903.549488 sec): 3 clusters Score: Raw -223756.756671 + Penalty 2935.287493 = -220821.469178 nChanged 84 SP:Iteration 9Q (1903.651024 sec): 3 clusters Score: Raw -223807.397841 + Penalty 2935.287493 = -220872.110348 nChanged 63 SP:Iteration 10Q (1903.765293 sec): 3 clusters Score: Raw -223842.433116 + Penalty 2935.287493 = -220907.145623 nChanged 46 SP:Iteration 11Q (1903.886956 sec): 3 clusters Score: Raw -223863.340426 + Penalty 2935.287493 = -220928.052932 nChanged 31 SP:Iteration 12Q (1903.997836 sec): 3 clusters Score: Raw -223882.346195 + Penalty 2935.287493 = -220947.058702 nChanged 27 SP:Iteration 13Q (1904.103008 sec): 3 clusters Score: Raw -223897.842414 + Penalty 2935.287493 = -220962.554921 nChanged 29 SP:Iteration 14Q (1904.209598 sec): 3 clusters Score: Raw -223915.665726 + Penalty 2935.287493 = -220980.378232 nChanged 24 SP:Iteration 15Q (1904.297321 sec): 3 clusters Score: Raw -223927.295054 + Penalty 2935.287493 = -220992.007560 nChanged 21 SP:Iteration 16Q (1904.409277 sec): 3 clusters Score: Raw -223939.659521 + Penalty 2935.287493 = -221004.372027 nChanged 27 SP:Iteration 17Q (1904.506681 sec): 3 clusters Score: Raw -223955.618663 + Penalty 2935.287493 = -221020.331170 nChanged 24 SP:Iteration 18Q (1904.593344 sec): 3 clusters Score: Raw -223966.415515 + Penalty 2935.287493 = -221031.128022 nChanged 18 SP:Iteration 19Q (1904.687382 sec): 3 clusters Score: Raw -223974.411922 + Penalty 2935.287493 = -221039.124428 nChanged 16 SP:Iteration 20F (1904.808718 sec): 3 clusters Score: Raw -223980.797462 + Penalty 2935.287493 = -221045.509968 nChanged 11 SP:Iteration 21Q (1904.909082 sec): 3 clusters Score: Raw -223985.651633 + Penalty 2935.287493 = -221050.364140 nChanged 7 SP:Iteration 22Q (1905.009153 sec): 3 clusters Score: Raw -223991.165322 + Penalty 2935.287493 = -221055.877829 nChanged 8 SP:Iteration 23Q (1905.118026 sec): 3 clusters Score: Raw -223995.580889 + Penalty 2935.287493 = -221060.293396 nChanged 6 SP:Iteration 24Q (1905.213154 sec): 3 clusters Score: Raw -224002.597940 + Penalty 2935.287493 = -221067.310446 nChanged 10 SP:Iteration 25Q (1905.328325 sec): 3 clusters Score: Raw -224010.788531 + Penalty 2935.287493 = -221075.501037 nChanged 8 SP:Iteration 26Q (1905.434448 sec): 3 clusters Score: Raw -224016.419617 + Penalty 2935.287493 = -221081.132123 nChanged 10 SP:Iteration 27Q (1905.525496 sec): 3 clusters Score: Raw -224022.900058 + Penalty 2935.287493 = -221087.612565 nChanged 12 SP:Iteration 28Q (1905.643186 sec): 3 clusters Score: Raw -224036.058430 + Penalty 2935.287493 = -221100.770936 nChanged 26 SP:Iteration 29Q (1905.760098 sec): 3 clusters Score: Raw -224073.880959 + Penalty 2935.287493 = -221138.593466 nChanged 34 SP:Iteration 30Q (1905.852214 sec): 3 clusters Score: Raw -224114.604319 + Penalty 2935.287493 = -221179.316825 nChanged 26 SP:Iteration 31Q (1905.958693 sec): 3 clusters Score: Raw -224134.312107 + Penalty 2935.287493 = -221199.024613 nChanged 28 SP:Iteration 32Q (1906.069645 sec): 3 clusters Score: Raw -224150.281397 + Penalty 2935.287493 = -221214.993904 nChanged 21 SP:Iteration 33Q (1906.166854 sec): 3 clusters Score: Raw -224160.643940 + Penalty 2935.287493 = -221225.356446 nChanged 10 SP:Iteration 34Q (1906.285086 sec): 3 clusters Score: Raw -224164.227968 + Penalty 2935.287493 = -221228.940475 nChanged 3 SP:Iteration 35Q (1906.425354 sec): 3 clusters Score: Raw -224166.165398 + Penalty 2935.287493 = -221230.877905 nChanged 2 SP:Iteration 36Q (1906.515302 sec): 3 clusters Score: Raw -224167.621278 + Penalty 2935.287493 = -221232.333784 nChanged 1 SP:Iteration 37Q (1906.594679 sec): 3 clusters Score: Raw -224168.430877 + Penalty 2935.287493 = -221233.143383 nChanged 4 SP:Iteration 38Q (1906.689229 sec): 3 clusters Score: Raw -224170.438970 + Penalty 2935.287493 = -221235.151476 nChanged 3 SP:Iteration 39Q (1906.797224 sec): 3 clusters Score: Raw -224171.698324 + Penalty 2935.287493 = -221236.410831 nChanged 2 SP:Iteration 40F (1906.898138 sec): 3 clusters Score: Raw -224172.158943 + Penalty 2935.287493 = -221236.871449 nChanged 0 Trying to split cluster 3 (6188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1906.968104 sec): 2 clusters Score: Raw -389772.950016 + Penalty 1532.179446 = -388240.770570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1907.083959 sec): 3 clusters Score: Raw -386562.872442 + Penalty 3064.358891 = -383498.513550 nChanged 2497 SP:Iteration 1F (1907.189692 sec): 3 clusters Score: Raw -388083.017990 + Penalty 3064.358891 = -385018.659098 nChanged 535 SP:Iteration 2F (1907.258047 sec): 3 clusters Score: Raw -388505.120457 + Penalty 3064.358891 = -385440.761566 nChanged 485 SP:Iteration 3F (1907.309003 sec): 3 clusters Score: Raw -388922.446126 + Penalty 3064.358891 = -385858.087235 nChanged 432 SP:Iteration 4F (1907.469627 sec): 3 clusters Score: Raw -389321.164945 + Penalty 3064.358891 = -386256.806054 nChanged 385 SP:Iteration 5F (1907.546683 sec): 3 clusters Score: Raw -389628.996806 + Penalty 3064.358891 = -386564.637915 nChanged 302 SP:Iteration 6Q (1907.592085 sec): 3 clusters Score: Raw -389833.031883 + Penalty 3064.358891 = -386768.672992 nChanged 241 SP:Iteration 7Q (1907.639778 sec): 3 clusters Score: Raw -389974.771970 + Penalty 3064.358891 = -386910.413079 nChanged 192 SP:Iteration 8Q (1907.687479 sec): 3 clusters Score: Raw -390077.222163 + Penalty 3064.358891 = -387012.863272 nChanged 132 SP:Iteration 9Q (1907.734915 sec): 3 clusters Score: Raw -390139.687948 + Penalty 3064.358891 = -387075.329056 nChanged 114 SP:Iteration 10Q (1907.819297 sec): 3 clusters Score: Raw -390186.087043 + Penalty 3064.358891 = -387121.728152 nChanged 87 SP:Iteration 11Q (1907.919440 sec): 3 clusters Score: Raw -390210.304947 + Penalty 3064.358891 = -387145.946056 nChanged 46 SP:Iteration 12Q (1908.036207 sec): 3 clusters Score: Raw -390223.796261 + Penalty 3064.358891 = -387159.437369 nChanged 51 SP:Iteration 13Q (1908.141330 sec): 3 clusters Score: Raw -390238.560645 + Penalty 3064.358891 = -387174.201754 nChanged 48 SP:Iteration 14Q (1908.261828 sec): 3 clusters Score: Raw -390251.791010 + Penalty 3064.358891 = -387187.432119 nChanged 35 SP:Iteration 15Q (1908.410734 sec): 3 clusters Score: Raw -390258.998800 + Penalty 3064.358891 = -387194.639909 nChanged 29 SP:Iteration 16Q (1908.507653 sec): 3 clusters Score: Raw -390264.352429 + Penalty 3064.358891 = -387199.993538 nChanged 18 SP:Iteration 17Q (1908.627110 sec): 3 clusters Score: Raw -390267.831329 + Penalty 3064.358891 = -387203.472438 nChanged 14 SP:Iteration 18Q (1908.762520 sec): 3 clusters Score: Raw -390269.909261 + Penalty 3064.358891 = -387205.550370 nChanged 17 SP:Iteration 19Q (1908.874686 sec): 3 clusters Score: Raw -390273.412466 + Penalty 3064.358891 = -387209.053575 nChanged 17 SP:Iteration 20F (1908.971692 sec): 3 clusters Score: Raw -390276.597357 + Penalty 3064.358891 = -387212.238465 nChanged 13 SP:Iteration 21Q (1909.075426 sec): 3 clusters Score: Raw -390278.152069 + Penalty 3064.358891 = -387213.793178 nChanged 11 SP:Iteration 22Q (1909.181326 sec): 3 clusters Score: Raw -390279.982098 + Penalty 3064.358891 = -387215.623206 nChanged 9 SP:Iteration 23Q (1909.291074 sec): 3 clusters Score: Raw -390281.602676 + Penalty 3064.358891 = -387217.243785 nChanged 5 SP:Iteration 24Q (1909.391470 sec): 3 clusters Score: Raw -390282.392077 + Penalty 3064.358891 = -387218.033186 nChanged 7 SP:Iteration 25Q (1909.505473 sec): 3 clusters Score: Raw -390283.706748 + Penalty 3064.358891 = -387219.347856 nChanged 12 SP:Iteration 26Q (1909.598802 sec): 3 clusters Score: Raw -390285.929752 + Penalty 3064.358891 = -387221.570861 nChanged 10 SP:Iteration 27Q (1909.723937 sec): 3 clusters Score: Raw -390287.981006 + Penalty 3064.358891 = -387223.622115 nChanged 6 SP:Iteration 28Q (1909.830007 sec): 3 clusters Score: Raw -390289.364215 + Penalty 3064.358891 = -387225.005324 nChanged 4 SP:Iteration 29Q (1909.947753 sec): 3 clusters Score: Raw -390290.010698 + Penalty 3064.358891 = -387225.651806 nChanged 3 SP:Iteration 30Q (1910.062720 sec): 3 clusters Score: Raw -390290.406106 + Penalty 3064.358891 = -387226.047214 nChanged 5 SP:Iteration 31Q (1910.196130 sec): 3 clusters Score: Raw -390291.020929 + Penalty 3064.358891 = -387226.662038 nChanged 2 SP:Iteration 32Q (1910.274840 sec): 3 clusters Score: Raw -390291.210284 + Penalty 3064.358891 = -387226.851393 nChanged 1 SP:Iteration 33Q (1910.389598 sec): 3 clusters Score: Raw -390291.252265 + Penalty 3064.358891 = -387226.893374 nChanged 0 SP:Iteration 34F (1910.498353 sec): 3 clusters Score: Raw -390291.252265 + Penalty 3064.358891 = -387226.893374 nChanged 0 Trying to split cluster 4 (3906 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1910.550120 sec): 2 clusters Score: Raw -231468.509156 + Penalty 1451.432229 = -230017.076927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1910.672130 sec): 3 clusters Score: Raw -229543.894132 + Penalty 2902.864458 = -226641.029673 nChanged 1515 SP:Iteration 1F (1910.807989 sec): 3 clusters Score: Raw -230519.643424 + Penalty 2902.864458 = -227616.778966 nChanged 321 SP:Iteration 2F (1910.898328 sec): 3 clusters Score: Raw -230867.885864 + Penalty 2902.864458 = -227965.021406 nChanged 336 SP:Iteration 3F (1911.000599 sec): 3 clusters Score: Raw -231325.602375 + Penalty 2902.864458 = -228422.737917 nChanged 341 SP:Iteration 4F (1911.122095 sec): 3 clusters Score: Raw -231774.913286 + Penalty 2902.864458 = -228872.048828 nChanged 255 SP:Iteration 5F (1911.206718 sec): 3 clusters Score: Raw -232066.032840 + Penalty 2902.864458 = -229163.168382 nChanged 186 SP:Iteration 6Q (1911.288916 sec): 3 clusters Score: Raw -232261.402021 + Penalty 2902.864458 = -229358.537563 nChanged 145 SP:Iteration 7Q (1911.386751 sec): 3 clusters Score: Raw -232407.491974 + Penalty 2902.864458 = -229504.627516 nChanged 109 SP:Iteration 8Q (1911.513488 sec): 3 clusters Score: Raw -232492.957802 + Penalty 2902.864458 = -229590.093344 nChanged 85 SP:Iteration 9Q (1911.597977 sec): 3 clusters Score: Raw -232558.796841 + Penalty 2902.864458 = -229655.932383 nChanged 70 SP:Iteration 10Q (1911.695484 sec): 3 clusters Score: Raw -232604.489013 + Penalty 2902.864458 = -229701.624555 nChanged 51 SP:Iteration 11Q (1911.819678 sec): 3 clusters Score: Raw -232641.242609 + Penalty 2902.864458 = -229738.378151 nChanged 41 SP:Iteration 12Q (1911.899616 sec): 3 clusters Score: Raw -232665.437276 + Penalty 2902.864458 = -229762.572818 nChanged 31 SP:Iteration 13Q (1912.011655 sec): 3 clusters Score: Raw -232679.975045 + Penalty 2902.864458 = -229777.110587 nChanged 19 SP:Iteration 14Q (1912.129153 sec): 3 clusters Score: Raw -232687.412731 + Penalty 2902.864458 = -229784.548273 nChanged 9 SP:Iteration 15Q (1912.249621 sec): 3 clusters Score: Raw -232690.897803 + Penalty 2902.864458 = -229788.033345 nChanged 7 SP:Iteration 16Q (1912.340036 sec): 3 clusters Score: Raw -232693.832958 + Penalty 2902.864458 = -229790.968499 nChanged 9 SP:Iteration 17Q (1912.459410 sec): 3 clusters Score: Raw -232697.724308 + Penalty 2902.864458 = -229794.859850 nChanged 8 SP:Iteration 18Q (1912.540526 sec): 3 clusters Score: Raw -232701.455766 + Penalty 2902.864458 = -229798.591308 nChanged 5 SP:Iteration 19Q (1912.647637 sec): 3 clusters Score: Raw -232702.772289 + Penalty 2902.864458 = -229799.907831 nChanged 1 SP:Iteration 20F (1912.769839 sec): 3 clusters Score: Raw -232702.820174 + Penalty 2902.864458 = -229799.955716 nChanged 0 Trying to split cluster 5 (5179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1912.819531 sec): 2 clusters Score: Raw -341366.136939 + Penalty 1500.940455 = -339865.196483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1912.944997 sec): 3 clusters Score: Raw -338669.988844 + Penalty 3001.880911 = -335668.107934 nChanged 2103 SP:Iteration 1F (1913.047552 sec): 3 clusters Score: Raw -339931.530492 + Penalty 3001.880911 = -336929.649582 nChanged 424 SP:Iteration 2F (1913.151159 sec): 3 clusters Score: Raw -340233.907138 + Penalty 3001.880911 = -337232.026227 nChanged 340 SP:Iteration 3F (1913.263648 sec): 3 clusters Score: Raw -340492.417941 + Penalty 3001.880911 = -337490.537031 nChanged 318 SP:Iteration 4F (1913.348202 sec): 3 clusters Score: Raw -340714.481154 + Penalty 3001.880911 = -337712.600243 nChanged 240 SP:Iteration 5Q (1913.480388 sec): 3 clusters Score: Raw -340880.949826 + Penalty 3001.880911 = -337879.068916 nChanged 235 SP:Iteration 6Q (1913.581155 sec): 3 clusters Score: Raw -341041.818236 + Penalty 3001.880911 = -338039.937326 nChanged 236 SP:Iteration 7Q (1913.680999 sec): 3 clusters Score: Raw -341206.594408 + Penalty 3001.880911 = -338204.713497 nChanged 204 SP:Iteration 8Q (1913.800801 sec): 3 clusters Score: Raw -341327.311727 + Penalty 3001.880911 = -338325.430816 nChanged 153 SP:Iteration 9Q (1913.899839 sec): 3 clusters Score: Raw -341408.296720 + Penalty 3001.880911 = -338406.415809 nChanged 122 SP:Iteration 10Q (1914.003733 sec): 3 clusters Score: Raw -341476.286159 + Penalty 3001.880911 = -338474.405249 nChanged 123 SP:Iteration 11Q (1914.114171 sec): 3 clusters Score: Raw -341543.617781 + Penalty 3001.880911 = -338541.736870 nChanged 120 SP:Iteration 12Q (1914.272075 sec): 3 clusters Score: Raw -341602.902739 + Penalty 3001.880911 = -338601.021829 nChanged 101 SP:Iteration 13Q (1914.369104 sec): 3 clusters Score: Raw -341645.309067 + Penalty 3001.880911 = -338643.428156 nChanged 70 SP:Iteration 14Q (1914.485843 sec): 3 clusters Score: Raw -341675.053944 + Penalty 3001.880911 = -338673.173034 nChanged 66 SP:Iteration 15Q (1914.582627 sec): 3 clusters Score: Raw -341710.515712 + Penalty 3001.880911 = -338708.634801 nChanged 67 SP:Iteration 16Q (1914.695397 sec): 3 clusters Score: Raw -341746.360156 + Penalty 3001.880911 = -338744.479245 nChanged 60 SP:Iteration 17Q (1914.792838 sec): 3 clusters Score: Raw -341772.393886 + Penalty 3001.880911 = -338770.512976 nChanged 59 SP:Iteration 18Q (1914.899649 sec): 3 clusters Score: Raw -341798.441381 + Penalty 3001.880911 = -338796.560471 nChanged 65 SP:Iteration 19Q (1915.021581 sec): 3 clusters Score: Raw -341828.537579 + Penalty 3001.880911 = -338826.656668 nChanged 65 SP:Iteration 20F (1915.127815 sec): 3 clusters Score: Raw -341851.422817 + Penalty 3001.880911 = -338849.541907 nChanged 50 SP:Iteration 21Q (1915.237937 sec): 3 clusters Score: Raw -341869.530538 + Penalty 3001.880911 = -338867.649627 nChanged 39 SP:Iteration 22Q (1915.330642 sec): 3 clusters Score: Raw -341880.979377 + Penalty 3001.880911 = -338879.098466 nChanged 29 SP:Iteration 23Q (1915.462709 sec): 3 clusters Score: Raw -341891.728077 + Penalty 3001.880911 = -338889.847167 nChanged 32 SP:Iteration 24Q (1915.560224 sec): 3 clusters Score: Raw -341907.112862 + Penalty 3001.880911 = -338905.231952 nChanged 34 SP:Iteration 25Q (1915.657317 sec): 3 clusters Score: Raw -341923.644530 + Penalty 3001.880911 = -338921.763619 nChanged 32 SP:Iteration 26Q (1915.773541 sec): 3 clusters Score: Raw -341935.913589 + Penalty 3001.880911 = -338934.032679 nChanged 26 SP:Iteration 27Q (1915.867248 sec): 3 clusters Score: Raw -341943.236067 + Penalty 3001.880911 = -338941.355156 nChanged 20 SP:Iteration 28Q (1915.984697 sec): 3 clusters Score: Raw -341949.670993 + Penalty 3001.880911 = -338947.790082 nChanged 24 SP:Iteration 29Q (1916.086341 sec): 3 clusters Score: Raw -341956.073043 + Penalty 3001.880911 = -338954.192132 nChanged 20 SP:Iteration 30Q (1916.189385 sec): 3 clusters Score: Raw -341961.772279 + Penalty 3001.880911 = -338959.891368 nChanged 15 SP:Iteration 31Q (1916.296546 sec): 3 clusters Score: Raw -341966.546664 + Penalty 3001.880911 = -338964.665753 nChanged 20 SP:Iteration 32Q (1916.405079 sec): 3 clusters Score: Raw -341973.452307 + Penalty 3001.880911 = -338971.571397 nChanged 18 SP:Iteration 33Q (1916.500356 sec): 3 clusters Score: Raw -341979.182143 + Penalty 3001.880911 = -338977.301232 nChanged 14 SP:Iteration 34Q (1916.623289 sec): 3 clusters Score: Raw -341983.515016 + Penalty 3001.880911 = -338981.634105 nChanged 11 SP:Iteration 35Q (1916.720403 sec): 3 clusters Score: Raw -341985.602739 + Penalty 3001.880911 = -338983.721828 nChanged 6 SP:Iteration 36Q (1916.850700 sec): 3 clusters Score: Raw -341987.296658 + Penalty 3001.880911 = -338985.415748 nChanged 4 SP:Iteration 37Q (1916.951932 sec): 3 clusters Score: Raw -341988.120519 + Penalty 3001.880911 = -338986.239608 nChanged 6 SP:Iteration 38Q (1917.060424 sec): 3 clusters Score: Raw -341989.512113 + Penalty 3001.880911 = -338987.631203 nChanged 2 SP:Iteration 39Q (1917.173309 sec): 3 clusters Score: Raw -341989.881264 + Penalty 3001.880911 = -338988.000354 nChanged 2 SP:Iteration 40F (1917.307123 sec): 3 clusters Score: Raw -341990.109624 + Penalty 3001.880911 = -338988.228714 nChanged 0 Trying to split cluster 6 (1136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1917.394980 sec): 2 clusters Score: Raw -57448.668403 + Penalty 1234.689639 = -56213.978764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1917.455644 sec): 3 clusters Score: Raw -57095.971393 + Penalty 2469.379278 = -54626.592115 nChanged 342 SP:Iteration 1F (1917.538071 sec): 3 clusters Score: Raw -57436.155966 + Penalty 2469.379278 = -54966.776688 nChanged 101 SP:Iteration 2F (1917.622030 sec): 3 clusters Score: Raw -57573.770372 + Penalty 2469.379278 = -55104.391093 nChanged 61 SP:Iteration 3F (1917.672890 sec): 3 clusters Score: Raw -57671.076156 + Penalty 2469.379278 = -55201.696878 nChanged 53 SP:Iteration 4Q (1917.753025 sec): 3 clusters Score: Raw -57744.602190 + Penalty 2469.379278 = -55275.222911 nChanged 46 SP:Iteration 5Q (1917.855662 sec): 3 clusters Score: Raw -57816.537277 + Penalty 2469.379278 = -55347.157999 nChanged 39 SP:Iteration 6Q (1917.917572 sec): 3 clusters Score: Raw -57869.151485 + Penalty 2469.379278 = -55399.772206 nChanged 30 SP:Iteration 7Q (1918.007782 sec): 3 clusters Score: Raw -57897.290482 + Penalty 2469.379278 = -55427.911203 nChanged 16 SP:Iteration 8Q (1918.078625 sec): 3 clusters Score: Raw -57914.716824 + Penalty 2469.379278 = -55445.337545 nChanged 11 SP:Iteration 9Q (1918.176412 sec): 3 clusters Score: Raw -57924.114185 + Penalty 2469.379278 = -55454.734907 nChanged 5 SP:Iteration 10Q (1918.283075 sec): 3 clusters Score: Raw -57928.238733 + Penalty 2469.379278 = -55458.859455 nChanged 8 SP:Iteration 11Q (1918.402516 sec): 3 clusters Score: Raw -57940.432610 + Penalty 2469.379278 = -55471.053332 nChanged 5 SP:Iteration 12Q (1918.477275 sec): 3 clusters Score: Raw -57946.870664 + Penalty 2469.379278 = -55477.491385 nChanged 10 SP:Iteration 13Q (1918.577932 sec): 3 clusters Score: Raw -57961.905940 + Penalty 2469.379278 = -55492.526662 nChanged 7 SP:Iteration 14Q (1918.688949 sec): 3 clusters Score: Raw -57969.307331 + Penalty 2469.379278 = -55499.928053 nChanged 3 SP:Iteration 15Q (1918.780299 sec): 3 clusters Score: Raw -57972.115881 + Penalty 2469.379278 = -55502.736603 nChanged 4 SP:Iteration 16Q (1918.888446 sec): 3 clusters Score: Raw -57979.177889 + Penalty 2469.379278 = -55509.798611 nChanged 6 SP:Iteration 17Q (1919.000795 sec): 3 clusters Score: Raw -57987.873935 + Penalty 2469.379278 = -55518.494656 nChanged 2 SP:Iteration 18Q (1919.084495 sec): 3 clusters Score: Raw -57990.592895 + Penalty 2469.379278 = -55521.213617 nChanged 3 SP:Iteration 19Q (1919.167674 sec): 3 clusters Score: Raw -57992.219991 + Penalty 2469.379278 = -55522.840713 nChanged 2 SP:Iteration 20F (1919.305425 sec): 3 clusters Score: Raw -57993.089473 + Penalty 2469.379278 = -55523.710195 nChanged 1 SP:Iteration 21Q (1919.407643 sec): 3 clusters Score: Raw -57993.420304 + Penalty 2469.379278 = -55524.041026 nChanged 0 SP:Iteration 22F (1919.490967 sec): 3 clusters Score: Raw -57993.420304 + Penalty 2469.379278 = -55524.041026 nChanged 0 Trying to split cluster 7 (9395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1919.576135 sec): 2 clusters Score: Raw -661900.450932 + Penalty 1605.462226 = -660294.988706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1919.721784 sec): 3 clusters Score: Raw -656686.369553 + Penalty 3210.924452 = -653475.445101 nChanged 3986 SP:Iteration 1F (1919.823771 sec): 3 clusters Score: Raw -658880.103931 + Penalty 3210.924452 = -655669.179478 nChanged 727 SP:Iteration 2F (1919.951030 sec): 3 clusters Score: Raw -659353.656798 + Penalty 3210.924452 = -656142.732346 nChanged 674 SP:Iteration 3F (1920.074215 sec): 3 clusters Score: Raw -659760.737110 + Penalty 3210.924452 = -656549.812658 nChanged 581 SP:Iteration 4F (1920.209916 sec): 3 clusters Score: Raw -660075.355806 + Penalty 3210.924452 = -656864.431354 nChanged 447 SP:Iteration 5Q (1920.322980 sec): 3 clusters Score: Raw -660300.219447 + Penalty 3210.924452 = -657089.294995 nChanged 384 SP:Iteration 6Q (1920.432841 sec): 3 clusters Score: Raw -660470.679431 + Penalty 3210.924452 = -657259.754979 nChanged 319 SP:Iteration 7Q (1920.566137 sec): 3 clusters Score: Raw -660600.003949 + Penalty 3210.924452 = -657389.079497 nChanged 269 SP:Iteration 8Q (1920.693051 sec): 3 clusters Score: Raw -660694.336758 + Penalty 3210.924452 = -657483.412306 nChanged 204 SP:Iteration 9Q (1920.815581 sec): 3 clusters Score: Raw -660755.649567 + Penalty 3210.924452 = -657544.725115 nChanged 164 SP:Iteration 10Q (1920.945439 sec): 3 clusters Score: Raw -660807.383500 + Penalty 3210.924452 = -657596.459048 nChanged 153 SP:Iteration 11Q (1921.078031 sec): 3 clusters Score: Raw -660855.642630 + Penalty 3210.924452 = -657644.718178 nChanged 146 SP:Iteration 12Q (1921.186070 sec): 3 clusters Score: Raw -660900.397751 + Penalty 3210.924452 = -657689.473299 nChanged 141 SP:Iteration 13Q (1921.325460 sec): 3 clusters Score: Raw -660936.527680 + Penalty 3210.924452 = -657725.603227 nChanged 108 SP:Iteration 14Q (1921.447883 sec): 3 clusters Score: Raw -660965.722252 + Penalty 3210.924452 = -657754.797800 nChanged 105 SP:Iteration 15Q (1921.562655 sec): 3 clusters Score: Raw -660996.298511 + Penalty 3210.924452 = -657785.374059 nChanged 93 SP:Iteration 16Q (1921.695404 sec): 3 clusters Score: Raw -661021.781233 + Penalty 3210.924452 = -657810.856781 nChanged 88 SP:Iteration 17Q (1921.764636 sec): 3 clusters Score: Raw -661046.133533 + Penalty 3210.924452 = -657835.209081 nChanged 95 SP:Iteration 18Q (1921.888731 sec): 3 clusters Score: Raw -661076.688169 + Penalty 3210.924452 = -657865.763717 nChanged 110 SP:Iteration 19Q (1922.010877 sec): 3 clusters Score: Raw -661114.138410 + Penalty 3210.924452 = -657903.213958 nChanged 94 SP:Iteration 20F (1922.124205 sec): 3 clusters Score: Raw -661143.110575 + Penalty 3210.924452 = -657932.186123 nChanged 94 SP:Iteration 21Q (1922.254784 sec): 3 clusters Score: Raw -661174.374592 + Penalty 3210.924452 = -657963.450140 nChanged 75 SP:Iteration 22Q (1922.367757 sec): 3 clusters Score: Raw -661196.754293 + Penalty 3210.924452 = -657985.829841 nChanged 80 SP:Iteration 23Q (1922.480926 sec): 3 clusters Score: Raw -661223.111083 + Penalty 3210.924452 = -658012.186631 nChanged 88 SP:Iteration 24Q (1922.599181 sec): 3 clusters Score: Raw -661255.664444 + Penalty 3210.924452 = -658044.739992 nChanged 92 SP:Iteration 25Q (1922.715228 sec): 3 clusters Score: Raw -661290.270706 + Penalty 3210.924452 = -658079.346254 nChanged 86 SP:Iteration 26Q (1922.866463 sec): 3 clusters Score: Raw -661319.738639 + Penalty 3210.924452 = -658108.814187 nChanged 76 SP:Iteration 27Q (1922.958099 sec): 3 clusters Score: Raw -661344.821647 + Penalty 3210.924452 = -658133.897195 nChanged 69 SP:Iteration 28Q (1923.070162 sec): 3 clusters Score: Raw -661369.216117 + Penalty 3210.924452 = -658158.291665 nChanged 74 SP:Iteration 29Q (1923.209621 sec): 3 clusters Score: Raw -661393.723836 + Penalty 3210.924452 = -658182.799384 nChanged 64 SP:Iteration 30Q (1923.306298 sec): 3 clusters Score: Raw -661419.099892 + Penalty 3210.924452 = -658208.175440 nChanged 61 SP:Iteration 31Q (1923.418973 sec): 3 clusters Score: Raw -661446.984439 + Penalty 3210.924452 = -658236.059987 nChanged 63 SP:Iteration 32Q (1923.548703 sec): 3 clusters Score: Raw -661474.991561 + Penalty 3210.924452 = -658264.067109 nChanged 73 SP:Iteration 33Q (1923.657207 sec): 3 clusters Score: Raw -661511.283394 + Penalty 3210.924452 = -658300.358942 nChanged 80 SP:Iteration 34Q (1923.774803 sec): 3 clusters Score: Raw -661552.299932 + Penalty 3210.924452 = -658341.375480 nChanged 72 SP:Iteration 35Q (1923.912369 sec): 3 clusters Score: Raw -661583.464232 + Penalty 3210.924452 = -658372.539780 nChanged 80 SP:Iteration 36Q (1923.963164 sec): 3 clusters Score: Raw -661624.678816 + Penalty 3210.924452 = -658413.754364 nChanged 79 SP:Iteration 37Q (1924.087603 sec): 3 clusters Score: Raw -661663.673208 + Penalty 3210.924452 = -658452.748756 nChanged 54 SP:Iteration 38Q (1924.223779 sec): 3 clusters Score: Raw -661688.148256 + Penalty 3210.924452 = -658477.223804 nChanged 49 SP:Iteration 39Q (1924.335145 sec): 3 clusters Score: Raw -661712.720382 + Penalty 3210.924452 = -658501.795930 nChanged 55 SP:Iteration 40F (1924.462886 sec): 3 clusters Score: Raw -661736.156441 + Penalty 3210.924452 = -658525.231989 nChanged 41 SP:Iteration 41Q (1924.599302 sec): 3 clusters Score: Raw -661755.989225 + Penalty 3210.924452 = -658545.064773 nChanged 53 SP:Iteration 42Q (1924.693602 sec): 3 clusters Score: Raw -661783.676184 + Penalty 3210.924452 = -658572.751732 nChanged 47 SP:Iteration 43Q (1924.858700 sec): 3 clusters Score: Raw -661807.259947 + Penalty 3210.924452 = -658596.335495 nChanged 39 SP:Iteration 44Q (1924.957779 sec): 3 clusters Score: Raw -661826.706300 + Penalty 3210.924452 = -658615.781848 nChanged 36 SP:Iteration 45Q (1925.125794 sec): 3 clusters Score: Raw -661843.071174 + Penalty 3210.924452 = -658632.146722 nChanged 32 SP:Iteration 46Q (1925.230478 sec): 3 clusters Score: Raw -661857.048012 + Penalty 3210.924452 = -658646.123560 nChanged 34 SP:Iteration 47Q (1925.356167 sec): 3 clusters Score: Raw -661874.413792 + Penalty 3210.924452 = -658663.489340 nChanged 35 SP:Iteration 48Q (1925.487944 sec): 3 clusters Score: Raw -661890.927930 + Penalty 3210.924452 = -658680.003477 nChanged 28 SP:Iteration 49Q (1925.605353 sec): 3 clusters Score: Raw -661903.411880 + Penalty 3210.924452 = -658692.487428 nChanged 27 SP:Iteration 50Q (1925.700948 sec): 3 clusters Score: Raw -661915.201663 + Penalty 3210.924452 = -658704.277211 nChanged 22 SP:Iteration 51Q (1925.843341 sec): 3 clusters Score: Raw -661926.199503 + Penalty 3210.924452 = -658715.275051 nChanged 25 SP:Iteration 52Q (1925.940989 sec): 3 clusters Score: Raw -661937.692547 + Penalty 3210.924452 = -658726.768095 nChanged 26 SP:Iteration 53Q (1926.078435 sec): 3 clusters Score: Raw -661948.810893 + Penalty 3210.924452 = -658737.886441 nChanged 23 SP:Iteration 54Q (1926.196142 sec): 3 clusters Score: Raw -661958.419565 + Penalty 3210.924452 = -658747.495113 nChanged 16 SP:Iteration 55Q (1926.321211 sec): 3 clusters Score: Raw -661966.441552 + Penalty 3210.924452 = -658755.517099 nChanged 16 SP:Iteration 56Q (1926.440300 sec): 3 clusters Score: Raw -661972.442666 + Penalty 3210.924452 = -658761.518214 nChanged 15 SP:Iteration 57Q (1926.568113 sec): 3 clusters Score: Raw -661977.599299 + Penalty 3210.924452 = -658766.674847 nChanged 10 SP:Iteration 58Q (1926.715861 sec): 3 clusters Score: Raw -661981.075579 + Penalty 3210.924452 = -658770.151127 nChanged 9 SP:Iteration 59Q (1926.834995 sec): 3 clusters Score: Raw -661984.270493 + Penalty 3210.924452 = -658773.346041 nChanged 7 SP:Iteration 60F (1926.970942 sec): 3 clusters Score: Raw -661986.292922 + Penalty 3210.924452 = -658775.368470 nChanged 6 SP:Iteration 61Q (1927.078771 sec): 3 clusters Score: Raw -661988.250752 + Penalty 3210.924452 = -658777.326300 nChanged 10 SP:Iteration 62Q (1927.211033 sec): 3 clusters Score: Raw -661991.653173 + Penalty 3210.924452 = -658780.728721 nChanged 8 SP:Iteration 63Q (1927.305244 sec): 3 clusters Score: Raw -661993.499714 + Penalty 3210.924452 = -658782.575262 nChanged 4 SP:Iteration 64Q (1927.436974 sec): 3 clusters Score: Raw -661994.088728 + Penalty 3210.924452 = -658783.164276 nChanged 0 SP:Iteration 65F (1927.553303 sec): 3 clusters Score: Raw -661994.088728 + Penalty 3210.924452 = -658783.164276 nChanged 0 Trying to split cluster 8 (12217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1927.677115 sec): 2 clusters Score: Raw -686908.190263 + Penalty 1651.557440 = -685256.632823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1927.807761 sec): 3 clusters Score: Raw -679952.102575 + Penalty 3303.114880 = -676648.987695 nChanged 5266 SP:Iteration 1F (1927.919078 sec): 3 clusters Score: Raw -683244.129184 + Penalty 3303.114880 = -679941.014304 nChanged 1030 SP:Iteration 2F (1928.080320 sec): 3 clusters Score: Raw -683979.754483 + Penalty 3303.114880 = -680676.639603 nChanged 965 SP:Iteration 3F (1928.228290 sec): 3 clusters Score: Raw -684697.258560 + Penalty 3303.114880 = -681394.143680 nChanged 919 SP:Iteration 4F (1928.380119 sec): 3 clusters Score: Raw -685429.640562 + Penalty 3303.114880 = -682126.525683 nChanged 804 SP:Iteration 5F (1928.500542 sec): 3 clusters Score: Raw -686031.581042 + Penalty 3303.114880 = -682728.466162 nChanged 626 SP:Iteration 6F (1928.683650 sec): 3 clusters Score: Raw -686476.120855 + Penalty 3303.114880 = -683173.005975 nChanged 476 SP:Iteration 7Q (1928.781418 sec): 3 clusters Score: Raw -686814.520584 + Penalty 3303.114880 = -683511.405704 nChanged 378 SP:Iteration 8Q (1928.914581 sec): 3 clusters Score: Raw -687074.215975 + Penalty 3303.114880 = -683771.101095 nChanged 277 SP:Iteration 9Q (1929.031717 sec): 3 clusters Score: Raw -687249.649349 + Penalty 3303.114880 = -683946.534469 nChanged 233 SP:Iteration 10Q (1929.164155 sec): 3 clusters Score: Raw -687402.116621 + Penalty 3303.114880 = -684099.001741 nChanged 181 SP:Iteration 11Q (1929.307174 sec): 3 clusters Score: Raw -687518.130842 + Penalty 3303.114880 = -684215.015962 nChanged 158 SP:Iteration 12Q (1929.447967 sec): 3 clusters Score: Raw -687612.385111 + Penalty 3303.114880 = -684309.270231 nChanged 118 SP:Iteration 13Q (1929.567892 sec): 3 clusters Score: Raw -687670.035483 + Penalty 3303.114880 = -684366.920603 nChanged 95 SP:Iteration 14Q (1929.706119 sec): 3 clusters Score: Raw -687711.114854 + Penalty 3303.114880 = -684407.999975 nChanged 73 SP:Iteration 15Q (1929.824156 sec): 3 clusters Score: Raw -687734.511466 + Penalty 3303.114880 = -684431.396586 nChanged 51 SP:Iteration 16Q (1929.980230 sec): 3 clusters Score: Raw -687755.479084 + Penalty 3303.114880 = -684452.364204 nChanged 45 SP:Iteration 17Q (1930.095366 sec): 3 clusters Score: Raw -687769.284800 + Penalty 3303.114880 = -684466.169920 nChanged 38 SP:Iteration 18Q (1930.225504 sec): 3 clusters Score: Raw -687779.171681 + Penalty 3303.114880 = -684476.056801 nChanged 34 SP:Iteration 19Q (1930.365162 sec): 3 clusters Score: Raw -687788.515609 + Penalty 3303.114880 = -684485.400729 nChanged 31 SP:Iteration 20F (1930.466801 sec): 3 clusters Score: Raw -687796.951386 + Penalty 3303.114880 = -684493.836506 nChanged 33 SP:Iteration 21Q (1930.600956 sec): 3 clusters Score: Raw -687806.573586 + Penalty 3303.114880 = -684503.458706 nChanged 35 SP:Iteration 22Q (1930.727153 sec): 3 clusters Score: Raw -687814.502343 + Penalty 3303.114880 = -684511.387463 nChanged 27 SP:Iteration 23Q (1930.859431 sec): 3 clusters Score: Raw -687820.693467 + Penalty 3303.114880 = -684517.578587 nChanged 29 SP:Iteration 24Q (1930.982414 sec): 3 clusters Score: Raw -687827.089874 + Penalty 3303.114880 = -684523.974994 nChanged 28 SP:Iteration 25Q (1931.140006 sec): 3 clusters Score: Raw -687833.678128 + Penalty 3303.114880 = -684530.563248 nChanged 21 SP:Iteration 26Q (1931.268901 sec): 3 clusters Score: Raw -687839.466512 + Penalty 3303.114880 = -684536.351632 nChanged 20 SP:Iteration 27Q (1931.363874 sec): 3 clusters Score: Raw -687845.872353 + Penalty 3303.114880 = -684542.757473 nChanged 23 SP:Iteration 28Q (1931.521051 sec): 3 clusters Score: Raw -687851.901485 + Penalty 3303.114880 = -684548.786605 nChanged 19 SP:Iteration 29Q (1931.621568 sec): 3 clusters Score: Raw -687856.619180 + Penalty 3303.114880 = -684553.504300 nChanged 17 SP:Iteration 30Q (1931.755504 sec): 3 clusters Score: Raw -687859.913302 + Penalty 3303.114880 = -684556.798422 nChanged 13 SP:Iteration 31Q (1931.875204 sec): 3 clusters Score: Raw -687863.445131 + Penalty 3303.114880 = -684560.330252 nChanged 12 SP:Iteration 32Q (1931.973778 sec): 3 clusters Score: Raw -687866.405672 + Penalty 3303.114880 = -684563.290792 nChanged 16 SP:Iteration 33Q (1932.088750 sec): 3 clusters Score: Raw -687869.408465 + Penalty 3303.114880 = -684566.293586 nChanged 7 SP:Iteration 34Q (1932.217092 sec): 3 clusters Score: Raw -687870.680281 + Penalty 3303.114880 = -684567.565401 nChanged 5 SP:Iteration 35Q (1932.335528 sec): 3 clusters Score: Raw -687871.770095 + Penalty 3303.114880 = -684568.655216 nChanged 3 SP:Iteration 36Q (1932.453304 sec): 3 clusters Score: Raw -687872.205468 + Penalty 3303.114880 = -684569.090588 nChanged 2 SP:Iteration 37Q (1932.599358 sec): 3 clusters Score: Raw -687872.440153 + Penalty 3303.114880 = -684569.325273 nChanged 2 SP:Iteration 38Q (1932.728266 sec): 3 clusters Score: Raw -687872.947550 + Penalty 3303.114880 = -684569.832670 nChanged 4 SP:Iteration 39Q (1932.864198 sec): 3 clusters Score: Raw -687873.868389 + Penalty 3303.114880 = -684570.753509 nChanged 2 SP:Iteration 40F (1932.997793 sec): 3 clusters Score: Raw -687874.259172 + Penalty 3303.114880 = -684571.144292 nChanged 3 SP:Iteration 41Q (1933.116828 sec): 3 clusters Score: Raw -687874.708236 + Penalty 3303.114880 = -684571.593356 nChanged 2 SP:Iteration 42Q (1933.248372 sec): 3 clusters Score: Raw -687874.961850 + Penalty 3303.114880 = -684571.846970 nChanged 1 SP:Iteration 43Q (1933.357682 sec): 3 clusters Score: Raw -687875.059704 + Penalty 3303.114880 = -684571.944824 nChanged 0 SP:Iteration 44F (1933.490231 sec): 3 clusters Score: Raw -687875.059704 + Penalty 3303.114880 = -684571.944824 nChanged 0 Trying to split cluster 9 (7483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1933.569092 sec): 2 clusters Score: Raw -492293.004797 + Penalty 1565.528280 = -490727.476517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1933.699358 sec): 3 clusters Score: Raw -488167.511385 + Penalty 3131.056560 = -485036.454825 nChanged 3199 SP:Iteration 1F (1933.806099 sec): 3 clusters Score: Raw -490055.888665 + Penalty 3131.056560 = -486924.832105 nChanged 538 SP:Iteration 2F (1933.910334 sec): 3 clusters Score: Raw -490318.825029 + Penalty 3131.056560 = -487187.768469 nChanged 392 SP:Iteration 3F (1934.037649 sec): 3 clusters Score: Raw -490516.984874 + Penalty 3131.056560 = -487385.928314 nChanged 367 SP:Iteration 4Q (1934.152472 sec): 3 clusters Score: Raw -490727.134253 + Penalty 3131.056560 = -487596.077693 nChanged 352 SP:Iteration 5Q (1934.245465 sec): 3 clusters Score: Raw -490943.720939 + Penalty 3131.056560 = -487812.664378 nChanged 330 SP:Iteration 6Q (1934.369814 sec): 3 clusters Score: Raw -491151.230495 + Penalty 3131.056560 = -488020.173935 nChanged 303 SP:Iteration 7Q (1934.508678 sec): 3 clusters Score: Raw -491335.097569 + Penalty 3131.056560 = -488204.041009 nChanged 289 SP:Iteration 8Q (1934.616875 sec): 3 clusters Score: Raw -491530.500151 + Penalty 3131.056560 = -488399.443591 nChanged 300 SP:Iteration 9Q (1934.755497 sec): 3 clusters Score: Raw -491728.741613 + Penalty 3131.056560 = -488597.685053 nChanged 273 SP:Iteration 10Q (1934.863126 sec): 3 clusters Score: Raw -491925.385959 + Penalty 3131.056560 = -488794.329399 nChanged 253 SP:Iteration 11Q (1934.986189 sec): 3 clusters Score: Raw -492097.491507 + Penalty 3131.056560 = -488966.434947 nChanged 209 SP:Iteration 12Q (1935.109967 sec): 3 clusters Score: Raw -492213.704239 + Penalty 3131.056560 = -489082.647679 nChanged 167 SP:Iteration 13Q (1935.227483 sec): 3 clusters Score: Raw -492298.167171 + Penalty 3131.056560 = -489167.110611 nChanged 131 SP:Iteration 14Q (1935.351797 sec): 3 clusters Score: Raw -492362.227485 + Penalty 3131.056560 = -489231.170925 nChanged 105 SP:Iteration 15Q (1935.482449 sec): 3 clusters Score: Raw -492399.313533 + Penalty 3131.056560 = -489268.256973 nChanged 73 SP:Iteration 16Q (1935.596784 sec): 3 clusters Score: Raw -492426.360127 + Penalty 3131.056560 = -489295.303567 nChanged 81 SP:Iteration 17Q (1935.696181 sec): 3 clusters Score: Raw -492457.102432 + Penalty 3131.056560 = -489326.045872 nChanged 69 SP:Iteration 18Q (1935.801168 sec): 3 clusters Score: Raw -492482.772793 + Penalty 3131.056560 = -489351.716233 nChanged 56 SP:Iteration 19Q (1935.930640 sec): 3 clusters Score: Raw -492499.177421 + Penalty 3131.056560 = -489368.120861 nChanged 43 SP:Iteration 20F (1936.053697 sec): 3 clusters Score: Raw -492512.963655 + Penalty 3131.056560 = -489381.907095 nChanged 38 SP:Iteration 21Q (1936.176541 sec): 3 clusters Score: Raw -492524.588750 + Penalty 3131.056560 = -489393.532190 nChanged 34 SP:Iteration 22Q (1936.315527 sec): 3 clusters Score: Raw -492534.165053 + Penalty 3131.056560 = -489403.108493 nChanged 34 SP:Iteration 23Q (1936.438222 sec): 3 clusters Score: Raw -492545.221048 + Penalty 3131.056560 = -489414.164488 nChanged 36 SP:Iteration 24Q (1936.537632 sec): 3 clusters Score: Raw -492556.039343 + Penalty 3131.056560 = -489424.982783 nChanged 32 SP:Iteration 25Q (1936.647914 sec): 3 clusters Score: Raw -492564.874371 + Penalty 3131.056560 = -489433.817811 nChanged 25 SP:Iteration 26Q (1936.762218 sec): 3 clusters Score: Raw -492571.557824 + Penalty 3131.056560 = -489440.501264 nChanged 31 SP:Iteration 27Q (1936.885333 sec): 3 clusters Score: Raw -492579.968600 + Penalty 3131.056560 = -489448.912039 nChanged 25 SP:Iteration 28Q (1937.004969 sec): 3 clusters Score: Raw -492585.049673 + Penalty 3131.056560 = -489453.993113 nChanged 17 SP:Iteration 29Q (1937.112381 sec): 3 clusters Score: Raw -492588.445966 + Penalty 3131.056560 = -489457.389406 nChanged 12 SP:Iteration 30Q (1937.221701 sec): 3 clusters Score: Raw -492591.061282 + Penalty 3131.056560 = -489460.004721 nChanged 6 SP:Iteration 31Q (1937.330710 sec): 3 clusters Score: Raw -492592.705361 + Penalty 3131.056560 = -489461.648801 nChanged 11 SP:Iteration 32Q (1937.443572 sec): 3 clusters Score: Raw -492594.931836 + Penalty 3131.056560 = -489463.875276 nChanged 11 SP:Iteration 33Q (1937.546230 sec): 3 clusters Score: Raw -492597.068286 + Penalty 3131.056560 = -489466.011726 nChanged 9 SP:Iteration 34Q (1937.659599 sec): 3 clusters Score: Raw -492598.903981 + Penalty 3131.056560 = -489467.847421 nChanged 11 SP:Iteration 35Q (1937.775815 sec): 3 clusters Score: Raw -492601.334715 + Penalty 3131.056560 = -489470.278155 nChanged 10 SP:Iteration 36Q (1937.879823 sec): 3 clusters Score: Raw -492602.619980 + Penalty 3131.056560 = -489471.563420 nChanged 4 SP:Iteration 37Q (1937.994942 sec): 3 clusters Score: Raw -492603.111460 + Penalty 3131.056560 = -489472.054900 nChanged 5 SP:Iteration 38Q (1938.104743 sec): 3 clusters Score: Raw -492604.134910 + Penalty 3131.056560 = -489473.078350 nChanged 4 SP:Iteration 39Q (1938.233369 sec): 3 clusters Score: Raw -492604.715866 + Penalty 3131.056560 = -489473.659306 nChanged 4 SP:Iteration 40F (1938.346249 sec): 3 clusters Score: Raw -492605.553211 + Penalty 3131.056560 = -489474.496651 nChanged 4 SP:Iteration 41Q (1938.446076 sec): 3 clusters Score: Raw -492606.413470 + Penalty 3131.056560 = -489475.356909 nChanged 10 SP:Iteration 42Q (1938.559254 sec): 3 clusters Score: Raw -492608.672423 + Penalty 3131.056560 = -489477.615863 nChanged 12 SP:Iteration 43Q (1938.681252 sec): 3 clusters Score: Raw -492611.261073 + Penalty 3131.056560 = -489480.204513 nChanged 13 SP:Iteration 44Q (1938.801910 sec): 3 clusters Score: Raw -492613.572441 + Penalty 3131.056560 = -489482.515881 nChanged 13 SP:Iteration 45Q (1938.898012 sec): 3 clusters Score: Raw -492616.456462 + Penalty 3131.056560 = -489485.399902 nChanged 13 SP:Iteration 46Q (1939.000095 sec): 3 clusters Score: Raw -492618.389796 + Penalty 3131.056560 = -489487.333236 nChanged 14 SP:Iteration 47Q (1939.117539 sec): 3 clusters Score: Raw -492621.557444 + Penalty 3131.056560 = -489490.500884 nChanged 10 SP:Iteration 48Q (1939.237998 sec): 3 clusters Score: Raw -492623.355443 + Penalty 3131.056560 = -489492.298883 nChanged 11 SP:Iteration 49Q (1939.346810 sec): 3 clusters Score: Raw -492626.088081 + Penalty 3131.056560 = -489495.031521 nChanged 8 SP:Iteration 50Q (1939.472171 sec): 3 clusters Score: Raw -492628.374774 + Penalty 3131.056560 = -489497.318214 nChanged 10 SP:Iteration 51Q (1939.566567 sec): 3 clusters Score: Raw -492630.288908 + Penalty 3131.056560 = -489499.232348 nChanged 8 SP:Iteration 52Q (1939.667566 sec): 3 clusters Score: Raw -492632.027534 + Penalty 3131.056560 = -489500.970974 nChanged 12 SP:Iteration 53Q (1939.797386 sec): 3 clusters Score: Raw -492633.922725 + Penalty 3131.056560 = -489502.866165 nChanged 6 SP:Iteration 54Q (1939.906598 sec): 3 clusters Score: Raw -492634.889032 + Penalty 3131.056560 = -489503.832472 nChanged 3 SP:Iteration 55Q (1940.015934 sec): 3 clusters Score: Raw -492635.097500 + Penalty 3131.056560 = -489504.040940 nChanged 2 SP:Iteration 56Q (1940.131695 sec): 3 clusters Score: Raw -492635.330634 + Penalty 3131.056560 = -489504.274074 nChanged 1 SP:Iteration 57Q (1940.261912 sec): 3 clusters Score: Raw -492635.399640 + Penalty 3131.056560 = -489504.343080 nChanged 1 SP:Iteration 58Q (1940.385506 sec): 3 clusters Score: Raw -492635.451179 + Penalty 3131.056560 = -489504.394619 nChanged 1 SP:Iteration 59Q (1940.497533 sec): 3 clusters Score: Raw -492635.590617 + Penalty 3131.056560 = -489504.534057 nChanged 0 SP:Iteration 60F (1940.605375 sec): 3 clusters Score: Raw -492635.590617 + Penalty 3131.056560 = -489504.534057 nChanged 0 Trying to split cluster 10 (6718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1940.677618 sec): 2 clusters Score: Raw -299870.189923 + Penalty 1546.601783 = -298323.588140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1940.820176 sec): 3 clusters Score: Raw -296352.445124 + Penalty 3093.203565 = -293259.241559 nChanged 2797 SP:Iteration 1F (1940.940968 sec): 3 clusters Score: Raw -298323.756130 + Penalty 3093.203565 = -295230.552564 nChanged 652 SP:Iteration 2F (1941.033742 sec): 3 clusters Score: Raw -299027.350187 + Penalty 3093.203565 = -295934.146622 nChanged 572 SP:Iteration 3F (1941.144303 sec): 3 clusters Score: Raw -299667.647795 + Penalty 3093.203565 = -296574.444229 nChanged 512 SP:Iteration 4F (1941.243562 sec): 3 clusters Score: Raw -300138.824081 + Penalty 3093.203565 = -297045.620516 nChanged 395 SP:Iteration 5F (1941.374397 sec): 3 clusters Score: Raw -300433.289515 + Penalty 3093.203565 = -297340.085949 nChanged 288 SP:Iteration 6Q (1941.479869 sec): 3 clusters Score: Raw -300589.733776 + Penalty 3093.203565 = -297496.530211 nChanged 187 SP:Iteration 7Q (1941.606228 sec): 3 clusters Score: Raw -300667.227126 + Penalty 3093.203565 = -297574.023561 nChanged 141 SP:Iteration 8Q (1941.715214 sec): 3 clusters Score: Raw -300732.615332 + Penalty 3093.203565 = -297639.411767 nChanged 121 SP:Iteration 9Q (1941.828673 sec): 3 clusters Score: Raw -300781.971721 + Penalty 3093.203565 = -297688.768156 nChanged 99 SP:Iteration 10Q (1941.958945 sec): 3 clusters Score: Raw -300819.187171 + Penalty 3093.203565 = -297725.983605 nChanged 79 SP:Iteration 11Q (1942.063271 sec): 3 clusters Score: Raw -300842.068356 + Penalty 3093.203565 = -297748.864790 nChanged 58 SP:Iteration 12Q (1942.190520 sec): 3 clusters Score: Raw -300861.433136 + Penalty 3093.203565 = -297768.229571 nChanged 62 SP:Iteration 13Q (1942.296683 sec): 3 clusters Score: Raw -300884.807295 + Penalty 3093.203565 = -297791.603729 nChanged 58 SP:Iteration 14Q (1942.441869 sec): 3 clusters Score: Raw -300901.362632 + Penalty 3093.203565 = -297808.159066 nChanged 50 SP:Iteration 15Q (1942.547013 sec): 3 clusters Score: Raw -300916.385740 + Penalty 3093.203565 = -297823.182174 nChanged 48 SP:Iteration 16Q (1942.674481 sec): 3 clusters Score: Raw -300931.394073 + Penalty 3093.203565 = -297838.190508 nChanged 40 SP:Iteration 17Q (1942.819308 sec): 3 clusters Score: Raw -300943.477213 + Penalty 3093.203565 = -297850.273648 nChanged 32 SP:Iteration 18Q (1942.908137 sec): 3 clusters Score: Raw -300953.484829 + Penalty 3093.203565 = -297860.281263 nChanged 30 SP:Iteration 19Q (1943.037734 sec): 3 clusters Score: Raw -300962.058650 + Penalty 3093.203565 = -297868.855084 nChanged 22 SP:Iteration 20F (1943.170836 sec): 3 clusters Score: Raw -300966.856771 + Penalty 3093.203565 = -297873.653205 nChanged 23 SP:Iteration 21Q (1943.278844 sec): 3 clusters Score: Raw -300971.622902 + Penalty 3093.203565 = -297878.419337 nChanged 18 SP:Iteration 22Q (1943.384178 sec): 3 clusters Score: Raw -300976.227679 + Penalty 3093.203565 = -297883.024113 nChanged 20 SP:Iteration 23Q (1943.478104 sec): 3 clusters Score: Raw -300980.479908 + Penalty 3093.203565 = -297887.276342 nChanged 21 SP:Iteration 24Q (1943.570335 sec): 3 clusters Score: Raw -300985.156363 + Penalty 3093.203565 = -297891.952798 nChanged 16 SP:Iteration 25Q (1943.683454 sec): 3 clusters Score: Raw -300987.556226 + Penalty 3093.203565 = -297894.352660 nChanged 8 SP:Iteration 26Q (1943.798700 sec): 3 clusters Score: Raw -300988.672395 + Penalty 3093.203565 = -297895.468830 nChanged 5 SP:Iteration 27Q (1943.912600 sec): 3 clusters Score: Raw -300989.361387 + Penalty 3093.203565 = -297896.157821 nChanged 4 SP:Iteration 28Q (1944.041990 sec): 3 clusters Score: Raw -300990.272473 + Penalty 3093.203565 = -297897.068907 nChanged 3 SP:Iteration 29Q (1944.158498 sec): 3 clusters Score: Raw -300990.589901 + Penalty 3093.203565 = -297897.386336 nChanged 3 SP:Iteration 30Q (1944.279395 sec): 3 clusters Score: Raw -300990.908688 + Penalty 3093.203565 = -297897.705122 nChanged 1 SP:Iteration 31Q (1944.382763 sec): 3 clusters Score: Raw -300991.053971 + Penalty 3093.203565 = -297897.850406 nChanged 1 SP:Iteration 32Q (1944.510555 sec): 3 clusters Score: Raw -300991.339126 + Penalty 3093.203565 = -297898.135561 nChanged 2 SP:Iteration 33Q (1944.653972 sec): 3 clusters Score: Raw -300992.012239 + Penalty 3093.203565 = -297898.808674 nChanged 4 SP:Iteration 34Q (1944.761888 sec): 3 clusters Score: Raw -300993.541015 + Penalty 3093.203565 = -297900.337450 nChanged 7 SP:Iteration 35Q (1944.859506 sec): 3 clusters Score: Raw -300995.155501 + Penalty 3093.203565 = -297901.951936 nChanged 9 SP:Iteration 36Q (1944.960201 sec): 3 clusters Score: Raw -300997.179492 + Penalty 3093.203565 = -297903.975926 nChanged 11 SP:Iteration 37Q (1945.076428 sec): 3 clusters Score: Raw -300999.394882 + Penalty 3093.203565 = -297906.191317 nChanged 9 SP:Iteration 38Q (1945.197672 sec): 3 clusters Score: Raw -301001.104815 + Penalty 3093.203565 = -297907.901250 nChanged 11 SP:Iteration 39Q (1945.324053 sec): 3 clusters Score: Raw -301003.414520 + Penalty 3093.203565 = -297910.210955 nChanged 7 SP:Iteration 40F (1945.474586 sec): 3 clusters Score: Raw -301005.294881 + Penalty 3093.203565 = -297912.091315 nChanged 11 SP:Iteration 41Q (1945.585763 sec): 3 clusters Score: Raw -301006.972930 + Penalty 3093.203565 = -297913.769365 nChanged 10 SP:Iteration 42Q (1945.677792 sec): 3 clusters Score: Raw -301008.100356 + Penalty 3093.203565 = -297914.896791 nChanged 5 SP:Iteration 43Q (1945.786819 sec): 3 clusters Score: Raw -301008.949515 + Penalty 3093.203565 = -297915.745950 nChanged 5 SP:Iteration 44Q (1945.905338 sec): 3 clusters Score: Raw -301009.419180 + Penalty 3093.203565 = -297916.215615 nChanged 5 SP:Iteration 45Q (1946.003233 sec): 3 clusters Score: Raw -301010.214935 + Penalty 3093.203565 = -297917.011370 nChanged 7 SP:Iteration 46Q (1946.120025 sec): 3 clusters Score: Raw -301012.043010 + Penalty 3093.203565 = -297918.839444 nChanged 12 SP:Iteration 47Q (1946.243027 sec): 3 clusters Score: Raw -301014.604301 + Penalty 3093.203565 = -297921.400736 nChanged 14 SP:Iteration 48Q (1946.380102 sec): 3 clusters Score: Raw -301017.639614 + Penalty 3093.203565 = -297924.436049 nChanged 15 SP:Iteration 49Q (1946.477800 sec): 3 clusters Score: Raw -301021.467341 + Penalty 3093.203565 = -297928.263775 nChanged 14 SP:Iteration 50Q (1946.589731 sec): 3 clusters Score: Raw -301024.439936 + Penalty 3093.203565 = -297931.236370 nChanged 11 SP:Iteration 51Q (1946.719252 sec): 3 clusters Score: Raw -301027.168895 + Penalty 3093.203565 = -297933.965330 nChanged 13 SP:Iteration 52Q (1946.806582 sec): 3 clusters Score: Raw -301029.765845 + Penalty 3093.203565 = -297936.562280 nChanged 11 SP:Iteration 53Q (1946.927324 sec): 3 clusters Score: Raw -301031.214443 + Penalty 3093.203565 = -297938.010878 nChanged 10 SP:Iteration 54Q (1947.039062 sec): 3 clusters Score: Raw -301032.679182 + Penalty 3093.203565 = -297939.475617 nChanged 9 SP:Iteration 55Q (1947.174654 sec): 3 clusters Score: Raw -301035.080892 + Penalty 3093.203565 = -297941.877327 nChanged 17 SP:Iteration 56Q (1947.275286 sec): 3 clusters Score: Raw -301039.363434 + Penalty 3093.203565 = -297946.159869 nChanged 21 SP:Iteration 57Q (1947.380940 sec): 3 clusters Score: Raw -301045.389252 + Penalty 3093.203565 = -297952.185687 nChanged 24 SP:Iteration 58Q (1947.471993 sec): 3 clusters Score: Raw -301052.301247 + Penalty 3093.203565 = -297959.097681 nChanged 25 SP:Iteration 59Q (1947.592956 sec): 3 clusters Score: Raw -301057.572359 + Penalty 3093.203565 = -297964.368793 nChanged 21 SP:Iteration 60F (1947.700656 sec): 3 clusters Score: Raw -301063.544532 + Penalty 3093.203565 = -297970.340966 nChanged 13 SP:Iteration 61Q (1947.813703 sec): 3 clusters Score: Raw -301065.681122 + Penalty 3093.203565 = -297972.477557 nChanged 7 SP:Iteration 62Q (1947.919351 sec): 3 clusters Score: Raw -301066.374097 + Penalty 3093.203565 = -297973.170532 nChanged 3 SP:Iteration 63Q (1948.032308 sec): 3 clusters Score: Raw -301066.785296 + Penalty 3093.203565 = -297973.581731 nChanged 0 SP:Iteration 64F (1948.155259 sec): 3 clusters Score: Raw -301066.785296 + Penalty 3093.203565 = -297973.581731 nChanged 0 Trying to split cluster 11 (19126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1948.262817 sec): 2 clusters Score: Raw -1302793.297149 + Penalty 1730.220092 = -1301063.077057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1948.427971 sec): 3 clusters Score: Raw -1291410.132110 + Penalty 3460.440185 = -1287949.691925 nChanged 8683 SP:Iteration 1F (1948.588362 sec): 3 clusters Score: Raw -1296441.857335 + Penalty 3460.440185 = -1292981.417150 nChanged 1294 SP:Iteration 2F (1948.747468 sec): 3 clusters Score: Raw -1297182.226170 + Penalty 3460.440185 = -1293721.785986 nChanged 1308 SP:Iteration 3F (1948.878023 sec): 3 clusters Score: Raw -1298095.391059 + Penalty 3460.440185 = -1294634.950875 nChanged 1357 SP:Iteration 4F (1949.070164 sec): 3 clusters Score: Raw -1299046.606980 + Penalty 3460.440185 = -1295586.166795 nChanged 1265 SP:Iteration 5F (1949.209872 sec): 3 clusters Score: Raw -1299817.081937 + Penalty 3460.440185 = -1296356.641753 nChanged 1016 SP:Iteration 6F (1949.370662 sec): 3 clusters Score: Raw -1300288.701929 + Penalty 3460.440185 = -1296828.261745 nChanged 785 SP:Iteration 7Q (1949.535329 sec): 3 clusters Score: Raw -1300598.902345 + Penalty 3460.440185 = -1297138.462160 nChanged 626 SP:Iteration 8Q (1949.706704 sec): 3 clusters Score: Raw -1300817.687261 + Penalty 3460.440185 = -1297357.247076 nChanged 512 SP:Iteration 9Q (1949.868078 sec): 3 clusters Score: Raw -1300963.272323 + Penalty 3460.440185 = -1297502.832138 nChanged 399 SP:Iteration 10Q (1950.020531 sec): 3 clusters Score: Raw -1301060.658339 + Penalty 3460.440185 = -1297600.218154 nChanged 323 SP:Iteration 11Q (1950.188560 sec): 3 clusters Score: Raw -1301127.465275 + Penalty 3460.440185 = -1297667.025090 nChanged 276 SP:Iteration 12Q (1950.330979 sec): 3 clusters Score: Raw -1301185.715114 + Penalty 3460.440185 = -1297725.274929 nChanged 226 SP:Iteration 13Q (1950.513835 sec): 3 clusters Score: Raw -1301234.863181 + Penalty 3460.440185 = -1297774.422997 nChanged 212 SP:Iteration 14Q (1950.668529 sec): 3 clusters Score: Raw -1301282.465488 + Penalty 3460.440185 = -1297822.025304 nChanged 196 SP:Iteration 15Q (1950.803786 sec): 3 clusters Score: Raw -1301323.530093 + Penalty 3460.440185 = -1297863.089908 nChanged 182 SP:Iteration 16Q (1950.979174 sec): 3 clusters Score: Raw -1301362.344611 + Penalty 3460.440185 = -1297901.904426 nChanged 170 SP:Iteration 17Q (1951.119844 sec): 3 clusters Score: Raw -1301400.057767 + Penalty 3460.440185 = -1297939.617582 nChanged 200 SP:Iteration 18Q (1951.291096 sec): 3 clusters Score: Raw -1301442.800329 + Penalty 3460.440185 = -1297982.360144 nChanged 183 SP:Iteration 19Q (1951.461332 sec): 3 clusters Score: Raw -1301485.478886 + Penalty 3460.440185 = -1298025.038702 nChanged 204 SP:Iteration 20F (1951.584697 sec): 3 clusters Score: Raw -1301532.972392 + Penalty 3460.440185 = -1298072.532207 nChanged 208 SP:Iteration 21Q (1951.764736 sec): 3 clusters Score: Raw -1301589.327131 + Penalty 3460.440185 = -1298128.886946 nChanged 217 SP:Iteration 22Q (1951.906621 sec): 3 clusters Score: Raw -1301659.504889 + Penalty 3460.440185 = -1298199.064705 nChanged 260 SP:Iteration 23Q (1952.069461 sec): 3 clusters Score: Raw -1301745.931275 + Penalty 3460.440185 = -1298285.491090 nChanged 269 SP:Iteration 24Q (1952.221103 sec): 3 clusters Score: Raw -1301840.244482 + Penalty 3460.440185 = -1298379.804298 nChanged 285 SP:Iteration 25Q (1952.358693 sec): 3 clusters Score: Raw -1301951.486699 + Penalty 3460.440185 = -1298491.046515 nChanged 284 SP:Iteration 26Q (1952.516990 sec): 3 clusters Score: Raw -1302069.102716 + Penalty 3460.440185 = -1298608.662532 nChanged 264 SP:Iteration 27Q (1952.664062 sec): 3 clusters Score: Raw -1302170.323013 + Penalty 3460.440185 = -1298709.882829 nChanged 245 SP:Iteration 28Q (1952.815803 sec): 3 clusters Score: Raw -1302260.938720 + Penalty 3460.440185 = -1298800.498536 nChanged 242 SP:Iteration 29Q (1952.960809 sec): 3 clusters Score: Raw -1302365.888082 + Penalty 3460.440185 = -1298905.447898 nChanged 253 SP:Iteration 30Q (1953.131260 sec): 3 clusters Score: Raw -1302483.230819 + Penalty 3460.440185 = -1299022.790634 nChanged 232 SP:Iteration 31Q (1953.301365 sec): 3 clusters Score: Raw -1302583.110909 + Penalty 3460.440185 = -1299122.670724 nChanged 221 SP:Iteration 32Q (1953.525709 sec): 3 clusters Score: Raw -1302689.029936 + Penalty 3460.440185 = -1299228.589751 nChanged 194 SP:Iteration 33Q (1953.685442 sec): 3 clusters Score: Raw -1302787.841081 + Penalty 3460.440185 = -1299327.400896 nChanged 161 SP:Iteration 34Q (1953.847959 sec): 3 clusters Score: Raw -1302872.166736 + Penalty 3460.440185 = -1299411.726552 nChanged 139 SP:Iteration 35Q (1954.006895 sec): 3 clusters Score: Raw -1302958.919081 + Penalty 3460.440185 = -1299498.478896 nChanged 117 SP:Iteration 36Q (1954.186581 sec): 3 clusters Score: Raw -1303025.292837 + Penalty 3460.440185 = -1299564.852652 nChanged 118 SP:Iteration 37Q (1954.342579 sec): 3 clusters Score: Raw -1303099.946607 + Penalty 3460.440185 = -1299639.506423 nChanged 131 SP:Iteration 38Q (1954.517391 sec): 3 clusters Score: Raw -1303175.920952 + Penalty 3460.440185 = -1299715.480767 nChanged 128 SP:Iteration 39Q (1954.654200 sec): 3 clusters Score: Raw -1303254.726971 + Penalty 3460.440185 = -1299794.286786 nChanged 130 SP:Iteration 40F (1954.813341 sec): 3 clusters Score: Raw -1303325.123628 + Penalty 3460.440185 = -1299864.683444 nChanged 131 SP:Iteration 41Q (1954.971009 sec): 3 clusters Score: Raw -1303404.379473 + Penalty 3460.440185 = -1299943.939288 nChanged 166 SP:Iteration 42Q (1955.121737 sec): 3 clusters Score: Raw -1303490.631155 + Penalty 3460.440185 = -1300030.190971 nChanged 174 SP:Iteration 43Q (1955.240544 sec): 3 clusters Score: Raw -1303580.764938 + Penalty 3460.440185 = -1300120.324753 nChanged 177 SP:Iteration 44Q (1955.376770 sec): 3 clusters Score: Raw -1303669.925809 + Penalty 3460.440185 = -1300209.485625 nChanged 197 SP:Iteration 45Q (1955.524584 sec): 3 clusters Score: Raw -1303776.081983 + Penalty 3460.440185 = -1300315.641798 nChanged 198 SP:Iteration 46Q (1955.667311 sec): 3 clusters Score: Raw -1303874.802166 + Penalty 3460.440185 = -1300414.361981 nChanged 185 SP:Iteration 47Q (1955.830105 sec): 3 clusters Score: Raw -1303958.559989 + Penalty 3460.440185 = -1300498.119805 nChanged 177 SP:Iteration 48Q (1955.998721 sec): 3 clusters Score: Raw -1304046.347281 + Penalty 3460.440185 = -1300585.907096 nChanged 189 SP:Iteration 49Q (1956.076531 sec): 3 clusters Score: Raw -1304145.390612 + Penalty 3460.440185 = -1300684.950428 nChanged 181 SP:Iteration 50Q (1956.161538 sec): 3 clusters Score: Raw -1304239.429798 + Penalty 3460.440185 = -1300778.989613 nChanged 188 SP:Iteration 51Q (1956.303182 sec): 3 clusters Score: Raw -1304335.421736 + Penalty 3460.440185 = -1300874.981551 nChanged 177 SP:Iteration 52Q (1956.455327 sec): 3 clusters Score: Raw -1304426.394197 + Penalty 3460.440185 = -1300965.954013 nChanged 160 SP:Iteration 53Q (1956.612893 sec): 3 clusters Score: Raw -1304496.954288 + Penalty 3460.440185 = -1301036.514103 nChanged 140 SP:Iteration 54Q (1956.739446 sec): 3 clusters Score: Raw -1304554.840226 + Penalty 3460.440185 = -1301094.400041 nChanged 135 SP:Iteration 55Q (1956.881625 sec): 3 clusters Score: Raw -1304617.813828 + Penalty 3460.440185 = -1301157.373644 nChanged 147 SP:Iteration 56Q (1957.039766 sec): 3 clusters Score: Raw -1304684.785092 + Penalty 3460.440185 = -1301224.344907 nChanged 136 SP:Iteration 57Q (1957.204319 sec): 3 clusters Score: Raw -1304734.393776 + Penalty 3460.440185 = -1301273.953591 nChanged 96 SP:Iteration 58Q (1957.363857 sec): 3 clusters Score: Raw -1304765.165887 + Penalty 3460.440185 = -1301304.725703 nChanged 70 SP:Iteration 59Q (1957.533975 sec): 3 clusters Score: Raw -1304780.311391 + Penalty 3460.440185 = -1301319.871206 nChanged 42 SP:Iteration 60F (1957.670221 sec): 3 clusters Score: Raw -1304788.840419 + Penalty 3460.440185 = -1301328.400235 nChanged 37 SP:Iteration 61Q (1957.820599 sec): 3 clusters Score: Raw -1304795.331020 + Penalty 3460.440185 = -1301334.890835 nChanged 30 SP:Iteration 62Q (1957.975547 sec): 3 clusters Score: Raw -1304800.432768 + Penalty 3460.440185 = -1301339.992583 nChanged 26 SP:Iteration 63Q (1958.118674 sec): 3 clusters Score: Raw -1304804.479162 + Penalty 3460.440185 = -1301344.038978 nChanged 24 SP:Iteration 64Q (1958.274241 sec): 3 clusters Score: Raw -1304807.725565 + Penalty 3460.440185 = -1301347.285380 nChanged 15 SP:Iteration 65Q (1958.410013 sec): 3 clusters Score: Raw -1304809.816107 + Penalty 3460.440185 = -1301349.375922 nChanged 12 SP:Iteration 66Q (1958.566570 sec): 3 clusters Score: Raw -1304811.393908 + Penalty 3460.440185 = -1301350.953723 nChanged 6 SP:Iteration 67Q (1958.732089 sec): 3 clusters Score: Raw -1304811.992204 + Penalty 3460.440185 = -1301351.552019 nChanged 2 SP:Iteration 68Q (1958.875149 sec): 3 clusters Score: Raw -1304812.137881 + Penalty 3460.440185 = -1301351.697696 nChanged 1 SP:Iteration 69Q (1959.018986 sec): 3 clusters Score: Raw -1304812.296196 + Penalty 3460.440185 = -1301351.856011 nChanged 1 SP:Iteration 70Q (1959.176108 sec): 3 clusters Score: Raw -1304812.440638 + Penalty 3460.440185 = -1301352.000454 nChanged 2 SP:Iteration 71Q (1959.292239 sec): 3 clusters Score: Raw -1304812.613075 + Penalty 3460.440185 = -1301352.172890 nChanged 1 SP:Iteration 72Q (1959.442400 sec): 3 clusters Score: Raw -1304812.760516 + Penalty 3460.440185 = -1301352.320331 nChanged 0 SP:Iteration 73F (1959.583275 sec): 3 clusters Score: Raw -1304812.760516 + Penalty 3460.440185 = -1301352.320331 nChanged 0 Score: Raw -11989582.536002 + Penalty 77209.106974 = -11912373.429028 Splitting cluster 11 changes total score from -11912496.214039 to -11912373.429028 So it's not getting split. Trying to split cluster 12 (9419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1968.937182 sec): 2 clusters Score: Raw -603425.732652 + Penalty 1605.909978 = -601819.822674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1969.045513 sec): 3 clusters Score: Raw -598182.293883 + Penalty 3211.819956 = -594970.473927 nChanged 4063 SP:Iteration 1F (1969.150207 sec): 3 clusters Score: Raw -600417.540971 + Penalty 3211.819956 = -597205.721015 nChanged 761 SP:Iteration 2F (1969.227297 sec): 3 clusters Score: Raw -600905.906225 + Penalty 3211.819956 = -597694.086269 nChanged 667 SP:Iteration 3F (1969.346406 sec): 3 clusters Score: Raw -601399.407040 + Penalty 3211.819956 = -598187.587084 nChanged 645 SP:Iteration 4F (1969.450621 sec): 3 clusters Score: Raw -601870.450805 + Penalty 3211.819956 = -598658.630849 nChanged 597 SP:Iteration 5F (1969.530965 sec): 3 clusters Score: Raw -602312.532588 + Penalty 3211.819956 = -599100.712632 nChanged 500 SP:Iteration 6F (1969.631864 sec): 3 clusters Score: Raw -602651.064992 + Penalty 3211.819956 = -599439.245036 nChanged 383 SP:Iteration 7Q (1969.747996 sec): 3 clusters Score: Raw -602911.291389 + Penalty 3211.819956 = -599699.471433 nChanged 313 SP:Iteration 8Q (1969.849321 sec): 3 clusters Score: Raw -603087.850410 + Penalty 3211.819956 = -599876.030454 nChanged 247 SP:Iteration 9Q (1969.951594 sec): 3 clusters Score: Raw -603192.653414 + Penalty 3211.819956 = -599980.833458 nChanged 169 SP:Iteration 10Q (1970.029066 sec): 3 clusters Score: Raw -603249.992031 + Penalty 3211.819956 = -600038.172075 nChanged 111 SP:Iteration 11Q (1970.144869 sec): 3 clusters Score: Raw -603280.114320 + Penalty 3211.819956 = -600068.294364 nChanged 84 SP:Iteration 12Q (1970.246257 sec): 3 clusters Score: Raw -603298.686859 + Penalty 3211.819956 = -600086.866903 nChanged 67 SP:Iteration 13Q (1970.342058 sec): 3 clusters Score: Raw -603315.411427 + Penalty 3211.819956 = -600103.591471 nChanged 75 SP:Iteration 14Q (1970.441509 sec): 3 clusters Score: Raw -603336.693776 + Penalty 3211.819956 = -600124.873820 nChanged 68 SP:Iteration 15Q (1970.540570 sec): 3 clusters Score: Raw -603357.836868 + Penalty 3211.819956 = -600146.016912 nChanged 76 SP:Iteration 16Q (1970.638085 sec): 3 clusters Score: Raw -603379.775346 + Penalty 3211.819956 = -600167.955390 nChanged 74 SP:Iteration 17Q (1970.729279 sec): 3 clusters Score: Raw -603401.466279 + Penalty 3211.819956 = -600189.646323 nChanged 77 SP:Iteration 18Q (1970.829805 sec): 3 clusters Score: Raw -603427.978328 + Penalty 3211.819956 = -600216.158372 nChanged 84 SP:Iteration 19Q (1970.919403 sec): 3 clusters Score: Raw -603455.005507 + Penalty 3211.819956 = -600243.185551 nChanged 76 SP:Iteration 20F (1971.019029 sec): 3 clusters Score: Raw -603486.100989 + Penalty 3211.819956 = -600274.281033 nChanged 90 SP:Iteration 21Q (1971.117674 sec): 3 clusters Score: Raw -603518.191551 + Penalty 3211.819956 = -600306.371595 nChanged 87 SP:Iteration 22Q (1971.217681 sec): 3 clusters Score: Raw -603549.468344 + Penalty 3211.819956 = -600337.648389 nChanged 87 SP:Iteration 23Q (1971.311484 sec): 3 clusters Score: Raw -603582.980994 + Penalty 3211.819956 = -600371.161038 nChanged 93 SP:Iteration 24Q (1971.408374 sec): 3 clusters Score: Raw -603614.706186 + Penalty 3211.819956 = -600402.886230 nChanged 75 SP:Iteration 25Q (1971.511256 sec): 3 clusters Score: Raw -603641.200349 + Penalty 3211.819956 = -600429.380394 nChanged 66 SP:Iteration 26Q (1971.605921 sec): 3 clusters Score: Raw -603666.980052 + Penalty 3211.819956 = -600455.160096 nChanged 71 SP:Iteration 27Q (1971.701472 sec): 3 clusters Score: Raw -603688.561373 + Penalty 3211.819956 = -600476.741418 nChanged 73 SP:Iteration 28Q (1971.794204 sec): 3 clusters Score: Raw -603716.563705 + Penalty 3211.819956 = -600504.743749 nChanged 77 SP:Iteration 29Q (1971.870220 sec): 3 clusters Score: Raw -603751.655587 + Penalty 3211.819956 = -600539.835631 nChanged 93 SP:Iteration 30Q (1971.991924 sec): 3 clusters Score: Raw -603800.237524 + Penalty 3211.819956 = -600588.417568 nChanged 94 SP:Iteration 31Q (1972.081191 sec): 3 clusters Score: Raw -603869.664067 + Penalty 3211.819956 = -600657.844111 nChanged 112 SP:Iteration 32Q (1972.200288 sec): 3 clusters Score: Raw -603967.406965 + Penalty 3211.819956 = -600755.587009 nChanged 143 SP:Iteration 33Q (1972.299095 sec): 3 clusters Score: Raw -604084.658350 + Penalty 3211.819956 = -600872.838394 nChanged 121 SP:Iteration 34Q (1972.397445 sec): 3 clusters Score: Raw -604171.043609 + Penalty 3211.819956 = -600959.223653 nChanged 88 SP:Iteration 35Q (1972.497241 sec): 3 clusters Score: Raw -604237.020205 + Penalty 3211.819956 = -601025.200249 nChanged 84 SP:Iteration 36Q (1972.580017 sec): 3 clusters Score: Raw -604294.106966 + Penalty 3211.819956 = -601082.287010 nChanged 64 SP:Iteration 37Q (1972.683955 sec): 3 clusters Score: Raw -604328.843378 + Penalty 3211.819956 = -601117.023423 nChanged 54 SP:Iteration 38Q (1972.785895 sec): 3 clusters Score: Raw -604356.879128 + Penalty 3211.819956 = -601145.059173 nChanged 51 SP:Iteration 39Q (1972.884049 sec): 3 clusters Score: Raw -604383.548303 + Penalty 3211.819956 = -601171.728347 nChanged 47 SP:Iteration 40F (1972.980298 sec): 3 clusters Score: Raw -604412.966470 + Penalty 3211.819956 = -601201.146514 nChanged 49 SP:Iteration 41Q (1973.059119 sec): 3 clusters Score: Raw -604438.321117 + Penalty 3211.819956 = -601226.501161 nChanged 38 SP:Iteration 42Q (1973.150938 sec): 3 clusters Score: Raw -604454.219837 + Penalty 3211.819956 = -601242.399882 nChanged 29 SP:Iteration 43Q (1973.262061 sec): 3 clusters Score: Raw -604467.167122 + Penalty 3211.819956 = -601255.347166 nChanged 34 SP:Iteration 44Q (1973.348870 sec): 3 clusters Score: Raw -604478.028118 + Penalty 3211.819956 = -601266.208162 nChanged 24 SP:Iteration 45Q (1973.459400 sec): 3 clusters Score: Raw -604484.445237 + Penalty 3211.819956 = -601272.625282 nChanged 16 SP:Iteration 46Q (1973.562749 sec): 3 clusters Score: Raw -604489.182618 + Penalty 3211.819956 = -601277.362662 nChanged 13 SP:Iteration 47Q (1973.642933 sec): 3 clusters Score: Raw -604492.723139 + Penalty 3211.819956 = -601280.903183 nChanged 10 SP:Iteration 48Q (1973.737731 sec): 3 clusters Score: Raw -604494.833762 + Penalty 3211.819956 = -601283.013806 nChanged 6 SP:Iteration 49Q (1973.857129 sec): 3 clusters Score: Raw -604496.302097 + Penalty 3211.819956 = -601284.482141 nChanged 8 SP:Iteration 50Q (1973.934148 sec): 3 clusters Score: Raw -604498.728920 + Penalty 3211.819956 = -601286.908964 nChanged 4 SP:Iteration 51Q (1974.028247 sec): 3 clusters Score: Raw -604499.661221 + Penalty 3211.819956 = -601287.841265 nChanged 2 SP:Iteration 52Q (1974.136016 sec): 3 clusters Score: Raw -604500.061050 + Penalty 3211.819956 = -601288.241094 nChanged 3 SP:Iteration 53Q (1974.232762 sec): 3 clusters Score: Raw -604500.792437 + Penalty 3211.819956 = -601288.972481 nChanged 4 SP:Iteration 54Q (1974.335235 sec): 3 clusters Score: Raw -604501.550125 + Penalty 3211.819956 = -601289.730169 nChanged 3 SP:Iteration 55Q (1974.424421 sec): 3 clusters Score: Raw -604502.317026 + Penalty 3211.819956 = -601290.497070 nChanged 3 SP:Iteration 56Q (1974.518456 sec): 3 clusters Score: Raw -604502.818569 + Penalty 3211.819956 = -601290.998613 nChanged 4 SP:Iteration 57Q (1974.598567 sec): 3 clusters Score: Raw -604503.738807 + Penalty 3211.819956 = -601291.918851 nChanged 2 SP:Iteration 58Q (1974.713126 sec): 3 clusters Score: Raw -604503.883894 + Penalty 3211.819956 = -601292.063938 nChanged 0 SP:Iteration 59F (1974.811024 sec): 3 clusters Score: Raw -604503.883894 + Penalty 3211.819956 = -601292.063938 nChanged 0 Trying to split cluster 13 (7686 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1974.867865 sec): 2 clusters Score: Raw -502509.308323 + Penalty 1570.225838 = -500939.082485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1974.968449 sec): 3 clusters Score: Raw -498369.806902 + Penalty 3140.451676 = -495229.355226 nChanged 3224 SP:Iteration 1F (1975.063939 sec): 3 clusters Score: Raw -500155.573386 + Penalty 3140.451676 = -497015.121710 nChanged 519 SP:Iteration 2F (1975.162745 sec): 3 clusters Score: Raw -500418.652214 + Penalty 3140.451676 = -497278.200538 nChanged 426 SP:Iteration 3F (1975.241120 sec): 3 clusters Score: Raw -500636.483776 + Penalty 3140.451676 = -497496.032100 nChanged 388 SP:Iteration 4F (1975.342092 sec): 3 clusters Score: Raw -500844.940581 + Penalty 3140.451676 = -497704.488905 nChanged 327 SP:Iteration 5Q (1975.464410 sec): 3 clusters Score: Raw -501040.554536 + Penalty 3140.451676 = -497900.102860 nChanged 327 SP:Iteration 6Q (1975.547039 sec): 3 clusters Score: Raw -501269.392820 + Penalty 3140.451676 = -498128.941144 nChanged 347 SP:Iteration 7Q (1975.667583 sec): 3 clusters Score: Raw -501581.164111 + Penalty 3140.451676 = -498440.712436 nChanged 380 SP:Iteration 8Q (1975.769441 sec): 3 clusters Score: Raw -501921.110305 + Penalty 3140.451676 = -498780.658629 nChanged 347 SP:Iteration 9Q (1975.871958 sec): 3 clusters Score: Raw -502195.292606 + Penalty 3140.451676 = -499054.840931 nChanged 302 SP:Iteration 10Q (1975.954919 sec): 3 clusters Score: Raw -502382.920158 + Penalty 3140.451676 = -499242.468482 nChanged 226 SP:Iteration 11Q (1976.076582 sec): 3 clusters Score: Raw -502505.764337 + Penalty 3140.451676 = -499365.312662 nChanged 177 SP:Iteration 12Q (1976.179967 sec): 3 clusters Score: Raw -502595.542925 + Penalty 3140.451676 = -499455.091249 nChanged 144 SP:Iteration 13Q (1976.263785 sec): 3 clusters Score: Raw -502658.575644 + Penalty 3140.451676 = -499518.123968 nChanged 119 SP:Iteration 14Q (1976.369371 sec): 3 clusters Score: Raw -502702.289074 + Penalty 3140.451676 = -499561.837398 nChanged 101 SP:Iteration 15Q (1976.470990 sec): 3 clusters Score: Raw -502736.059595 + Penalty 3140.451676 = -499595.607919 nChanged 80 SP:Iteration 16Q (1976.564964 sec): 3 clusters Score: Raw -502758.659593 + Penalty 3140.451676 = -499618.207918 nChanged 63 SP:Iteration 17Q (1976.653387 sec): 3 clusters Score: Raw -502776.086131 + Penalty 3140.451676 = -499635.634455 nChanged 52 SP:Iteration 18Q (1976.727231 sec): 3 clusters Score: Raw -502790.031781 + Penalty 3140.451676 = -499649.580105 nChanged 50 SP:Iteration 19Q (1976.839024 sec): 3 clusters Score: Raw -502800.265929 + Penalty 3140.451676 = -499659.814253 nChanged 38 SP:Iteration 20F (1976.934803 sec): 3 clusters Score: Raw -502808.162969 + Penalty 3140.451676 = -499667.711294 nChanged 36 SP:Iteration 21Q (1977.026120 sec): 3 clusters Score: Raw -502815.853335 + Penalty 3140.451676 = -499675.401660 nChanged 21 SP:Iteration 22Q (1977.091314 sec): 3 clusters Score: Raw -502821.039538 + Penalty 3140.451676 = -499680.587863 nChanged 20 SP:Iteration 23Q (1977.188347 sec): 3 clusters Score: Raw -502824.367788 + Penalty 3140.451676 = -499683.916113 nChanged 18 SP:Iteration 24Q (1977.278860 sec): 3 clusters Score: Raw -502828.189992 + Penalty 3140.451676 = -499687.738316 nChanged 12 SP:Iteration 25Q (1977.376509 sec): 3 clusters Score: Raw -502830.087560 + Penalty 3140.451676 = -499689.635885 nChanged 10 SP:Iteration 26Q (1977.487094 sec): 3 clusters Score: Raw -502831.896129 + Penalty 3140.451676 = -499691.444454 nChanged 8 SP:Iteration 27Q (1977.562580 sec): 3 clusters Score: Raw -502833.287162 + Penalty 3140.451676 = -499692.835486 nChanged 11 SP:Iteration 28Q (1977.679326 sec): 3 clusters Score: Raw -502835.163836 + Penalty 3140.451676 = -499694.712161 nChanged 11 SP:Iteration 29Q (1977.756934 sec): 3 clusters Score: Raw -502836.856438 + Penalty 3140.451676 = -499696.404762 nChanged 10 SP:Iteration 30Q (1977.873301 sec): 3 clusters Score: Raw -502838.455815 + Penalty 3140.451676 = -499698.004139 nChanged 7 SP:Iteration 31Q (1977.974652 sec): 3 clusters Score: Raw -502839.154963 + Penalty 3140.451676 = -499698.703287 nChanged 2 SP:Iteration 32Q (1978.073507 sec): 3 clusters Score: Raw -502839.476009 + Penalty 3140.451676 = -499699.024333 nChanged 3 SP:Iteration 33Q (1978.169929 sec): 3 clusters Score: Raw -502839.768955 + Penalty 3140.451676 = -499699.317280 nChanged 1 SP:Iteration 34Q (1978.247221 sec): 3 clusters Score: Raw -502839.883173 + Penalty 3140.451676 = -499699.431497 nChanged 0 SP:Iteration 35F (1978.347260 sec): 3 clusters Score: Raw -502839.883173 + Penalty 3140.451676 = -499699.431497 nChanged 0 Trying to split cluster 14 (2151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1978.417078 sec): 2 clusters Score: Raw -100940.999308 + Penalty 1346.732267 = -99594.267042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1978.507177 sec): 3 clusters Score: Raw -100029.877234 + Penalty 2693.464533 = -97336.412700 nChanged 795 SP:Iteration 1F (1978.574320 sec): 3 clusters Score: Raw -100659.013064 + Penalty 2693.464533 = -97965.548531 nChanged 225 SP:Iteration 2F (1978.676349 sec): 3 clusters Score: Raw -100935.609023 + Penalty 2693.464533 = -98242.144490 nChanged 163 SP:Iteration 3F (1978.764575 sec): 3 clusters Score: Raw -101112.202744 + Penalty 2693.464533 = -98418.738211 nChanged 117 SP:Iteration 4F (1978.850648 sec): 3 clusters Score: Raw -101234.795232 + Penalty 2693.464533 = -98541.330699 nChanged 84 SP:Iteration 5Q (1978.941157 sec): 3 clusters Score: Raw -101320.170573 + Penalty 2693.464533 = -98626.706040 nChanged 66 SP:Iteration 6Q (1979.029054 sec): 3 clusters Score: Raw -101395.506137 + Penalty 2693.464533 = -98702.041603 nChanged 65 SP:Iteration 7Q (1979.098264 sec): 3 clusters Score: Raw -101458.302516 + Penalty 2693.464533 = -98764.837982 nChanged 50 SP:Iteration 8Q (1979.185292 sec): 3 clusters Score: Raw -101509.826004 + Penalty 2693.464533 = -98816.361471 nChanged 49 SP:Iteration 9Q (1979.272792 sec): 3 clusters Score: Raw -101559.151507 + Penalty 2693.464533 = -98865.686974 nChanged 38 SP:Iteration 10Q (1979.361082 sec): 3 clusters Score: Raw -101587.383680 + Penalty 2693.464533 = -98893.919147 nChanged 30 SP:Iteration 11Q (1979.437986 sec): 3 clusters Score: Raw -101607.363429 + Penalty 2693.464533 = -98913.898896 nChanged 26 SP:Iteration 12Q (1979.513113 sec): 3 clusters Score: Raw -101625.166510 + Penalty 2693.464533 = -98931.701976 nChanged 19 SP:Iteration 13Q (1979.575868 sec): 3 clusters Score: Raw -101637.593577 + Penalty 2693.464533 = -98944.129044 nChanged 14 SP:Iteration 14Q (1979.653435 sec): 3 clusters Score: Raw -101650.431625 + Penalty 2693.464533 = -98956.967092 nChanged 13 SP:Iteration 15Q (1979.749115 sec): 3 clusters Score: Raw -101657.215138 + Penalty 2693.464533 = -98963.750605 nChanged 6 SP:Iteration 16Q (1979.860310 sec): 3 clusters Score: Raw -101659.722566 + Penalty 2693.464533 = -98966.258033 nChanged 3 SP:Iteration 17Q (1979.968859 sec): 3 clusters Score: Raw -101660.824460 + Penalty 2693.464533 = -98967.359927 nChanged 1 SP:Iteration 18Q (1980.049649 sec): 3 clusters Score: Raw -101661.307113 + Penalty 2693.464533 = -98967.842579 nChanged 0 SP:Iteration 19F (1980.140607 sec): 3 clusters Score: Raw -101661.307113 + Penalty 2693.464533 = -98967.842579 nChanged 0 Trying to split cluster 15 (7132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1980.224182 sec): 2 clusters Score: Raw -493580.718223 + Penalty 1557.096895 = -492023.621329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1980.322305 sec): 3 clusters Score: Raw -489709.622206 + Penalty 3114.193790 = -486595.428416 nChanged 3003 SP:Iteration 1F (1980.453542 sec): 3 clusters Score: Raw -491421.361311 + Penalty 3114.193790 = -488307.167522 nChanged 515 SP:Iteration 2F (1980.554947 sec): 3 clusters Score: Raw -491734.159374 + Penalty 3114.193790 = -488619.965585 nChanged 471 SP:Iteration 3F (1980.684379 sec): 3 clusters Score: Raw -492026.245034 + Penalty 3114.193790 = -488912.051244 nChanged 379 SP:Iteration 4F (1980.791605 sec): 3 clusters Score: Raw -492242.390515 + Penalty 3114.193790 = -489128.196725 nChanged 327 SP:Iteration 5Q (1980.922959 sec): 3 clusters Score: Raw -492421.663135 + Penalty 3114.193790 = -489307.469346 nChanged 285 SP:Iteration 6Q (1981.033622 sec): 3 clusters Score: Raw -492563.399618 + Penalty 3114.193790 = -489449.205828 nChanged 266 SP:Iteration 7Q (1981.142168 sec): 3 clusters Score: Raw -492694.344671 + Penalty 3114.193790 = -489580.150881 nChanged 223 SP:Iteration 8Q (1981.289020 sec): 3 clusters Score: Raw -492806.953715 + Penalty 3114.193790 = -489692.759926 nChanged 211 SP:Iteration 9Q (1981.383263 sec): 3 clusters Score: Raw -492906.990826 + Penalty 3114.193790 = -489792.797036 nChanged 181 SP:Iteration 10Q (1981.516014 sec): 3 clusters Score: Raw -492983.908422 + Penalty 3114.193790 = -489869.714632 nChanged 166 SP:Iteration 11Q (1981.627898 sec): 3 clusters Score: Raw -493052.526410 + Penalty 3114.193790 = -489938.332620 nChanged 147 SP:Iteration 12Q (1981.732062 sec): 3 clusters Score: Raw -493112.997973 + Penalty 3114.193790 = -489998.804183 nChanged 123 SP:Iteration 13Q (1981.850634 sec): 3 clusters Score: Raw -493156.335135 + Penalty 3114.193790 = -490042.141345 nChanged 102 SP:Iteration 14Q (1981.967592 sec): 3 clusters Score: Raw -493191.046592 + Penalty 3114.193790 = -490076.852802 nChanged 89 SP:Iteration 15Q (1982.079632 sec): 3 clusters Score: Raw -493220.467890 + Penalty 3114.193790 = -490106.274100 nChanged 82 SP:Iteration 16Q (1982.191245 sec): 3 clusters Score: Raw -493244.805293 + Penalty 3114.193790 = -490130.611503 nChanged 65 SP:Iteration 17Q (1982.298255 sec): 3 clusters Score: Raw -493263.725665 + Penalty 3114.193790 = -490149.531875 nChanged 56 SP:Iteration 18Q (1982.408055 sec): 3 clusters Score: Raw -493284.977365 + Penalty 3114.193790 = -490170.783575 nChanged 61 SP:Iteration 19Q (1982.514607 sec): 3 clusters Score: Raw -493307.745156 + Penalty 3114.193790 = -490193.551367 nChanged 62 SP:Iteration 20F (1982.639451 sec): 3 clusters Score: Raw -493330.447616 + Penalty 3114.193790 = -490216.253826 nChanged 62 SP:Iteration 21Q (1982.756722 sec): 3 clusters Score: Raw -493351.901607 + Penalty 3114.193790 = -490237.707817 nChanged 51 SP:Iteration 22Q (1982.861567 sec): 3 clusters Score: Raw -493365.332013 + Penalty 3114.193790 = -490251.138223 nChanged 40 SP:Iteration 23Q (1982.977021 sec): 3 clusters Score: Raw -493374.695326 + Penalty 3114.193790 = -490260.501536 nChanged 37 SP:Iteration 24Q (1983.086236 sec): 3 clusters Score: Raw -493383.697342 + Penalty 3114.193790 = -490269.503552 nChanged 27 SP:Iteration 25Q (1983.208492 sec): 3 clusters Score: Raw -493389.640251 + Penalty 3114.193790 = -490275.446461 nChanged 23 SP:Iteration 26Q (1983.320178 sec): 3 clusters Score: Raw -493394.248016 + Penalty 3114.193790 = -490280.054226 nChanged 14 SP:Iteration 27Q (1983.428168 sec): 3 clusters Score: Raw -493396.859129 + Penalty 3114.193790 = -490282.665340 nChanged 11 SP:Iteration 28Q (1983.531531 sec): 3 clusters Score: Raw -493398.719300 + Penalty 3114.193790 = -490284.525510 nChanged 9 SP:Iteration 29Q (1983.641864 sec): 3 clusters Score: Raw -493400.938139 + Penalty 3114.193790 = -490286.744349 nChanged 12 SP:Iteration 30Q (1983.783397 sec): 3 clusters Score: Raw -493403.614761 + Penalty 3114.193790 = -490289.420971 nChanged 11 SP:Iteration 31Q (1983.905671 sec): 3 clusters Score: Raw -493405.539121 + Penalty 3114.193790 = -490291.345331 nChanged 11 SP:Iteration 32Q (1984.035802 sec): 3 clusters Score: Raw -493407.860982 + Penalty 3114.193790 = -490293.667192 nChanged 15 SP:Iteration 33Q (1984.172153 sec): 3 clusters Score: Raw -493410.642374 + Penalty 3114.193790 = -490296.448584 nChanged 8 SP:Iteration 34Q (1984.278085 sec): 3 clusters Score: Raw -493412.178327 + Penalty 3114.193790 = -490297.984537 nChanged 6 SP:Iteration 35Q (1984.427060 sec): 3 clusters Score: Raw -493413.258312 + Penalty 3114.193790 = -490299.064522 nChanged 5 SP:Iteration 36Q (1984.488685 sec): 3 clusters Score: Raw -493414.021710 + Penalty 3114.193790 = -490299.827920 nChanged 6 SP:Iteration 37Q (1984.633610 sec): 3 clusters Score: Raw -493414.809968 + Penalty 3114.193790 = -490300.616179 nChanged 4 SP:Iteration 38Q (1984.761519 sec): 3 clusters Score: Raw -493415.272402 + Penalty 3114.193790 = -490301.078613 nChanged 4 SP:Iteration 39Q (1984.864030 sec): 3 clusters Score: Raw -493415.978102 + Penalty 3114.193790 = -490301.784312 nChanged 9 SP:Iteration 40F (1984.971664 sec): 3 clusters Score: Raw -493417.048095 + Penalty 3114.193790 = -490302.854306 nChanged 11 SP:Iteration 41Q (1985.093885 sec): 3 clusters Score: Raw -493418.817531 + Penalty 3114.193790 = -490304.623742 nChanged 6 SP:Iteration 42Q (1985.186395 sec): 3 clusters Score: Raw -493419.713185 + Penalty 3114.193790 = -490305.519395 nChanged 6 SP:Iteration 43Q (1985.299182 sec): 3 clusters Score: Raw -493420.650412 + Penalty 3114.193790 = -490306.456622 nChanged 10 SP:Iteration 44Q (1985.432181 sec): 3 clusters Score: Raw -493422.184169 + Penalty 3114.193790 = -490307.990379 nChanged 8 SP:Iteration 45Q (1985.523197 sec): 3 clusters Score: Raw -493423.455258 + Penalty 3114.193790 = -490309.261468 nChanged 7 SP:Iteration 46Q (1985.658017 sec): 3 clusters Score: Raw -493424.964658 + Penalty 3114.193790 = -490310.770868 nChanged 10 SP:Iteration 47Q (1985.767690 sec): 3 clusters Score: Raw -493427.069530 + Penalty 3114.193790 = -490312.875740 nChanged 11 SP:Iteration 48Q (1985.877270 sec): 3 clusters Score: Raw -493429.290180 + Penalty 3114.193790 = -490315.096390 nChanged 15 SP:Iteration 49Q (1985.994375 sec): 3 clusters Score: Raw -493431.490376 + Penalty 3114.193790 = -490317.296587 nChanged 12 SP:Iteration 50Q (1986.084983 sec): 3 clusters Score: Raw -493433.190964 + Penalty 3114.193790 = -490318.997174 nChanged 10 SP:Iteration 51Q (1986.225307 sec): 3 clusters Score: Raw -493435.245510 + Penalty 3114.193790 = -490321.051720 nChanged 12 SP:Iteration 52Q (1986.320949 sec): 3 clusters Score: Raw -493438.457368 + Penalty 3114.193790 = -490324.263578 nChanged 14 SP:Iteration 53Q (1986.435088 sec): 3 clusters Score: Raw -493442.211387 + Penalty 3114.193790 = -490328.017597 nChanged 10 SP:Iteration 54Q (1986.576703 sec): 3 clusters Score: Raw -493444.698906 + Penalty 3114.193790 = -490330.505117 nChanged 13 SP:Iteration 55Q (1986.685880 sec): 3 clusters Score: Raw -493448.773049 + Penalty 3114.193790 = -490334.579260 nChanged 14 SP:Iteration 56Q (1986.792339 sec): 3 clusters Score: Raw -493453.451540 + Penalty 3114.193790 = -490339.257750 nChanged 21 SP:Iteration 57Q (1986.913493 sec): 3 clusters Score: Raw -493460.390564 + Penalty 3114.193790 = -490346.196775 nChanged 25 SP:Iteration 58Q (1987.032046 sec): 3 clusters Score: Raw -493467.070468 + Penalty 3114.193790 = -490352.876678 nChanged 24 SP:Iteration 59Q (1987.174896 sec): 3 clusters Score: Raw -493474.079465 + Penalty 3114.193790 = -490359.885676 nChanged 24 SP:Iteration 60F (1987.292893 sec): 3 clusters Score: Raw -493481.452029 + Penalty 3114.193790 = -490367.258239 nChanged 23 SP:Iteration 61Q (1987.413813 sec): 3 clusters Score: Raw -493488.030605 + Penalty 3114.193790 = -490373.836815 nChanged 23 SP:Iteration 62Q (1987.498645 sec): 3 clusters Score: Raw -493494.254188 + Penalty 3114.193790 = -490380.060398 nChanged 26 SP:Iteration 63Q (1987.615329 sec): 3 clusters Score: Raw -493501.109299 + Penalty 3114.193790 = -490386.915510 nChanged 30 SP:Iteration 64Q (1987.759013 sec): 3 clusters Score: Raw -493509.237391 + Penalty 3114.193790 = -490395.043602 nChanged 23 SP:Iteration 65Q (1987.844830 sec): 3 clusters Score: Raw -493515.000021 + Penalty 3114.193790 = -490400.806232 nChanged 23 SP:Iteration 66Q (1987.964456 sec): 3 clusters Score: Raw -493522.378300 + Penalty 3114.193790 = -490408.184510 nChanged 24 SP:Iteration 67Q (1988.064615 sec): 3 clusters Score: Raw -493528.153608 + Penalty 3114.193790 = -490413.959818 nChanged 22 SP:Iteration 68Q (1988.160795 sec): 3 clusters Score: Raw -493534.784037 + Penalty 3114.193790 = -490420.590248 nChanged 25 SP:Iteration 69Q (1988.255464 sec): 3 clusters Score: Raw -493542.208290 + Penalty 3114.193790 = -490428.014500 nChanged 25 SP:Iteration 70Q (1988.347279 sec): 3 clusters Score: Raw -493548.966814 + Penalty 3114.193790 = -490434.773024 nChanged 23 SP:Iteration 71Q (1988.445944 sec): 3 clusters Score: Raw -493554.127016 + Penalty 3114.193790 = -490439.933226 nChanged 25 SP:Iteration 72Q (1988.555345 sec): 3 clusters Score: Raw -493561.630024 + Penalty 3114.193790 = -490447.436235 nChanged 31 SP:Iteration 73Q (1988.664604 sec): 3 clusters Score: Raw -493571.717231 + Penalty 3114.193790 = -490457.523442 nChanged 39 SP:Iteration 74Q (1988.752113 sec): 3 clusters Score: Raw -493583.137912 + Penalty 3114.193790 = -490468.944122 nChanged 32 SP:Iteration 75Q (1988.850823 sec): 3 clusters Score: Raw -493594.037019 + Penalty 3114.193790 = -490479.843229 nChanged 33 SP:Iteration 76Q (1988.964059 sec): 3 clusters Score: Raw -493609.147898 + Penalty 3114.193790 = -490494.954109 nChanged 41 SP:Iteration 77Q (1989.076626 sec): 3 clusters Score: Raw -493630.624162 + Penalty 3114.193790 = -490516.430372 nChanged 38 SP:Iteration 78Q (1989.169977 sec): 3 clusters Score: Raw -493645.394039 + Penalty 3114.193790 = -490531.200250 nChanged 33 SP:Iteration 79Q (1989.271138 sec): 3 clusters Score: Raw -493657.640116 + Penalty 3114.193790 = -490543.446326 nChanged 29 SP:Iteration 80F (1989.378921 sec): 3 clusters Score: Raw -493668.336814 + Penalty 3114.193790 = -490554.143025 nChanged 30 SP:Iteration 81Q (1989.473174 sec): 3 clusters Score: Raw -493679.664584 + Penalty 3114.193790 = -490565.470794 nChanged 33 SP:Iteration 82Q (1989.561166 sec): 3 clusters Score: Raw -493690.854148 + Penalty 3114.193790 = -490576.660358 nChanged 27 SP:Iteration 83Q (1989.661875 sec): 3 clusters Score: Raw -493700.389592 + Penalty 3114.193790 = -490586.195802 nChanged 28 SP:Iteration 84Q (1989.757052 sec): 3 clusters Score: Raw -493711.383381 + Penalty 3114.193790 = -490597.189592 nChanged 23 SP:Iteration 85Q (1989.841945 sec): 3 clusters Score: Raw -493720.185300 + Penalty 3114.193790 = -490605.991511 nChanged 22 SP:Iteration 86Q (1989.911209 sec): 3 clusters Score: Raw -493728.637836 + Penalty 3114.193790 = -490614.444046 nChanged 20 SP:Iteration 87Q (1990.020936 sec): 3 clusters Score: Raw -493734.624536 + Penalty 3114.193790 = -490620.430746 nChanged 14 SP:Iteration 88Q (1990.098774 sec): 3 clusters Score: Raw -493737.917524 + Penalty 3114.193790 = -490623.723734 nChanged 14 SP:Iteration 89Q (1990.206448 sec): 3 clusters Score: Raw -493741.283972 + Penalty 3114.193790 = -490627.090182 nChanged 7 SP:Iteration 90Q (1990.291406 sec): 3 clusters Score: Raw -493742.929330 + Penalty 3114.193790 = -490628.735540 nChanged 6 SP:Iteration 91Q (1990.398419 sec): 3 clusters Score: Raw -493744.566755 + Penalty 3114.193790 = -490630.372965 nChanged 7 SP:Iteration 92Q (1990.467657 sec): 3 clusters Score: Raw -493746.076497 + Penalty 3114.193790 = -490631.882708 nChanged 2 SP:Iteration 93Q (1990.576222 sec): 3 clusters Score: Raw -493746.797938 + Penalty 3114.193790 = -490632.604149 nChanged 7 SP:Iteration 94Q (1990.675425 sec): 3 clusters Score: Raw -493749.459437 + Penalty 3114.193790 = -490635.265647 nChanged 3 SP:Iteration 95Q (1990.752831 sec): 3 clusters Score: Raw -493750.803578 + Penalty 3114.193790 = -490636.609789 nChanged 5 SP:Iteration 96Q (1990.861374 sec): 3 clusters Score: Raw -493753.246954 + Penalty 3114.193790 = -490639.053164 nChanged 13 SP:Iteration 97Q (1990.953604 sec): 3 clusters Score: Raw -493759.626322 + Penalty 3114.193790 = -490645.432532 nChanged 14 SP:Iteration 98Q (1991.049675 sec): 3 clusters Score: Raw -493765.222142 + Penalty 3114.193790 = -490651.028353 nChanged 16 SP:Iteration 99Q (1991.145304 sec): 3 clusters Score: Raw -493770.950242 + Penalty 3114.193790 = -490656.756452 nChanged 11 SP:Iteration 100F (1991.227660 sec): 3 clusters Score: Raw -493774.026630 + Penalty 3114.193790 = -490659.832840 nChanged 7 SP:Iteration 101Q (1991.299000 sec): 3 clusters Score: Raw -493775.991266 + Penalty 3114.193790 = -490661.797476 nChanged 4 SP:Iteration 102Q (1991.383031 sec): 3 clusters Score: Raw -493776.933266 + Penalty 3114.193790 = -490662.739476 nChanged 1 SP:Iteration 103Q (1991.473113 sec): 3 clusters Score: Raw -493777.081974 + Penalty 3114.193790 = -490662.888184 nChanged 0 SP:Iteration 104F (1991.567775 sec): 3 clusters Score: Raw -493777.081974 + Penalty 3114.193790 = -490662.888184 nChanged 0 Trying to split cluster 16 (4098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1991.618946 sec): 2 clusters Score: Raw -211570.715471 + Penalty 1459.853635 = -210110.861837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1991.731069 sec): 3 clusters Score: Raw -209587.105590 + Penalty 2919.707269 = -206667.398321 nChanged 1617 SP:Iteration 1F (1991.819732 sec): 3 clusters Score: Raw -210719.388789 + Penalty 2919.707269 = -207799.681520 nChanged 449 SP:Iteration 2F (1991.919183 sec): 3 clusters Score: Raw -211245.317425 + Penalty 2919.707269 = -208325.610155 nChanged 382 SP:Iteration 3F (1992.012505 sec): 3 clusters Score: Raw -211725.565183 + Penalty 2919.707269 = -208805.857913 nChanged 293 SP:Iteration 4F (1992.087539 sec): 3 clusters Score: Raw -212086.384066 + Penalty 2919.707269 = -209166.676797 nChanged 244 SP:Iteration 5F (1992.181742 sec): 3 clusters Score: Raw -212352.758938 + Penalty 2919.707269 = -209433.051668 nChanged 192 SP:Iteration 6Q (1992.276225 sec): 3 clusters Score: Raw -212568.588050 + Penalty 2919.707269 = -209648.880781 nChanged 153 SP:Iteration 7Q (1992.368927 sec): 3 clusters Score: Raw -212740.676252 + Penalty 2919.707269 = -209820.968982 nChanged 136 SP:Iteration 8Q (1992.483290 sec): 3 clusters Score: Raw -212883.678043 + Penalty 2919.707269 = -209963.970774 nChanged 90 SP:Iteration 9Q (1992.570640 sec): 3 clusters Score: Raw -212968.642709 + Penalty 2919.707269 = -210048.935439 nChanged 70 SP:Iteration 10Q (1992.664759 sec): 3 clusters Score: Raw -213033.419052 + Penalty 2919.707269 = -210113.711783 nChanged 49 SP:Iteration 11Q (1992.739450 sec): 3 clusters Score: Raw -213073.496630 + Penalty 2919.707269 = -210153.789361 nChanged 29 SP:Iteration 12Q (1992.835321 sec): 3 clusters Score: Raw -213088.635605 + Penalty 2919.707269 = -210168.928335 nChanged 13 SP:Iteration 13Q (1992.924522 sec): 3 clusters Score: Raw -213094.869280 + Penalty 2919.707269 = -210175.162010 nChanged 10 SP:Iteration 14Q (1993.040648 sec): 3 clusters Score: Raw -213097.032433 + Penalty 2919.707269 = -210177.325164 nChanged 2 SP:Iteration 15Q (1993.113664 sec): 3 clusters Score: Raw -213097.397692 + Penalty 2919.707269 = -210177.690423 nChanged 0 SP:Iteration 16F (1993.226279 sec): 3 clusters Score: Raw -213097.397692 + Penalty 2919.707269 = -210177.690423 nChanged 0 Score: Raw -11989089.754856 + Penalty 77209.106974 = -11911880.647882 Splitting cluster 16 changes total score from -11912496.214039 to -11911880.647882 So it's not getting split. Trying to split cluster 17 (6196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2000.097828 sec): 2 clusters Score: Raw -358745.764785 + Penalty 1532.406190 = -357213.358595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2000.166499 sec): 3 clusters Score: Raw -355500.859162 + Penalty 3064.812380 = -352436.046782 nChanged 2529 SP:Iteration 1F (2000.283796 sec): 3 clusters Score: Raw -356925.479657 + Penalty 3064.812380 = -353860.667277 nChanged 444 SP:Iteration 2F (2000.361632 sec): 3 clusters Score: Raw -357171.961863 + Penalty 3064.812380 = -354107.149483 nChanged 381 SP:Iteration 3F (2000.481301 sec): 3 clusters Score: Raw -357395.563812 + Penalty 3064.812380 = -354330.751432 nChanged 353 SP:Iteration 4F (2000.563918 sec): 3 clusters Score: Raw -357614.661321 + Penalty 3064.812380 = -354549.848941 nChanged 326 SP:Iteration 5F (2000.643518 sec): 3 clusters Score: Raw -357827.894628 + Penalty 3064.812380 = -354763.082248 nChanged 328 SP:Iteration 6F (2000.742810 sec): 3 clusters Score: Raw -358069.076117 + Penalty 3064.812380 = -355004.263737 nChanged 296 SP:Iteration 7Q (2000.800566 sec): 3 clusters Score: Raw -358285.887171 + Penalty 3064.812380 = -355221.074791 nChanged 269 SP:Iteration 8Q (2000.837286 sec): 3 clusters Score: Raw -358505.248978 + Penalty 3064.812380 = -355440.436598 nChanged 212 SP:Iteration 9Q (2000.873765 sec): 3 clusters Score: Raw -358679.701682 + Penalty 3064.812380 = -355614.889302 nChanged 171 SP:Iteration 10Q (2000.910308 sec): 3 clusters Score: Raw -358818.098058 + Penalty 3064.812380 = -355753.285678 nChanged 147 SP:Iteration 11Q (2000.946785 sec): 3 clusters Score: Raw -358941.164972 + Penalty 3064.812380 = -355876.352592 nChanged 151 SP:Iteration 12Q (2000.982988 sec): 3 clusters Score: Raw -359069.901239 + Penalty 3064.812380 = -356005.088860 nChanged 124 SP:Iteration 13Q (2001.019102 sec): 3 clusters Score: Raw -359160.422355 + Penalty 3064.812380 = -356095.609975 nChanged 92 SP:Iteration 14Q (2001.076926 sec): 3 clusters Score: Raw -359230.747031 + Penalty 3064.812380 = -356165.934651 nChanged 75 SP:Iteration 15Q (2001.112892 sec): 3 clusters Score: Raw -359272.613253 + Penalty 3064.812380 = -356207.800874 nChanged 60 SP:Iteration 16Q (2001.148623 sec): 3 clusters Score: Raw -359297.853371 + Penalty 3064.812380 = -356233.040992 nChanged 39 SP:Iteration 17Q (2001.266062 sec): 3 clusters Score: Raw -359314.887285 + Penalty 3064.812380 = -356250.074905 nChanged 32 SP:Iteration 18Q (2001.345391 sec): 3 clusters Score: Raw -359329.559188 + Penalty 3064.812380 = -356264.746808 nChanged 28 SP:Iteration 19Q (2001.464345 sec): 3 clusters Score: Raw -359344.464308 + Penalty 3064.812380 = -356279.651929 nChanged 40 SP:Iteration 20F (2001.543459 sec): 3 clusters Score: Raw -359363.831423 + Penalty 3064.812380 = -356299.019044 nChanged 41 SP:Iteration 21Q (2001.663185 sec): 3 clusters Score: Raw -359389.734684 + Penalty 3064.812380 = -356324.922305 nChanged 47 SP:Iteration 22Q (2001.762365 sec): 3 clusters Score: Raw -359417.230620 + Penalty 3064.812380 = -356352.418241 nChanged 44 SP:Iteration 23Q (2001.841334 sec): 3 clusters Score: Raw -359437.523744 + Penalty 3064.812380 = -356372.711364 nChanged 32 SP:Iteration 24Q (2001.959530 sec): 3 clusters Score: Raw -359452.887808 + Penalty 3064.812380 = -356388.075428 nChanged 32 SP:Iteration 25Q (2002.058759 sec): 3 clusters Score: Raw -359464.030139 + Penalty 3064.812380 = -356399.217759 nChanged 25 SP:Iteration 26Q (2002.138207 sec): 3 clusters Score: Raw -359474.264142 + Penalty 3064.812380 = -356409.451762 nChanged 23 SP:Iteration 27Q (2002.235412 sec): 3 clusters Score: Raw -359482.311164 + Penalty 3064.812380 = -356417.498785 nChanged 11 SP:Iteration 28Q (2002.332293 sec): 3 clusters Score: Raw -359486.409752 + Penalty 3064.812380 = -356421.597372 nChanged 11 SP:Iteration 29Q (2002.441072 sec): 3 clusters Score: Raw -359489.608840 + Penalty 3064.812380 = -356424.796460 nChanged 8 SP:Iteration 30Q (2002.525933 sec): 3 clusters Score: Raw -359492.723714 + Penalty 3064.812380 = -356427.911334 nChanged 7 SP:Iteration 31Q (2002.600419 sec): 3 clusters Score: Raw -359496.926200 + Penalty 3064.812380 = -356432.113820 nChanged 8 SP:Iteration 32Q (2002.675259 sec): 3 clusters Score: Raw -359500.658431 + Penalty 3064.812380 = -356435.846051 nChanged 9 SP:Iteration 33Q (2002.775647 sec): 3 clusters Score: Raw -359505.213762 + Penalty 3064.812380 = -356440.401382 nChanged 4 SP:Iteration 34Q (2002.862138 sec): 3 clusters Score: Raw -359506.978803 + Penalty 3064.812380 = -356442.166423 nChanged 6 SP:Iteration 35Q (2002.935978 sec): 3 clusters Score: Raw -359508.608895 + Penalty 3064.812380 = -356443.796515 nChanged 6 SP:Iteration 36Q (2003.042675 sec): 3 clusters Score: Raw -359510.329503 + Penalty 3064.812380 = -356445.517123 nChanged 5 SP:Iteration 37Q (2003.136694 sec): 3 clusters Score: Raw -359512.148569 + Penalty 3064.812380 = -356447.336189 nChanged 3 SP:Iteration 38Q (2003.233524 sec): 3 clusters Score: Raw -359513.236726 + Penalty 3064.812380 = -356448.424346 nChanged 2 SP:Iteration 39Q (2003.323852 sec): 3 clusters Score: Raw -359513.667459 + Penalty 3064.812380 = -356448.855079 nChanged 2 SP:Iteration 40F (2003.404569 sec): 3 clusters Score: Raw -359514.116141 + Penalty 3064.812380 = -356449.303761 nChanged 0 Trying to split cluster 18 (1536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2003.470352 sec): 2 clusters Score: Raw -75105.035747 + Penalty 1287.632428 = -73817.403319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2003.535645 sec): 3 clusters Score: Raw -74536.275403 + Penalty 2575.264857 = -71961.010546 nChanged 524 SP:Iteration 1F (2003.618993 sec): 3 clusters Score: Raw -75042.984557 + Penalty 2575.264857 = -72467.719701 nChanged 143 SP:Iteration 2F (2003.717168 sec): 3 clusters Score: Raw -75253.894926 + Penalty 2575.264857 = -72678.630070 nChanged 117 SP:Iteration 3F (2003.807489 sec): 3 clusters Score: Raw -75466.350404 + Penalty 2575.264857 = -72891.085548 nChanged 101 SP:Iteration 4F (2003.890193 sec): 3 clusters Score: Raw -75667.603506 + Penalty 2575.264857 = -73092.338649 nChanged 90 SP:Iteration 5F (2003.958418 sec): 3 clusters Score: Raw -75837.595021 + Penalty 2575.264857 = -73262.330164 nChanged 67 SP:Iteration 6Q (2004.058744 sec): 3 clusters Score: Raw -75943.080378 + Penalty 2575.264857 = -73367.815522 nChanged 38 SP:Iteration 7Q (2004.148862 sec): 3 clusters Score: Raw -75995.478268 + Penalty 2575.264857 = -73420.213411 nChanged 35 SP:Iteration 8Q (2004.222947 sec): 3 clusters Score: Raw -76039.791280 + Penalty 2575.264857 = -73464.526424 nChanged 22 SP:Iteration 9Q (2004.289836 sec): 3 clusters Score: Raw -76071.339362 + Penalty 2575.264857 = -73496.074506 nChanged 21 SP:Iteration 10Q (2004.365867 sec): 3 clusters Score: Raw -76101.906137 + Penalty 2575.264857 = -73526.641280 nChanged 24 SP:Iteration 11Q (2004.471640 sec): 3 clusters Score: Raw -76127.400174 + Penalty 2575.264857 = -73552.135317 nChanged 16 SP:Iteration 12Q (2004.555369 sec): 3 clusters Score: Raw -76152.664495 + Penalty 2575.264857 = -73577.399638 nChanged 21 SP:Iteration 13Q (2004.620976 sec): 3 clusters Score: Raw -76179.386919 + Penalty 2575.264857 = -73604.122062 nChanged 18 SP:Iteration 14Q (2004.691998 sec): 3 clusters Score: Raw -76203.200153 + Penalty 2575.264857 = -73627.935297 nChanged 15 SP:Iteration 15Q (2004.767894 sec): 3 clusters Score: Raw -76220.177084 + Penalty 2575.264857 = -73644.912227 nChanged 18 SP:Iteration 16Q (2004.855367 sec): 3 clusters Score: Raw -76242.386188 + Penalty 2575.264857 = -73667.121331 nChanged 15 SP:Iteration 17Q (2004.934513 sec): 3 clusters Score: Raw -76255.060692 + Penalty 2575.264857 = -73679.795835 nChanged 5 SP:Iteration 18Q (2005.013611 sec): 3 clusters Score: Raw -76257.751886 + Penalty 2575.264857 = -73682.487029 nChanged 2 SP:Iteration 19Q (2005.104046 sec): 3 clusters Score: Raw -76258.643198 + Penalty 2575.264857 = -73683.378341 nChanged 3 SP:Iteration 20F (2005.189810 sec): 3 clusters Score: Raw -76260.104051 + Penalty 2575.264857 = -73684.839195 nChanged 1 SP:Iteration 21Q (2005.276104 sec): 3 clusters Score: Raw -76260.782031 + Penalty 2575.264857 = -73685.517174 nChanged 0 SP:Iteration 22F (2005.363931 sec): 3 clusters Score: Raw -76260.782031 + Penalty 2575.264857 = -73685.517174 nChanged 0 Trying to split cluster 19 (7868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2005.428868 sec): 2 clusters Score: Raw -444157.494794 + Penalty 1574.333136 = -442583.161658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2005.522305 sec): 3 clusters Score: Raw -439902.883123 + Penalty 3148.666272 = -436754.216851 nChanged 3236 SP:Iteration 1F (2005.617429 sec): 3 clusters Score: Raw -441807.473282 + Penalty 3148.666272 = -438658.807010 nChanged 575 SP:Iteration 2F (2005.694512 sec): 3 clusters Score: Raw -442147.153962 + Penalty 3148.666272 = -438998.487690 nChanged 489 SP:Iteration 3F (2005.788774 sec): 3 clusters Score: Raw -442431.613897 + Penalty 3148.666272 = -439282.947625 nChanged 434 SP:Iteration 4F (2005.894571 sec): 3 clusters Score: Raw -442697.155471 + Penalty 3148.666272 = -439548.489199 nChanged 378 SP:Iteration 5Q (2006.009415 sec): 3 clusters Score: Raw -442936.654580 + Penalty 3148.666272 = -439787.988308 nChanged 362 SP:Iteration 6Q (2006.141450 sec): 3 clusters Score: Raw -443170.277605 + Penalty 3148.666272 = -440021.611333 nChanged 350 SP:Iteration 7Q (2006.234753 sec): 3 clusters Score: Raw -443359.005353 + Penalty 3148.666272 = -440210.339081 nChanged 287 SP:Iteration 8Q (2006.382012 sec): 3 clusters Score: Raw -443517.370240 + Penalty 3148.666272 = -440368.703968 nChanged 253 SP:Iteration 9Q (2006.495644 sec): 3 clusters Score: Raw -443659.848505 + Penalty 3148.666272 = -440511.182233 nChanged 219 SP:Iteration 10Q (2006.624571 sec): 3 clusters Score: Raw -443766.823626 + Penalty 3148.666272 = -440618.157354 nChanged 196 SP:Iteration 11Q (2006.727578 sec): 3 clusters Score: Raw -443851.305436 + Penalty 3148.666272 = -440702.639164 nChanged 139 SP:Iteration 12Q (2006.863575 sec): 3 clusters Score: Raw -443910.420335 + Penalty 3148.666272 = -440761.754063 nChanged 129 SP:Iteration 13Q (2006.990444 sec): 3 clusters Score: Raw -443972.145427 + Penalty 3148.666272 = -440823.479155 nChanged 131 SP:Iteration 14Q (2007.117035 sec): 3 clusters Score: Raw -444033.946886 + Penalty 3148.666272 = -440885.280614 nChanged 123 SP:Iteration 15Q (2007.234332 sec): 3 clusters Score: Raw -444086.526395 + Penalty 3148.666272 = -440937.860123 nChanged 115 SP:Iteration 16Q (2007.331933 sec): 3 clusters Score: Raw -444134.839770 + Penalty 3148.666272 = -440986.173498 nChanged 118 SP:Iteration 17Q (2007.493449 sec): 3 clusters Score: Raw -444180.790743 + Penalty 3148.666272 = -441032.124471 nChanged 111 SP:Iteration 18Q (2007.618898 sec): 3 clusters Score: Raw -444230.120736 + Penalty 3148.666272 = -441081.454464 nChanged 102 SP:Iteration 19Q (2007.741504 sec): 3 clusters Score: Raw -444284.844782 + Penalty 3148.666272 = -441136.178510 nChanged 105 SP:Iteration 20F (2007.872298 sec): 3 clusters Score: Raw -444334.611025 + Penalty 3148.666272 = -441185.944753 nChanged 94 SP:Iteration 21Q (2007.985984 sec): 3 clusters Score: Raw -444370.579792 + Penalty 3148.666272 = -441221.913520 nChanged 87 SP:Iteration 22Q (2008.096222 sec): 3 clusters Score: Raw -444405.882494 + Penalty 3148.666272 = -441257.216222 nChanged 69 SP:Iteration 23Q (2008.219633 sec): 3 clusters Score: Raw -444429.846438 + Penalty 3148.666272 = -441281.180166 nChanged 55 SP:Iteration 24Q (2008.345743 sec): 3 clusters Score: Raw -444444.801274 + Penalty 3148.666272 = -441296.135002 nChanged 40 SP:Iteration 25Q (2008.436725 sec): 3 clusters Score: Raw -444456.058009 + Penalty 3148.666272 = -441307.391737 nChanged 34 SP:Iteration 26Q (2008.574742 sec): 3 clusters Score: Raw -444465.433052 + Penalty 3148.666272 = -441316.766780 nChanged 27 SP:Iteration 27Q (2008.679605 sec): 3 clusters Score: Raw -444474.623065 + Penalty 3148.666272 = -441325.956793 nChanged 30 SP:Iteration 28Q (2008.804714 sec): 3 clusters Score: Raw -444485.021387 + Penalty 3148.666272 = -441336.355115 nChanged 29 SP:Iteration 29Q (2008.924656 sec): 3 clusters Score: Raw -444493.820944 + Penalty 3148.666272 = -441345.154672 nChanged 35 SP:Iteration 30Q (2009.037741 sec): 3 clusters Score: Raw -444501.833363 + Penalty 3148.666272 = -441353.167091 nChanged 21 SP:Iteration 31Q (2009.167394 sec): 3 clusters Score: Raw -444506.770331 + Penalty 3148.666272 = -441358.104059 nChanged 24 SP:Iteration 32Q (2009.259788 sec): 3 clusters Score: Raw -444512.432710 + Penalty 3148.666272 = -441363.766438 nChanged 21 SP:Iteration 33Q (2009.378151 sec): 3 clusters Score: Raw -444517.445098 + Penalty 3148.666272 = -441368.778826 nChanged 25 SP:Iteration 34Q (2009.490411 sec): 3 clusters Score: Raw -444524.196182 + Penalty 3148.666272 = -441375.529910 nChanged 20 SP:Iteration 35Q (2009.609422 sec): 3 clusters Score: Raw -444528.522974 + Penalty 3148.666272 = -441379.856702 nChanged 26 SP:Iteration 36Q (2009.731495 sec): 3 clusters Score: Raw -444533.625655 + Penalty 3148.666272 = -441384.959383 nChanged 19 SP:Iteration 37Q (2009.838020 sec): 3 clusters Score: Raw -444538.555271 + Penalty 3148.666272 = -441389.888999 nChanged 34 SP:Iteration 38Q (2009.938602 sec): 3 clusters Score: Raw -444547.190850 + Penalty 3148.666272 = -441398.524578 nChanged 28 SP:Iteration 39Q (2010.064193 sec): 3 clusters Score: Raw -444553.203738 + Penalty 3148.666272 = -441404.537466 nChanged 32 SP:Iteration 40F (2010.193770 sec): 3 clusters Score: Raw -444559.629730 + Penalty 3148.666272 = -441410.963458 nChanged 28 SP:Iteration 41Q (2010.312006 sec): 3 clusters Score: Raw -444565.568666 + Penalty 3148.666272 = -441416.902394 nChanged 20 SP:Iteration 42Q (2010.426911 sec): 3 clusters Score: Raw -444569.263610 + Penalty 3148.666272 = -441420.597338 nChanged 19 SP:Iteration 43Q (2010.545690 sec): 3 clusters Score: Raw -444573.618792 + Penalty 3148.666272 = -441424.952520 nChanged 17 SP:Iteration 44Q (2010.666733 sec): 3 clusters Score: Raw -444577.911707 + Penalty 3148.666272 = -441429.245435 nChanged 24 SP:Iteration 45Q (2010.771557 sec): 3 clusters Score: Raw -444582.213797 + Penalty 3148.666272 = -441433.547525 nChanged 26 SP:Iteration 46Q (2010.889044 sec): 3 clusters Score: Raw -444589.571942 + Penalty 3148.666272 = -441440.905670 nChanged 29 SP:Iteration 47Q (2011.017993 sec): 3 clusters Score: Raw -444598.266598 + Penalty 3148.666272 = -441449.600326 nChanged 24 SP:Iteration 48Q (2011.138543 sec): 3 clusters Score: Raw -444604.503726 + Penalty 3148.666272 = -441455.837454 nChanged 29 SP:Iteration 49Q (2011.251127 sec): 3 clusters Score: Raw -444611.035287 + Penalty 3148.666272 = -441462.369015 nChanged 24 SP:Iteration 50Q (2011.359033 sec): 3 clusters Score: Raw -444617.037821 + Penalty 3148.666272 = -441468.371549 nChanged 29 SP:Iteration 51Q (2011.464168 sec): 3 clusters Score: Raw -444625.655561 + Penalty 3148.666272 = -441476.989289 nChanged 26 SP:Iteration 52Q (2011.579833 sec): 3 clusters Score: Raw -444635.296336 + Penalty 3148.666272 = -441486.630064 nChanged 29 SP:Iteration 53Q (2011.683429 sec): 3 clusters Score: Raw -444643.783340 + Penalty 3148.666272 = -441495.117068 nChanged 29 SP:Iteration 54Q (2011.799005 sec): 3 clusters Score: Raw -444650.345116 + Penalty 3148.666272 = -441501.678844 nChanged 26 SP:Iteration 55Q (2011.886167 sec): 3 clusters Score: Raw -444657.159710 + Penalty 3148.666272 = -441508.493438 nChanged 27 SP:Iteration 56Q (2012.020777 sec): 3 clusters Score: Raw -444665.711983 + Penalty 3148.666272 = -441517.045711 nChanged 29 SP:Iteration 57Q (2012.121938 sec): 3 clusters Score: Raw -444674.774755 + Penalty 3148.666272 = -441526.108483 nChanged 28 SP:Iteration 58Q (2012.233705 sec): 3 clusters Score: Raw -444682.506699 + Penalty 3148.666272 = -441533.840427 nChanged 35 SP:Iteration 59Q (2012.316629 sec): 3 clusters Score: Raw -444693.866386 + Penalty 3148.666272 = -441545.200114 nChanged 40 SP:Iteration 60F (2012.424455 sec): 3 clusters Score: Raw -444706.642637 + Penalty 3148.666272 = -441557.976365 nChanged 39 SP:Iteration 61Q (2012.550683 sec): 3 clusters Score: Raw -444720.193866 + Penalty 3148.666272 = -441571.527594 nChanged 35 SP:Iteration 62Q (2012.644545 sec): 3 clusters Score: Raw -444732.246740 + Penalty 3148.666272 = -441583.580468 nChanged 36 SP:Iteration 63Q (2012.755256 sec): 3 clusters Score: Raw -444743.814717 + Penalty 3148.666272 = -441595.148445 nChanged 38 SP:Iteration 64Q (2012.879435 sec): 3 clusters Score: Raw -444756.668408 + Penalty 3148.666272 = -441608.002135 nChanged 50 SP:Iteration 65Q (2012.985816 sec): 3 clusters Score: Raw -444772.374033 + Penalty 3148.666272 = -441623.707761 nChanged 38 SP:Iteration 66Q (2013.098073 sec): 3 clusters Score: Raw -444783.317361 + Penalty 3148.666272 = -441634.651089 nChanged 41 SP:Iteration 67Q (2013.195736 sec): 3 clusters Score: Raw -444797.628755 + Penalty 3148.666272 = -441648.962483 nChanged 35 SP:Iteration 68Q (2013.331332 sec): 3 clusters Score: Raw -444808.845850 + Penalty 3148.666272 = -441660.179578 nChanged 27 SP:Iteration 69Q (2013.449167 sec): 3 clusters Score: Raw -444816.624719 + Penalty 3148.666272 = -441667.958447 nChanged 26 SP:Iteration 70Q (2013.563735 sec): 3 clusters Score: Raw -444824.570752 + Penalty 3148.666272 = -441675.904480 nChanged 26 SP:Iteration 71Q (2013.676183 sec): 3 clusters Score: Raw -444832.945714 + Penalty 3148.666272 = -441684.279442 nChanged 27 SP:Iteration 72Q (2013.774933 sec): 3 clusters Score: Raw -444841.500761 + Penalty 3148.666272 = -441692.834489 nChanged 33 SP:Iteration 73Q (2013.860120 sec): 3 clusters Score: Raw -444853.717342 + Penalty 3148.666272 = -441705.051070 nChanged 29 SP:Iteration 74Q (2013.985875 sec): 3 clusters Score: Raw -444864.645530 + Penalty 3148.666272 = -441715.979258 nChanged 23 SP:Iteration 75Q (2014.080636 sec): 3 clusters Score: Raw -444873.051392 + Penalty 3148.666272 = -441724.385120 nChanged 29 SP:Iteration 76Q (2014.209607 sec): 3 clusters Score: Raw -444883.969683 + Penalty 3148.666272 = -441735.303411 nChanged 30 SP:Iteration 77Q (2014.309904 sec): 3 clusters Score: Raw -444896.385286 + Penalty 3148.666272 = -441747.719014 nChanged 29 SP:Iteration 78Q (2014.393718 sec): 3 clusters Score: Raw -444908.274314 + Penalty 3148.666272 = -441759.608042 nChanged 33 SP:Iteration 79Q (2014.529884 sec): 3 clusters Score: Raw -444920.486177 + Penalty 3148.666272 = -441771.819905 nChanged 32 SP:Iteration 80F (2014.626616 sec): 3 clusters Score: Raw -444929.764806 + Penalty 3148.666272 = -441781.098534 nChanged 30 SP:Iteration 81Q (2014.753660 sec): 3 clusters Score: Raw -444939.987565 + Penalty 3148.666272 = -441791.321293 nChanged 29 SP:Iteration 82Q (2014.871815 sec): 3 clusters Score: Raw -444953.105512 + Penalty 3148.666272 = -441804.439240 nChanged 27 SP:Iteration 83Q (2014.975899 sec): 3 clusters Score: Raw -444965.866547 + Penalty 3148.666272 = -441817.200275 nChanged 22 SP:Iteration 84Q (2015.065607 sec): 3 clusters Score: Raw -444973.456595 + Penalty 3148.666272 = -441824.790323 nChanged 22 SP:Iteration 85Q (2015.154618 sec): 3 clusters Score: Raw -444980.697163 + Penalty 3148.666272 = -441832.030891 nChanged 20 SP:Iteration 86Q (2015.234938 sec): 3 clusters Score: Raw -444985.213166 + Penalty 3148.666272 = -441836.546894 nChanged 10 SP:Iteration 87Q (2015.338294 sec): 3 clusters Score: Raw -444987.648234 + Penalty 3148.666272 = -441838.981962 nChanged 10 SP:Iteration 88Q (2015.438549 sec): 3 clusters Score: Raw -444990.388166 + Penalty 3148.666272 = -441841.721894 nChanged 8 SP:Iteration 89Q (2015.534032 sec): 3 clusters Score: Raw -444992.801067 + Penalty 3148.666272 = -441844.134795 nChanged 10 SP:Iteration 90Q (2015.630444 sec): 3 clusters Score: Raw -444995.186473 + Penalty 3148.666272 = -441846.520201 nChanged 5 SP:Iteration 91Q (2015.729698 sec): 3 clusters Score: Raw -444996.649345 + Penalty 3148.666272 = -441847.983073 nChanged 3 SP:Iteration 92Q (2015.832396 sec): 3 clusters Score: Raw -444997.485926 + Penalty 3148.666272 = -441848.819654 nChanged 2 SP:Iteration 93Q (2015.943887 sec): 3 clusters Score: Raw -444997.838650 + Penalty 3148.666272 = -441849.172378 nChanged 0 SP:Iteration 94F (2016.030504 sec): 3 clusters Score: Raw -444997.838650 + Penalty 3148.666272 = -441849.172378 nChanged 0 Trying to split cluster 20 (2805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2016.094703 sec): 2 clusters Score: Raw -176736.378661 + Penalty 1393.322373 = -175343.056289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2016.178780 sec): 3 clusters Score: Raw -175398.903276 + Penalty 2786.644745 = -172612.258530 nChanged 1097 SP:Iteration 1F (2016.264991 sec): 3 clusters Score: Raw -176151.097385 + Penalty 2786.644745 = -173364.452640 nChanged 279 SP:Iteration 2F (2016.336255 sec): 3 clusters Score: Raw -176452.765759 + Penalty 2786.644745 = -173666.121014 nChanged 230 SP:Iteration 3F (2016.438415 sec): 3 clusters Score: Raw -176702.764619 + Penalty 2786.644745 = -173916.119874 nChanged 184 SP:Iteration 4F (2016.521403 sec): 3 clusters Score: Raw -176930.040522 + Penalty 2786.644745 = -174143.395776 nChanged 144 SP:Iteration 5F (2016.583793 sec): 3 clusters Score: Raw -177099.835210 + Penalty 2786.644745 = -174313.190465 nChanged 124 SP:Iteration 6Q (2016.670443 sec): 3 clusters Score: Raw -177253.144482 + Penalty 2786.644745 = -174466.499737 nChanged 102 SP:Iteration 7Q (2016.749293 sec): 3 clusters Score: Raw -177362.473293 + Penalty 2786.644745 = -174575.828548 nChanged 90 SP:Iteration 8Q (2016.833736 sec): 3 clusters Score: Raw -177470.184978 + Penalty 2786.644745 = -174683.540233 nChanged 101 SP:Iteration 9Q (2016.918592 sec): 3 clusters Score: Raw -177589.767288 + Penalty 2786.644745 = -174803.122543 nChanged 78 SP:Iteration 10Q (2017.019849 sec): 3 clusters Score: Raw -177667.468731 + Penalty 2786.644745 = -174880.823985 nChanged 60 SP:Iteration 11Q (2017.116201 sec): 3 clusters Score: Raw -177727.610376 + Penalty 2786.644745 = -174940.965631 nChanged 59 SP:Iteration 12Q (2017.181463 sec): 3 clusters Score: Raw -177777.783238 + Penalty 2786.644745 = -174991.138493 nChanged 54 SP:Iteration 13Q (2017.275144 sec): 3 clusters Score: Raw -177813.779081 + Penalty 2786.644745 = -175027.134336 nChanged 35 SP:Iteration 14Q (2017.354340 sec): 3 clusters Score: Raw -177833.993756 + Penalty 2786.644745 = -175047.349011 nChanged 26 SP:Iteration 15Q (2017.449927 sec): 3 clusters Score: Raw -177849.065142 + Penalty 2786.644745 = -175062.420397 nChanged 17 SP:Iteration 16Q (2017.543061 sec): 3 clusters Score: Raw -177855.616279 + Penalty 2786.644745 = -175068.971533 nChanged 9 SP:Iteration 17Q (2017.610496 sec): 3 clusters Score: Raw -177858.756381 + Penalty 2786.644745 = -175072.111636 nChanged 4 SP:Iteration 18Q (2017.717087 sec): 3 clusters Score: Raw -177861.475977 + Penalty 2786.644745 = -175074.831232 nChanged 6 SP:Iteration 19Q (2017.814695 sec): 3 clusters Score: Raw -177863.562654 + Penalty 2786.644745 = -175076.917909 nChanged 2 SP:Iteration 20F (2017.907396 sec): 3 clusters Score: Raw -177864.281970 + Penalty 2786.644745 = -175077.637225 nChanged 1 SP:Iteration 21Q (2017.990385 sec): 3 clusters Score: Raw -177864.507560 + Penalty 2786.644745 = -175077.862815 nChanged 1 SP:Iteration 22Q (2018.074724 sec): 3 clusters Score: Raw -177864.730351 + Penalty 2786.644745 = -175078.085606 nChanged 0 SP:Iteration 23F (2018.140718 sec): 3 clusters Score: Raw -177864.730351 + Penalty 2786.644745 = -175078.085606 nChanged 0 Trying to split cluster 21 (2165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2018.205169 sec): 2 clusters Score: Raw -107008.648719 + Penalty 1347.870825 = -105660.777894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2018.287833 sec): 3 clusters Score: Raw -106101.108913 + Penalty 2695.741650 = -103405.367263 nChanged 782 SP:Iteration 1F (2018.354870 sec): 3 clusters Score: Raw -106799.755046 + Penalty 2695.741650 = -104104.013396 nChanged 235 SP:Iteration 2F (2018.447148 sec): 3 clusters Score: Raw -107091.357935 + Penalty 2695.741650 = -104395.616285 nChanged 172 SP:Iteration 3F (2018.535398 sec): 3 clusters Score: Raw -107305.054476 + Penalty 2695.741650 = -104609.312826 nChanged 110 SP:Iteration 4F (2018.604818 sec): 3 clusters Score: Raw -107440.669228 + Penalty 2695.741650 = -104744.927578 nChanged 107 SP:Iteration 5Q (2018.689520 sec): 3 clusters Score: Raw -107554.365609 + Penalty 2695.741650 = -104858.623959 nChanged 60 SP:Iteration 6Q (2018.789085 sec): 3 clusters Score: Raw -107599.718242 + Penalty 2695.741650 = -104903.976592 nChanged 43 SP:Iteration 7Q (2018.872488 sec): 3 clusters Score: Raw -107645.927266 + Penalty 2695.741650 = -104950.185616 nChanged 51 SP:Iteration 8Q (2018.962168 sec): 3 clusters Score: Raw -107683.009442 + Penalty 2695.741650 = -104987.267792 nChanged 42 SP:Iteration 9Q (2019.046382 sec): 3 clusters Score: Raw -107710.881892 + Penalty 2695.741650 = -105015.140242 nChanged 22 SP:Iteration 10Q (2019.130155 sec): 3 clusters Score: Raw -107724.818896 + Penalty 2695.741650 = -105029.077246 nChanged 14 SP:Iteration 11Q (2019.206055 sec): 3 clusters Score: Raw -107731.336900 + Penalty 2695.741650 = -105035.595250 nChanged 11 SP:Iteration 12Q (2019.281650 sec): 3 clusters Score: Raw -107737.127266 + Penalty 2695.741650 = -105041.385616 nChanged 10 SP:Iteration 13Q (2019.355083 sec): 3 clusters Score: Raw -107747.657196 + Penalty 2695.741650 = -105051.915546 nChanged 8 SP:Iteration 14Q (2019.422096 sec): 3 clusters Score: Raw -107753.481371 + Penalty 2695.741650 = -105057.739721 nChanged 10 SP:Iteration 15Q (2019.499036 sec): 3 clusters Score: Raw -107759.370549 + Penalty 2695.741650 = -105063.628899 nChanged 6 SP:Iteration 16Q (2019.584276 sec): 3 clusters Score: Raw -107762.851390 + Penalty 2695.741650 = -105067.109740 nChanged 11 SP:Iteration 17Q (2019.667867 sec): 3 clusters Score: Raw -107767.663251 + Penalty 2695.741650 = -105071.921601 nChanged 4 SP:Iteration 18Q (2019.754570 sec): 3 clusters Score: Raw -107770.090231 + Penalty 2695.741650 = -105074.348581 nChanged 3 SP:Iteration 19Q (2019.836033 sec): 3 clusters Score: Raw -107771.594997 + Penalty 2695.741650 = -105075.853347 nChanged 0 SP:Iteration 20F (2019.895046 sec): 3 clusters Score: Raw -107771.594997 + Penalty 2695.741650 = -105075.853347 nChanged 0 Trying to split cluster 22 (5058 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2019.963191 sec): 2 clusters Score: Raw -331250.242278 + Penalty 1496.791488 = -329753.450790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2020.056986 sec): 3 clusters Score: Raw -328673.737461 + Penalty 2993.582976 = -325680.154485 nChanged 2023 SP:Iteration 1F (2020.134947 sec): 3 clusters Score: Raw -329796.122226 + Penalty 2993.582976 = -326802.539250 nChanged 390 SP:Iteration 2F (2020.226220 sec): 3 clusters Score: Raw -330026.440894 + Penalty 2993.582976 = -327032.857918 nChanged 284 SP:Iteration 3F (2020.327248 sec): 3 clusters Score: Raw -330185.391685 + Penalty 2993.582976 = -327191.808709 nChanged 230 SP:Iteration 4Q (2020.407568 sec): 3 clusters Score: Raw -330316.593287 + Penalty 2993.582976 = -327323.010311 nChanged 190 SP:Iteration 5Q (2020.515677 sec): 3 clusters Score: Raw -330425.755717 + Penalty 2993.582976 = -327432.172741 nChanged 170 SP:Iteration 6Q (2020.582689 sec): 3 clusters Score: Raw -330528.752949 + Penalty 2993.582976 = -327535.169973 nChanged 160 SP:Iteration 7Q (2020.676355 sec): 3 clusters Score: Raw -330618.278796 + Penalty 2993.582976 = -327624.695820 nChanged 144 SP:Iteration 8Q (2020.740783 sec): 3 clusters Score: Raw -330701.496228 + Penalty 2993.582976 = -327707.913252 nChanged 142 SP:Iteration 9Q (2020.831958 sec): 3 clusters Score: Raw -330777.811568 + Penalty 2993.582976 = -327784.228592 nChanged 138 SP:Iteration 10Q (2020.932421 sec): 3 clusters Score: Raw -330872.253530 + Penalty 2993.582976 = -327878.670554 nChanged 132 SP:Iteration 11Q (2021.026724 sec): 3 clusters Score: Raw -330962.121166 + Penalty 2993.582976 = -327968.538190 nChanged 144 SP:Iteration 12Q (2021.120276 sec): 3 clusters Score: Raw -331058.878560 + Penalty 2993.582976 = -328065.295584 nChanged 137 SP:Iteration 13Q (2021.215007 sec): 3 clusters Score: Raw -331154.215233 + Penalty 2993.582976 = -328160.632257 nChanged 135 SP:Iteration 14Q (2021.304512 sec): 3 clusters Score: Raw -331257.422204 + Penalty 2993.582976 = -328263.839228 nChanged 128 SP:Iteration 15Q (2021.401075 sec): 3 clusters Score: Raw -331357.484755 + Penalty 2993.582976 = -328363.901779 nChanged 128 SP:Iteration 16Q (2021.484416 sec): 3 clusters Score: Raw -331456.856276 + Penalty 2993.582976 = -328463.273300 nChanged 111 SP:Iteration 17Q (2021.561382 sec): 3 clusters Score: Raw -331538.536479 + Penalty 2993.582976 = -328544.953503 nChanged 91 SP:Iteration 18Q (2021.645911 sec): 3 clusters Score: Raw -331595.091397 + Penalty 2993.582976 = -328601.508421 nChanged 82 SP:Iteration 19Q (2021.755291 sec): 3 clusters Score: Raw -331644.620136 + Penalty 2993.582976 = -328651.037160 nChanged 59 SP:Iteration 20F (2021.834491 sec): 3 clusters Score: Raw -331680.923288 + Penalty 2993.582976 = -328687.340312 nChanged 54 SP:Iteration 21Q (2021.915918 sec): 3 clusters Score: Raw -331711.675775 + Penalty 2993.582976 = -328718.092799 nChanged 51 SP:Iteration 22Q (2021.997961 sec): 3 clusters Score: Raw -331739.503305 + Penalty 2993.582976 = -328745.920329 nChanged 49 SP:Iteration 23Q (2022.095640 sec): 3 clusters Score: Raw -331769.199438 + Penalty 2993.582976 = -328775.616462 nChanged 47 SP:Iteration 24Q (2022.193183 sec): 3 clusters Score: Raw -331798.246544 + Penalty 2993.582976 = -328804.663568 nChanged 40 SP:Iteration 25Q (2022.267310 sec): 3 clusters Score: Raw -331818.031663 + Penalty 2993.582976 = -328824.448687 nChanged 38 SP:Iteration 26Q (2022.380498 sec): 3 clusters Score: Raw -331837.008206 + Penalty 2993.582976 = -328843.425230 nChanged 32 SP:Iteration 27Q (2022.484468 sec): 3 clusters Score: Raw -331852.506212 + Penalty 2993.582976 = -328858.923236 nChanged 23 SP:Iteration 28Q (2022.610011 sec): 3 clusters Score: Raw -331861.345713 + Penalty 2993.582976 = -328867.762737 nChanged 18 SP:Iteration 29Q (2022.737515 sec): 3 clusters Score: Raw -331868.002550 + Penalty 2993.582976 = -328874.419574 nChanged 20 SP:Iteration 30Q (2022.821075 sec): 3 clusters Score: Raw -331876.855391 + Penalty 2993.582976 = -328883.272415 nChanged 22 SP:Iteration 31Q (2022.931430 sec): 3 clusters Score: Raw -331883.048233 + Penalty 2993.582976 = -328889.465257 nChanged 13 SP:Iteration 32Q (2023.056967 sec): 3 clusters Score: Raw -331887.342951 + Penalty 2993.582976 = -328893.759975 nChanged 15 SP:Iteration 33Q (2023.136476 sec): 3 clusters Score: Raw -331893.295554 + Penalty 2993.582976 = -328899.712578 nChanged 21 SP:Iteration 34Q (2023.238906 sec): 3 clusters Score: Raw -331900.890930 + Penalty 2993.582976 = -328907.307954 nChanged 11 SP:Iteration 35Q (2023.354116 sec): 3 clusters Score: Raw -331906.387518 + Penalty 2993.582976 = -328912.804542 nChanged 14 SP:Iteration 36Q (2023.483109 sec): 3 clusters Score: Raw -331911.486092 + Penalty 2993.582976 = -328917.903117 nChanged 9 SP:Iteration 37Q (2023.592426 sec): 3 clusters Score: Raw -331914.209323 + Penalty 2993.582976 = -328920.626347 nChanged 7 SP:Iteration 38Q (2023.697009 sec): 3 clusters Score: Raw -331916.573429 + Penalty 2993.582976 = -328922.990453 nChanged 8 SP:Iteration 39Q (2023.825361 sec): 3 clusters Score: Raw -331920.197249 + Penalty 2993.582976 = -328926.614273 nChanged 4 SP:Iteration 40F (2023.922477 sec): 3 clusters Score: Raw -331921.577626 + Penalty 2993.582976 = -328927.994650 nChanged 3 SP:Iteration 41Q (2024.026799 sec): 3 clusters Score: Raw -331923.188471 + Penalty 2993.582976 = -328929.605495 nChanged 2 SP:Iteration 42Q (2024.142656 sec): 3 clusters Score: Raw -331924.248820 + Penalty 2993.582976 = -328930.665844 nChanged 3 SP:Iteration 43Q (2024.267889 sec): 3 clusters Score: Raw -331925.809883 + Penalty 2993.582976 = -328932.226907 nChanged 3 SP:Iteration 44Q (2024.373777 sec): 3 clusters Score: Raw -331927.039901 + Penalty 2993.582976 = -328933.456925 nChanged 5 SP:Iteration 45Q (2024.490082 sec): 3 clusters Score: Raw -331928.183438 + Penalty 2993.582976 = -328934.600462 nChanged 1 SP:Iteration 46Q (2024.599066 sec): 3 clusters Score: Raw -331928.292939 + Penalty 2993.582976 = -328934.709963 nChanged 1 SP:Iteration 47Q (2024.701843 sec): 3 clusters Score: Raw -331928.620495 + Penalty 2993.582976 = -328935.037519 nChanged 0 SP:Iteration 48F (2024.816613 sec): 3 clusters Score: Raw -331928.620495 + Penalty 2993.582976 = -328935.037519 nChanged 0 Trying to split cluster 23 (2075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2024.842269 sec): 2 clusters Score: Raw -73161.060784 + Penalty 1340.419234 = -71820.641550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2025.004919 sec): 3 clusters Score: Raw -72309.077139 + Penalty 2680.838468 = -69628.238671 nChanged 727 SP:Iteration 1F (2025.094815 sec): 3 clusters Score: Raw -72873.673007 + Penalty 2680.838468 = -70192.834539 nChanged 194 SP:Iteration 2F (2025.174323 sec): 3 clusters Score: Raw -73148.027866 + Penalty 2680.838468 = -70467.189398 nChanged 166 SP:Iteration 3F (2025.257544 sec): 3 clusters Score: Raw -73458.387880 + Penalty 2680.838468 = -70777.549412 nChanged 149 SP:Iteration 4F (2025.340263 sec): 3 clusters Score: Raw -73752.578628 + Penalty 2680.838468 = -71071.740161 nChanged 140 SP:Iteration 5F (2025.429530 sec): 3 clusters Score: Raw -73947.574123 + Penalty 2680.838468 = -71266.735655 nChanged 99 SP:Iteration 6Q (2025.519477 sec): 3 clusters Score: Raw -74053.482802 + Penalty 2680.838468 = -71372.644334 nChanged 77 SP:Iteration 7Q (2025.608881 sec): 3 clusters Score: Raw -74145.090649 + Penalty 2680.838468 = -71464.252181 nChanged 50 SP:Iteration 8Q (2025.693264 sec): 3 clusters Score: Raw -74193.379151 + Penalty 2680.838468 = -71512.540683 nChanged 35 SP:Iteration 9Q (2025.779027 sec): 3 clusters Score: Raw -74235.570356 + Penalty 2680.838468 = -71554.731888 nChanged 32 SP:Iteration 10Q (2025.859926 sec): 3 clusters Score: Raw -74265.054997 + Penalty 2680.838468 = -71584.216529 nChanged 22 SP:Iteration 11Q (2025.964760 sec): 3 clusters Score: Raw -74288.702176 + Penalty 2680.838468 = -71607.863708 nChanged 23 SP:Iteration 12Q (2026.052495 sec): 3 clusters Score: Raw -74308.314940 + Penalty 2680.838468 = -71627.476472 nChanged 21 SP:Iteration 13Q (2026.137494 sec): 3 clusters Score: Raw -74329.046899 + Penalty 2680.838468 = -71648.208432 nChanged 20 SP:Iteration 14Q (2026.231063 sec): 3 clusters Score: Raw -74343.875725 + Penalty 2680.838468 = -71663.037258 nChanged 17 SP:Iteration 15Q (2026.304801 sec): 3 clusters Score: Raw -74356.923774 + Penalty 2680.838468 = -71676.085306 nChanged 10 SP:Iteration 16Q (2026.395485 sec): 3 clusters Score: Raw -74364.925653 + Penalty 2680.838468 = -71684.087186 nChanged 13 SP:Iteration 17Q (2026.476703 sec): 3 clusters Score: Raw -74373.117037 + Penalty 2680.838468 = -71692.278569 nChanged 5 SP:Iteration 18Q (2026.574868 sec): 3 clusters Score: Raw -74375.711198 + Penalty 2680.838468 = -71694.872730 nChanged 4 SP:Iteration 19Q (2026.655603 sec): 3 clusters Score: Raw -74378.285907 + Penalty 2680.838468 = -71697.447439 nChanged 3 SP:Iteration 20F (2026.746406 sec): 3 clusters Score: Raw -74379.691171 + Penalty 2680.838468 = -71698.852703 nChanged 2 SP:Iteration 21Q (2026.827934 sec): 3 clusters Score: Raw -74380.496561 + Penalty 2680.838468 = -71699.658093 nChanged 1 SP:Iteration 22Q (2026.923475 sec): 3 clusters Score: Raw -74380.567784 + Penalty 2680.838468 = -71699.729316 nChanged 1 SP:Iteration 23Q (2027.005977 sec): 3 clusters Score: Raw -74381.579583 + Penalty 2680.838468 = -71700.741115 nChanged 0 SP:Iteration 24F (2027.102335 sec): 3 clusters Score: Raw -74381.579583 + Penalty 2680.838468 = -71700.741115 nChanged 0 Trying to split cluster 24 (12860 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2027.177427 sec): 2 clusters Score: Raw -887884.157898 + Penalty 1660.559413 = -886223.598485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2027.299141 sec): 3 clusters Score: Raw -880506.011950 + Penalty 3321.118826 = -877184.893124 nChanged 5651 SP:Iteration 1F (2027.384454 sec): 3 clusters Score: Raw -883970.983603 + Penalty 3321.118826 = -880649.864777 nChanged 980 SP:Iteration 2F (2027.499003 sec): 3 clusters Score: Raw -884674.925094 + Penalty 3321.118826 = -881353.806268 nChanged 991 SP:Iteration 3F (2027.609423 sec): 3 clusters Score: Raw -885407.921394 + Penalty 3321.118826 = -882086.802568 nChanged 907 SP:Iteration 4F (2027.698876 sec): 3 clusters Score: Raw -886064.162140 + Penalty 3321.118826 = -882743.043314 nChanged 778 SP:Iteration 5F (2027.806428 sec): 3 clusters Score: Raw -886521.727142 + Penalty 3321.118826 = -883200.608316 nChanged 578 SP:Iteration 6Q (2027.915222 sec): 3 clusters Score: Raw -886827.459272 + Penalty 3321.118826 = -883506.340445 nChanged 455 SP:Iteration 7Q (2028.006748 sec): 3 clusters Score: Raw -887011.497335 + Penalty 3321.118826 = -883690.378509 nChanged 326 SP:Iteration 8Q (2028.095574 sec): 3 clusters Score: Raw -887122.487976 + Penalty 3321.118826 = -883801.369150 nChanged 266 SP:Iteration 9Q (2028.223197 sec): 3 clusters Score: Raw -887215.036156 + Penalty 3321.118826 = -883893.917329 nChanged 240 SP:Iteration 10Q (2028.324460 sec): 3 clusters Score: Raw -887293.019060 + Penalty 3321.118826 = -883971.900234 nChanged 202 SP:Iteration 11Q (2028.423633 sec): 3 clusters Score: Raw -887359.711437 + Penalty 3321.118826 = -884038.592611 nChanged 205 SP:Iteration 12Q (2028.526935 sec): 3 clusters Score: Raw -887431.779685 + Penalty 3321.118826 = -884110.660859 nChanged 199 SP:Iteration 13Q (2028.630470 sec): 3 clusters Score: Raw -887497.963992 + Penalty 3321.118826 = -884176.845166 nChanged 180 SP:Iteration 14Q (2028.733191 sec): 3 clusters Score: Raw -887554.271093 + Penalty 3321.118826 = -884233.152267 nChanged 160 SP:Iteration 15Q (2028.827213 sec): 3 clusters Score: Raw -887608.695087 + Penalty 3321.118826 = -884287.576260 nChanged 166 SP:Iteration 16Q (2028.937181 sec): 3 clusters Score: Raw -887662.536050 + Penalty 3321.118826 = -884341.417224 nChanged 152 SP:Iteration 17Q (2029.045801 sec): 3 clusters Score: Raw -887710.092536 + Penalty 3321.118826 = -884388.973710 nChanged 150 SP:Iteration 18Q (2029.152832 sec): 3 clusters Score: Raw -887762.056129 + Penalty 3321.118826 = -884440.937303 nChanged 141 SP:Iteration 19Q (2029.242059 sec): 3 clusters Score: Raw -887815.677464 + Penalty 3321.118826 = -884494.558638 nChanged 148 SP:Iteration 20F (2029.356213 sec): 3 clusters Score: Raw -887867.499560 + Penalty 3321.118826 = -884546.380734 nChanged 118 SP:Iteration 21Q (2029.458164 sec): 3 clusters Score: Raw -887906.568537 + Penalty 3321.118826 = -884585.449711 nChanged 105 SP:Iteration 22Q (2029.560560 sec): 3 clusters Score: Raw -887946.363930 + Penalty 3321.118826 = -884625.245104 nChanged 114 SP:Iteration 23Q (2029.656181 sec): 3 clusters Score: Raw -887990.252415 + Penalty 3321.118826 = -884669.133588 nChanged 106 SP:Iteration 24Q (2029.757744 sec): 3 clusters Score: Raw -888028.965026 + Penalty 3321.118826 = -884707.846200 nChanged 89 SP:Iteration 25Q (2029.871046 sec): 3 clusters Score: Raw -888062.964067 + Penalty 3321.118826 = -884741.845241 nChanged 82 SP:Iteration 26Q (2029.954987 sec): 3 clusters Score: Raw -888091.615009 + Penalty 3321.118826 = -884770.496183 nChanged 55 SP:Iteration 27Q (2030.072459 sec): 3 clusters Score: Raw -888110.558407 + Penalty 3321.118826 = -884789.439581 nChanged 45 SP:Iteration 28Q (2030.172709 sec): 3 clusters Score: Raw -888124.094870 + Penalty 3321.118826 = -884802.976044 nChanged 35 SP:Iteration 29Q (2030.286430 sec): 3 clusters Score: Raw -888134.587741 + Penalty 3321.118826 = -884813.468915 nChanged 34 SP:Iteration 30Q (2030.386892 sec): 3 clusters Score: Raw -888145.197115 + Penalty 3321.118826 = -884824.078289 nChanged 27 SP:Iteration 31Q (2030.492948 sec): 3 clusters Score: Raw -888151.802002 + Penalty 3321.118826 = -884830.683176 nChanged 17 SP:Iteration 32Q (2030.605760 sec): 3 clusters Score: Raw -888156.649186 + Penalty 3321.118826 = -884835.530360 nChanged 16 SP:Iteration 33Q (2030.694590 sec): 3 clusters Score: Raw -888162.125916 + Penalty 3321.118826 = -884841.007090 nChanged 27 SP:Iteration 34Q (2030.822589 sec): 3 clusters Score: Raw -888173.092780 + Penalty 3321.118826 = -884851.973954 nChanged 29 SP:Iteration 35Q (2030.906185 sec): 3 clusters Score: Raw -888183.153197 + Penalty 3321.118826 = -884862.034371 nChanged 21 SP:Iteration 36Q (2031.013712 sec): 3 clusters Score: Raw -888192.439690 + Penalty 3321.118826 = -884871.320864 nChanged 27 SP:Iteration 37Q (2031.122623 sec): 3 clusters Score: Raw -888201.970097 + Penalty 3321.118826 = -884880.851271 nChanged 23 SP:Iteration 38Q (2031.235080 sec): 3 clusters Score: Raw -888211.659863 + Penalty 3321.118826 = -884890.541037 nChanged 24 SP:Iteration 39Q (2031.323832 sec): 3 clusters Score: Raw -888220.645357 + Penalty 3321.118826 = -884899.526531 nChanged 20 SP:Iteration 40F (2031.426487 sec): 3 clusters Score: Raw -888229.568146 + Penalty 3321.118826 = -884908.449319 nChanged 26 SP:Iteration 41Q (2031.532634 sec): 3 clusters Score: Raw -888243.028146 + Penalty 3321.118826 = -884921.909320 nChanged 23 SP:Iteration 42Q (2031.635627 sec): 3 clusters Score: Raw -888253.496491 + Penalty 3321.118826 = -884932.377665 nChanged 21 SP:Iteration 43Q (2031.735250 sec): 3 clusters Score: Raw -888264.363032 + Penalty 3321.118826 = -884943.244206 nChanged 23 SP:Iteration 44Q (2031.851549 sec): 3 clusters Score: Raw -888274.729419 + Penalty 3321.118826 = -884953.610593 nChanged 20 SP:Iteration 45Q (2031.954204 sec): 3 clusters Score: Raw -888284.438932 + Penalty 3321.118826 = -884963.320106 nChanged 26 SP:Iteration 46Q (2032.056900 sec): 3 clusters Score: Raw -888295.497742 + Penalty 3321.118826 = -884974.378916 nChanged 15 SP:Iteration 47Q (2032.151563 sec): 3 clusters Score: Raw -888300.829658 + Penalty 3321.118826 = -884979.710831 nChanged 8 SP:Iteration 48Q (2032.253075 sec): 3 clusters Score: Raw -888303.732339 + Penalty 3321.118826 = -884982.613513 nChanged 8 SP:Iteration 49Q (2032.381944 sec): 3 clusters Score: Raw -888306.574101 + Penalty 3321.118826 = -884985.455275 nChanged 7 SP:Iteration 50Q (2032.489687 sec): 3 clusters Score: Raw -888309.225693 + Penalty 3321.118826 = -884988.106867 nChanged 7 SP:Iteration 51Q (2032.596335 sec): 3 clusters Score: Raw -888311.756904 + Penalty 3321.118826 = -884990.638078 nChanged 6 SP:Iteration 52Q (2032.702621 sec): 3 clusters Score: Raw -888313.625384 + Penalty 3321.118826 = -884992.506558 nChanged 3 SP:Iteration 53Q (2032.814359 sec): 3 clusters Score: Raw -888314.484377 + Penalty 3321.118826 = -884993.365551 nChanged 3 SP:Iteration 54Q (2032.920609 sec): 3 clusters Score: Raw -888315.995101 + Penalty 3321.118826 = -884994.876275 nChanged 4 SP:Iteration 55Q (2033.030124 sec): 3 clusters Score: Raw -888317.339014 + Penalty 3321.118826 = -884996.220187 nChanged 5 SP:Iteration 56Q (2033.139039 sec): 3 clusters Score: Raw -888319.385175 + Penalty 3321.118826 = -884998.266349 nChanged 1 SP:Iteration 57Q (2033.231862 sec): 3 clusters Score: Raw -888319.525510 + Penalty 3321.118826 = -884998.406684 nChanged 1 SP:Iteration 58Q (2033.339327 sec): 3 clusters Score: Raw -888319.858825 + Penalty 3321.118826 = -884998.739999 nChanged 1 SP:Iteration 59Q (2033.446967 sec): 3 clusters Score: Raw -888319.977631 + Penalty 3321.118826 = -884998.858805 nChanged 1 SP:Iteration 60F (2033.541123 sec): 3 clusters Score: Raw -888320.137617 + Penalty 3321.118826 = -884999.018791 nChanged 0 Trying to split cluster 25 (5195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2033.607274 sec): 2 clusters Score: Raw -344092.422029 + Penalty 1501.481809 = -342590.940220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2033.691844 sec): 3 clusters Score: Raw -341437.940986 + Penalty 3002.963618 = -338434.977368 nChanged 2055 SP:Iteration 1F (2033.785941 sec): 3 clusters Score: Raw -342634.940450 + Penalty 3002.963618 = -339631.976832 nChanged 416 SP:Iteration 2F (2033.876499 sec): 3 clusters Score: Raw -342926.833470 + Penalty 3002.963618 = -339923.869852 nChanged 321 SP:Iteration 3F (2033.963506 sec): 3 clusters Score: Raw -343181.174111 + Penalty 3002.963618 = -340178.210493 nChanged 297 SP:Iteration 4F (2034.054357 sec): 3 clusters Score: Raw -343410.984700 + Penalty 3002.963618 = -340408.021082 nChanged 285 SP:Iteration 5F (2034.141040 sec): 3 clusters Score: Raw -343616.157055 + Penalty 3002.963618 = -340613.193437 nChanged 252 SP:Iteration 6Q (2034.234726 sec): 3 clusters Score: Raw -343806.225772 + Penalty 3002.963618 = -340803.262154 nChanged 220 SP:Iteration 7Q (2034.308227 sec): 3 clusters Score: Raw -343950.555013 + Penalty 3002.963618 = -340947.591394 nChanged 194 SP:Iteration 8Q (2034.408252 sec): 3 clusters Score: Raw -344067.301466 + Penalty 3002.963618 = -341064.337848 nChanged 154 SP:Iteration 9Q (2034.494554 sec): 3 clusters Score: Raw -344168.286724 + Penalty 3002.963618 = -341165.323106 nChanged 138 SP:Iteration 10Q (2034.567934 sec): 3 clusters Score: Raw -344256.590650 + Penalty 3002.963618 = -341253.627032 nChanged 127 SP:Iteration 11Q (2034.656936 sec): 3 clusters Score: Raw -344329.302107 + Penalty 3002.963618 = -341326.338489 nChanged 87 SP:Iteration 12Q (2034.744226 sec): 3 clusters Score: Raw -344370.316139 + Penalty 3002.963618 = -341367.352521 nChanged 73 SP:Iteration 13Q (2034.847991 sec): 3 clusters Score: Raw -344406.865322 + Penalty 3002.963618 = -341403.901704 nChanged 93 SP:Iteration 14Q (2034.929094 sec): 3 clusters Score: Raw -344467.019723 + Penalty 3002.963618 = -341464.056105 nChanged 96 SP:Iteration 15Q (2035.023200 sec): 3 clusters Score: Raw -344532.464015 + Penalty 3002.963618 = -341529.500397 nChanged 96 SP:Iteration 16Q (2035.107713 sec): 3 clusters Score: Raw -344606.638215 + Penalty 3002.963618 = -341603.674597 nChanged 98 SP:Iteration 17Q (2035.188449 sec): 3 clusters Score: Raw -344697.965741 + Penalty 3002.963618 = -341695.002123 nChanged 115 SP:Iteration 18Q (2035.270586 sec): 3 clusters Score: Raw -344824.149411 + Penalty 3002.963618 = -341821.185793 nChanged 109 SP:Iteration 19Q (2035.341323 sec): 3 clusters Score: Raw -344920.483718 + Penalty 3002.963618 = -341917.520100 nChanged 86 SP:Iteration 20F (2035.425649 sec): 3 clusters Score: Raw -345004.830484 + Penalty 3002.963618 = -342001.866866 nChanged 66 SP:Iteration 21Q (2035.520538 sec): 3 clusters Score: Raw -345071.449310 + Penalty 3002.963618 = -342068.485692 nChanged 63 SP:Iteration 22Q (2035.609690 sec): 3 clusters Score: Raw -345123.116715 + Penalty 3002.963618 = -342120.153097 nChanged 45 SP:Iteration 23Q (2035.701148 sec): 3 clusters Score: Raw -345151.357290 + Penalty 3002.963618 = -342148.393672 nChanged 33 SP:Iteration 24Q (2035.789679 sec): 3 clusters Score: Raw -345173.421360 + Penalty 3002.963618 = -342170.457742 nChanged 38 SP:Iteration 25Q (2035.881554 sec): 3 clusters Score: Raw -345202.606311 + Penalty 3002.963618 = -342199.642693 nChanged 31 SP:Iteration 26Q (2035.955941 sec): 3 clusters Score: Raw -345225.061005 + Penalty 3002.963618 = -342222.097387 nChanged 29 SP:Iteration 27Q (2036.062598 sec): 3 clusters Score: Raw -345242.503909 + Penalty 3002.963618 = -342239.540291 nChanged 20 SP:Iteration 28Q (2036.143216 sec): 3 clusters Score: Raw -345250.255123 + Penalty 3002.963618 = -342247.291505 nChanged 15 SP:Iteration 29Q (2036.234231 sec): 3 clusters Score: Raw -345257.724007 + Penalty 3002.963618 = -342254.760389 nChanged 12 SP:Iteration 30Q (2036.327242 sec): 3 clusters Score: Raw -345262.865532 + Penalty 3002.963618 = -342259.901914 nChanged 15 SP:Iteration 31Q (2036.419551 sec): 3 clusters Score: Raw -345266.796462 + Penalty 3002.963618 = -342263.832844 nChanged 4 SP:Iteration 32Q (2036.508558 sec): 3 clusters Score: Raw -345267.918340 + Penalty 3002.963618 = -342264.954722 nChanged 3 SP:Iteration 33Q (2036.593793 sec): 3 clusters Score: Raw -345269.060027 + Penalty 3002.963618 = -342266.096409 nChanged 11 SP:Iteration 34Q (2036.676484 sec): 3 clusters Score: Raw -345271.432281 + Penalty 3002.963618 = -342268.468663 nChanged 4 SP:Iteration 35Q (2036.769827 sec): 3 clusters Score: Raw -345272.708880 + Penalty 3002.963618 = -342269.745261 nChanged 4 SP:Iteration 36Q (2036.850506 sec): 3 clusters Score: Raw -345273.508450 + Penalty 3002.963618 = -342270.544832 nChanged 0 SP:Iteration 37F (2036.951665 sec): 3 clusters Score: Raw -345273.508450 + Penalty 3002.963618 = -342270.544832 nChanged 0 Trying to split cluster 26 (2641 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2036.999373 sec): 2 clusters Score: Raw -147608.403272 + Penalty 1382.749216 = -146225.654056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2037.097523 sec): 3 clusters Score: Raw -146418.977940 + Penalty 2765.498432 = -143653.479508 nChanged 993 SP:Iteration 1F (2037.164707 sec): 3 clusters Score: Raw -147110.755641 + Penalty 2765.498432 = -144345.257209 nChanged 258 SP:Iteration 2F (2037.242142 sec): 3 clusters Score: Raw -147381.817529 + Penalty 2765.498432 = -144616.319097 nChanged 201 SP:Iteration 3F (2037.354272 sec): 3 clusters Score: Raw -147613.345780 + Penalty 2765.498432 = -144847.847347 nChanged 168 SP:Iteration 4F (2037.452457 sec): 3 clusters Score: Raw -147759.741246 + Penalty 2765.498432 = -144994.242814 nChanged 110 SP:Iteration 5Q (2037.543281 sec): 3 clusters Score: Raw -147852.392413 + Penalty 2765.498432 = -145086.893981 nChanged 72 SP:Iteration 6Q (2037.644422 sec): 3 clusters Score: Raw -147913.044420 + Penalty 2765.498432 = -145147.545988 nChanged 78 SP:Iteration 7Q (2037.774315 sec): 3 clusters Score: Raw -147962.791465 + Penalty 2765.498432 = -145197.293033 nChanged 55 SP:Iteration 8Q (2037.852851 sec): 3 clusters Score: Raw -148000.020067 + Penalty 2765.498432 = -145234.521634 nChanged 49 SP:Iteration 9Q (2037.925437 sec): 3 clusters Score: Raw -148034.773597 + Penalty 2765.498432 = -145269.275165 nChanged 41 SP:Iteration 10Q (2038.027886 sec): 3 clusters Score: Raw -148058.440626 + Penalty 2765.498432 = -145292.942194 nChanged 29 SP:Iteration 11Q (2038.117974 sec): 3 clusters Score: Raw -148075.771262 + Penalty 2765.498432 = -145310.272829 nChanged 17 SP:Iteration 12Q (2038.207160 sec): 3 clusters Score: Raw -148084.861810 + Penalty 2765.498432 = -145319.363378 nChanged 10 SP:Iteration 13Q (2038.297436 sec): 3 clusters Score: Raw -148090.301238 + Penalty 2765.498432 = -145324.802806 nChanged 9 SP:Iteration 14Q (2038.386206 sec): 3 clusters Score: Raw -148096.365677 + Penalty 2765.498432 = -145330.867245 nChanged 5 SP:Iteration 15Q (2038.477143 sec): 3 clusters Score: Raw -148098.962781 + Penalty 2765.498432 = -145333.464348 nChanged 4 SP:Iteration 16Q (2038.564547 sec): 3 clusters Score: Raw -148100.896471 + Penalty 2765.498432 = -145335.398039 nChanged 6 SP:Iteration 17Q (2038.649602 sec): 3 clusters Score: Raw -148103.414600 + Penalty 2765.498432 = -145337.916168 nChanged 5 SP:Iteration 18Q (2038.731385 sec): 3 clusters Score: Raw -148108.002282 + Penalty 2765.498432 = -145342.503850 nChanged 9 SP:Iteration 19Q (2038.815720 sec): 3 clusters Score: Raw -148111.381454 + Penalty 2765.498432 = -145345.883022 nChanged 9 SP:Iteration 20F (2038.900595 sec): 3 clusters Score: Raw -148115.710758 + Penalty 2765.498432 = -145350.212326 nChanged 8 SP:Iteration 21Q (2038.990860 sec): 3 clusters Score: Raw -148117.799933 + Penalty 2765.498432 = -145352.301500 nChanged 5 SP:Iteration 22Q (2039.081431 sec): 3 clusters Score: Raw -148119.812500 + Penalty 2765.498432 = -145354.314068 nChanged 8 SP:Iteration 23Q (2039.172636 sec): 3 clusters Score: Raw -148122.630365 + Penalty 2765.498432 = -145357.131933 nChanged 10 SP:Iteration 24Q (2039.262540 sec): 3 clusters Score: Raw -148126.284424 + Penalty 2765.498432 = -145360.785992 nChanged 5 SP:Iteration 25Q (2039.353631 sec): 3 clusters Score: Raw -148128.173081 + Penalty 2765.498432 = -145362.674649 nChanged 3 SP:Iteration 26Q (2039.431933 sec): 3 clusters Score: Raw -148129.739455 + Penalty 2765.498432 = -145364.241023 nChanged 4 SP:Iteration 27Q (2039.521720 sec): 3 clusters Score: Raw -148131.420017 + Penalty 2765.498432 = -145365.921585 nChanged 2 SP:Iteration 28Q (2039.608538 sec): 3 clusters Score: Raw -148132.644903 + Penalty 2765.498432 = -145367.146471 nChanged 3 SP:Iteration 29Q (2039.697896 sec): 3 clusters Score: Raw -148134.714926 + Penalty 2765.498432 = -145369.216494 nChanged 3 SP:Iteration 30Q (2039.781954 sec): 3 clusters Score: Raw -148135.639171 + Penalty 2765.498432 = -145370.140739 nChanged 2 SP:Iteration 31Q (2039.873005 sec): 3 clusters Score: Raw -148136.573880 + Penalty 2765.498432 = -145371.075448 nChanged 1 SP:Iteration 32Q (2039.960985 sec): 3 clusters Score: Raw -148136.837077 + Penalty 2765.498432 = -145371.338645 nChanged 1 SP:Iteration 33Q (2040.041184 sec): 3 clusters Score: Raw -148136.939454 + Penalty 2765.498432 = -145371.441022 nChanged 0 SP:Iteration 34F (2040.132206 sec): 3 clusters Score: Raw -148136.939454 + Penalty 2765.498432 = -145371.441022 nChanged 0 Trying to split cluster 27 (6028 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2040.190183 sec): 2 clusters Score: Raw -392612.791606 + Penalty 1527.581933 = -391085.209672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2040.350331 sec): 3 clusters Score: Raw -389441.236549 + Penalty 3055.163866 = -386386.072683 nChanged 2456 SP:Iteration 1F (2040.479000 sec): 3 clusters Score: Raw -390812.600147 + Penalty 3055.163866 = -387757.436281 nChanged 431 SP:Iteration 2F (2040.584318 sec): 3 clusters Score: Raw -391028.103377 + Penalty 3055.163866 = -387972.939511 nChanged 334 SP:Iteration 3F (2040.693760 sec): 3 clusters Score: Raw -391206.048347 + Penalty 3055.163866 = -388150.884481 nChanged 297 SP:Iteration 4Q (2040.791965 sec): 3 clusters Score: Raw -391354.085472 + Penalty 3055.163866 = -388298.921605 nChanged 250 SP:Iteration 5Q (2040.892843 sec): 3 clusters Score: Raw -391479.414547 + Penalty 3055.163866 = -388424.250681 nChanged 228 SP:Iteration 6Q (2040.999382 sec): 3 clusters Score: Raw -391607.339925 + Penalty 3055.163866 = -388552.176058 nChanged 250 SP:Iteration 7Q (2041.110611 sec): 3 clusters Score: Raw -391763.911352 + Penalty 3055.163866 = -388708.747485 nChanged 256 SP:Iteration 8Q (2041.256223 sec): 3 clusters Score: Raw -391939.401819 + Penalty 3055.163866 = -388884.237953 nChanged 272 SP:Iteration 9Q (2041.342223 sec): 3 clusters Score: Raw -392123.807202 + Penalty 3055.163866 = -389068.643336 nChanged 260 SP:Iteration 10Q (2041.440007 sec): 3 clusters Score: Raw -392302.631671 + Penalty 3055.163866 = -389247.467805 nChanged 209 SP:Iteration 11Q (2041.547688 sec): 3 clusters Score: Raw -392443.835176 + Penalty 3055.163866 = -389388.671309 nChanged 190 SP:Iteration 12Q (2041.651345 sec): 3 clusters Score: Raw -392604.694316 + Penalty 3055.163866 = -389549.530449 nChanged 166 SP:Iteration 13Q (2041.745874 sec): 3 clusters Score: Raw -392738.732251 + Penalty 3055.163866 = -389683.568385 nChanged 155 SP:Iteration 14Q (2041.858781 sec): 3 clusters Score: Raw -392895.618230 + Penalty 3055.163866 = -389840.454364 nChanged 129 SP:Iteration 15Q (2041.959720 sec): 3 clusters Score: Raw -393024.995104 + Penalty 3055.163866 = -389969.831237 nChanged 107 SP:Iteration 16Q (2042.054455 sec): 3 clusters Score: Raw -393108.477585 + Penalty 3055.163866 = -390053.313718 nChanged 81 SP:Iteration 17Q (2042.127437 sec): 3 clusters Score: Raw -393160.075179 + Penalty 3055.163866 = -390104.911313 nChanged 64 SP:Iteration 18Q (2042.230239 sec): 3 clusters Score: Raw -393201.308725 + Penalty 3055.163866 = -390146.144858 nChanged 37 SP:Iteration 19Q (2042.303895 sec): 3 clusters Score: Raw -393224.113179 + Penalty 3055.163866 = -390168.949312 nChanged 35 SP:Iteration 20F (2042.390843 sec): 3 clusters Score: Raw -393239.714696 + Penalty 3055.163866 = -390184.550829 nChanged 24 SP:Iteration 21Q (2042.487666 sec): 3 clusters Score: Raw -393248.470728 + Penalty 3055.163866 = -390193.306862 nChanged 11 SP:Iteration 22Q (2042.581046 sec): 3 clusters Score: Raw -393252.275307 + Penalty 3055.163866 = -390197.111440 nChanged 10 SP:Iteration 23Q (2042.668426 sec): 3 clusters Score: Raw -393255.679567 + Penalty 3055.163866 = -390200.515701 nChanged 7 SP:Iteration 24Q (2042.758025 sec): 3 clusters Score: Raw -393258.587021 + Penalty 3055.163866 = -390203.423155 nChanged 6 SP:Iteration 25Q (2042.849728 sec): 3 clusters Score: Raw -393260.741973 + Penalty 3055.163866 = -390205.578106 nChanged 6 SP:Iteration 26Q (2042.941612 sec): 3 clusters Score: Raw -393262.786628 + Penalty 3055.163866 = -390207.622762 nChanged 8 SP:Iteration 27Q (2043.016545 sec): 3 clusters Score: Raw -393265.957943 + Penalty 3055.163866 = -390210.794076 nChanged 11 SP:Iteration 28Q (2043.106937 sec): 3 clusters Score: Raw -393270.150688 + Penalty 3055.163866 = -390214.986821 nChanged 11 SP:Iteration 29Q (2043.212016 sec): 3 clusters Score: Raw -393274.006617 + Penalty 3055.163866 = -390218.842751 nChanged 8 SP:Iteration 30Q (2043.300671 sec): 3 clusters Score: Raw -393278.044421 + Penalty 3055.163866 = -390222.880554 nChanged 13 SP:Iteration 31Q (2043.374350 sec): 3 clusters Score: Raw -393282.672067 + Penalty 3055.163866 = -390227.508200 nChanged 9 SP:Iteration 32Q (2043.486058 sec): 3 clusters Score: Raw -393285.475399 + Penalty 3055.163866 = -390230.311533 nChanged 9 SP:Iteration 33Q (2043.576137 sec): 3 clusters Score: Raw -393289.984721 + Penalty 3055.163866 = -390234.820855 nChanged 9 SP:Iteration 34Q (2043.665558 sec): 3 clusters Score: Raw -393293.109686 + Penalty 3055.163866 = -390237.945819 nChanged 2 SP:Iteration 35Q (2043.752589 sec): 3 clusters Score: Raw -393293.649218 + Penalty 3055.163866 = -390238.485351 nChanged 0 SP:Iteration 36F (2043.848123 sec): 3 clusters Score: Raw -393293.649218 + Penalty 3055.163866 = -390238.485351 nChanged 0 Trying to split cluster 28 (6934 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2043.904042 sec): 2 clusters Score: Raw -388224.504056 + Penalty 1552.155718 = -386672.348338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2043.994994 sec): 3 clusters Score: Raw -384540.377044 + Penalty 3104.311436 = -381436.065608 nChanged 2876 SP:Iteration 1F (2044.082862 sec): 3 clusters Score: Raw -386457.186330 + Penalty 3104.311436 = -383352.874894 nChanged 640 SP:Iteration 2F (2044.176229 sec): 3 clusters Score: Raw -387117.952432 + Penalty 3104.311436 = -384013.640996 nChanged 588 SP:Iteration 3F (2044.252531 sec): 3 clusters Score: Raw -387722.771490 + Penalty 3104.311436 = -384618.460054 nChanged 480 SP:Iteration 4F (2044.361422 sec): 3 clusters Score: Raw -388137.698339 + Penalty 3104.311436 = -385033.386903 nChanged 364 SP:Iteration 5F (2044.442613 sec): 3 clusters Score: Raw -388366.283763 + Penalty 3104.311436 = -385261.972327 nChanged 281 SP:Iteration 6Q (2044.537071 sec): 3 clusters Score: Raw -388532.044123 + Penalty 3104.311436 = -385427.732687 nChanged 210 SP:Iteration 7Q (2044.631357 sec): 3 clusters Score: Raw -388647.436276 + Penalty 3104.311436 = -385543.124840 nChanged 178 SP:Iteration 8Q (2044.727916 sec): 3 clusters Score: Raw -388734.048677 + Penalty 3104.311436 = -385629.737241 nChanged 150 SP:Iteration 9Q (2044.827611 sec): 3 clusters Score: Raw -388806.241430 + Penalty 3104.311436 = -385701.929994 nChanged 146 SP:Iteration 10Q (2044.937988 sec): 3 clusters Score: Raw -388879.127028 + Penalty 3104.311436 = -385774.815592 nChanged 128 SP:Iteration 11Q (2045.032889 sec): 3 clusters Score: Raw -388935.901620 + Penalty 3104.311436 = -385831.590184 nChanged 107 SP:Iteration 12Q (2045.121823 sec): 3 clusters Score: Raw -388979.385718 + Penalty 3104.311436 = -385875.074282 nChanged 86 SP:Iteration 13Q (2045.216812 sec): 3 clusters Score: Raw -389015.148442 + Penalty 3104.311436 = -385910.837006 nChanged 88 SP:Iteration 14Q (2045.301617 sec): 3 clusters Score: Raw -389043.775847 + Penalty 3104.311436 = -385939.464411 nChanged 63 SP:Iteration 15Q (2045.394531 sec): 3 clusters Score: Raw -389064.779971 + Penalty 3104.311436 = -385960.468535 nChanged 58 SP:Iteration 16Q (2045.488627 sec): 3 clusters Score: Raw -389086.858705 + Penalty 3104.311436 = -385982.547268 nChanged 59 SP:Iteration 17Q (2045.581003 sec): 3 clusters Score: Raw -389109.706020 + Penalty 3104.311436 = -386005.394584 nChanged 61 SP:Iteration 18Q (2045.664111 sec): 3 clusters Score: Raw -389131.439336 + Penalty 3104.311436 = -386027.127900 nChanged 54 SP:Iteration 19Q (2045.754000 sec): 3 clusters Score: Raw -389148.791044 + Penalty 3104.311436 = -386044.479607 nChanged 47 SP:Iteration 20F (2045.845209 sec): 3 clusters Score: Raw -389163.418154 + Penalty 3104.311436 = -386059.106718 nChanged 54 SP:Iteration 21Q (2045.940064 sec): 3 clusters Score: Raw -389179.326604 + Penalty 3104.311436 = -386075.015168 nChanged 38 SP:Iteration 22Q (2046.030795 sec): 3 clusters Score: Raw -389194.253416 + Penalty 3104.311436 = -386089.941979 nChanged 32 SP:Iteration 23Q (2046.131200 sec): 3 clusters Score: Raw -389206.794158 + Penalty 3104.311436 = -386102.482722 nChanged 35 SP:Iteration 24Q (2046.230355 sec): 3 clusters Score: Raw -389219.908654 + Penalty 3104.311436 = -386115.597218 nChanged 29 SP:Iteration 25Q (2046.302890 sec): 3 clusters Score: Raw -389228.096146 + Penalty 3104.311436 = -386123.784710 nChanged 28 SP:Iteration 26Q (2046.409545 sec): 3 clusters Score: Raw -389235.286993 + Penalty 3104.311436 = -386130.975557 nChanged 20 SP:Iteration 27Q (2046.507326 sec): 3 clusters Score: Raw -389240.174298 + Penalty 3104.311436 = -386135.862862 nChanged 26 SP:Iteration 28Q (2046.592829 sec): 3 clusters Score: Raw -389247.476027 + Penalty 3104.311436 = -386143.164591 nChanged 26 SP:Iteration 29Q (2046.698437 sec): 3 clusters Score: Raw -389255.365880 + Penalty 3104.311436 = -386151.054444 nChanged 24 SP:Iteration 30Q (2046.776778 sec): 3 clusters Score: Raw -389262.948303 + Penalty 3104.311436 = -386158.636867 nChanged 19 SP:Iteration 31Q (2046.872757 sec): 3 clusters Score: Raw -389268.134930 + Penalty 3104.311436 = -386163.823494 nChanged 19 SP:Iteration 32Q (2046.970851 sec): 3 clusters Score: Raw -389274.053356 + Penalty 3104.311436 = -386169.741919 nChanged 20 SP:Iteration 33Q (2047.056484 sec): 3 clusters Score: Raw -389279.158146 + Penalty 3104.311436 = -386174.846710 nChanged 21 SP:Iteration 34Q (2047.166086 sec): 3 clusters Score: Raw -389285.217159 + Penalty 3104.311436 = -386180.905722 nChanged 21 SP:Iteration 35Q (2047.249416 sec): 3 clusters Score: Raw -389289.683095 + Penalty 3104.311436 = -386185.371659 nChanged 14 SP:Iteration 36Q (2047.338868 sec): 3 clusters Score: Raw -389292.509565 + Penalty 3104.311436 = -386188.198129 nChanged 6 SP:Iteration 37Q (2047.433947 sec): 3 clusters Score: Raw -389293.489596 + Penalty 3104.311436 = -386189.178159 nChanged 5 SP:Iteration 38Q (2047.526561 sec): 3 clusters Score: Raw -389294.524766 + Penalty 3104.311436 = -386190.213329 nChanged 8 SP:Iteration 39Q (2047.614567 sec): 3 clusters Score: Raw -389295.560758 + Penalty 3104.311436 = -386191.249321 nChanged 4 SP:Iteration 40F (2047.701323 sec): 3 clusters Score: Raw -389296.735035 + Penalty 3104.311436 = -386192.423598 nChanged 7 SP:Iteration 41Q (2047.799263 sec): 3 clusters Score: Raw -389298.325215 + Penalty 3104.311436 = -386194.013779 nChanged 7 SP:Iteration 42Q (2047.890424 sec): 3 clusters Score: Raw -389299.549234 + Penalty 3104.311436 = -386195.237797 nChanged 9 SP:Iteration 43Q (2047.985809 sec): 3 clusters Score: Raw -389301.104718 + Penalty 3104.311436 = -386196.793282 nChanged 2 SP:Iteration 44Q (2048.078226 sec): 3 clusters Score: Raw -389301.400343 + Penalty 3104.311436 = -386197.088907 nChanged 1 SP:Iteration 45Q (2048.178701 sec): 3 clusters Score: Raw -389301.768235 + Penalty 3104.311436 = -386197.456799 nChanged 0 SP:Iteration 46F (2048.272602 sec): 3 clusters Score: Raw -389301.768235 + Penalty 3104.311436 = -386197.456799 nChanged 0 Trying to split cluster 29 (2521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2048.326562 sec): 2 clusters Score: Raw -162976.156220 + Penalty 1374.588118 = -161601.568102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2048.406231 sec): 3 clusters Score: Raw -161849.573578 + Penalty 2749.176235 = -159100.397343 nChanged 937 SP:Iteration 1F (2048.475873 sec): 3 clusters Score: Raw -162472.498753 + Penalty 2749.176235 = -159723.322517 nChanged 224 SP:Iteration 2F (2048.547361 sec): 3 clusters Score: Raw -162642.606798 + Penalty 2749.176235 = -159893.430563 nChanged 142 SP:Iteration 3F (2048.642935 sec): 3 clusters Score: Raw -162749.385044 + Penalty 2749.176235 = -160000.208808 nChanged 100 SP:Iteration 4Q (2048.705022 sec): 3 clusters Score: Raw -162827.767781 + Penalty 2749.176235 = -160078.591546 nChanged 78 SP:Iteration 5Q (2048.803297 sec): 3 clusters Score: Raw -162878.044629 + Penalty 2749.176235 = -160128.868393 nChanged 63 SP:Iteration 6Q (2048.879515 sec): 3 clusters Score: Raw -162924.062734 + Penalty 2749.176235 = -160174.886499 nChanged 61 SP:Iteration 7Q (2048.954307 sec): 3 clusters Score: Raw -162967.378907 + Penalty 2749.176235 = -160218.202671 nChanged 59 SP:Iteration 8Q (2049.048879 sec): 3 clusters Score: Raw -163005.215348 + Penalty 2749.176235 = -160256.039113 nChanged 61 SP:Iteration 9Q (2049.119500 sec): 3 clusters Score: Raw -163036.317193 + Penalty 2749.176235 = -160287.140958 nChanged 52 SP:Iteration 10Q (2049.217565 sec): 3 clusters Score: Raw -163064.760267 + Penalty 2749.176235 = -160315.584032 nChanged 55 SP:Iteration 11Q (2049.283049 sec): 3 clusters Score: Raw -163100.859943 + Penalty 2749.176235 = -160351.683707 nChanged 48 SP:Iteration 12Q (2049.386483 sec): 3 clusters Score: Raw -163129.129735 + Penalty 2749.176235 = -160379.953500 nChanged 43 SP:Iteration 13Q (2049.467075 sec): 3 clusters Score: Raw -163153.814688 + Penalty 2749.176235 = -160404.638452 nChanged 47 SP:Iteration 14Q (2049.552078 sec): 3 clusters Score: Raw -163183.382749 + Penalty 2749.176235 = -160434.206513 nChanged 39 SP:Iteration 15Q (2049.633157 sec): 3 clusters Score: Raw -163202.275089 + Penalty 2749.176235 = -160453.098853 nChanged 58 SP:Iteration 16Q (2049.711893 sec): 3 clusters Score: Raw -163235.364062 + Penalty 2749.176235 = -160486.187827 nChanged 50 SP:Iteration 17Q (2049.775962 sec): 3 clusters Score: Raw -163265.766701 + Penalty 2749.176235 = -160516.590466 nChanged 63 SP:Iteration 18Q (2049.858830 sec): 3 clusters Score: Raw -163309.340907 + Penalty 2749.176235 = -160560.164672 nChanged 61 SP:Iteration 19Q (2049.960944 sec): 3 clusters Score: Raw -163351.300894 + Penalty 2749.176235 = -160602.124658 nChanged 38 SP:Iteration 20F (2050.045958 sec): 3 clusters Score: Raw -163375.305670 + Penalty 2749.176235 = -160626.129434 nChanged 41 SP:Iteration 21Q (2050.132786 sec): 3 clusters Score: Raw -163398.899875 + Penalty 2749.176235 = -160649.723640 nChanged 32 SP:Iteration 22Q (2050.218808 sec): 3 clusters Score: Raw -163415.166653 + Penalty 2749.176235 = -160665.990418 nChanged 24 SP:Iteration 23Q (2050.302678 sec): 3 clusters Score: Raw -163430.280070 + Penalty 2749.176235 = -160681.103835 nChanged 22 SP:Iteration 24Q (2050.381615 sec): 3 clusters Score: Raw -163444.627506 + Penalty 2749.176235 = -160695.451270 nChanged 18 SP:Iteration 25Q (2050.464711 sec): 3 clusters Score: Raw -163456.145190 + Penalty 2749.176235 = -160706.968954 nChanged 15 SP:Iteration 26Q (2050.551373 sec): 3 clusters Score: Raw -163462.706662 + Penalty 2749.176235 = -160713.530427 nChanged 9 SP:Iteration 27Q (2050.637979 sec): 3 clusters Score: Raw -163467.185148 + Penalty 2749.176235 = -160718.008913 nChanged 5 SP:Iteration 28Q (2050.729636 sec): 3 clusters Score: Raw -163469.279026 + Penalty 2749.176235 = -160720.102791 nChanged 7 SP:Iteration 29Q (2050.791989 sec): 3 clusters Score: Raw -163472.670272 + Penalty 2749.176235 = -160723.494036 nChanged 3 SP:Iteration 30Q (2050.877655 sec): 3 clusters Score: Raw -163473.243007 + Penalty 2749.176235 = -160724.066771 nChanged 2 SP:Iteration 31Q (2050.965696 sec): 3 clusters Score: Raw -163473.706665 + Penalty 2749.176235 = -160724.530430 nChanged 0 SP:Iteration 32F (2051.046472 sec): 3 clusters Score: Raw -163473.706665 + Penalty 2749.176235 = -160724.530430 nChanged 0 Trying to split cluster 30 (477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2051.087169 sec): 2 clusters Score: Raw -30192.757330 + Penalty 1082.399144 = -29110.358186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2051.161189 sec): 3 clusters Score: Raw -30188.182448 + Penalty 2164.798288 = -28023.384159 nChanged 95 SP:Iteration 1F (2051.249165 sec): 3 clusters Score: Raw -30337.834690 + Penalty 2164.798288 = -28173.036401 nChanged 35 SP:Iteration 2F (2051.329049 sec): 3 clusters Score: Raw -30405.377762 + Penalty 2164.798288 = -28240.579474 nChanged 18 SP:Iteration 3Q (2051.402639 sec): 3 clusters Score: Raw -30447.543678 + Penalty 2164.798288 = -28282.745390 nChanged 13 SP:Iteration 4Q (2051.480393 sec): 3 clusters Score: Raw -30481.667881 + Penalty 2164.798288 = -28316.869593 nChanged 13 SP:Iteration 5Q (2051.563644 sec): 3 clusters Score: Raw -30555.413785 + Penalty 2164.798288 = -28390.615496 nChanged 10 SP:Iteration 6Q (2051.646370 sec): 3 clusters Score: Raw -30605.819042 + Penalty 2164.798288 = -28441.020753 nChanged 13 SP:Iteration 7Q (2051.698130 sec): 3 clusters Score: Raw -30639.359565 + Penalty 2164.798288 = -28474.561277 nChanged 11 SP:Iteration 8Q (2051.776564 sec): 3 clusters Score: Raw -30667.040134 + Penalty 2164.798288 = -28502.241846 nChanged 7 SP:Iteration 9Q (2051.868735 sec): 3 clusters Score: Raw -30679.384705 + Penalty 2164.798288 = -28514.586417 nChanged 2 SP:Iteration 10Q (2051.944938 sec): 3 clusters Score: Raw -30686.351400 + Penalty 2164.798288 = -28521.553112 nChanged 4 SP:Iteration 11Q (2052.042065 sec): 3 clusters Score: Raw -30693.505491 + Penalty 2164.798288 = -28528.707203 nChanged 4 SP:Iteration 12Q (2052.127963 sec): 3 clusters Score: Raw -30699.096026 + Penalty 2164.798288 = -28534.297738 nChanged 4 SP:Iteration 13Q (2052.213912 sec): 3 clusters Score: Raw -30705.932661 + Penalty 2164.798288 = -28541.134372 nChanged 3 SP:Iteration 14Q (2052.300148 sec): 3 clusters Score: Raw -30713.259982 + Penalty 2164.798288 = -28548.461694 nChanged 1 SP:Iteration 15Q (2052.386279 sec): 3 clusters Score: Raw -30714.043284 + Penalty 2164.798288 = -28549.244996 nChanged 0 SP:Iteration 16F (2052.472196 sec): 3 clusters Score: Raw -30714.043284 + Penalty 2164.798288 = -28549.244996 nChanged 0 Trying to split cluster 31 (4672 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2052.527854 sec): 2 clusters Score: Raw -316137.381697 + Penalty 1482.859613 = -314654.522084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2052.607108 sec): 3 clusters Score: Raw -313718.586033 + Penalty 2965.719226 = -310752.866807 nChanged 1892 SP:Iteration 1F (2052.713782 sec): 3 clusters Score: Raw -314858.869551 + Penalty 2965.719226 = -311893.150325 nChanged 372 SP:Iteration 2F (2052.808741 sec): 3 clusters Score: Raw -315128.825977 + Penalty 2965.719226 = -312163.106750 nChanged 313 SP:Iteration 3F (2052.904129 sec): 3 clusters Score: Raw -315328.515792 + Penalty 2965.719226 = -312362.796566 nChanged 264 SP:Iteration 4F (2052.999156 sec): 3 clusters Score: Raw -315505.486598 + Penalty 2965.719226 = -312539.767372 nChanged 219 SP:Iteration 5Q (2053.100907 sec): 3 clusters Score: Raw -315649.287677 + Penalty 2965.719226 = -312683.568451 nChanged 180 SP:Iteration 6Q (2053.202475 sec): 3 clusters Score: Raw -315750.795259 + Penalty 2965.719226 = -312785.076033 nChanged 141 SP:Iteration 7Q (2053.301082 sec): 3 clusters Score: Raw -315832.212297 + Penalty 2965.719226 = -312866.493071 nChanged 117 SP:Iteration 8Q (2053.428282 sec): 3 clusters Score: Raw -315895.416896 + Penalty 2965.719226 = -312929.697670 nChanged 108 SP:Iteration 9Q (2053.528486 sec): 3 clusters Score: Raw -315954.261395 + Penalty 2965.719226 = -312988.542169 nChanged 94 SP:Iteration 10Q (2053.666545 sec): 3 clusters Score: Raw -316003.917164 + Penalty 2965.719226 = -313038.197938 nChanged 76 SP:Iteration 11Q (2053.780182 sec): 3 clusters Score: Raw -316037.141347 + Penalty 2965.719226 = -313071.422121 nChanged 64 SP:Iteration 12Q (2053.886627 sec): 3 clusters Score: Raw -316063.955380 + Penalty 2965.719226 = -313098.236154 nChanged 50 SP:Iteration 13Q (2053.991536 sec): 3 clusters Score: Raw -316082.782765 + Penalty 2965.719226 = -313117.063539 nChanged 39 SP:Iteration 14Q (2054.115342 sec): 3 clusters Score: Raw -316102.269324 + Penalty 2965.719226 = -313136.550098 nChanged 42 SP:Iteration 15Q (2054.213901 sec): 3 clusters Score: Raw -316123.039322 + Penalty 2965.719226 = -313157.320096 nChanged 48 SP:Iteration 16Q (2054.325932 sec): 3 clusters Score: Raw -316140.169587 + Penalty 2965.719226 = -313174.450361 nChanged 25 SP:Iteration 17Q (2054.451259 sec): 3 clusters Score: Raw -316149.696891 + Penalty 2965.719226 = -313183.977665 nChanged 25 SP:Iteration 18Q (2054.594008 sec): 3 clusters Score: Raw -316159.598353 + Penalty 2965.719226 = -313193.879127 nChanged 21 SP:Iteration 19Q (2054.675773 sec): 3 clusters Score: Raw -316167.034419 + Penalty 2965.719226 = -313201.315193 nChanged 20 SP:Iteration 20F (2054.799613 sec): 3 clusters Score: Raw -316173.921027 + Penalty 2965.719226 = -313208.201801 nChanged 11 SP:Iteration 21Q (2054.910866 sec): 3 clusters Score: Raw -316176.811666 + Penalty 2965.719226 = -313211.092440 nChanged 5 SP:Iteration 22Q (2055.023015 sec): 3 clusters Score: Raw -316178.719904 + Penalty 2965.719226 = -313213.000677 nChanged 6 SP:Iteration 23Q (2055.130272 sec): 3 clusters Score: Raw -316180.542983 + Penalty 2965.719226 = -313214.823757 nChanged 7 SP:Iteration 24Q (2055.231795 sec): 3 clusters Score: Raw -316182.183951 + Penalty 2965.719226 = -313216.464725 nChanged 11 SP:Iteration 25Q (2055.333360 sec): 3 clusters Score: Raw -316185.013252 + Penalty 2965.719226 = -313219.294026 nChanged 7 SP:Iteration 26Q (2055.431740 sec): 3 clusters Score: Raw -316186.285220 + Penalty 2965.719226 = -313220.565994 nChanged 4 SP:Iteration 27Q (2055.529535 sec): 3 clusters Score: Raw -316187.090812 + Penalty 2965.719226 = -313221.371586 nChanged 3 SP:Iteration 28Q (2055.627474 sec): 3 clusters Score: Raw -316188.703653 + Penalty 2965.719226 = -313222.984427 nChanged 10 SP:Iteration 29Q (2055.697671 sec): 3 clusters Score: Raw -316192.443089 + Penalty 2965.719226 = -313226.723863 nChanged 11 SP:Iteration 30Q (2055.802091 sec): 3 clusters Score: Raw -316195.616187 + Penalty 2965.719226 = -313229.896961 nChanged 5 SP:Iteration 31Q (2055.896558 sec): 3 clusters Score: Raw -316197.732754 + Penalty 2965.719226 = -313232.013528 nChanged 8 SP:Iteration 32Q (2055.994126 sec): 3 clusters Score: Raw -316200.336774 + Penalty 2965.719226 = -313234.617548 nChanged 5 SP:Iteration 33Q (2056.081133 sec): 3 clusters Score: Raw -316202.395803 + Penalty 2965.719226 = -313236.676577 nChanged 3 SP:Iteration 34Q (2056.192901 sec): 3 clusters Score: Raw -316203.530497 + Penalty 2965.719226 = -313237.811271 nChanged 6 SP:Iteration 35Q (2056.286935 sec): 3 clusters Score: Raw -316205.093448 + Penalty 2965.719226 = -313239.374222 nChanged 1 SP:Iteration 36Q (2056.377021 sec): 3 clusters Score: Raw -316205.188501 + Penalty 2965.719226 = -313239.469275 nChanged 1 SP:Iteration 37Q (2056.446878 sec): 3 clusters Score: Raw -316205.351031 + Penalty 2965.719226 = -313239.631805 nChanged 0 SP:Iteration 38F (2056.552935 sec): 3 clusters Score: Raw -316205.351031 + Penalty 2965.719226 = -313239.631805 nChanged 0 Trying to split cluster 32 (1042 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2056.579730 sec): 2 clusters Score: Raw -37209.864901 + Penalty 1219.531463 = -35990.333438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2056.657364 sec): 3 clusters Score: Raw -36974.405523 + Penalty 2439.062925 = -34535.342598 nChanged 337 SP:Iteration 1F (2056.739013 sec): 3 clusters Score: Raw -37471.861126 + Penalty 2439.062925 = -35032.798201 nChanged 84 SP:Iteration 2F (2056.827981 sec): 3 clusters Score: Raw -37575.213807 + Penalty 2439.062925 = -35136.150882 nChanged 38 SP:Iteration 3Q (2056.913014 sec): 3 clusters Score: Raw -37653.621012 + Penalty 2439.062925 = -35214.558087 nChanged 41 SP:Iteration 4Q (2056.997463 sec): 3 clusters Score: Raw -37720.376728 + Penalty 2439.062925 = -35281.313803 nChanged 34 SP:Iteration 5Q (2057.075352 sec): 3 clusters Score: Raw -37774.552087 + Penalty 2439.062925 = -35335.489162 nChanged 18 SP:Iteration 6Q (2057.158429 sec): 3 clusters Score: Raw -37797.181769 + Penalty 2439.062925 = -35358.118844 nChanged 14 SP:Iteration 7Q (2057.220048 sec): 3 clusters Score: Raw -37820.074187 + Penalty 2439.062925 = -35381.011262 nChanged 15 SP:Iteration 8Q (2057.315396 sec): 3 clusters Score: Raw -37841.553980 + Penalty 2439.062925 = -35402.491055 nChanged 8 SP:Iteration 9Q (2057.403836 sec): 3 clusters Score: Raw -37848.454133 + Penalty 2439.062925 = -35409.391208 nChanged 4 SP:Iteration 10Q (2057.476980 sec): 3 clusters Score: Raw -37855.268311 + Penalty 2439.062925 = -35416.205386 nChanged 6 SP:Iteration 11Q (2057.557837 sec): 3 clusters Score: Raw -37866.533605 + Penalty 2439.062925 = -35427.470680 nChanged 7 SP:Iteration 12Q (2057.641779 sec): 3 clusters Score: Raw -37879.572524 + Penalty 2439.062925 = -35440.509599 nChanged 8 SP:Iteration 13Q (2057.723582 sec): 3 clusters Score: Raw -37888.078289 + Penalty 2439.062925 = -35449.015364 nChanged 5 SP:Iteration 14Q (2057.810568 sec): 3 clusters Score: Raw -37893.614359 + Penalty 2439.062925 = -35454.551434 nChanged 3 SP:Iteration 15Q (2057.902787 sec): 3 clusters Score: Raw -37899.899997 + Penalty 2439.062925 = -35460.837072 nChanged 3 SP:Iteration 16Q (2057.981083 sec): 3 clusters Score: Raw -37906.521517 + Penalty 2439.062925 = -35467.458592 nChanged 8 SP:Iteration 17Q (2058.065224 sec): 3 clusters Score: Raw -37918.770256 + Penalty 2439.062925 = -35479.707331 nChanged 4 SP:Iteration 18Q (2058.139428 sec): 3 clusters Score: Raw -37926.797497 + Penalty 2439.062925 = -35487.734572 nChanged 7 SP:Iteration 19Q (2058.220807 sec): 3 clusters Score: Raw -37937.740294 + Penalty 2439.062925 = -35498.677369 nChanged 4 SP:Iteration 20F (2058.306191 sec): 3 clusters Score: Raw -37942.713598 + Penalty 2439.062925 = -35503.650672 nChanged 3 SP:Iteration 21Q (2058.384879 sec): 3 clusters Score: Raw -37946.811454 + Penalty 2439.062925 = -35507.748529 nChanged 5 SP:Iteration 22Q (2058.462827 sec): 3 clusters Score: Raw -37954.767098 + Penalty 2439.062925 = -35515.704173 nChanged 4 SP:Iteration 23Q (2058.538956 sec): 3 clusters Score: Raw -37960.637533 + Penalty 2439.062925 = -35521.574608 nChanged 2 SP:Iteration 24Q (2058.606434 sec): 3 clusters Score: Raw -37963.390086 + Penalty 2439.062925 = -35524.327161 nChanged 0 SP:Iteration 25F (2058.688899 sec): 3 clusters Score: Raw -37963.390086 + Penalty 2439.062925 = -35524.327161 nChanged 0 Trying to split cluster 33 (6034 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2058.763300 sec): 2 clusters Score: Raw -381425.158777 + Penalty 1527.756531 = -379897.402245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2058.856983 sec): 3 clusters Score: Raw -378251.534947 + Penalty 3055.513062 = -375196.021885 nChanged 2512 SP:Iteration 1F (2058.952557 sec): 3 clusters Score: Raw -379989.607690 + Penalty 3055.513062 = -376934.094627 nChanged 596 SP:Iteration 2F (2059.040935 sec): 3 clusters Score: Raw -380559.339107 + Penalty 3055.513062 = -377503.826045 nChanged 473 SP:Iteration 3F (2059.132049 sec): 3 clusters Score: Raw -380942.921490 + Penalty 3055.513062 = -377887.408428 nChanged 376 SP:Iteration 4F (2059.218820 sec): 3 clusters Score: Raw -381198.154079 + Penalty 3055.513062 = -378142.641016 nChanged 262 SP:Iteration 5Q (2059.317220 sec): 3 clusters Score: Raw -381353.137262 + Penalty 3055.513062 = -378297.624200 nChanged 188 SP:Iteration 6Q (2059.390854 sec): 3 clusters Score: Raw -381445.241255 + Penalty 3055.513062 = -378389.728193 nChanged 132 SP:Iteration 7Q (2059.506498 sec): 3 clusters Score: Raw -381503.979666 + Penalty 3055.513062 = -378448.466604 nChanged 111 SP:Iteration 8Q (2059.603608 sec): 3 clusters Score: Raw -381553.487453 + Penalty 3055.513062 = -378497.974391 nChanged 88 SP:Iteration 9Q (2059.699824 sec): 3 clusters Score: Raw -381588.262039 + Penalty 3055.513062 = -378532.748977 nChanged 72 SP:Iteration 10Q (2059.773800 sec): 3 clusters Score: Raw -381615.377952 + Penalty 3055.513062 = -378559.864890 nChanged 62 SP:Iteration 11Q (2059.892249 sec): 3 clusters Score: Raw -381635.847155 + Penalty 3055.513062 = -378580.334093 nChanged 49 SP:Iteration 12Q (2059.988904 sec): 3 clusters Score: Raw -381647.880399 + Penalty 3055.513062 = -378592.367337 nChanged 37 SP:Iteration 13Q (2060.081665 sec): 3 clusters Score: Raw -381658.786737 + Penalty 3055.513062 = -378603.273674 nChanged 31 SP:Iteration 14Q (2060.178203 sec): 3 clusters Score: Raw -381667.974736 + Penalty 3055.513062 = -378612.461673 nChanged 37 SP:Iteration 15Q (2060.271421 sec): 3 clusters Score: Raw -381677.385491 + Penalty 3055.513062 = -378621.872429 nChanged 24 SP:Iteration 16Q (2060.348692 sec): 3 clusters Score: Raw -381685.084832 + Penalty 3055.513062 = -378629.571769 nChanged 21 SP:Iteration 17Q (2060.451236 sec): 3 clusters Score: Raw -381690.806883 + Penalty 3055.513062 = -378635.293821 nChanged 24 SP:Iteration 18Q (2060.544561 sec): 3 clusters Score: Raw -381696.734909 + Penalty 3055.513062 = -378641.221846 nChanged 25 SP:Iteration 19Q (2060.634022 sec): 3 clusters Score: Raw -381703.631215 + Penalty 3055.513062 = -378648.118152 nChanged 18 SP:Iteration 20F (2060.724586 sec): 3 clusters Score: Raw -381707.933664 + Penalty 3055.513062 = -378652.420602 nChanged 18 SP:Iteration 21Q (2060.797793 sec): 3 clusters Score: Raw -381712.699662 + Penalty 3055.513062 = -378657.186600 nChanged 15 SP:Iteration 22Q (2060.887332 sec): 3 clusters Score: Raw -381715.577985 + Penalty 3055.513062 = -378660.064923 nChanged 14 SP:Iteration 23Q (2060.995570 sec): 3 clusters Score: Raw -381719.312151 + Penalty 3055.513062 = -378663.799089 nChanged 21 SP:Iteration 24Q (2061.073919 sec): 3 clusters Score: Raw -381724.829880 + Penalty 3055.513062 = -378669.316818 nChanged 23 SP:Iteration 25Q (2061.167554 sec): 3 clusters Score: Raw -381730.165213 + Penalty 3055.513062 = -378674.652151 nChanged 19 SP:Iteration 26Q (2061.270747 sec): 3 clusters Score: Raw -381735.813809 + Penalty 3055.513062 = -378680.300747 nChanged 27 SP:Iteration 27Q (2061.369625 sec): 3 clusters Score: Raw -381743.049827 + Penalty 3055.513062 = -378687.536764 nChanged 25 SP:Iteration 28Q (2061.441006 sec): 3 clusters Score: Raw -381747.758140 + Penalty 3055.513062 = -378692.245077 nChanged 19 SP:Iteration 29Q (2061.535926 sec): 3 clusters Score: Raw -381751.678600 + Penalty 3055.513062 = -378696.165537 nChanged 14 SP:Iteration 30Q (2061.646621 sec): 3 clusters Score: Raw -381754.417149 + Penalty 3055.513062 = -378698.904086 nChanged 10 SP:Iteration 31Q (2061.724623 sec): 3 clusters Score: Raw -381756.245009 + Penalty 3055.513062 = -378700.731946 nChanged 10 SP:Iteration 32Q (2061.834936 sec): 3 clusters Score: Raw -381758.192058 + Penalty 3055.513062 = -378702.678996 nChanged 14 SP:Iteration 33Q (2061.915817 sec): 3 clusters Score: Raw -381761.019436 + Penalty 3055.513062 = -378705.506373 nChanged 13 SP:Iteration 34Q (2062.011992 sec): 3 clusters Score: Raw -381764.012155 + Penalty 3055.513062 = -378708.499093 nChanged 13 SP:Iteration 35Q (2062.122146 sec): 3 clusters Score: Raw -381766.195396 + Penalty 3055.513062 = -378710.682334 nChanged 9 SP:Iteration 36Q (2062.215442 sec): 3 clusters Score: Raw -381767.926541 + Penalty 3055.513062 = -378712.413479 nChanged 7 SP:Iteration 37Q (2062.294694 sec): 3 clusters Score: Raw -381769.065448 + Penalty 3055.513062 = -378713.552385 nChanged 7 SP:Iteration 38Q (2062.407636 sec): 3 clusters Score: Raw -381770.345199 + Penalty 3055.513062 = -378714.832136 nChanged 5 SP:Iteration 39Q (2062.501540 sec): 3 clusters Score: Raw -381771.203166 + Penalty 3055.513062 = -378715.690104 nChanged 9 SP:Iteration 40F (2062.575287 sec): 3 clusters Score: Raw -381772.814729 + Penalty 3055.513062 = -378717.301667 nChanged 8 SP:Iteration 41Q (2062.675781 sec): 3 clusters Score: Raw -381774.313487 + Penalty 3055.513062 = -378718.800425 nChanged 6 SP:Iteration 42Q (2062.755306 sec): 3 clusters Score: Raw -381775.098754 + Penalty 3055.513062 = -378719.585692 nChanged 0 SP:Iteration 43F (2062.861515 sec): 3 clusters Score: Raw -381775.098754 + Penalty 3055.513062 = -378719.585692 nChanged 0 Trying to split cluster 34 (11512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2062.914435 sec): 2 clusters Score: Raw -808730.288116 + Penalty 1641.125991 = -807089.162125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2063.028061 sec): 3 clusters Score: Raw -802136.303521 + Penalty 3282.251982 = -798854.051538 nChanged 5000 SP:Iteration 1F (2063.132513 sec): 3 clusters Score: Raw -804961.587829 + Penalty 3282.251982 = -801679.335847 nChanged 810 SP:Iteration 2F (2063.239604 sec): 3 clusters Score: Raw -805452.073095 + Penalty 3282.251982 = -802169.821112 nChanged 764 SP:Iteration 3F (2063.343141 sec): 3 clusters Score: Raw -805943.612036 + Penalty 3282.251982 = -802661.360054 nChanged 742 SP:Iteration 4F (2063.449142 sec): 3 clusters Score: Raw -806389.222191 + Penalty 3282.251982 = -803106.970208 nChanged 667 SP:Iteration 5F (2063.551553 sec): 3 clusters Score: Raw -806761.273337 + Penalty 3282.251982 = -803479.021355 nChanged 583 SP:Iteration 6F (2063.657061 sec): 3 clusters Score: Raw -807051.609225 + Penalty 3282.251982 = -803769.357243 nChanged 451 SP:Iteration 7Q (2063.762879 sec): 3 clusters Score: Raw -807246.136429 + Penalty 3282.251982 = -803963.884447 nChanged 337 SP:Iteration 8Q (2063.861310 sec): 3 clusters Score: Raw -807365.871414 + Penalty 3282.251982 = -804083.619432 nChanged 280 SP:Iteration 9Q (2063.960919 sec): 3 clusters Score: Raw -807452.459603 + Penalty 3282.251982 = -804170.207621 nChanged 200 SP:Iteration 10Q (2064.065827 sec): 3 clusters Score: Raw -807511.199842 + Penalty 3282.251982 = -804228.947859 nChanged 163 SP:Iteration 11Q (2064.169523 sec): 3 clusters Score: Raw -807555.327605 + Penalty 3282.251982 = -804273.075623 nChanged 154 SP:Iteration 12Q (2064.260061 sec): 3 clusters Score: Raw -807599.577821 + Penalty 3282.251982 = -804317.325839 nChanged 163 SP:Iteration 13Q (2064.364609 sec): 3 clusters Score: Raw -807644.827161 + Penalty 3282.251982 = -804362.575179 nChanged 127 SP:Iteration 14Q (2064.486144 sec): 3 clusters Score: Raw -807680.818432 + Penalty 3282.251982 = -804398.566450 nChanged 137 SP:Iteration 15Q (2064.599415 sec): 3 clusters Score: Raw -807718.359674 + Penalty 3282.251982 = -804436.107692 nChanged 137 SP:Iteration 16Q (2064.704652 sec): 3 clusters Score: Raw -807752.087823 + Penalty 3282.251982 = -804469.835840 nChanged 141 SP:Iteration 17Q (2064.814240 sec): 3 clusters Score: Raw -807788.374715 + Penalty 3282.251982 = -804506.122733 nChanged 147 SP:Iteration 18Q (2064.919375 sec): 3 clusters Score: Raw -807831.455713 + Penalty 3282.251982 = -804549.203730 nChanged 171 SP:Iteration 19Q (2065.030727 sec): 3 clusters Score: Raw -807886.558345 + Penalty 3282.251982 = -804604.306363 nChanged 178 SP:Iteration 20F (2065.139410 sec): 3 clusters Score: Raw -807956.384543 + Penalty 3282.251982 = -804674.132560 nChanged 202 SP:Iteration 21Q (2065.246491 sec): 3 clusters Score: Raw -808043.980037 + Penalty 3282.251982 = -804761.728055 nChanged 212 SP:Iteration 22Q (2065.351242 sec): 3 clusters Score: Raw -808133.758883 + Penalty 3282.251982 = -804851.506901 nChanged 218 SP:Iteration 23Q (2065.459477 sec): 3 clusters Score: Raw -808219.933999 + Penalty 3282.251982 = -804937.682017 nChanged 199 SP:Iteration 24Q (2065.566215 sec): 3 clusters Score: Raw -808287.722828 + Penalty 3282.251982 = -805005.470846 nChanged 193 SP:Iteration 25Q (2065.654596 sec): 3 clusters Score: Raw -808351.228431 + Penalty 3282.251982 = -805068.976449 nChanged 175 SP:Iteration 26Q (2065.768074 sec): 3 clusters Score: Raw -808411.853265 + Penalty 3282.251982 = -805129.601283 nChanged 169 SP:Iteration 27Q (2065.860015 sec): 3 clusters Score: Raw -808468.843831 + Penalty 3282.251982 = -805186.591848 nChanged 149 SP:Iteration 28Q (2065.958683 sec): 3 clusters Score: Raw -808517.680778 + Penalty 3282.251982 = -805235.428795 nChanged 155 SP:Iteration 29Q (2066.063977 sec): 3 clusters Score: Raw -808573.737879 + Penalty 3282.251982 = -805291.485897 nChanged 158 SP:Iteration 30Q (2066.166415 sec): 3 clusters Score: Raw -808630.288116 + Penalty 3282.251982 = -805348.036134 nChanged 166 SP:Iteration 31Q (2066.270001 sec): 3 clusters Score: Raw -808691.440301 + Penalty 3282.251982 = -805409.188319 nChanged 155 SP:Iteration 32Q (2066.368992 sec): 3 clusters Score: Raw -808748.358890 + Penalty 3282.251982 = -805466.106908 nChanged 144 SP:Iteration 33Q (2066.471233 sec): 3 clusters Score: Raw -808799.481169 + Penalty 3282.251982 = -805517.229187 nChanged 111 SP:Iteration 34Q (2066.565588 sec): 3 clusters Score: Raw -808834.778724 + Penalty 3282.251982 = -805552.526742 nChanged 94 SP:Iteration 35Q (2066.669365 sec): 3 clusters Score: Raw -808864.348146 + Penalty 3282.251982 = -805582.096164 nChanged 83 SP:Iteration 36Q (2066.774323 sec): 3 clusters Score: Raw -808891.678483 + Penalty 3282.251982 = -805609.426501 nChanged 87 SP:Iteration 37Q (2066.877016 sec): 3 clusters Score: Raw -808918.325103 + Penalty 3282.251982 = -805636.073121 nChanged 71 SP:Iteration 38Q (2066.979462 sec): 3 clusters Score: Raw -808937.778147 + Penalty 3282.251982 = -805655.526164 nChanged 57 SP:Iteration 39Q (2067.058198 sec): 3 clusters Score: Raw -808957.328833 + Penalty 3282.251982 = -805675.076851 nChanged 61 SP:Iteration 40F (2067.176428 sec): 3 clusters Score: Raw -808977.843160 + Penalty 3282.251982 = -805695.591178 nChanged 65 SP:Iteration 41Q (2067.260983 sec): 3 clusters Score: Raw -808999.019242 + Penalty 3282.251982 = -805716.767259 nChanged 49 SP:Iteration 42Q (2067.359520 sec): 3 clusters Score: Raw -809016.032895 + Penalty 3282.251982 = -805733.780913 nChanged 53 SP:Iteration 43Q (2067.457591 sec): 3 clusters Score: Raw -809030.296663 + Penalty 3282.251982 = -805748.044681 nChanged 46 SP:Iteration 44Q (2067.576984 sec): 3 clusters Score: Raw -809043.790451 + Penalty 3282.251982 = -805761.538469 nChanged 35 SP:Iteration 45Q (2067.644364 sec): 3 clusters Score: Raw -809052.616682 + Penalty 3282.251982 = -805770.364699 nChanged 28 SP:Iteration 46Q (2067.760184 sec): 3 clusters Score: Raw -809061.748425 + Penalty 3282.251982 = -805779.496443 nChanged 33 SP:Iteration 47Q (2067.877246 sec): 3 clusters Score: Raw -809072.492800 + Penalty 3282.251982 = -805790.240818 nChanged 35 SP:Iteration 48Q (2067.990685 sec): 3 clusters Score: Raw -809084.223262 + Penalty 3282.251982 = -805801.971280 nChanged 35 SP:Iteration 49Q (2068.130975 sec): 3 clusters Score: Raw -809094.478421 + Penalty 3282.251982 = -805812.226439 nChanged 32 SP:Iteration 50Q (2068.235599 sec): 3 clusters Score: Raw -809104.124727 + Penalty 3282.251982 = -805821.872745 nChanged 28 SP:Iteration 51Q (2068.355566 sec): 3 clusters Score: Raw -809111.103540 + Penalty 3282.251982 = -805828.851557 nChanged 16 SP:Iteration 52Q (2068.484275 sec): 3 clusters Score: Raw -809115.222460 + Penalty 3282.251982 = -805832.970478 nChanged 10 SP:Iteration 53Q (2068.601926 sec): 3 clusters Score: Raw -809118.551741 + Penalty 3282.251982 = -805836.299759 nChanged 14 SP:Iteration 54Q (2068.746209 sec): 3 clusters Score: Raw -809122.697673 + Penalty 3282.251982 = -805840.445690 nChanged 13 SP:Iteration 55Q (2068.845392 sec): 3 clusters Score: Raw -809126.753557 + Penalty 3282.251982 = -805844.501575 nChanged 15 SP:Iteration 56Q (2068.982536 sec): 3 clusters Score: Raw -809131.262603 + Penalty 3282.251982 = -805849.010621 nChanged 10 SP:Iteration 57Q (2069.108159 sec): 3 clusters Score: Raw -809134.067536 + Penalty 3282.251982 = -805851.815554 nChanged 10 SP:Iteration 58Q (2069.229216 sec): 3 clusters Score: Raw -809136.301578 + Penalty 3282.251982 = -805854.049596 nChanged 8 SP:Iteration 59Q (2069.356446 sec): 3 clusters Score: Raw -809138.931998 + Penalty 3282.251982 = -805856.680015 nChanged 8 SP:Iteration 60F (2069.478830 sec): 3 clusters Score: Raw -809142.614086 + Penalty 3282.251982 = -805860.362104 nChanged 14 SP:Iteration 61Q (2069.619199 sec): 3 clusters Score: Raw -809148.136439 + Penalty 3282.251982 = -805865.884457 nChanged 15 SP:Iteration 62Q (2069.737188 sec): 3 clusters Score: Raw -809153.527378 + Penalty 3282.251982 = -805871.275395 nChanged 18 SP:Iteration 63Q (2069.850516 sec): 3 clusters Score: Raw -809160.092960 + Penalty 3282.251982 = -805877.840978 nChanged 21 SP:Iteration 64Q (2069.971214 sec): 3 clusters Score: Raw -809167.767870 + Penalty 3282.251982 = -805885.515887 nChanged 22 SP:Iteration 65Q (2070.084623 sec): 3 clusters Score: Raw -809174.585521 + Penalty 3282.251982 = -805892.333539 nChanged 17 SP:Iteration 66Q (2070.197325 sec): 3 clusters Score: Raw -809180.612100 + Penalty 3282.251982 = -805898.360118 nChanged 22 SP:Iteration 67Q (2070.314574 sec): 3 clusters Score: Raw -809189.594384 + Penalty 3282.251982 = -805907.342402 nChanged 20 SP:Iteration 68Q (2070.435831 sec): 3 clusters Score: Raw -809200.777689 + Penalty 3282.251982 = -805918.525707 nChanged 35 SP:Iteration 69Q (2070.561063 sec): 3 clusters Score: Raw -809222.094285 + Penalty 3282.251982 = -805939.842303 nChanged 30 SP:Iteration 70Q (2070.682770 sec): 3 clusters Score: Raw -809236.001249 + Penalty 3282.251982 = -805953.749267 nChanged 25 SP:Iteration 71Q (2070.825487 sec): 3 clusters Score: Raw -809246.049625 + Penalty 3282.251982 = -805963.797643 nChanged 24 SP:Iteration 72Q (2070.950365 sec): 3 clusters Score: Raw -809256.776408 + Penalty 3282.251982 = -805974.524426 nChanged 20 SP:Iteration 73Q (2071.135863 sec): 3 clusters Score: Raw -809267.424353 + Penalty 3282.251982 = -805985.172371 nChanged 19 SP:Iteration 74Q (2071.257719 sec): 3 clusters Score: Raw -809275.819442 + Penalty 3282.251982 = -805993.567460 nChanged 14 SP:Iteration 75Q (2071.359702 sec): 3 clusters Score: Raw -809281.561629 + Penalty 3282.251982 = -805999.309647 nChanged 12 SP:Iteration 76Q (2071.479718 sec): 3 clusters Score: Raw -809288.288219 + Penalty 3282.251982 = -806006.036237 nChanged 13 SP:Iteration 77Q (2071.618878 sec): 3 clusters Score: Raw -809293.708322 + Penalty 3282.251982 = -806011.456340 nChanged 9 SP:Iteration 78Q (2071.711347 sec): 3 clusters Score: Raw -809298.435217 + Penalty 3282.251982 = -806016.183235 nChanged 9 SP:Iteration 79Q (2071.840179 sec): 3 clusters Score: Raw -809302.759345 + Penalty 3282.251982 = -806020.507362 nChanged 11 SP:Iteration 80F (2071.948114 sec): 3 clusters Score: Raw -809307.499413 + Penalty 3282.251982 = -806025.247430 nChanged 11 SP:Iteration 81Q (2072.078883 sec): 3 clusters Score: Raw -809312.439648 + Penalty 3282.251982 = -806030.187666 nChanged 10 SP:Iteration 82Q (2072.175155 sec): 3 clusters Score: Raw -809316.323243 + Penalty 3282.251982 = -806034.071261 nChanged 6 SP:Iteration 83Q (2072.312318 sec): 3 clusters Score: Raw -809318.881255 + Penalty 3282.251982 = -806036.629273 nChanged 5 SP:Iteration 84Q (2072.430477 sec): 3 clusters Score: Raw -809320.688762 + Penalty 3282.251982 = -806038.436780 nChanged 4 SP:Iteration 85Q (2072.529050 sec): 3 clusters Score: Raw -809322.247777 + Penalty 3282.251982 = -806039.995795 nChanged 3 SP:Iteration 86Q (2072.642671 sec): 3 clusters Score: Raw -809323.204635 + Penalty 3282.251982 = -806040.952652 nChanged 4 SP:Iteration 87Q (2072.763602 sec): 3 clusters Score: Raw -809324.209198 + Penalty 3282.251982 = -806041.957216 nChanged 4 SP:Iteration 88Q (2072.885274 sec): 3 clusters Score: Raw -809325.691687 + Penalty 3282.251982 = -806043.439705 nChanged 5 SP:Iteration 89Q (2073.026980 sec): 3 clusters Score: Raw -809327.428751 + Penalty 3282.251982 = -806045.176769 nChanged 4 SP:Iteration 90Q (2073.118597 sec): 3 clusters Score: Raw -809328.409892 + Penalty 3282.251982 = -806046.157910 nChanged 3 SP:Iteration 91Q (2073.262112 sec): 3 clusters Score: Raw -809329.701716 + Penalty 3282.251982 = -806047.449734 nChanged 2 SP:Iteration 92Q (2073.383044 sec): 3 clusters Score: Raw -809330.510957 + Penalty 3282.251982 = -806048.258975 nChanged 1 SP:Iteration 93Q (2073.505844 sec): 3 clusters Score: Raw -809330.843397 + Penalty 3282.251982 = -806048.591414 nChanged 1 SP:Iteration 94Q (2073.614404 sec): 3 clusters Score: Raw -809331.487610 + Penalty 3282.251982 = -806049.235628 nChanged 3 SP:Iteration 95Q (2073.733032 sec): 3 clusters Score: Raw -809332.171690 + Penalty 3282.251982 = -806049.919708 nChanged 1 SP:Iteration 96Q (2073.850792 sec): 3 clusters Score: Raw -809332.390490 + Penalty 3282.251982 = -806050.138508 nChanged 1 SP:Iteration 97Q (2073.967344 sec): 3 clusters Score: Raw -809332.691011 + Penalty 3282.251982 = -806050.439029 nChanged 3 SP:Iteration 98Q (2074.074963 sec): 3 clusters Score: Raw -809333.929864 + Penalty 3282.251982 = -806051.677882 nChanged 2 SP:Iteration 99Q (2074.190069 sec): 3 clusters Score: Raw -809334.368530 + Penalty 3282.251982 = -806052.116548 nChanged 1 SP:Iteration 100F (2074.306383 sec): 3 clusters Score: Raw -809334.832307 + Penalty 3282.251982 = -806052.580325 nChanged 1 SP:Iteration 101Q (2074.428627 sec): 3 clusters Score: Raw -809335.085651 + Penalty 3282.251982 = -806052.833668 nChanged 1 SP:Iteration 102Q (2074.547764 sec): 3 clusters Score: Raw -809335.554662 + Penalty 3282.251982 = -806053.302680 nChanged 3 SP:Iteration 103Q (2074.661729 sec): 3 clusters Score: Raw -809336.460553 + Penalty 3282.251982 = -806054.208571 nChanged 1 SP:Iteration 104Q (2074.760056 sec): 3 clusters Score: Raw -809337.062884 + Penalty 3282.251982 = -806054.810902 nChanged 1 SP:Iteration 105Q (2074.879408 sec): 3 clusters Score: Raw -809337.251202 + Penalty 3282.251982 = -806054.999220 nChanged 1 SP:Iteration 106Q (2074.981274 sec): 3 clusters Score: Raw -809337.430563 + Penalty 3282.251982 = -806055.178580 nChanged 1 SP:Iteration 107Q (2075.088516 sec): 3 clusters Score: Raw -809337.651796 + Penalty 3282.251982 = -806055.399813 nChanged 0 SP:Iteration 108F (2075.186247 sec): 3 clusters Score: Raw -809337.651796 + Penalty 3282.251982 = -806055.399813 nChanged 0 Trying to split cluster 35 (4394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2075.264375 sec): 2 clusters Score: Raw -311439.252906 + Penalty 1472.093167 = -309967.159739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2075.359099 sec): 3 clusters Score: Raw -309263.819809 + Penalty 2944.186334 = -306319.633475 nChanged 1765 SP:Iteration 1F (2075.433141 sec): 3 clusters Score: Raw -310247.254658 + Penalty 2944.186334 = -307303.068324 nChanged 331 SP:Iteration 2F (2075.548768 sec): 3 clusters Score: Raw -310492.050931 + Penalty 2944.186334 = -307547.864597 nChanged 286 SP:Iteration 3F (2075.641914 sec): 3 clusters Score: Raw -310726.896280 + Penalty 2944.186334 = -307782.709947 nChanged 267 SP:Iteration 4F (2075.730600 sec): 3 clusters Score: Raw -310930.337817 + Penalty 2944.186334 = -307986.151484 nChanged 228 SP:Iteration 5F (2075.799531 sec): 3 clusters Score: Raw -311113.508777 + Penalty 2944.186334 = -308169.322443 nChanged 220 SP:Iteration 6F (2075.894167 sec): 3 clusters Score: Raw -311296.576209 + Penalty 2944.186334 = -308352.389875 nChanged 180 SP:Iteration 7Q (2076.009887 sec): 3 clusters Score: Raw -311421.399962 + Penalty 2944.186334 = -308477.213629 nChanged 153 SP:Iteration 8Q (2076.108489 sec): 3 clusters Score: Raw -311503.371161 + Penalty 2944.186334 = -308559.184827 nChanged 116 SP:Iteration 9Q (2076.185011 sec): 3 clusters Score: Raw -311561.824022 + Penalty 2944.186334 = -308617.637688 nChanged 96 SP:Iteration 10Q (2076.300817 sec): 3 clusters Score: Raw -311618.546520 + Penalty 2944.186334 = -308674.360186 nChanged 95 SP:Iteration 11Q (2076.378223 sec): 3 clusters Score: Raw -311672.891712 + Penalty 2944.186334 = -308728.705378 nChanged 73 SP:Iteration 12Q (2076.491997 sec): 3 clusters Score: Raw -311722.320092 + Penalty 2944.186334 = -308778.133758 nChanged 66 SP:Iteration 13Q (2076.568811 sec): 3 clusters Score: Raw -311755.990907 + Penalty 2944.186334 = -308811.804573 nChanged 57 SP:Iteration 14Q (2076.645482 sec): 3 clusters Score: Raw -311780.460744 + Penalty 2944.186334 = -308836.274411 nChanged 54 SP:Iteration 15Q (2076.761614 sec): 3 clusters Score: Raw -311801.174597 + Penalty 2944.186334 = -308856.988263 nChanged 35 SP:Iteration 16Q (2076.858218 sec): 3 clusters Score: Raw -311812.583538 + Penalty 2944.186334 = -308868.397205 nChanged 24 SP:Iteration 17Q (2076.951546 sec): 3 clusters Score: Raw -311819.570603 + Penalty 2944.186334 = -308875.384269 nChanged 15 SP:Iteration 18Q (2077.047301 sec): 3 clusters Score: Raw -311826.126862 + Penalty 2944.186334 = -308881.940528 nChanged 22 SP:Iteration 19Q (2077.138441 sec): 3 clusters Score: Raw -311833.207410 + Penalty 2944.186334 = -308889.021076 nChanged 15 SP:Iteration 20F (2077.166622 sec): 3 clusters Score: Raw -311837.992330 + Penalty 2944.186334 = -308893.805996 nChanged 14 SP:Iteration 21Q (2077.277659 sec): 3 clusters Score: Raw -311842.170418 + Penalty 2944.186334 = -308897.984084 nChanged 19 SP:Iteration 22Q (2077.370840 sec): 3 clusters Score: Raw -311847.468629 + Penalty 2944.186334 = -308903.282295 nChanged 19 SP:Iteration 23Q (2077.456638 sec): 3 clusters Score: Raw -311853.153750 + Penalty 2944.186334 = -308908.967416 nChanged 13 SP:Iteration 24Q (2077.549953 sec): 3 clusters Score: Raw -311856.812040 + Penalty 2944.186334 = -308912.625706 nChanged 15 SP:Iteration 25Q (2077.642198 sec): 3 clusters Score: Raw -311862.197126 + Penalty 2944.186334 = -308918.010792 nChanged 16 SP:Iteration 26Q (2077.714702 sec): 3 clusters Score: Raw -311865.454466 + Penalty 2944.186334 = -308921.268133 nChanged 9 SP:Iteration 27Q (2077.803632 sec): 3 clusters Score: Raw -311867.516899 + Penalty 2944.186334 = -308923.330565 nChanged 4 SP:Iteration 28Q (2077.886994 sec): 3 clusters Score: Raw -311868.130086 + Penalty 2944.186334 = -308923.943752 nChanged 6 SP:Iteration 29Q (2077.997426 sec): 3 clusters Score: Raw -311869.826384 + Penalty 2944.186334 = -308925.640050 nChanged 5 SP:Iteration 30Q (2078.083082 sec): 3 clusters Score: Raw -311871.654369 + Penalty 2944.186334 = -308927.468036 nChanged 6 SP:Iteration 31Q (2078.163058 sec): 3 clusters Score: Raw -311873.324357 + Penalty 2944.186334 = -308929.138023 nChanged 4 SP:Iteration 32Q (2078.249726 sec): 3 clusters Score: Raw -311874.277276 + Penalty 2944.186334 = -308930.090943 nChanged 1 SP:Iteration 33Q (2078.341096 sec): 3 clusters Score: Raw -311874.363573 + Penalty 2944.186334 = -308930.177239 nChanged 0 SP:Iteration 34F (2078.413104 sec): 3 clusters Score: Raw -311874.363573 + Penalty 2944.186334 = -308930.177239 nChanged 0 Iteration 299Q (2082.639787 sec): 36 clusters Score: Raw -11987563.277517 + Penalty 75064.409558 = -11912498.867958 nChanged 23 Iteration 300F (2089.999222 sec): 36 clusters Score: Raw -11987565.043050 + Penalty 75064.409558 = -11912500.633492 nChanged 23 Iteration 301Q (2094.199012 sec): 36 clusters Score: Raw -11987566.888536 + Penalty 75064.409558 = -11912502.478977 nChanged 14 Iteration 302Q (2098.579699 sec): 36 clusters Score: Raw -11987567.961166 + Penalty 75064.409558 = -11912503.551607 nChanged 19 Iteration 303Q (2102.757129 sec): 36 clusters Score: Raw -11987569.617239 + Penalty 75064.409558 = -11912505.207681 nChanged 18 Iteration 304Q (2107.192326 sec): 36 clusters Score: Raw -11987571.286436 + Penalty 75064.409558 = -11912506.876877 nChanged 16 Iteration 305Q (2111.870354 sec): 36 clusters Score: Raw -11987572.748264 + Penalty 75064.409558 = -11912508.338705 nChanged 15 Iteration 306Q (2115.989400 sec): 36 clusters Score: Raw -11987574.117933 + Penalty 75064.409558 = -11912509.708375 nChanged 14 Iteration 307Q (2120.148551 sec): 36 clusters Score: Raw -11987575.218139 + Penalty 75064.409558 = -11912510.808581 nChanged 15 Iteration 308Q (2124.183505 sec): 36 clusters Score: Raw -11987576.582068 + Penalty 75064.409558 = -11912512.172509 nChanged 16 Iteration 309Q (2129.051344 sec): 36 clusters Score: Raw -11987577.808879 + Penalty 75064.409558 = -11912513.399321 nChanged 11 Iteration 310Q (2133.032070 sec): 36 clusters Score: Raw -11987578.639904 + Penalty 75064.409558 = -11912514.230346 nChanged 13 Iteration 311Q (2137.215565 sec): 36 clusters Score: Raw -11987579.621995 + Penalty 75064.409558 = -11912515.212437 nChanged 13 Iteration 312Q (2141.362740 sec): 36 clusters Score: Raw -11987580.592859 + Penalty 75064.409558 = -11912516.183300 nChanged 14 Iteration 313Q (2145.839312 sec): 36 clusters Score: Raw -11987581.710540 + Penalty 75064.409558 = -11912517.300982 nChanged 16 Iteration 314Q (2150.332288 sec): 36 clusters Score: Raw -11987582.751506 + Penalty 75064.409558 = -11912518.341948 nChanged 11 Iteration 315Q (2154.489844 sec): 36 clusters Score: Raw -11987583.506395 + Penalty 75064.409558 = -11912519.096837 nChanged 17 Iteration 316Q (2158.390448 sec): 36 clusters Score: Raw -11987584.828294 + Penalty 75064.409558 = -11912520.418736 nChanged 13 Iteration 317Q (2162.359043 sec): 36 clusters Score: Raw -11987585.878816 + Penalty 75064.409558 = -11912521.469258 nChanged 14 Iteration 318Q (2167.134476 sec): 36 clusters Score: Raw -11987587.187770 + Penalty 75064.409558 = -11912522.778211 nChanged 16 Iteration 319Q (2171.431079 sec): 36 clusters Score: Raw -11987588.609701 + Penalty 75064.409558 = -11912524.200143 nChanged 12 Iteration 320F (2178.231597 sec): 36 clusters Score: Raw -11987589.587945 + Penalty 75064.409558 = -11912525.178386 nChanged 14 Iteration 321Q (2182.377218 sec): 36 clusters Score: Raw -11987590.855866 + Penalty 75064.409558 = -11912526.446307 nChanged 11 Iteration 322Q (2186.973800 sec): 36 clusters Score: Raw -11987591.684771 + Penalty 75064.409558 = -11912527.275213 nChanged 8 Iteration 323Q (2191.371751 sec): 36 clusters Score: Raw -11987592.207545 + Penalty 75064.409558 = -11912527.797987 nChanged 11 Iteration 324Q (2195.496623 sec): 36 clusters Score: Raw -11987592.998443 + Penalty 75064.409558 = -11912528.588885 nChanged 13 Iteration 325Q (2199.732459 sec): 36 clusters Score: Raw -11987594.250291 + Penalty 75064.409558 = -11912529.840733 nChanged 6 Iteration 326Q (2203.712691 sec): 36 clusters Score: Raw -11987594.742809 + Penalty 75064.409558 = -11912530.333251 nChanged 3 Iteration 327Q (2208.530601 sec): 36 clusters Score: Raw -11987594.876098 + Penalty 75064.409558 = -11912530.466539 nChanged 2 Iteration 328Q (2212.719551 sec): 36 clusters Score: Raw -11987594.965061 + Penalty 75064.409558 = -11912530.555503 nChanged 1 Iteration 329Q (2216.875204 sec): 36 clusters Score: Raw -11987594.989910 + Penalty 75064.409558 = -11912530.580352 nChanged 2 Iteration 330Q (2221.105274 sec): 36 clusters Score: Raw -11987595.173671 + Penalty 75064.409558 = -11912530.764113 nChanged 2 Iteration 331Q (2225.433875 sec): 36 clusters Score: Raw -11987595.405770 + Penalty 75064.409558 = -11912530.996211 nChanged 1 Iteration 332Q (2229.945481 sec): 36 clusters Score: Raw -11987595.484940 + Penalty 75064.409558 = -11912531.075382 nChanged 0 Iteration 333F (2236.888234 sec): 36 clusters Score: Raw -11987595.484940 + Penalty 75064.409558 = -11912531.075382 nChanged 0 Compute initial score before splitting: Score: Raw -11987595.484940 + Penalty 75064.409558 = -11912531.075382 Trying to split cluster 1 (4744 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2237.097937 sec): 2 clusters Score: Raw -293639.469312 + Penalty 1485.543608 = -292153.925704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2237.193925 sec): 3 clusters Score: Raw -291264.706507 + Penalty 2971.087215 = -288293.619291 nChanged 1927 SP:Iteration 1F (2237.286523 sec): 3 clusters Score: Raw -292551.611022 + Penalty 2971.087215 = -289580.523807 nChanged 494 SP:Iteration 2F (2237.374563 sec): 3 clusters Score: Raw -293077.139463 + Penalty 2971.087215 = -290106.052247 nChanged 431 SP:Iteration 3F (2237.444142 sec): 3 clusters Score: Raw -293499.731456 + Penalty 2971.087215 = -290528.644241 nChanged 305 SP:Iteration 4F (2237.528437 sec): 3 clusters Score: Raw -293742.285229 + Penalty 2971.087215 = -290771.198014 nChanged 238 SP:Iteration 5F (2237.631612 sec): 3 clusters Score: Raw -293916.633920 + Penalty 2971.087215 = -290945.546705 nChanged 192 SP:Iteration 6Q (2237.705618 sec): 3 clusters Score: Raw -294061.528816 + Penalty 2971.087215 = -291090.441601 nChanged 153 SP:Iteration 7Q (2237.810799 sec): 3 clusters Score: Raw -294183.253089 + Penalty 2971.087215 = -291212.165874 nChanged 151 SP:Iteration 8Q (2237.900925 sec): 3 clusters Score: Raw -294286.135349 + Penalty 2971.087215 = -291315.048133 nChanged 119 SP:Iteration 9Q (2237.996271 sec): 3 clusters Score: Raw -294341.886139 + Penalty 2971.087215 = -291370.798924 nChanged 71 SP:Iteration 10Q (2238.089144 sec): 3 clusters Score: Raw -294370.652462 + Penalty 2971.087215 = -291399.565246 nChanged 64 SP:Iteration 11Q (2238.182484 sec): 3 clusters Score: Raw -294402.568482 + Penalty 2971.087215 = -291431.481267 nChanged 61 SP:Iteration 12Q (2238.247406 sec): 3 clusters Score: Raw -294438.011169 + Penalty 2971.087215 = -291466.923954 nChanged 56 SP:Iteration 13Q (2238.342974 sec): 3 clusters Score: Raw -294462.287490 + Penalty 2971.087215 = -291491.200275 nChanged 44 SP:Iteration 14Q (2238.426217 sec): 3 clusters Score: Raw -294480.711366 + Penalty 2971.087215 = -291509.624150 nChanged 38 SP:Iteration 15Q (2238.512658 sec): 3 clusters Score: Raw -294495.171774 + Penalty 2971.087215 = -291524.084559 nChanged 38 SP:Iteration 16Q (2238.604141 sec): 3 clusters Score: Raw -294508.799496 + Penalty 2971.087215 = -291537.712280 nChanged 31 SP:Iteration 17Q (2238.688112 sec): 3 clusters Score: Raw -294520.144638 + Penalty 2971.087215 = -291549.057423 nChanged 31 SP:Iteration 18Q (2238.768889 sec): 3 clusters Score: Raw -294531.659244 + Penalty 2971.087215 = -291560.572029 nChanged 26 SP:Iteration 19Q (2238.863688 sec): 3 clusters Score: Raw -294542.955317 + Penalty 2971.087215 = -291571.868102 nChanged 31 SP:Iteration 20F (2238.949728 sec): 3 clusters Score: Raw -294556.669815 + Penalty 2971.087215 = -291585.582600 nChanged 23 SP:Iteration 21Q (2239.038919 sec): 3 clusters Score: Raw -294564.222257 + Penalty 2971.087215 = -291593.135042 nChanged 13 SP:Iteration 22Q (2239.123266 sec): 3 clusters Score: Raw -294568.667750 + Penalty 2971.087215 = -291597.580534 nChanged 16 SP:Iteration 23Q (2239.203747 sec): 3 clusters Score: Raw -294572.339369 + Penalty 2971.087215 = -291601.252154 nChanged 10 SP:Iteration 24Q (2239.296410 sec): 3 clusters Score: Raw -294574.591886 + Penalty 2971.087215 = -291603.504671 nChanged 4 SP:Iteration 25Q (2239.381499 sec): 3 clusters Score: Raw -294576.498618 + Penalty 2971.087215 = -291605.411403 nChanged 9 SP:Iteration 26Q (2239.470641 sec): 3 clusters Score: Raw -294580.150349 + Penalty 2971.087215 = -291609.063134 nChanged 11 SP:Iteration 27Q (2239.551795 sec): 3 clusters Score: Raw -294583.907256 + Penalty 2971.087215 = -291612.820041 nChanged 6 SP:Iteration 28Q (2239.648654 sec): 3 clusters Score: Raw -294586.020355 + Penalty 2971.087215 = -291614.933140 nChanged 6 SP:Iteration 29Q (2239.715113 sec): 3 clusters Score: Raw -294589.963574 + Penalty 2971.087215 = -291618.876359 nChanged 7 SP:Iteration 30Q (2239.818899 sec): 3 clusters Score: Raw -294593.174275 + Penalty 2971.087215 = -291622.087060 nChanged 6 SP:Iteration 31Q (2239.894652 sec): 3 clusters Score: Raw -294595.241057 + Penalty 2971.087215 = -291624.153842 nChanged 4 SP:Iteration 32Q (2239.990476 sec): 3 clusters Score: Raw -294596.764342 + Penalty 2971.087215 = -291625.677127 nChanged 6 SP:Iteration 33Q (2240.063962 sec): 3 clusters Score: Raw -294598.280852 + Penalty 2971.087215 = -291627.193637 nChanged 7 SP:Iteration 34Q (2240.128666 sec): 3 clusters Score: Raw -294599.987330 + Penalty 2971.087215 = -291628.900115 nChanged 3 SP:Iteration 35Q (2240.232497 sec): 3 clusters Score: Raw -294601.036237 + Penalty 2971.087215 = -291629.949022 nChanged 3 SP:Iteration 36Q (2240.318221 sec): 3 clusters Score: Raw -294601.471311 + Penalty 2971.087215 = -291630.384095 nChanged 3 SP:Iteration 37Q (2240.415434 sec): 3 clusters Score: Raw -294602.213148 + Penalty 2971.087215 = -291631.125933 nChanged 2 SP:Iteration 38Q (2240.503853 sec): 3 clusters Score: Raw -294602.766713 + Penalty 2971.087215 = -291631.679498 nChanged 4 SP:Iteration 39Q (2240.577107 sec): 3 clusters Score: Raw -294604.219714 + Penalty 2971.087215 = -291633.132499 nChanged 6 SP:Iteration 40F (2240.688226 sec): 3 clusters Score: Raw -294605.647468 + Penalty 2971.087215 = -291634.560253 nChanged 4 SP:Iteration 41Q (2240.782952 sec): 3 clusters Score: Raw -294607.613367 + Penalty 2971.087215 = -291636.526152 nChanged 7 SP:Iteration 42Q (2240.858021 sec): 3 clusters Score: Raw -294609.701719 + Penalty 2971.087215 = -291638.614504 nChanged 3 SP:Iteration 43Q (2240.952991 sec): 3 clusters Score: Raw -294610.771304 + Penalty 2971.087215 = -291639.684089 nChanged 2 SP:Iteration 44Q (2241.057969 sec): 3 clusters Score: Raw -294611.484021 + Penalty 2971.087215 = -291640.396806 nChanged 0 SP:Iteration 45F (2241.154042 sec): 3 clusters Score: Raw -294611.484021 + Penalty 2971.087215 = -291640.396806 nChanged 0 Trying to split cluster 2 (4284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2241.207406 sec): 2 clusters Score: Raw -223059.413374 + Penalty 1467.643747 = -221591.769628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2241.280470 sec): 3 clusters Score: Raw -220944.483617 + Penalty 2935.287493 = -218009.196123 nChanged 1677 SP:Iteration 1F (2241.388292 sec): 3 clusters Score: Raw -222044.553311 + Penalty 2935.287493 = -219109.265817 nChanged 422 SP:Iteration 2F (2241.480000 sec): 3 clusters Score: Raw -222480.792203 + Penalty 2935.287493 = -219545.504710 nChanged 376 SP:Iteration 3F (2241.575550 sec): 3 clusters Score: Raw -222825.177056 + Penalty 2935.287493 = -219889.889563 nChanged 280 SP:Iteration 4F (2241.647021 sec): 3 clusters Score: Raw -223077.278097 + Penalty 2935.287493 = -220141.990604 nChanged 211 SP:Iteration 5Q (2241.743989 sec): 3 clusters Score: Raw -223242.531284 + Penalty 2935.287493 = -220307.243791 nChanged 179 SP:Iteration 6Q (2241.843616 sec): 3 clusters Score: Raw -223362.382727 + Penalty 2935.287493 = -220427.095233 nChanged 117 SP:Iteration 7Q (2241.913291 sec): 3 clusters Score: Raw -223429.670764 + Penalty 2935.287493 = -220494.383271 nChanged 84 SP:Iteration 8Q (2242.018534 sec): 3 clusters Score: Raw -223476.110025 + Penalty 2935.287493 = -220540.822531 nChanged 75 SP:Iteration 9Q (2242.112074 sec): 3 clusters Score: Raw -223517.326107 + Penalty 2935.287493 = -220582.038614 nChanged 58 SP:Iteration 10Q (2242.206594 sec): 3 clusters Score: Raw -223544.838800 + Penalty 2935.287493 = -220609.551307 nChanged 53 SP:Iteration 11Q (2242.301542 sec): 3 clusters Score: Raw -223573.164673 + Penalty 2935.287493 = -220637.877180 nChanged 43 SP:Iteration 12Q (2242.385561 sec): 3 clusters Score: Raw -223594.292318 + Penalty 2935.287493 = -220659.004825 nChanged 35 SP:Iteration 13Q (2242.489892 sec): 3 clusters Score: Raw -223607.542478 + Penalty 2935.287493 = -220672.254985 nChanged 31 SP:Iteration 14Q (2242.588993 sec): 3 clusters Score: Raw -223620.432313 + Penalty 2935.287493 = -220685.144819 nChanged 21 SP:Iteration 15Q (2242.693018 sec): 3 clusters Score: Raw -223629.024863 + Penalty 2935.287493 = -220693.737370 nChanged 20 SP:Iteration 16Q (2242.811426 sec): 3 clusters Score: Raw -223635.992205 + Penalty 2935.287493 = -220700.704711 nChanged 13 SP:Iteration 17Q (2242.945679 sec): 3 clusters Score: Raw -223642.213772 + Penalty 2935.287493 = -220706.926278 nChanged 20 SP:Iteration 18Q (2243.069489 sec): 3 clusters Score: Raw -223656.593392 + Penalty 2935.287493 = -220721.305898 nChanged 24 SP:Iteration 19Q (2243.138726 sec): 3 clusters Score: Raw -223668.623790 + Penalty 2935.287493 = -220733.336297 nChanged 22 SP:Iteration 20F (2243.240669 sec): 3 clusters Score: Raw -223676.560692 + Penalty 2935.287493 = -220741.273198 nChanged 14 SP:Iteration 21Q (2243.338849 sec): 3 clusters Score: Raw -223681.772856 + Penalty 2935.287493 = -220746.485363 nChanged 17 SP:Iteration 22Q (2243.433803 sec): 3 clusters Score: Raw -223686.475312 + Penalty 2935.287493 = -220751.187818 nChanged 13 SP:Iteration 23Q (2243.543446 sec): 3 clusters Score: Raw -223691.575029 + Penalty 2935.287493 = -220756.287535 nChanged 14 SP:Iteration 24Q (2243.629724 sec): 3 clusters Score: Raw -223694.577324 + Penalty 2935.287493 = -220759.289831 nChanged 14 SP:Iteration 25Q (2243.735217 sec): 3 clusters Score: Raw -223698.708444 + Penalty 2935.287493 = -220763.420950 nChanged 15 SP:Iteration 26Q (2243.846245 sec): 3 clusters Score: Raw -223703.534487 + Penalty 2935.287493 = -220768.246994 nChanged 12 SP:Iteration 27Q (2243.945967 sec): 3 clusters Score: Raw -223707.402481 + Penalty 2935.287493 = -220772.114987 nChanged 10 SP:Iteration 28Q (2244.046958 sec): 3 clusters Score: Raw -223710.515814 + Penalty 2935.287493 = -220775.228320 nChanged 13 SP:Iteration 29Q (2244.148678 sec): 3 clusters Score: Raw -223713.956084 + Penalty 2935.287493 = -220778.668590 nChanged 11 SP:Iteration 30Q (2244.253869 sec): 3 clusters Score: Raw -223716.156199 + Penalty 2935.287493 = -220780.868705 nChanged 4 SP:Iteration 31Q (2244.355090 sec): 3 clusters Score: Raw -223716.823675 + Penalty 2935.287493 = -220781.536181 nChanged 5 SP:Iteration 32Q (2244.442615 sec): 3 clusters Score: Raw -223717.846058 + Penalty 2935.287493 = -220782.558565 nChanged 4 SP:Iteration 33Q (2244.532986 sec): 3 clusters Score: Raw -223718.355944 + Penalty 2935.287493 = -220783.068450 nChanged 5 SP:Iteration 34Q (2244.647165 sec): 3 clusters Score: Raw -223719.438936 + Penalty 2935.287493 = -220784.151443 nChanged 4 SP:Iteration 35Q (2244.740339 sec): 3 clusters Score: Raw -223720.141558 + Penalty 2935.287493 = -220784.854065 nChanged 5 SP:Iteration 36Q (2244.864312 sec): 3 clusters Score: Raw -223721.077842 + Penalty 2935.287493 = -220785.790348 nChanged 3 SP:Iteration 37Q (2244.946337 sec): 3 clusters Score: Raw -223722.050857 + Penalty 2935.287493 = -220786.763363 nChanged 4 SP:Iteration 38Q (2245.032614 sec): 3 clusters Score: Raw -223722.676228 + Penalty 2935.287493 = -220787.388734 nChanged 0 SP:Iteration 39F (2245.145427 sec): 3 clusters Score: Raw -223722.676228 + Penalty 2935.287493 = -220787.388734 nChanged 0 Trying to split cluster 3 (6191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2245.268372 sec): 2 clusters Score: Raw -389886.632730 + Penalty 1532.264509 = -388354.368221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2245.412529 sec): 3 clusters Score: Raw -386648.291180 + Penalty 3064.529018 = -383583.762162 nChanged 2537 SP:Iteration 1F (2245.503625 sec): 3 clusters Score: Raw -388177.509643 + Penalty 3064.529018 = -385112.980625 nChanged 499 SP:Iteration 2F (2245.626881 sec): 3 clusters Score: Raw -388514.561291 + Penalty 3064.529018 = -385450.032272 nChanged 435 SP:Iteration 3F (2245.733648 sec): 3 clusters Score: Raw -388834.553992 + Penalty 3064.529018 = -385770.024974 nChanged 370 SP:Iteration 4F (2245.846053 sec): 3 clusters Score: Raw -389087.800590 + Penalty 3064.529018 = -386023.271571 nChanged 330 SP:Iteration 5F (2245.969910 sec): 3 clusters Score: Raw -389329.081482 + Penalty 3064.529018 = -386264.552464 nChanged 269 SP:Iteration 6Q (2246.081882 sec): 3 clusters Score: Raw -389529.737260 + Penalty 3064.529018 = -386465.208242 nChanged 271 SP:Iteration 7Q (2246.177801 sec): 3 clusters Score: Raw -389702.015660 + Penalty 3064.529018 = -386637.486641 nChanged 203 SP:Iteration 8Q (2246.352390 sec): 3 clusters Score: Raw -389824.129904 + Penalty 3064.529018 = -386759.600886 nChanged 167 SP:Iteration 9Q (2246.471515 sec): 3 clusters Score: Raw -389923.789551 + Penalty 3064.529018 = -386859.260533 nChanged 144 SP:Iteration 10Q (2246.568224 sec): 3 clusters Score: Raw -390002.170870 + Penalty 3064.529018 = -386937.641852 nChanged 121 SP:Iteration 11Q (2246.644417 sec): 3 clusters Score: Raw -390062.634034 + Penalty 3064.529018 = -386998.105016 nChanged 115 SP:Iteration 12Q (2246.737523 sec): 3 clusters Score: Raw -390110.302980 + Penalty 3064.529018 = -387045.773962 nChanged 99 SP:Iteration 13Q (2246.844145 sec): 3 clusters Score: Raw -390155.818872 + Penalty 3064.529018 = -387091.289854 nChanged 86 SP:Iteration 14Q (2246.938678 sec): 3 clusters Score: Raw -390190.082891 + Penalty 3064.529018 = -387125.553873 nChanged 67 SP:Iteration 15Q (2247.028892 sec): 3 clusters Score: Raw -390217.841167 + Penalty 3064.529018 = -387153.312149 nChanged 81 SP:Iteration 16Q (2247.112911 sec): 3 clusters Score: Raw -390246.484993 + Penalty 3064.529018 = -387181.955974 nChanged 72 SP:Iteration 17Q (2247.199951 sec): 3 clusters Score: Raw -390275.991680 + Penalty 3064.529018 = -387211.462662 nChanged 76 SP:Iteration 18Q (2247.307933 sec): 3 clusters Score: Raw -390306.168792 + Penalty 3064.529018 = -387241.639774 nChanged 72 SP:Iteration 19Q (2247.388882 sec): 3 clusters Score: Raw -390333.097093 + Penalty 3064.529018 = -387268.568075 nChanged 68 SP:Iteration 20F (2247.473659 sec): 3 clusters Score: Raw -390355.649324 + Penalty 3064.529018 = -387291.120306 nChanged 54 SP:Iteration 21Q (2247.585566 sec): 3 clusters Score: Raw -390372.450546 + Penalty 3064.529018 = -387307.921528 nChanged 45 SP:Iteration 22Q (2247.680912 sec): 3 clusters Score: Raw -390386.370990 + Penalty 3064.529018 = -387321.841972 nChanged 41 SP:Iteration 23Q (2247.775358 sec): 3 clusters Score: Raw -390399.136276 + Penalty 3064.529018 = -387334.607258 nChanged 38 SP:Iteration 24Q (2247.879086 sec): 3 clusters Score: Raw -390410.145591 + Penalty 3064.529018 = -387345.616573 nChanged 34 SP:Iteration 25Q (2247.973308 sec): 3 clusters Score: Raw -390419.022872 + Penalty 3064.529018 = -387354.493854 nChanged 28 SP:Iteration 26Q (2248.054597 sec): 3 clusters Score: Raw -390427.745389 + Penalty 3064.529018 = -387363.216370 nChanged 25 SP:Iteration 27Q (2248.158336 sec): 3 clusters Score: Raw -390434.489203 + Penalty 3064.529018 = -387369.960185 nChanged 17 SP:Iteration 28Q (2248.241505 sec): 3 clusters Score: Raw -390438.541935 + Penalty 3064.529018 = -387374.012916 nChanged 16 SP:Iteration 29Q (2248.316832 sec): 3 clusters Score: Raw -390442.850067 + Penalty 3064.529018 = -387378.321049 nChanged 16 SP:Iteration 30Q (2248.425281 sec): 3 clusters Score: Raw -390446.273356 + Penalty 3064.529018 = -387381.744338 nChanged 17 SP:Iteration 31Q (2248.492249 sec): 3 clusters Score: Raw -390450.478724 + Penalty 3064.529018 = -387385.949705 nChanged 13 SP:Iteration 32Q (2248.592755 sec): 3 clusters Score: Raw -390453.181859 + Penalty 3064.529018 = -387388.652841 nChanged 12 SP:Iteration 33Q (2248.664730 sec): 3 clusters Score: Raw -390456.357411 + Penalty 3064.529018 = -387391.828393 nChanged 12 SP:Iteration 34Q (2248.775655 sec): 3 clusters Score: Raw -390458.992532 + Penalty 3064.529018 = -387394.463514 nChanged 7 SP:Iteration 35Q (2248.874146 sec): 3 clusters Score: Raw -390460.117294 + Penalty 3064.529018 = -387395.588276 nChanged 8 SP:Iteration 36Q (2248.959199 sec): 3 clusters Score: Raw -390461.596397 + Penalty 3064.529018 = -387397.067379 nChanged 10 SP:Iteration 37Q (2249.062617 sec): 3 clusters Score: Raw -390463.257005 + Penalty 3064.529018 = -387398.727987 nChanged 5 SP:Iteration 38Q (2249.130899 sec): 3 clusters Score: Raw -390465.157371 + Penalty 3064.529018 = -387400.628353 nChanged 10 SP:Iteration 39Q (2249.214029 sec): 3 clusters Score: Raw -390466.572930 + Penalty 3064.529018 = -387402.043911 nChanged 3 SP:Iteration 40F (2249.313743 sec): 3 clusters Score: Raw -390467.102699 + Penalty 3064.529018 = -387402.573681 nChanged 3 SP:Iteration 41Q (2249.389762 sec): 3 clusters Score: Raw -390467.382914 + Penalty 3064.529018 = -387402.853896 nChanged 1 SP:Iteration 42Q (2249.487483 sec): 3 clusters Score: Raw -390468.087531 + Penalty 3064.529018 = -387403.558513 nChanged 3 SP:Iteration 43Q (2249.580808 sec): 3 clusters Score: Raw -390468.680401 + Penalty 3064.529018 = -387404.151383 nChanged 3 SP:Iteration 44Q (2249.672513 sec): 3 clusters Score: Raw -390469.389861 + Penalty 3064.529018 = -387404.860843 nChanged 5 SP:Iteration 45Q (2249.768991 sec): 3 clusters Score: Raw -390470.010293 + Penalty 3064.529018 = -387405.481275 nChanged 3 SP:Iteration 46Q (2249.867227 sec): 3 clusters Score: Raw -390470.413193 + Penalty 3064.529018 = -387405.884175 nChanged 3 SP:Iteration 47Q (2249.945193 sec): 3 clusters Score: Raw -390471.287428 + Penalty 3064.529018 = -387406.758410 nChanged 6 SP:Iteration 48Q (2250.032427 sec): 3 clusters Score: Raw -390472.741285 + Penalty 3064.529018 = -387408.212267 nChanged 4 SP:Iteration 49Q (2250.136728 sec): 3 clusters Score: Raw -390473.634570 + Penalty 3064.529018 = -387409.105552 nChanged 6 SP:Iteration 50Q (2250.224433 sec): 3 clusters Score: Raw -390474.887219 + Penalty 3064.529018 = -387410.358201 nChanged 7 SP:Iteration 51Q (2250.309113 sec): 3 clusters Score: Raw -390476.076934 + Penalty 3064.529018 = -387411.547916 nChanged 5 SP:Iteration 52Q (2250.409671 sec): 3 clusters Score: Raw -390476.916620 + Penalty 3064.529018 = -387412.387602 nChanged 2 SP:Iteration 53Q (2250.489838 sec): 3 clusters Score: Raw -390477.175211 + Penalty 3064.529018 = -387412.646193 nChanged 1 SP:Iteration 54Q (2250.571799 sec): 3 clusters Score: Raw -390477.287107 + Penalty 3064.529018 = -387412.758089 nChanged 1 SP:Iteration 55Q (2250.642158 sec): 3 clusters Score: Raw -390477.355745 + Penalty 3064.529018 = -387412.826727 nChanged 1 SP:Iteration 56Q (2250.729688 sec): 3 clusters Score: Raw -390477.492946 + Penalty 3064.529018 = -387412.963928 nChanged 0 SP:Iteration 57F (2250.834091 sec): 3 clusters Score: Raw -390477.492946 + Penalty 3064.529018 = -387412.963928 nChanged 0 Trying to split cluster 4 (3902 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2250.885597 sec): 2 clusters Score: Raw -231249.994687 + Penalty 1451.252413 = -229798.742274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2250.974143 sec): 3 clusters Score: Raw -229402.990582 + Penalty 2902.504827 = -226500.485755 nChanged 1464 SP:Iteration 1F (2251.058979 sec): 3 clusters Score: Raw -230252.683456 + Penalty 2902.504827 = -227350.178629 nChanged 324 SP:Iteration 2F (2251.160927 sec): 3 clusters Score: Raw -230566.307495 + Penalty 2902.504827 = -227663.802669 nChanged 295 SP:Iteration 3F (2251.249906 sec): 3 clusters Score: Raw -230885.190577 + Penalty 2902.504827 = -227982.685750 nChanged 269 SP:Iteration 4F (2251.339722 sec): 3 clusters Score: Raw -231178.234391 + Penalty 2902.504827 = -228275.729564 nChanged 260 SP:Iteration 5F (2251.406421 sec): 3 clusters Score: Raw -231489.820488 + Penalty 2902.504827 = -228587.315661 nChanged 218 SP:Iteration 6F (2251.512626 sec): 3 clusters Score: Raw -231789.735826 + Penalty 2902.504827 = -228887.230999 nChanged 199 SP:Iteration 7F (2251.605352 sec): 3 clusters Score: Raw -232014.076190 + Penalty 2902.504827 = -229111.571363 nChanged 150 SP:Iteration 8Q (2251.697085 sec): 3 clusters Score: Raw -232140.092448 + Penalty 2902.504827 = -229237.587621 nChanged 121 SP:Iteration 9Q (2251.788077 sec): 3 clusters Score: Raw -232228.082896 + Penalty 2902.504827 = -229325.578069 nChanged 88 SP:Iteration 10Q (2251.857670 sec): 3 clusters Score: Raw -232299.363154 + Penalty 2902.504827 = -229396.858327 nChanged 64 SP:Iteration 11Q (2251.960873 sec): 3 clusters Score: Raw -232345.536031 + Penalty 2902.504827 = -229443.031204 nChanged 43 SP:Iteration 12Q (2252.047312 sec): 3 clusters Score: Raw -232365.580865 + Penalty 2902.504827 = -229463.076038 nChanged 28 SP:Iteration 13Q (2252.136825 sec): 3 clusters Score: Raw -232378.187329 + Penalty 2902.504827 = -229475.682502 nChanged 31 SP:Iteration 14Q (2252.220875 sec): 3 clusters Score: Raw -232390.553112 + Penalty 2902.504827 = -229488.048285 nChanged 19 SP:Iteration 15Q (2252.290592 sec): 3 clusters Score: Raw -232397.480222 + Penalty 2902.504827 = -229494.975395 nChanged 9 SP:Iteration 16Q (2252.381991 sec): 3 clusters Score: Raw -232400.502238 + Penalty 2902.504827 = -229497.997412 nChanged 8 SP:Iteration 17Q (2252.475549 sec): 3 clusters Score: Raw -232402.739646 + Penalty 2902.504827 = -229500.234819 nChanged 11 SP:Iteration 18Q (2252.542751 sec): 3 clusters Score: Raw -232410.325808 + Penalty 2902.504827 = -229507.820981 nChanged 17 SP:Iteration 19Q (2252.629990 sec): 3 clusters Score: Raw -232418.431383 + Penalty 2902.504827 = -229515.926556 nChanged 17 SP:Iteration 20F (2252.735059 sec): 3 clusters Score: Raw -232426.428033 + Penalty 2902.504827 = -229523.923207 nChanged 13 SP:Iteration 21Q (2252.819559 sec): 3 clusters Score: Raw -232431.339758 + Penalty 2902.504827 = -229528.834931 nChanged 15 SP:Iteration 22Q (2252.912480 sec): 3 clusters Score: Raw -232437.575265 + Penalty 2902.504827 = -229535.070438 nChanged 15 SP:Iteration 23Q (2252.999269 sec): 3 clusters Score: Raw -232442.790805 + Penalty 2902.504827 = -229540.285978 nChanged 9 SP:Iteration 24Q (2253.078852 sec): 3 clusters Score: Raw -232446.297288 + Penalty 2902.504827 = -229543.792461 nChanged 7 SP:Iteration 25Q (2253.169759 sec): 3 clusters Score: Raw -232450.332103 + Penalty 2902.504827 = -229547.827276 nChanged 5 SP:Iteration 26Q (2253.257544 sec): 3 clusters Score: Raw -232451.968704 + Penalty 2902.504827 = -229549.463877 nChanged 2 SP:Iteration 27Q (2253.344246 sec): 3 clusters Score: Raw -232452.520847 + Penalty 2902.504827 = -229550.016020 nChanged 2 SP:Iteration 28Q (2253.427865 sec): 3 clusters Score: Raw -232453.004849 + Penalty 2902.504827 = -229550.500022 nChanged 1 SP:Iteration 29Q (2253.507504 sec): 3 clusters Score: Raw -232453.157575 + Penalty 2902.504827 = -229550.652748 nChanged 2 SP:Iteration 30Q (2253.587151 sec): 3 clusters Score: Raw -232453.422291 + Penalty 2902.504827 = -229550.917464 nChanged 1 SP:Iteration 31Q (2253.651243 sec): 3 clusters Score: Raw -232453.721812 + Penalty 2902.504827 = -229551.216985 nChanged 0 SP:Iteration 32F (2253.740804 sec): 3 clusters Score: Raw -232453.721812 + Penalty 2902.504827 = -229551.216985 nChanged 0 Trying to split cluster 5 (5173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2253.813577 sec): 2 clusters Score: Raw -341021.966048 + Penalty 1500.737016 = -339521.229032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2253.902703 sec): 3 clusters Score: Raw -338352.293050 + Penalty 3001.474033 = -335350.819017 nChanged 2076 SP:Iteration 1F (2253.973370 sec): 3 clusters Score: Raw -339633.858688 + Penalty 3001.474033 = -336632.384655 nChanged 450 SP:Iteration 2F (2254.066237 sec): 3 clusters Score: Raw -339997.704614 + Penalty 3001.474033 = -336996.230582 nChanged 377 SP:Iteration 3F (2254.163387 sec): 3 clusters Score: Raw -340321.276255 + Penalty 3001.474033 = -337319.802223 nChanged 331 SP:Iteration 4F (2254.249348 sec): 3 clusters Score: Raw -340602.630555 + Penalty 3001.474033 = -337601.156523 nChanged 293 SP:Iteration 5F (2254.340991 sec): 3 clusters Score: Raw -340851.083284 + Penalty 3001.474033 = -337849.609251 nChanged 251 SP:Iteration 6Q (2254.432482 sec): 3 clusters Score: Raw -341082.328816 + Penalty 3001.474033 = -338080.854783 nChanged 207 SP:Iteration 7Q (2254.539274 sec): 3 clusters Score: Raw -341249.505025 + Penalty 3001.474033 = -338248.030992 nChanged 174 SP:Iteration 8Q (2254.610633 sec): 3 clusters Score: Raw -341380.524974 + Penalty 3001.474033 = -338379.050941 nChanged 138 SP:Iteration 9Q (2254.698247 sec): 3 clusters Score: Raw -341467.074495 + Penalty 3001.474033 = -338465.600463 nChanged 105 SP:Iteration 10Q (2254.812239 sec): 3 clusters Score: Raw -341526.120779 + Penalty 3001.474033 = -338524.646746 nChanged 74 SP:Iteration 11Q (2254.899350 sec): 3 clusters Score: Raw -341559.148417 + Penalty 3001.474033 = -338557.674384 nChanged 62 SP:Iteration 12Q (2254.975282 sec): 3 clusters Score: Raw -341590.486087 + Penalty 3001.474033 = -338589.012054 nChanged 60 SP:Iteration 13Q (2255.064856 sec): 3 clusters Score: Raw -341621.696222 + Penalty 3001.474033 = -338620.222189 nChanged 52 SP:Iteration 14Q (2255.134718 sec): 3 clusters Score: Raw -341646.003869 + Penalty 3001.474033 = -338644.529836 nChanged 40 SP:Iteration 15Q (2255.220683 sec): 3 clusters Score: Raw -341665.355062 + Penalty 3001.474033 = -338663.881030 nChanged 26 SP:Iteration 16Q (2255.305566 sec): 3 clusters Score: Raw -341679.991782 + Penalty 3001.474033 = -338678.517749 nChanged 22 SP:Iteration 17Q (2255.403453 sec): 3 clusters Score: Raw -341690.416938 + Penalty 3001.474033 = -338688.942905 nChanged 25 SP:Iteration 18Q (2255.477975 sec): 3 clusters Score: Raw -341705.634703 + Penalty 3001.474033 = -338704.160671 nChanged 25 SP:Iteration 19Q (2255.572372 sec): 3 clusters Score: Raw -341720.474940 + Penalty 3001.474033 = -338719.000907 nChanged 26 SP:Iteration 20F (2255.670460 sec): 3 clusters Score: Raw -341731.351352 + Penalty 3001.474033 = -338729.877320 nChanged 24 SP:Iteration 21Q (2255.763381 sec): 3 clusters Score: Raw -341741.245292 + Penalty 3001.474033 = -338739.771259 nChanged 23 SP:Iteration 22Q (2255.855011 sec): 3 clusters Score: Raw -341750.678542 + Penalty 3001.474033 = -338749.204509 nChanged 26 SP:Iteration 23Q (2255.946856 sec): 3 clusters Score: Raw -341761.398281 + Penalty 3001.474033 = -338759.924248 nChanged 22 SP:Iteration 24Q (2255.982453 sec): 3 clusters Score: Raw -341771.445543 + Penalty 3001.474033 = -338769.971511 nChanged 24 SP:Iteration 25Q (2256.015571 sec): 3 clusters Score: Raw -341779.704308 + Penalty 3001.474033 = -338778.230275 nChanged 19 SP:Iteration 26Q (2256.048721 sec): 3 clusters Score: Raw -341785.427257 + Penalty 3001.474033 = -338783.953224 nChanged 19 SP:Iteration 27Q (2256.103660 sec): 3 clusters Score: Raw -341793.313276 + Penalty 3001.474033 = -338791.839244 nChanged 20 SP:Iteration 28Q (2256.143585 sec): 3 clusters Score: Raw -341801.089501 + Penalty 3001.474033 = -338799.615468 nChanged 18 SP:Iteration 29Q (2256.176638 sec): 3 clusters Score: Raw -341808.586792 + Penalty 3001.474033 = -338807.112760 nChanged 15 SP:Iteration 30Q (2256.209606 sec): 3 clusters Score: Raw -341814.535057 + Penalty 3001.474033 = -338813.061024 nChanged 12 SP:Iteration 31Q (2256.264543 sec): 3 clusters Score: Raw -341818.402564 + Penalty 3001.474033 = -338816.928531 nChanged 10 SP:Iteration 32Q (2256.296084 sec): 3 clusters Score: Raw -341822.477589 + Penalty 3001.474033 = -338821.003557 nChanged 8 SP:Iteration 33Q (2256.328957 sec): 3 clusters Score: Raw -341826.121404 + Penalty 3001.474033 = -338824.647371 nChanged 6 SP:Iteration 34Q (2256.361803 sec): 3 clusters Score: Raw -341828.554296 + Penalty 3001.474033 = -338827.080263 nChanged 2 SP:Iteration 35Q (2256.394408 sec): 3 clusters Score: Raw -341829.270390 + Penalty 3001.474033 = -338827.796357 nChanged 2 SP:Iteration 36Q (2256.427378 sec): 3 clusters Score: Raw -341829.913568 + Penalty 3001.474033 = -338828.439536 nChanged 0 SP:Iteration 37F (2256.460695 sec): 3 clusters Score: Raw -341829.913568 + Penalty 3001.474033 = -338828.439536 nChanged 0 Trying to split cluster 6 (1136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2256.508125 sec): 2 clusters Score: Raw -57442.794893 + Penalty 1234.689639 = -56208.105254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2256.590375 sec): 3 clusters Score: Raw -57080.940135 + Penalty 2469.379278 = -54611.560857 nChanged 340 SP:Iteration 1F (2256.690715 sec): 3 clusters Score: Raw -57439.753639 + Penalty 2469.379278 = -54970.374360 nChanged 109 SP:Iteration 2F (2256.773305 sec): 3 clusters Score: Raw -57595.079153 + Penalty 2469.379278 = -55125.699875 nChanged 57 SP:Iteration 3F (2256.833764 sec): 3 clusters Score: Raw -57669.925825 + Penalty 2469.379278 = -55200.546546 nChanged 26 SP:Iteration 4Q (2256.938914 sec): 3 clusters Score: Raw -57696.779353 + Penalty 2469.379278 = -55227.400075 nChanged 15 SP:Iteration 5Q (2257.010370 sec): 3 clusters Score: Raw -57709.890902 + Penalty 2469.379278 = -55240.511624 nChanged 13 SP:Iteration 6Q (2257.121948 sec): 3 clusters Score: Raw -57719.951826 + Penalty 2469.379278 = -55250.572547 nChanged 7 SP:Iteration 7Q (2257.231365 sec): 3 clusters Score: Raw -57727.126604 + Penalty 2469.379278 = -55257.747326 nChanged 3 SP:Iteration 8Q (2257.304616 sec): 3 clusters Score: Raw -57730.737332 + Penalty 2469.379278 = -55261.358054 nChanged 5 SP:Iteration 9Q (2257.411403 sec): 3 clusters Score: Raw -57734.184110 + Penalty 2469.379278 = -55264.804832 nChanged 3 SP:Iteration 10Q (2257.500542 sec): 3 clusters Score: Raw -57737.318345 + Penalty 2469.379278 = -55267.939067 nChanged 6 SP:Iteration 11Q (2257.587304 sec): 3 clusters Score: Raw -57742.566773 + Penalty 2469.379278 = -55273.187495 nChanged 6 SP:Iteration 12Q (2257.670360 sec): 3 clusters Score: Raw -57748.060126 + Penalty 2469.379278 = -55278.680847 nChanged 7 SP:Iteration 13Q (2257.758788 sec): 3 clusters Score: Raw -57754.894407 + Penalty 2469.379278 = -55285.515129 nChanged 9 SP:Iteration 14Q (2257.858496 sec): 3 clusters Score: Raw -57764.454632 + Penalty 2469.379278 = -55295.075353 nChanged 7 SP:Iteration 15Q (2257.926357 sec): 3 clusters Score: Raw -57770.459251 + Penalty 2469.379278 = -55301.079973 nChanged 6 SP:Iteration 16Q (2258.020377 sec): 3 clusters Score: Raw -57775.596150 + Penalty 2469.379278 = -55306.216872 nChanged 3 SP:Iteration 17Q (2258.138970 sec): 3 clusters Score: Raw -57777.660606 + Penalty 2469.379278 = -55308.281327 nChanged 0 SP:Iteration 18F (2258.229290 sec): 3 clusters Score: Raw -57777.660606 + Penalty 2469.379278 = -55308.281327 nChanged 0 Trying to split cluster 7 (9395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2258.280153 sec): 2 clusters Score: Raw -661900.450932 + Penalty 1605.462226 = -660294.988706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2258.405396 sec): 3 clusters Score: Raw -656775.953447 + Penalty 3210.924452 = -653565.028995 nChanged 4051 SP:Iteration 1F (2258.512790 sec): 3 clusters Score: Raw -659084.528341 + Penalty 3210.924452 = -655873.603889 nChanged 555 SP:Iteration 2F (2258.615773 sec): 3 clusters Score: Raw -659346.365168 + Penalty 3210.924452 = -656135.440716 nChanged 506 SP:Iteration 3F (2258.743578 sec): 3 clusters Score: Raw -659600.803486 + Penalty 3210.924452 = -656389.879034 nChanged 494 SP:Iteration 4F (2258.854964 sec): 3 clusters Score: Raw -659858.637316 + Penalty 3210.924452 = -656647.712864 nChanged 473 SP:Iteration 5F (2258.990472 sec): 3 clusters Score: Raw -660101.775058 + Penalty 3210.924452 = -656890.850606 nChanged 427 SP:Iteration 6Q (2259.106283 sec): 3 clusters Score: Raw -660342.835683 + Penalty 3210.924452 = -657131.911231 nChanged 407 SP:Iteration 7Q (2259.237438 sec): 3 clusters Score: Raw -660578.345628 + Penalty 3210.924452 = -657367.421176 nChanged 372 SP:Iteration 8Q (2259.388841 sec): 3 clusters Score: Raw -660794.854097 + Penalty 3210.924452 = -657583.929645 nChanged 345 SP:Iteration 9Q (2259.530563 sec): 3 clusters Score: Raw -661013.221771 + Penalty 3210.924452 = -657802.297319 nChanged 334 SP:Iteration 10Q (2259.635989 sec): 3 clusters Score: Raw -661241.557334 + Penalty 3210.924452 = -658030.632882 nChanged 285 SP:Iteration 11Q (2259.749369 sec): 3 clusters Score: Raw -661421.173420 + Penalty 3210.924452 = -658210.248968 nChanged 232 SP:Iteration 12Q (2259.874792 sec): 3 clusters Score: Raw -661568.553971 + Penalty 3210.924452 = -658357.629519 nChanged 197 SP:Iteration 13Q (2259.999823 sec): 3 clusters Score: Raw -661693.263749 + Penalty 3210.924452 = -658482.339297 nChanged 177 SP:Iteration 14Q (2260.144298 sec): 3 clusters Score: Raw -661809.347320 + Penalty 3210.924452 = -658598.422868 nChanged 118 SP:Iteration 15Q (2260.239759 sec): 3 clusters Score: Raw -661888.321868 + Penalty 3210.924452 = -658677.397416 nChanged 85 SP:Iteration 16Q (2260.360369 sec): 3 clusters Score: Raw -661941.562600 + Penalty 3210.924452 = -658730.638147 nChanged 78 SP:Iteration 17Q (2260.486416 sec): 3 clusters Score: Raw -661986.682754 + Penalty 3210.924452 = -658775.758302 nChanged 64 SP:Iteration 18Q (2260.606119 sec): 3 clusters Score: Raw -662020.843246 + Penalty 3210.924452 = -658809.918794 nChanged 52 SP:Iteration 19Q (2260.722692 sec): 3 clusters Score: Raw -662052.580934 + Penalty 3210.924452 = -658841.656482 nChanged 49 SP:Iteration 20F (2260.856866 sec): 3 clusters Score: Raw -662079.774146 + Penalty 3210.924452 = -658868.849694 nChanged 35 SP:Iteration 21Q (2260.953591 sec): 3 clusters Score: Raw -662096.208394 + Penalty 3210.924452 = -658885.283942 nChanged 24 SP:Iteration 22Q (2261.110133 sec): 3 clusters Score: Raw -662106.689936 + Penalty 3210.924452 = -658895.765484 nChanged 18 SP:Iteration 23Q (2261.190771 sec): 3 clusters Score: Raw -662116.100430 + Penalty 3210.924452 = -658905.175977 nChanged 18 SP:Iteration 24Q (2261.323689 sec): 3 clusters Score: Raw -662123.187917 + Penalty 3210.924452 = -658912.263465 nChanged 11 SP:Iteration 25Q (2261.423213 sec): 3 clusters Score: Raw -662126.645396 + Penalty 3210.924452 = -658915.720944 nChanged 5 SP:Iteration 26Q (2261.522241 sec): 3 clusters Score: Raw -662128.132653 + Penalty 3210.924452 = -658917.208201 nChanged 1 SP:Iteration 27Q (2261.637964 sec): 3 clusters Score: Raw -662128.592174 + Penalty 3210.924452 = -658917.667722 nChanged 2 SP:Iteration 28Q (2261.746809 sec): 3 clusters Score: Raw -662129.072310 + Penalty 3210.924452 = -658918.147858 nChanged 1 SP:Iteration 29Q (2261.825708 sec): 3 clusters Score: Raw -662129.377566 + Penalty 3210.924452 = -658918.453114 nChanged 0 SP:Iteration 30F (2261.928251 sec): 3 clusters Score: Raw -662129.377566 + Penalty 3210.924452 = -658918.453114 nChanged 0 Trying to split cluster 8 (12192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2262.021651 sec): 2 clusters Score: Raw -685422.352706 + Penalty 1651.197941 = -683771.154764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2262.141191 sec): 3 clusters Score: Raw -678527.915225 + Penalty 3302.395883 = -675225.519343 nChanged 5364 SP:Iteration 1F (2262.259132 sec): 3 clusters Score: Raw -682117.469820 + Penalty 3302.395883 = -678815.073938 nChanged 1120 SP:Iteration 2F (2262.359153 sec): 3 clusters Score: Raw -683198.863243 + Penalty 3302.395883 = -679896.467360 nChanged 1082 SP:Iteration 3F (2262.494622 sec): 3 clusters Score: Raw -684207.050245 + Penalty 3302.395883 = -680904.654363 nChanged 934 SP:Iteration 4F (2262.612809 sec): 3 clusters Score: Raw -684952.047336 + Penalty 3302.395883 = -681649.651454 nChanged 717 SP:Iteration 5F (2262.733467 sec): 3 clusters Score: Raw -685455.745331 + Penalty 3302.395883 = -682153.349448 nChanged 517 SP:Iteration 6Q (2262.852474 sec): 3 clusters Score: Raw -685762.585414 + Penalty 3302.395883 = -682460.189532 nChanged 406 SP:Iteration 7Q (2262.974969 sec): 3 clusters Score: Raw -685989.910534 + Penalty 3302.395883 = -682687.514652 nChanged 296 SP:Iteration 8Q (2263.110631 sec): 3 clusters Score: Raw -686142.545364 + Penalty 3302.395883 = -682840.149481 nChanged 254 SP:Iteration 9Q (2263.229759 sec): 3 clusters Score: Raw -686259.520050 + Penalty 3302.395883 = -682957.124168 nChanged 239 SP:Iteration 10Q (2263.349813 sec): 3 clusters Score: Raw -686373.568918 + Penalty 3302.395883 = -683071.173035 nChanged 203 SP:Iteration 11Q (2263.435731 sec): 3 clusters Score: Raw -686471.695327 + Penalty 3302.395883 = -683169.299444 nChanged 184 SP:Iteration 12Q (2263.555484 sec): 3 clusters Score: Raw -686553.783241 + Penalty 3302.395883 = -683251.387359 nChanged 172 SP:Iteration 13Q (2263.668933 sec): 3 clusters Score: Raw -686638.737592 + Penalty 3302.395883 = -683336.341709 nChanged 153 SP:Iteration 14Q (2263.800121 sec): 3 clusters Score: Raw -686722.649823 + Penalty 3302.395883 = -683420.253941 nChanged 165 SP:Iteration 15Q (2263.923648 sec): 3 clusters Score: Raw -686799.071721 + Penalty 3302.395883 = -683496.675839 nChanged 149 SP:Iteration 16Q (2264.034137 sec): 3 clusters Score: Raw -686868.508698 + Penalty 3302.395883 = -683566.112816 nChanged 141 SP:Iteration 17Q (2264.178886 sec): 3 clusters Score: Raw -686924.698769 + Penalty 3302.395883 = -683622.302887 nChanged 136 SP:Iteration 18Q (2264.299470 sec): 3 clusters Score: Raw -686978.173629 + Penalty 3302.395883 = -683675.777746 nChanged 127 SP:Iteration 19Q (2264.413835 sec): 3 clusters Score: Raw -687021.529597 + Penalty 3302.395883 = -683719.133714 nChanged 111 SP:Iteration 20F (2264.522936 sec): 3 clusters Score: Raw -687054.005222 + Penalty 3302.395883 = -683751.609339 nChanged 96 SP:Iteration 21Q (2264.612937 sec): 3 clusters Score: Raw -687081.023504 + Penalty 3302.395883 = -683778.627622 nChanged 75 SP:Iteration 22Q (2264.742496 sec): 3 clusters Score: Raw -687100.580472 + Penalty 3302.395883 = -683798.184590 nChanged 61 SP:Iteration 23Q (2264.838461 sec): 3 clusters Score: Raw -687119.058886 + Penalty 3302.395883 = -683816.663004 nChanged 56 SP:Iteration 24Q (2264.948552 sec): 3 clusters Score: Raw -687132.832459 + Penalty 3302.395883 = -683830.436577 nChanged 43 SP:Iteration 25Q (2265.056376 sec): 3 clusters Score: Raw -687140.061653 + Penalty 3302.395883 = -683837.665770 nChanged 33 SP:Iteration 26Q (2265.147347 sec): 3 clusters Score: Raw -687146.235307 + Penalty 3302.395883 = -683843.839424 nChanged 29 SP:Iteration 27Q (2265.265994 sec): 3 clusters Score: Raw -687151.321734 + Penalty 3302.395883 = -683848.925852 nChanged 21 SP:Iteration 28Q (2265.383676 sec): 3 clusters Score: Raw -687157.473068 + Penalty 3302.395883 = -683855.077185 nChanged 30 SP:Iteration 29Q (2265.483424 sec): 3 clusters Score: Raw -687165.586572 + Penalty 3302.395883 = -683863.190690 nChanged 33 SP:Iteration 30Q (2265.577389 sec): 3 clusters Score: Raw -687172.165924 + Penalty 3302.395883 = -683869.770042 nChanged 28 SP:Iteration 31Q (2265.673427 sec): 3 clusters Score: Raw -687177.688817 + Penalty 3302.395883 = -683875.292934 nChanged 21 SP:Iteration 32Q (2265.780126 sec): 3 clusters Score: Raw -687182.171814 + Penalty 3302.395883 = -683879.775932 nChanged 22 SP:Iteration 33Q (2265.879752 sec): 3 clusters Score: Raw -687186.639124 + Penalty 3302.395883 = -683884.243242 nChanged 21 SP:Iteration 34Q (2265.964784 sec): 3 clusters Score: Raw -687191.232979 + Penalty 3302.395883 = -683888.837097 nChanged 20 SP:Iteration 35Q (2266.086191 sec): 3 clusters Score: Raw -687195.880129 + Penalty 3302.395883 = -683893.484246 nChanged 18 SP:Iteration 36Q (2266.177715 sec): 3 clusters Score: Raw -687200.519110 + Penalty 3302.395883 = -683898.123228 nChanged 26 SP:Iteration 37Q (2266.274807 sec): 3 clusters Score: Raw -687207.316392 + Penalty 3302.395883 = -683904.920509 nChanged 24 SP:Iteration 38Q (2266.371707 sec): 3 clusters Score: Raw -687213.532241 + Penalty 3302.395883 = -683911.136358 nChanged 21 SP:Iteration 39Q (2266.496521 sec): 3 clusters Score: Raw -687219.372038 + Penalty 3302.395883 = -683916.976155 nChanged 26 SP:Iteration 40F (2266.595111 sec): 3 clusters Score: Raw -687226.312150 + Penalty 3302.395883 = -683923.916268 nChanged 21 SP:Iteration 41Q (2266.692153 sec): 3 clusters Score: Raw -687232.114347 + Penalty 3302.395883 = -683929.718464 nChanged 15 SP:Iteration 42Q (2266.772160 sec): 3 clusters Score: Raw -687235.794471 + Penalty 3302.395883 = -683933.398588 nChanged 13 SP:Iteration 43Q (2266.880535 sec): 3 clusters Score: Raw -687238.892611 + Penalty 3302.395883 = -683936.496729 nChanged 15 SP:Iteration 44Q (2266.981051 sec): 3 clusters Score: Raw -687242.013656 + Penalty 3302.395883 = -683939.617774 nChanged 16 SP:Iteration 45Q (2267.092457 sec): 3 clusters Score: Raw -687245.467177 + Penalty 3302.395883 = -683943.071295 nChanged 15 SP:Iteration 46Q (2267.193542 sec): 3 clusters Score: Raw -687248.887697 + Penalty 3302.395883 = -683946.491814 nChanged 15 SP:Iteration 47Q (2267.277512 sec): 3 clusters Score: Raw -687252.148067 + Penalty 3302.395883 = -683949.752185 nChanged 14 SP:Iteration 48Q (2267.395105 sec): 3 clusters Score: Raw -687254.469532 + Penalty 3302.395883 = -683952.073650 nChanged 7 SP:Iteration 49Q (2267.508489 sec): 3 clusters Score: Raw -687256.062967 + Penalty 3302.395883 = -683953.667084 nChanged 6 SP:Iteration 50Q (2267.606904 sec): 3 clusters Score: Raw -687257.426687 + Penalty 3302.395883 = -683955.030805 nChanged 8 SP:Iteration 51Q (2267.709051 sec): 3 clusters Score: Raw -687259.631930 + Penalty 3302.395883 = -683957.236047 nChanged 11 SP:Iteration 52Q (2267.808505 sec): 3 clusters Score: Raw -687261.863228 + Penalty 3302.395883 = -683959.467346 nChanged 5 SP:Iteration 53Q (2267.884960 sec): 3 clusters Score: Raw -687262.591032 + Penalty 3302.395883 = -683960.195149 nChanged 2 SP:Iteration 54Q (2267.996830 sec): 3 clusters Score: Raw -687262.838052 + Penalty 3302.395883 = -683960.442169 nChanged 0 SP:Iteration 55F (2268.105333 sec): 3 clusters Score: Raw -687262.838052 + Penalty 3302.395883 = -683960.442169 nChanged 0 Score: Raw -11989435.970286 + Penalty 77209.106974 = -11912226.863311 Splitting cluster 8 changes total score from -11912531.075382 to -11912226.863311 So it's not getting split. Trying to split cluster 9 (7468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2275.102915 sec): 2 clusters Score: Raw -491351.715546 + Penalty 1565.176130 = -489786.539416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2275.266808 sec): 3 clusters Score: Raw -487270.528338 + Penalty 3130.352259 = -484140.176079 nChanged 3143 SP:Iteration 1F (2275.368066 sec): 3 clusters Score: Raw -489030.286626 + Penalty 3130.352259 = -485899.934367 nChanged 589 SP:Iteration 2F (2275.479189 sec): 3 clusters Score: Raw -489405.214689 + Penalty 3130.352259 = -486274.862429 nChanged 506 SP:Iteration 3F (2275.589337 sec): 3 clusters Score: Raw -489747.156113 + Penalty 3130.352259 = -486616.803854 nChanged 453 SP:Iteration 4F (2275.702146 sec): 3 clusters Score: Raw -490055.675526 + Penalty 3130.352259 = -486925.323267 nChanged 396 SP:Iteration 5F (2275.811286 sec): 3 clusters Score: Raw -490319.345813 + Penalty 3130.352259 = -487188.993553 nChanged 374 SP:Iteration 6F (2275.920166 sec): 3 clusters Score: Raw -490560.969112 + Penalty 3130.352259 = -487430.616853 nChanged 325 SP:Iteration 7Q (2276.031767 sec): 3 clusters Score: Raw -490757.721962 + Penalty 3130.352259 = -487627.369702 nChanged 273 SP:Iteration 8Q (2276.143487 sec): 3 clusters Score: Raw -490923.813167 + Penalty 3130.352259 = -487793.460908 nChanged 242 SP:Iteration 9Q (2276.254169 sec): 3 clusters Score: Raw -491082.019219 + Penalty 3130.352259 = -487951.666960 nChanged 201 SP:Iteration 10Q (2276.366613 sec): 3 clusters Score: Raw -491213.575988 + Penalty 3130.352259 = -488083.223729 nChanged 177 SP:Iteration 11Q (2276.465984 sec): 3 clusters Score: Raw -491317.733389 + Penalty 3130.352259 = -488187.381129 nChanged 144 SP:Iteration 12Q (2276.622918 sec): 3 clusters Score: Raw -491401.444636 + Penalty 3130.352259 = -488271.092376 nChanged 148 SP:Iteration 13Q (2276.744512 sec): 3 clusters Score: Raw -491485.362176 + Penalty 3130.352259 = -488355.009916 nChanged 121 SP:Iteration 14Q (2276.854716 sec): 3 clusters Score: Raw -491542.545343 + Penalty 3130.352259 = -488412.193084 nChanged 96 SP:Iteration 15Q (2276.979638 sec): 3 clusters Score: Raw -491579.031422 + Penalty 3130.352259 = -488448.679163 nChanged 72 SP:Iteration 16Q (2277.075076 sec): 3 clusters Score: Raw -491604.659675 + Penalty 3130.352259 = -488474.307416 nChanged 66 SP:Iteration 17Q (2277.193963 sec): 3 clusters Score: Raw -491629.220892 + Penalty 3130.352259 = -488498.868633 nChanged 61 SP:Iteration 18Q (2277.313205 sec): 3 clusters Score: Raw -491648.213947 + Penalty 3130.352259 = -488517.861688 nChanged 38 SP:Iteration 19Q (2277.420444 sec): 3 clusters Score: Raw -491658.373658 + Penalty 3130.352259 = -488528.021398 nChanged 32 SP:Iteration 20F (2277.529926 sec): 3 clusters Score: Raw -491666.730130 + Penalty 3130.352259 = -488536.377871 nChanged 17 SP:Iteration 21Q (2277.638304 sec): 3 clusters Score: Raw -491670.629202 + Penalty 3130.352259 = -488540.276943 nChanged 15 SP:Iteration 22Q (2277.750216 sec): 3 clusters Score: Raw -491673.735462 + Penalty 3130.352259 = -488543.383203 nChanged 18 SP:Iteration 23Q (2277.886679 sec): 3 clusters Score: Raw -491677.414154 + Penalty 3130.352259 = -488547.061895 nChanged 17 SP:Iteration 24Q (2278.006029 sec): 3 clusters Score: Raw -491681.538742 + Penalty 3130.352259 = -488551.186483 nChanged 19 SP:Iteration 25Q (2278.117118 sec): 3 clusters Score: Raw -491688.238451 + Penalty 3130.352259 = -488557.886192 nChanged 21 SP:Iteration 26Q (2278.211677 sec): 3 clusters Score: Raw -491694.082170 + Penalty 3130.352259 = -488563.729911 nChanged 18 SP:Iteration 27Q (2278.357819 sec): 3 clusters Score: Raw -491700.247648 + Penalty 3130.352259 = -488569.895389 nChanged 17 SP:Iteration 28Q (2278.439979 sec): 3 clusters Score: Raw -491706.723073 + Penalty 3130.352259 = -488576.370814 nChanged 15 SP:Iteration 29Q (2278.545581 sec): 3 clusters Score: Raw -491710.548965 + Penalty 3130.352259 = -488580.196706 nChanged 8 SP:Iteration 30Q (2278.671823 sec): 3 clusters Score: Raw -491712.238069 + Penalty 3130.352259 = -488581.885810 nChanged 5 SP:Iteration 31Q (2278.769177 sec): 3 clusters Score: Raw -491713.308849 + Penalty 3130.352259 = -488582.956590 nChanged 6 SP:Iteration 32Q (2278.889957 sec): 3 clusters Score: Raw -491714.565494 + Penalty 3130.352259 = -488584.213235 nChanged 7 SP:Iteration 33Q (2279.005104 sec): 3 clusters Score: Raw -491716.095574 + Penalty 3130.352259 = -488585.743315 nChanged 6 SP:Iteration 34Q (2279.131134 sec): 3 clusters Score: Raw -491717.423311 + Penalty 3130.352259 = -488587.071052 nChanged 4 SP:Iteration 35Q (2279.232879 sec): 3 clusters Score: Raw -491718.100949 + Penalty 3130.352259 = -488587.748690 nChanged 7 SP:Iteration 36Q (2279.355476 sec): 3 clusters Score: Raw -491719.157745 + Penalty 3130.352259 = -488588.805486 nChanged 3 SP:Iteration 37Q (2279.476967 sec): 3 clusters Score: Raw -491719.634077 + Penalty 3130.352259 = -488589.281818 nChanged 4 SP:Iteration 38Q (2279.596846 sec): 3 clusters Score: Raw -491720.474384 + Penalty 3130.352259 = -488590.122125 nChanged 4 SP:Iteration 39Q (2279.709274 sec): 3 clusters Score: Raw -491722.207403 + Penalty 3130.352259 = -488591.855144 nChanged 3 SP:Iteration 40F (2279.825159 sec): 3 clusters Score: Raw -491722.671401 + Penalty 3130.352259 = -488592.319142 nChanged 1 SP:Iteration 41Q (2279.981826 sec): 3 clusters Score: Raw -491722.740100 + Penalty 3130.352259 = -488592.387841 nChanged 0 SP:Iteration 42F (2280.098206 sec): 3 clusters Score: Raw -491722.740100 + Penalty 3130.352259 = -488592.387841 nChanged 0 Trying to split cluster 10 (6722 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2280.172130 sec): 2 clusters Score: Raw -300058.856731 + Penalty 1546.706247 = -298512.150484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2280.297217 sec): 3 clusters Score: Raw -296491.119248 + Penalty 3093.412494 = -293397.706754 nChanged 2812 SP:Iteration 1F (2280.396075 sec): 3 clusters Score: Raw -298165.484346 + Penalty 3093.412494 = -295072.071852 nChanged 533 SP:Iteration 2F (2280.515050 sec): 3 clusters Score: Raw -298540.469295 + Penalty 3093.412494 = -295447.056801 nChanged 496 SP:Iteration 3F (2280.651347 sec): 3 clusters Score: Raw -298957.040618 + Penalty 3093.412494 = -295863.628124 nChanged 532 SP:Iteration 4F (2280.759493 sec): 3 clusters Score: Raw -299447.192632 + Penalty 3093.412494 = -296353.780138 nChanged 452 SP:Iteration 5F (2280.897109 sec): 3 clusters Score: Raw -299859.287327 + Penalty 3093.412494 = -296765.874833 nChanged 397 SP:Iteration 6F (2280.977217 sec): 3 clusters Score: Raw -300175.781742 + Penalty 3093.412494 = -297082.369248 nChanged 319 SP:Iteration 7Q (2281.121591 sec): 3 clusters Score: Raw -300410.863996 + Penalty 3093.412494 = -297317.451502 nChanged 233 SP:Iteration 8Q (2281.243405 sec): 3 clusters Score: Raw -300539.615064 + Penalty 3093.412494 = -297446.202570 nChanged 176 SP:Iteration 9Q (2281.368163 sec): 3 clusters Score: Raw -300634.093665 + Penalty 3093.412494 = -297540.681171 nChanged 150 SP:Iteration 10Q (2281.466264 sec): 3 clusters Score: Raw -300709.547197 + Penalty 3093.412494 = -297616.134703 nChanged 116 SP:Iteration 11Q (2281.591936 sec): 3 clusters Score: Raw -300775.112130 + Penalty 3093.412494 = -297681.699636 nChanged 123 SP:Iteration 12Q (2281.717708 sec): 3 clusters Score: Raw -300827.725882 + Penalty 3093.412494 = -297734.313388 nChanged 98 SP:Iteration 13Q (2281.869263 sec): 3 clusters Score: Raw -300873.104419 + Penalty 3093.412494 = -297779.691925 nChanged 93 SP:Iteration 14Q (2281.989442 sec): 3 clusters Score: Raw -300915.819909 + Penalty 3093.412494 = -297822.407415 nChanged 79 SP:Iteration 15Q (2282.088183 sec): 3 clusters Score: Raw -300947.664432 + Penalty 3093.412494 = -297854.251938 nChanged 73 SP:Iteration 16Q (2282.200193 sec): 3 clusters Score: Raw -300983.135049 + Penalty 3093.412494 = -297889.722555 nChanged 88 SP:Iteration 17Q (2282.310894 sec): 3 clusters Score: Raw -301018.370124 + Penalty 3093.412494 = -297924.957630 nChanged 77 SP:Iteration 18Q (2282.414889 sec): 3 clusters Score: Raw -301050.707816 + Penalty 3093.412494 = -297957.295322 nChanged 69 SP:Iteration 19Q (2282.534012 sec): 3 clusters Score: Raw -301076.584212 + Penalty 3093.412494 = -297983.171719 nChanged 47 SP:Iteration 20F (2282.651313 sec): 3 clusters Score: Raw -301096.211358 + Penalty 3093.412494 = -298002.798864 nChanged 46 SP:Iteration 21Q (2282.784745 sec): 3 clusters Score: Raw -301109.324891 + Penalty 3093.412494 = -298015.912397 nChanged 40 SP:Iteration 22Q (2282.881974 sec): 3 clusters Score: Raw -301119.551823 + Penalty 3093.412494 = -298026.139329 nChanged 28 SP:Iteration 23Q (2283.022298 sec): 3 clusters Score: Raw -301125.397916 + Penalty 3093.412494 = -298031.985422 nChanged 25 SP:Iteration 24Q (2283.139892 sec): 3 clusters Score: Raw -301131.993697 + Penalty 3093.412494 = -298038.581204 nChanged 28 SP:Iteration 25Q (2283.252776 sec): 3 clusters Score: Raw -301139.600067 + Penalty 3093.412494 = -298046.187574 nChanged 34 SP:Iteration 26Q (2283.335409 sec): 3 clusters Score: Raw -301147.746323 + Penalty 3093.412494 = -298054.333829 nChanged 31 SP:Iteration 27Q (2283.445459 sec): 3 clusters Score: Raw -301154.707678 + Penalty 3093.412494 = -298061.295185 nChanged 25 SP:Iteration 28Q (2283.564860 sec): 3 clusters Score: Raw -301160.909624 + Penalty 3093.412494 = -298067.497131 nChanged 19 SP:Iteration 29Q (2283.676320 sec): 3 clusters Score: Raw -301167.490240 + Penalty 3093.412494 = -298074.077746 nChanged 23 SP:Iteration 30Q (2283.791489 sec): 3 clusters Score: Raw -301177.187928 + Penalty 3093.412494 = -298083.775435 nChanged 26 SP:Iteration 31Q (2283.885496 sec): 3 clusters Score: Raw -301184.199676 + Penalty 3093.412494 = -298090.787182 nChanged 26 SP:Iteration 32Q (2284.007838 sec): 3 clusters Score: Raw -301191.214762 + Penalty 3093.412494 = -298097.802268 nChanged 24 SP:Iteration 33Q (2284.118679 sec): 3 clusters Score: Raw -301196.235180 + Penalty 3093.412494 = -298102.822686 nChanged 22 SP:Iteration 34Q (2284.240639 sec): 3 clusters Score: Raw -301203.274629 + Penalty 3093.412494 = -298109.862135 nChanged 21 SP:Iteration 35Q (2284.349554 sec): 3 clusters Score: Raw -301208.138506 + Penalty 3093.412494 = -298114.726013 nChanged 16 SP:Iteration 36Q (2284.430983 sec): 3 clusters Score: Raw -301211.642768 + Penalty 3093.412494 = -298118.230274 nChanged 14 SP:Iteration 37Q (2284.527895 sec): 3 clusters Score: Raw -301216.498724 + Penalty 3093.412494 = -298123.086230 nChanged 13 SP:Iteration 38Q (2284.628878 sec): 3 clusters Score: Raw -301219.077283 + Penalty 3093.412494 = -298125.664789 nChanged 9 SP:Iteration 39Q (2284.724162 sec): 3 clusters Score: Raw -301221.025810 + Penalty 3093.412494 = -298127.613316 nChanged 8 SP:Iteration 40F (2284.814275 sec): 3 clusters Score: Raw -301222.362155 + Penalty 3093.412494 = -298128.949662 nChanged 7 SP:Iteration 41Q (2284.908131 sec): 3 clusters Score: Raw -301224.080519 + Penalty 3093.412494 = -298130.668025 nChanged 7 SP:Iteration 42Q (2285.004129 sec): 3 clusters Score: Raw -301225.113390 + Penalty 3093.412494 = -298131.700897 nChanged 8 SP:Iteration 43Q (2285.106691 sec): 3 clusters Score: Raw -301227.399556 + Penalty 3093.412494 = -298133.987062 nChanged 9 SP:Iteration 44Q (2285.206618 sec): 3 clusters Score: Raw -301229.546843 + Penalty 3093.412494 = -298136.134349 nChanged 15 SP:Iteration 45Q (2285.307871 sec): 3 clusters Score: Raw -301232.646851 + Penalty 3093.412494 = -298139.234357 nChanged 8 SP:Iteration 46Q (2285.416786 sec): 3 clusters Score: Raw -301233.910303 + Penalty 3093.412494 = -298140.497810 nChanged 3 SP:Iteration 47Q (2285.503525 sec): 3 clusters Score: Raw -301234.086877 + Penalty 3093.412494 = -298140.674384 nChanged 5 SP:Iteration 48Q (2285.605264 sec): 3 clusters Score: Raw -301235.568879 + Penalty 3093.412494 = -298142.156385 nChanged 5 SP:Iteration 49Q (2285.708861 sec): 3 clusters Score: Raw -301236.220846 + Penalty 3093.412494 = -298142.808352 nChanged 6 SP:Iteration 50Q (2285.784156 sec): 3 clusters Score: Raw -301236.974196 + Penalty 3093.412494 = -298143.561702 nChanged 4 SP:Iteration 51Q (2285.878018 sec): 3 clusters Score: Raw -301237.329513 + Penalty 3093.412494 = -298143.917020 nChanged 0 SP:Iteration 52F (2285.976691 sec): 3 clusters Score: Raw -301237.329513 + Penalty 3093.412494 = -298143.917020 nChanged 0 Trying to split cluster 11 (19125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2286.099232 sec): 2 clusters Score: Raw -1302736.668977 + Penalty 1730.210916 = -1301006.458061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2286.228594 sec): 3 clusters Score: Raw -1291441.967971 + Penalty 3460.421832 = -1287981.546139 nChanged 8503 SP:Iteration 1F (2286.340723 sec): 3 clusters Score: Raw -1296245.765375 + Penalty 3460.421832 = -1292785.343543 nChanged 1219 SP:Iteration 2F (2286.453692 sec): 3 clusters Score: Raw -1296791.838045 + Penalty 3460.421832 = -1293331.416212 nChanged 1101 SP:Iteration 3F (2286.581813 sec): 3 clusters Score: Raw -1297281.288485 + Penalty 3460.421832 = -1293820.866653 nChanged 961 SP:Iteration 4F (2286.710123 sec): 3 clusters Score: Raw -1297699.380629 + Penalty 3460.421832 = -1294238.958796 nChanged 891 SP:Iteration 5Q (2286.832169 sec): 3 clusters Score: Raw -1298072.805626 + Penalty 3460.421832 = -1294612.383794 nChanged 818 SP:Iteration 6Q (2286.955729 sec): 3 clusters Score: Raw -1298409.599053 + Penalty 3460.421832 = -1294949.177220 nChanged 767 SP:Iteration 7Q (2287.082937 sec): 3 clusters Score: Raw -1298720.531285 + Penalty 3460.421832 = -1295260.109453 nChanged 679 SP:Iteration 8Q (2287.191336 sec): 3 clusters Score: Raw -1298998.317558 + Penalty 3460.421832 = -1295537.895725 nChanged 644 SP:Iteration 9Q (2287.315235 sec): 3 clusters Score: Raw -1299259.560299 + Penalty 3460.421832 = -1295799.138466 nChanged 673 SP:Iteration 10Q (2287.462479 sec): 3 clusters Score: Raw -1299558.260733 + Penalty 3460.421832 = -1296097.838901 nChanged 700 SP:Iteration 11Q (2287.590563 sec): 3 clusters Score: Raw -1299894.476158 + Penalty 3460.421832 = -1296434.054326 nChanged 719 SP:Iteration 12Q (2287.704714 sec): 3 clusters Score: Raw -1300279.722510 + Penalty 3460.421832 = -1296819.300677 nChanged 722 SP:Iteration 13Q (2287.809488 sec): 3 clusters Score: Raw -1300679.198795 + Penalty 3460.421832 = -1297218.776963 nChanged 681 SP:Iteration 14Q (2287.957073 sec): 3 clusters Score: Raw -1301110.107608 + Penalty 3460.421832 = -1297649.685776 nChanged 638 SP:Iteration 15Q (2288.057931 sec): 3 clusters Score: Raw -1301574.312917 + Penalty 3460.421832 = -1298113.891084 nChanged 563 SP:Iteration 16Q (2288.183864 sec): 3 clusters Score: Raw -1302029.047344 + Penalty 3460.421832 = -1298568.625512 nChanged 444 SP:Iteration 17Q (2288.299003 sec): 3 clusters Score: Raw -1302456.014429 + Penalty 3460.421832 = -1298995.592597 nChanged 351 SP:Iteration 18Q (2288.417295 sec): 3 clusters Score: Raw -1302825.869797 + Penalty 3460.421832 = -1299365.447965 nChanged 278 SP:Iteration 19Q (2288.545762 sec): 3 clusters Score: Raw -1303087.992322 + Penalty 3460.421832 = -1299627.570490 nChanged 250 SP:Iteration 20F (2288.648193 sec): 3 clusters Score: Raw -1303280.826850 + Penalty 3460.421832 = -1299820.405018 nChanged 254 SP:Iteration 21Q (2288.790456 sec): 3 clusters Score: Raw -1303439.049894 + Penalty 3460.421832 = -1299978.628062 nChanged 215 SP:Iteration 22Q (2288.906768 sec): 3 clusters Score: Raw -1303564.091110 + Penalty 3460.421832 = -1300103.669278 nChanged 221 SP:Iteration 23Q (2289.003686 sec): 3 clusters Score: Raw -1303706.018964 + Penalty 3460.421832 = -1300245.597132 nChanged 246 SP:Iteration 24Q (2289.142210 sec): 3 clusters Score: Raw -1303880.328771 + Penalty 3460.421832 = -1300419.906938 nChanged 264 SP:Iteration 25Q (2289.275607 sec): 3 clusters Score: Raw -1304056.592028 + Penalty 3460.421832 = -1300596.170196 nChanged 253 SP:Iteration 26Q (2289.393818 sec): 3 clusters Score: Raw -1304198.707525 + Penalty 3460.421832 = -1300738.285693 nChanged 230 SP:Iteration 27Q (2289.503446 sec): 3 clusters Score: Raw -1304330.559511 + Penalty 3460.421832 = -1300870.137679 nChanged 216 SP:Iteration 28Q (2289.618925 sec): 3 clusters Score: Raw -1304436.135159 + Penalty 3460.421832 = -1300975.713327 nChanged 166 SP:Iteration 29Q (2289.730311 sec): 3 clusters Score: Raw -1304506.405093 + Penalty 3460.421832 = -1301045.983260 nChanged 130 SP:Iteration 30Q (2289.830614 sec): 3 clusters Score: Raw -1304562.798513 + Penalty 3460.421832 = -1301102.376680 nChanged 123 SP:Iteration 31Q (2289.946468 sec): 3 clusters Score: Raw -1304615.583958 + Penalty 3460.421832 = -1301155.162126 nChanged 108 SP:Iteration 32Q (2290.079967 sec): 3 clusters Score: Raw -1304650.510333 + Penalty 3460.421832 = -1301190.088501 nChanged 82 SP:Iteration 33Q (2290.195087 sec): 3 clusters Score: Raw -1304673.819687 + Penalty 3460.421832 = -1301213.397855 nChanged 52 SP:Iteration 34Q (2290.287089 sec): 3 clusters Score: Raw -1304685.602139 + Penalty 3460.421832 = -1301225.180307 nChanged 39 SP:Iteration 35Q (2290.424680 sec): 3 clusters Score: Raw -1304692.229410 + Penalty 3460.421832 = -1301231.807577 nChanged 34 SP:Iteration 36Q (2290.525149 sec): 3 clusters Score: Raw -1304702.189957 + Penalty 3460.421832 = -1301241.768125 nChanged 26 SP:Iteration 37Q (2290.648757 sec): 3 clusters Score: Raw -1304706.030995 + Penalty 3460.421832 = -1301245.609163 nChanged 21 SP:Iteration 38Q (2290.763268 sec): 3 clusters Score: Raw -1304709.558883 + Penalty 3460.421832 = -1301249.137051 nChanged 14 SP:Iteration 39Q (2290.872029 sec): 3 clusters Score: Raw -1304710.910064 + Penalty 3460.421832 = -1301250.488232 nChanged 15 SP:Iteration 40F (2290.970175 sec): 3 clusters Score: Raw -1304738.631964 + Penalty 3460.421832 = -1301278.210132 nChanged 38 SP:Iteration 41Q (2291.093994 sec): 3 clusters Score: Raw -1304749.218390 + Penalty 3460.421832 = -1301288.796557 nChanged 28 SP:Iteration 42Q (2291.212365 sec): 3 clusters Score: Raw -1304753.505549 + Penalty 3460.421832 = -1301293.083717 nChanged 15 SP:Iteration 43Q (2291.326013 sec): 3 clusters Score: Raw -1304755.300577 + Penalty 3460.421832 = -1301294.878745 nChanged 13 SP:Iteration 44Q (2291.429822 sec): 3 clusters Score: Raw -1304756.783470 + Penalty 3460.421832 = -1301296.361638 nChanged 10 SP:Iteration 45Q (2291.539424 sec): 3 clusters Score: Raw -1304758.158229 + Penalty 3460.421832 = -1301297.736397 nChanged 6 SP:Iteration 46Q (2291.659460 sec): 3 clusters Score: Raw -1304759.120838 + Penalty 3460.421832 = -1301298.699006 nChanged 5 SP:Iteration 47Q (2291.782517 sec): 3 clusters Score: Raw -1304759.843361 + Penalty 3460.421832 = -1301299.421528 nChanged 3 SP:Iteration 48Q (2291.904273 sec): 3 clusters Score: Raw -1304760.100696 + Penalty 3460.421832 = -1301299.678864 nChanged 2 SP:Iteration 49Q (2292.025941 sec): 3 clusters Score: Raw -1304760.153293 + Penalty 3460.421832 = -1301299.731461 nChanged 0 SP:Iteration 50F (2292.152895 sec): 3 clusters Score: Raw -1304760.153293 + Penalty 3460.421832 = -1301299.731461 nChanged 0 Score: Raw -11989618.969256 + Penalty 77209.106974 = -11912409.862281 Splitting cluster 11 changes total score from -11912531.075382 to -11912409.862281 So it's not getting split. Trying to split cluster 12 (9409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2300.388735 sec): 2 clusters Score: Raw -602805.963396 + Penalty 1605.723553 = -601200.239842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2300.494662 sec): 3 clusters Score: Raw -597636.502631 + Penalty 3211.447107 = -594425.055524 nChanged 4033 SP:Iteration 1F (2300.577087 sec): 3 clusters Score: Raw -599777.412332 + Penalty 3211.447107 = -596565.965225 nChanged 598 SP:Iteration 2F (2300.678593 sec): 3 clusters Score: Raw -600053.111790 + Penalty 3211.447107 = -596841.664683 nChanged 483 SP:Iteration 3F (2300.780808 sec): 3 clusters Score: Raw -600265.155973 + Penalty 3211.447107 = -597053.708866 nChanged 429 SP:Iteration 4Q (2300.873198 sec): 3 clusters Score: Raw -600483.783935 + Penalty 3211.447107 = -597272.336828 nChanged 451 SP:Iteration 5Q (2300.954717 sec): 3 clusters Score: Raw -600703.858630 + Penalty 3211.447107 = -597492.411523 nChanged 430 SP:Iteration 6Q (2301.076442 sec): 3 clusters Score: Raw -600948.700060 + Penalty 3211.447107 = -597737.252953 nChanged 455 SP:Iteration 7Q (2301.172838 sec): 3 clusters Score: Raw -601222.590058 + Penalty 3211.447107 = -598011.142951 nChanged 457 SP:Iteration 8Q (2301.274430 sec): 3 clusters Score: Raw -601505.700430 + Penalty 3211.447107 = -598294.253324 nChanged 430 SP:Iteration 9Q (2301.375345 sec): 3 clusters Score: Raw -601782.268714 + Penalty 3211.447107 = -598570.821607 nChanged 384 SP:Iteration 10Q (2301.452450 sec): 3 clusters Score: Raw -602034.601662 + Penalty 3211.447107 = -598823.154555 nChanged 320 SP:Iteration 11Q (2301.566173 sec): 3 clusters Score: Raw -602234.805525 + Penalty 3211.447107 = -599023.358419 nChanged 261 SP:Iteration 12Q (2301.663576 sec): 3 clusters Score: Raw -602383.153281 + Penalty 3211.447107 = -599171.706174 nChanged 222 SP:Iteration 13Q (2301.761524 sec): 3 clusters Score: Raw -602496.156874 + Penalty 3211.447107 = -599284.709767 nChanged 168 SP:Iteration 14Q (2301.857180 sec): 3 clusters Score: Raw -602573.460719 + Penalty 3211.447107 = -599362.013612 nChanged 132 SP:Iteration 15Q (2301.965728 sec): 3 clusters Score: Raw -602630.216674 + Penalty 3211.447107 = -599418.769567 nChanged 109 SP:Iteration 16Q (2302.058464 sec): 3 clusters Score: Raw -602671.009631 + Penalty 3211.447107 = -599459.562524 nChanged 96 SP:Iteration 17Q (2302.154643 sec): 3 clusters Score: Raw -602702.556239 + Penalty 3211.447107 = -599491.109132 nChanged 72 SP:Iteration 18Q (2302.264598 sec): 3 clusters Score: Raw -602727.229607 + Penalty 3211.447107 = -599515.782500 nChanged 68 SP:Iteration 19Q (2302.373212 sec): 3 clusters Score: Raw -602754.277214 + Penalty 3211.447107 = -599542.830107 nChanged 64 SP:Iteration 20F (2302.475975 sec): 3 clusters Score: Raw -602775.833334 + Penalty 3211.447107 = -599564.386227 nChanged 67 SP:Iteration 21Q (2302.579413 sec): 3 clusters Score: Raw -602803.466471 + Penalty 3211.447107 = -599592.019364 nChanged 69 SP:Iteration 22Q (2302.669267 sec): 3 clusters Score: Raw -602831.329071 + Penalty 3211.447107 = -599619.881964 nChanged 63 SP:Iteration 23Q (2302.746804 sec): 3 clusters Score: Raw -602859.736043 + Penalty 3211.447107 = -599648.288936 nChanged 66 SP:Iteration 24Q (2302.855410 sec): 3 clusters Score: Raw -602881.672134 + Penalty 3211.447107 = -599670.225028 nChanged 53 SP:Iteration 25Q (2302.964114 sec): 3 clusters Score: Raw -602900.223825 + Penalty 3211.447107 = -599688.776718 nChanged 39 SP:Iteration 26Q (2303.048574 sec): 3 clusters Score: Raw -602909.067887 + Penalty 3211.447107 = -599697.620780 nChanged 21 SP:Iteration 27Q (2303.161717 sec): 3 clusters Score: Raw -602914.565225 + Penalty 3211.447107 = -599703.118119 nChanged 17 SP:Iteration 28Q (2303.243601 sec): 3 clusters Score: Raw -602919.988122 + Penalty 3211.447107 = -599708.541015 nChanged 25 SP:Iteration 29Q (2303.344871 sec): 3 clusters Score: Raw -602925.619833 + Penalty 3211.447107 = -599714.172726 nChanged 19 SP:Iteration 30Q (2303.449821 sec): 3 clusters Score: Raw -602929.903217 + Penalty 3211.447107 = -599718.456110 nChanged 19 SP:Iteration 31Q (2303.537194 sec): 3 clusters Score: Raw -602933.797787 + Penalty 3211.447107 = -599722.350681 nChanged 17 SP:Iteration 32Q (2303.629391 sec): 3 clusters Score: Raw -602937.891085 + Penalty 3211.447107 = -599726.443978 nChanged 18 SP:Iteration 33Q (2303.733300 sec): 3 clusters Score: Raw -602941.693038 + Penalty 3211.447107 = -599730.245931 nChanged 18 SP:Iteration 34Q (2303.827926 sec): 3 clusters Score: Raw -602944.337899 + Penalty 3211.447107 = -599732.890793 nChanged 11 SP:Iteration 35Q (2303.914899 sec): 3 clusters Score: Raw -602945.861880 + Penalty 3211.447107 = -599734.414773 nChanged 13 SP:Iteration 36Q (2303.997185 sec): 3 clusters Score: Raw -602949.379665 + Penalty 3211.447107 = -599737.932558 nChanged 8 SP:Iteration 37Q (2304.094923 sec): 3 clusters Score: Raw -602951.572675 + Penalty 3211.447107 = -599740.125569 nChanged 10 SP:Iteration 38Q (2304.208098 sec): 3 clusters Score: Raw -602954.704529 + Penalty 3211.447107 = -599743.257422 nChanged 12 SP:Iteration 39Q (2304.296260 sec): 3 clusters Score: Raw -602958.246302 + Penalty 3211.447107 = -599746.799195 nChanged 20 SP:Iteration 40F (2304.396899 sec): 3 clusters Score: Raw -602963.738829 + Penalty 3211.447107 = -599752.291722 nChanged 16 SP:Iteration 41Q (2304.482223 sec): 3 clusters Score: Raw -602968.003779 + Penalty 3211.447107 = -599756.556672 nChanged 14 SP:Iteration 42Q (2304.587238 sec): 3 clusters Score: Raw -602972.067963 + Penalty 3211.447107 = -599760.620856 nChanged 18 SP:Iteration 43Q (2304.687013 sec): 3 clusters Score: Raw -602977.180385 + Penalty 3211.447107 = -599765.733278 nChanged 20 SP:Iteration 44Q (2304.784086 sec): 3 clusters Score: Raw -602983.437586 + Penalty 3211.447107 = -599771.990479 nChanged 19 SP:Iteration 45Q (2304.873520 sec): 3 clusters Score: Raw -602987.736231 + Penalty 3211.447107 = -599776.289124 nChanged 14 SP:Iteration 46Q (2304.978991 sec): 3 clusters Score: Raw -602990.963103 + Penalty 3211.447107 = -599779.515996 nChanged 11 SP:Iteration 47Q (2305.058404 sec): 3 clusters Score: Raw -602993.321025 + Penalty 3211.447107 = -599781.873918 nChanged 5 SP:Iteration 48Q (2305.150262 sec): 3 clusters Score: Raw -602994.666582 + Penalty 3211.447107 = -599783.219475 nChanged 2 SP:Iteration 49Q (2305.257945 sec): 3 clusters Score: Raw -602994.945469 + Penalty 3211.447107 = -599783.498362 nChanged 2 SP:Iteration 50Q (2305.340539 sec): 3 clusters Score: Raw -602995.260224 + Penalty 3211.447107 = -599783.813117 nChanged 3 SP:Iteration 51Q (2305.439265 sec): 3 clusters Score: Raw -602995.653550 + Penalty 3211.447107 = -599784.206443 nChanged 4 SP:Iteration 52Q (2305.549463 sec): 3 clusters Score: Raw -602996.242304 + Penalty 3211.447107 = -599784.795197 nChanged 2 SP:Iteration 53Q (2305.620244 sec): 3 clusters Score: Raw -602996.861511 + Penalty 3211.447107 = -599785.414404 nChanged 2 SP:Iteration 54Q (2305.727292 sec): 3 clusters Score: Raw -602997.199167 + Penalty 3211.447107 = -599785.752061 nChanged 5 SP:Iteration 55Q (2305.819213 sec): 3 clusters Score: Raw -602998.371291 + Penalty 3211.447107 = -599786.924184 nChanged 5 SP:Iteration 56Q (2305.910048 sec): 3 clusters Score: Raw -602999.400173 + Penalty 3211.447107 = -599787.953066 nChanged 4 SP:Iteration 57Q (2306.024680 sec): 3 clusters Score: Raw -603000.342171 + Penalty 3211.447107 = -599788.895064 nChanged 4 SP:Iteration 58Q (2306.105873 sec): 3 clusters Score: Raw -603000.959340 + Penalty 3211.447107 = -599789.512233 nChanged 5 SP:Iteration 59Q (2306.212396 sec): 3 clusters Score: Raw -603001.815911 + Penalty 3211.447107 = -599790.368804 nChanged 5 SP:Iteration 60F (2306.322904 sec): 3 clusters Score: Raw -603002.428722 + Penalty 3211.447107 = -599790.981615 nChanged 4 SP:Iteration 61Q (2306.434948 sec): 3 clusters Score: Raw -603003.348218 + Penalty 3211.447107 = -599791.901111 nChanged 6 SP:Iteration 62Q (2306.531403 sec): 3 clusters Score: Raw -603004.410978 + Penalty 3211.447107 = -599792.963871 nChanged 2 SP:Iteration 63Q (2306.625692 sec): 3 clusters Score: Raw -603005.269798 + Penalty 3211.447107 = -599793.822691 nChanged 4 SP:Iteration 64Q (2306.704402 sec): 3 clusters Score: Raw -603005.944630 + Penalty 3211.447107 = -599794.497523 nChanged 5 SP:Iteration 65Q (2306.809756 sec): 3 clusters Score: Raw -603007.182098 + Penalty 3211.447107 = -599795.734991 nChanged 6 SP:Iteration 66Q (2306.908073 sec): 3 clusters Score: Raw -603008.526188 + Penalty 3211.447107 = -599797.079081 nChanged 8 SP:Iteration 67Q (2306.997456 sec): 3 clusters Score: Raw -603010.098836 + Penalty 3211.447107 = -599798.651729 nChanged 8 SP:Iteration 68Q (2307.090137 sec): 3 clusters Score: Raw -603011.813357 + Penalty 3211.447107 = -599800.366250 nChanged 4 SP:Iteration 69Q (2307.190194 sec): 3 clusters Score: Raw -603012.504561 + Penalty 3211.447107 = -599801.057454 nChanged 7 SP:Iteration 70Q (2307.291542 sec): 3 clusters Score: Raw -603014.262891 + Penalty 3211.447107 = -599802.815785 nChanged 6 SP:Iteration 71Q (2307.395306 sec): 3 clusters Score: Raw -603015.861024 + Penalty 3211.447107 = -599804.413917 nChanged 11 SP:Iteration 72Q (2307.478225 sec): 3 clusters Score: Raw -603018.017383 + Penalty 3211.447107 = -599806.570276 nChanged 10 SP:Iteration 73Q (2307.575832 sec): 3 clusters Score: Raw -603020.406745 + Penalty 3211.447107 = -599808.959639 nChanged 11 SP:Iteration 74Q (2307.697136 sec): 3 clusters Score: Raw -603023.391132 + Penalty 3211.447107 = -599811.944025 nChanged 13 SP:Iteration 75Q (2307.777502 sec): 3 clusters Score: Raw -603027.334265 + Penalty 3211.447107 = -599815.887158 nChanged 12 SP:Iteration 76Q (2307.898335 sec): 3 clusters Score: Raw -603030.951091 + Penalty 3211.447107 = -599819.503984 nChanged 16 SP:Iteration 77Q (2307.992015 sec): 3 clusters Score: Raw -603035.084965 + Penalty 3211.447107 = -599823.637858 nChanged 12 SP:Iteration 78Q (2308.084643 sec): 3 clusters Score: Raw -603037.877428 + Penalty 3211.447107 = -599826.430322 nChanged 8 SP:Iteration 79Q (2308.186933 sec): 3 clusters Score: Raw -603040.133474 + Penalty 3211.447107 = -599828.686367 nChanged 7 SP:Iteration 80F (2308.285266 sec): 3 clusters Score: Raw -603041.673087 + Penalty 3211.447107 = -599830.225980 nChanged 7 SP:Iteration 81Q (2308.372920 sec): 3 clusters Score: Raw -603043.523862 + Penalty 3211.447107 = -599832.076755 nChanged 5 SP:Iteration 82Q (2308.465018 sec): 3 clusters Score: Raw -603044.572996 + Penalty 3211.447107 = -599833.125889 nChanged 6 SP:Iteration 83Q (2308.553937 sec): 3 clusters Score: Raw -603046.555407 + Penalty 3211.447107 = -599835.108300 nChanged 5 SP:Iteration 84Q (2308.648462 sec): 3 clusters Score: Raw -603047.913581 + Penalty 3211.447107 = -599836.466474 nChanged 1 SP:Iteration 85Q (2308.733048 sec): 3 clusters Score: Raw -603048.005950 + Penalty 3211.447107 = -599836.558843 nChanged 0 SP:Iteration 86F (2308.821223 sec): 3 clusters Score: Raw -603048.005950 + Penalty 3211.447107 = -599836.558843 nChanged 0 Trying to split cluster 13 (7829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2308.898938 sec): 2 clusters Score: Raw -511422.850307 + Penalty 1573.461057 = -509849.389251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2308.979399 sec): 3 clusters Score: Raw -507141.336642 + Penalty 3146.922113 = -503994.414529 nChanged 3225 SP:Iteration 1F (2309.072851 sec): 3 clusters Score: Raw -508979.218445 + Penalty 3146.922113 = -505832.296331 nChanged 584 SP:Iteration 2F (2309.167472 sec): 3 clusters Score: Raw -509308.964972 + Penalty 3146.922113 = -506162.042858 nChanged 501 SP:Iteration 3F (2309.255448 sec): 3 clusters Score: Raw -509603.614899 + Penalty 3146.922113 = -506456.692785 nChanged 474 SP:Iteration 4F (2309.348061 sec): 3 clusters Score: Raw -509911.243309 + Penalty 3146.922113 = -506764.321195 nChanged 451 SP:Iteration 5F (2309.440107 sec): 3 clusters Score: Raw -510213.707688 + Penalty 3146.922113 = -507066.785575 nChanged 420 SP:Iteration 6F (2309.529110 sec): 3 clusters Score: Raw -510489.519735 + Penalty 3146.922113 = -507342.597622 nChanged 376 SP:Iteration 7Q (2309.618433 sec): 3 clusters Score: Raw -510709.083401 + Penalty 3146.922113 = -507562.161287 nChanged 298 SP:Iteration 8Q (2309.716841 sec): 3 clusters Score: Raw -510854.706069 + Penalty 3146.922113 = -507707.783956 nChanged 238 SP:Iteration 9Q (2309.808712 sec): 3 clusters Score: Raw -510972.483738 + Penalty 3146.922113 = -507825.561624 nChanged 211 SP:Iteration 10Q (2309.902631 sec): 3 clusters Score: Raw -511071.291105 + Penalty 3146.922113 = -507924.368992 nChanged 181 SP:Iteration 11Q (2309.972802 sec): 3 clusters Score: Raw -511154.090151 + Penalty 3146.922113 = -508007.168037 nChanged 129 SP:Iteration 12Q (2310.072792 sec): 3 clusters Score: Raw -511218.578957 + Penalty 3146.922113 = -508071.656843 nChanged 109 SP:Iteration 13Q (2310.171758 sec): 3 clusters Score: Raw -511269.377897 + Penalty 3146.922113 = -508122.455784 nChanged 104 SP:Iteration 14Q (2310.253425 sec): 3 clusters Score: Raw -511317.466455 + Penalty 3146.922113 = -508170.544342 nChanged 103 SP:Iteration 15Q (2310.362156 sec): 3 clusters Score: Raw -511371.063139 + Penalty 3146.922113 = -508224.141026 nChanged 100 SP:Iteration 16Q (2310.463984 sec): 3 clusters Score: Raw -511419.310376 + Penalty 3146.922113 = -508272.388263 nChanged 107 SP:Iteration 17Q (2310.591986 sec): 3 clusters Score: Raw -511471.287549 + Penalty 3146.922113 = -508324.365435 nChanged 97 SP:Iteration 18Q (2310.721362 sec): 3 clusters Score: Raw -511515.724265 + Penalty 3146.922113 = -508368.802151 nChanged 92 SP:Iteration 19Q (2310.875714 sec): 3 clusters Score: Raw -511560.865512 + Penalty 3146.922113 = -508413.943399 nChanged 94 SP:Iteration 20F (2310.982810 sec): 3 clusters Score: Raw -511606.857250 + Penalty 3146.922113 = -508459.935137 nChanged 72 SP:Iteration 21Q (2311.079870 sec): 3 clusters Score: Raw -511634.971344 + Penalty 3146.922113 = -508488.049231 nChanged 62 SP:Iteration 22Q (2311.199771 sec): 3 clusters Score: Raw -511661.224936 + Penalty 3146.922113 = -508514.302823 nChanged 65 SP:Iteration 23Q (2311.307975 sec): 3 clusters Score: Raw -511684.258937 + Penalty 3146.922113 = -508537.336824 nChanged 43 SP:Iteration 24Q (2311.416898 sec): 3 clusters Score: Raw -511701.410629 + Penalty 3146.922113 = -508554.488516 nChanged 39 SP:Iteration 25Q (2311.532487 sec): 3 clusters Score: Raw -511715.358189 + Penalty 3146.922113 = -508568.436075 nChanged 34 SP:Iteration 26Q (2311.644380 sec): 3 clusters Score: Raw -511726.036142 + Penalty 3146.922113 = -508579.114029 nChanged 33 SP:Iteration 27Q (2311.790696 sec): 3 clusters Score: Raw -511738.395509 + Penalty 3146.922113 = -508591.473395 nChanged 37 SP:Iteration 28Q (2311.900661 sec): 3 clusters Score: Raw -511750.724509 + Penalty 3146.922113 = -508603.802396 nChanged 33 SP:Iteration 29Q (2312.023306 sec): 3 clusters Score: Raw -511762.653429 + Penalty 3146.922113 = -508615.731316 nChanged 26 SP:Iteration 30Q (2312.156282 sec): 3 clusters Score: Raw -511771.204630 + Penalty 3146.922113 = -508624.282516 nChanged 28 SP:Iteration 31Q (2312.248143 sec): 3 clusters Score: Raw -511781.528491 + Penalty 3146.922113 = -508634.606378 nChanged 25 SP:Iteration 32Q (2312.359399 sec): 3 clusters Score: Raw -511792.764848 + Penalty 3146.922113 = -508645.842735 nChanged 39 SP:Iteration 33Q (2312.464416 sec): 3 clusters Score: Raw -511810.232227 + Penalty 3146.922113 = -508663.310114 nChanged 42 SP:Iteration 34Q (2312.589256 sec): 3 clusters Score: Raw -511831.535194 + Penalty 3146.922113 = -508684.613080 nChanged 44 SP:Iteration 35Q (2312.706128 sec): 3 clusters Score: Raw -511852.359239 + Penalty 3146.922113 = -508705.437126 nChanged 46 SP:Iteration 36Q (2312.820583 sec): 3 clusters Score: Raw -511877.080229 + Penalty 3146.922113 = -508730.158116 nChanged 66 SP:Iteration 37Q (2312.939415 sec): 3 clusters Score: Raw -511907.038288 + Penalty 3146.922113 = -508760.116175 nChanged 57 SP:Iteration 38Q (2313.053734 sec): 3 clusters Score: Raw -511938.741176 + Penalty 3146.922113 = -508791.819062 nChanged 51 SP:Iteration 39Q (2313.166404 sec): 3 clusters Score: Raw -511963.781952 + Penalty 3146.922113 = -508816.859839 nChanged 44 SP:Iteration 40F (2313.278199 sec): 3 clusters Score: Raw -511983.934047 + Penalty 3146.922113 = -508837.011934 nChanged 38 SP:Iteration 41Q (2313.390311 sec): 3 clusters Score: Raw -511998.554473 + Penalty 3146.922113 = -508851.632360 nChanged 34 SP:Iteration 42Q (2313.510207 sec): 3 clusters Score: Raw -512013.636204 + Penalty 3146.922113 = -508866.714091 nChanged 33 SP:Iteration 43Q (2313.633427 sec): 3 clusters Score: Raw -512028.697939 + Penalty 3146.922113 = -508881.775826 nChanged 42 SP:Iteration 44Q (2313.758552 sec): 3 clusters Score: Raw -512044.716882 + Penalty 3146.922113 = -508897.794769 nChanged 38 SP:Iteration 45Q (2313.874501 sec): 3 clusters Score: Raw -512054.988786 + Penalty 3146.922113 = -508908.066673 nChanged 23 SP:Iteration 46Q (2313.988541 sec): 3 clusters Score: Raw -512060.677694 + Penalty 3146.922113 = -508913.755581 nChanged 18 SP:Iteration 47Q (2314.100014 sec): 3 clusters Score: Raw -512067.313536 + Penalty 3146.922113 = -508920.391423 nChanged 31 SP:Iteration 48Q (2314.214843 sec): 3 clusters Score: Raw -512081.806103 + Penalty 3146.922113 = -508934.883989 nChanged 39 SP:Iteration 49Q (2314.331193 sec): 3 clusters Score: Raw -512099.376522 + Penalty 3146.922113 = -508952.454408 nChanged 39 SP:Iteration 50Q (2314.426657 sec): 3 clusters Score: Raw -512115.297796 + Penalty 3146.922113 = -508968.375682 nChanged 38 SP:Iteration 51Q (2314.537477 sec): 3 clusters Score: Raw -512128.965884 + Penalty 3146.922113 = -508982.043771 nChanged 32 SP:Iteration 52Q (2314.637513 sec): 3 clusters Score: Raw -512138.286891 + Penalty 3146.922113 = -508991.364778 nChanged 19 SP:Iteration 53Q (2314.733107 sec): 3 clusters Score: Raw -512142.693485 + Penalty 3146.922113 = -508995.771371 nChanged 14 SP:Iteration 54Q (2314.867230 sec): 3 clusters Score: Raw -512146.111485 + Penalty 3146.922113 = -508999.189372 nChanged 16 SP:Iteration 55Q (2314.986607 sec): 3 clusters Score: Raw -512149.924816 + Penalty 3146.922113 = -509003.002703 nChanged 18 SP:Iteration 56Q (2315.073568 sec): 3 clusters Score: Raw -512155.051502 + Penalty 3146.922113 = -509008.129388 nChanged 17 SP:Iteration 57Q (2315.203007 sec): 3 clusters Score: Raw -512158.541114 + Penalty 3146.922113 = -509011.619001 nChanged 13 SP:Iteration 58Q (2315.314133 sec): 3 clusters Score: Raw -512161.366464 + Penalty 3146.922113 = -509014.444351 nChanged 8 SP:Iteration 59Q (2315.416490 sec): 3 clusters Score: Raw -512163.007674 + Penalty 3146.922113 = -509016.085560 nChanged 7 SP:Iteration 60F (2315.536424 sec): 3 clusters Score: Raw -512164.195789 + Penalty 3146.922113 = -509017.273675 nChanged 4 SP:Iteration 61Q (2315.644419 sec): 3 clusters Score: Raw -512164.954380 + Penalty 3146.922113 = -509018.032267 nChanged 7 SP:Iteration 62Q (2315.764068 sec): 3 clusters Score: Raw -512166.127915 + Penalty 3146.922113 = -509019.205802 nChanged 6 SP:Iteration 63Q (2315.878718 sec): 3 clusters Score: Raw -512167.114304 + Penalty 3146.922113 = -509020.192191 nChanged 6 SP:Iteration 64Q (2315.988476 sec): 3 clusters Score: Raw -512167.938972 + Penalty 3146.922113 = -509021.016858 nChanged 7 SP:Iteration 65Q (2316.096304 sec): 3 clusters Score: Raw -512169.142862 + Penalty 3146.922113 = -509022.220748 nChanged 1 SP:Iteration 66Q (2316.205382 sec): 3 clusters Score: Raw -512169.246420 + Penalty 3146.922113 = -509022.324306 nChanged 0 SP:Iteration 67F (2316.320429 sec): 3 clusters Score: Raw -512169.246420 + Penalty 3146.922113 = -509022.324306 nChanged 0 Trying to split cluster 14 (2151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2316.376363 sec): 2 clusters Score: Raw -100940.999308 + Penalty 1346.732267 = -99594.267042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2316.476576 sec): 3 clusters Score: Raw -100048.434907 + Penalty 2693.464533 = -97354.970374 nChanged 758 SP:Iteration 1F (2316.574633 sec): 3 clusters Score: Raw -100672.525302 + Penalty 2693.464533 = -97979.060769 nChanged 233 SP:Iteration 2F (2316.670612 sec): 3 clusters Score: Raw -101017.175689 + Penalty 2693.464533 = -98323.711155 nChanged 179 SP:Iteration 3F (2316.762932 sec): 3 clusters Score: Raw -101273.164733 + Penalty 2693.464533 = -98579.700200 nChanged 124 SP:Iteration 4F (2316.852284 sec): 3 clusters Score: Raw -101415.914162 + Penalty 2693.464533 = -98722.449629 nChanged 82 SP:Iteration 5Q (2316.931577 sec): 3 clusters Score: Raw -101481.140812 + Penalty 2693.464533 = -98787.676279 nChanged 57 SP:Iteration 6Q (2317.022670 sec): 3 clusters Score: Raw -101528.220208 + Penalty 2693.464533 = -98834.755675 nChanged 42 SP:Iteration 7Q (2317.105337 sec): 3 clusters Score: Raw -101567.184652 + Penalty 2693.464533 = -98873.720119 nChanged 38 SP:Iteration 8Q (2317.178898 sec): 3 clusters Score: Raw -101600.448491 + Penalty 2693.464533 = -98906.983958 nChanged 28 SP:Iteration 9Q (2317.299668 sec): 3 clusters Score: Raw -101621.212511 + Penalty 2693.464533 = -98927.747978 nChanged 25 SP:Iteration 10Q (2317.412063 sec): 3 clusters Score: Raw -101636.382856 + Penalty 2693.464533 = -98942.918322 nChanged 22 SP:Iteration 11Q (2317.514782 sec): 3 clusters Score: Raw -101652.667992 + Penalty 2693.464533 = -98959.203458 nChanged 20 SP:Iteration 12Q (2317.620448 sec): 3 clusters Score: Raw -101670.026006 + Penalty 2693.464533 = -98976.561472 nChanged 15 SP:Iteration 13Q (2317.702880 sec): 3 clusters Score: Raw -101678.507303 + Penalty 2693.464533 = -98985.042770 nChanged 10 SP:Iteration 14Q (2317.819357 sec): 3 clusters Score: Raw -101685.161525 + Penalty 2693.464533 = -98991.696992 nChanged 10 SP:Iteration 15Q (2317.907357 sec): 3 clusters Score: Raw -101690.788896 + Penalty 2693.464533 = -98997.324363 nChanged 10 SP:Iteration 16Q (2318.014040 sec): 3 clusters Score: Raw -101697.114755 + Penalty 2693.464533 = -99003.650222 nChanged 9 SP:Iteration 17Q (2318.110714 sec): 3 clusters Score: Raw -101702.311350 + Penalty 2693.464533 = -99008.846816 nChanged 9 SP:Iteration 18Q (2318.211380 sec): 3 clusters Score: Raw -101709.657951 + Penalty 2693.464533 = -99016.193418 nChanged 10 SP:Iteration 19Q (2318.298410 sec): 3 clusters Score: Raw -101718.199657 + Penalty 2693.464533 = -99024.735123 nChanged 9 SP:Iteration 20F (2318.390830 sec): 3 clusters Score: Raw -101726.836916 + Penalty 2693.464533 = -99033.372383 nChanged 12 SP:Iteration 21Q (2318.488427 sec): 3 clusters Score: Raw -101734.007417 + Penalty 2693.464533 = -99040.542884 nChanged 6 SP:Iteration 22Q (2318.558886 sec): 3 clusters Score: Raw -101736.011581 + Penalty 2693.464533 = -99042.547048 nChanged 3 SP:Iteration 23Q (2318.672577 sec): 3 clusters Score: Raw -101738.106284 + Penalty 2693.464533 = -99044.641750 nChanged 7 SP:Iteration 24Q (2318.761246 sec): 3 clusters Score: Raw -101743.825901 + Penalty 2693.464533 = -99050.361368 nChanged 8 SP:Iteration 25Q (2318.858364 sec): 3 clusters Score: Raw -101750.086003 + Penalty 2693.464533 = -99056.621469 nChanged 8 SP:Iteration 26Q (2318.956146 sec): 3 clusters Score: Raw -101759.361433 + Penalty 2693.464533 = -99065.896899 nChanged 13 SP:Iteration 27Q (2319.027925 sec): 3 clusters Score: Raw -101769.064691 + Penalty 2693.464533 = -99075.600157 nChanged 10 SP:Iteration 28Q (2319.137725 sec): 3 clusters Score: Raw -101776.971586 + Penalty 2693.464533 = -99083.507053 nChanged 7 SP:Iteration 29Q (2319.227863 sec): 3 clusters Score: Raw -101781.048890 + Penalty 2693.464533 = -99087.584357 nChanged 5 SP:Iteration 30Q (2319.305242 sec): 3 clusters Score: Raw -101783.546425 + Penalty 2693.464533 = -99090.081891 nChanged 1 SP:Iteration 31Q (2319.404630 sec): 3 clusters Score: Raw -101784.143513 + Penalty 2693.464533 = -99090.678980 nChanged 3 SP:Iteration 32Q (2319.483650 sec): 3 clusters Score: Raw -101786.707695 + Penalty 2693.464533 = -99093.243162 nChanged 3 SP:Iteration 33Q (2319.571300 sec): 3 clusters Score: Raw -101788.558226 + Penalty 2693.464533 = -99095.093692 nChanged 3 SP:Iteration 34Q (2319.656521 sec): 3 clusters Score: Raw -101791.190625 + Penalty 2693.464533 = -99097.726092 nChanged 5 SP:Iteration 35Q (2319.742479 sec): 3 clusters Score: Raw -101794.586558 + Penalty 2693.464533 = -99101.122024 nChanged 5 SP:Iteration 36Q (2319.820792 sec): 3 clusters Score: Raw -101799.904032 + Penalty 2693.464533 = -99106.439498 nChanged 9 SP:Iteration 37Q (2319.883409 sec): 3 clusters Score: Raw -101804.669245 + Penalty 2693.464533 = -99111.204712 nChanged 4 SP:Iteration 38Q (2319.961852 sec): 3 clusters Score: Raw -101806.789871 + Penalty 2693.464533 = -99113.325337 nChanged 2 SP:Iteration 39Q (2320.068897 sec): 3 clusters Score: Raw -101807.373423 + Penalty 2693.464533 = -99113.908890 nChanged 1 SP:Iteration 40F (2320.150432 sec): 3 clusters Score: Raw -101808.449087 + Penalty 2693.464533 = -99114.984554 nChanged 3 SP:Iteration 41Q (2320.240210 sec): 3 clusters Score: Raw -101809.957065 + Penalty 2693.464533 = -99116.492532 nChanged 1 SP:Iteration 42Q (2320.307384 sec): 3 clusters Score: Raw -101810.230441 + Penalty 2693.464533 = -99116.765907 nChanged 0 SP:Iteration 43F (2320.395197 sec): 3 clusters Score: Raw -101810.230441 + Penalty 2693.464533 = -99116.765907 nChanged 0 Trying to split cluster 15 (7132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2320.476865 sec): 2 clusters Score: Raw -493580.718223 + Penalty 1557.096895 = -492023.621329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2320.576018 sec): 3 clusters Score: Raw -489810.482076 + Penalty 3114.193790 = -486696.288287 nChanged 2960 SP:Iteration 1F (2320.672656 sec): 3 clusters Score: Raw -491510.598738 + Penalty 3114.193790 = -488396.404948 nChanged 558 SP:Iteration 2F (2320.770484 sec): 3 clusters Score: Raw -491833.650121 + Penalty 3114.193790 = -488719.456331 nChanged 446 SP:Iteration 3F (2320.846195 sec): 3 clusters Score: Raw -492085.644390 + Penalty 3114.193790 = -488971.450600 nChanged 386 SP:Iteration 4F (2320.957175 sec): 3 clusters Score: Raw -492319.120919 + Penalty 3114.193790 = -489204.927130 nChanged 360 SP:Iteration 5F (2321.056945 sec): 3 clusters Score: Raw -492533.011928 + Penalty 3114.193790 = -489418.818138 nChanged 338 SP:Iteration 6Q (2321.155950 sec): 3 clusters Score: Raw -492743.293105 + Penalty 3114.193790 = -489629.099315 nChanged 308 SP:Iteration 7Q (2321.253620 sec): 3 clusters Score: Raw -492937.874796 + Penalty 3114.193790 = -489823.681006 nChanged 252 SP:Iteration 8Q (2321.335036 sec): 3 clusters Score: Raw -493081.887349 + Penalty 3114.193790 = -489967.693559 nChanged 201 SP:Iteration 9Q (2321.424704 sec): 3 clusters Score: Raw -493188.070883 + Penalty 3114.193790 = -490073.877094 nChanged 172 SP:Iteration 10Q (2321.522095 sec): 3 clusters Score: Raw -493288.356552 + Penalty 3114.193790 = -490174.162763 nChanged 134 SP:Iteration 11Q (2321.614616 sec): 3 clusters Score: Raw -493358.346919 + Penalty 3114.193790 = -490244.153129 nChanged 125 SP:Iteration 12Q (2321.714969 sec): 3 clusters Score: Raw -493436.041950 + Penalty 3114.193790 = -490321.848160 nChanged 116 SP:Iteration 13Q (2321.817465 sec): 3 clusters Score: Raw -493519.617749 + Penalty 3114.193790 = -490405.423959 nChanged 115 SP:Iteration 14Q (2321.921627 sec): 3 clusters Score: Raw -493600.603252 + Penalty 3114.193790 = -490486.409462 nChanged 122 SP:Iteration 15Q (2322.021240 sec): 3 clusters Score: Raw -493697.318633 + Penalty 3114.193790 = -490583.124844 nChanged 127 SP:Iteration 16Q (2322.123449 sec): 3 clusters Score: Raw -493808.682648 + Penalty 3114.193790 = -490694.488858 nChanged 124 SP:Iteration 17Q (2322.243898 sec): 3 clusters Score: Raw -493935.597221 + Penalty 3114.193790 = -490821.403431 nChanged 123 SP:Iteration 18Q (2322.342173 sec): 3 clusters Score: Raw -494066.311206 + Penalty 3114.193790 = -490952.117416 nChanged 95 SP:Iteration 19Q (2322.423611 sec): 3 clusters Score: Raw -494153.505440 + Penalty 3114.193790 = -491039.311650 nChanged 88 SP:Iteration 20F (2322.538578 sec): 3 clusters Score: Raw -494242.604528 + Penalty 3114.193790 = -491128.410738 nChanged 76 SP:Iteration 21Q (2322.630180 sec): 3 clusters Score: Raw -494299.797450 + Penalty 3114.193790 = -491185.603660 nChanged 59 SP:Iteration 22Q (2322.723814 sec): 3 clusters Score: Raw -494334.888254 + Penalty 3114.193790 = -491220.694464 nChanged 37 SP:Iteration 23Q (2322.816881 sec): 3 clusters Score: Raw -494350.410267 + Penalty 3114.193790 = -491236.216478 nChanged 23 SP:Iteration 24Q (2322.906812 sec): 3 clusters Score: Raw -494359.503860 + Penalty 3114.193790 = -491245.310071 nChanged 20 SP:Iteration 25Q (2322.982673 sec): 3 clusters Score: Raw -494366.682895 + Penalty 3114.193790 = -491252.489105 nChanged 18 SP:Iteration 26Q (2323.089952 sec): 3 clusters Score: Raw -494373.356575 + Penalty 3114.193790 = -491259.162785 nChanged 18 SP:Iteration 27Q (2323.185940 sec): 3 clusters Score: Raw -494379.192964 + Penalty 3114.193790 = -491264.999174 nChanged 11 SP:Iteration 28Q (2323.285728 sec): 3 clusters Score: Raw -494383.066912 + Penalty 3114.193790 = -491268.873123 nChanged 12 SP:Iteration 29Q (2323.378183 sec): 3 clusters Score: Raw -494387.520759 + Penalty 3114.193790 = -491273.326969 nChanged 17 SP:Iteration 30Q (2323.474565 sec): 3 clusters Score: Raw -494392.311007 + Penalty 3114.193790 = -491278.117217 nChanged 16 SP:Iteration 31Q (2323.574712 sec): 3 clusters Score: Raw -494397.343020 + Penalty 3114.193790 = -491283.149231 nChanged 20 SP:Iteration 32Q (2323.653877 sec): 3 clusters Score: Raw -494404.510616 + Penalty 3114.193790 = -491290.316826 nChanged 16 SP:Iteration 33Q (2323.761119 sec): 3 clusters Score: Raw -494409.454086 + Penalty 3114.193790 = -491295.260296 nChanged 18 SP:Iteration 34Q (2323.853634 sec): 3 clusters Score: Raw -494415.151422 + Penalty 3114.193790 = -491300.957632 nChanged 18 SP:Iteration 35Q (2323.948561 sec): 3 clusters Score: Raw -494420.217322 + Penalty 3114.193790 = -491306.023532 nChanged 18 SP:Iteration 36Q (2324.042146 sec): 3 clusters Score: Raw -494425.241312 + Penalty 3114.193790 = -491311.047522 nChanged 13 SP:Iteration 37Q (2324.138844 sec): 3 clusters Score: Raw -494428.406691 + Penalty 3114.193790 = -491314.212901 nChanged 13 SP:Iteration 38Q (2324.234542 sec): 3 clusters Score: Raw -494433.510226 + Penalty 3114.193790 = -491319.316436 nChanged 21 SP:Iteration 39Q (2324.329940 sec): 3 clusters Score: Raw -494439.820925 + Penalty 3114.193790 = -491325.627136 nChanged 17 SP:Iteration 40F (2324.430073 sec): 3 clusters Score: Raw -494444.379689 + Penalty 3114.193790 = -491330.185899 nChanged 17 SP:Iteration 41Q (2324.509266 sec): 3 clusters Score: Raw -494449.862092 + Penalty 3114.193790 = -491335.668302 nChanged 20 SP:Iteration 42Q (2324.626621 sec): 3 clusters Score: Raw -494455.940018 + Penalty 3114.193790 = -491341.746229 nChanged 22 SP:Iteration 43Q (2324.705741 sec): 3 clusters Score: Raw -494463.300515 + Penalty 3114.193790 = -491349.106726 nChanged 20 SP:Iteration 44Q (2324.822350 sec): 3 clusters Score: Raw -494471.601989 + Penalty 3114.193790 = -491357.408199 nChanged 25 SP:Iteration 45Q (2324.917855 sec): 3 clusters Score: Raw -494480.583182 + Penalty 3114.193790 = -491366.389393 nChanged 31 SP:Iteration 46Q (2325.012473 sec): 3 clusters Score: Raw -494490.119874 + Penalty 3114.193790 = -491375.926084 nChanged 24 SP:Iteration 47Q (2325.105910 sec): 3 clusters Score: Raw -494498.370318 + Penalty 3114.193790 = -491384.176528 nChanged 28 SP:Iteration 48Q (2325.193950 sec): 3 clusters Score: Raw -494511.410632 + Penalty 3114.193790 = -491397.216843 nChanged 44 SP:Iteration 49Q (2325.280132 sec): 3 clusters Score: Raw -494533.000045 + Penalty 3114.193790 = -491418.806255 nChanged 47 SP:Iteration 50Q (2325.373778 sec): 3 clusters Score: Raw -494552.237325 + Penalty 3114.193790 = -491438.043535 nChanged 36 SP:Iteration 51Q (2325.452240 sec): 3 clusters Score: Raw -494566.051737 + Penalty 3114.193790 = -491451.857947 nChanged 42 SP:Iteration 52Q (2325.527381 sec): 3 clusters Score: Raw -494582.715998 + Penalty 3114.193790 = -491468.522209 nChanged 40 SP:Iteration 53Q (2325.625808 sec): 3 clusters Score: Raw -494598.240747 + Penalty 3114.193790 = -491484.046957 nChanged 40 SP:Iteration 54Q (2325.707726 sec): 3 clusters Score: Raw -494612.924070 + Penalty 3114.193790 = -491498.730280 nChanged 31 SP:Iteration 55Q (2325.796426 sec): 3 clusters Score: Raw -494623.967463 + Penalty 3114.193790 = -491509.773674 nChanged 33 SP:Iteration 56Q (2325.890988 sec): 3 clusters Score: Raw -494634.866518 + Penalty 3114.193790 = -491520.672728 nChanged 39 SP:Iteration 57Q (2325.977041 sec): 3 clusters Score: Raw -494649.358263 + Penalty 3114.193790 = -491535.164473 nChanged 40 SP:Iteration 58Q (2326.070669 sec): 3 clusters Score: Raw -494661.524641 + Penalty 3114.193790 = -491547.330851 nChanged 39 SP:Iteration 59Q (2326.156065 sec): 3 clusters Score: Raw -494674.937344 + Penalty 3114.193790 = -491560.743554 nChanged 37 SP:Iteration 60F (2326.252529 sec): 3 clusters Score: Raw -494687.327749 + Penalty 3114.193790 = -491573.133959 nChanged 33 SP:Iteration 61Q (2326.346412 sec): 3 clusters Score: Raw -494697.260296 + Penalty 3114.193790 = -491583.066506 nChanged 23 SP:Iteration 62Q (2326.414731 sec): 3 clusters Score: Raw -494704.714780 + Penalty 3114.193790 = -491590.520990 nChanged 23 SP:Iteration 63Q (2326.532137 sec): 3 clusters Score: Raw -494711.476231 + Penalty 3114.193790 = -491597.282442 nChanged 17 SP:Iteration 64Q (2326.642506 sec): 3 clusters Score: Raw -494715.728184 + Penalty 3114.193790 = -491601.534394 nChanged 14 SP:Iteration 65Q (2326.765311 sec): 3 clusters Score: Raw -494718.508675 + Penalty 3114.193790 = -491604.314885 nChanged 15 SP:Iteration 66Q (2326.891396 sec): 3 clusters Score: Raw -494722.960993 + Penalty 3114.193790 = -491608.767203 nChanged 15 SP:Iteration 67Q (2327.012654 sec): 3 clusters Score: Raw -494725.789058 + Penalty 3114.193790 = -491611.595268 nChanged 13 SP:Iteration 68Q (2327.151346 sec): 3 clusters Score: Raw -494728.101515 + Penalty 3114.193790 = -491613.907725 nChanged 11 SP:Iteration 69Q (2327.303120 sec): 3 clusters Score: Raw -494730.197381 + Penalty 3114.193790 = -491616.003591 nChanged 8 SP:Iteration 70Q (2327.429941 sec): 3 clusters Score: Raw -494731.858969 + Penalty 3114.193790 = -491617.665179 nChanged 11 SP:Iteration 71Q (2327.538867 sec): 3 clusters Score: Raw -494734.868855 + Penalty 3114.193790 = -491620.675065 nChanged 14 SP:Iteration 72Q (2327.633593 sec): 3 clusters Score: Raw -494738.767483 + Penalty 3114.193790 = -491624.573693 nChanged 11 SP:Iteration 73Q (2327.760999 sec): 3 clusters Score: Raw -494741.007741 + Penalty 3114.193790 = -491626.813952 nChanged 9 SP:Iteration 74Q (2327.861464 sec): 3 clusters Score: Raw -494742.890964 + Penalty 3114.193790 = -491628.697174 nChanged 6 SP:Iteration 75Q (2327.986246 sec): 3 clusters Score: Raw -494744.643999 + Penalty 3114.193790 = -491630.450209 nChanged 6 SP:Iteration 76Q (2328.113168 sec): 3 clusters Score: Raw -494745.920371 + Penalty 3114.193790 = -491631.726582 nChanged 8 SP:Iteration 77Q (2328.229248 sec): 3 clusters Score: Raw -494747.107040 + Penalty 3114.193790 = -491632.913250 nChanged 4 SP:Iteration 78Q (2328.335556 sec): 3 clusters Score: Raw -494747.720183 + Penalty 3114.193790 = -491633.526393 nChanged 3 SP:Iteration 79Q (2328.478232 sec): 3 clusters Score: Raw -494748.052436 + Penalty 3114.193790 = -491633.858646 nChanged 0 SP:Iteration 80F (2328.577479 sec): 3 clusters Score: Raw -494748.052436 + Penalty 3114.193790 = -491633.858646 nChanged 0 Trying to split cluster 16 (4092 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2328.667853 sec): 2 clusters Score: Raw -211220.909741 + Penalty 1459.596492 = -209761.313249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2328.792953 sec): 3 clusters Score: Raw -209228.323273 + Penalty 2919.192984 = -206309.130290 nChanged 1609 SP:Iteration 1F (2328.894889 sec): 3 clusters Score: Raw -210339.954019 + Penalty 2919.192984 = -207420.761035 nChanged 407 SP:Iteration 2F (2328.969976 sec): 3 clusters Score: Raw -210776.251629 + Penalty 2919.192984 = -207857.058646 nChanged 370 SP:Iteration 3F (2329.071015 sec): 3 clusters Score: Raw -211194.000427 + Penalty 2919.192984 = -208274.807444 nChanged 288 SP:Iteration 4F (2329.188307 sec): 3 clusters Score: Raw -211492.620534 + Penalty 2919.192984 = -208573.427551 nChanged 217 SP:Iteration 5F (2329.302382 sec): 3 clusters Score: Raw -211737.549156 + Penalty 2919.192984 = -208818.356172 nChanged 222 SP:Iteration 6F (2329.417698 sec): 3 clusters Score: Raw -211955.704986 + Penalty 2919.192984 = -209036.512002 nChanged 167 SP:Iteration 7Q (2329.516221 sec): 3 clusters Score: Raw -212095.162054 + Penalty 2919.192984 = -209175.969070 nChanged 158 SP:Iteration 8Q (2329.605740 sec): 3 clusters Score: Raw -212231.070231 + Penalty 2919.192984 = -209311.877247 nChanged 131 SP:Iteration 9Q (2329.705674 sec): 3 clusters Score: Raw -212317.993475 + Penalty 2919.192984 = -209398.800491 nChanged 91 SP:Iteration 10Q (2329.794020 sec): 3 clusters Score: Raw -212371.556736 + Penalty 2919.192984 = -209452.363753 nChanged 86 SP:Iteration 11Q (2329.923622 sec): 3 clusters Score: Raw -212412.952896 + Penalty 2919.192984 = -209493.759912 nChanged 54 SP:Iteration 12Q (2330.014724 sec): 3 clusters Score: Raw -212437.574548 + Penalty 2919.192984 = -209518.381565 nChanged 56 SP:Iteration 13Q (2330.104047 sec): 3 clusters Score: Raw -212461.227457 + Penalty 2919.192984 = -209542.034474 nChanged 36 SP:Iteration 14Q (2330.205409 sec): 3 clusters Score: Raw -212473.415892 + Penalty 2919.192984 = -209554.222909 nChanged 41 SP:Iteration 15Q (2330.312120 sec): 3 clusters Score: Raw -212487.870814 + Penalty 2919.192984 = -209568.677830 nChanged 33 SP:Iteration 16Q (2330.419399 sec): 3 clusters Score: Raw -212500.861987 + Penalty 2919.192984 = -209581.669003 nChanged 33 SP:Iteration 17Q (2330.523608 sec): 3 clusters Score: Raw -212514.547460 + Penalty 2919.192984 = -209595.354476 nChanged 34 SP:Iteration 18Q (2330.632535 sec): 3 clusters Score: Raw -212528.879690 + Penalty 2919.192984 = -209609.686706 nChanged 31 SP:Iteration 19Q (2330.726358 sec): 3 clusters Score: Raw -212546.542930 + Penalty 2919.192984 = -209627.349947 nChanged 35 SP:Iteration 20F (2330.814831 sec): 3 clusters Score: Raw -212558.016527 + Penalty 2919.192984 = -209638.823543 nChanged 25 SP:Iteration 21Q (2330.903146 sec): 3 clusters Score: Raw -212563.912032 + Penalty 2919.192984 = -209644.719049 nChanged 15 SP:Iteration 22Q (2330.960265 sec): 3 clusters Score: Raw -212569.926189 + Penalty 2919.192984 = -209650.733205 nChanged 19 SP:Iteration 23Q (2331.042959 sec): 3 clusters Score: Raw -212575.226605 + Penalty 2919.192984 = -209656.033621 nChanged 16 SP:Iteration 24Q (2331.143817 sec): 3 clusters Score: Raw -212579.089323 + Penalty 2919.192984 = -209659.896339 nChanged 16 SP:Iteration 25Q (2331.227338 sec): 3 clusters Score: Raw -212582.625543 + Penalty 2919.192984 = -209663.432560 nChanged 6 SP:Iteration 26Q (2331.307137 sec): 3 clusters Score: Raw -212584.288924 + Penalty 2919.192984 = -209665.095940 nChanged 7 SP:Iteration 27Q (2331.404478 sec): 3 clusters Score: Raw -212585.751484 + Penalty 2919.192984 = -209666.558500 nChanged 10 SP:Iteration 28Q (2331.481418 sec): 3 clusters Score: Raw -212588.258612 + Penalty 2919.192984 = -209669.065628 nChanged 6 SP:Iteration 29Q (2331.575346 sec): 3 clusters Score: Raw -212589.918179 + Penalty 2919.192984 = -209670.725195 nChanged 6 SP:Iteration 30Q (2331.660754 sec): 3 clusters Score: Raw -212591.318851 + Penalty 2919.192984 = -209672.125867 nChanged 4 SP:Iteration 31Q (2331.757065 sec): 3 clusters Score: Raw -212592.402583 + Penalty 2919.192984 = -209673.209599 nChanged 3 SP:Iteration 32Q (2331.848416 sec): 3 clusters Score: Raw -212593.454688 + Penalty 2919.192984 = -209674.261704 nChanged 3 SP:Iteration 33Q (2331.931641 sec): 3 clusters Score: Raw -212594.470763 + Penalty 2919.192984 = -209675.277780 nChanged 6 SP:Iteration 34Q (2332.023353 sec): 3 clusters Score: Raw -212595.928555 + Penalty 2919.192984 = -209676.735572 nChanged 8 SP:Iteration 35Q (2332.108891 sec): 3 clusters Score: Raw -212598.405998 + Penalty 2919.192984 = -209679.213015 nChanged 8 SP:Iteration 36Q (2332.196957 sec): 3 clusters Score: Raw -212602.216809 + Penalty 2919.192984 = -209683.023826 nChanged 9 SP:Iteration 37Q (2332.285146 sec): 3 clusters Score: Raw -212607.408713 + Penalty 2919.192984 = -209688.215729 nChanged 16 SP:Iteration 38Q (2332.354119 sec): 3 clusters Score: Raw -212613.435491 + Penalty 2919.192984 = -209694.242508 nChanged 7 SP:Iteration 39Q (2332.452510 sec): 3 clusters Score: Raw -212615.551194 + Penalty 2919.192984 = -209696.358211 nChanged 7 SP:Iteration 40F (2332.529859 sec): 3 clusters Score: Raw -212616.616338 + Penalty 2919.192984 = -209697.423355 nChanged 3 SP:Iteration 41Q (2332.621970 sec): 3 clusters Score: Raw -212618.493222 + Penalty 2919.192984 = -209699.300238 nChanged 7 SP:Iteration 42Q (2332.720306 sec): 3 clusters Score: Raw -212621.081307 + Penalty 2919.192984 = -209701.888323 nChanged 4 SP:Iteration 43Q (2332.814296 sec): 3 clusters Score: Raw -212622.527695 + Penalty 2919.192984 = -209703.334711 nChanged 6 SP:Iteration 44Q (2332.900535 sec): 3 clusters Score: Raw -212625.208228 + Penalty 2919.192984 = -209706.015244 nChanged 5 SP:Iteration 45Q (2332.975785 sec): 3 clusters Score: Raw -212626.654636 + Penalty 2919.192984 = -209707.461652 nChanged 3 SP:Iteration 46Q (2333.076052 sec): 3 clusters Score: Raw -212627.618794 + Penalty 2919.192984 = -209708.425811 nChanged 6 SP:Iteration 47Q (2333.157330 sec): 3 clusters Score: Raw -212631.284525 + Penalty 2919.192984 = -209712.091541 nChanged 10 SP:Iteration 48Q (2333.229273 sec): 3 clusters Score: Raw -212633.693749 + Penalty 2919.192984 = -209714.500766 nChanged 5 SP:Iteration 49Q (2333.331822 sec): 3 clusters Score: Raw -212635.122534 + Penalty 2919.192984 = -209715.929550 nChanged 7 SP:Iteration 50Q (2333.414790 sec): 3 clusters Score: Raw -212636.973554 + Penalty 2919.192984 = -209717.780570 nChanged 5 SP:Iteration 51Q (2333.493834 sec): 3 clusters Score: Raw -212638.422733 + Penalty 2919.192984 = -209719.229749 nChanged 4 SP:Iteration 52Q (2333.580652 sec): 3 clusters Score: Raw -212639.374749 + Penalty 2919.192984 = -209720.181766 nChanged 2 SP:Iteration 53Q (2333.667083 sec): 3 clusters Score: Raw -212641.552416 + Penalty 2919.192984 = -209722.359432 nChanged 4 SP:Iteration 54Q (2333.756360 sec): 3 clusters Score: Raw -212642.561760 + Penalty 2919.192984 = -209723.368777 nChanged 3 SP:Iteration 55Q (2333.841710 sec): 3 clusters Score: Raw -212643.091991 + Penalty 2919.192984 = -209723.899007 nChanged 5 SP:Iteration 56Q (2333.947905 sec): 3 clusters Score: Raw -212644.426861 + Penalty 2919.192984 = -209725.233878 nChanged 5 SP:Iteration 57Q (2334.038500 sec): 3 clusters Score: Raw -212644.993353 + Penalty 2919.192984 = -209725.800369 nChanged 2 SP:Iteration 58Q (2334.123078 sec): 3 clusters Score: Raw -212645.501670 + Penalty 2919.192984 = -209726.308686 nChanged 2 SP:Iteration 59Q (2334.213204 sec): 3 clusters Score: Raw -212645.913352 + Penalty 2919.192984 = -209726.720369 nChanged 1 SP:Iteration 60F (2334.304065 sec): 3 clusters Score: Raw -212646.087427 + Penalty 2919.192984 = -209726.894443 nChanged 1 SP:Iteration 61Q (2334.371066 sec): 3 clusters Score: Raw -212646.235977 + Penalty 2919.192984 = -209727.042994 nChanged 0 SP:Iteration 62F (2334.458639 sec): 3 clusters Score: Raw -212646.235977 + Penalty 2919.192984 = -209727.042994 nChanged 0 Trying to split cluster 17 (6199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2334.528999 sec): 2 clusters Score: Raw -358950.054665 + Penalty 1532.491143 = -357417.563521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2334.639149 sec): 3 clusters Score: Raw -355715.565199 + Penalty 3064.982287 = -352650.582912 nChanged 2538 SP:Iteration 1F (2334.731138 sec): 3 clusters Score: Raw -357364.244543 + Penalty 3064.982287 = -354299.262256 nChanged 547 SP:Iteration 2F (2334.817860 sec): 3 clusters Score: Raw -357786.887709 + Penalty 3064.982287 = -354721.905422 nChanged 447 SP:Iteration 3F (2334.909012 sec): 3 clusters Score: Raw -358157.417578 + Penalty 3064.982287 = -355092.435291 nChanged 381 SP:Iteration 4F (2335.000585 sec): 3 clusters Score: Raw -358486.746821 + Penalty 3064.982287 = -355421.764534 nChanged 347 SP:Iteration 5F (2335.072412 sec): 3 clusters Score: Raw -358773.313786 + Penalty 3064.982287 = -355708.331499 nChanged 290 SP:Iteration 6Q (2335.161938 sec): 3 clusters Score: Raw -359024.211705 + Penalty 3064.982287 = -355959.229418 nChanged 260 SP:Iteration 7Q (2335.273097 sec): 3 clusters Score: Raw -359229.035471 + Penalty 3064.982287 = -356164.053184 nChanged 227 SP:Iteration 8Q (2335.337024 sec): 3 clusters Score: Raw -359390.364855 + Penalty 3064.982287 = -356325.382568 nChanged 173 SP:Iteration 9Q (2335.427015 sec): 3 clusters Score: Raw -359489.574333 + Penalty 3064.982287 = -356424.592046 nChanged 132 SP:Iteration 10Q (2335.529336 sec): 3 clusters Score: Raw -359564.574897 + Penalty 3064.982287 = -356499.592610 nChanged 103 SP:Iteration 11Q (2335.623558 sec): 3 clusters Score: Raw -359615.392509 + Penalty 3064.982287 = -356550.410222 nChanged 74 SP:Iteration 12Q (2335.708273 sec): 3 clusters Score: Raw -359648.145852 + Penalty 3064.982287 = -356583.163565 nChanged 74 SP:Iteration 13Q (2335.786851 sec): 3 clusters Score: Raw -359682.230441 + Penalty 3064.982287 = -356617.248154 nChanged 84 SP:Iteration 14Q (2335.890751 sec): 3 clusters Score: Raw -359725.890954 + Penalty 3064.982287 = -356660.908667 nChanged 97 SP:Iteration 15Q (2335.965705 sec): 3 clusters Score: Raw -359775.091561 + Penalty 3064.982287 = -356710.109274 nChanged 86 SP:Iteration 16Q (2336.053776 sec): 3 clusters Score: Raw -359813.617607 + Penalty 3064.982287 = -356748.635320 nChanged 68 SP:Iteration 17Q (2336.143509 sec): 3 clusters Score: Raw -359847.011498 + Penalty 3064.982287 = -356782.029211 nChanged 72 SP:Iteration 18Q (2336.229435 sec): 3 clusters Score: Raw -359883.739553 + Penalty 3064.982287 = -356818.757266 nChanged 73 SP:Iteration 19Q (2336.306299 sec): 3 clusters Score: Raw -359908.566017 + Penalty 3064.982287 = -356843.583730 nChanged 49 SP:Iteration 20F (2336.389284 sec): 3 clusters Score: Raw -359921.313447 + Penalty 3064.982287 = -356856.331160 nChanged 44 SP:Iteration 21Q (2336.487342 sec): 3 clusters Score: Raw -359936.932836 + Penalty 3064.982287 = -356871.950549 nChanged 44 SP:Iteration 22Q (2336.563832 sec): 3 clusters Score: Raw -359951.790099 + Penalty 3064.982287 = -356886.807812 nChanged 44 SP:Iteration 23Q (2336.672446 sec): 3 clusters Score: Raw -359965.134957 + Penalty 3064.982287 = -356900.152670 nChanged 43 SP:Iteration 24Q (2336.760566 sec): 3 clusters Score: Raw -359977.111860 + Penalty 3064.982287 = -356912.129573 nChanged 52 SP:Iteration 25Q (2336.860849 sec): 3 clusters Score: Raw -359993.146157 + Penalty 3064.982287 = -356928.163870 nChanged 42 SP:Iteration 26Q (2336.954512 sec): 3 clusters Score: Raw -360007.270275 + Penalty 3064.982287 = -356942.287988 nChanged 40 SP:Iteration 27Q (2337.042719 sec): 3 clusters Score: Raw -360021.267179 + Penalty 3064.982287 = -356956.284892 nChanged 37 SP:Iteration 28Q (2337.133993 sec): 3 clusters Score: Raw -360035.162643 + Penalty 3064.982287 = -356970.180356 nChanged 40 SP:Iteration 29Q (2337.235696 sec): 3 clusters Score: Raw -360053.420286 + Penalty 3064.982287 = -356988.437999 nChanged 46 SP:Iteration 30Q (2337.326415 sec): 3 clusters Score: Raw -360075.650638 + Penalty 3064.982287 = -357010.668351 nChanged 55 SP:Iteration 31Q (2337.416822 sec): 3 clusters Score: Raw -360096.056475 + Penalty 3064.982287 = -357031.074188 nChanged 43 SP:Iteration 32Q (2337.513284 sec): 3 clusters Score: Raw -360110.860354 + Penalty 3064.982287 = -357045.878067 nChanged 45 SP:Iteration 33Q (2337.605658 sec): 3 clusters Score: Raw -360131.437992 + Penalty 3064.982287 = -357066.455705 nChanged 38 SP:Iteration 34Q (2337.682749 sec): 3 clusters Score: Raw -360148.221135 + Penalty 3064.982287 = -357083.238848 nChanged 33 SP:Iteration 35Q (2337.790300 sec): 3 clusters Score: Raw -360159.461685 + Penalty 3064.982287 = -357094.479398 nChanged 35 SP:Iteration 36Q (2337.879971 sec): 3 clusters Score: Raw -360171.943277 + Penalty 3064.982287 = -357106.960990 nChanged 24 SP:Iteration 37Q (2337.980041 sec): 3 clusters Score: Raw -360178.043484 + Penalty 3064.982287 = -357113.061197 nChanged 16 SP:Iteration 38Q (2338.066558 sec): 3 clusters Score: Raw -360181.686249 + Penalty 3064.982287 = -357116.703962 nChanged 17 SP:Iteration 39Q (2338.143688 sec): 3 clusters Score: Raw -360187.298993 + Penalty 3064.982287 = -357122.316706 nChanged 19 SP:Iteration 40F (2338.215992 sec): 3 clusters Score: Raw -360192.194052 + Penalty 3064.982287 = -357127.211765 nChanged 13 SP:Iteration 41Q (2338.298595 sec): 3 clusters Score: Raw -360195.458156 + Penalty 3064.982287 = -357130.475869 nChanged 9 SP:Iteration 42Q (2338.397541 sec): 3 clusters Score: Raw -360197.004222 + Penalty 3064.982287 = -357132.021935 nChanged 7 SP:Iteration 43Q (2338.477642 sec): 3 clusters Score: Raw -360199.109686 + Penalty 3064.982287 = -357134.127399 nChanged 8 SP:Iteration 44Q (2338.577037 sec): 3 clusters Score: Raw -360200.846232 + Penalty 3064.982287 = -357135.863945 nChanged 4 SP:Iteration 45Q (2338.673880 sec): 3 clusters Score: Raw -360201.537588 + Penalty 3064.982287 = -357136.555301 nChanged 2 SP:Iteration 46Q (2338.763291 sec): 3 clusters Score: Raw -360201.796689 + Penalty 3064.982287 = -357136.814402 nChanged 1 SP:Iteration 47Q (2338.850503 sec): 3 clusters Score: Raw -360201.949806 + Penalty 3064.982287 = -357136.967519 nChanged 3 SP:Iteration 48Q (2338.947921 sec): 3 clusters Score: Raw -360202.570145 + Penalty 3064.982287 = -357137.587859 nChanged 6 SP:Iteration 49Q (2339.039166 sec): 3 clusters Score: Raw -360203.902209 + Penalty 3064.982287 = -357138.919922 nChanged 3 SP:Iteration 50Q (2339.136288 sec): 3 clusters Score: Raw -360204.274634 + Penalty 3064.982287 = -357139.292347 nChanged 3 SP:Iteration 51Q (2339.208801 sec): 3 clusters Score: Raw -360204.593481 + Penalty 3064.982287 = -357139.611194 nChanged 3 SP:Iteration 52Q (2339.310002 sec): 3 clusters Score: Raw -360205.392102 + Penalty 3064.982287 = -357140.409815 nChanged 4 SP:Iteration 53Q (2339.416924 sec): 3 clusters Score: Raw -360206.322269 + Penalty 3064.982287 = -357141.339982 nChanged 4 SP:Iteration 54Q (2339.488201 sec): 3 clusters Score: Raw -360207.200025 + Penalty 3064.982287 = -357142.217738 nChanged 3 SP:Iteration 55Q (2339.575163 sec): 3 clusters Score: Raw -360207.651480 + Penalty 3064.982287 = -357142.669193 nChanged 3 SP:Iteration 56Q (2339.677659 sec): 3 clusters Score: Raw -360208.294468 + Penalty 3064.982287 = -357143.312181 nChanged 3 SP:Iteration 57Q (2339.770649 sec): 3 clusters Score: Raw -360208.638457 + Penalty 3064.982287 = -357143.656170 nChanged 2 SP:Iteration 58Q (2339.864124 sec): 3 clusters Score: Raw -360208.811169 + Penalty 3064.982287 = -357143.828882 nChanged 0 SP:Iteration 59F (2339.953565 sec): 3 clusters Score: Raw -360208.811169 + Penalty 3064.982287 = -357143.828882 nChanged 0 Trying to split cluster 18 (1536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2340.007823 sec): 2 clusters Score: Raw -75105.035747 + Penalty 1287.632428 = -73817.403319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2340.094114 sec): 3 clusters Score: Raw -74579.898252 + Penalty 2575.264857 = -72004.633395 nChanged 504 SP:Iteration 1F (2340.160586 sec): 3 clusters Score: Raw -75255.730704 + Penalty 2575.264857 = -72680.465847 nChanged 193 SP:Iteration 2F (2340.264804 sec): 3 clusters Score: Raw -75619.679637 + Penalty 2575.264857 = -73044.414780 nChanged 138 SP:Iteration 3F (2340.330606 sec): 3 clusters Score: Raw -75889.090490 + Penalty 2575.264857 = -73313.825633 nChanged 90 SP:Iteration 4F (2340.431263 sec): 3 clusters Score: Raw -76067.094943 + Penalty 2575.264857 = -73491.830087 nChanged 56 SP:Iteration 5Q (2340.496558 sec): 3 clusters Score: Raw -76139.974130 + Penalty 2575.264857 = -73564.709273 nChanged 32 SP:Iteration 6Q (2340.594171 sec): 3 clusters Score: Raw -76186.647646 + Penalty 2575.264857 = -73611.382789 nChanged 23 SP:Iteration 7Q (2340.665404 sec): 3 clusters Score: Raw -76217.080349 + Penalty 2575.264857 = -73641.815492 nChanged 16 SP:Iteration 8Q (2340.758659 sec): 3 clusters Score: Raw -76232.921095 + Penalty 2575.264857 = -73657.656238 nChanged 10 SP:Iteration 9Q (2340.846217 sec): 3 clusters Score: Raw -76241.401621 + Penalty 2575.264857 = -73666.136765 nChanged 10 SP:Iteration 10Q (2340.927496 sec): 3 clusters Score: Raw -76248.720270 + Penalty 2575.264857 = -73673.455413 nChanged 6 SP:Iteration 11Q (2340.986963 sec): 3 clusters Score: Raw -76253.232071 + Penalty 2575.264857 = -73677.967214 nChanged 5 SP:Iteration 12Q (2341.064499 sec): 3 clusters Score: Raw -76257.849358 + Penalty 2575.264857 = -73682.584502 nChanged 3 SP:Iteration 13Q (2341.154910 sec): 3 clusters Score: Raw -76261.082739 + Penalty 2575.264857 = -73685.817882 nChanged 3 SP:Iteration 14Q (2341.241617 sec): 3 clusters Score: Raw -76263.287060 + Penalty 2575.264857 = -73688.022203 nChanged 5 SP:Iteration 15Q (2341.306698 sec): 3 clusters Score: Raw -76267.290322 + Penalty 2575.264857 = -73692.025465 nChanged 2 SP:Iteration 16Q (2341.401910 sec): 3 clusters Score: Raw -76270.040182 + Penalty 2575.264857 = -73694.775325 nChanged 2 SP:Iteration 17Q (2341.488515 sec): 3 clusters Score: Raw -76271.644818 + Penalty 2575.264857 = -73696.379961 nChanged 0 SP:Iteration 18F (2341.584147 sec): 3 clusters Score: Raw -76271.644818 + Penalty 2575.264857 = -73696.379961 nChanged 0 Trying to split cluster 19 (7860 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2341.642681 sec): 2 clusters Score: Raw -443712.018288 + Penalty 1574.154601 = -442137.863687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2341.758638 sec): 3 clusters Score: Raw -439439.564788 + Penalty 3148.309202 = -436291.255586 nChanged 3301 SP:Iteration 1F (2341.858755 sec): 3 clusters Score: Raw -441429.868839 + Penalty 3148.309202 = -438281.559637 nChanged 642 SP:Iteration 2F (2341.963971 sec): 3 clusters Score: Raw -441935.282552 + Penalty 3148.309202 = -438786.973350 nChanged 604 SP:Iteration 3F (2342.082490 sec): 3 clusters Score: Raw -442427.925814 + Penalty 3148.309202 = -439279.616612 nChanged 549 SP:Iteration 4F (2342.189683 sec): 3 clusters Score: Raw -442855.001996 + Penalty 3148.309202 = -439706.692794 nChanged 460 SP:Iteration 5F (2342.322507 sec): 3 clusters Score: Raw -443192.880721 + Penalty 3148.309202 = -440044.571519 nChanged 355 SP:Iteration 6Q (2342.421952 sec): 3 clusters Score: Raw -443420.054379 + Penalty 3148.309202 = -440271.745177 nChanged 290 SP:Iteration 7Q (2342.540657 sec): 3 clusters Score: Raw -443582.457868 + Penalty 3148.309202 = -440434.148666 nChanged 220 SP:Iteration 8Q (2342.672230 sec): 3 clusters Score: Raw -443703.233357 + Penalty 3148.309202 = -440554.924156 nChanged 179 SP:Iteration 9Q (2342.817795 sec): 3 clusters Score: Raw -443794.510048 + Penalty 3148.309202 = -440646.200846 nChanged 143 SP:Iteration 10Q (2342.952854 sec): 3 clusters Score: Raw -443857.043793 + Penalty 3148.309202 = -440708.734592 nChanged 109 SP:Iteration 11Q (2343.079909 sec): 3 clusters Score: Raw -443897.702572 + Penalty 3148.309202 = -440749.393370 nChanged 91 SP:Iteration 12Q (2343.189855 sec): 3 clusters Score: Raw -443931.515341 + Penalty 3148.309202 = -440783.206139 nChanged 76 SP:Iteration 13Q (2343.300728 sec): 3 clusters Score: Raw -443957.237522 + Penalty 3148.309202 = -440808.928320 nChanged 49 SP:Iteration 14Q (2343.425692 sec): 3 clusters Score: Raw -443974.040198 + Penalty 3148.309202 = -440825.730996 nChanged 53 SP:Iteration 15Q (2343.536000 sec): 3 clusters Score: Raw -443991.354717 + Penalty 3148.309202 = -440843.045515 nChanged 54 SP:Iteration 16Q (2343.674223 sec): 3 clusters Score: Raw -444009.186758 + Penalty 3148.309202 = -440860.877556 nChanged 48 SP:Iteration 17Q (2343.786403 sec): 3 clusters Score: Raw -444022.624046 + Penalty 3148.309202 = -440874.314844 nChanged 40 SP:Iteration 18Q (2343.879413 sec): 3 clusters Score: Raw -444033.527380 + Penalty 3148.309202 = -440885.218179 nChanged 38 SP:Iteration 19Q (2343.994459 sec): 3 clusters Score: Raw -444045.911677 + Penalty 3148.309202 = -440897.602475 nChanged 44 SP:Iteration 20F (2344.115449 sec): 3 clusters Score: Raw -444061.259971 + Penalty 3148.309202 = -440912.950769 nChanged 41 SP:Iteration 21Q (2344.213195 sec): 3 clusters Score: Raw -444071.240487 + Penalty 3148.309202 = -440922.931285 nChanged 20 SP:Iteration 22Q (2344.359019 sec): 3 clusters Score: Raw -444076.202439 + Penalty 3148.309202 = -440927.893237 nChanged 18 SP:Iteration 23Q (2344.443040 sec): 3 clusters Score: Raw -444079.955106 + Penalty 3148.309202 = -440931.645904 nChanged 16 SP:Iteration 24Q (2344.541612 sec): 3 clusters Score: Raw -444084.132795 + Penalty 3148.309202 = -440935.823593 nChanged 9 SP:Iteration 25Q (2344.634997 sec): 3 clusters Score: Raw -444085.507831 + Penalty 3148.309202 = -440937.198629 nChanged 9 SP:Iteration 26Q (2344.738764 sec): 3 clusters Score: Raw -444087.316865 + Penalty 3148.309202 = -440939.007663 nChanged 10 SP:Iteration 27Q (2344.836715 sec): 3 clusters Score: Raw -444089.274054 + Penalty 3148.309202 = -440940.964852 nChanged 7 SP:Iteration 28Q (2344.930310 sec): 3 clusters Score: Raw -444090.498255 + Penalty 3148.309202 = -440942.189054 nChanged 9 SP:Iteration 29Q (2345.003116 sec): 3 clusters Score: Raw -444092.328152 + Penalty 3148.309202 = -440944.018950 nChanged 8 SP:Iteration 30Q (2345.090242 sec): 3 clusters Score: Raw -444094.371035 + Penalty 3148.309202 = -440946.061833 nChanged 12 SP:Iteration 31Q (2345.188106 sec): 3 clusters Score: Raw -444097.563703 + Penalty 3148.309202 = -440949.254501 nChanged 16 SP:Iteration 32Q (2345.301246 sec): 3 clusters Score: Raw -444102.498160 + Penalty 3148.309202 = -440954.188958 nChanged 22 SP:Iteration 33Q (2345.397784 sec): 3 clusters Score: Raw -444108.574148 + Penalty 3148.309202 = -440960.264946 nChanged 22 SP:Iteration 34Q (2345.491598 sec): 3 clusters Score: Raw -444116.086804 + Penalty 3148.309202 = -440967.777602 nChanged 23 SP:Iteration 35Q (2345.575184 sec): 3 clusters Score: Raw -444122.939798 + Penalty 3148.309202 = -440974.630596 nChanged 22 SP:Iteration 36Q (2345.676634 sec): 3 clusters Score: Raw -444129.461495 + Penalty 3148.309202 = -440981.152294 nChanged 23 SP:Iteration 37Q (2345.771122 sec): 3 clusters Score: Raw -444137.854461 + Penalty 3148.309202 = -440989.545259 nChanged 30 SP:Iteration 38Q (2345.861686 sec): 3 clusters Score: Raw -444147.403098 + Penalty 3148.309202 = -440999.093896 nChanged 19 SP:Iteration 39Q (2345.948801 sec): 3 clusters Score: Raw -444151.901956 + Penalty 3148.309202 = -441003.592754 nChanged 12 SP:Iteration 40F (2346.062605 sec): 3 clusters Score: Raw -444155.322776 + Penalty 3148.309202 = -441007.013574 nChanged 6 SP:Iteration 41Q (2346.151872 sec): 3 clusters Score: Raw -444156.150973 + Penalty 3148.309202 = -441007.841771 nChanged 5 SP:Iteration 42Q (2346.252195 sec): 3 clusters Score: Raw -444156.737053 + Penalty 3148.309202 = -441008.427851 nChanged 6 SP:Iteration 43Q (2346.353815 sec): 3 clusters Score: Raw -444157.874257 + Penalty 3148.309202 = -441009.565055 nChanged 7 SP:Iteration 44Q (2346.443577 sec): 3 clusters Score: Raw -444158.817610 + Penalty 3148.309202 = -441010.508408 nChanged 5 SP:Iteration 45Q (2346.541780 sec): 3 clusters Score: Raw -444160.272703 + Penalty 3148.309202 = -441011.963501 nChanged 4 SP:Iteration 46Q (2346.636354 sec): 3 clusters Score: Raw -444161.088523 + Penalty 3148.309202 = -441012.779321 nChanged 4 SP:Iteration 47Q (2346.714682 sec): 3 clusters Score: Raw -444161.852761 + Penalty 3148.309202 = -441013.543559 nChanged 6 SP:Iteration 48Q (2346.814952 sec): 3 clusters Score: Raw -444163.700784 + Penalty 3148.309202 = -441015.391583 nChanged 6 SP:Iteration 49Q (2346.913719 sec): 3 clusters Score: Raw -444165.498869 + Penalty 3148.309202 = -441017.189667 nChanged 12 SP:Iteration 50Q (2347.026591 sec): 3 clusters Score: Raw -444167.703689 + Penalty 3148.309202 = -441019.394487 nChanged 5 SP:Iteration 51Q (2347.127095 sec): 3 clusters Score: Raw -444169.229329 + Penalty 3148.309202 = -441020.920127 nChanged 5 SP:Iteration 52Q (2347.209679 sec): 3 clusters Score: Raw -444170.379308 + Penalty 3148.309202 = -441022.070106 nChanged 0 SP:Iteration 53F (2347.327019 sec): 3 clusters Score: Raw -444170.379308 + Penalty 3148.309202 = -441022.070106 nChanged 0 Trying to split cluster 20 (2803 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2347.381190 sec): 2 clusters Score: Raw -176615.181268 + Penalty 1393.197194 = -175221.984074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2347.471943 sec): 3 clusters Score: Raw -175398.556592 + Penalty 2786.394388 = -172612.162203 nChanged 1042 SP:Iteration 1F (2347.561045 sec): 3 clusters Score: Raw -176163.777524 + Penalty 2786.394388 = -173377.383135 nChanged 263 SP:Iteration 2F (2347.650857 sec): 3 clusters Score: Raw -176438.049897 + Penalty 2786.394388 = -173651.655508 nChanged 192 SP:Iteration 3F (2347.721428 sec): 3 clusters Score: Raw -176638.025784 + Penalty 2786.394388 = -173851.631396 nChanged 147 SP:Iteration 4F (2347.809549 sec): 3 clusters Score: Raw -176785.275407 + Penalty 2786.394388 = -173998.881019 nChanged 135 SP:Iteration 5Q (2347.919376 sec): 3 clusters Score: Raw -176912.650539 + Penalty 2786.394388 = -174126.256150 nChanged 104 SP:Iteration 6Q (2347.991820 sec): 3 clusters Score: Raw -176999.167277 + Penalty 2786.394388 = -174212.772888 nChanged 93 SP:Iteration 7Q (2348.083297 sec): 3 clusters Score: Raw -177078.203810 + Penalty 2786.394388 = -174291.809422 nChanged 91 SP:Iteration 8Q (2348.190775 sec): 3 clusters Score: Raw -177147.088245 + Penalty 2786.394388 = -174360.693856 nChanged 78 SP:Iteration 9Q (2348.280319 sec): 3 clusters Score: Raw -177202.905800 + Penalty 2786.394388 = -174416.511412 nChanged 58 SP:Iteration 10Q (2348.350991 sec): 3 clusters Score: Raw -177246.225766 + Penalty 2786.394388 = -174459.831377 nChanged 57 SP:Iteration 11Q (2348.442143 sec): 3 clusters Score: Raw -177292.037608 + Penalty 2786.394388 = -174505.643219 nChanged 50 SP:Iteration 12Q (2348.554240 sec): 3 clusters Score: Raw -177334.746873 + Penalty 2786.394388 = -174548.352485 nChanged 47 SP:Iteration 13Q (2348.644124 sec): 3 clusters Score: Raw -177368.664004 + Penalty 2786.394388 = -174582.269616 nChanged 37 SP:Iteration 14Q (2348.736007 sec): 3 clusters Score: Raw -177393.282034 + Penalty 2786.394388 = -174606.887646 nChanged 25 SP:Iteration 15Q (2348.804045 sec): 3 clusters Score: Raw -177412.652487 + Penalty 2786.394388 = -174626.258099 nChanged 24 SP:Iteration 16Q (2348.894866 sec): 3 clusters Score: Raw -177427.899358 + Penalty 2786.394388 = -174641.504970 nChanged 15 SP:Iteration 17Q (2349.003397 sec): 3 clusters Score: Raw -177437.647091 + Penalty 2786.394388 = -174651.252703 nChanged 10 SP:Iteration 18Q (2349.087137 sec): 3 clusters Score: Raw -177443.427001 + Penalty 2786.394388 = -174657.032612 nChanged 10 SP:Iteration 19Q (2349.183510 sec): 3 clusters Score: Raw -177447.827975 + Penalty 2786.394388 = -174661.433586 nChanged 5 SP:Iteration 20F (2349.264680 sec): 3 clusters Score: Raw -177457.583250 + Penalty 2786.394388 = -174671.188862 nChanged 9 SP:Iteration 21Q (2349.362424 sec): 3 clusters Score: Raw -177469.538845 + Penalty 2786.394388 = -174683.144456 nChanged 14 SP:Iteration 22Q (2349.449420 sec): 3 clusters Score: Raw -177480.420642 + Penalty 2786.394388 = -174694.026253 nChanged 15 SP:Iteration 23Q (2349.528437 sec): 3 clusters Score: Raw -177491.198888 + Penalty 2786.394388 = -174704.804500 nChanged 11 SP:Iteration 24Q (2349.615342 sec): 3 clusters Score: Raw -177497.270193 + Penalty 2786.394388 = -174710.875804 nChanged 7 SP:Iteration 25Q (2349.692957 sec): 3 clusters Score: Raw -177501.959560 + Penalty 2786.394388 = -174715.565172 nChanged 5 SP:Iteration 26Q (2349.788796 sec): 3 clusters Score: Raw -177505.547693 + Penalty 2786.394388 = -174719.153304 nChanged 1 SP:Iteration 27Q (2349.855692 sec): 3 clusters Score: Raw -177505.825477 + Penalty 2786.394388 = -174719.431089 nChanged 0 SP:Iteration 28F (2349.942700 sec): 3 clusters Score: Raw -177505.825477 + Penalty 2786.394388 = -174719.431089 nChanged 0 Trying to split cluster 21 (2168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2349.992316 sec): 2 clusters Score: Raw -107170.000848 + Penalty 1348.113844 = -105821.887004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2350.076862 sec): 3 clusters Score: Raw -106255.501980 + Penalty 2696.227687 = -103559.274293 nChanged 774 SP:Iteration 1F (2350.159665 sec): 3 clusters Score: Raw -107003.000539 + Penalty 2696.227687 = -104306.772852 nChanged 243 SP:Iteration 2F (2350.236538 sec): 3 clusters Score: Raw -107368.325690 + Penalty 2696.227687 = -104672.098002 nChanged 191 SP:Iteration 3F (2350.322821 sec): 3 clusters Score: Raw -107628.245400 + Penalty 2696.227687 = -104932.017713 nChanged 138 SP:Iteration 4F (2350.408452 sec): 3 clusters Score: Raw -107786.383493 + Penalty 2696.227687 = -105090.155806 nChanged 87 SP:Iteration 5Q (2350.495395 sec): 3 clusters Score: Raw -107852.435235 + Penalty 2696.227687 = -105156.207547 nChanged 45 SP:Iteration 6Q (2350.582328 sec): 3 clusters Score: Raw -107891.226141 + Penalty 2696.227687 = -105194.998454 nChanged 30 SP:Iteration 7Q (2350.666344 sec): 3 clusters Score: Raw -107910.987379 + Penalty 2696.227687 = -105214.759691 nChanged 16 SP:Iteration 8Q (2350.750169 sec): 3 clusters Score: Raw -107922.981630 + Penalty 2696.227687 = -105226.753943 nChanged 15 SP:Iteration 9Q (2350.850070 sec): 3 clusters Score: Raw -107929.786894 + Penalty 2696.227687 = -105233.559207 nChanged 12 SP:Iteration 10Q (2350.944639 sec): 3 clusters Score: Raw -107935.627399 + Penalty 2696.227687 = -105239.399712 nChanged 9 SP:Iteration 11Q (2351.030769 sec): 3 clusters Score: Raw -107937.801245 + Penalty 2696.227687 = -105241.573558 nChanged 4 SP:Iteration 12Q (2351.100197 sec): 3 clusters Score: Raw -107939.517838 + Penalty 2696.227687 = -105243.290151 nChanged 5 SP:Iteration 13Q (2351.182506 sec): 3 clusters Score: Raw -107942.000041 + Penalty 2696.227687 = -105245.772354 nChanged 8 SP:Iteration 14Q (2351.266403 sec): 3 clusters Score: Raw -107946.124091 + Penalty 2696.227687 = -105249.896404 nChanged 3 SP:Iteration 15Q (2351.354933 sec): 3 clusters Score: Raw -107948.107465 + Penalty 2696.227687 = -105251.879778 nChanged 5 SP:Iteration 16Q (2351.441641 sec): 3 clusters Score: Raw -107950.770172 + Penalty 2696.227687 = -105254.542485 nChanged 5 SP:Iteration 17Q (2351.479470 sec): 3 clusters Score: Raw -107953.246122 + Penalty 2696.227687 = -105257.018434 nChanged 3 SP:Iteration 18Q (2351.502691 sec): 3 clusters Score: Raw -107954.532543 + Penalty 2696.227687 = -105258.304855 nChanged 0 SP:Iteration 19F (2351.523593 sec): 3 clusters Score: Raw -107954.532543 + Penalty 2696.227687 = -105258.304855 nChanged 0 Trying to split cluster 22 (5072 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2351.599157 sec): 2 clusters Score: Raw -332205.936206 + Penalty 1497.276582 = -330708.659624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2351.674898 sec): 3 clusters Score: Raw -329610.948455 + Penalty 2994.553164 = -326616.395291 nChanged 2049 SP:Iteration 1F (2351.782979 sec): 3 clusters Score: Raw -330818.101599 + Penalty 2994.553164 = -327823.548434 nChanged 416 SP:Iteration 2F (2351.859274 sec): 3 clusters Score: Raw -331132.284372 + Penalty 2994.553164 = -328137.731208 nChanged 335 SP:Iteration 3F (2351.946599 sec): 3 clusters Score: Raw -331384.961154 + Penalty 2994.553164 = -328390.407990 nChanged 287 SP:Iteration 4F (2352.050094 sec): 3 clusters Score: Raw -331600.847652 + Penalty 2994.553164 = -328606.294488 nChanged 234 SP:Iteration 5Q (2352.137556 sec): 3 clusters Score: Raw -331775.693111 + Penalty 2994.553164 = -328781.139946 nChanged 232 SP:Iteration 6Q (2352.222058 sec): 3 clusters Score: Raw -331943.326764 + Penalty 2994.553164 = -328948.773600 nChanged 198 SP:Iteration 7Q (2352.314166 sec): 3 clusters Score: Raw -332090.845187 + Penalty 2994.553164 = -329096.292023 nChanged 163 SP:Iteration 8Q (2352.400445 sec): 3 clusters Score: Raw -332201.086944 + Penalty 2994.553164 = -329206.533780 nChanged 153 SP:Iteration 9Q (2352.471697 sec): 3 clusters Score: Raw -332298.374677 + Penalty 2994.553164 = -329303.821512 nChanged 120 SP:Iteration 10Q (2352.573842 sec): 3 clusters Score: Raw -332373.557074 + Penalty 2994.553164 = -329379.003910 nChanged 95 SP:Iteration 11Q (2352.643436 sec): 3 clusters Score: Raw -332421.632069 + Penalty 2994.553164 = -329427.078905 nChanged 77 SP:Iteration 12Q (2352.748017 sec): 3 clusters Score: Raw -332460.631938 + Penalty 2994.553164 = -329466.078774 nChanged 54 SP:Iteration 13Q (2352.844414 sec): 3 clusters Score: Raw -332484.444362 + Penalty 2994.553164 = -329489.891198 nChanged 35 SP:Iteration 14Q (2352.938226 sec): 3 clusters Score: Raw -332496.161450 + Penalty 2994.553164 = -329501.608286 nChanged 33 SP:Iteration 15Q (2353.021763 sec): 3 clusters Score: Raw -332507.495050 + Penalty 2994.553164 = -329512.941886 nChanged 35 SP:Iteration 16Q (2353.112984 sec): 3 clusters Score: Raw -332519.766346 + Penalty 2994.553164 = -329525.213182 nChanged 17 SP:Iteration 17Q (2353.207809 sec): 3 clusters Score: Raw -332525.438966 + Penalty 2994.553164 = -329530.885802 nChanged 18 SP:Iteration 18Q (2353.274023 sec): 3 clusters Score: Raw -332532.950070 + Penalty 2994.553164 = -329538.396906 nChanged 28 SP:Iteration 19Q (2353.365303 sec): 3 clusters Score: Raw -332542.183452 + Penalty 2994.553164 = -329547.630288 nChanged 27 SP:Iteration 20F (2353.455587 sec): 3 clusters Score: Raw -332550.150076 + Penalty 2994.553164 = -329555.596912 nChanged 20 SP:Iteration 21Q (2353.552265 sec): 3 clusters Score: Raw -332559.925910 + Penalty 2994.553164 = -329565.372746 nChanged 32 SP:Iteration 22Q (2353.646595 sec): 3 clusters Score: Raw -332571.816700 + Penalty 2994.553164 = -329577.263536 nChanged 29 SP:Iteration 23Q (2353.743519 sec): 3 clusters Score: Raw -332585.787815 + Penalty 2994.553164 = -329591.234651 nChanged 32 SP:Iteration 24Q (2353.838143 sec): 3 clusters Score: Raw -332604.100806 + Penalty 2994.553164 = -329609.547641 nChanged 33 SP:Iteration 25Q (2353.950918 sec): 3 clusters Score: Raw -332619.032750 + Penalty 2994.553164 = -329624.479586 nChanged 45 SP:Iteration 26Q (2354.028210 sec): 3 clusters Score: Raw -332637.827685 + Penalty 2994.553164 = -329643.274521 nChanged 30 SP:Iteration 27Q (2354.138431 sec): 3 clusters Score: Raw -332652.237087 + Penalty 2994.553164 = -329657.683923 nChanged 29 SP:Iteration 28Q (2354.234722 sec): 3 clusters Score: Raw -332663.702170 + Penalty 2994.553164 = -329669.149005 nChanged 26 SP:Iteration 29Q (2354.327555 sec): 3 clusters Score: Raw -332673.763971 + Penalty 2994.553164 = -329679.210807 nChanged 25 SP:Iteration 30Q (2354.409334 sec): 3 clusters Score: Raw -332682.142356 + Penalty 2994.553164 = -329687.589192 nChanged 24 SP:Iteration 31Q (2354.507814 sec): 3 clusters Score: Raw -332694.031434 + Penalty 2994.553164 = -329699.478270 nChanged 31 SP:Iteration 32Q (2354.599348 sec): 3 clusters Score: Raw -332710.632721 + Penalty 2994.553164 = -329716.079557 nChanged 31 SP:Iteration 33Q (2354.691553 sec): 3 clusters Score: Raw -332732.977232 + Penalty 2994.553164 = -329738.424068 nChanged 26 SP:Iteration 34Q (2354.762690 sec): 3 clusters Score: Raw -332748.105676 + Penalty 2994.553164 = -329753.552512 nChanged 25 SP:Iteration 35Q (2354.852110 sec): 3 clusters Score: Raw -332758.633658 + Penalty 2994.553164 = -329764.080494 nChanged 16 SP:Iteration 36Q (2354.964531 sec): 3 clusters Score: Raw -332765.606440 + Penalty 2994.553164 = -329771.053276 nChanged 13 SP:Iteration 37Q (2355.056409 sec): 3 clusters Score: Raw -332770.252866 + Penalty 2994.553164 = -329775.699702 nChanged 13 SP:Iteration 38Q (2355.142895 sec): 3 clusters Score: Raw -332774.398386 + Penalty 2994.553164 = -329779.845222 nChanged 14 SP:Iteration 39Q (2355.211761 sec): 3 clusters Score: Raw -332779.389510 + Penalty 2994.553164 = -329784.836346 nChanged 13 SP:Iteration 40F (2355.302532 sec): 3 clusters Score: Raw -332783.490267 + Penalty 2994.553164 = -329788.937102 nChanged 8 SP:Iteration 41Q (2355.394402 sec): 3 clusters Score: Raw -332787.069571 + Penalty 2994.553164 = -329792.516407 nChanged 7 SP:Iteration 42Q (2355.489694 sec): 3 clusters Score: Raw -332791.116943 + Penalty 2994.553164 = -329796.563779 nChanged 13 SP:Iteration 43Q (2355.571728 sec): 3 clusters Score: Raw -332795.559555 + Penalty 2994.553164 = -329801.006391 nChanged 6 SP:Iteration 44Q (2355.651077 sec): 3 clusters Score: Raw -332798.516347 + Penalty 2994.553164 = -329803.963183 nChanged 9 SP:Iteration 45Q (2355.737387 sec): 3 clusters Score: Raw -332803.093937 + Penalty 2994.553164 = -329808.540772 nChanged 9 SP:Iteration 46Q (2355.825871 sec): 3 clusters Score: Raw -332807.034144 + Penalty 2994.553164 = -329812.480980 nChanged 11 SP:Iteration 47Q (2355.922627 sec): 3 clusters Score: Raw -332810.888455 + Penalty 2994.553164 = -329816.335291 nChanged 12 SP:Iteration 48Q (2356.015499 sec): 3 clusters Score: Raw -332814.401972 + Penalty 2994.553164 = -329819.848808 nChanged 10 SP:Iteration 49Q (2356.104224 sec): 3 clusters Score: Raw -332817.847209 + Penalty 2994.553164 = -329823.294045 nChanged 6 SP:Iteration 50Q (2356.212889 sec): 3 clusters Score: Raw -332820.117441 + Penalty 2994.553164 = -329825.564277 nChanged 4 SP:Iteration 51Q (2356.305986 sec): 3 clusters Score: Raw -332821.447565 + Penalty 2994.553164 = -329826.894401 nChanged 4 SP:Iteration 52Q (2356.380398 sec): 3 clusters Score: Raw -332822.369747 + Penalty 2994.553164 = -329827.816583 nChanged 4 SP:Iteration 53Q (2356.474220 sec): 3 clusters Score: Raw -332823.346325 + Penalty 2994.553164 = -329828.793161 nChanged 6 SP:Iteration 54Q (2356.560503 sec): 3 clusters Score: Raw -332825.171213 + Penalty 2994.553164 = -329830.618049 nChanged 5 SP:Iteration 55Q (2356.642488 sec): 3 clusters Score: Raw -332827.314850 + Penalty 2994.553164 = -329832.761686 nChanged 4 SP:Iteration 56Q (2356.733711 sec): 3 clusters Score: Raw -332828.851536 + Penalty 2994.553164 = -329834.298371 nChanged 2 SP:Iteration 57Q (2356.815088 sec): 3 clusters Score: Raw -332829.461903 + Penalty 2994.553164 = -329834.908739 nChanged 1 SP:Iteration 58Q (2356.904250 sec): 3 clusters Score: Raw -332830.326318 + Penalty 2994.553164 = -329835.773154 nChanged 2 SP:Iteration 59Q (2357.001993 sec): 3 clusters Score: Raw -332830.805414 + Penalty 2994.553164 = -329836.252250 nChanged 1 SP:Iteration 60F (2357.104019 sec): 3 clusters Score: Raw -332830.906272 + Penalty 2994.553164 = -329836.353108 nChanged 1 SP:Iteration 61Q (2357.215386 sec): 3 clusters Score: Raw -332831.162676 + Penalty 2994.553164 = -329836.609512 nChanged 1 SP:Iteration 62Q (2357.301685 sec): 3 clusters Score: Raw -332831.256440 + Penalty 2994.553164 = -329836.703276 nChanged 0 SP:Iteration 63F (2357.416322 sec): 3 clusters Score: Raw -332831.256440 + Penalty 2994.553164 = -329836.703276 nChanged 0 Trying to split cluster 23 (2074 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2357.460976 sec): 2 clusters Score: Raw -73122.561899 + Penalty 1340.334635 = -71782.227263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2357.548093 sec): 3 clusters Score: Raw -72263.179725 + Penalty 2680.669270 = -69582.510455 nChanged 728 SP:Iteration 1F (2357.631805 sec): 3 clusters Score: Raw -72892.337804 + Penalty 2680.669270 = -70211.668534 nChanged 236 SP:Iteration 2F (2357.721211 sec): 3 clusters Score: Raw -73175.064759 + Penalty 2680.669270 = -70494.395489 nChanged 153 SP:Iteration 3F (2357.810930 sec): 3 clusters Score: Raw -73342.096538 + Penalty 2680.669270 = -70661.427268 nChanged 100 SP:Iteration 4Q (2357.902179 sec): 3 clusters Score: Raw -73453.259677 + Penalty 2680.669270 = -70772.590406 nChanged 86 SP:Iteration 5Q (2357.972351 sec): 3 clusters Score: Raw -73550.322445 + Penalty 2680.669270 = -70869.653174 nChanged 75 SP:Iteration 6Q (2358.061296 sec): 3 clusters Score: Raw -73624.782521 + Penalty 2680.669270 = -70944.113251 nChanged 62 SP:Iteration 7Q (2358.172036 sec): 3 clusters Score: Raw -73703.360438 + Penalty 2680.669270 = -71022.691168 nChanged 73 SP:Iteration 8Q (2358.260098 sec): 3 clusters Score: Raw -73786.989847 + Penalty 2680.669270 = -71106.320577 nChanged 67 SP:Iteration 9Q (2358.351233 sec): 3 clusters Score: Raw -73873.610393 + Penalty 2680.669270 = -71192.941122 nChanged 46 SP:Iteration 10Q (2358.439535 sec): 3 clusters Score: Raw -73910.810118 + Penalty 2680.669270 = -71230.140847 nChanged 30 SP:Iteration 11Q (2358.527945 sec): 3 clusters Score: Raw -73934.601344 + Penalty 2680.669270 = -71253.932074 nChanged 29 SP:Iteration 12Q (2358.599508 sec): 3 clusters Score: Raw -73963.256190 + Penalty 2680.669270 = -71282.586919 nChanged 27 SP:Iteration 13Q (2358.689121 sec): 3 clusters Score: Raw -73983.450946 + Penalty 2680.669270 = -71302.781675 nChanged 17 SP:Iteration 14Q (2358.775987 sec): 3 clusters Score: Raw -73994.460185 + Penalty 2680.669270 = -71313.790914 nChanged 23 SP:Iteration 15Q (2358.879159 sec): 3 clusters Score: Raw -74011.202103 + Penalty 2680.669270 = -71330.532833 nChanged 19 SP:Iteration 16Q (2358.968448 sec): 3 clusters Score: Raw -74021.636156 + Penalty 2680.669270 = -71340.966886 nChanged 17 SP:Iteration 17Q (2359.055701 sec): 3 clusters Score: Raw -74037.618663 + Penalty 2680.669270 = -71356.949393 nChanged 16 SP:Iteration 18Q (2359.143246 sec): 3 clusters Score: Raw -74050.862364 + Penalty 2680.669270 = -71370.193094 nChanged 18 SP:Iteration 19Q (2359.235311 sec): 3 clusters Score: Raw -74066.898132 + Penalty 2680.669270 = -71386.228861 nChanged 16 SP:Iteration 20F (2359.320734 sec): 3 clusters Score: Raw -74079.796517 + Penalty 2680.669270 = -71399.127246 nChanged 16 SP:Iteration 21Q (2359.407296 sec): 3 clusters Score: Raw -74092.293202 + Penalty 2680.669270 = -71411.623932 nChanged 13 SP:Iteration 22Q (2359.491412 sec): 3 clusters Score: Raw -74114.085721 + Penalty 2680.669270 = -71433.416450 nChanged 16 SP:Iteration 23Q (2359.559810 sec): 3 clusters Score: Raw -74127.505700 + Penalty 2680.669270 = -71446.836430 nChanged 9 SP:Iteration 24Q (2359.645927 sec): 3 clusters Score: Raw -74134.423824 + Penalty 2680.669270 = -71453.754554 nChanged 6 SP:Iteration 25Q (2359.733045 sec): 3 clusters Score: Raw -74137.924970 + Penalty 2680.669270 = -71457.255700 nChanged 4 SP:Iteration 26Q (2359.822020 sec): 3 clusters Score: Raw -74139.740425 + Penalty 2680.669270 = -71459.071155 nChanged 3 SP:Iteration 27Q (2359.910394 sec): 3 clusters Score: Raw -74140.974652 + Penalty 2680.669270 = -71460.305382 nChanged 0 SP:Iteration 28F (2359.994927 sec): 3 clusters Score: Raw -74140.974652 + Penalty 2680.669270 = -71460.305382 nChanged 0 Trying to split cluster 24 (12861 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2360.090260 sec): 2 clusters Score: Raw -887937.171254 + Penalty 1660.573060 = -886276.598194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2360.203583 sec): 3 clusters Score: Raw -880516.335960 + Penalty 3321.146119 = -877195.189841 nChanged 5695 SP:Iteration 1F (2360.313703 sec): 3 clusters Score: Raw -883795.372702 + Penalty 3321.146119 = -880474.226583 nChanged 892 SP:Iteration 2F (2360.400086 sec): 3 clusters Score: Raw -884285.537744 + Penalty 3321.146119 = -880964.391625 nChanged 820 SP:Iteration 3F (2360.504249 sec): 3 clusters Score: Raw -884754.075085 + Penalty 3321.146119 = -881432.928966 nChanged 743 SP:Iteration 4F (2360.625478 sec): 3 clusters Score: Raw -885219.315872 + Penalty 3321.146119 = -881898.169753 nChanged 759 SP:Iteration 5F (2360.741610 sec): 3 clusters Score: Raw -885695.904472 + Penalty 3321.146119 = -882374.758353 nChanged 695 SP:Iteration 6F (2360.845064 sec): 3 clusters Score: Raw -886124.123493 + Penalty 3321.146119 = -882802.977374 nChanged 655 SP:Iteration 7F (2360.953848 sec): 3 clusters Score: Raw -886480.459859 + Penalty 3321.146119 = -883159.313739 nChanged 518 SP:Iteration 8Q (2361.042183 sec): 3 clusters Score: Raw -886723.402427 + Penalty 3321.146119 = -883402.256308 nChanged 415 SP:Iteration 9Q (2361.163818 sec): 3 clusters Score: Raw -886894.549884 + Penalty 3321.146119 = -883573.403765 nChanged 311 SP:Iteration 10Q (2361.270518 sec): 3 clusters Score: Raw -886994.119710 + Penalty 3321.146119 = -883672.973591 nChanged 267 SP:Iteration 11Q (2361.368253 sec): 3 clusters Score: Raw -887079.877760 + Penalty 3321.146119 = -883758.731640 nChanged 238 SP:Iteration 12Q (2361.480439 sec): 3 clusters Score: Raw -887153.965054 + Penalty 3321.146119 = -883832.818935 nChanged 239 SP:Iteration 13Q (2361.584922 sec): 3 clusters Score: Raw -887228.606832 + Penalty 3321.146119 = -883907.460713 nChanged 216 SP:Iteration 14Q (2361.721906 sec): 3 clusters Score: Raw -887300.031884 + Penalty 3321.146119 = -883978.885765 nChanged 247 SP:Iteration 15Q (2361.871823 sec): 3 clusters Score: Raw -887382.688930 + Penalty 3321.146119 = -884061.542811 nChanged 210 SP:Iteration 16Q (2362.001584 sec): 3 clusters Score: Raw -887443.123175 + Penalty 3321.146119 = -884121.977056 nChanged 174 SP:Iteration 17Q (2362.121095 sec): 3 clusters Score: Raw -887496.366203 + Penalty 3321.146119 = -884175.220084 nChanged 173 SP:Iteration 18Q (2362.251649 sec): 3 clusters Score: Raw -887554.292604 + Penalty 3321.146119 = -884233.146485 nChanged 172 SP:Iteration 19Q (2362.367658 sec): 3 clusters Score: Raw -887613.316086 + Penalty 3321.146119 = -884292.169967 nChanged 175 SP:Iteration 20F (2362.498363 sec): 3 clusters Score: Raw -887670.934697 + Penalty 3321.146119 = -884349.788578 nChanged 163 SP:Iteration 21Q (2362.629186 sec): 3 clusters Score: Raw -887723.842997 + Penalty 3321.146119 = -884402.696878 nChanged 156 SP:Iteration 22Q (2362.741693 sec): 3 clusters Score: Raw -887771.536935 + Penalty 3321.146119 = -884450.390816 nChanged 161 SP:Iteration 23Q (2362.874945 sec): 3 clusters Score: Raw -887816.274478 + Penalty 3321.146119 = -884495.128359 nChanged 135 SP:Iteration 24Q (2363.010357 sec): 3 clusters Score: Raw -887860.944267 + Penalty 3321.146119 = -884539.798148 nChanged 144 SP:Iteration 25Q (2363.144741 sec): 3 clusters Score: Raw -887913.658345 + Penalty 3321.146119 = -884592.512226 nChanged 153 SP:Iteration 26Q (2363.255187 sec): 3 clusters Score: Raw -887973.856124 + Penalty 3321.146119 = -884652.710005 nChanged 162 SP:Iteration 27Q (2363.385792 sec): 3 clusters Score: Raw -888032.170486 + Penalty 3321.146119 = -884711.024367 nChanged 162 SP:Iteration 28Q (2363.516874 sec): 3 clusters Score: Raw -888085.286889 + Penalty 3321.146119 = -884764.140770 nChanged 162 SP:Iteration 29Q (2363.647600 sec): 3 clusters Score: Raw -888134.264890 + Penalty 3321.146119 = -884813.118771 nChanged 147 SP:Iteration 30Q (2363.786825 sec): 3 clusters Score: Raw -888176.924516 + Penalty 3321.146119 = -884855.778397 nChanged 127 SP:Iteration 31Q (2363.899856 sec): 3 clusters Score: Raw -888215.003096 + Penalty 3321.146119 = -884893.856977 nChanged 150 SP:Iteration 32Q (2364.038607 sec): 3 clusters Score: Raw -888263.057384 + Penalty 3321.146119 = -884941.911265 nChanged 149 SP:Iteration 33Q (2364.183654 sec): 3 clusters Score: Raw -888312.259936 + Penalty 3321.146119 = -884991.113816 nChanged 127 SP:Iteration 34Q (2364.340603 sec): 3 clusters Score: Raw -888353.848922 + Penalty 3321.146119 = -885032.702803 nChanged 120 SP:Iteration 35Q (2364.506445 sec): 3 clusters Score: Raw -888398.859448 + Penalty 3321.146119 = -885077.713328 nChanged 128 SP:Iteration 36Q (2364.660060 sec): 3 clusters Score: Raw -888445.639136 + Penalty 3321.146119 = -885124.493017 nChanged 118 SP:Iteration 37Q (2364.768319 sec): 3 clusters Score: Raw -888485.926197 + Penalty 3321.146119 = -885164.780078 nChanged 123 SP:Iteration 38Q (2364.890347 sec): 3 clusters Score: Raw -888531.292162 + Penalty 3321.146119 = -885210.146043 nChanged 134 SP:Iteration 39Q (2365.002790 sec): 3 clusters Score: Raw -888592.440800 + Penalty 3321.146119 = -885271.294681 nChanged 146 SP:Iteration 40F (2365.128176 sec): 3 clusters Score: Raw -888680.333732 + Penalty 3321.146119 = -885359.187613 nChanged 184 SP:Iteration 41Q (2365.288763 sec): 3 clusters Score: Raw -888839.969181 + Penalty 3321.146119 = -885518.823062 nChanged 232 SP:Iteration 42Q (2365.428594 sec): 3 clusters Score: Raw -889072.625850 + Penalty 3321.146119 = -885751.479731 nChanged 219 SP:Iteration 43Q (2365.562277 sec): 3 clusters Score: Raw -889305.981460 + Penalty 3321.146119 = -885984.835341 nChanged 179 SP:Iteration 44Q (2365.713626 sec): 3 clusters Score: Raw -889430.725583 + Penalty 3321.146119 = -886109.579464 nChanged 129 SP:Iteration 45Q (2365.884418 sec): 3 clusters Score: Raw -889479.092130 + Penalty 3321.146119 = -886157.946011 nChanged 59 SP:Iteration 46Q (2366.005705 sec): 3 clusters Score: Raw -889500.475417 + Penalty 3321.146119 = -886179.329298 nChanged 43 SP:Iteration 47Q (2366.136796 sec): 3 clusters Score: Raw -889513.472139 + Penalty 3321.146119 = -886192.326020 nChanged 36 SP:Iteration 48Q (2366.262080 sec): 3 clusters Score: Raw -889521.861288 + Penalty 3321.146119 = -886200.715169 nChanged 26 SP:Iteration 49Q (2366.415917 sec): 3 clusters Score: Raw -889527.228315 + Penalty 3321.146119 = -886206.082196 nChanged 16 SP:Iteration 50Q (2366.528754 sec): 3 clusters Score: Raw -889529.155870 + Penalty 3321.146119 = -886208.009751 nChanged 9 SP:Iteration 51Q (2366.630287 sec): 3 clusters Score: Raw -889530.251385 + Penalty 3321.146119 = -886209.105266 nChanged 5 SP:Iteration 52Q (2366.761422 sec): 3 clusters Score: Raw -889530.788435 + Penalty 3321.146119 = -886209.642315 nChanged 4 SP:Iteration 53Q (2366.871094 sec): 3 clusters Score: Raw -889531.161659 + Penalty 3321.146119 = -886210.015539 nChanged 2 SP:Iteration 54Q (2366.986481 sec): 3 clusters Score: Raw -889531.452925 + Penalty 3321.146119 = -886210.306806 nChanged 0 SP:Iteration 55F (2367.106318 sec): 3 clusters Score: Raw -889531.452925 + Penalty 3321.146119 = -886210.306806 nChanged 0 Trying to split cluster 25 (5184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2367.176910 sec): 2 clusters Score: Raw -343466.326846 + Penalty 1501.109808 = -341965.217038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2367.285492 sec): 3 clusters Score: Raw -340801.915790 + Penalty 3002.219616 = -337799.696174 nChanged 2071 SP:Iteration 1F (2367.392047 sec): 3 clusters Score: Raw -341998.169321 + Penalty 3002.219616 = -338995.949705 nChanged 400 SP:Iteration 2F (2367.463044 sec): 3 clusters Score: Raw -342237.255550 + Penalty 3002.219616 = -339235.035935 nChanged 293 SP:Iteration 3F (2367.561892 sec): 3 clusters Score: Raw -342432.532600 + Penalty 3002.219616 = -339430.312985 nChanged 286 SP:Iteration 4F (2367.688158 sec): 3 clusters Score: Raw -342630.766059 + Penalty 3002.219616 = -339628.546444 nChanged 269 SP:Iteration 5F (2367.776427 sec): 3 clusters Score: Raw -342819.781047 + Penalty 3002.219616 = -339817.561432 nChanged 231 SP:Iteration 6Q (2367.890729 sec): 3 clusters Score: Raw -342967.163575 + Penalty 3002.219616 = -339964.943959 nChanged 185 SP:Iteration 7Q (2367.992758 sec): 3 clusters Score: Raw -343073.014052 + Penalty 3002.219616 = -340070.794437 nChanged 166 SP:Iteration 8Q (2368.109039 sec): 3 clusters Score: Raw -343171.138072 + Penalty 3002.219616 = -340168.918456 nChanged 163 SP:Iteration 9Q (2368.212961 sec): 3 clusters Score: Raw -343276.118572 + Penalty 3002.219616 = -340273.898956 nChanged 134 SP:Iteration 10Q (2368.296501 sec): 3 clusters Score: Raw -343361.799540 + Penalty 3002.219616 = -340359.579925 nChanged 118 SP:Iteration 11Q (2368.402404 sec): 3 clusters Score: Raw -343442.349639 + Penalty 3002.219616 = -340440.130024 nChanged 107 SP:Iteration 12Q (2368.499293 sec): 3 clusters Score: Raw -343512.579488 + Penalty 3002.219616 = -340510.359872 nChanged 104 SP:Iteration 13Q (2368.595308 sec): 3 clusters Score: Raw -343592.556104 + Penalty 3002.219616 = -340590.336489 nChanged 99 SP:Iteration 14Q (2368.686841 sec): 3 clusters Score: Raw -343668.337697 + Penalty 3002.219616 = -340666.118081 nChanged 114 SP:Iteration 15Q (2368.795372 sec): 3 clusters Score: Raw -343755.756364 + Penalty 3002.219616 = -340753.536749 nChanged 101 SP:Iteration 16Q (2368.904984 sec): 3 clusters Score: Raw -343832.731991 + Penalty 3002.219616 = -340830.512376 nChanged 103 SP:Iteration 17Q (2368.998050 sec): 3 clusters Score: Raw -343920.801917 + Penalty 3002.219616 = -340918.582302 nChanged 106 SP:Iteration 18Q (2369.088675 sec): 3 clusters Score: Raw -344015.919793 + Penalty 3002.219616 = -341013.700177 nChanged 107 SP:Iteration 19Q (2369.185228 sec): 3 clusters Score: Raw -344094.898918 + Penalty 3002.219616 = -341092.679302 nChanged 90 SP:Iteration 20F (2369.287152 sec): 3 clusters Score: Raw -344181.630640 + Penalty 3002.219616 = -341179.411024 nChanged 96 SP:Iteration 21Q (2369.382043 sec): 3 clusters Score: Raw -344294.954168 + Penalty 3002.219616 = -341292.734553 nChanged 92 SP:Iteration 22Q (2369.480803 sec): 3 clusters Score: Raw -344384.831741 + Penalty 3002.219616 = -341382.612125 nChanged 74 SP:Iteration 23Q (2369.568160 sec): 3 clusters Score: Raw -344463.197576 + Penalty 3002.219616 = -341460.977960 nChanged 79 SP:Iteration 24Q (2369.663360 sec): 3 clusters Score: Raw -344544.958766 + Penalty 3002.219616 = -341542.739151 nChanged 69 SP:Iteration 25Q (2369.760488 sec): 3 clusters Score: Raw -344597.761021 + Penalty 3002.219616 = -341595.541406 nChanged 43 SP:Iteration 26Q (2369.848981 sec): 3 clusters Score: Raw -344626.123374 + Penalty 3002.219616 = -341623.903758 nChanged 38 SP:Iteration 27Q (2369.936879 sec): 3 clusters Score: Raw -344640.821246 + Penalty 3002.219616 = -341638.601631 nChanged 18 SP:Iteration 28Q (2370.011476 sec): 3 clusters Score: Raw -344646.764972 + Penalty 3002.219616 = -341644.545357 nChanged 10 SP:Iteration 29Q (2370.107847 sec): 3 clusters Score: Raw -344649.225904 + Penalty 3002.219616 = -341647.006288 nChanged 6 SP:Iteration 30Q (2370.198929 sec): 3 clusters Score: Raw -344650.180014 + Penalty 3002.219616 = -341647.960399 nChanged 1 SP:Iteration 31Q (2370.309618 sec): 3 clusters Score: Raw -344650.244578 + Penalty 3002.219616 = -341648.024962 nChanged 2 SP:Iteration 32Q (2370.403111 sec): 3 clusters Score: Raw -344650.609880 + Penalty 3002.219616 = -341648.390265 nChanged 2 SP:Iteration 33Q (2370.492621 sec): 3 clusters Score: Raw -344650.900863 + Penalty 3002.219616 = -341648.681247 nChanged 0 SP:Iteration 34F (2370.578233 sec): 3 clusters Score: Raw -344650.900863 + Penalty 3002.219616 = -341648.681247 nChanged 0 Trying to split cluster 26 (2640 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2370.623444 sec): 2 clusters Score: Raw -147598.487744 + Penalty 1382.682751 = -146215.804993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2370.718805 sec): 3 clusters Score: Raw -146430.188932 + Penalty 2765.365503 = -143664.823429 nChanged 981 SP:Iteration 1F (2370.802932 sec): 3 clusters Score: Raw -147065.275470 + Penalty 2765.365503 = -144299.909967 nChanged 255 SP:Iteration 2F (2370.886804 sec): 3 clusters Score: Raw -147334.741718 + Penalty 2765.365503 = -144569.376215 nChanged 207 SP:Iteration 3F (2370.961744 sec): 3 clusters Score: Raw -147557.475382 + Penalty 2765.365503 = -144792.109879 nChanged 168 SP:Iteration 4F (2371.059754 sec): 3 clusters Score: Raw -147726.667855 + Penalty 2765.365503 = -144961.302352 nChanged 123 SP:Iteration 5Q (2371.144057 sec): 3 clusters Score: Raw -147845.716133 + Penalty 2765.365503 = -145080.350630 nChanged 106 SP:Iteration 6Q (2371.232278 sec): 3 clusters Score: Raw -147938.735373 + Penalty 2765.365503 = -145173.369870 nChanged 80 SP:Iteration 7Q (2371.318467 sec): 3 clusters Score: Raw -148020.212917 + Penalty 2765.365503 = -145254.847414 nChanged 75 SP:Iteration 8Q (2371.414747 sec): 3 clusters Score: Raw -148084.771653 + Penalty 2765.365503 = -145319.406150 nChanged 56 SP:Iteration 9Q (2371.510304 sec): 3 clusters Score: Raw -148123.541592 + Penalty 2765.365503 = -145358.176089 nChanged 43 SP:Iteration 10Q (2371.593350 sec): 3 clusters Score: Raw -148143.546735 + Penalty 2765.365503 = -145378.181233 nChanged 26 SP:Iteration 11Q (2371.658055 sec): 3 clusters Score: Raw -148156.459798 + Penalty 2765.365503 = -145391.094296 nChanged 17 SP:Iteration 12Q (2371.747165 sec): 3 clusters Score: Raw -148164.084143 + Penalty 2765.365503 = -145398.718640 nChanged 9 SP:Iteration 13Q (2371.826534 sec): 3 clusters Score: Raw -148168.358168 + Penalty 2765.365503 = -145402.992665 nChanged 8 SP:Iteration 14Q (2371.901907 sec): 3 clusters Score: Raw -148173.679592 + Penalty 2765.365503 = -145408.314089 nChanged 11 SP:Iteration 15Q (2371.968810 sec): 3 clusters Score: Raw -148180.622224 + Penalty 2765.365503 = -145415.256722 nChanged 12 SP:Iteration 16Q (2372.044897 sec): 3 clusters Score: Raw -148186.789856 + Penalty 2765.365503 = -145421.424353 nChanged 16 SP:Iteration 17Q (2372.129716 sec): 3 clusters Score: Raw -148194.049339 + Penalty 2765.365503 = -145428.683836 nChanged 16 SP:Iteration 18Q (2372.214654 sec): 3 clusters Score: Raw -148202.003893 + Penalty 2765.365503 = -145436.638390 nChanged 16 SP:Iteration 19Q (2372.300126 sec): 3 clusters Score: Raw -148211.117148 + Penalty 2765.365503 = -145445.751646 nChanged 14 SP:Iteration 20F (2372.385905 sec): 3 clusters Score: Raw -148219.769572 + Penalty 2765.365503 = -145454.404070 nChanged 15 SP:Iteration 21Q (2372.468398 sec): 3 clusters Score: Raw -148224.699814 + Penalty 2765.365503 = -145459.334311 nChanged 9 SP:Iteration 22Q (2372.550132 sec): 3 clusters Score: Raw -148228.035873 + Penalty 2765.365503 = -145462.670370 nChanged 6 SP:Iteration 23Q (2372.631704 sec): 3 clusters Score: Raw -148232.422189 + Penalty 2765.365503 = -145467.056686 nChanged 9 SP:Iteration 24Q (2372.712227 sec): 3 clusters Score: Raw -148238.404654 + Penalty 2765.365503 = -145473.039151 nChanged 5 SP:Iteration 25Q (2372.795948 sec): 3 clusters Score: Raw -148240.225998 + Penalty 2765.365503 = -145474.860495 nChanged 4 SP:Iteration 26Q (2372.885707 sec): 3 clusters Score: Raw -148241.281360 + Penalty 2765.365503 = -145475.915857 nChanged 3 SP:Iteration 27Q (2372.952629 sec): 3 clusters Score: Raw -148242.005816 + Penalty 2765.365503 = -145476.640313 nChanged 1 SP:Iteration 28Q (2373.037443 sec): 3 clusters Score: Raw -148242.503465 + Penalty 2765.365503 = -145477.137962 nChanged 1 SP:Iteration 29Q (2373.133395 sec): 3 clusters Score: Raw -148242.860410 + Penalty 2765.365503 = -145477.494907 nChanged 1 SP:Iteration 30Q (2373.206605 sec): 3 clusters Score: Raw -148243.044004 + Penalty 2765.365503 = -145477.678501 nChanged 1 SP:Iteration 31Q (2373.310690 sec): 3 clusters Score: Raw -148243.403405 + Penalty 2765.365503 = -145478.037902 nChanged 0 SP:Iteration 32F (2373.398791 sec): 3 clusters Score: Raw -148243.403405 + Penalty 2765.365503 = -145478.037902 nChanged 0 Trying to split cluster 27 (6027 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2373.448245 sec): 2 clusters Score: Raw -392555.279723 + Penalty 1527.552817 = -391027.726906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2373.537274 sec): 3 clusters Score: Raw -389396.410746 + Penalty 3055.105633 = -386341.305113 nChanged 2486 SP:Iteration 1F (2373.630552 sec): 3 clusters Score: Raw -390827.794540 + Penalty 3055.105633 = -387772.688907 nChanged 439 SP:Iteration 2F (2373.712447 sec): 3 clusters Score: Raw -391056.692360 + Penalty 3055.105633 = -388001.586727 nChanged 311 SP:Iteration 3F (2373.814546 sec): 3 clusters Score: Raw -391210.920591 + Penalty 3055.105633 = -388155.814957 nChanged 239 SP:Iteration 4Q (2373.906694 sec): 3 clusters Score: Raw -391316.188515 + Penalty 3055.105633 = -388261.082882 nChanged 197 SP:Iteration 5Q (2374.002192 sec): 3 clusters Score: Raw -391428.575874 + Penalty 3055.105633 = -388373.470241 nChanged 194 SP:Iteration 6Q (2374.096525 sec): 3 clusters Score: Raw -391558.571635 + Penalty 3055.105633 = -388503.466001 nChanged 234 SP:Iteration 7Q (2374.191627 sec): 3 clusters Score: Raw -391715.413525 + Penalty 3055.105633 = -388660.307892 nChanged 232 SP:Iteration 8Q (2374.282464 sec): 3 clusters Score: Raw -391882.151567 + Penalty 3055.105633 = -388827.045934 nChanged 241 SP:Iteration 9Q (2374.371015 sec): 3 clusters Score: Raw -392042.197370 + Penalty 3055.105633 = -388987.091736 nChanged 198 SP:Iteration 10Q (2374.464010 sec): 3 clusters Score: Raw -392167.039885 + Penalty 3055.105633 = -389111.934252 nChanged 185 SP:Iteration 11Q (2374.554422 sec): 3 clusters Score: Raw -392280.839372 + Penalty 3055.105633 = -389225.733739 nChanged 179 SP:Iteration 12Q (2374.643127 sec): 3 clusters Score: Raw -392379.335466 + Penalty 3055.105633 = -389324.229833 nChanged 137 SP:Iteration 13Q (2374.732165 sec): 3 clusters Score: Raw -392451.697702 + Penalty 3055.105633 = -389396.592068 nChanged 126 SP:Iteration 14Q (2374.820014 sec): 3 clusters Score: Raw -392513.338849 + Penalty 3055.105633 = -389458.233216 nChanged 110 SP:Iteration 15Q (2374.909315 sec): 3 clusters Score: Raw -392577.670708 + Penalty 3055.105633 = -389522.565075 nChanged 107 SP:Iteration 16Q (2374.979677 sec): 3 clusters Score: Raw -392632.905331 + Penalty 3055.105633 = -389577.799697 nChanged 91 SP:Iteration 17Q (2375.071162 sec): 3 clusters Score: Raw -392672.706995 + Penalty 3055.105633 = -389617.601362 nChanged 66 SP:Iteration 18Q (2375.158595 sec): 3 clusters Score: Raw -392698.510038 + Penalty 3055.105633 = -389643.404404 nChanged 63 SP:Iteration 19Q (2375.261573 sec): 3 clusters Score: Raw -392718.985453 + Penalty 3055.105633 = -389663.879819 nChanged 52 SP:Iteration 20F (2375.334223 sec): 3 clusters Score: Raw -392739.471557 + Penalty 3055.105633 = -389684.365924 nChanged 51 SP:Iteration 21Q (2375.442420 sec): 3 clusters Score: Raw -392758.476758 + Penalty 3055.105633 = -389703.371124 nChanged 47 SP:Iteration 22Q (2375.543792 sec): 3 clusters Score: Raw -392771.532096 + Penalty 3055.105633 = -389716.426462 nChanged 36 SP:Iteration 23Q (2375.638078 sec): 3 clusters Score: Raw -392779.575048 + Penalty 3055.105633 = -389724.469415 nChanged 24 SP:Iteration 24Q (2375.710433 sec): 3 clusters Score: Raw -392784.527820 + Penalty 3055.105633 = -389729.422186 nChanged 15 SP:Iteration 25Q (2375.795915 sec): 3 clusters Score: Raw -392787.135334 + Penalty 3055.105633 = -389732.029700 nChanged 11 SP:Iteration 26Q (2375.889168 sec): 3 clusters Score: Raw -392789.635064 + Penalty 3055.105633 = -389734.529430 nChanged 10 SP:Iteration 27Q (2375.970736 sec): 3 clusters Score: Raw -392791.601825 + Penalty 3055.105633 = -389736.496192 nChanged 4 SP:Iteration 28Q (2376.059630 sec): 3 clusters Score: Raw -392792.342626 + Penalty 3055.105633 = -389737.236993 nChanged 3 SP:Iteration 29Q (2376.149644 sec): 3 clusters Score: Raw -392792.950381 + Penalty 3055.105633 = -389737.844748 nChanged 5 SP:Iteration 30Q (2376.243353 sec): 3 clusters Score: Raw -392794.416374 + Penalty 3055.105633 = -389739.310741 nChanged 2 SP:Iteration 31Q (2376.358935 sec): 3 clusters Score: Raw -392794.787313 + Penalty 3055.105633 = -389739.681679 nChanged 4 SP:Iteration 32Q (2376.445966 sec): 3 clusters Score: Raw -392795.395446 + Penalty 3055.105633 = -389740.289813 nChanged 0 SP:Iteration 33F (2376.563514 sec): 3 clusters Score: Raw -392795.395446 + Penalty 3055.105633 = -389740.289813 nChanged 0 Trying to split cluster 28 (6953 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2376.631158 sec): 2 clusters Score: Raw -389404.620583 + Penalty 1552.635952 = -387851.984631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2376.732885 sec): 3 clusters Score: Raw -385664.638709 + Penalty 3105.271904 = -382559.366806 nChanged 2933 SP:Iteration 1F (2376.837243 sec): 3 clusters Score: Raw -387538.728735 + Penalty 3105.271904 = -384433.456832 nChanged 615 SP:Iteration 2F (2376.945549 sec): 3 clusters Score: Raw -388054.863292 + Penalty 3105.271904 = -384949.591388 nChanged 558 SP:Iteration 3F (2377.068155 sec): 3 clusters Score: Raw -388492.515297 + Penalty 3105.271904 = -385387.243394 nChanged 443 SP:Iteration 4F (2377.163682 sec): 3 clusters Score: Raw -388808.606488 + Penalty 3105.271904 = -385703.334584 nChanged 359 SP:Iteration 5F (2377.304630 sec): 3 clusters Score: Raw -389036.655923 + Penalty 3105.271904 = -385931.384020 nChanged 300 SP:Iteration 6Q (2377.418027 sec): 3 clusters Score: Raw -389195.708140 + Penalty 3105.271904 = -386090.436236 nChanged 221 SP:Iteration 7Q (2377.531884 sec): 3 clusters Score: Raw -389318.073845 + Penalty 3105.271904 = -386212.801941 nChanged 207 SP:Iteration 8Q (2377.633841 sec): 3 clusters Score: Raw -389429.263388 + Penalty 3105.271904 = -386323.991484 nChanged 170 SP:Iteration 9Q (2377.766359 sec): 3 clusters Score: Raw -389510.136588 + Penalty 3105.271904 = -386404.864684 nChanged 146 SP:Iteration 10Q (2377.871465 sec): 3 clusters Score: Raw -389579.954353 + Penalty 3105.271904 = -386474.682449 nChanged 130 SP:Iteration 11Q (2377.980227 sec): 3 clusters Score: Raw -389635.936174 + Penalty 3105.271904 = -386530.664271 nChanged 122 SP:Iteration 12Q (2378.089141 sec): 3 clusters Score: Raw -389677.077020 + Penalty 3105.271904 = -386571.805116 nChanged 85 SP:Iteration 13Q (2378.198555 sec): 3 clusters Score: Raw -389709.582455 + Penalty 3105.271904 = -386604.310551 nChanged 79 SP:Iteration 14Q (2378.305783 sec): 3 clusters Score: Raw -389733.034811 + Penalty 3105.271904 = -386627.762907 nChanged 73 SP:Iteration 15Q (2378.399441 sec): 3 clusters Score: Raw -389760.394939 + Penalty 3105.271904 = -386655.123035 nChanged 64 SP:Iteration 16Q (2378.524485 sec): 3 clusters Score: Raw -389786.646331 + Penalty 3105.271904 = -386681.374427 nChanged 62 SP:Iteration 17Q (2378.625851 sec): 3 clusters Score: Raw -389811.805429 + Penalty 3105.271904 = -386706.533525 nChanged 62 SP:Iteration 18Q (2378.728937 sec): 3 clusters Score: Raw -389832.894016 + Penalty 3105.271904 = -386727.622112 nChanged 60 SP:Iteration 19Q (2378.854824 sec): 3 clusters Score: Raw -389855.984929 + Penalty 3105.271904 = -386750.713025 nChanged 66 SP:Iteration 20F (2378.945288 sec): 3 clusters Score: Raw -389874.679873 + Penalty 3105.271904 = -386769.407970 nChanged 55 SP:Iteration 21Q (2379.063829 sec): 3 clusters Score: Raw -389892.820785 + Penalty 3105.271904 = -386787.548881 nChanged 50 SP:Iteration 22Q (2379.196897 sec): 3 clusters Score: Raw -389907.454985 + Penalty 3105.271904 = -386802.183081 nChanged 61 SP:Iteration 23Q (2379.315308 sec): 3 clusters Score: Raw -389927.199145 + Penalty 3105.271904 = -386821.927242 nChanged 64 SP:Iteration 24Q (2379.476064 sec): 3 clusters Score: Raw -389948.831119 + Penalty 3105.271904 = -386843.559215 nChanged 70 SP:Iteration 25Q (2379.588360 sec): 3 clusters Score: Raw -389972.415719 + Penalty 3105.271904 = -386867.143815 nChanged 71 SP:Iteration 26Q (2379.745249 sec): 3 clusters Score: Raw -389998.232962 + Penalty 3105.271904 = -386892.961058 nChanged 73 SP:Iteration 27Q (2379.873057 sec): 3 clusters Score: Raw -390022.085668 + Penalty 3105.271904 = -386916.813764 nChanged 63 SP:Iteration 28Q (2380.010160 sec): 3 clusters Score: Raw -390042.251523 + Penalty 3105.271904 = -386936.979620 nChanged 57 SP:Iteration 29Q (2380.124045 sec): 3 clusters Score: Raw -390060.686579 + Penalty 3105.271904 = -386955.414676 nChanged 65 SP:Iteration 30Q (2380.237700 sec): 3 clusters Score: Raw -390082.380993 + Penalty 3105.271904 = -386977.109089 nChanged 69 SP:Iteration 31Q (2380.362419 sec): 3 clusters Score: Raw -390106.458660 + Penalty 3105.271904 = -387001.186756 nChanged 65 SP:Iteration 32Q (2380.479641 sec): 3 clusters Score: Raw -390129.177980 + Penalty 3105.271904 = -387023.906077 nChanged 52 SP:Iteration 33Q (2380.598496 sec): 3 clusters Score: Raw -390146.108263 + Penalty 3105.271904 = -387040.836360 nChanged 52 SP:Iteration 34Q (2380.718388 sec): 3 clusters Score: Raw -390162.873169 + Penalty 3105.271904 = -387057.601266 nChanged 44 SP:Iteration 35Q (2380.826921 sec): 3 clusters Score: Raw -390175.937265 + Penalty 3105.271904 = -387070.665362 nChanged 44 SP:Iteration 36Q (2380.957677 sec): 3 clusters Score: Raw -390189.210831 + Penalty 3105.271904 = -387083.938927 nChanged 39 SP:Iteration 37Q (2381.055293 sec): 3 clusters Score: Raw -390199.999498 + Penalty 3105.271904 = -387094.727595 nChanged 34 SP:Iteration 38Q (2381.193949 sec): 3 clusters Score: Raw -390210.151772 + Penalty 3105.271904 = -387104.879869 nChanged 33 SP:Iteration 39Q (2381.297180 sec): 3 clusters Score: Raw -390217.062707 + Penalty 3105.271904 = -387111.790804 nChanged 23 SP:Iteration 40F (2381.426252 sec): 3 clusters Score: Raw -390221.859750 + Penalty 3105.271904 = -387116.587847 nChanged 21 SP:Iteration 41Q (2381.532754 sec): 3 clusters Score: Raw -390226.864787 + Penalty 3105.271904 = -387121.592883 nChanged 27 SP:Iteration 42Q (2381.659885 sec): 3 clusters Score: Raw -390233.079235 + Penalty 3105.271904 = -387127.807331 nChanged 19 SP:Iteration 43Q (2381.775210 sec): 3 clusters Score: Raw -390237.650565 + Penalty 3105.271904 = -387132.378661 nChanged 22 SP:Iteration 44Q (2381.860720 sec): 3 clusters Score: Raw -390243.066236 + Penalty 3105.271904 = -387137.794333 nChanged 21 SP:Iteration 45Q (2382.002491 sec): 3 clusters Score: Raw -390247.929109 + Penalty 3105.271904 = -387142.657206 nChanged 17 SP:Iteration 46Q (2382.121232 sec): 3 clusters Score: Raw -390251.438987 + Penalty 3105.271904 = -387146.167083 nChanged 22 SP:Iteration 47Q (2382.236021 sec): 3 clusters Score: Raw -390255.099663 + Penalty 3105.271904 = -387149.827759 nChanged 16 SP:Iteration 48Q (2382.365153 sec): 3 clusters Score: Raw -390258.449435 + Penalty 3105.271904 = -387153.177531 nChanged 11 SP:Iteration 49Q (2382.481878 sec): 3 clusters Score: Raw -390260.721239 + Penalty 3105.271904 = -387155.449336 nChanged 13 SP:Iteration 50Q (2382.582009 sec): 3 clusters Score: Raw -390263.205102 + Penalty 3105.271904 = -387157.933198 nChanged 15 SP:Iteration 51Q (2382.715987 sec): 3 clusters Score: Raw -390266.533882 + Penalty 3105.271904 = -387161.261978 nChanged 12 SP:Iteration 52Q (2382.811176 sec): 3 clusters Score: Raw -390268.738013 + Penalty 3105.271904 = -387163.466110 nChanged 10 SP:Iteration 53Q (2382.923937 sec): 3 clusters Score: Raw -390270.358831 + Penalty 3105.271904 = -387165.086927 nChanged 8 SP:Iteration 54Q (2383.040090 sec): 3 clusters Score: Raw -390271.838845 + Penalty 3105.271904 = -387166.566942 nChanged 8 SP:Iteration 55Q (2383.146651 sec): 3 clusters Score: Raw -390272.903951 + Penalty 3105.271904 = -387167.632047 nChanged 8 SP:Iteration 56Q (2383.268215 sec): 3 clusters Score: Raw -390273.899544 + Penalty 3105.271904 = -387168.627640 nChanged 6 SP:Iteration 57Q (2383.388893 sec): 3 clusters Score: Raw -390274.755534 + Penalty 3105.271904 = -387169.483630 nChanged 6 SP:Iteration 58Q (2383.523700 sec): 3 clusters Score: Raw -390275.647851 + Penalty 3105.271904 = -387170.375948 nChanged 3 SP:Iteration 59Q (2383.613636 sec): 3 clusters Score: Raw -390276.311757 + Penalty 3105.271904 = -387171.039854 nChanged 4 SP:Iteration 60F (2383.746171 sec): 3 clusters Score: Raw -390277.825257 + Penalty 3105.271904 = -387172.553353 nChanged 11 SP:Iteration 61Q (2383.837206 sec): 3 clusters Score: Raw -390279.617165 + Penalty 3105.271904 = -387174.345261 nChanged 15 SP:Iteration 62Q (2383.961823 sec): 3 clusters Score: Raw -390282.227928 + Penalty 3105.271904 = -387176.956024 nChanged 14 SP:Iteration 63Q (2384.087139 sec): 3 clusters Score: Raw -390284.979674 + Penalty 3105.271904 = -387179.707770 nChanged 12 SP:Iteration 64Q (2384.196982 sec): 3 clusters Score: Raw -390286.889223 + Penalty 3105.271904 = -387181.617319 nChanged 13 SP:Iteration 65Q (2384.294211 sec): 3 clusters Score: Raw -390288.290869 + Penalty 3105.271904 = -387183.018965 nChanged 8 SP:Iteration 66Q (2384.412016 sec): 3 clusters Score: Raw -390289.200743 + Penalty 3105.271904 = -387183.928840 nChanged 9 SP:Iteration 67Q (2384.547102 sec): 3 clusters Score: Raw -390290.446318 + Penalty 3105.271904 = -387185.174415 nChanged 7 SP:Iteration 68Q (2384.669291 sec): 3 clusters Score: Raw -390291.714660 + Penalty 3105.271904 = -387186.442756 nChanged 7 SP:Iteration 69Q (2384.789719 sec): 3 clusters Score: Raw -390292.646740 + Penalty 3105.271904 = -387187.374836 nChanged 4 SP:Iteration 70Q (2384.884282 sec): 3 clusters Score: Raw -390293.113334 + Penalty 3105.271904 = -387187.841430 nChanged 2 SP:Iteration 71Q (2385.004525 sec): 3 clusters Score: Raw -390293.701664 + Penalty 3105.271904 = -387188.429760 nChanged 1 SP:Iteration 72Q (2385.140985 sec): 3 clusters Score: Raw -390293.884001 + Penalty 3105.271904 = -387188.612098 nChanged 0 SP:Iteration 73F (2385.235508 sec): 3 clusters Score: Raw -390293.884001 + Penalty 3105.271904 = -387188.612098 nChanged 0 Trying to split cluster 29 (2518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2385.301661 sec): 2 clusters Score: Raw -162786.741929 + Penalty 1374.379148 = -161412.362782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2385.392803 sec): 3 clusters Score: Raw -161699.408769 + Penalty 2748.758295 = -158950.650474 nChanged 919 SP:Iteration 1F (2385.498222 sec): 3 clusters Score: Raw -162316.808598 + Penalty 2748.758295 = -159568.050302 nChanged 229 SP:Iteration 2F (2385.574604 sec): 3 clusters Score: Raw -162543.199304 + Penalty 2748.758295 = -159794.441009 nChanged 193 SP:Iteration 3F (2385.688774 sec): 3 clusters Score: Raw -162782.995849 + Penalty 2748.758295 = -160034.237553 nChanged 177 SP:Iteration 4F (2385.789450 sec): 3 clusters Score: Raw -162963.669281 + Penalty 2748.758295 = -160214.910985 nChanged 133 SP:Iteration 5F (2385.871256 sec): 3 clusters Score: Raw -163089.003372 + Penalty 2748.758295 = -160340.245077 nChanged 107 SP:Iteration 6Q (2385.976204 sec): 3 clusters Score: Raw -163188.295427 + Penalty 2748.758295 = -160439.537131 nChanged 80 SP:Iteration 7Q (2386.053533 sec): 3 clusters Score: Raw -163242.616914 + Penalty 2748.758295 = -160493.858619 nChanged 50 SP:Iteration 8Q (2386.147841 sec): 3 clusters Score: Raw -163276.855484 + Penalty 2748.758295 = -160528.097189 nChanged 34 SP:Iteration 9Q (2386.265853 sec): 3 clusters Score: Raw -163292.183291 + Penalty 2748.758295 = -160543.424996 nChanged 17 SP:Iteration 10Q (2386.366482 sec): 3 clusters Score: Raw -163303.257274 + Penalty 2748.758295 = -160554.498979 nChanged 14 SP:Iteration 11Q (2386.459453 sec): 3 clusters Score: Raw -163310.926991 + Penalty 2748.758295 = -160562.168696 nChanged 10 SP:Iteration 12Q (2386.530997 sec): 3 clusters Score: Raw -163316.046545 + Penalty 2748.758295 = -160567.288250 nChanged 6 SP:Iteration 13Q (2386.639148 sec): 3 clusters Score: Raw -163320.068831 + Penalty 2748.758295 = -160571.310535 nChanged 8 SP:Iteration 14Q (2386.716019 sec): 3 clusters Score: Raw -163322.999953 + Penalty 2748.758295 = -160574.241657 nChanged 2 SP:Iteration 15Q (2386.806498 sec): 3 clusters Score: Raw -163323.984046 + Penalty 2748.758295 = -160575.225751 nChanged 2 SP:Iteration 16Q (2386.892903 sec): 3 clusters Score: Raw -163324.804679 + Penalty 2748.758295 = -160576.046384 nChanged 2 SP:Iteration 17Q (2386.994192 sec): 3 clusters Score: Raw -163325.643353 + Penalty 2748.758295 = -160576.885057 nChanged 2 SP:Iteration 18Q (2387.072732 sec): 3 clusters Score: Raw -163326.255716 + Penalty 2748.758295 = -160577.497421 nChanged 0 SP:Iteration 19F (2387.158075 sec): 3 clusters Score: Raw -163326.255716 + Penalty 2748.758295 = -160577.497421 nChanged 0 Trying to split cluster 30 (477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2387.199712 sec): 2 clusters Score: Raw -30192.757330 + Penalty 1082.399144 = -29110.358186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2387.281359 sec): 3 clusters Score: Raw -30158.060626 + Penalty 2164.798288 = -27993.262338 nChanged 122 SP:Iteration 1F (2387.362436 sec): 3 clusters Score: Raw -30352.076812 + Penalty 2164.798288 = -28187.278524 nChanged 31 SP:Iteration 2F (2387.433189 sec): 3 clusters Score: Raw -30401.499196 + Penalty 2164.798288 = -28236.700908 nChanged 17 SP:Iteration 3Q (2387.511831 sec): 3 clusters Score: Raw -30459.246302 + Penalty 2164.798288 = -28294.448013 nChanged 19 SP:Iteration 4Q (2387.610098 sec): 3 clusters Score: Raw -30508.694225 + Penalty 2164.798288 = -28343.895937 nChanged 11 SP:Iteration 5Q (2387.687210 sec): 3 clusters Score: Raw -30540.384267 + Penalty 2164.798288 = -28375.585978 nChanged 12 SP:Iteration 6Q (2387.767493 sec): 3 clusters Score: Raw -30572.275185 + Penalty 2164.798288 = -28407.476897 nChanged 11 SP:Iteration 7Q (2387.845972 sec): 3 clusters Score: Raw -30598.191175 + Penalty 2164.798288 = -28433.392887 nChanged 9 SP:Iteration 8Q (2387.937840 sec): 3 clusters Score: Raw -30624.027739 + Penalty 2164.798288 = -28459.229450 nChanged 13 SP:Iteration 9Q (2388.008236 sec): 3 clusters Score: Raw -30660.944377 + Penalty 2164.798288 = -28496.146089 nChanged 7 SP:Iteration 10Q (2388.102820 sec): 3 clusters Score: Raw -30678.290417 + Penalty 2164.798288 = -28513.492129 nChanged 2 SP:Iteration 11Q (2388.170777 sec): 3 clusters Score: Raw -30680.382488 + Penalty 2164.798288 = -28515.584199 nChanged 2 SP:Iteration 12Q (2388.264705 sec): 3 clusters Score: Raw -30682.763476 + Penalty 2164.798288 = -28517.965188 nChanged 0 SP:Iteration 13F (2388.340839 sec): 3 clusters Score: Raw -30682.763476 + Penalty 2164.798288 = -28517.965188 nChanged 0 Trying to split cluster 31 (4672 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2388.410485 sec): 2 clusters Score: Raw -316137.381697 + Penalty 1482.859613 = -314654.522084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2388.502455 sec): 3 clusters Score: Raw -313818.112390 + Penalty 2965.719226 = -310852.393164 nChanged 1869 SP:Iteration 1F (2388.600137 sec): 3 clusters Score: Raw -314826.492267 + Penalty 2965.719226 = -311860.773040 nChanged 392 SP:Iteration 2F (2388.689788 sec): 3 clusters Score: Raw -315071.409084 + Penalty 2965.719226 = -312105.689858 nChanged 290 SP:Iteration 3F (2388.778999 sec): 3 clusters Score: Raw -315245.264593 + Penalty 2965.719226 = -312279.545367 nChanged 250 SP:Iteration 4F (2388.872877 sec): 3 clusters Score: Raw -315372.995946 + Penalty 2965.719226 = -312407.276720 nChanged 208 SP:Iteration 5Q (2388.956081 sec): 3 clusters Score: Raw -315492.275556 + Penalty 2965.719226 = -312526.556330 nChanged 187 SP:Iteration 6Q (2389.042021 sec): 3 clusters Score: Raw -315607.346792 + Penalty 2965.719226 = -312641.627566 nChanged 184 SP:Iteration 7Q (2389.114244 sec): 3 clusters Score: Raw -315709.484305 + Penalty 2965.719226 = -312743.765078 nChanged 158 SP:Iteration 8Q (2389.226626 sec): 3 clusters Score: Raw -315794.821305 + Penalty 2965.719226 = -312829.102079 nChanged 132 SP:Iteration 9Q (2389.303351 sec): 3 clusters Score: Raw -315857.775913 + Penalty 2965.719226 = -312892.056687 nChanged 91 SP:Iteration 10Q (2389.378004 sec): 3 clusters Score: Raw -315900.025157 + Penalty 2965.719226 = -312934.305930 nChanged 78 SP:Iteration 11Q (2389.464526 sec): 3 clusters Score: Raw -315933.537080 + Penalty 2965.719226 = -312967.817854 nChanged 72 SP:Iteration 12Q (2389.560034 sec): 3 clusters Score: Raw -315968.022744 + Penalty 2965.719226 = -313002.303518 nChanged 73 SP:Iteration 13Q (2389.639017 sec): 3 clusters Score: Raw -315998.380573 + Penalty 2965.719226 = -313032.661347 nChanged 52 SP:Iteration 14Q (2389.738945 sec): 3 clusters Score: Raw -316016.755064 + Penalty 2965.719226 = -313051.035838 nChanged 48 SP:Iteration 15Q (2389.828072 sec): 3 clusters Score: Raw -316035.501651 + Penalty 2965.719226 = -313069.782425 nChanged 44 SP:Iteration 16Q (2389.903699 sec): 3 clusters Score: Raw -316050.468172 + Penalty 2965.719226 = -313084.748946 nChanged 35 SP:Iteration 17Q (2389.992717 sec): 3 clusters Score: Raw -316062.781753 + Penalty 2965.719226 = -313097.062527 nChanged 26 SP:Iteration 18Q (2390.105991 sec): 3 clusters Score: Raw -316070.089885 + Penalty 2965.719226 = -313104.370659 nChanged 25 SP:Iteration 19Q (2390.194920 sec): 3 clusters Score: Raw -316078.338575 + Penalty 2965.719226 = -313112.619349 nChanged 23 SP:Iteration 20F (2390.293224 sec): 3 clusters Score: Raw -316085.869818 + Penalty 2965.719226 = -313120.150592 nChanged 21 SP:Iteration 21Q (2390.380511 sec): 3 clusters Score: Raw -316093.441828 + Penalty 2965.719226 = -313127.722602 nChanged 25 SP:Iteration 22Q (2390.464612 sec): 3 clusters Score: Raw -316107.217978 + Penalty 2965.719226 = -313141.498752 nChanged 39 SP:Iteration 23Q (2390.557086 sec): 3 clusters Score: Raw -316124.961001 + Penalty 2965.719226 = -313159.241775 nChanged 32 SP:Iteration 24Q (2390.644925 sec): 3 clusters Score: Raw -316139.861592 + Penalty 2965.719226 = -313174.142366 nChanged 38 SP:Iteration 25Q (2390.731690 sec): 3 clusters Score: Raw -316156.108598 + Penalty 2965.719226 = -313190.389372 nChanged 29 SP:Iteration 26Q (2390.824894 sec): 3 clusters Score: Raw -316167.067320 + Penalty 2965.719226 = -313201.348094 nChanged 30 SP:Iteration 27Q (2390.912223 sec): 3 clusters Score: Raw -316178.917256 + Penalty 2965.719226 = -313213.198030 nChanged 21 SP:Iteration 28Q (2391.000734 sec): 3 clusters Score: Raw -316186.862335 + Penalty 2965.719226 = -313221.143109 nChanged 16 SP:Iteration 29Q (2391.080502 sec): 3 clusters Score: Raw -316193.540329 + Penalty 2965.719226 = -313227.821103 nChanged 16 SP:Iteration 30Q (2391.163545 sec): 3 clusters Score: Raw -316199.874452 + Penalty 2965.719226 = -313234.155226 nChanged 11 SP:Iteration 31Q (2391.267481 sec): 3 clusters Score: Raw -316203.480364 + Penalty 2965.719226 = -313237.761138 nChanged 6 SP:Iteration 32Q (2391.362121 sec): 3 clusters Score: Raw -316205.039888 + Penalty 2965.719226 = -313239.320662 nChanged 2 SP:Iteration 33Q (2391.453632 sec): 3 clusters Score: Raw -316205.487195 + Penalty 2965.719226 = -313239.767969 nChanged 2 SP:Iteration 34Q (2391.544068 sec): 3 clusters Score: Raw -316205.953003 + Penalty 2965.719226 = -313240.233776 nChanged 4 SP:Iteration 35Q (2391.621717 sec): 3 clusters Score: Raw -316206.831735 + Penalty 2965.719226 = -313241.112509 nChanged 1 SP:Iteration 36Q (2391.706166 sec): 3 clusters Score: Raw -316207.053300 + Penalty 2965.719226 = -313241.334074 nChanged 0 SP:Iteration 37F (2391.813661 sec): 3 clusters Score: Raw -316207.053300 + Penalty 2965.719226 = -313241.334074 nChanged 0 Trying to split cluster 32 (1044 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2391.868782 sec): 2 clusters Score: Raw -37292.935704 + Penalty 1219.867992 = -36073.067712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2391.924897 sec): 3 clusters Score: Raw -37080.337259 + Penalty 2439.735984 = -34640.601275 nChanged 354 SP:Iteration 1F (2391.993056 sec): 3 clusters Score: Raw -37632.283293 + Penalty 2439.735984 = -35192.547309 nChanged 113 SP:Iteration 2F (2392.062716 sec): 3 clusters Score: Raw -37892.403731 + Penalty 2439.735984 = -35452.667747 nChanged 77 SP:Iteration 3F (2392.175193 sec): 3 clusters Score: Raw -38071.467611 + Penalty 2439.735984 = -35631.731627 nChanged 44 SP:Iteration 4Q (2392.247655 sec): 3 clusters Score: Raw -38200.045536 + Penalty 2439.735984 = -35760.309553 nChanged 33 SP:Iteration 5Q (2392.356457 sec): 3 clusters Score: Raw -38266.837964 + Penalty 2439.735984 = -35827.101980 nChanged 26 SP:Iteration 6Q (2392.445558 sec): 3 clusters Score: Raw -38313.873823 + Penalty 2439.735984 = -35874.137839 nChanged 14 SP:Iteration 7Q (2392.531885 sec): 3 clusters Score: Raw -38347.096499 + Penalty 2439.735984 = -35907.360515 nChanged 12 SP:Iteration 8Q (2392.609047 sec): 3 clusters Score: Raw -38372.254654 + Penalty 2439.735984 = -35932.518671 nChanged 12 SP:Iteration 9Q (2392.696782 sec): 3 clusters Score: Raw -38419.113034 + Penalty 2439.735984 = -35979.377050 nChanged 12 SP:Iteration 10Q (2392.781244 sec): 3 clusters Score: Raw -38454.700979 + Penalty 2439.735984 = -36014.964995 nChanged 11 SP:Iteration 11Q (2392.868381 sec): 3 clusters Score: Raw -38496.265289 + Penalty 2439.735984 = -36056.529306 nChanged 16 SP:Iteration 12Q (2392.953764 sec): 3 clusters Score: Raw -38547.972646 + Penalty 2439.735984 = -36108.236662 nChanged 18 SP:Iteration 13Q (2393.034853 sec): 3 clusters Score: Raw -38600.065605 + Penalty 2439.735984 = -36160.329621 nChanged 18 SP:Iteration 14Q (2393.140937 sec): 3 clusters Score: Raw -38671.278819 + Penalty 2439.735984 = -36231.542835 nChanged 9 SP:Iteration 15Q (2393.241015 sec): 3 clusters Score: Raw -38706.263222 + Penalty 2439.735984 = -36266.527238 nChanged 5 SP:Iteration 16Q (2393.321474 sec): 3 clusters Score: Raw -38725.293021 + Penalty 2439.735984 = -36285.557037 nChanged 7 SP:Iteration 17Q (2393.402333 sec): 3 clusters Score: Raw -38742.219938 + Penalty 2439.735984 = -36302.483954 nChanged 10 SP:Iteration 18Q (2393.488998 sec): 3 clusters Score: Raw -38772.478629 + Penalty 2439.735984 = -36332.742645 nChanged 5 SP:Iteration 19Q (2393.569904 sec): 3 clusters Score: Raw -38781.454804 + Penalty 2439.735984 = -36341.718820 nChanged 2 SP:Iteration 20F (2393.644434 sec): 3 clusters Score: Raw -38783.615320 + Penalty 2439.735984 = -36343.879337 nChanged 1 SP:Iteration 21Q (2393.726745 sec): 3 clusters Score: Raw -38784.415788 + Penalty 2439.735984 = -36344.679804 nChanged 0 SP:Iteration 22F (2393.814337 sec): 3 clusters Score: Raw -38784.415788 + Penalty 2439.735984 = -36344.679804 nChanged 0 Score: Raw -11989086.965024 + Penalty 77209.106974 = -11911877.858049 Splitting cluster 32 changes total score from -11912531.075382 to -11911877.858049 So it's not getting split. Trying to split cluster 33 (5939 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2401.265569 sec): 2 clusters Score: Raw -375301.021956 + Penalty 1524.971456 = -373776.050500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2401.353216 sec): 3 clusters Score: Raw -372179.396126 + Penalty 3049.942913 = -369129.453213 nChanged 2421 SP:Iteration 1F (2401.444199 sec): 3 clusters Score: Raw -373581.963301 + Penalty 3049.942913 = -370532.020388 nChanged 440 SP:Iteration 2F (2401.516510 sec): 3 clusters Score: Raw -373873.509323 + Penalty 3049.942913 = -370823.566410 nChanged 419 SP:Iteration 3F (2401.606610 sec): 3 clusters Score: Raw -374189.804680 + Penalty 3049.942913 = -371139.861767 nChanged 417 SP:Iteration 4F (2401.693584 sec): 3 clusters Score: Raw -374499.032933 + Penalty 3049.942913 = -371449.090020 nChanged 348 SP:Iteration 5F (2401.803060 sec): 3 clusters Score: Raw -374765.195062 + Penalty 3049.942913 = -371715.252149 nChanged 314 SP:Iteration 6F (2401.874369 sec): 3 clusters Score: Raw -374990.247167 + Penalty 3049.942913 = -371940.304254 nChanged 289 SP:Iteration 7Q (2401.991198 sec): 3 clusters Score: Raw -375188.623020 + Penalty 3049.942913 = -372138.680108 nChanged 201 SP:Iteration 8Q (2402.067414 sec): 3 clusters Score: Raw -375309.338980 + Penalty 3049.942913 = -372259.396067 nChanged 144 SP:Iteration 9Q (2402.170967 sec): 3 clusters Score: Raw -375384.936544 + Penalty 3049.942913 = -372334.993632 nChanged 101 SP:Iteration 10Q (2402.259537 sec): 3 clusters Score: Raw -375433.373327 + Penalty 3049.942913 = -372383.430414 nChanged 71 SP:Iteration 11Q (2402.347144 sec): 3 clusters Score: Raw -375462.735372 + Penalty 3049.942913 = -372412.792460 nChanged 50 SP:Iteration 12Q (2402.424829 sec): 3 clusters Score: Raw -375483.961270 + Penalty 3049.942913 = -372434.018357 nChanged 44 SP:Iteration 13Q (2402.530666 sec): 3 clusters Score: Raw -375497.356544 + Penalty 3049.942913 = -372447.413631 nChanged 21 SP:Iteration 14Q (2402.618133 sec): 3 clusters Score: Raw -375504.653091 + Penalty 3049.942913 = -372454.710178 nChanged 28 SP:Iteration 15Q (2402.707506 sec): 3 clusters Score: Raw -375514.191301 + Penalty 3049.942913 = -372464.248388 nChanged 28 SP:Iteration 16Q (2402.796016 sec): 3 clusters Score: Raw -375523.262282 + Penalty 3049.942913 = -372473.319369 nChanged 20 SP:Iteration 17Q (2402.872320 sec): 3 clusters Score: Raw -375528.291555 + Penalty 3049.942913 = -372478.348642 nChanged 13 SP:Iteration 18Q (2402.961993 sec): 3 clusters Score: Raw -375531.893095 + Penalty 3049.942913 = -372481.950182 nChanged 10 SP:Iteration 19Q (2403.070901 sec): 3 clusters Score: Raw -375533.728116 + Penalty 3049.942913 = -372483.785203 nChanged 5 SP:Iteration 20F (2403.147418 sec): 3 clusters Score: Raw -375534.644089 + Penalty 3049.942913 = -372484.701176 nChanged 8 SP:Iteration 21Q (2403.256192 sec): 3 clusters Score: Raw -375536.617109 + Penalty 3049.942913 = -372486.674196 nChanged 9 SP:Iteration 22Q (2403.347344 sec): 3 clusters Score: Raw -375539.239032 + Penalty 3049.942913 = -372489.296119 nChanged 8 SP:Iteration 23Q (2403.440540 sec): 3 clusters Score: Raw -375541.039192 + Penalty 3049.942913 = -372491.096279 nChanged 3 SP:Iteration 24Q (2403.533312 sec): 3 clusters Score: Raw -375542.177140 + Penalty 3049.942913 = -372492.234228 nChanged 1 SP:Iteration 25Q (2403.625889 sec): 3 clusters Score: Raw -375542.397397 + Penalty 3049.942913 = -372492.454484 nChanged 1 SP:Iteration 26Q (2403.696918 sec): 3 clusters Score: Raw -375542.692597 + Penalty 3049.942913 = -372492.749684 nChanged 1 SP:Iteration 27Q (2403.792458 sec): 3 clusters Score: Raw -375542.903707 + Penalty 3049.942913 = -372492.960794 nChanged 0 SP:Iteration 28F (2403.898519 sec): 3 clusters Score: Raw -375542.903707 + Penalty 3049.942913 = -372492.960794 nChanged 0 Trying to split cluster 34 (11505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2403.973653 sec): 2 clusters Score: Raw -808260.039267 + Penalty 1641.019244 = -806619.020023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2404.079410 sec): 3 clusters Score: Raw -801778.919562 + Penalty 3282.038488 = -798496.881074 nChanged 5002 SP:Iteration 1F (2404.181850 sec): 3 clusters Score: Raw -804754.278524 + Penalty 3282.038488 = -801472.240036 nChanged 854 SP:Iteration 2F (2404.280490 sec): 3 clusters Score: Raw -805209.915535 + Penalty 3282.038488 = -801927.877047 nChanged 719 SP:Iteration 3F (2404.385837 sec): 3 clusters Score: Raw -805600.960423 + Penalty 3282.038488 = -802318.921935 nChanged 661 SP:Iteration 4F (2404.487555 sec): 3 clusters Score: Raw -805940.221468 + Penalty 3282.038488 = -802658.182980 nChanged 532 SP:Iteration 5Q (2404.576008 sec): 3 clusters Score: Raw -806191.661698 + Penalty 3282.038488 = -802909.623210 nChanged 458 SP:Iteration 6Q (2404.670201 sec): 3 clusters Score: Raw -806414.794839 + Penalty 3282.038488 = -803132.756351 nChanged 416 SP:Iteration 7Q (2404.764244 sec): 3 clusters Score: Raw -806584.513992 + Penalty 3282.038488 = -803302.475504 nChanged 327 SP:Iteration 8Q (2404.875077 sec): 3 clusters Score: Raw -806708.316246 + Penalty 3282.038488 = -803426.277758 nChanged 303 SP:Iteration 9Q (2404.964858 sec): 3 clusters Score: Raw -806821.556536 + Penalty 3282.038488 = -803539.518048 nChanged 279 SP:Iteration 10Q (2405.059385 sec): 3 clusters Score: Raw -806910.387842 + Penalty 3282.038488 = -803628.349354 nChanged 222 SP:Iteration 11Q (2405.151166 sec): 3 clusters Score: Raw -806973.351961 + Penalty 3282.038488 = -803691.313474 nChanged 177 SP:Iteration 12Q (2405.266900 sec): 3 clusters Score: Raw -807020.260389 + Penalty 3282.038488 = -803738.221901 nChanged 164 SP:Iteration 13Q (2405.381805 sec): 3 clusters Score: Raw -807061.437879 + Penalty 3282.038488 = -803779.399391 nChanged 155 SP:Iteration 14Q (2405.492599 sec): 3 clusters Score: Raw -807097.781246 + Penalty 3282.038488 = -803815.742758 nChanged 108 SP:Iteration 15Q (2405.599800 sec): 3 clusters Score: Raw -807122.078503 + Penalty 3282.038488 = -803840.040015 nChanged 95 SP:Iteration 16Q (2405.703924 sec): 3 clusters Score: Raw -807138.627430 + Penalty 3282.038488 = -803856.588943 nChanged 85 SP:Iteration 17Q (2405.808945 sec): 3 clusters Score: Raw -807153.164595 + Penalty 3282.038488 = -803871.126107 nChanged 71 SP:Iteration 18Q (2405.908080 sec): 3 clusters Score: Raw -807166.045577 + Penalty 3282.038488 = -803884.007089 nChanged 69 SP:Iteration 19Q (2406.012570 sec): 3 clusters Score: Raw -807178.304886 + Penalty 3282.038488 = -803896.266398 nChanged 61 SP:Iteration 20F (2406.103802 sec): 3 clusters Score: Raw -807188.570441 + Penalty 3282.038488 = -803906.531954 nChanged 60 SP:Iteration 21Q (2406.211750 sec): 3 clusters Score: Raw -807199.699703 + Penalty 3282.038488 = -803917.661216 nChanged 57 SP:Iteration 22Q (2406.304035 sec): 3 clusters Score: Raw -807210.208373 + Penalty 3282.038488 = -803928.169886 nChanged 64 SP:Iteration 23Q (2406.427354 sec): 3 clusters Score: Raw -807222.169598 + Penalty 3282.038488 = -803940.131110 nChanged 54 SP:Iteration 24Q (2406.541840 sec): 3 clusters Score: Raw -807230.147906 + Penalty 3282.038488 = -803948.109418 nChanged 48 SP:Iteration 25Q (2406.637469 sec): 3 clusters Score: Raw -807236.375214 + Penalty 3282.038488 = -803954.336726 nChanged 45 SP:Iteration 26Q (2406.737362 sec): 3 clusters Score: Raw -807243.287113 + Penalty 3282.038488 = -803961.248625 nChanged 47 SP:Iteration 27Q (2406.832142 sec): 3 clusters Score: Raw -807253.112308 + Penalty 3282.038488 = -803971.073820 nChanged 63 SP:Iteration 28Q (2406.933920 sec): 3 clusters Score: Raw -807263.928406 + Penalty 3282.038488 = -803981.889918 nChanged 49 SP:Iteration 29Q (2407.031664 sec): 3 clusters Score: Raw -807272.037303 + Penalty 3282.038488 = -803989.998815 nChanged 53 SP:Iteration 30Q (2407.115985 sec): 3 clusters Score: Raw -807279.653238 + Penalty 3282.038488 = -803997.614750 nChanged 51 SP:Iteration 31Q (2407.216103 sec): 3 clusters Score: Raw -807288.873914 + Penalty 3282.038488 = -804006.835426 nChanged 50 SP:Iteration 32Q (2407.317254 sec): 3 clusters Score: Raw -807297.179677 + Penalty 3282.038488 = -804015.141190 nChanged 47 SP:Iteration 33Q (2407.436915 sec): 3 clusters Score: Raw -807305.605938 + Penalty 3282.038488 = -804023.567450 nChanged 45 SP:Iteration 34Q (2407.539141 sec): 3 clusters Score: Raw -807313.161077 + Penalty 3282.038488 = -804031.122589 nChanged 38 SP:Iteration 35Q (2407.643578 sec): 3 clusters Score: Raw -807319.900001 + Penalty 3282.038488 = -804037.861513 nChanged 42 SP:Iteration 36Q (2407.728605 sec): 3 clusters Score: Raw -807327.237638 + Penalty 3282.038488 = -804045.199150 nChanged 50 SP:Iteration 37Q (2407.843551 sec): 3 clusters Score: Raw -807335.306572 + Penalty 3282.038488 = -804053.268085 nChanged 45 SP:Iteration 38Q (2407.931762 sec): 3 clusters Score: Raw -807343.435075 + Penalty 3282.038488 = -804061.396588 nChanged 59 SP:Iteration 39Q (2408.051161 sec): 3 clusters Score: Raw -807355.621007 + Penalty 3282.038488 = -804073.582520 nChanged 59 SP:Iteration 40F (2408.140481 sec): 3 clusters Score: Raw -807368.551619 + Penalty 3282.038488 = -804086.513131 nChanged 65 SP:Iteration 41Q (2408.257438 sec): 3 clusters Score: Raw -807383.156150 + Penalty 3282.038488 = -804101.117662 nChanged 65 SP:Iteration 42Q (2408.356322 sec): 3 clusters Score: Raw -807396.422394 + Penalty 3282.038488 = -804114.383906 nChanged 64 SP:Iteration 43Q (2408.465224 sec): 3 clusters Score: Raw -807410.522561 + Penalty 3282.038488 = -804128.484073 nChanged 86 SP:Iteration 44Q (2408.554352 sec): 3 clusters Score: Raw -807430.708922 + Penalty 3282.038488 = -804148.670434 nChanged 80 SP:Iteration 45Q (2408.673643 sec): 3 clusters Score: Raw -807450.639166 + Penalty 3282.038488 = -804168.600678 nChanged 94 SP:Iteration 46Q (2408.780754 sec): 3 clusters Score: Raw -807479.241949 + Penalty 3282.038488 = -804197.203461 nChanged 110 SP:Iteration 47Q (2408.885990 sec): 3 clusters Score: Raw -807514.312391 + Penalty 3282.038488 = -804232.273903 nChanged 111 SP:Iteration 48Q (2408.994001 sec): 3 clusters Score: Raw -807551.082050 + Penalty 3282.038488 = -804269.043563 nChanged 120 SP:Iteration 49Q (2409.099785 sec): 3 clusters Score: Raw -807590.083703 + Penalty 3282.038488 = -804308.045215 nChanged 132 SP:Iteration 50Q (2409.206039 sec): 3 clusters Score: Raw -807638.137617 + Penalty 3282.038488 = -804356.099129 nChanged 141 SP:Iteration 51Q (2409.293732 sec): 3 clusters Score: Raw -807688.326835 + Penalty 3282.038488 = -804406.288347 nChanged 136 SP:Iteration 52Q (2409.400685 sec): 3 clusters Score: Raw -807745.006593 + Penalty 3282.038488 = -804462.968105 nChanged 138 SP:Iteration 53Q (2409.515976 sec): 3 clusters Score: Raw -807803.300022 + Penalty 3282.038488 = -804521.261534 nChanged 155 SP:Iteration 54Q (2409.595734 sec): 3 clusters Score: Raw -807884.717007 + Penalty 3282.038488 = -804602.678519 nChanged 166 SP:Iteration 55Q (2409.695099 sec): 3 clusters Score: Raw -807973.294271 + Penalty 3282.038488 = -804691.255783 nChanged 164 SP:Iteration 56Q (2409.786350 sec): 3 clusters Score: Raw -808069.983833 + Penalty 3282.038488 = -804787.945345 nChanged 154 SP:Iteration 57Q (2409.877389 sec): 3 clusters Score: Raw -808178.229159 + Penalty 3282.038488 = -804896.190671 nChanged 146 SP:Iteration 58Q (2409.976078 sec): 3 clusters Score: Raw -808273.307371 + Penalty 3282.038488 = -804991.268883 nChanged 132 SP:Iteration 59Q (2410.082159 sec): 3 clusters Score: Raw -808347.326554 + Penalty 3282.038488 = -805065.288066 nChanged 109 SP:Iteration 60F (2410.163881 sec): 3 clusters Score: Raw -808421.445955 + Penalty 3282.038488 = -805139.407467 nChanged 101 SP:Iteration 61Q (2410.274188 sec): 3 clusters Score: Raw -808488.976340 + Penalty 3282.038488 = -805206.937852 nChanged 79 SP:Iteration 62Q (2410.354092 sec): 3 clusters Score: Raw -808542.003163 + Penalty 3282.038488 = -805259.964675 nChanged 80 SP:Iteration 63Q (2410.454923 sec): 3 clusters Score: Raw -808600.727759 + Penalty 3282.038488 = -805318.689271 nChanged 87 SP:Iteration 64Q (2410.584356 sec): 3 clusters Score: Raw -808659.569206 + Penalty 3282.038488 = -805377.530718 nChanged 73 SP:Iteration 65Q (2410.692005 sec): 3 clusters Score: Raw -808704.604849 + Penalty 3282.038488 = -805422.566361 nChanged 67 SP:Iteration 66Q (2410.812443 sec): 3 clusters Score: Raw -808742.096184 + Penalty 3282.038488 = -805460.057696 nChanged 58 SP:Iteration 67Q (2410.932887 sec): 3 clusters Score: Raw -808770.517709 + Penalty 3282.038488 = -805488.479221 nChanged 42 SP:Iteration 68Q (2411.083995 sec): 3 clusters Score: Raw -808794.418248 + Penalty 3282.038488 = -805512.379760 nChanged 56 SP:Iteration 69Q (2411.200229 sec): 3 clusters Score: Raw -808819.883759 + Penalty 3282.038488 = -805537.845271 nChanged 34 SP:Iteration 70Q (2411.333188 sec): 3 clusters Score: Raw -808838.757677 + Penalty 3282.038488 = -805556.719190 nChanged 42 SP:Iteration 71Q (2411.459883 sec): 3 clusters Score: Raw -808853.762820 + Penalty 3282.038488 = -805571.724332 nChanged 28 SP:Iteration 72Q (2411.587719 sec): 3 clusters Score: Raw -808864.539292 + Penalty 3282.038488 = -805582.500804 nChanged 22 SP:Iteration 73Q (2411.712902 sec): 3 clusters Score: Raw -808872.857220 + Penalty 3282.038488 = -805590.818733 nChanged 20 SP:Iteration 74Q (2411.834667 sec): 3 clusters Score: Raw -808879.410029 + Penalty 3282.038488 = -805597.371541 nChanged 25 SP:Iteration 75Q (2411.948316 sec): 3 clusters Score: Raw -808888.683507 + Penalty 3282.038488 = -805606.645019 nChanged 20 SP:Iteration 76Q (2412.072467 sec): 3 clusters Score: Raw -808895.446024 + Penalty 3282.038488 = -805613.407536 nChanged 18 SP:Iteration 77Q (2412.215528 sec): 3 clusters Score: Raw -808901.123618 + Penalty 3282.038488 = -805619.085130 nChanged 13 SP:Iteration 78Q (2412.334005 sec): 3 clusters Score: Raw -808905.299517 + Penalty 3282.038488 = -805623.261029 nChanged 12 SP:Iteration 79Q (2412.448672 sec): 3 clusters Score: Raw -808910.342825 + Penalty 3282.038488 = -805628.304338 nChanged 10 SP:Iteration 80F (2412.584436 sec): 3 clusters Score: Raw -808913.690242 + Penalty 3282.038488 = -805631.651754 nChanged 9 SP:Iteration 81Q (2412.704347 sec): 3 clusters Score: Raw -808915.443433 + Penalty 3282.038488 = -805633.404945 nChanged 4 SP:Iteration 82Q (2412.847416 sec): 3 clusters Score: Raw -808916.612605 + Penalty 3282.038488 = -805634.574117 nChanged 4 SP:Iteration 83Q (2412.956653 sec): 3 clusters Score: Raw -808918.169193 + Penalty 3282.038488 = -805636.130705 nChanged 8 SP:Iteration 84Q (2413.082219 sec): 3 clusters Score: Raw -808920.212097 + Penalty 3282.038488 = -805638.173609 nChanged 4 SP:Iteration 85Q (2413.204965 sec): 3 clusters Score: Raw -808920.908128 + Penalty 3282.038488 = -805638.869640 nChanged 3 SP:Iteration 86Q (2413.342613 sec): 3 clusters Score: Raw -808922.057851 + Penalty 3282.038488 = -805640.019363 nChanged 2 SP:Iteration 87Q (2413.469414 sec): 3 clusters Score: Raw -808922.811298 + Penalty 3282.038488 = -805640.772810 nChanged 1 SP:Iteration 88Q (2413.590115 sec): 3 clusters Score: Raw -808923.247045 + Penalty 3282.038488 = -805641.208557 nChanged 3 SP:Iteration 89Q (2413.715382 sec): 3 clusters Score: Raw -808923.763426 + Penalty 3282.038488 = -805641.724939 nChanged 2 SP:Iteration 90Q (2413.852776 sec): 3 clusters Score: Raw -808924.054312 + Penalty 3282.038488 = -805642.015824 nChanged 2 SP:Iteration 91Q (2413.941925 sec): 3 clusters Score: Raw -808924.481347 + Penalty 3282.038488 = -805642.442860 nChanged 1 SP:Iteration 92Q (2414.072639 sec): 3 clusters Score: Raw -808924.775409 + Penalty 3282.038488 = -805642.736921 nChanged 0 SP:Iteration 93F (2414.219969 sec): 3 clusters Score: Raw -808924.775409 + Penalty 3282.038488 = -805642.736921 nChanged 0 Trying to split cluster 35 (4397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2414.281124 sec): 2 clusters Score: Raw -311656.469826 + Penalty 1472.212948 = -310184.256878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2414.382753 sec): 3 clusters Score: Raw -309476.496796 + Penalty 2944.425897 = -306532.070899 nChanged 1750 SP:Iteration 1F (2414.501376 sec): 3 clusters Score: Raw -310420.790617 + Penalty 2944.425897 = -307476.364720 nChanged 337 SP:Iteration 2F (2414.623916 sec): 3 clusters Score: Raw -310623.928694 + Penalty 2944.425897 = -307679.502797 nChanged 276 SP:Iteration 3F (2414.713809 sec): 3 clusters Score: Raw -310803.011933 + Penalty 2944.425897 = -307858.586036 nChanged 229 SP:Iteration 4F (2414.819611 sec): 3 clusters Score: Raw -310942.361772 + Penalty 2944.425897 = -307997.935875 nChanged 185 SP:Iteration 5Q (2414.931880 sec): 3 clusters Score: Raw -311045.100089 + Penalty 2944.425897 = -308100.674192 nChanged 150 SP:Iteration 6Q (2415.049458 sec): 3 clusters Score: Raw -311137.173771 + Penalty 2944.425897 = -308192.747874 nChanged 132 SP:Iteration 7Q (2415.147232 sec): 3 clusters Score: Raw -311220.324960 + Penalty 2944.425897 = -308275.899063 nChanged 125 SP:Iteration 8Q (2415.244753 sec): 3 clusters Score: Raw -311307.925027 + Penalty 2944.425897 = -308363.499130 nChanged 135 SP:Iteration 9Q (2415.344129 sec): 3 clusters Score: Raw -311399.541246 + Penalty 2944.425897 = -308455.115349 nChanged 137 SP:Iteration 10Q (2415.449707 sec): 3 clusters Score: Raw -311494.910152 + Penalty 2944.425897 = -308550.484255 nChanged 126 SP:Iteration 11Q (2415.545820 sec): 3 clusters Score: Raw -311577.018357 + Penalty 2944.425897 = -308632.592460 nChanged 118 SP:Iteration 12Q (2415.649921 sec): 3 clusters Score: Raw -311646.815157 + Penalty 2944.425897 = -308702.389260 nChanged 94 SP:Iteration 13Q (2415.750302 sec): 3 clusters Score: Raw -311696.090940 + Penalty 2944.425897 = -308751.665043 nChanged 76 SP:Iteration 14Q (2415.860652 sec): 3 clusters Score: Raw -311741.045137 + Penalty 2944.425897 = -308796.619240 nChanged 78 SP:Iteration 15Q (2415.940134 sec): 3 clusters Score: Raw -311790.477623 + Penalty 2944.425897 = -308846.051726 nChanged 73 SP:Iteration 16Q (2416.074297 sec): 3 clusters Score: Raw -311834.709442 + Penalty 2944.425897 = -308890.283545 nChanged 75 SP:Iteration 17Q (2416.186402 sec): 3 clusters Score: Raw -311888.832334 + Penalty 2944.425897 = -308944.406437 nChanged 68 SP:Iteration 18Q (2416.294847 sec): 3 clusters Score: Raw -311923.860467 + Penalty 2944.425897 = -308979.434570 nChanged 62 SP:Iteration 19Q (2416.397304 sec): 3 clusters Score: Raw -311952.571476 + Penalty 2944.425897 = -309008.145579 nChanged 59 SP:Iteration 20F (2416.494683 sec): 3 clusters Score: Raw -311986.779631 + Penalty 2944.425897 = -309042.353734 nChanged 52 SP:Iteration 21Q (2416.589332 sec): 3 clusters Score: Raw -312011.089878 + Penalty 2944.425897 = -309066.663981 nChanged 41 SP:Iteration 22Q (2416.697136 sec): 3 clusters Score: Raw -312030.576155 + Penalty 2944.425897 = -309086.150258 nChanged 37 SP:Iteration 23Q (2416.802256 sec): 3 clusters Score: Raw -312046.443170 + Penalty 2944.425897 = -309102.017273 nChanged 21 SP:Iteration 24Q (2416.887854 sec): 3 clusters Score: Raw -312055.043573 + Penalty 2944.425897 = -309110.617676 nChanged 16 SP:Iteration 25Q (2417.018741 sec): 3 clusters Score: Raw -312058.933669 + Penalty 2944.425897 = -309114.507772 nChanged 11 SP:Iteration 26Q (2417.124906 sec): 3 clusters Score: Raw -312061.762272 + Penalty 2944.425897 = -309117.336375 nChanged 5 SP:Iteration 27Q (2417.224206 sec): 3 clusters Score: Raw -312064.070072 + Penalty 2944.425897 = -309119.644175 nChanged 8 SP:Iteration 28Q (2417.328946 sec): 3 clusters Score: Raw -312065.757413 + Penalty 2944.425897 = -309121.331516 nChanged 7 SP:Iteration 29Q (2417.411551 sec): 3 clusters Score: Raw -312067.553618 + Penalty 2944.425897 = -309123.127721 nChanged 4 SP:Iteration 30Q (2417.508557 sec): 3 clusters Score: Raw -312068.636964 + Penalty 2944.425897 = -309124.211067 nChanged 6 SP:Iteration 31Q (2417.604247 sec): 3 clusters Score: Raw -312070.613752 + Penalty 2944.425897 = -309126.187855 nChanged 7 SP:Iteration 32Q (2417.701461 sec): 3 clusters Score: Raw -312073.158926 + Penalty 2944.425897 = -309128.733029 nChanged 9 SP:Iteration 33Q (2417.807219 sec): 3 clusters Score: Raw -312074.988719 + Penalty 2944.425897 = -309130.562822 nChanged 7 SP:Iteration 34Q (2417.909208 sec): 3 clusters Score: Raw -312076.733753 + Penalty 2944.425897 = -309132.307856 nChanged 7 SP:Iteration 35Q (2417.998461 sec): 3 clusters Score: Raw -312078.699933 + Penalty 2944.425897 = -309134.274036 nChanged 9 SP:Iteration 36Q (2418.110865 sec): 3 clusters Score: Raw -312081.327501 + Penalty 2944.425897 = -309136.901604 nChanged 6 SP:Iteration 37Q (2418.215236 sec): 3 clusters Score: Raw -312083.149012 + Penalty 2944.425897 = -309138.723115 nChanged 8 SP:Iteration 38Q (2418.295960 sec): 3 clusters Score: Raw -312084.669015 + Penalty 2944.425897 = -309140.243118 nChanged 2 SP:Iteration 39Q (2418.401176 sec): 3 clusters Score: Raw -312085.054419 + Penalty 2944.425897 = -309140.628522 nChanged 2 SP:Iteration 40F (2418.520861 sec): 3 clusters Score: Raw -312085.572052 + Penalty 2944.425897 = -309141.146155 nChanged 1 SP:Iteration 41Q (2418.606082 sec): 3 clusters Score: Raw -312085.676075 + Penalty 2944.425897 = -309141.250178 nChanged 0 SP:Iteration 42F (2418.719846 sec): 3 clusters Score: Raw -312085.676075 + Penalty 2944.425897 = -309141.250178 nChanged 0 Time taken for this iteration:2416.750519 seconds. 2->36 Clusters: Score -11912531.075382, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 3 clusters... ------ Clustering full data set of 202906 points ------ SP: Assigned 3 initial classes randomly. Iteration 0F (2419.274899 sec): 3 clusters Score: Raw -10885751.482896 + Penalty 4289.394832 = -10881462.088064 nChanged 100989 Iteration 1F (2419.746393 sec): 3 clusters Score: Raw -11205754.848500 + Penalty 4289.394832 = -11201465.453668 nChanged 48585 Iteration 2F (2420.218460 sec): 3 clusters Score: Raw -11495352.561485 + Penalty 4289.394832 = -11491063.166653 nChanged 15754 Iteration 3F (2420.698967 sec): 3 clusters Score: Raw -11515239.643726 + Penalty 4289.394832 = -11510950.248895 nChanged 3171 Iteration 4Q (2421.124625 sec): 3 clusters Score: Raw -11516292.636871 + Penalty 4289.394832 = -11512003.242039 nChanged 1063 Iteration 5Q (2421.613790 sec): 3 clusters Score: Raw -11516473.700162 + Penalty 4289.394832 = -11512184.305330 nChanged 513 Iteration 6Q (2422.096720 sec): 3 clusters Score: Raw -11516521.991690 + Penalty 4289.394832 = -11512232.596858 nChanged 305 Iteration 7Q (2422.564614 sec): 3 clusters Score: Raw -11516542.239262 + Penalty 4289.394832 = -11512252.844430 nChanged 208 Iteration 8Q (2422.999814 sec): 3 clusters Score: Raw -11516553.444239 + Penalty 4289.394832 = -11512264.049407 nChanged 153 Iteration 9Q (2423.445724 sec): 3 clusters Score: Raw -11516559.492482 + Penalty 4289.394832 = -11512270.097650 nChanged 102 Iteration 10Q (2423.930236 sec): 3 clusters Score: Raw -11516562.955755 + Penalty 4289.394832 = -11512273.560923 nChanged 64 Iteration 11Q (2424.504150 sec): 3 clusters Score: Raw -11516564.166742 + Penalty 4289.394832 = -11512274.771911 nChanged 49 Iteration 12Q (2425.019262 sec): 3 clusters Score: Raw -11516565.041774 + Penalty 4289.394832 = -11512275.646942 nChanged 48 Iteration 13Q (2425.534205 sec): 3 clusters Score: Raw -11516566.093680 + Penalty 4289.394832 = -11512276.698848 nChanged 39 Iteration 14Q (2426.031808 sec): 3 clusters Score: Raw -11516567.002222 + Penalty 4289.394832 = -11512277.607391 nChanged 40 Iteration 15Q (2426.493240 sec): 3 clusters Score: Raw -11516567.677203 + Penalty 4289.394832 = -11512278.282371 nChanged 31 Iteration 16Q (2426.930254 sec): 3 clusters Score: Raw -11516568.050435 + Penalty 4289.394832 = -11512278.655603 nChanged 26 Iteration 17Q (2427.391072 sec): 3 clusters Score: Raw -11516568.312573 + Penalty 4289.394832 = -11512278.917742 nChanged 14 Iteration 18Q (2427.854024 sec): 3 clusters Score: Raw -11516568.414458 + Penalty 4289.394832 = -11512279.019626 nChanged 7 Iteration 19Q (2428.273330 sec): 3 clusters Score: Raw -11516568.470006 + Penalty 4289.394832 = -11512279.075174 nChanged 5 Writing temp clu file Because OldScore, -11512279.019626, is greater than current (better) Score,-11512279.075174 Compute initial score before splitting: Score: Raw -11516568.470006 + Penalty 4289.394832 = -11512279.075174 Trying to split cluster 1 (45774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2428.627914 sec): 2 clusters Score: Raw -2029468.353757 + Penalty 1883.373252 = -2027584.980504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2428.797526 sec): 3 clusters Score: Raw -2002165.256434 + Penalty 3766.746505 = -1998398.509929 nChanged 21735 SP:Iteration 1F (2428.960665 sec): 3 clusters Score: Raw -2054861.740975 + Penalty 3766.746505 = -2051094.994470 nChanged 9579 SP:Iteration 2F (2429.116612 sec): 3 clusters Score: Raw -2081060.296527 + Penalty 3766.746505 = -2077293.550022 nChanged 3931 SP:Iteration 3F (2429.277375 sec): 3 clusters Score: Raw -2088431.955636 + Penalty 3766.746505 = -2084665.209132 nChanged 1683 SP:Iteration 4Q (2429.451368 sec): 3 clusters Score: Raw -2090785.350559 + Penalty 3766.746505 = -2087018.604055 nChanged 917 SP:Iteration 5Q (2429.619415 sec): 3 clusters Score: Raw -2091594.538981 + Penalty 3766.746505 = -2087827.792476 nChanged 495 SP:Iteration 6Q (2429.788118 sec): 3 clusters Score: Raw -2091884.796498 + Penalty 3766.746505 = -2088118.049993 nChanged 348 SP:Iteration 7Q (2429.954636 sec): 3 clusters Score: Raw -2092063.277287 + Penalty 3766.746505 = -2088296.530783 nChanged 270 SP:Iteration 8Q (2430.113110 sec): 3 clusters Score: Raw -2092175.795114 + Penalty 3766.746505 = -2088409.048609 nChanged 175 SP:Iteration 9Q (2430.266458 sec): 3 clusters Score: Raw -2092235.068767 + Penalty 3766.746505 = -2088468.322263 nChanged 115 SP:Iteration 10Q (2430.423080 sec): 3 clusters Score: Raw -2092263.794013 + Penalty 3766.746505 = -2088497.047508 nChanged 77 SP:Iteration 11Q (2430.589029 sec): 3 clusters Score: Raw -2092272.990714 + Penalty 3766.746505 = -2088506.244210 nChanged 58 SP:Iteration 12Q (2430.755746 sec): 3 clusters Score: Raw -2092280.905251 + Penalty 3766.746505 = -2088514.158747 nChanged 37 SP:Iteration 13Q (2430.923804 sec): 3 clusters Score: Raw -2092286.111928 + Penalty 3766.746505 = -2088519.365424 nChanged 22 SP:Iteration 14Q (2431.092324 sec): 3 clusters Score: Raw -2092286.987572 + Penalty 3766.746505 = -2088520.241068 nChanged 12 SP:Iteration 15Q (2431.287079 sec): 3 clusters Score: Raw -2092287.380157 + Penalty 3766.746505 = -2088520.633653 nChanged 11 SP:Iteration 16Q (2431.464671 sec): 3 clusters Score: Raw -2092287.721416 + Penalty 3766.746505 = -2088520.974912 nChanged 4 SP:Iteration 17Q (2431.637655 sec): 3 clusters Score: Raw -2092287.857037 + Penalty 3766.746505 = -2088521.110532 nChanged 4 SP:Iteration 18Q (2431.814353 sec): 3 clusters Score: Raw -2092287.967486 + Penalty 3766.746505 = -2088521.220982 nChanged 4 SP:Iteration 19Q (2431.981466 sec): 3 clusters Score: Raw -2092288.091850 + Penalty 3766.746505 = -2088521.345345 nChanged 3 SP:Iteration 20F (2432.159368 sec): 3 clusters Score: Raw -2092397.943223 + Penalty 3766.746505 = -2088631.196719 nChanged 39 SP:Iteration 21Q (2432.333226 sec): 3 clusters Score: Raw -2092441.783093 + Penalty 3766.746505 = -2088675.036588 nChanged 78 SP:Iteration 22Q (2432.508164 sec): 3 clusters Score: Raw -2092456.922463 + Penalty 3766.746505 = -2088690.175958 nChanged 65 SP:Iteration 23Q (2432.660784 sec): 3 clusters Score: Raw -2092467.651574 + Penalty 3766.746505 = -2088700.905070 nChanged 56 SP:Iteration 24Q (2432.803818 sec): 3 clusters Score: Raw -2092475.091046 + Penalty 3766.746505 = -2088708.344541 nChanged 43 SP:Iteration 25Q (2432.939486 sec): 3 clusters Score: Raw -2092481.410504 + Penalty 3766.746505 = -2088714.663999 nChanged 30 SP:Iteration 26Q (2433.096679 sec): 3 clusters Score: Raw -2092483.467235 + Penalty 3766.746505 = -2088716.720730 nChanged 12 SP:Iteration 27Q (2433.261865 sec): 3 clusters Score: Raw -2092484.218234 + Penalty 3766.746505 = -2088717.471729 nChanged 13 SP:Iteration 28Q (2433.431950 sec): 3 clusters Score: Raw -2092485.083658 + Penalty 3766.746505 = -2088718.337153 nChanged 8 SP:Iteration 29Q (2433.589111 sec): 3 clusters Score: Raw -2092486.067020 + Penalty 3766.746505 = -2088719.320516 nChanged 10 SP:Iteration 30Q (2433.730987 sec): 3 clusters Score: Raw -2092486.807833 + Penalty 3766.746505 = -2088720.061329 nChanged 8 SP:Iteration 31Q (2433.915875 sec): 3 clusters Score: Raw -2092487.226017 + Penalty 3766.746505 = -2088720.479513 nChanged 9 SP:Iteration 32Q (2434.077527 sec): 3 clusters Score: Raw -2092488.037321 + Penalty 3766.746505 = -2088721.290816 nChanged 13 SP:Iteration 33Q (2434.239672 sec): 3 clusters Score: Raw -2092489.009426 + Penalty 3766.746505 = -2088722.262922 nChanged 14 SP:Iteration 34Q (2434.425494 sec): 3 clusters Score: Raw -2092489.624950 + Penalty 3766.746505 = -2088722.878445 nChanged 6 SP:Iteration 35Q (2434.570310 sec): 3 clusters Score: Raw -2092489.838234 + Penalty 3766.746505 = -2088723.091729 nChanged 4 SP:Iteration 36Q (2434.747334 sec): 3 clusters Score: Raw -2092489.920516 + Penalty 3766.746505 = -2088723.174011 nChanged 2 SP:Iteration 37Q (2434.882957 sec): 3 clusters Score: Raw -2092489.948814 + Penalty 3766.746505 = -2088723.202309 nChanged 1 SP:Iteration 38Q (2435.028928 sec): 3 clusters Score: Raw -2092490.095516 + Penalty 3766.746505 = -2088723.349012 nChanged 1 SP:Iteration 39Q (2435.256549 sec): 3 clusters Score: Raw -2092490.200786 + Penalty 3766.746505 = -2088723.454282 nChanged 1 SP:Iteration 40F (2435.491469 sec): 3 clusters Score: Raw -2092490.211251 + Penalty 3766.746505 = -2088723.464747 nChanged 0 Score: Raw -11579590.356714 + Penalty 6434.092248 = -11573156.264466 Splitting cluster 1 changes total score from -11512279.075174 to -11573156.264466 So it's getting split into cluster 3. Trying to split cluster 2 (156955 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2436.772931 sec): 2 clusters Score: Raw -9596807.182456 + Penalty 2099.631881 = -9594707.550576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2437.156030 sec): 3 clusters Score: Raw -9494179.702662 + Penalty 4199.263761 = -9489980.438901 nChanged 75829 SP:Iteration 1F (2437.513084 sec): 3 clusters Score: Raw -9559304.624502 + Penalty 4199.263761 = -9555105.360741 nChanged 20060 SP:Iteration 2F (2437.862921 sec): 3 clusters Score: Raw -9589458.852790 + Penalty 4199.263761 = -9585259.589029 nChanged 19742 SP:Iteration 3F (2438.261223 sec): 3 clusters Score: Raw -9615122.458176 + Penalty 4199.263761 = -9610923.194415 nChanged 12989 SP:Iteration 4F (2438.664410 sec): 3 clusters Score: Raw -9626896.362593 + Penalty 4199.263761 = -9622697.098832 nChanged 7758 SP:Iteration 5Q (2439.018682 sec): 3 clusters Score: Raw -9632709.927127 + Penalty 4199.263761 = -9628510.663366 nChanged 5423 SP:Iteration 6Q (2439.399582 sec): 3 clusters Score: Raw -9638757.297365 + Penalty 4199.263761 = -9634558.033604 nChanged 4820 SP:Iteration 7Q (2439.825482 sec): 3 clusters Score: Raw -9648253.971092 + Penalty 4199.263761 = -9644054.707330 nChanged 4600 SP:Iteration 8Q (2440.236855 sec): 3 clusters Score: Raw -9656102.562751 + Penalty 4199.263761 = -9651903.298990 nChanged 4021 SP:Iteration 9Q (2440.628659 sec): 3 clusters Score: Raw -9660465.531018 + Penalty 4199.263761 = -9656266.267257 nChanged 3221 SP:Iteration 10Q (2440.997284 sec): 3 clusters Score: Raw -9662979.627040 + Penalty 4199.263761 = -9658780.363279 nChanged 2672 SP:Iteration 11Q (2441.416978 sec): 3 clusters Score: Raw -9664780.844634 + Penalty 4199.263761 = -9660581.580873 nChanged 2311 SP:Iteration 12Q (2441.796935 sec): 3 clusters Score: Raw -9666809.781889 + Penalty 4199.263761 = -9662610.518127 nChanged 2336 SP:Iteration 13Q (2442.199386 sec): 3 clusters Score: Raw -9670142.153053 + Penalty 4199.263761 = -9665942.889292 nChanged 2711 SP:Iteration 14Q (2442.621833 sec): 3 clusters Score: Raw -9674160.086559 + Penalty 4199.263761 = -9669960.822798 nChanged 2986 SP:Iteration 15Q (2443.031293 sec): 3 clusters Score: Raw -9677490.777242 + Penalty 4199.263761 = -9673291.513481 nChanged 2808 SP:Iteration 16Q (2443.416863 sec): 3 clusters Score: Raw -9679641.943142 + Penalty 4199.263761 = -9675442.679381 nChanged 2297 SP:Iteration 17Q (2443.791875 sec): 3 clusters Score: Raw -9680839.485346 + Penalty 4199.263761 = -9676640.221585 nChanged 1808 SP:Iteration 18Q (2444.154244 sec): 3 clusters Score: Raw -9681528.374165 + Penalty 4199.263761 = -9677329.110404 nChanged 1351 SP:Iteration 19Q (2444.517175 sec): 3 clusters Score: Raw -9681881.263091 + Penalty 4199.263761 = -9677681.999330 nChanged 988 SP:Iteration 20F (2444.915201 sec): 3 clusters Score: Raw -9682061.639994 + Penalty 4199.263761 = -9677862.376233 nChanged 687 SP:Iteration 21Q (2445.313766 sec): 3 clusters Score: Raw -9682147.487386 + Penalty 4199.263761 = -9677948.223625 nChanged 513 SP:Iteration 22Q (2445.776649 sec): 3 clusters Score: Raw -9682199.084229 + Penalty 4199.263761 = -9677999.820468 nChanged 420 SP:Iteration 23Q (2446.223004 sec): 3 clusters Score: Raw -9682233.670449 + Penalty 4199.263761 = -9678034.406687 nChanged 365 SP:Iteration 24Q (2446.700761 sec): 3 clusters Score: Raw -9682258.395631 + Penalty 4199.263761 = -9678059.131870 nChanged 270 SP:Iteration 25Q (2447.165043 sec): 3 clusters Score: Raw -9682274.509761 + Penalty 4199.263761 = -9678075.246000 nChanged 238 SP:Iteration 26Q (2447.642188 sec): 3 clusters Score: Raw -9682285.649282 + Penalty 4199.263761 = -9678086.385521 nChanged 166 SP:Iteration 27Q (2448.030020 sec): 3 clusters Score: Raw -9682291.797608 + Penalty 4199.263761 = -9678092.533847 nChanged 140 SP:Iteration 28Q (2448.405875 sec): 3 clusters Score: Raw -9682295.984720 + Penalty 4199.263761 = -9678096.720958 nChanged 100 SP:Iteration 29Q (2448.785931 sec): 3 clusters Score: Raw -9682298.302700 + Penalty 4199.263761 = -9678099.038939 nChanged 70 SP:Iteration 30Q (2449.172805 sec): 3 clusters Score: Raw -9682299.699261 + Penalty 4199.263761 = -9678100.435500 nChanged 49 SP:Iteration 31Q (2449.585081 sec): 3 clusters Score: Raw -9682300.528385 + Penalty 4199.263761 = -9678101.264624 nChanged 40 SP:Iteration 32Q (2449.952828 sec): 3 clusters Score: Raw -9682301.245264 + Penalty 4199.263761 = -9678101.981503 nChanged 35 SP:Iteration 33Q (2450.308618 sec): 3 clusters Score: Raw -9682301.775089 + Penalty 4199.263761 = -9678102.511327 nChanged 28 SP:Iteration 34Q (2450.647214 sec): 3 clusters Score: Raw -9682302.094008 + Penalty 4199.263761 = -9678102.830247 nChanged 19 SP:Iteration 35Q (2451.021711 sec): 3 clusters Score: Raw -9682302.271310 + Penalty 4199.263761 = -9678103.007549 nChanged 17 SP:Iteration 36Q (2451.389863 sec): 3 clusters Score: Raw -9682302.477682 + Penalty 4199.263761 = -9678103.213921 nChanged 20 SP:Iteration 37Q (2451.737354 sec): 3 clusters Score: Raw -9682302.694732 + Penalty 4199.263761 = -9678103.430971 nChanged 15 SP:Iteration 38Q (2452.062957 sec): 3 clusters Score: Raw -9682302.846279 + Penalty 4199.263761 = -9678103.582518 nChanged 5 SP:Iteration 39Q (2452.442176 sec): 3 clusters Score: Raw -9682302.891664 + Penalty 4199.263761 = -9678103.627903 nChanged 3 SP:Iteration 40F (2452.834998 sec): 3 clusters Score: Raw -9682302.909224 + Penalty 4199.263761 = -9678103.645463 nChanged 2 SP:Iteration 41Q (2453.187283 sec): 3 clusters Score: Raw -9682302.923735 + Penalty 4199.263761 = -9678103.659974 nChanged 3 SP:Iteration 42Q (2453.533060 sec): 3 clusters Score: Raw -9682302.949391 + Penalty 4199.263761 = -9678103.685630 nChanged 0 SP:Iteration 43F (2453.875852 sec): 3 clusters Score: Raw -9682302.949391 + Penalty 4199.263761 = -9678103.685630 nChanged 0 Score: Raw -11665086.123649 + Penalty 8578.789664 = -11656507.333985 Splitting cluster 2 changes total score from -11512279.075174 to -11656507.333985 So it's getting split into cluster 4. Iteration 20F (2455.570710 sec): 5 clusters Score: Raw -11669204.850906 + Penalty 8578.789664 = -11660626.061242 nChanged 4015 Iteration 21Q (2456.301222 sec): 5 clusters Score: Raw -11671270.345633 + Penalty 8578.789664 = -11662691.555969 nChanged 2836 Iteration 22Q (2457.233494 sec): 5 clusters Score: Raw -11672487.959427 + Penalty 8578.789664 = -11663909.169764 nChanged 2690 Iteration 23Q (2458.102068 sec): 5 clusters Score: Raw -11673662.706844 + Penalty 8578.789664 = -11665083.917180 nChanged 2620 Iteration 24Q (2459.007216 sec): 5 clusters Score: Raw -11674753.204895 + Penalty 8578.789664 = -11666174.415231 nChanged 2686 Iteration 25Q (2459.774588 sec): 5 clusters Score: Raw -11675785.443284 + Penalty 8578.789664 = -11667206.653620 nChanged 2532 Iteration 26Q (2460.440526 sec): 5 clusters Score: Raw -11676686.403429 + Penalty 8578.789664 = -11668107.613765 nChanged 2466 Iteration 27Q (2461.193124 sec): 5 clusters Score: Raw -11677478.687187 + Penalty 8578.789664 = -11668899.897524 nChanged 2340 Iteration 28Q (2461.949377 sec): 5 clusters Score: Raw -11678168.207613 + Penalty 8578.789664 = -11669589.417949 nChanged 2112 Iteration 29Q (2462.714046 sec): 5 clusters Score: Raw -11678723.104183 + Penalty 8578.789664 = -11670144.314519 nChanged 1975 Iteration 30Q (2463.437130 sec): 5 clusters Score: Raw -11679190.279739 + Penalty 8578.789664 = -11670611.490076 nChanged 1800 Iteration 31Q (2464.146762 sec): 5 clusters Score: Raw -11679584.441569 + Penalty 8578.789664 = -11671005.651905 nChanged 1605 Iteration 32Q (2464.888408 sec): 5 clusters Score: Raw -11679908.061786 + Penalty 8578.789664 = -11671329.272122 nChanged 1430 Iteration 33Q (2465.701746 sec): 5 clusters Score: Raw -11680173.989196 + Penalty 8578.789664 = -11671595.199532 nChanged 1338 Iteration 34Q (2466.398514 sec): 5 clusters Score: Raw -11680393.652532 + Penalty 8578.789664 = -11671814.862868 nChanged 1193 Iteration 35Q (2467.086187 sec): 5 clusters Score: Raw -11680578.136364 + Penalty 8578.789664 = -11671999.346700 nChanged 1080 Iteration 36Q (2467.866261 sec): 5 clusters Score: Raw -11680730.561309 + Penalty 8578.789664 = -11672151.771645 nChanged 970 Iteration 37Q (2468.658762 sec): 5 clusters Score: Raw -11680864.871385 + Penalty 8578.789664 = -11672286.081721 nChanged 919 Iteration 38Q (2469.389623 sec): 5 clusters Score: Raw -11680980.437684 + Penalty 8578.789664 = -11672401.648020 nChanged 839 Iteration 39Q (2470.271180 sec): 5 clusters Score: Raw -11681079.114442 + Penalty 8578.789664 = -11672500.324779 nChanged 799 Iteration 40F (2471.293963 sec): 5 clusters Score: Raw -11681175.912399 + Penalty 8578.789664 = -11672597.122736 nChanged 759 Iteration 41Q (2472.198629 sec): 5 clusters Score: Raw -11681263.199776 + Penalty 8578.789664 = -11672684.410112 nChanged 709 Iteration 42Q (2473.008958 sec): 5 clusters Score: Raw -11681349.143940 + Penalty 8578.789664 = -11672770.354276 nChanged 703 Iteration 43Q (2473.722604 sec): 5 clusters Score: Raw -11681435.844625 + Penalty 8578.789664 = -11672857.054961 nChanged 678 Iteration 44Q (2474.439069 sec): 5 clusters Score: Raw -11681524.122249 + Penalty 8578.789664 = -11672945.332585 nChanged 676 Iteration 45Q (2475.206614 sec): 5 clusters Score: Raw -11681617.005397 + Penalty 8578.789664 = -11673038.215734 nChanged 687 Iteration 46Q (2475.943519 sec): 5 clusters Score: Raw -11681723.279637 + Penalty 8578.789664 = -11673144.489973 nChanged 754 Iteration 47Q (2476.690444 sec): 5 clusters Score: Raw -11681861.145691 + Penalty 8578.789664 = -11673282.356027 nChanged 804 Iteration 48Q (2477.480710 sec): 5 clusters Score: Raw -11682054.812086 + Penalty 8578.789664 = -11673476.022422 nChanged 886 Iteration 49Q (2478.297497 sec): 5 clusters Score: Raw -11682369.173829 + Penalty 8578.789664 = -11673790.384165 nChanged 1068 Iteration 50Q (2479.036336 sec): 5 clusters Score: Raw -11682889.844406 + Penalty 8578.789664 = -11674311.054742 nChanged 1348 Iteration 51Q (2479.725025 sec): 5 clusters Score: Raw -11683681.641243 + Penalty 8578.789664 = -11675102.851579 nChanged 1597 Iteration 52Q (2480.474068 sec): 5 clusters Score: Raw -11684669.653136 + Penalty 8578.789664 = -11676090.863472 nChanged 1794 Iteration 53Q (2481.244770 sec): 5 clusters Score: Raw -11685624.061021 + Penalty 8578.789664 = -11677045.271357 nChanged 1873 Iteration 54Q (2482.025722 sec): 5 clusters Score: Raw -11686364.599467 + Penalty 8578.789664 = -11677785.809804 nChanged 1700 Iteration 55Q (2482.859265 sec): 5 clusters Score: Raw -11686889.883173 + Penalty 8578.789664 = -11678311.093509 nChanged 1572 Iteration 56Q (2483.740724 sec): 5 clusters Score: Raw -11687266.551457 + Penalty 8578.789664 = -11678687.761793 nChanged 1436 Iteration 57Q (2484.654145 sec): 5 clusters Score: Raw -11687549.648151 + Penalty 8578.789664 = -11678970.858487 nChanged 1280 Iteration 58Q (2485.423005 sec): 5 clusters Score: Raw -11687768.283307 + Penalty 8578.789664 = -11679189.493643 nChanged 1127 Writing temp clu file Because OldScore, -11678970.858487, is greater than current (better) Score,-11679189.493643 Compute initial score before splitting: Score: Raw -11687768.283307 + Penalty 8578.789664 = -11679189.493643 Trying to split cluster 1 (47474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2485.807280 sec): 2 clusters Score: Raw -2495872.016134 + Penalty 1889.773026 = -2493982.243108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2485.999901 sec): 3 clusters Score: Raw -2466126.639343 + Penalty 3779.546053 = -2462347.093291 nChanged 22406 SP:Iteration 1F (2486.195446 sec): 3 clusters Score: Raw -2484068.536329 + Penalty 3779.546053 = -2480288.990276 nChanged 5336 SP:Iteration 2F (2486.349963 sec): 3 clusters Score: Raw -2490775.376712 + Penalty 3779.546053 = -2486995.830659 nChanged 5240 SP:Iteration 3F (2486.513481 sec): 3 clusters Score: Raw -2497557.542436 + Penalty 3779.546053 = -2493777.996384 nChanged 4295 SP:Iteration 4F (2486.663594 sec): 3 clusters Score: Raw -2502212.468777 + Penalty 3779.546053 = -2498432.922725 nChanged 2970 SP:Iteration 5F (2486.838650 sec): 3 clusters Score: Raw -2504244.014238 + Penalty 3779.546053 = -2500464.468186 nChanged 1881 SP:Iteration 6Q (2486.988154 sec): 3 clusters Score: Raw -2505102.878753 + Penalty 3779.546053 = -2501323.332700 nChanged 1160 SP:Iteration 7Q (2487.138620 sec): 3 clusters Score: Raw -2505504.729752 + Penalty 3779.546053 = -2501725.183699 nChanged 833 SP:Iteration 8Q (2487.271519 sec): 3 clusters Score: Raw -2505760.345651 + Penalty 3779.546053 = -2501980.799599 nChanged 667 SP:Iteration 9Q (2487.459826 sec): 3 clusters Score: Raw -2505978.409596 + Penalty 3779.546053 = -2502198.863544 nChanged 589 SP:Iteration 10Q (2487.646661 sec): 3 clusters Score: Raw -2506171.260962 + Penalty 3779.546053 = -2502391.714909 nChanged 571 SP:Iteration 11Q (2487.858371 sec): 3 clusters Score: Raw -2506368.395268 + Penalty 3779.546053 = -2502588.849215 nChanged 554 SP:Iteration 12Q (2488.045534 sec): 3 clusters Score: Raw -2506576.849823 + Penalty 3779.546053 = -2502797.303771 nChanged 579 SP:Iteration 13Q (2488.229620 sec): 3 clusters Score: Raw -2506786.515240 + Penalty 3779.546053 = -2503006.969187 nChanged 558 SP:Iteration 14Q (2488.411986 sec): 3 clusters Score: Raw -2506989.831111 + Penalty 3779.546053 = -2503210.285059 nChanged 561 SP:Iteration 15Q (2488.596837 sec): 3 clusters Score: Raw -2507195.504474 + Penalty 3779.546053 = -2503415.958421 nChanged 541 SP:Iteration 16Q (2488.765620 sec): 3 clusters Score: Raw -2507414.377217 + Penalty 3779.546053 = -2503634.831165 nChanged 554 SP:Iteration 17Q (2488.921741 sec): 3 clusters Score: Raw -2507638.308738 + Penalty 3779.546053 = -2503858.762686 nChanged 550 SP:Iteration 18Q (2489.114776 sec): 3 clusters Score: Raw -2507853.263728 + Penalty 3779.546053 = -2504073.717676 nChanged 521 SP:Iteration 19Q (2489.290094 sec): 3 clusters Score: Raw -2508044.019757 + Penalty 3779.546053 = -2504264.473704 nChanged 474 SP:Iteration 20F (2489.439829 sec): 3 clusters Score: Raw -2508277.302566 + Penalty 3779.546053 = -2504497.756513 nChanged 483 SP:Iteration 21Q (2489.608477 sec): 3 clusters Score: Raw -2508507.167717 + Penalty 3779.546053 = -2504727.621665 nChanged 552 SP:Iteration 22Q (2489.771283 sec): 3 clusters Score: Raw -2508720.452934 + Penalty 3779.546053 = -2504940.906882 nChanged 533 SP:Iteration 23Q (2489.930295 sec): 3 clusters Score: Raw -2508931.353417 + Penalty 3779.546053 = -2505151.807364 nChanged 526 SP:Iteration 24Q (2490.093138 sec): 3 clusters Score: Raw -2509146.291447 + Penalty 3779.546053 = -2505366.745394 nChanged 518 SP:Iteration 25Q (2490.266310 sec): 3 clusters Score: Raw -2509348.236734 + Penalty 3779.546053 = -2505568.690682 nChanged 482 SP:Iteration 26Q (2490.429120 sec): 3 clusters Score: Raw -2509477.635697 + Penalty 3779.546053 = -2505698.089644 nChanged 382 SP:Iteration 27Q (2490.593645 sec): 3 clusters Score: Raw -2509572.063773 + Penalty 3779.546053 = -2505792.517721 nChanged 346 SP:Iteration 28Q (2490.761630 sec): 3 clusters Score: Raw -2509647.935287 + Penalty 3779.546053 = -2505868.389234 nChanged 274 SP:Iteration 29Q (2490.932741 sec): 3 clusters Score: Raw -2509714.002495 + Penalty 3779.546053 = -2505934.456443 nChanged 268 SP:Iteration 30Q (2491.108494 sec): 3 clusters Score: Raw -2509776.124639 + Penalty 3779.546053 = -2505996.578586 nChanged 230 SP:Iteration 31Q (2491.282674 sec): 3 clusters Score: Raw -2509827.940633 + Penalty 3779.546053 = -2506048.394580 nChanged 213 SP:Iteration 32Q (2491.448631 sec): 3 clusters Score: Raw -2509867.564229 + Penalty 3779.546053 = -2506088.018177 nChanged 177 SP:Iteration 33Q (2491.637939 sec): 3 clusters Score: Raw -2509892.096116 + Penalty 3779.546053 = -2506112.550063 nChanged 158 SP:Iteration 34Q (2491.810761 sec): 3 clusters Score: Raw -2509908.668206 + Penalty 3779.546053 = -2506129.122154 nChanged 147 SP:Iteration 35Q (2492.002896 sec): 3 clusters Score: Raw -2509924.683236 + Penalty 3779.546053 = -2506145.137184 nChanged 147 SP:Iteration 36Q (2492.170294 sec): 3 clusters Score: Raw -2509940.656341 + Penalty 3779.546053 = -2506161.110289 nChanged 152 SP:Iteration 37Q (2492.351872 sec): 3 clusters Score: Raw -2509957.595827 + Penalty 3779.546053 = -2506178.049774 nChanged 156 SP:Iteration 38Q (2492.499887 sec): 3 clusters Score: Raw -2509973.466629 + Penalty 3779.546053 = -2506193.920576 nChanged 126 SP:Iteration 39Q (2492.629016 sec): 3 clusters Score: Raw -2509984.648540 + Penalty 3779.546053 = -2506205.102487 nChanged 118 SP:Iteration 40F (2492.811384 sec): 3 clusters Score: Raw -2509995.126006 + Penalty 3779.546053 = -2506215.579954 nChanged 122 SP:Iteration 41Q (2493.003653 sec): 3 clusters Score: Raw -2510005.473246 + Penalty 3779.546053 = -2506225.927193 nChanged 117 SP:Iteration 42Q (2493.204127 sec): 3 clusters Score: Raw -2510014.962058 + Penalty 3779.546053 = -2506235.416005 nChanged 119 SP:Iteration 43Q (2493.468427 sec): 3 clusters Score: Raw -2510025.109259 + Penalty 3779.546053 = -2506245.563206 nChanged 108 SP:Iteration 44Q (2493.666202 sec): 3 clusters Score: Raw -2510033.808205 + Penalty 3779.546053 = -2506254.262153 nChanged 110 SP:Iteration 45Q (2493.870383 sec): 3 clusters Score: Raw -2510043.519173 + Penalty 3779.546053 = -2506263.973120 nChanged 120 SP:Iteration 46Q (2494.085379 sec): 3 clusters Score: Raw -2510051.767431 + Penalty 3779.546053 = -2506272.221379 nChanged 103 SP:Iteration 47Q (2494.352770 sec): 3 clusters Score: Raw -2510058.561483 + Penalty 3779.546053 = -2506279.015430 nChanged 94 SP:Iteration 48Q (2494.546407 sec): 3 clusters Score: Raw -2510064.633442 + Penalty 3779.546053 = -2506285.087390 nChanged 90 SP:Iteration 49Q (2494.767337 sec): 3 clusters Score: Raw -2510071.025983 + Penalty 3779.546053 = -2506291.479931 nChanged 83 SP:Iteration 50Q (2494.974767 sec): 3 clusters Score: Raw -2510077.158779 + Penalty 3779.546053 = -2506297.612726 nChanged 94 SP:Iteration 51Q (2495.196229 sec): 3 clusters Score: Raw -2510085.344267 + Penalty 3779.546053 = -2506305.798215 nChanged 103 SP:Iteration 52Q (2495.411421 sec): 3 clusters Score: Raw -2510093.596298 + Penalty 3779.546053 = -2506314.050245 nChanged 88 SP:Iteration 53Q (2495.619947 sec): 3 clusters Score: Raw -2510100.271170 + Penalty 3779.546053 = -2506320.725118 nChanged 78 SP:Iteration 54Q (2495.833812 sec): 3 clusters Score: Raw -2510106.282493 + Penalty 3779.546053 = -2506326.736441 nChanged 74 SP:Iteration 55Q (2496.057909 sec): 3 clusters Score: Raw -2510112.727261 + Penalty 3779.546053 = -2506333.181208 nChanged 85 SP:Iteration 56Q (2496.259301 sec): 3 clusters Score: Raw -2510122.250343 + Penalty 3779.546053 = -2506342.704291 nChanged 88 SP:Iteration 57Q (2496.423086 sec): 3 clusters Score: Raw -2510130.636498 + Penalty 3779.546053 = -2506351.090446 nChanged 95 SP:Iteration 58Q (2496.594521 sec): 3 clusters Score: Raw -2510141.564885 + Penalty 3779.546053 = -2506362.018832 nChanged 107 SP:Iteration 59Q (2496.765569 sec): 3 clusters Score: Raw -2510152.208110 + Penalty 3779.546053 = -2506372.662057 nChanged 103 SP:Iteration 60F (2496.922808 sec): 3 clusters Score: Raw -2510163.479286 + Penalty 3779.546053 = -2506383.933234 nChanged 109 SP:Iteration 61Q (2497.117052 sec): 3 clusters Score: Raw -2510176.764449 + Penalty 3779.546053 = -2506397.218396 nChanged 114 SP:Iteration 62Q (2497.286941 sec): 3 clusters Score: Raw -2510190.330484 + Penalty 3779.546053 = -2506410.784432 nChanged 121 SP:Iteration 63Q (2497.454814 sec): 3 clusters Score: Raw -2510201.825755 + Penalty 3779.546053 = -2506422.279702 nChanged 95 SP:Iteration 64Q (2497.635061 sec): 3 clusters Score: Raw -2510210.603139 + Penalty 3779.546053 = -2506431.057086 nChanged 114 SP:Iteration 65Q (2497.799645 sec): 3 clusters Score: Raw -2510220.405071 + Penalty 3779.546053 = -2506440.859018 nChanged 103 SP:Iteration 66Q (2497.990074 sec): 3 clusters Score: Raw -2510230.170938 + Penalty 3779.546053 = -2506450.624885 nChanged 104 SP:Iteration 67Q (2498.180978 sec): 3 clusters Score: Raw -2510240.061370 + Penalty 3779.546053 = -2506460.515317 nChanged 107 SP:Iteration 68Q (2498.367356 sec): 3 clusters Score: Raw -2510251.451917 + Penalty 3779.546053 = -2506471.905865 nChanged 107 SP:Iteration 69Q (2498.553402 sec): 3 clusters Score: Raw -2510264.804794 + Penalty 3779.546053 = -2506485.258741 nChanged 119 SP:Iteration 70Q (2498.724264 sec): 3 clusters Score: Raw -2510279.907825 + Penalty 3779.546053 = -2506500.361772 nChanged 135 SP:Iteration 71Q (2498.905797 sec): 3 clusters Score: Raw -2510298.166024 + Penalty 3779.546053 = -2506518.619972 nChanged 133 SP:Iteration 72Q (2499.078965 sec): 3 clusters Score: Raw -2510317.230796 + Penalty 3779.546053 = -2506537.684743 nChanged 133 SP:Iteration 73Q (2499.243042 sec): 3 clusters Score: Raw -2510337.559594 + Penalty 3779.546053 = -2506558.013541 nChanged 140 SP:Iteration 74Q (2499.407101 sec): 3 clusters Score: Raw -2510362.515120 + Penalty 3779.546053 = -2506582.969067 nChanged 158 SP:Iteration 75Q (2499.577199 sec): 3 clusters Score: Raw -2510394.780641 + Penalty 3779.546053 = -2506615.234589 nChanged 188 SP:Iteration 76Q (2499.757292 sec): 3 clusters Score: Raw -2510434.702765 + Penalty 3779.546053 = -2506655.156712 nChanged 207 SP:Iteration 77Q (2499.923448 sec): 3 clusters Score: Raw -2510485.069256 + Penalty 3779.546053 = -2506705.523204 nChanged 233 SP:Iteration 78Q (2500.076232 sec): 3 clusters Score: Raw -2510544.357602 + Penalty 3779.546053 = -2506764.811550 nChanged 248 SP:Iteration 79Q (2500.230934 sec): 3 clusters Score: Raw -2510616.806646 + Penalty 3779.546053 = -2506837.260593 nChanged 278 SP:Iteration 80F (2500.405141 sec): 3 clusters Score: Raw -2510704.616399 + Penalty 3779.546053 = -2506925.070346 nChanged 287 SP:Iteration 81Q (2500.593339 sec): 3 clusters Score: Raw -2510801.299684 + Penalty 3779.546053 = -2507021.753631 nChanged 307 SP:Iteration 82Q (2500.774233 sec): 3 clusters Score: Raw -2510905.563964 + Penalty 3779.546053 = -2507126.017911 nChanged 307 SP:Iteration 83Q (2500.931627 sec): 3 clusters Score: Raw -2511002.608209 + Penalty 3779.546053 = -2507223.062157 nChanged 295 SP:Iteration 84Q (2501.116834 sec): 3 clusters Score: Raw -2511095.352775 + Penalty 3779.546053 = -2507315.806723 nChanged 291 SP:Iteration 85Q (2501.291638 sec): 3 clusters Score: Raw -2511178.459238 + Penalty 3779.546053 = -2507398.913185 nChanged 250 SP:Iteration 86Q (2501.456383 sec): 3 clusters Score: Raw -2511242.300700 + Penalty 3779.546053 = -2507462.754647 nChanged 206 SP:Iteration 87Q (2501.641321 sec): 3 clusters Score: Raw -2511289.597168 + Penalty 3779.546053 = -2507510.051115 nChanged 199 SP:Iteration 88Q (2501.818996 sec): 3 clusters Score: Raw -2511331.994129 + Penalty 3779.546053 = -2507552.448076 nChanged 186 SP:Iteration 89Q (2501.997568 sec): 3 clusters Score: Raw -2511373.188368 + Penalty 3779.546053 = -2507593.642316 nChanged 187 SP:Iteration 90Q (2502.171975 sec): 3 clusters Score: Raw -2511412.743064 + Penalty 3779.546053 = -2507633.197011 nChanged 173 SP:Iteration 91Q (2502.346657 sec): 3 clusters Score: Raw -2511444.004295 + Penalty 3779.546053 = -2507664.458242 nChanged 162 SP:Iteration 92Q (2502.515370 sec): 3 clusters Score: Raw -2511471.178679 + Penalty 3779.546053 = -2507691.632627 nChanged 146 SP:Iteration 93Q (2502.680835 sec): 3 clusters Score: Raw -2511492.466527 + Penalty 3779.546053 = -2507712.920474 nChanged 130 SP:Iteration 94Q (2502.823694 sec): 3 clusters Score: Raw -2511512.315882 + Penalty 3779.546053 = -2507732.769830 nChanged 116 SP:Iteration 95Q (2503.003787 sec): 3 clusters Score: Raw -2511527.035124 + Penalty 3779.546053 = -2507747.489071 nChanged 109 SP:Iteration 96Q (2503.154904 sec): 3 clusters Score: Raw -2511541.416054 + Penalty 3779.546053 = -2507761.870002 nChanged 105 SP:Iteration 97Q (2503.319077 sec): 3 clusters Score: Raw -2511555.840394 + Penalty 3779.546053 = -2507776.294341 nChanged 92 SP:Iteration 98Q (2503.487578 sec): 3 clusters Score: Raw -2511566.699766 + Penalty 3779.546053 = -2507787.153713 nChanged 82 SP:Iteration 99Q (2503.658348 sec): 3 clusters Score: Raw -2511574.440770 + Penalty 3779.546053 = -2507794.894717 nChanged 74 SP:Iteration 100F (2503.839621 sec): 3 clusters Score: Raw -2511581.689509 + Penalty 3779.546053 = -2507802.143457 nChanged 82 SP:Iteration 101Q (2503.987420 sec): 3 clusters Score: Raw -2511588.841666 + Penalty 3779.546053 = -2507809.295613 nChanged 59 SP:Iteration 102Q (2504.168230 sec): 3 clusters Score: Raw -2511593.655726 + Penalty 3779.546053 = -2507814.109673 nChanged 40 SP:Iteration 103Q (2504.321529 sec): 3 clusters Score: Raw -2511596.388827 + Penalty 3779.546053 = -2507816.842774 nChanged 41 SP:Iteration 104Q (2504.483999 sec): 3 clusters Score: Raw -2511599.172938 + Penalty 3779.546053 = -2507819.626885 nChanged 39 SP:Iteration 105Q (2504.633465 sec): 3 clusters Score: Raw -2511601.711647 + Penalty 3779.546053 = -2507822.165595 nChanged 26 SP:Iteration 106Q (2504.788749 sec): 3 clusters Score: Raw -2511603.152700 + Penalty 3779.546053 = -2507823.606647 nChanged 26 SP:Iteration 107Q (2504.940912 sec): 3 clusters Score: Raw -2511604.513420 + Penalty 3779.546053 = -2507824.967367 nChanged 27 SP:Iteration 108Q (2505.094483 sec): 3 clusters Score: Raw -2511605.572104 + Penalty 3779.546053 = -2507826.026051 nChanged 21 SP:Iteration 109Q (2505.282009 sec): 3 clusters Score: Raw -2511606.639042 + Penalty 3779.546053 = -2507827.092989 nChanged 21 SP:Iteration 110Q (2505.438753 sec): 3 clusters Score: Raw -2511607.730532 + Penalty 3779.546053 = -2507828.184479 nChanged 26 SP:Iteration 111Q (2505.628791 sec): 3 clusters Score: Raw -2511609.678865 + Penalty 3779.546053 = -2507830.132812 nChanged 37 SP:Iteration 112Q (2505.807911 sec): 3 clusters Score: Raw -2511612.378264 + Penalty 3779.546053 = -2507832.832211 nChanged 31 SP:Iteration 113Q (2506.037739 sec): 3 clusters Score: Raw -2511614.233526 + Penalty 3779.546053 = -2507834.687473 nChanged 28 SP:Iteration 114Q (2506.268333 sec): 3 clusters Score: Raw -2511616.072085 + Penalty 3779.546053 = -2507836.526033 nChanged 29 SP:Iteration 115Q (2506.506296 sec): 3 clusters Score: Raw -2511618.243594 + Penalty 3779.546053 = -2507838.697542 nChanged 32 SP:Iteration 116Q (2506.692087 sec): 3 clusters Score: Raw -2511619.865799 + Penalty 3779.546053 = -2507840.319746 nChanged 23 SP:Iteration 117Q (2506.879235 sec): 3 clusters Score: Raw -2511622.077299 + Penalty 3779.546053 = -2507842.531247 nChanged 27 SP:Iteration 118Q (2507.092782 sec): 3 clusters Score: Raw -2511623.901599 + Penalty 3779.546053 = -2507844.355546 nChanged 27 SP:Iteration 119Q (2507.311915 sec): 3 clusters Score: Raw -2511625.074010 + Penalty 3779.546053 = -2507845.527958 nChanged 13 SP:Iteration 120F (2507.476893 sec): 3 clusters Score: Raw -2511625.565599 + Penalty 3779.546053 = -2507846.019547 nChanged 13 SP:Iteration 121Q (2507.687800 sec): 3 clusters Score: Raw -2511625.950842 + Penalty 3779.546053 = -2507846.404790 nChanged 7 SP:Iteration 122Q (2507.885294 sec): 3 clusters Score: Raw -2511626.134059 + Penalty 3779.546053 = -2507846.588007 nChanged 6 SP:Iteration 123Q (2508.089145 sec): 3 clusters Score: Raw -2511626.465902 + Penalty 3779.546053 = -2507846.919850 nChanged 7 SP:Iteration 124Q (2508.305281 sec): 3 clusters Score: Raw -2511626.900930 + Penalty 3779.546053 = -2507847.354877 nChanged 11 SP:Iteration 125Q (2508.520624 sec): 3 clusters Score: Raw -2511627.409165 + Penalty 3779.546053 = -2507847.863112 nChanged 8 SP:Iteration 126Q (2508.723026 sec): 3 clusters Score: Raw -2511627.709944 + Penalty 3779.546053 = -2507848.163891 nChanged 8 SP:Iteration 127Q (2508.904129 sec): 3 clusters Score: Raw -2511627.922911 + Penalty 3779.546053 = -2507848.376859 nChanged 6 SP:Iteration 128Q (2509.088704 sec): 3 clusters Score: Raw -2511628.218289 + Penalty 3779.546053 = -2507848.672237 nChanged 5 SP:Iteration 129Q (2509.260862 sec): 3 clusters Score: Raw -2511628.362462 + Penalty 3779.546053 = -2507848.816409 nChanged 5 SP:Iteration 130Q (2509.431685 sec): 3 clusters Score: Raw -2511628.499158 + Penalty 3779.546053 = -2507848.953106 nChanged 6 SP:Iteration 131Q (2509.597898 sec): 3 clusters Score: Raw -2511628.729370 + Penalty 3779.546053 = -2507849.183317 nChanged 5 SP:Iteration 132Q (2509.767388 sec): 3 clusters Score: Raw -2511628.863651 + Penalty 3779.546053 = -2507849.317599 nChanged 7 SP:Iteration 133Q (2509.944781 sec): 3 clusters Score: Raw -2511629.067789 + Penalty 3779.546053 = -2507849.521736 nChanged 8 SP:Iteration 134Q (2510.120053 sec): 3 clusters Score: Raw -2511629.302528 + Penalty 3779.546053 = -2507849.756475 nChanged 4 SP:Iteration 135Q (2510.319755 sec): 3 clusters Score: Raw -2511629.512745 + Penalty 3779.546053 = -2507849.966692 nChanged 3 SP:Iteration 136Q (2510.500689 sec): 3 clusters Score: Raw -2511629.636191 + Penalty 3779.546053 = -2507850.090139 nChanged 2 SP:Iteration 137Q (2510.668985 sec): 3 clusters Score: Raw -2511629.702039 + Penalty 3779.546053 = -2507850.155986 nChanged 5 SP:Iteration 138Q (2510.838031 sec): 3 clusters Score: Raw -2511629.808986 + Penalty 3779.546053 = -2507850.262933 nChanged 1 SP:Iteration 139Q (2511.020922 sec): 3 clusters Score: Raw -2511629.829834 + Penalty 3779.546053 = -2507850.283781 nChanged 1 SP:Iteration 140F (2511.187732 sec): 3 clusters Score: Raw -2511629.856866 + Penalty 3779.546053 = -2507850.310814 nChanged 2 SP:Iteration 141Q (2511.341016 sec): 3 clusters Score: Raw -2511629.959692 + Penalty 3779.546053 = -2507850.413639 nChanged 2 SP:Iteration 142Q (2511.519750 sec): 3 clusters Score: Raw -2511629.981885 + Penalty 3779.546053 = -2507850.435832 nChanged 0 SP:Iteration 143F (2511.685192 sec): 3 clusters Score: Raw -2511629.981885 + Penalty 3779.546053 = -2507850.435832 nChanged 0 Score: Raw -11703620.523249 + Penalty 10723.487080 = -11692897.036169 Splitting cluster 1 changes total score from -11679189.493643 to -11692897.036169 So it's getting split into cluster 5. Trying to split cluster 2 (82666 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2512.880631 sec): 2 clusters Score: Raw -5437303.648905 + Penalty 1987.109924 = -5435316.538981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2513.124433 sec): 3 clusters Score: Raw -5384154.150286 + Penalty 3974.219849 = -5380179.930438 nChanged 39417 SP:Iteration 1F (2513.371837 sec): 3 clusters Score: Raw -5409922.326277 + Penalty 3974.219849 = -5405948.106428 nChanged 6320 SP:Iteration 2F (2513.613426 sec): 3 clusters Score: Raw -5415040.772666 + Penalty 3974.219849 = -5411066.552817 nChanged 7646 SP:Iteration 3F (2513.829039 sec): 3 clusters Score: Raw -5422021.704218 + Penalty 3974.219849 = -5418047.484369 nChanged 7429 SP:Iteration 4F (2514.098576 sec): 3 clusters Score: Raw -5428053.258653 + Penalty 3974.219849 = -5424079.038804 nChanged 5904 SP:Iteration 5F (2514.339279 sec): 3 clusters Score: Raw -5431999.967556 + Penalty 3974.219849 = -5428025.747707 nChanged 4181 SP:Iteration 6F (2514.571779 sec): 3 clusters Score: Raw -5434629.164784 + Penalty 3974.219849 = -5430654.944935 nChanged 3080 SP:Iteration 7Q (2514.833087 sec): 3 clusters Score: Raw -5436532.236655 + Penalty 3974.219849 = -5432558.016807 nChanged 2222 SP:Iteration 8Q (2515.097113 sec): 3 clusters Score: Raw -5437775.999807 + Penalty 3974.219849 = -5433801.779958 nChanged 1656 SP:Iteration 9Q (2515.358334 sec): 3 clusters Score: Raw -5438512.835785 + Penalty 3974.219849 = -5434538.615936 nChanged 1263 SP:Iteration 10Q (2515.621841 sec): 3 clusters Score: Raw -5438989.238533 + Penalty 3974.219849 = -5435015.018684 nChanged 1048 SP:Iteration 11Q (2515.890406 sec): 3 clusters Score: Raw -5439335.449565 + Penalty 3974.219849 = -5435361.229716 nChanged 897 SP:Iteration 12Q (2516.151558 sec): 3 clusters Score: Raw -5439609.343943 + Penalty 3974.219849 = -5435635.124094 nChanged 821 SP:Iteration 13Q (2516.426139 sec): 3 clusters Score: Raw -5439825.196722 + Penalty 3974.219849 = -5435850.976873 nChanged 708 SP:Iteration 14Q (2516.665580 sec): 3 clusters Score: Raw -5439996.857773 + Penalty 3974.219849 = -5436022.637924 nChanged 661 SP:Iteration 15Q (2516.923775 sec): 3 clusters Score: Raw -5440148.407998 + Penalty 3974.219849 = -5436174.188149 nChanged 611 SP:Iteration 16Q (2517.181903 sec): 3 clusters Score: Raw -5440266.895077 + Penalty 3974.219849 = -5436292.675228 nChanged 566 SP:Iteration 17Q (2517.412772 sec): 3 clusters Score: Raw -5440378.252539 + Penalty 3974.219849 = -5436404.032691 nChanged 546 SP:Iteration 18Q (2517.669416 sec): 3 clusters Score: Raw -5440489.453554 + Penalty 3974.219849 = -5436515.233705 nChanged 492 SP:Iteration 19Q (2517.882389 sec): 3 clusters Score: Raw -5440586.674245 + Penalty 3974.219849 = -5436612.454396 nChanged 519 SP:Iteration 20F (2518.119919 sec): 3 clusters Score: Raw -5440684.182178 + Penalty 3974.219849 = -5436709.962329 nChanged 513 SP:Iteration 21Q (2518.359741 sec): 3 clusters Score: Raw -5440774.316805 + Penalty 3974.219849 = -5436800.096956 nChanged 495 SP:Iteration 22Q (2518.567348 sec): 3 clusters Score: Raw -5440850.891146 + Penalty 3974.219849 = -5436876.671297 nChanged 407 SP:Iteration 23Q (2518.871488 sec): 3 clusters Score: Raw -5440914.740320 + Penalty 3974.219849 = -5436940.520471 nChanged 427 SP:Iteration 24Q (2519.201191 sec): 3 clusters Score: Raw -5440985.215870 + Penalty 3974.219849 = -5437010.996021 nChanged 395 SP:Iteration 25Q (2519.486643 sec): 3 clusters Score: Raw -5441042.478685 + Penalty 3974.219849 = -5437068.258836 nChanged 347 SP:Iteration 26Q (2519.804189 sec): 3 clusters Score: Raw -5441091.358712 + Penalty 3974.219849 = -5437117.138863 nChanged 316 SP:Iteration 27Q (2520.093940 sec): 3 clusters Score: Raw -5441136.349728 + Penalty 3974.219849 = -5437162.129879 nChanged 319 SP:Iteration 28Q (2520.404521 sec): 3 clusters Score: Raw -5441182.760365 + Penalty 3974.219849 = -5437208.540516 nChanged 302 SP:Iteration 29Q (2520.664661 sec): 3 clusters Score: Raw -5441227.014963 + Penalty 3974.219849 = -5437252.795114 nChanged 288 SP:Iteration 30Q (2520.912589 sec): 3 clusters Score: Raw -5441271.960833 + Penalty 3974.219849 = -5437297.740985 nChanged 263 SP:Iteration 31Q (2521.172146 sec): 3 clusters Score: Raw -5441311.742900 + Penalty 3974.219849 = -5437337.523051 nChanged 240 SP:Iteration 32Q (2521.427926 sec): 3 clusters Score: Raw -5441348.787213 + Penalty 3974.219849 = -5437374.567364 nChanged 235 SP:Iteration 33Q (2521.683272 sec): 3 clusters Score: Raw -5441383.168574 + Penalty 3974.219849 = -5437408.948725 nChanged 210 SP:Iteration 34Q (2521.922795 sec): 3 clusters Score: Raw -5441418.675511 + Penalty 3974.219849 = -5437444.455662 nChanged 241 SP:Iteration 35Q (2522.182830 sec): 3 clusters Score: Raw -5441463.527640 + Penalty 3974.219849 = -5437489.307791 nChanged 247 SP:Iteration 36Q (2522.445271 sec): 3 clusters Score: Raw -5441519.869615 + Penalty 3974.219849 = -5437545.649766 nChanged 275 SP:Iteration 37Q (2522.690740 sec): 3 clusters Score: Raw -5441584.064560 + Penalty 3974.219849 = -5437609.844711 nChanged 268 SP:Iteration 38Q (2522.955218 sec): 3 clusters Score: Raw -5441659.397597 + Penalty 3974.219849 = -5437685.177748 nChanged 301 SP:Iteration 39Q (2523.201434 sec): 3 clusters Score: Raw -5441754.365946 + Penalty 3974.219849 = -5437780.146097 nChanged 303 SP:Iteration 40F (2523.437419 sec): 3 clusters Score: Raw -5441865.569703 + Penalty 3974.219849 = -5437891.349854 nChanged 332 SP:Iteration 41Q (2523.677549 sec): 3 clusters Score: Raw -5441996.196552 + Penalty 3974.219849 = -5438021.976704 nChanged 372 SP:Iteration 42Q (2523.925702 sec): 3 clusters Score: Raw -5442158.181170 + Penalty 3974.219849 = -5438183.961322 nChanged 381 SP:Iteration 43Q (2524.192575 sec): 3 clusters Score: Raw -5442316.152974 + Penalty 3974.219849 = -5438341.933125 nChanged 375 SP:Iteration 44Q (2524.433270 sec): 3 clusters Score: Raw -5442456.384472 + Penalty 3974.219849 = -5438482.164623 nChanged 346 SP:Iteration 45Q (2524.664702 sec): 3 clusters Score: Raw -5442577.602953 + Penalty 3974.219849 = -5438603.383104 nChanged 320 SP:Iteration 46Q (2524.925616 sec): 3 clusters Score: Raw -5442676.612299 + Penalty 3974.219849 = -5438702.392450 nChanged 268 SP:Iteration 47Q (2525.155864 sec): 3 clusters Score: Raw -5442745.686186 + Penalty 3974.219849 = -5438771.466337 nChanged 250 SP:Iteration 48Q (2525.403267 sec): 3 clusters Score: Raw -5442808.954955 + Penalty 3974.219849 = -5438834.735106 nChanged 269 SP:Iteration 49Q (2525.607180 sec): 3 clusters Score: Raw -5442866.100520 + Penalty 3974.219849 = -5438891.880671 nChanged 209 SP:Iteration 50Q (2525.828618 sec): 3 clusters Score: Raw -5442904.105688 + Penalty 3974.219849 = -5438929.885839 nChanged 177 SP:Iteration 51Q (2526.062846 sec): 3 clusters Score: Raw -5442931.143123 + Penalty 3974.219849 = -5438956.923275 nChanged 159 SP:Iteration 52Q (2526.297968 sec): 3 clusters Score: Raw -5442952.868290 + Penalty 3974.219849 = -5438978.648441 nChanged 129 SP:Iteration 53Q (2526.551805 sec): 3 clusters Score: Raw -5442969.442279 + Penalty 3974.219849 = -5438995.222430 nChanged 124 SP:Iteration 54Q (2526.813983 sec): 3 clusters Score: Raw -5442984.891667 + Penalty 3974.219849 = -5439010.671819 nChanged 112 SP:Iteration 55Q (2527.039989 sec): 3 clusters Score: Raw -5442997.105104 + Penalty 3974.219849 = -5439022.885255 nChanged 107 SP:Iteration 56Q (2527.293573 sec): 3 clusters Score: Raw -5443008.581807 + Penalty 3974.219849 = -5439034.361958 nChanged 98 SP:Iteration 57Q (2527.511991 sec): 3 clusters Score: Raw -5443019.053250 + Penalty 3974.219849 = -5439044.833401 nChanged 87 SP:Iteration 58Q (2527.702921 sec): 3 clusters Score: Raw -5443028.705399 + Penalty 3974.219849 = -5439054.485550 nChanged 95 SP:Iteration 59Q (2527.922246 sec): 3 clusters Score: Raw -5443038.758200 + Penalty 3974.219849 = -5439064.538351 nChanged 102 SP:Iteration 60F (2528.165119 sec): 3 clusters Score: Raw -5443051.317555 + Penalty 3974.219849 = -5439077.097706 nChanged 105 SP:Iteration 61Q (2528.411543 sec): 3 clusters Score: Raw -5443064.597872 + Penalty 3974.219849 = -5439090.378024 nChanged 103 SP:Iteration 62Q (2528.656358 sec): 3 clusters Score: Raw -5443076.264892 + Penalty 3974.219849 = -5439102.045043 nChanged 101 SP:Iteration 63Q (2528.891043 sec): 3 clusters Score: Raw -5443086.730108 + Penalty 3974.219849 = -5439112.510259 nChanged 98 SP:Iteration 64Q (2529.120357 sec): 3 clusters Score: Raw -5443096.679919 + Penalty 3974.219849 = -5439122.460070 nChanged 93 SP:Iteration 65Q (2529.337169 sec): 3 clusters Score: Raw -5443107.949902 + Penalty 3974.219849 = -5439133.730053 nChanged 102 SP:Iteration 66Q (2529.559474 sec): 3 clusters Score: Raw -5443119.841195 + Penalty 3974.219849 = -5439145.621346 nChanged 86 SP:Iteration 67Q (2529.782493 sec): 3 clusters Score: Raw -5443130.398921 + Penalty 3974.219849 = -5439156.179072 nChanged 111 SP:Iteration 68Q (2529.985101 sec): 3 clusters Score: Raw -5443141.736481 + Penalty 3974.219849 = -5439167.516632 nChanged 80 SP:Iteration 69Q (2530.223985 sec): 3 clusters Score: Raw -5443149.344799 + Penalty 3974.219849 = -5439175.124951 nChanged 84 SP:Iteration 70Q (2530.461716 sec): 3 clusters Score: Raw -5443156.507891 + Penalty 3974.219849 = -5439182.288042 nChanged 62 SP:Iteration 71Q (2530.707482 sec): 3 clusters Score: Raw -5443162.232563 + Penalty 3974.219849 = -5439188.012714 nChanged 55 SP:Iteration 72Q (2530.949078 sec): 3 clusters Score: Raw -5443166.615658 + Penalty 3974.219849 = -5439192.395809 nChanged 58 SP:Iteration 73Q (2531.251029 sec): 3 clusters Score: Raw -5443172.076809 + Penalty 3974.219849 = -5439197.856960 nChanged 51 SP:Iteration 74Q (2531.504423 sec): 3 clusters Score: Raw -5443176.277150 + Penalty 3974.219849 = -5439202.057301 nChanged 47 SP:Iteration 75Q (2531.774386 sec): 3 clusters Score: Raw -5443179.701285 + Penalty 3974.219849 = -5439205.481436 nChanged 58 SP:Iteration 76Q (2532.027201 sec): 3 clusters Score: Raw -5443184.778444 + Penalty 3974.219849 = -5439210.558595 nChanged 57 SP:Iteration 77Q (2532.278650 sec): 3 clusters Score: Raw -5443190.031103 + Penalty 3974.219849 = -5439215.811254 nChanged 56 SP:Iteration 78Q (2532.607431 sec): 3 clusters Score: Raw -5443193.819692 + Penalty 3974.219849 = -5439219.599843 nChanged 42 SP:Iteration 79Q (2532.866755 sec): 3 clusters Score: Raw -5443196.967404 + Penalty 3974.219849 = -5439222.747556 nChanged 42 SP:Iteration 80F (2533.145113 sec): 3 clusters Score: Raw -5443199.481290 + Penalty 3974.219849 = -5439225.261441 nChanged 44 SP:Iteration 81Q (2533.408453 sec): 3 clusters Score: Raw -5443202.252552 + Penalty 3974.219849 = -5439228.032703 nChanged 43 SP:Iteration 82Q (2533.600529 sec): 3 clusters Score: Raw -5443205.442378 + Penalty 3974.219849 = -5439231.222529 nChanged 43 SP:Iteration 83Q (2533.828328 sec): 3 clusters Score: Raw -5443209.052923 + Penalty 3974.219849 = -5439234.833074 nChanged 43 SP:Iteration 84Q (2534.058971 sec): 3 clusters Score: Raw -5443211.733477 + Penalty 3974.219849 = -5439237.513628 nChanged 36 SP:Iteration 85Q (2534.271747 sec): 3 clusters Score: Raw -5443214.199034 + Penalty 3974.219849 = -5439239.979185 nChanged 26 SP:Iteration 86Q (2534.481834 sec): 3 clusters Score: Raw -5443215.627926 + Penalty 3974.219849 = -5439241.408077 nChanged 22 SP:Iteration 87Q (2534.710593 sec): 3 clusters Score: Raw -5443216.763018 + Penalty 3974.219849 = -5439242.543169 nChanged 19 SP:Iteration 88Q (2534.944082 sec): 3 clusters Score: Raw -5443217.700506 + Penalty 3974.219849 = -5439243.480658 nChanged 17 SP:Iteration 89Q (2535.144443 sec): 3 clusters Score: Raw -5443218.442947 + Penalty 3974.219849 = -5439244.223099 nChanged 9 SP:Iteration 90Q (2535.360332 sec): 3 clusters Score: Raw -5443218.840517 + Penalty 3974.219849 = -5439244.620668 nChanged 13 SP:Iteration 91Q (2535.579995 sec): 3 clusters Score: Raw -5443219.565897 + Penalty 3974.219849 = -5439245.346048 nChanged 11 SP:Iteration 92Q (2535.821963 sec): 3 clusters Score: Raw -5443220.035273 + Penalty 3974.219849 = -5439245.815424 nChanged 8 SP:Iteration 93Q (2536.082857 sec): 3 clusters Score: Raw -5443220.448394 + Penalty 3974.219849 = -5439246.228545 nChanged 7 SP:Iteration 94Q (2536.285535 sec): 3 clusters Score: Raw -5443220.689808 + Penalty 3974.219849 = -5439246.469959 nChanged 6 SP:Iteration 95Q (2536.526757 sec): 3 clusters Score: Raw -5443220.890760 + Penalty 3974.219849 = -5439246.670911 nChanged 4 SP:Iteration 96Q (2536.776647 sec): 3 clusters Score: Raw -5443221.130092 + Penalty 3974.219849 = -5439246.910243 nChanged 7 SP:Iteration 97Q (2537.036815 sec): 3 clusters Score: Raw -5443221.325214 + Penalty 3974.219849 = -5439247.105365 nChanged 5 SP:Iteration 98Q (2537.279603 sec): 3 clusters Score: Raw -5443221.509723 + Penalty 3974.219849 = -5439247.289875 nChanged 5 SP:Iteration 99Q (2537.532871 sec): 3 clusters Score: Raw -5443221.711546 + Penalty 3974.219849 = -5439247.491697 nChanged 8 SP:Iteration 100F (2537.784321 sec): 3 clusters Score: Raw -5443222.063013 + Penalty 3974.219849 = -5439247.843164 nChanged 6 SP:Iteration 101Q (2538.030426 sec): 3 clusters Score: Raw -5443222.212947 + Penalty 3974.219849 = -5439247.993098 nChanged 2 SP:Iteration 102Q (2538.249985 sec): 3 clusters Score: Raw -5443222.329522 + Penalty 3974.219849 = -5439248.109673 nChanged 2 SP:Iteration 103Q (2538.496027 sec): 3 clusters Score: Raw -5443222.385289 + Penalty 3974.219849 = -5439248.165440 nChanged 2 SP:Iteration 104Q (2538.717286 sec): 3 clusters Score: Raw -5443222.423389 + Penalty 3974.219849 = -5439248.203540 nChanged 1 SP:Iteration 105Q (2538.952028 sec): 3 clusters Score: Raw -5443222.438687 + Penalty 3974.219849 = -5439248.218838 nChanged 2 SP:Iteration 106Q (2539.188405 sec): 3 clusters Score: Raw -5443222.528503 + Penalty 3974.219849 = -5439248.308654 nChanged 1 SP:Iteration 107Q (2539.416644 sec): 3 clusters Score: Raw -5443222.569001 + Penalty 3974.219849 = -5439248.349152 nChanged 3 SP:Iteration 108Q (2539.619669 sec): 3 clusters Score: Raw -5443222.681245 + Penalty 3974.219849 = -5439248.461396 nChanged 1 SP:Iteration 109Q (2539.826702 sec): 3 clusters Score: Raw -5443222.693643 + Penalty 3974.219849 = -5439248.473794 nChanged 0 SP:Iteration 110F (2540.047563 sec): 3 clusters Score: Raw -5443222.693643 + Penalty 3974.219849 = -5439248.473794 nChanged 0 Score: Raw -11709539.567987 + Penalty 12868.184496 = -11696671.383491 Splitting cluster 2 changes total score from -11679189.493643 to -11696671.383491 So it's getting split into cluster 6. Trying to split cluster 3 (16379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2541.476756 sec): 2 clusters Score: Raw -646418.096008 + Penalty 1703.009056 = -644715.086952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2541.574653 sec): 3 clusters Score: Raw -637229.136247 + Penalty 3406.018112 = -633823.118135 nChanged 7396 SP:Iteration 1F (2541.706939 sec): 3 clusters Score: Raw -648888.748584 + Penalty 3406.018112 = -645482.730472 nChanged 2923 SP:Iteration 2F (2541.804516 sec): 3 clusters Score: Raw -657454.262780 + Penalty 3406.018112 = -654048.244667 nChanged 1803 SP:Iteration 3F (2541.913937 sec): 3 clusters Score: Raw -660777.788749 + Penalty 3406.018112 = -657371.770637 nChanged 875 SP:Iteration 4F (2542.026195 sec): 3 clusters Score: Raw -662265.567251 + Penalty 3406.018112 = -658859.549138 nChanged 542 SP:Iteration 5Q (2542.109606 sec): 3 clusters Score: Raw -663187.869975 + Penalty 3406.018112 = -659781.851862 nChanged 374 SP:Iteration 6Q (2542.219710 sec): 3 clusters Score: Raw -663617.509957 + Penalty 3406.018112 = -660211.491844 nChanged 237 SP:Iteration 7Q (2542.335170 sec): 3 clusters Score: Raw -663805.502986 + Penalty 3406.018112 = -660399.484874 nChanged 170 SP:Iteration 8Q (2542.466451 sec): 3 clusters Score: Raw -663901.042177 + Penalty 3406.018112 = -660495.024065 nChanged 111 SP:Iteration 9Q (2542.557898 sec): 3 clusters Score: Raw -663950.524072 + Penalty 3406.018112 = -660544.505960 nChanged 67 SP:Iteration 10Q (2542.685339 sec): 3 clusters Score: Raw -663974.490429 + Penalty 3406.018112 = -660568.472316 nChanged 63 SP:Iteration 11Q (2542.814369 sec): 3 clusters Score: Raw -663992.581629 + Penalty 3406.018112 = -660586.563516 nChanged 52 SP:Iteration 12Q (2542.968085 sec): 3 clusters Score: Raw -664013.964052 + Penalty 3406.018112 = -660607.945940 nChanged 51 SP:Iteration 13Q (2543.119632 sec): 3 clusters Score: Raw -664035.218042 + Penalty 3406.018112 = -660629.199930 nChanged 50 SP:Iteration 14Q (2543.236617 sec): 3 clusters Score: Raw -664049.978970 + Penalty 3406.018112 = -660643.960857 nChanged 41 SP:Iteration 15Q (2543.378341 sec): 3 clusters Score: Raw -664063.912816 + Penalty 3406.018112 = -660657.894704 nChanged 41 SP:Iteration 16Q (2543.520209 sec): 3 clusters Score: Raw -664080.232483 + Penalty 3406.018112 = -660674.214371 nChanged 32 SP:Iteration 17Q (2543.656051 sec): 3 clusters Score: Raw -664088.843223 + Penalty 3406.018112 = -660682.825111 nChanged 23 SP:Iteration 18Q (2543.770235 sec): 3 clusters Score: Raw -664096.899561 + Penalty 3406.018112 = -660690.881449 nChanged 30 SP:Iteration 19Q (2543.903339 sec): 3 clusters Score: Raw -664104.922740 + Penalty 3406.018112 = -660698.904628 nChanged 31 SP:Iteration 20F (2544.039928 sec): 3 clusters Score: Raw -664114.073246 + Penalty 3406.018112 = -660708.055133 nChanged 31 SP:Iteration 21Q (2544.192227 sec): 3 clusters Score: Raw -664124.358678 + Penalty 3406.018112 = -660718.340566 nChanged 36 SP:Iteration 22Q (2544.330101 sec): 3 clusters Score: Raw -664131.030117 + Penalty 3406.018112 = -660725.012005 nChanged 26 SP:Iteration 23Q (2544.491526 sec): 3 clusters Score: Raw -664134.965940 + Penalty 3406.018112 = -660728.947828 nChanged 25 SP:Iteration 24Q (2544.627879 sec): 3 clusters Score: Raw -664141.308154 + Penalty 3406.018112 = -660735.290042 nChanged 26 SP:Iteration 25Q (2544.757678 sec): 3 clusters Score: Raw -664148.168197 + Penalty 3406.018112 = -660742.150085 nChanged 25 SP:Iteration 26Q (2544.888423 sec): 3 clusters Score: Raw -664152.673614 + Penalty 3406.018112 = -660746.655501 nChanged 19 SP:Iteration 27Q (2545.042600 sec): 3 clusters Score: Raw -664157.068402 + Penalty 3406.018112 = -660751.050290 nChanged 19 SP:Iteration 28Q (2545.159585 sec): 3 clusters Score: Raw -664160.080799 + Penalty 3406.018112 = -660754.062687 nChanged 18 SP:Iteration 29Q (2545.304631 sec): 3 clusters Score: Raw -664162.849697 + Penalty 3406.018112 = -660756.831585 nChanged 18 SP:Iteration 30Q (2545.446931 sec): 3 clusters Score: Raw -664168.323860 + Penalty 3406.018112 = -660762.305748 nChanged 17 SP:Iteration 31Q (2545.585012 sec): 3 clusters Score: Raw -664170.780074 + Penalty 3406.018112 = -660764.761962 nChanged 13 SP:Iteration 32Q (2545.721994 sec): 3 clusters Score: Raw -664172.497475 + Penalty 3406.018112 = -660766.479363 nChanged 9 SP:Iteration 33Q (2545.840662 sec): 3 clusters Score: Raw -664173.490527 + Penalty 3406.018112 = -660767.472414 nChanged 4 SP:Iteration 34Q (2545.973249 sec): 3 clusters Score: Raw -664173.697638 + Penalty 3406.018112 = -660767.679526 nChanged 1 SP:Iteration 35Q (2546.115921 sec): 3 clusters Score: Raw -664173.790201 + Penalty 3406.018112 = -660767.772088 nChanged 2 SP:Iteration 36Q (2546.251548 sec): 3 clusters Score: Raw -664173.903616 + Penalty 3406.018112 = -660767.885504 nChanged 3 SP:Iteration 37Q (2546.388111 sec): 3 clusters Score: Raw -664174.109801 + Penalty 3406.018112 = -660768.091689 nChanged 3 SP:Iteration 38Q (2546.545957 sec): 3 clusters Score: Raw -664174.482521 + Penalty 3406.018112 = -660768.464409 nChanged 3 SP:Iteration 39Q (2546.688048 sec): 3 clusters Score: Raw -664174.801510 + Penalty 3406.018112 = -660768.783398 nChanged 2 SP:Iteration 40F (2546.831117 sec): 3 clusters Score: Raw -664175.005787 + Penalty 3406.018112 = -660768.987674 nChanged 3 SP:Iteration 41Q (2546.961992 sec): 3 clusters Score: Raw -664175.603592 + Penalty 3406.018112 = -660769.585480 nChanged 7 SP:Iteration 42Q (2547.083779 sec): 3 clusters Score: Raw -664176.883295 + Penalty 3406.018112 = -660770.865182 nChanged 8 SP:Iteration 43Q (2547.205235 sec): 3 clusters Score: Raw -664178.346284 + Penalty 3406.018112 = -660772.328172 nChanged 10 SP:Iteration 44Q (2547.345427 sec): 3 clusters Score: Raw -664179.875256 + Penalty 3406.018112 = -660773.857143 nChanged 6 SP:Iteration 45Q (2547.470076 sec): 3 clusters Score: Raw -664180.475304 + Penalty 3406.018112 = -660774.457192 nChanged 5 SP:Iteration 46Q (2547.600056 sec): 3 clusters Score: Raw -664180.651192 + Penalty 3406.018112 = -660774.633080 nChanged 0 SP:Iteration 47F (2547.729784 sec): 3 clusters Score: Raw -664180.651192 + Penalty 3406.018112 = -660774.633080 nChanged 0 Score: Raw -11727302.123171 + Penalty 15012.881912 = -11712289.241259 Splitting cluster 3 changes total score from -11679189.493643 to -11712289.241259 So it's getting split into cluster 7. Trying to split cluster 4 (56318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2549.488643 sec): 2 clusters Score: Raw -3365409.497423 + Penalty 1919.754044 = -3363489.743380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2549.700009 sec): 3 clusters Score: Raw -3329656.803210 + Penalty 3839.508087 = -3325817.295123 nChanged 26566 SP:Iteration 1F (2549.912413 sec): 3 clusters Score: Raw -3347874.650765 + Penalty 3839.508087 = -3344035.142677 nChanged 5542 SP:Iteration 2F (2550.122907 sec): 3 clusters Score: Raw -3354427.111396 + Penalty 3839.508087 = -3350587.603309 nChanged 6470 SP:Iteration 3F (2550.306293 sec): 3 clusters Score: Raw -3362505.492008 + Penalty 3839.508087 = -3358665.983920 nChanged 5756 SP:Iteration 4F (2550.516675 sec): 3 clusters Score: Raw -3368479.587639 + Penalty 3839.508087 = -3364640.079552 nChanged 4181 SP:Iteration 5F (2550.685716 sec): 3 clusters Score: Raw -3372077.285716 + Penalty 3839.508087 = -3368237.777629 nChanged 2991 SP:Iteration 6F (2550.833182 sec): 3 clusters Score: Raw -3374370.860668 + Penalty 3839.508087 = -3370531.352581 nChanged 2299 SP:Iteration 7Q (2551.038806 sec): 3 clusters Score: Raw -3376029.533077 + Penalty 3839.508087 = -3372190.024989 nChanged 1894 SP:Iteration 8Q (2551.223280 sec): 3 clusters Score: Raw -3377413.496634 + Penalty 3839.508087 = -3373573.988547 nChanged 1614 SP:Iteration 9Q (2551.403904 sec): 3 clusters Score: Raw -3378784.967795 + Penalty 3839.508087 = -3374945.459707 nChanged 1525 SP:Iteration 10Q (2551.580360 sec): 3 clusters Score: Raw -3380284.472361 + Penalty 3839.508087 = -3376444.964273 nChanged 1431 SP:Iteration 11Q (2551.766352 sec): 3 clusters Score: Raw -3381820.891305 + Penalty 3839.508087 = -3377981.383218 nChanged 1289 SP:Iteration 12Q (2551.947036 sec): 3 clusters Score: Raw -3383246.177717 + Penalty 3839.508087 = -3379406.669629 nChanged 1097 SP:Iteration 13Q (2552.125446 sec): 3 clusters Score: Raw -3384452.124580 + Penalty 3839.508087 = -3380612.616493 nChanged 963 SP:Iteration 14Q (2552.296381 sec): 3 clusters Score: Raw -3385407.610586 + Penalty 3839.508087 = -3381568.102499 nChanged 773 SP:Iteration 15Q (2552.446842 sec): 3 clusters Score: Raw -3386256.931861 + Penalty 3839.508087 = -3382417.423774 nChanged 657 SP:Iteration 16Q (2552.640328 sec): 3 clusters Score: Raw -3386875.248065 + Penalty 3839.508087 = -3383035.739978 nChanged 581 SP:Iteration 17Q (2552.824995 sec): 3 clusters Score: Raw -3387366.112313 + Penalty 3839.508087 = -3383526.604226 nChanged 530 SP:Iteration 18Q (2553.020850 sec): 3 clusters Score: Raw -3387770.603017 + Penalty 3839.508087 = -3383931.094930 nChanged 501 SP:Iteration 19Q (2553.220073 sec): 3 clusters Score: Raw -3388111.355964 + Penalty 3839.508087 = -3384271.847877 nChanged 451 SP:Iteration 20F (2553.423460 sec): 3 clusters Score: Raw -3388507.029454 + Penalty 3839.508087 = -3384667.521367 nChanged 564 SP:Iteration 21Q (2553.618970 sec): 3 clusters Score: Raw -3388886.429700 + Penalty 3839.508087 = -3385046.921613 nChanged 619 SP:Iteration 22Q (2553.820511 sec): 3 clusters Score: Raw -3389322.773194 + Penalty 3839.508087 = -3385483.265107 nChanged 688 SP:Iteration 23Q (2554.004521 sec): 3 clusters Score: Raw -3389905.417498 + Penalty 3839.508087 = -3386065.909411 nChanged 892 SP:Iteration 24Q (2554.219027 sec): 3 clusters Score: Raw -3390883.020924 + Penalty 3839.508087 = -3387043.512837 nChanged 1123 SP:Iteration 25Q (2554.410341 sec): 3 clusters Score: Raw -3392399.027821 + Penalty 3839.508087 = -3388559.519734 nChanged 1260 SP:Iteration 26Q (2554.578250 sec): 3 clusters Score: Raw -3393923.673830 + Penalty 3839.508087 = -3390084.165743 nChanged 1003 SP:Iteration 27Q (2554.748085 sec): 3 clusters Score: Raw -3394642.925700 + Penalty 3839.508087 = -3390803.417613 nChanged 673 SP:Iteration 28Q (2554.946520 sec): 3 clusters Score: Raw -3394893.927477 + Penalty 3839.508087 = -3391054.419390 nChanged 406 SP:Iteration 29Q (2555.144806 sec): 3 clusters Score: Raw -3394982.807706 + Penalty 3839.508087 = -3391143.299619 nChanged 235 SP:Iteration 30Q (2555.320961 sec): 3 clusters Score: Raw -3395012.526069 + Penalty 3839.508087 = -3391173.017982 nChanged 135 SP:Iteration 31Q (2555.535715 sec): 3 clusters Score: Raw -3395024.376907 + Penalty 3839.508087 = -3391184.868820 nChanged 79 SP:Iteration 32Q (2555.732624 sec): 3 clusters Score: Raw -3395029.783123 + Penalty 3839.508087 = -3391190.275036 nChanged 58 SP:Iteration 33Q (2555.926056 sec): 3 clusters Score: Raw -3395033.125779 + Penalty 3839.508087 = -3391193.617692 nChanged 37 SP:Iteration 34Q (2556.117282 sec): 3 clusters Score: Raw -3395034.722377 + Penalty 3839.508087 = -3391195.214290 nChanged 24 SP:Iteration 35Q (2556.261214 sec): 3 clusters Score: Raw -3395035.512934 + Penalty 3839.508087 = -3391196.004847 nChanged 15 SP:Iteration 36Q (2556.462194 sec): 3 clusters Score: Raw -3395036.077120 + Penalty 3839.508087 = -3391196.569033 nChanged 11 SP:Iteration 37Q (2556.638321 sec): 3 clusters Score: Raw -3395036.298946 + Penalty 3839.508087 = -3391196.790859 nChanged 4 SP:Iteration 38Q (2556.840134 sec): 3 clusters Score: Raw -3395036.385241 + Penalty 3839.508087 = -3391196.877154 nChanged 8 SP:Iteration 39Q (2557.043587 sec): 3 clusters Score: Raw -3395036.570049 + Penalty 3839.508087 = -3391197.061962 nChanged 3 SP:Iteration 40F (2557.180857 sec): 3 clusters Score: Raw -3395068.633658 + Penalty 3839.508087 = -3391229.125571 nChanged 24 SP:Iteration 41Q (2557.376067 sec): 3 clusters Score: Raw -3395071.188743 + Penalty 3839.508087 = -3391231.680656 nChanged 15 SP:Iteration 42Q (2557.599835 sec): 3 clusters Score: Raw -3395071.664417 + Penalty 3839.508087 = -3391232.156330 nChanged 7 SP:Iteration 43Q (2557.838030 sec): 3 clusters Score: Raw -3395071.819344 + Penalty 3839.508087 = -3391232.311257 nChanged 5 SP:Iteration 44Q (2558.082305 sec): 3 clusters Score: Raw -3395071.909930 + Penalty 3839.508087 = -3391232.401843 nChanged 2 SP:Iteration 45Q (2558.368948 sec): 3 clusters Score: Raw -3395071.942664 + Penalty 3839.508087 = -3391232.434577 nChanged 3 SP:Iteration 46Q (2558.626095 sec): 3 clusters Score: Raw -3395071.985498 + Penalty 3839.508087 = -3391232.477411 nChanged 1 SP:Iteration 47Q (2558.843536 sec): 3 clusters Score: Raw -3395071.993978 + Penalty 3839.508087 = -3391232.485891 nChanged 0 SP:Iteration 48F (2559.102175 sec): 3 clusters Score: Raw -3395071.993978 + Penalty 3839.508087 = -3391232.485891 nChanged 0 Score: Raw -11756964.619725 + Penalty 17157.579328 = -11739807.040398 Splitting cluster 4 changes total score from -11679189.493643 to -11739807.040398 So it's getting split into cluster 8. Iteration 59Q (2562.560605 sec): 9 clusters Score: Raw -11767596.533076 + Penalty 17157.579328 = -11750438.953749 nChanged 9422 Iteration 60F (2564.217851 sec): 9 clusters Score: Raw -11774360.310814 + Penalty 17157.579328 = -11757202.731486 nChanged 6256 Iteration 61Q (2565.509633 sec): 9 clusters Score: Raw -11777088.769454 + Penalty 17157.579328 = -11759931.190126 nChanged 3894 Iteration 62Q (2566.737495 sec): 9 clusters Score: Raw -11778626.122185 + Penalty 17157.579328 = -11761468.542858 nChanged 2966 Iteration 63Q (2567.956365 sec): 9 clusters Score: Raw -11779661.168449 + Penalty 17157.579328 = -11762503.589121 nChanged 2317 Iteration 64Q (2569.206400 sec): 9 clusters Score: Raw -11780395.115222 + Penalty 17157.579328 = -11763237.535895 nChanged 1984 Iteration 65Q (2570.528849 sec): 9 clusters Score: Raw -11780948.208317 + Penalty 17157.579328 = -11763790.628990 nChanged 1694 Iteration 66Q (2571.832794 sec): 9 clusters Score: Raw -11781360.752453 + Penalty 17157.579328 = -11764203.173125 nChanged 1417 Iteration 67Q (2573.153739 sec): 9 clusters Score: Raw -11781662.951522 + Penalty 17157.579328 = -11764505.372194 nChanged 1176 Iteration 68Q (2574.696425 sec): 9 clusters Score: Raw -11781897.498379 + Penalty 17157.579328 = -11764739.919051 nChanged 1002 Iteration 69Q (2576.236584 sec): 9 clusters Score: Raw -11782079.240661 + Penalty 17157.579328 = -11764921.661334 nChanged 847 Iteration 70Q (2577.564288 sec): 9 clusters Score: Raw -11782237.670451 + Penalty 17157.579328 = -11765080.091124 nChanged 698 Iteration 71Q (2578.781823 sec): 9 clusters Score: Raw -11782360.909558 + Penalty 17157.579328 = -11765203.330230 nChanged 574 Iteration 72Q (2580.008299 sec): 9 clusters Score: Raw -11782459.235003 + Penalty 17157.579328 = -11765301.655675 nChanged 509 Iteration 73Q (2581.294023 sec): 9 clusters Score: Raw -11782526.810752 + Penalty 17157.579328 = -11765369.231425 nChanged 452 Iteration 74Q (2582.580457 sec): 9 clusters Score: Raw -11782589.564830 + Penalty 17157.579328 = -11765431.985502 nChanged 388 Iteration 75Q (2583.865461 sec): 9 clusters Score: Raw -11782630.406677 + Penalty 17157.579328 = -11765472.827350 nChanged 297 Iteration 76Q (2585.128461 sec): 9 clusters Score: Raw -11782665.074836 + Penalty 17157.579328 = -11765507.495508 nChanged 262 Iteration 77Q (2586.416834 sec): 9 clusters Score: Raw -11782691.072411 + Penalty 17157.579328 = -11765533.493084 nChanged 207 Iteration 78Q (2587.796795 sec): 9 clusters Score: Raw -11782706.725128 + Penalty 17157.579328 = -11765549.145800 nChanged 179 Iteration 79Q (2589.148995 sec): 9 clusters Score: Raw -11782719.020026 + Penalty 17157.579328 = -11765561.440699 nChanged 135 Iteration 80F (2591.036192 sec): 9 clusters Score: Raw -11783061.953225 + Penalty 17157.579328 = -11765904.373897 nChanged 435 Iteration 81Q (2592.563601 sec): 9 clusters Score: Raw -11783231.838370 + Penalty 17157.579328 = -11766074.259043 nChanged 529 Iteration 82Q (2593.933045 sec): 9 clusters Score: Raw -11783313.451140 + Penalty 17157.579328 = -11766155.871812 nChanged 479 Iteration 83Q (2595.215003 sec): 9 clusters Score: Raw -11783376.211397 + Penalty 17157.579328 = -11766218.632070 nChanged 456 Iteration 84Q (2596.519518 sec): 9 clusters Score: Raw -11783430.129390 + Penalty 17157.579328 = -11766272.550062 nChanged 468 Iteration 85Q (2597.837735 sec): 9 clusters Score: Raw -11783479.833404 + Penalty 17157.579328 = -11766322.254076 nChanged 437 Iteration 86Q (2599.077732 sec): 9 clusters Score: Raw -11783522.962568 + Penalty 17157.579328 = -11766365.383240 nChanged 390 Iteration 87Q (2600.431397 sec): 9 clusters Score: Raw -11783562.879590 + Penalty 17157.579328 = -11766405.300262 nChanged 393 Iteration 88Q (2601.755302 sec): 9 clusters Score: Raw -11783599.452959 + Penalty 17157.579328 = -11766441.873631 nChanged 359 Iteration 89Q (2603.033390 sec): 9 clusters Score: Raw -11783629.619448 + Penalty 17157.579328 = -11766472.040121 nChanged 323 Iteration 90Q (2604.428680 sec): 9 clusters Score: Raw -11783654.768300 + Penalty 17157.579328 = -11766497.188972 nChanged 297 Iteration 91Q (2605.982090 sec): 9 clusters Score: Raw -11783676.801180 + Penalty 17157.579328 = -11766519.221853 nChanged 265 Iteration 92Q (2607.264027 sec): 9 clusters Score: Raw -11783695.261408 + Penalty 17157.579328 = -11766537.682081 nChanged 247 Iteration 93Q (2608.821485 sec): 9 clusters Score: Raw -11783713.167875 + Penalty 17157.579328 = -11766555.588548 nChanged 254 Iteration 94Q (2610.411186 sec): 9 clusters Score: Raw -11783732.103430 + Penalty 17157.579328 = -11766574.524102 nChanged 268 Iteration 95Q (2612.039544 sec): 9 clusters Score: Raw -11783752.733385 + Penalty 17157.579328 = -11766595.154057 nChanged 234 Iteration 96Q (2613.439052 sec): 9 clusters Score: Raw -11783769.126496 + Penalty 17157.579328 = -11766611.547168 nChanged 238 Iteration 97Q (2614.836027 sec): 9 clusters Score: Raw -11783785.354344 + Penalty 17157.579328 = -11766627.775016 nChanged 221 Iteration 98Q (2616.216049 sec): 9 clusters Score: Raw -11783800.122176 + Penalty 17157.579328 = -11766642.542849 nChanged 214 Writing temp clu file Because OldScore, -11766627.775016, is greater than current (better) Score,-11766642.542849 Compute initial score before splitting: Score: Raw -11783800.122176 + Penalty 17157.579328 = -11766642.542849 Trying to split cluster 1 (31504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2616.493602 sec): 2 clusters Score: Raw -1679071.609362 + Penalty 1817.806150 = -1677253.803212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2616.695646 sec): 3 clusters Score: Raw -1659791.357475 + Penalty 3635.612300 = -1656155.745175 nChanged 14455 SP:Iteration 1F (2616.858350 sec): 3 clusters Score: Raw -1670547.075642 + Penalty 3635.612300 = -1666911.463342 nChanged 3344 SP:Iteration 2F (2617.022042 sec): 3 clusters Score: Raw -1674753.006116 + Penalty 3635.612300 = -1671117.393816 nChanged 3362 SP:Iteration 3F (2617.221111 sec): 3 clusters Score: Raw -1678630.439352 + Penalty 3635.612300 = -1674994.827052 nChanged 2669 SP:Iteration 4F (2617.366781 sec): 3 clusters Score: Raw -1681018.149201 + Penalty 3635.612300 = -1677382.536901 nChanged 1840 SP:Iteration 5F (2617.556399 sec): 3 clusters Score: Raw -1682201.317978 + Penalty 3635.612300 = -1678565.705677 nChanged 1233 SP:Iteration 6Q (2617.738288 sec): 3 clusters Score: Raw -1682837.161259 + Penalty 3635.612300 = -1679201.548959 nChanged 928 SP:Iteration 7Q (2617.926805 sec): 3 clusters Score: Raw -1683309.518895 + Penalty 3635.612300 = -1679673.906595 nChanged 766 SP:Iteration 8Q (2618.116970 sec): 3 clusters Score: Raw -1683679.188690 + Penalty 3635.612300 = -1680043.576390 nChanged 648 SP:Iteration 9Q (2618.269390 sec): 3 clusters Score: Raw -1683958.597396 + Penalty 3635.612300 = -1680322.985095 nChanged 557 SP:Iteration 10Q (2618.460316 sec): 3 clusters Score: Raw -1684167.261268 + Penalty 3635.612300 = -1680531.648968 nChanged 472 SP:Iteration 11Q (2618.607358 sec): 3 clusters Score: Raw -1684313.791238 + Penalty 3635.612300 = -1680678.178938 nChanged 376 SP:Iteration 12Q (2618.776599 sec): 3 clusters Score: Raw -1684421.072339 + Penalty 3635.612300 = -1680785.460039 nChanged 319 SP:Iteration 13Q (2618.943405 sec): 3 clusters Score: Raw -1684497.540102 + Penalty 3635.612300 = -1680861.927802 nChanged 261 SP:Iteration 14Q (2619.118913 sec): 3 clusters Score: Raw -1684549.019882 + Penalty 3635.612300 = -1680913.407582 nChanged 199 SP:Iteration 15Q (2619.267710 sec): 3 clusters Score: Raw -1684589.641896 + Penalty 3635.612300 = -1680954.029596 nChanged 205 SP:Iteration 16Q (2619.437752 sec): 3 clusters Score: Raw -1684628.813863 + Penalty 3635.612300 = -1680993.201563 nChanged 171 SP:Iteration 17Q (2619.623816 sec): 3 clusters Score: Raw -1684660.536636 + Penalty 3635.612300 = -1681024.924336 nChanged 183 SP:Iteration 18Q (2619.825930 sec): 3 clusters Score: Raw -1684694.644326 + Penalty 3635.612300 = -1681059.032026 nChanged 170 SP:Iteration 19Q (2620.016308 sec): 3 clusters Score: Raw -1684724.969395 + Penalty 3635.612300 = -1681089.357095 nChanged 156 SP:Iteration 20F (2620.198159 sec): 3 clusters Score: Raw -1684750.947305 + Penalty 3635.612300 = -1681115.335005 nChanged 127 SP:Iteration 21Q (2620.383430 sec): 3 clusters Score: Raw -1684770.604698 + Penalty 3635.612300 = -1681134.992398 nChanged 124 SP:Iteration 22Q (2620.573003 sec): 3 clusters Score: Raw -1684787.835932 + Penalty 3635.612300 = -1681152.223632 nChanged 135 SP:Iteration 23Q (2620.753476 sec): 3 clusters Score: Raw -1684804.901000 + Penalty 3635.612300 = -1681169.288700 nChanged 123 SP:Iteration 24Q (2620.929092 sec): 3 clusters Score: Raw -1684819.737370 + Penalty 3635.612300 = -1681184.125070 nChanged 107 SP:Iteration 25Q (2621.172609 sec): 3 clusters Score: Raw -1684832.863414 + Penalty 3635.612300 = -1681197.251114 nChanged 102 SP:Iteration 26Q (2621.340428 sec): 3 clusters Score: Raw -1684845.880166 + Penalty 3635.612300 = -1681210.267866 nChanged 105 SP:Iteration 27Q (2621.537522 sec): 3 clusters Score: Raw -1684857.679244 + Penalty 3635.612300 = -1681222.066944 nChanged 109 SP:Iteration 28Q (2621.754359 sec): 3 clusters Score: Raw -1684869.889377 + Penalty 3635.612300 = -1681234.277077 nChanged 107 SP:Iteration 29Q (2621.907574 sec): 3 clusters Score: Raw -1684882.218276 + Penalty 3635.612300 = -1681246.605976 nChanged 103 SP:Iteration 30Q (2622.095702 sec): 3 clusters Score: Raw -1684893.414788 + Penalty 3635.612300 = -1681257.802488 nChanged 93 SP:Iteration 31Q (2622.283089 sec): 3 clusters Score: Raw -1684904.159460 + Penalty 3635.612300 = -1681268.547160 nChanged 105 SP:Iteration 32Q (2622.454330 sec): 3 clusters Score: Raw -1684915.818843 + Penalty 3635.612300 = -1681280.206543 nChanged 101 SP:Iteration 33Q (2622.653214 sec): 3 clusters Score: Raw -1684925.698618 + Penalty 3635.612300 = -1681290.086318 nChanged 96 SP:Iteration 34Q (2622.821198 sec): 3 clusters Score: Raw -1684935.199042 + Penalty 3635.612300 = -1681299.586742 nChanged 88 SP:Iteration 35Q (2623.014723 sec): 3 clusters Score: Raw -1684944.360320 + Penalty 3635.612300 = -1681308.748020 nChanged 87 SP:Iteration 36Q (2623.181562 sec): 3 clusters Score: Raw -1684953.047300 + Penalty 3635.612300 = -1681317.435000 nChanged 86 SP:Iteration 37Q (2623.353477 sec): 3 clusters Score: Raw -1684960.197539 + Penalty 3635.612300 = -1681324.585239 nChanged 74 SP:Iteration 38Q (2623.556675 sec): 3 clusters Score: Raw -1684966.832603 + Penalty 3635.612300 = -1681331.220303 nChanged 73 SP:Iteration 39Q (2623.726682 sec): 3 clusters Score: Raw -1684973.494559 + Penalty 3635.612300 = -1681337.882259 nChanged 71 SP:Iteration 40F (2623.914827 sec): 3 clusters Score: Raw -1684978.966204 + Penalty 3635.612300 = -1681343.353904 nChanged 67 SP:Iteration 41Q (2624.140189 sec): 3 clusters Score: Raw -1684984.211573 + Penalty 3635.612300 = -1681348.599273 nChanged 70 SP:Iteration 42Q (2624.311915 sec): 3 clusters Score: Raw -1684990.357981 + Penalty 3635.612300 = -1681354.745681 nChanged 73 SP:Iteration 43Q (2624.474237 sec): 3 clusters Score: Raw -1684996.829270 + Penalty 3635.612300 = -1681361.216970 nChanged 84 SP:Iteration 44Q (2624.650533 sec): 3 clusters Score: Raw -1685005.390001 + Penalty 3635.612300 = -1681369.777701 nChanged 80 SP:Iteration 45Q (2624.846753 sec): 3 clusters Score: Raw -1685013.353093 + Penalty 3635.612300 = -1681377.740793 nChanged 76 SP:Iteration 46Q (2625.006758 sec): 3 clusters Score: Raw -1685022.073775 + Penalty 3635.612300 = -1681386.461475 nChanged 85 SP:Iteration 47Q (2625.190280 sec): 3 clusters Score: Raw -1685032.282895 + Penalty 3635.612300 = -1681396.670595 nChanged 79 SP:Iteration 48Q (2625.378955 sec): 3 clusters Score: Raw -1685040.666210 + Penalty 3635.612300 = -1681405.053910 nChanged 77 SP:Iteration 49Q (2625.584052 sec): 3 clusters Score: Raw -1685048.050139 + Penalty 3635.612300 = -1681412.437839 nChanged 76 SP:Iteration 50Q (2625.783458 sec): 3 clusters Score: Raw -1685055.602556 + Penalty 3635.612300 = -1681419.990256 nChanged 79 SP:Iteration 51Q (2625.965791 sec): 3 clusters Score: Raw -1685063.996178 + Penalty 3635.612300 = -1681428.383878 nChanged 83 SP:Iteration 52Q (2626.186090 sec): 3 clusters Score: Raw -1685074.846900 + Penalty 3635.612300 = -1681439.234599 nChanged 84 SP:Iteration 53Q (2626.363560 sec): 3 clusters Score: Raw -1685084.281026 + Penalty 3635.612300 = -1681448.668726 nChanged 88 SP:Iteration 54Q (2626.554980 sec): 3 clusters Score: Raw -1685095.633373 + Penalty 3635.612300 = -1681460.021073 nChanged 87 SP:Iteration 55Q (2626.739481 sec): 3 clusters Score: Raw -1685105.861279 + Penalty 3635.612300 = -1681470.248979 nChanged 90 SP:Iteration 56Q (2626.936600 sec): 3 clusters Score: Raw -1685115.846606 + Penalty 3635.612300 = -1681480.234306 nChanged 93 SP:Iteration 57Q (2627.156483 sec): 3 clusters Score: Raw -1685127.115562 + Penalty 3635.612300 = -1681491.503262 nChanged 105 SP:Iteration 58Q (2627.294887 sec): 3 clusters Score: Raw -1685139.129866 + Penalty 3635.612300 = -1681503.517566 nChanged 112 SP:Iteration 59Q (2627.472920 sec): 3 clusters Score: Raw -1685150.867991 + Penalty 3635.612300 = -1681515.255691 nChanged 102 SP:Iteration 60F (2627.651427 sec): 3 clusters Score: Raw -1685162.205889 + Penalty 3635.612300 = -1681526.593589 nChanged 108 SP:Iteration 61Q (2627.837364 sec): 3 clusters Score: Raw -1685176.452729 + Penalty 3635.612300 = -1681540.840429 nChanged 119 SP:Iteration 62Q (2628.017323 sec): 3 clusters Score: Raw -1685189.984021 + Penalty 3635.612300 = -1681554.371721 nChanged 113 SP:Iteration 63Q (2628.158745 sec): 3 clusters Score: Raw -1685204.671865 + Penalty 3635.612300 = -1681569.059565 nChanged 114 SP:Iteration 64Q (2628.353874 sec): 3 clusters Score: Raw -1685222.363525 + Penalty 3635.612300 = -1681586.751225 nChanged 128 SP:Iteration 65Q (2628.540748 sec): 3 clusters Score: Raw -1685241.997707 + Penalty 3635.612300 = -1681606.385407 nChanged 123 SP:Iteration 66Q (2628.711705 sec): 3 clusters Score: Raw -1685261.459908 + Penalty 3635.612300 = -1681625.847607 nChanged 130 SP:Iteration 67Q (2628.903034 sec): 3 clusters Score: Raw -1685277.439477 + Penalty 3635.612300 = -1681641.827177 nChanged 107 SP:Iteration 68Q (2629.079258 sec): 3 clusters Score: Raw -1685290.045816 + Penalty 3635.612300 = -1681654.433516 nChanged 101 SP:Iteration 69Q (2629.278462 sec): 3 clusters Score: Raw -1685301.737079 + Penalty 3635.612300 = -1681666.124779 nChanged 113 SP:Iteration 70Q (2629.473596 sec): 3 clusters Score: Raw -1685315.765365 + Penalty 3635.612300 = -1681680.153065 nChanged 101 SP:Iteration 71Q (2629.678514 sec): 3 clusters Score: Raw -1685327.933599 + Penalty 3635.612300 = -1681692.321299 nChanged 106 SP:Iteration 72Q (2629.843809 sec): 3 clusters Score: Raw -1685339.532607 + Penalty 3635.612300 = -1681703.920307 nChanged 103 SP:Iteration 73Q (2630.025038 sec): 3 clusters Score: Raw -1685349.695915 + Penalty 3635.612300 = -1681714.083615 nChanged 96 SP:Iteration 74Q (2630.217804 sec): 3 clusters Score: Raw -1685361.098038 + Penalty 3635.612300 = -1681725.485738 nChanged 119 SP:Iteration 75Q (2630.382431 sec): 3 clusters Score: Raw -1685375.779944 + Penalty 3635.612300 = -1681740.167644 nChanged 110 SP:Iteration 76Q (2630.583357 sec): 3 clusters Score: Raw -1685389.552230 + Penalty 3635.612300 = -1681753.939930 nChanged 105 SP:Iteration 77Q (2630.751702 sec): 3 clusters Score: Raw -1685402.209175 + Penalty 3635.612300 = -1681766.596875 nChanged 101 SP:Iteration 78Q (2630.928713 sec): 3 clusters Score: Raw -1685414.031464 + Penalty 3635.612300 = -1681778.419163 nChanged 94 SP:Iteration 79Q (2631.129170 sec): 3 clusters Score: Raw -1685422.841075 + Penalty 3635.612300 = -1681787.228775 nChanged 81 SP:Iteration 80F (2631.328033 sec): 3 clusters Score: Raw -1685430.899214 + Penalty 3635.612300 = -1681795.286914 nChanged 80 SP:Iteration 81Q (2631.516086 sec): 3 clusters Score: Raw -1685438.999739 + Penalty 3635.612300 = -1681803.387439 nChanged 81 SP:Iteration 82Q (2631.672306 sec): 3 clusters Score: Raw -1685446.754245 + Penalty 3635.612300 = -1681811.141945 nChanged 77 SP:Iteration 83Q (2631.845007 sec): 3 clusters Score: Raw -1685454.881767 + Penalty 3635.612300 = -1681819.269467 nChanged 96 SP:Iteration 84Q (2632.040178 sec): 3 clusters Score: Raw -1685464.092888 + Penalty 3635.612300 = -1681828.480588 nChanged 88 SP:Iteration 85Q (2632.203513 sec): 3 clusters Score: Raw -1685473.078948 + Penalty 3635.612300 = -1681837.466648 nChanged 67 SP:Iteration 86Q (2632.401005 sec): 3 clusters Score: Raw -1685479.311005 + Penalty 3635.612300 = -1681843.698704 nChanged 75 SP:Iteration 87Q (2632.571282 sec): 3 clusters Score: Raw -1685487.829039 + Penalty 3635.612300 = -1681852.216739 nChanged 93 SP:Iteration 88Q (2632.738538 sec): 3 clusters Score: Raw -1685499.890041 + Penalty 3635.612300 = -1681864.277740 nChanged 104 SP:Iteration 89Q (2632.901438 sec): 3 clusters Score: Raw -1685512.599430 + Penalty 3635.612300 = -1681876.987130 nChanged 119 SP:Iteration 90Q (2633.111014 sec): 3 clusters Score: Raw -1685529.129334 + Penalty 3635.612300 = -1681893.517033 nChanged 114 SP:Iteration 91Q (2633.311683 sec): 3 clusters Score: Raw -1685542.284291 + Penalty 3635.612300 = -1681906.671991 nChanged 98 SP:Iteration 92Q (2633.495943 sec): 3 clusters Score: Raw -1685551.140872 + Penalty 3635.612300 = -1681915.528572 nChanged 81 SP:Iteration 93Q (2633.682816 sec): 3 clusters Score: Raw -1685560.832931 + Penalty 3635.612300 = -1681925.220631 nChanged 91 SP:Iteration 94Q (2633.860973 sec): 3 clusters Score: Raw -1685571.440635 + Penalty 3635.612300 = -1681935.828335 nChanged 94 SP:Iteration 95Q (2634.019260 sec): 3 clusters Score: Raw -1685582.867420 + Penalty 3635.612300 = -1681947.255120 nChanged 95 SP:Iteration 96Q (2634.196805 sec): 3 clusters Score: Raw -1685594.188701 + Penalty 3635.612300 = -1681958.576401 nChanged 91 SP:Iteration 97Q (2634.391648 sec): 3 clusters Score: Raw -1685605.157601 + Penalty 3635.612300 = -1681969.545301 nChanged 81 SP:Iteration 98Q (2634.613500 sec): 3 clusters Score: Raw -1685614.064066 + Penalty 3635.612300 = -1681978.451766 nChanged 87 SP:Iteration 99Q (2634.790635 sec): 3 clusters Score: Raw -1685625.462346 + Penalty 3635.612300 = -1681989.850046 nChanged 86 SP:Iteration 100F (2634.961976 sec): 3 clusters Score: Raw -1685638.240758 + Penalty 3635.612300 = -1682002.628458 nChanged 91 SP:Iteration 101Q (2635.164722 sec): 3 clusters Score: Raw -1685652.177049 + Penalty 3635.612300 = -1682016.564749 nChanged 83 SP:Iteration 102Q (2635.368788 sec): 3 clusters Score: Raw -1685664.748973 + Penalty 3635.612300 = -1682029.136673 nChanged 90 SP:Iteration 103Q (2635.565968 sec): 3 clusters Score: Raw -1685676.881355 + Penalty 3635.612300 = -1682041.269055 nChanged 98 SP:Iteration 104Q (2635.759557 sec): 3 clusters Score: Raw -1685689.204677 + Penalty 3635.612300 = -1682053.592377 nChanged 90 SP:Iteration 105Q (2635.972561 sec): 3 clusters Score: Raw -1685701.164155 + Penalty 3635.612300 = -1682065.551855 nChanged 81 SP:Iteration 106Q (2636.145232 sec): 3 clusters Score: Raw -1685712.651185 + Penalty 3635.612300 = -1682077.038885 nChanged 84 SP:Iteration 107Q (2636.311820 sec): 3 clusters Score: Raw -1685724.961566 + Penalty 3635.612300 = -1682089.349265 nChanged 80 SP:Iteration 108Q (2636.505744 sec): 3 clusters Score: Raw -1685736.564636 + Penalty 3635.612300 = -1682100.952336 nChanged 92 SP:Iteration 109Q (2636.692145 sec): 3 clusters Score: Raw -1685752.774034 + Penalty 3635.612300 = -1682117.161734 nChanged 94 SP:Iteration 110Q (2636.865923 sec): 3 clusters Score: Raw -1685770.390247 + Penalty 3635.612300 = -1682134.777947 nChanged 89 SP:Iteration 111Q (2637.088342 sec): 3 clusters Score: Raw -1685787.665799 + Penalty 3635.612300 = -1682152.053499 nChanged 107 SP:Iteration 112Q (2637.206315 sec): 3 clusters Score: Raw -1685806.329976 + Penalty 3635.612300 = -1682170.717676 nChanged 91 SP:Iteration 113Q (2637.414667 sec): 3 clusters Score: Raw -1685824.031861 + Penalty 3635.612300 = -1682188.419561 nChanged 98 SP:Iteration 114Q (2637.614952 sec): 3 clusters Score: Raw -1685843.072216 + Penalty 3635.612300 = -1682207.459916 nChanged 94 SP:Iteration 115Q (2637.782368 sec): 3 clusters Score: Raw -1685858.950351 + Penalty 3635.612300 = -1682223.338051 nChanged 91 SP:Iteration 116Q (2637.950789 sec): 3 clusters Score: Raw -1685875.878308 + Penalty 3635.612300 = -1682240.266008 nChanged 98 SP:Iteration 117Q (2638.140831 sec): 3 clusters Score: Raw -1685893.880880 + Penalty 3635.612300 = -1682258.268580 nChanged 84 SP:Iteration 118Q (2638.319545 sec): 3 clusters Score: Raw -1685906.972643 + Penalty 3635.612300 = -1682271.360343 nChanged 88 SP:Iteration 119Q (2638.492976 sec): 3 clusters Score: Raw -1685919.700201 + Penalty 3635.612300 = -1682284.087901 nChanged 82 SP:Iteration 120F (2638.686256 sec): 3 clusters Score: Raw -1685930.729873 + Penalty 3635.612300 = -1682295.117572 nChanged 72 SP:Iteration 121Q (2638.859294 sec): 3 clusters Score: Raw -1685938.899877 + Penalty 3635.612300 = -1682303.287577 nChanged 61 SP:Iteration 122Q (2639.045703 sec): 3 clusters Score: Raw -1685944.940095 + Penalty 3635.612300 = -1682309.327795 nChanged 64 SP:Iteration 123Q (2639.197850 sec): 3 clusters Score: Raw -1685950.804466 + Penalty 3635.612300 = -1682315.192166 nChanged 49 SP:Iteration 124Q (2639.394882 sec): 3 clusters Score: Raw -1685954.962892 + Penalty 3635.612300 = -1682319.350592 nChanged 41 SP:Iteration 125Q (2639.572660 sec): 3 clusters Score: Raw -1685958.931433 + Penalty 3635.612300 = -1682323.319133 nChanged 52 SP:Iteration 126Q (2639.778498 sec): 3 clusters Score: Raw -1685965.045991 + Penalty 3635.612300 = -1682329.433691 nChanged 53 SP:Iteration 127Q (2639.996121 sec): 3 clusters Score: Raw -1685971.580099 + Penalty 3635.612300 = -1682335.967799 nChanged 50 SP:Iteration 128Q (2640.189979 sec): 3 clusters Score: Raw -1685977.776042 + Penalty 3635.612300 = -1682342.163742 nChanged 43 SP:Iteration 129Q (2640.399730 sec): 3 clusters Score: Raw -1685982.645057 + Penalty 3635.612300 = -1682347.032757 nChanged 26 SP:Iteration 130Q (2640.576156 sec): 3 clusters Score: Raw -1685984.915818 + Penalty 3635.612300 = -1682349.303518 nChanged 20 SP:Iteration 131Q (2640.761880 sec): 3 clusters Score: Raw -1685985.935628 + Penalty 3635.612300 = -1682350.323327 nChanged 11 SP:Iteration 132Q (2640.943444 sec): 3 clusters Score: Raw -1685986.546074 + Penalty 3635.612300 = -1682350.933774 nChanged 10 SP:Iteration 133Q (2641.063962 sec): 3 clusters Score: Raw -1685987.040781 + Penalty 3635.612300 = -1682351.428481 nChanged 5 SP:Iteration 134Q (2641.237760 sec): 3 clusters Score: Raw -1685987.225684 + Penalty 3635.612300 = -1682351.613383 nChanged 2 SP:Iteration 135Q (2641.462928 sec): 3 clusters Score: Raw -1685987.305771 + Penalty 3635.612300 = -1682351.693471 nChanged 2 SP:Iteration 136Q (2641.617012 sec): 3 clusters Score: Raw -1685987.374059 + Penalty 3635.612300 = -1682351.761759 nChanged 2 SP:Iteration 137Q (2641.798087 sec): 3 clusters Score: Raw -1685987.474946 + Penalty 3635.612300 = -1682351.862646 nChanged 2 SP:Iteration 138Q (2641.980724 sec): 3 clusters Score: Raw -1685987.604699 + Penalty 3635.612300 = -1682351.992399 nChanged 2 SP:Iteration 139Q (2642.165919 sec): 3 clusters Score: Raw -1685987.694129 + Penalty 3635.612300 = -1682352.081828 nChanged 1 SP:Iteration 140F (2642.368206 sec): 3 clusters Score: Raw -1685987.745706 + Penalty 3635.612300 = -1682352.133406 nChanged 0 Score: Raw -11790726.698264 + Penalty 19302.276744 = -11771424.421520 Splitting cluster 1 changes total score from -11766642.542849 to -11771424.421520 So it's getting split into cluster 9. Trying to split cluster 2 (16224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2644.980974 sec): 2 clusters Score: Raw -1012830.883526 + Penalty 1701.340332 = -1011129.543193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2645.114590 sec): 3 clusters Score: Raw -1003365.165705 + Penalty 3402.680664 = -999962.485041 nChanged 7175 SP:Iteration 1F (2645.277103 sec): 3 clusters Score: Raw -1007521.074363 + Penalty 3402.680664 = -1004118.393699 nChanged 1099 SP:Iteration 2F (2645.404434 sec): 3 clusters Score: Raw -1008221.319776 + Penalty 3402.680664 = -1004818.639112 nChanged 1145 SP:Iteration 3F (2645.551921 sec): 3 clusters Score: Raw -1009179.653226 + Penalty 3402.680664 = -1005776.972562 nChanged 1268 SP:Iteration 4F (2645.670240 sec): 3 clusters Score: Raw -1010511.316831 + Penalty 3402.680664 = -1007108.636167 nChanged 1351 SP:Iteration 5F (2645.829622 sec): 3 clusters Score: Raw -1012053.388770 + Penalty 3402.680664 = -1008650.708106 nChanged 1262 SP:Iteration 6F (2645.948224 sec): 3 clusters Score: Raw -1013516.082612 + Penalty 3402.680664 = -1010113.401948 nChanged 1136 SP:Iteration 7F (2646.080604 sec): 3 clusters Score: Raw -1014752.820956 + Penalty 3402.680664 = -1011350.140292 nChanged 810 SP:Iteration 8Q (2646.242075 sec): 3 clusters Score: Raw -1015504.392642 + Penalty 3402.680664 = -1012101.711978 nChanged 591 SP:Iteration 9Q (2646.350933 sec): 3 clusters Score: Raw -1016008.304262 + Penalty 3402.680664 = -1012605.623597 nChanged 469 SP:Iteration 10Q (2646.521396 sec): 3 clusters Score: Raw -1016339.599901 + Penalty 3402.680664 = -1012936.919237 nChanged 332 SP:Iteration 11Q (2646.644035 sec): 3 clusters Score: Raw -1016547.954381 + Penalty 3402.680664 = -1013145.273717 nChanged 255 SP:Iteration 12Q (2646.780060 sec): 3 clusters Score: Raw -1016689.849730 + Penalty 3402.680664 = -1013287.169066 nChanged 198 SP:Iteration 13Q (2646.932412 sec): 3 clusters Score: Raw -1016795.268314 + Penalty 3402.680664 = -1013392.587650 nChanged 158 SP:Iteration 14Q (2647.088112 sec): 3 clusters Score: Raw -1016861.623082 + Penalty 3402.680664 = -1013458.942418 nChanged 130 SP:Iteration 15Q (2647.193915 sec): 3 clusters Score: Raw -1016901.661396 + Penalty 3402.680664 = -1013498.980731 nChanged 80 SP:Iteration 16Q (2647.315457 sec): 3 clusters Score: Raw -1016922.373356 + Penalty 3402.680664 = -1013519.692692 nChanged 64 SP:Iteration 17Q (2647.479811 sec): 3 clusters Score: Raw -1016937.362756 + Penalty 3402.680664 = -1013534.682092 nChanged 50 SP:Iteration 18Q (2647.591122 sec): 3 clusters Score: Raw -1016949.384738 + Penalty 3402.680664 = -1013546.704074 nChanged 38 SP:Iteration 19Q (2647.722591 sec): 3 clusters Score: Raw -1016957.440774 + Penalty 3402.680664 = -1013554.760110 nChanged 35 SP:Iteration 20F (2647.880288 sec): 3 clusters Score: Raw -1016964.935757 + Penalty 3402.680664 = -1013562.255092 nChanged 32 SP:Iteration 21Q (2648.005835 sec): 3 clusters Score: Raw -1016972.172884 + Penalty 3402.680664 = -1013569.492220 nChanged 36 SP:Iteration 22Q (2648.131693 sec): 3 clusters Score: Raw -1016979.952851 + Penalty 3402.680664 = -1013577.272187 nChanged 30 SP:Iteration 23Q (2648.288323 sec): 3 clusters Score: Raw -1016985.431049 + Penalty 3402.680664 = -1013582.750385 nChanged 24 SP:Iteration 24Q (2648.416747 sec): 3 clusters Score: Raw -1016989.276533 + Penalty 3402.680664 = -1013586.595869 nChanged 20 SP:Iteration 25Q (2648.568465 sec): 3 clusters Score: Raw -1016992.000956 + Penalty 3402.680664 = -1013589.320292 nChanged 19 SP:Iteration 26Q (2648.681346 sec): 3 clusters Score: Raw -1016995.190544 + Penalty 3402.680664 = -1013592.509880 nChanged 23 SP:Iteration 27Q (2648.822748 sec): 3 clusters Score: Raw -1016998.271087 + Penalty 3402.680664 = -1013595.590423 nChanged 17 SP:Iteration 28Q (2648.991700 sec): 3 clusters Score: Raw -1017000.687292 + Penalty 3402.680664 = -1013598.006628 nChanged 17 SP:Iteration 29Q (2649.122876 sec): 3 clusters Score: Raw -1017002.860293 + Penalty 3402.680664 = -1013600.179629 nChanged 15 SP:Iteration 30Q (2649.248010 sec): 3 clusters Score: Raw -1017005.236322 + Penalty 3402.680664 = -1013602.555658 nChanged 11 SP:Iteration 31Q (2649.404173 sec): 3 clusters Score: Raw -1017006.829016 + Penalty 3402.680664 = -1013604.148352 nChanged 11 SP:Iteration 32Q (2649.545929 sec): 3 clusters Score: Raw -1017008.267714 + Penalty 3402.680664 = -1013605.587050 nChanged 13 SP:Iteration 33Q (2649.669684 sec): 3 clusters Score: Raw -1017010.117241 + Penalty 3402.680664 = -1013607.436577 nChanged 12 SP:Iteration 34Q (2649.822053 sec): 3 clusters Score: Raw -1017011.455638 + Penalty 3402.680664 = -1013608.774974 nChanged 7 SP:Iteration 35Q (2649.968308 sec): 3 clusters Score: Raw -1017011.961515 + Penalty 3402.680664 = -1013609.280851 nChanged 5 SP:Iteration 36Q (2650.096716 sec): 3 clusters Score: Raw -1017012.370993 + Penalty 3402.680664 = -1013609.690329 nChanged 4 SP:Iteration 37Q (2650.219090 sec): 3 clusters Score: Raw -1017012.842911 + Penalty 3402.680664 = -1013610.162247 nChanged 3 SP:Iteration 38Q (2650.361535 sec): 3 clusters Score: Raw -1017013.305023 + Penalty 3402.680664 = -1013610.624359 nChanged 2 SP:Iteration 39Q (2650.504868 sec): 3 clusters Score: Raw -1017013.574889 + Penalty 3402.680664 = -1013610.894225 nChanged 2 SP:Iteration 40F (2650.645534 sec): 3 clusters Score: Raw -1017013.749257 + Penalty 3402.680664 = -1013611.068592 nChanged 1 SP:Iteration 41Q (2650.782310 sec): 3 clusters Score: Raw -1017013.868957 + Penalty 3402.680664 = -1013611.188293 nChanged 0 SP:Iteration 42F (2650.923552 sec): 3 clusters Score: Raw -1017013.868957 + Penalty 3402.680664 = -1013611.188293 nChanged 0 Score: Raw -11794909.683695 + Penalty 21446.974160 = -11773462.709536 Splitting cluster 2 changes total score from -11766642.542849 to -11773462.709536 So it's getting split into cluster 10. Trying to split cluster 3 (9104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2653.671297 sec): 2 clusters Score: Raw -357738.897578 + Penalty 1599.940337 = -356138.957241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2653.815964 sec): 3 clusters Score: Raw -352978.885028 + Penalty 3199.880674 = -349779.004354 nChanged 3986 SP:Iteration 1F (2653.952632 sec): 3 clusters Score: Raw -358169.737614 + Penalty 3199.880674 = -354969.856941 nChanged 1502 SP:Iteration 2F (2654.071848 sec): 3 clusters Score: Raw -362131.058958 + Penalty 3199.880674 = -358931.178284 nChanged 1186 SP:Iteration 3F (2654.163759 sec): 3 clusters Score: Raw -364732.209309 + Penalty 3199.880674 = -361532.328635 nChanged 648 SP:Iteration 4F (2654.291917 sec): 3 clusters Score: Raw -365718.672756 + Penalty 3199.880674 = -362518.792083 nChanged 374 SP:Iteration 5Q (2654.404679 sec): 3 clusters Score: Raw -366212.229428 + Penalty 3199.880674 = -363012.348754 nChanged 296 SP:Iteration 6Q (2654.504055 sec): 3 clusters Score: Raw -366565.634339 + Penalty 3199.880674 = -363365.753665 nChanged 228 SP:Iteration 7Q (2654.619991 sec): 3 clusters Score: Raw -366768.658695 + Penalty 3199.880674 = -363568.778021 nChanged 186 SP:Iteration 8Q (2654.756102 sec): 3 clusters Score: Raw -366932.108681 + Penalty 3199.880674 = -363732.228007 nChanged 182 SP:Iteration 9Q (2654.861585 sec): 3 clusters Score: Raw -367061.530076 + Penalty 3199.880674 = -363861.649402 nChanged 144 SP:Iteration 10Q (2654.972179 sec): 3 clusters Score: Raw -367150.806116 + Penalty 3199.880674 = -363950.925442 nChanged 110 SP:Iteration 11Q (2655.092821 sec): 3 clusters Score: Raw -367226.428400 + Penalty 3199.880674 = -364026.547726 nChanged 98 SP:Iteration 12Q (2655.235694 sec): 3 clusters Score: Raw -367280.444160 + Penalty 3199.880674 = -364080.563486 nChanged 69 SP:Iteration 13Q (2655.375473 sec): 3 clusters Score: Raw -367315.443424 + Penalty 3199.880674 = -364115.562750 nChanged 61 SP:Iteration 14Q (2655.481727 sec): 3 clusters Score: Raw -367348.219251 + Penalty 3199.880674 = -364148.338577 nChanged 54 SP:Iteration 15Q (2655.628744 sec): 3 clusters Score: Raw -367377.535338 + Penalty 3199.880674 = -364177.654665 nChanged 55 SP:Iteration 16Q (2655.756123 sec): 3 clusters Score: Raw -367397.147018 + Penalty 3199.880674 = -364197.266344 nChanged 35 SP:Iteration 17Q (2655.860961 sec): 3 clusters Score: Raw -367410.890326 + Penalty 3199.880674 = -364211.009652 nChanged 38 SP:Iteration 18Q (2655.999663 sec): 3 clusters Score: Raw -367422.574742 + Penalty 3199.880674 = -364222.694068 nChanged 27 SP:Iteration 19Q (2656.105839 sec): 3 clusters Score: Raw -367429.723926 + Penalty 3199.880674 = -364229.843252 nChanged 23 SP:Iteration 20F (2656.241500 sec): 3 clusters Score: Raw -367448.354056 + Penalty 3199.880674 = -364248.473382 nChanged 24 SP:Iteration 21Q (2656.348875 sec): 3 clusters Score: Raw -367456.182360 + Penalty 3199.880674 = -364256.301686 nChanged 22 SP:Iteration 22Q (2656.480368 sec): 3 clusters Score: Raw -367460.511055 + Penalty 3199.880674 = -364260.630381 nChanged 17 SP:Iteration 23Q (2656.611525 sec): 3 clusters Score: Raw -367463.797171 + Penalty 3199.880674 = -364263.916497 nChanged 15 SP:Iteration 24Q (2656.736288 sec): 3 clusters Score: Raw -367466.107425 + Penalty 3199.880674 = -364266.226751 nChanged 7 SP:Iteration 25Q (2656.848630 sec): 3 clusters Score: Raw -367467.370829 + Penalty 3199.880674 = -364267.490155 nChanged 3 SP:Iteration 26Q (2656.962878 sec): 3 clusters Score: Raw -367468.296269 + Penalty 3199.880674 = -364268.415595 nChanged 7 SP:Iteration 27Q (2657.090840 sec): 3 clusters Score: Raw -367469.734736 + Penalty 3199.880674 = -364269.854062 nChanged 3 SP:Iteration 28Q (2657.225826 sec): 3 clusters Score: Raw -367470.048290 + Penalty 3199.880674 = -364270.167616 nChanged 0 SP:Iteration 29F (2657.353934 sec): 3 clusters Score: Raw -367470.048290 + Penalty 3199.880674 = -364270.167616 nChanged 0 Score: Raw -11804640.834408 + Penalty 23591.671575 = -11781049.162832 Splitting cluster 3 changes total score from -11766642.542849 to -11781049.162832 So it's getting split into cluster 11. Trying to split cluster 4 (28646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2660.408222 sec): 2 clusters Score: Raw -1722766.280371 + Penalty 1801.115976 = -1720965.164394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2660.628304 sec): 3 clusters Score: Raw -1705394.439879 + Penalty 3602.231953 = -1701792.207926 nChanged 13019 SP:Iteration 1F (2660.836858 sec): 3 clusters Score: Raw -1714950.926472 + Penalty 3602.231953 = -1711348.694519 nChanged 2659 SP:Iteration 2F (2660.990787 sec): 3 clusters Score: Raw -1718256.685750 + Penalty 3602.231953 = -1714654.453798 nChanged 2875 SP:Iteration 3F (2661.169468 sec): 3 clusters Score: Raw -1721570.127588 + Penalty 3602.231953 = -1717967.895635 nChanged 2754 SP:Iteration 4F (2661.333919 sec): 3 clusters Score: Raw -1724064.559963 + Penalty 3602.231953 = -1720462.328011 nChanged 2100 SP:Iteration 5F (2661.526413 sec): 3 clusters Score: Raw -1725744.482115 + Penalty 3602.231953 = -1722142.250162 nChanged 1430 SP:Iteration 6Q (2661.719765 sec): 3 clusters Score: Raw -1726774.877777 + Penalty 3602.231953 = -1723172.645824 nChanged 1125 SP:Iteration 7Q (2661.933245 sec): 3 clusters Score: Raw -1727541.513848 + Penalty 3602.231953 = -1723939.281895 nChanged 927 SP:Iteration 8Q (2662.096297 sec): 3 clusters Score: Raw -1728221.458417 + Penalty 3602.231953 = -1724619.226464 nChanged 818 SP:Iteration 9Q (2662.265113 sec): 3 clusters Score: Raw -1728839.395265 + Penalty 3602.231953 = -1725237.163312 nChanged 799 SP:Iteration 10Q (2662.440457 sec): 3 clusters Score: Raw -1729377.653643 + Penalty 3602.231953 = -1725775.421690 nChanged 726 SP:Iteration 11Q (2662.623629 sec): 3 clusters Score: Raw -1729814.665975 + Penalty 3602.231953 = -1726212.434023 nChanged 659 SP:Iteration 12Q (2662.809318 sec): 3 clusters Score: Raw -1730186.671614 + Penalty 3602.231953 = -1726584.439661 nChanged 567 SP:Iteration 13Q (2663.006107 sec): 3 clusters Score: Raw -1730468.111797 + Penalty 3602.231953 = -1726865.879844 nChanged 469 SP:Iteration 14Q (2663.179717 sec): 3 clusters Score: Raw -1730677.580036 + Penalty 3602.231953 = -1727075.348083 nChanged 399 SP:Iteration 15Q (2663.347230 sec): 3 clusters Score: Raw -1730844.965492 + Penalty 3602.231953 = -1727242.733539 nChanged 367 SP:Iteration 16Q (2663.560185 sec): 3 clusters Score: Raw -1730990.472851 + Penalty 3602.231953 = -1727388.240898 nChanged 323 SP:Iteration 17Q (2663.727101 sec): 3 clusters Score: Raw -1731102.953375 + Penalty 3602.231953 = -1727500.721422 nChanged 299 SP:Iteration 18Q (2663.915194 sec): 3 clusters Score: Raw -1731194.801565 + Penalty 3602.231953 = -1727592.569612 nChanged 249 SP:Iteration 19Q (2664.082533 sec): 3 clusters Score: Raw -1731259.471764 + Penalty 3602.231953 = -1727657.239812 nChanged 207 SP:Iteration 20F (2664.290131 sec): 3 clusters Score: Raw -1731321.868614 + Penalty 3602.231953 = -1727719.636661 nChanged 188 SP:Iteration 21Q (2664.453599 sec): 3 clusters Score: Raw -1731366.693006 + Penalty 3602.231953 = -1727764.461053 nChanged 178 SP:Iteration 22Q (2664.649735 sec): 3 clusters Score: Raw -1731403.197682 + Penalty 3602.231953 = -1727800.965729 nChanged 150 SP:Iteration 23Q (2664.802619 sec): 3 clusters Score: Raw -1731428.398593 + Penalty 3602.231953 = -1727826.166641 nChanged 119 SP:Iteration 24Q (2664.975773 sec): 3 clusters Score: Raw -1731446.855411 + Penalty 3602.231953 = -1727844.623458 nChanged 127 SP:Iteration 25Q (2665.171079 sec): 3 clusters Score: Raw -1731464.731072 + Penalty 3602.231953 = -1727862.499119 nChanged 85 SP:Iteration 26Q (2665.319942 sec): 3 clusters Score: Raw -1731475.690379 + Penalty 3602.231953 = -1727873.458426 nChanged 70 SP:Iteration 27Q (2665.492157 sec): 3 clusters Score: Raw -1731484.840264 + Penalty 3602.231953 = -1727882.608311 nChanged 65 SP:Iteration 28Q (2665.665343 sec): 3 clusters Score: Raw -1731493.553549 + Penalty 3602.231953 = -1727891.321596 nChanged 61 SP:Iteration 29Q (2665.827740 sec): 3 clusters Score: Raw -1731501.333809 + Penalty 3602.231953 = -1727899.101857 nChanged 62 SP:Iteration 30Q (2666.017980 sec): 3 clusters Score: Raw -1731508.970462 + Penalty 3602.231953 = -1727906.738509 nChanged 53 SP:Iteration 31Q (2666.160924 sec): 3 clusters Score: Raw -1731514.677368 + Penalty 3602.231953 = -1727912.445415 nChanged 42 SP:Iteration 32Q (2666.334679 sec): 3 clusters Score: Raw -1731519.549805 + Penalty 3602.231953 = -1727917.317853 nChanged 43 SP:Iteration 33Q (2666.525082 sec): 3 clusters Score: Raw -1731524.307373 + Penalty 3602.231953 = -1727922.075420 nChanged 41 SP:Iteration 34Q (2666.715925 sec): 3 clusters Score: Raw -1731529.228534 + Penalty 3602.231953 = -1727926.996581 nChanged 30 SP:Iteration 35Q (2666.911518 sec): 3 clusters Score: Raw -1731531.873100 + Penalty 3602.231953 = -1727929.641147 nChanged 28 SP:Iteration 36Q (2667.150127 sec): 3 clusters Score: Raw -1731534.840218 + Penalty 3602.231953 = -1727932.608265 nChanged 38 SP:Iteration 37Q (2667.385270 sec): 3 clusters Score: Raw -1731539.661404 + Penalty 3602.231953 = -1727937.429451 nChanged 42 SP:Iteration 38Q (2667.557262 sec): 3 clusters Score: Raw -1731545.114310 + Penalty 3602.231953 = -1727942.882358 nChanged 43 SP:Iteration 39Q (2667.754873 sec): 3 clusters Score: Raw -1731550.271406 + Penalty 3602.231953 = -1727948.039453 nChanged 40 SP:Iteration 40F (2667.960282 sec): 3 clusters Score: Raw -1731554.392586 + Penalty 3602.231953 = -1727952.160633 nChanged 44 SP:Iteration 41Q (2668.136445 sec): 3 clusters Score: Raw -1731558.861970 + Penalty 3602.231953 = -1727956.630017 nChanged 41 SP:Iteration 42Q (2668.320327 sec): 3 clusters Score: Raw -1731563.092185 + Penalty 3602.231953 = -1727960.860233 nChanged 30 SP:Iteration 43Q (2668.488394 sec): 3 clusters Score: Raw -1731566.345278 + Penalty 3602.231953 = -1727964.113326 nChanged 35 SP:Iteration 44Q (2668.675411 sec): 3 clusters Score: Raw -1731570.324986 + Penalty 3602.231953 = -1727968.093033 nChanged 39 SP:Iteration 45Q (2668.833395 sec): 3 clusters Score: Raw -1731576.510303 + Penalty 3602.231953 = -1727974.278350 nChanged 49 SP:Iteration 46Q (2669.037481 sec): 3 clusters Score: Raw -1731583.154095 + Penalty 3602.231953 = -1727980.922143 nChanged 47 SP:Iteration 47Q (2669.208943 sec): 3 clusters Score: Raw -1731590.660561 + Penalty 3602.231953 = -1727988.428608 nChanged 66 SP:Iteration 48Q (2669.397846 sec): 3 clusters Score: Raw -1731605.601020 + Penalty 3602.231953 = -1728003.369067 nChanged 82 SP:Iteration 49Q (2669.595132 sec): 3 clusters Score: Raw -1731625.672713 + Penalty 3602.231953 = -1728023.440760 nChanged 91 SP:Iteration 50Q (2669.765318 sec): 3 clusters Score: Raw -1731647.261323 + Penalty 3602.231953 = -1728045.029370 nChanged 94 SP:Iteration 51Q (2669.947905 sec): 3 clusters Score: Raw -1731680.948257 + Penalty 3602.231953 = -1728078.716304 nChanged 114 SP:Iteration 52Q (2670.121105 sec): 3 clusters Score: Raw -1731731.836424 + Penalty 3602.231953 = -1728129.604471 nChanged 159 SP:Iteration 53Q (2670.273568 sec): 3 clusters Score: Raw -1731805.147749 + Penalty 3602.231953 = -1728202.915796 nChanged 173 SP:Iteration 54Q (2670.437563 sec): 3 clusters Score: Raw -1731899.581685 + Penalty 3602.231953 = -1728297.349732 nChanged 193 SP:Iteration 55Q (2670.613460 sec): 3 clusters Score: Raw -1732016.353515 + Penalty 3602.231953 = -1728414.121562 nChanged 217 SP:Iteration 56Q (2670.762170 sec): 3 clusters Score: Raw -1732168.792864 + Penalty 3602.231953 = -1728566.560911 nChanged 235 SP:Iteration 57Q (2670.948925 sec): 3 clusters Score: Raw -1732353.354467 + Penalty 3602.231953 = -1728751.122515 nChanged 258 SP:Iteration 58Q (2671.120073 sec): 3 clusters Score: Raw -1732598.009416 + Penalty 3602.231953 = -1728995.777463 nChanged 252 SP:Iteration 59Q (2671.292965 sec): 3 clusters Score: Raw -1732806.968823 + Penalty 3602.231953 = -1729204.736870 nChanged 252 SP:Iteration 60F (2671.453982 sec): 3 clusters Score: Raw -1732975.529809 + Penalty 3602.231953 = -1729373.297856 nChanged 204 SP:Iteration 61Q (2671.634245 sec): 3 clusters Score: Raw -1733082.061750 + Penalty 3602.231953 = -1729479.829797 nChanged 182 SP:Iteration 62Q (2671.795027 sec): 3 clusters Score: Raw -1733165.051257 + Penalty 3602.231953 = -1729562.819304 nChanged 175 SP:Iteration 63Q (2671.978684 sec): 3 clusters Score: Raw -1733229.169831 + Penalty 3602.231953 = -1729626.937878 nChanged 146 SP:Iteration 64Q (2672.152416 sec): 3 clusters Score: Raw -1733278.046529 + Penalty 3602.231953 = -1729675.814576 nChanged 111 SP:Iteration 65Q (2672.310858 sec): 3 clusters Score: Raw -1733305.079517 + Penalty 3602.231953 = -1729702.847565 nChanged 87 SP:Iteration 66Q (2672.486224 sec): 3 clusters Score: Raw -1733322.706406 + Penalty 3602.231953 = -1729720.474453 nChanged 78 SP:Iteration 67Q (2672.659830 sec): 3 clusters Score: Raw -1733338.575472 + Penalty 3602.231953 = -1729736.343519 nChanged 57 SP:Iteration 68Q (2672.833349 sec): 3 clusters Score: Raw -1733348.926033 + Penalty 3602.231953 = -1729746.694080 nChanged 42 SP:Iteration 69Q (2672.994508 sec): 3 clusters Score: Raw -1733356.981063 + Penalty 3602.231953 = -1729754.749110 nChanged 39 SP:Iteration 70Q (2673.142250 sec): 3 clusters Score: Raw -1733363.739853 + Penalty 3602.231953 = -1729761.507900 nChanged 39 SP:Iteration 71Q (2673.327424 sec): 3 clusters Score: Raw -1733368.867371 + Penalty 3602.231953 = -1729766.635418 nChanged 32 SP:Iteration 72Q (2673.498699 sec): 3 clusters Score: Raw -1733372.716422 + Penalty 3602.231953 = -1729770.484469 nChanged 30 SP:Iteration 73Q (2673.658871 sec): 3 clusters Score: Raw -1733376.931441 + Penalty 3602.231953 = -1729774.699489 nChanged 35 SP:Iteration 74Q (2673.829993 sec): 3 clusters Score: Raw -1733381.465807 + Penalty 3602.231953 = -1729779.233854 nChanged 26 SP:Iteration 75Q (2673.989755 sec): 3 clusters Score: Raw -1733384.839284 + Penalty 3602.231953 = -1729782.607331 nChanged 26 SP:Iteration 76Q (2674.151966 sec): 3 clusters Score: Raw -1733388.728988 + Penalty 3602.231953 = -1729786.497035 nChanged 30 SP:Iteration 77Q (2674.353587 sec): 3 clusters Score: Raw -1733393.822371 + Penalty 3602.231953 = -1729791.590418 nChanged 26 SP:Iteration 78Q (2674.497557 sec): 3 clusters Score: Raw -1733397.258365 + Penalty 3602.231953 = -1729795.026413 nChanged 25 SP:Iteration 79Q (2674.678522 sec): 3 clusters Score: Raw -1733400.254632 + Penalty 3602.231953 = -1729798.022679 nChanged 20 SP:Iteration 80F (2674.856765 sec): 3 clusters Score: Raw -1733402.978339 + Penalty 3602.231953 = -1729800.746386 nChanged 17 SP:Iteration 81Q (2675.001266 sec): 3 clusters Score: Raw -1733405.406068 + Penalty 3602.231953 = -1729803.174115 nChanged 16 SP:Iteration 82Q (2675.174877 sec): 3 clusters Score: Raw -1733407.427247 + Penalty 3602.231953 = -1729805.195294 nChanged 20 SP:Iteration 83Q (2675.335372 sec): 3 clusters Score: Raw -1733409.165495 + Penalty 3602.231953 = -1729806.933542 nChanged 19 SP:Iteration 84Q (2675.510433 sec): 3 clusters Score: Raw -1733410.463310 + Penalty 3602.231953 = -1729808.231357 nChanged 10 SP:Iteration 85Q (2675.687359 sec): 3 clusters Score: Raw -1733412.065365 + Penalty 3602.231953 = -1729809.833412 nChanged 16 SP:Iteration 86Q (2675.865610 sec): 3 clusters Score: Raw -1733413.987256 + Penalty 3602.231953 = -1729811.755304 nChanged 18 SP:Iteration 87Q (2676.037186 sec): 3 clusters Score: Raw -1733416.587038 + Penalty 3602.231953 = -1729814.355086 nChanged 16 SP:Iteration 88Q (2676.206324 sec): 3 clusters Score: Raw -1733418.141373 + Penalty 3602.231953 = -1729815.909420 nChanged 8 SP:Iteration 89Q (2676.399236 sec): 3 clusters Score: Raw -1733418.832223 + Penalty 3602.231953 = -1729816.600270 nChanged 8 SP:Iteration 90Q (2676.579228 sec): 3 clusters Score: Raw -1733419.307880 + Penalty 3602.231953 = -1729817.075927 nChanged 4 SP:Iteration 91Q (2676.750227 sec): 3 clusters Score: Raw -1733419.435846 + Penalty 3602.231953 = -1729817.203893 nChanged 1 SP:Iteration 92Q (2676.909342 sec): 3 clusters Score: Raw -1733419.484441 + Penalty 3602.231953 = -1729817.252489 nChanged 0 SP:Iteration 93F (2677.076033 sec): 3 clusters Score: Raw -1733419.484441 + Penalty 3602.231953 = -1729817.252489 nChanged 0 Score: Raw -11815294.038478 + Penalty 25736.368991 = -11789557.669487 Splitting cluster 4 changes total score from -11766642.542849 to -11789557.669487 So it's getting split into cluster 12. Trying to split cluster 5 (10460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2680.671429 sec): 2 clusters Score: Raw -562629.492209 + Penalty 1624.307561 = -561005.184649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2680.793930 sec): 3 clusters Score: Raw -556836.829783 + Penalty 3248.615122 = -553588.214661 nChanged 4487 SP:Iteration 1F (2680.924629 sec): 3 clusters Score: Raw -560391.525143 + Penalty 3248.615122 = -557142.910021 nChanged 1248 SP:Iteration 2F (2681.058331 sec): 3 clusters Score: Raw -561945.228443 + Penalty 3248.615122 = -558696.613321 nChanged 1070 SP:Iteration 3F (2681.208569 sec): 3 clusters Score: Raw -563200.416176 + Penalty 3248.615122 = -559951.801054 nChanged 800 SP:Iteration 4F (2681.317498 sec): 3 clusters Score: Raw -564104.818250 + Penalty 3248.615122 = -560856.203128 nChanged 675 SP:Iteration 5F (2681.465192 sec): 3 clusters Score: Raw -564929.261565 + Penalty 3248.615122 = -561680.646443 nChanged 588 SP:Iteration 6F (2681.579924 sec): 3 clusters Score: Raw -565732.259945 + Penalty 3248.615122 = -562483.644823 nChanged 536 SP:Iteration 7F (2681.720891 sec): 3 clusters Score: Raw -566471.787780 + Penalty 3248.615122 = -563223.172658 nChanged 431 SP:Iteration 8Q (2681.845098 sec): 3 clusters Score: Raw -566899.572536 + Penalty 3248.615122 = -563650.957414 nChanged 282 SP:Iteration 9Q (2681.948535 sec): 3 clusters Score: Raw -567076.000578 + Penalty 3248.615122 = -563827.385456 nChanged 205 SP:Iteration 10Q (2682.092882 sec): 3 clusters Score: Raw -567164.290248 + Penalty 3248.615122 = -563915.675126 nChanged 122 SP:Iteration 11Q (2682.216235 sec): 3 clusters Score: Raw -567206.143478 + Penalty 3248.615122 = -563957.528356 nChanged 76 SP:Iteration 12Q (2682.354822 sec): 3 clusters Score: Raw -567234.268858 + Penalty 3248.615122 = -563985.653737 nChanged 54 SP:Iteration 13Q (2682.484228 sec): 3 clusters Score: Raw -567261.364766 + Penalty 3248.615122 = -564012.749644 nChanged 48 SP:Iteration 14Q (2682.627940 sec): 3 clusters Score: Raw -567280.794098 + Penalty 3248.615122 = -564032.178976 nChanged 44 SP:Iteration 15Q (2682.724924 sec): 3 clusters Score: Raw -567295.870822 + Penalty 3248.615122 = -564047.255700 nChanged 39 SP:Iteration 16Q (2682.835431 sec): 3 clusters Score: Raw -567304.627529 + Penalty 3248.615122 = -564056.012407 nChanged 28 SP:Iteration 17Q (2682.960544 sec): 3 clusters Score: Raw -567311.077078 + Penalty 3248.615122 = -564062.461957 nChanged 20 SP:Iteration 18Q (2683.090407 sec): 3 clusters Score: Raw -567313.553552 + Penalty 3248.615122 = -564064.938430 nChanged 13 SP:Iteration 19Q (2683.238172 sec): 3 clusters Score: Raw -567315.232974 + Penalty 3248.615122 = -564066.617852 nChanged 10 SP:Iteration 20F (2683.373380 sec): 3 clusters Score: Raw -567316.328353 + Penalty 3248.615122 = -564067.713231 nChanged 7 SP:Iteration 21Q (2683.524792 sec): 3 clusters Score: Raw -567317.328108 + Penalty 3248.615122 = -564068.712986 nChanged 6 SP:Iteration 22Q (2683.624357 sec): 3 clusters Score: Raw -567318.285128 + Penalty 3248.615122 = -564069.670006 nChanged 5 SP:Iteration 23Q (2683.762490 sec): 3 clusters Score: Raw -567319.359919 + Penalty 3248.615122 = -564070.744797 nChanged 6 SP:Iteration 24Q (2683.896719 sec): 3 clusters Score: Raw -567320.142093 + Penalty 3248.615122 = -564071.526971 nChanged 2 SP:Iteration 25Q (2684.029768 sec): 3 clusters Score: Raw -567320.265640 + Penalty 3248.615122 = -564071.650518 nChanged 0 SP:Iteration 26F (2684.178283 sec): 3 clusters Score: Raw -567320.265640 + Penalty 3248.615122 = -564071.650518 nChanged 0 Score: Raw -11819984.811909 + Penalty 27881.066407 = -11792103.745502 Splitting cluster 5 changes total score from -11766642.542849 to -11792103.745502 So it's getting split into cluster 13. Trying to split cluster 6 (72588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2688.208988 sec): 2 clusters Score: Raw -4824397.980324 + Penalty 1964.293385 = -4822433.686939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2688.514612 sec): 3 clusters Score: Raw -4777930.186380 + Penalty 3928.586769 = -4774001.599611 nChanged 34488 SP:Iteration 1F (2688.773665 sec): 3 clusters Score: Raw -4800937.103629 + Penalty 3928.586769 = -4797008.516860 nChanged 5546 SP:Iteration 2F (2689.056654 sec): 3 clusters Score: Raw -4805131.057778 + Penalty 3928.586769 = -4801202.471008 nChanged 6294 SP:Iteration 3F (2689.351702 sec): 3 clusters Score: Raw -4810438.199008 + Penalty 3928.586769 = -4806509.612239 nChanged 6029 SP:Iteration 4F (2689.621761 sec): 3 clusters Score: Raw -4815725.132996 + Penalty 3928.586769 = -4811796.546227 nChanged 5087 SP:Iteration 5F (2689.905866 sec): 3 clusters Score: Raw -4820418.199678 + Penalty 3928.586769 = -4816489.612909 nChanged 3980 SP:Iteration 6F (2690.211126 sec): 3 clusters Score: Raw -4824609.053716 + Penalty 3928.586769 = -4820680.466946 nChanged 3074 SP:Iteration 7Q (2690.481181 sec): 3 clusters Score: Raw -4827870.411608 + Penalty 3928.586769 = -4823941.824839 nChanged 2236 SP:Iteration 8Q (2690.782920 sec): 3 clusters Score: Raw -4830299.852776 + Penalty 3928.586769 = -4826371.266007 nChanged 1565 SP:Iteration 9Q (2691.061972 sec): 3 clusters Score: Raw -4831852.410902 + Penalty 3928.586769 = -4827923.824133 nChanged 1078 SP:Iteration 10Q (2691.324803 sec): 3 clusters Score: Raw -4832555.975539 + Penalty 3928.586769 = -4828627.388770 nChanged 712 SP:Iteration 11Q (2691.608735 sec): 3 clusters Score: Raw -4832870.325475 + Penalty 3928.586769 = -4828941.738706 nChanged 536 SP:Iteration 12Q (2691.887774 sec): 3 clusters Score: Raw -4833052.082752 + Penalty 3928.586769 = -4829123.495983 nChanged 374 SP:Iteration 13Q (2692.166019 sec): 3 clusters Score: Raw -4833140.459046 + Penalty 3928.586769 = -4829211.872277 nChanged 288 SP:Iteration 14Q (2692.471734 sec): 3 clusters Score: Raw -4833192.899758 + Penalty 3928.586769 = -4829264.312989 nChanged 223 SP:Iteration 15Q (2692.729082 sec): 3 clusters Score: Raw -4833226.673734 + Penalty 3928.586769 = -4829298.086965 nChanged 176 SP:Iteration 16Q (2693.028633 sec): 3 clusters Score: Raw -4833247.437992 + Penalty 3928.586769 = -4829318.851223 nChanged 144 SP:Iteration 17Q (2693.296841 sec): 3 clusters Score: Raw -4833261.571210 + Penalty 3928.586769 = -4829332.984441 nChanged 110 SP:Iteration 18Q (2693.562006 sec): 3 clusters Score: Raw -4833270.831249 + Penalty 3928.586769 = -4829342.244480 nChanged 81 SP:Iteration 19Q (2693.830851 sec): 3 clusters Score: Raw -4833275.390163 + Penalty 3928.586769 = -4829346.803394 nChanged 54 SP:Iteration 20F (2694.125767 sec): 3 clusters Score: Raw -4833277.690648 + Penalty 3928.586769 = -4829349.103878 nChanged 29 SP:Iteration 21Q (2694.404762 sec): 3 clusters Score: Raw -4833278.745731 + Penalty 3928.586769 = -4829350.158962 nChanged 20 SP:Iteration 22Q (2694.684030 sec): 3 clusters Score: Raw -4833279.464247 + Penalty 3928.586769 = -4829350.877478 nChanged 15 SP:Iteration 23Q (2694.974647 sec): 3 clusters Score: Raw -4833279.973003 + Penalty 3928.586769 = -4829351.386234 nChanged 10 SP:Iteration 24Q (2695.262752 sec): 3 clusters Score: Raw -4833280.303413 + Penalty 3928.586769 = -4829351.716644 nChanged 8 SP:Iteration 25Q (2695.583883 sec): 3 clusters Score: Raw -4833280.446160 + Penalty 3928.586769 = -4829351.859391 nChanged 3 SP:Iteration 26Q (2695.812495 sec): 3 clusters Score: Raw -4833280.492984 + Penalty 3928.586769 = -4829351.906215 nChanged 5 SP:Iteration 27Q (2696.075420 sec): 3 clusters Score: Raw -4833280.610160 + Penalty 3928.586769 = -4829352.023391 nChanged 3 SP:Iteration 28Q (2696.368957 sec): 3 clusters Score: Raw -4833280.657588 + Penalty 3928.586769 = -4829352.070818 nChanged 2 SP:Iteration 29Q (2696.614148 sec): 3 clusters Score: Raw -4833280.682190 + Penalty 3928.586769 = -4829352.095421 nChanged 1 SP:Iteration 30Q (2696.898770 sec): 3 clusters Score: Raw -4833280.691019 + Penalty 3928.586769 = -4829352.104250 nChanged 1 SP:Iteration 31Q (2697.194831 sec): 3 clusters Score: Raw -4833280.703514 + Penalty 3928.586769 = -4829352.116745 nChanged 0 SP:Iteration 32F (2697.493727 sec): 3 clusters Score: Raw -4833280.703514 + Penalty 3928.586769 = -4829352.116745 nChanged 0 Score: Raw -11828867.535099 + Penalty 30025.763823 = -11798841.771276 Splitting cluster 6 changes total score from -11766642.542849 to -11798841.771276 So it's getting split into cluster 14. Trying to split cluster 7 (9016 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2701.337498 sec): 2 clusters Score: Raw -402503.864214 + Penalty 1598.235688 = -400905.628526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2701.465507 sec): 3 clusters Score: Raw -397554.038755 + Penalty 3196.471376 = -394357.567380 nChanged 3993 SP:Iteration 1F (2701.552038 sec): 3 clusters Score: Raw -401461.822913 + Penalty 3196.471376 = -398265.351537 nChanged 1249 SP:Iteration 2F (2701.715050 sec): 3 clusters Score: Raw -403386.174663 + Penalty 3196.471376 = -400189.703288 nChanged 1003 SP:Iteration 3F (2701.838598 sec): 3 clusters Score: Raw -404745.779936 + Penalty 3196.471376 = -401549.308560 nChanged 657 SP:Iteration 4F (2701.975696 sec): 3 clusters Score: Raw -405614.065393 + Penalty 3196.471376 = -402417.594017 nChanged 486 SP:Iteration 5F (2702.100719 sec): 3 clusters Score: Raw -406480.126244 + Penalty 3196.471376 = -403283.654868 nChanged 445 SP:Iteration 6Q (2702.217998 sec): 3 clusters Score: Raw -407510.315367 + Penalty 3196.471376 = -404313.843992 nChanged 410 SP:Iteration 7Q (2702.345026 sec): 3 clusters Score: Raw -408272.316734 + Penalty 3196.471376 = -405075.845358 nChanged 346 SP:Iteration 8Q (2702.467625 sec): 3 clusters Score: Raw -408692.935294 + Penalty 3196.471376 = -405496.463919 nChanged 250 SP:Iteration 9Q (2702.558329 sec): 3 clusters Score: Raw -408920.846014 + Penalty 3196.471376 = -405724.374638 nChanged 186 SP:Iteration 10Q (2702.660657 sec): 3 clusters Score: Raw -409051.980877 + Penalty 3196.471376 = -405855.509501 nChanged 134 SP:Iteration 11Q (2702.736008 sec): 3 clusters Score: Raw -409134.299966 + Penalty 3196.471376 = -405937.828590 nChanged 101 SP:Iteration 12Q (2702.853332 sec): 3 clusters Score: Raw -409187.072598 + Penalty 3196.471376 = -405990.601222 nChanged 82 SP:Iteration 13Q (2702.955560 sec): 3 clusters Score: Raw -409228.356242 + Penalty 3196.471376 = -406031.884867 nChanged 80 SP:Iteration 14Q (2703.075528 sec): 3 clusters Score: Raw -409258.838937 + Penalty 3196.471376 = -406062.367562 nChanged 66 SP:Iteration 15Q (2703.177196 sec): 3 clusters Score: Raw -409284.008938 + Penalty 3196.471376 = -406087.537563 nChanged 61 SP:Iteration 16Q (2703.278619 sec): 3 clusters Score: Raw -409312.048395 + Penalty 3196.471376 = -406115.577020 nChanged 78 SP:Iteration 17Q (2703.387627 sec): 3 clusters Score: Raw -409344.389816 + Penalty 3196.471376 = -406147.918441 nChanged 64 SP:Iteration 18Q (2703.509764 sec): 3 clusters Score: Raw -409367.209055 + Penalty 3196.471376 = -406170.737680 nChanged 58 SP:Iteration 19Q (2703.621487 sec): 3 clusters Score: Raw -409388.210382 + Penalty 3196.471376 = -406191.739006 nChanged 51 SP:Iteration 20F (2703.766372 sec): 3 clusters Score: Raw -409406.321055 + Penalty 3196.471376 = -406209.849680 nChanged 47 SP:Iteration 21Q (2703.878745 sec): 3 clusters Score: Raw -409417.661473 + Penalty 3196.471376 = -406221.190097 nChanged 34 SP:Iteration 22Q (2704.007190 sec): 3 clusters Score: Raw -409424.727391 + Penalty 3196.471376 = -406228.256015 nChanged 17 SP:Iteration 23Q (2704.118920 sec): 3 clusters Score: Raw -409427.788329 + Penalty 3196.471376 = -406231.316953 nChanged 21 SP:Iteration 24Q (2704.252484 sec): 3 clusters Score: Raw -409431.521766 + Penalty 3196.471376 = -406235.050391 nChanged 14 SP:Iteration 25Q (2704.366344 sec): 3 clusters Score: Raw -409433.927650 + Penalty 3196.471376 = -406237.456274 nChanged 11 SP:Iteration 26Q (2704.501428 sec): 3 clusters Score: Raw -409435.816221 + Penalty 3196.471376 = -406239.344845 nChanged 14 SP:Iteration 27Q (2704.613767 sec): 3 clusters Score: Raw -409438.273724 + Penalty 3196.471376 = -406241.802349 nChanged 15 SP:Iteration 28Q (2704.743224 sec): 3 clusters Score: Raw -409442.214576 + Penalty 3196.471376 = -406245.743200 nChanged 19 SP:Iteration 29Q (2704.854180 sec): 3 clusters Score: Raw -409446.780392 + Penalty 3196.471376 = -406250.309016 nChanged 21 SP:Iteration 30Q (2704.995524 sec): 3 clusters Score: Raw -409451.265961 + Penalty 3196.471376 = -406254.794585 nChanged 14 SP:Iteration 31Q (2705.111924 sec): 3 clusters Score: Raw -409453.691849 + Penalty 3196.471376 = -406257.220473 nChanged 17 SP:Iteration 32Q (2705.243133 sec): 3 clusters Score: Raw -409456.602300 + Penalty 3196.471376 = -406260.130925 nChanged 13 SP:Iteration 33Q (2705.374598 sec): 3 clusters Score: Raw -409458.762079 + Penalty 3196.471376 = -406262.290703 nChanged 16 SP:Iteration 34Q (2705.493294 sec): 3 clusters Score: Raw -409461.510297 + Penalty 3196.471376 = -406265.038921 nChanged 13 SP:Iteration 35Q (2705.629676 sec): 3 clusters Score: Raw -409463.968591 + Penalty 3196.471376 = -406267.497216 nChanged 11 SP:Iteration 36Q (2705.745543 sec): 3 clusters Score: Raw -409465.475601 + Penalty 3196.471376 = -406269.004225 nChanged 8 SP:Iteration 37Q (2705.851088 sec): 3 clusters Score: Raw -409466.900417 + Penalty 3196.471376 = -406270.429041 nChanged 9 SP:Iteration 38Q (2705.987348 sec): 3 clusters Score: Raw -409468.084972 + Penalty 3196.471376 = -406271.613596 nChanged 5 SP:Iteration 39Q (2706.105993 sec): 3 clusters Score: Raw -409468.722171 + Penalty 3196.471376 = -406272.250796 nChanged 10 SP:Iteration 40F (2706.223061 sec): 3 clusters Score: Raw -409470.095377 + Penalty 3196.471376 = -406273.624001 nChanged 8 SP:Iteration 41Q (2706.339680 sec): 3 clusters Score: Raw -409471.366084 + Penalty 3196.471376 = -406274.894708 nChanged 8 SP:Iteration 42Q (2706.441237 sec): 3 clusters Score: Raw -409472.382424 + Penalty 3196.471376 = -406275.911049 nChanged 8 SP:Iteration 43Q (2706.573019 sec): 3 clusters Score: Raw -409473.183790 + Penalty 3196.471376 = -406276.712415 nChanged 5 SP:Iteration 44Q (2706.706137 sec): 3 clusters Score: Raw -409474.182810 + Penalty 3196.471376 = -406277.711434 nChanged 4 SP:Iteration 45Q (2706.818425 sec): 3 clusters Score: Raw -409474.854849 + Penalty 3196.471376 = -406278.383473 nChanged 4 SP:Iteration 46Q (2706.947227 sec): 3 clusters Score: Raw -409475.391547 + Penalty 3196.471376 = -406278.920172 nChanged 3 SP:Iteration 47Q (2707.088525 sec): 3 clusters Score: Raw -409475.887696 + Penalty 3196.471376 = -406279.416321 nChanged 6 SP:Iteration 48Q (2707.189410 sec): 3 clusters Score: Raw -409476.459732 + Penalty 3196.471376 = -406279.988356 nChanged 3 SP:Iteration 49Q (2707.319933 sec): 3 clusters Score: Raw -409476.927632 + Penalty 3196.471376 = -406280.456256 nChanged 2 SP:Iteration 50Q (2707.460083 sec): 3 clusters Score: Raw -409477.228191 + Penalty 3196.471376 = -406280.756816 nChanged 0 SP:Iteration 51F (2707.570092 sec): 3 clusters Score: Raw -409477.228191 + Penalty 3196.471376 = -406280.756816 nChanged 0 Score: Raw -11835840.899076 + Penalty 32170.461239 = -11803670.437837 Splitting cluster 7 changes total score from -11766642.542849 to -11803670.437837 So it's getting split into cluster 15. Trying to split cluster 8 (25289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2711.694846 sec): 2 clusters Score: Raw -1592829.418383 + Penalty 1779.240902 = -1591050.177481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2711.862875 sec): 3 clusters Score: Raw -1577505.388198 + Penalty 3558.481804 = -1573946.906394 nChanged 11603 SP:Iteration 1F (2712.049367 sec): 3 clusters Score: Raw -1585380.452982 + Penalty 3558.481804 = -1581821.971178 nChanged 2193 SP:Iteration 2F (2712.239528 sec): 3 clusters Score: Raw -1587749.522754 + Penalty 3558.481804 = -1584191.040950 nChanged 2508 SP:Iteration 3F (2712.370268 sec): 3 clusters Score: Raw -1590677.000406 + Penalty 3558.481804 = -1587118.518602 nChanged 2368 SP:Iteration 4F (2712.555494 sec): 3 clusters Score: Raw -1593069.890442 + Penalty 3558.481804 = -1589511.408638 nChanged 1847 SP:Iteration 5F (2712.710107 sec): 3 clusters Score: Raw -1594629.128978 + Penalty 3558.481804 = -1591070.647174 nChanged 1417 SP:Iteration 6F (2712.905463 sec): 3 clusters Score: Raw -1595725.575661 + Penalty 3558.481804 = -1592167.093857 nChanged 1171 SP:Iteration 7Q (2713.054319 sec): 3 clusters Score: Raw -1596751.473121 + Penalty 3558.481804 = -1593192.991317 nChanged 1101 SP:Iteration 8Q (2713.234764 sec): 3 clusters Score: Raw -1597753.424273 + Penalty 3558.481804 = -1594194.942469 nChanged 969 SP:Iteration 9Q (2713.392123 sec): 3 clusters Score: Raw -1598598.139104 + Penalty 3558.481804 = -1595039.657300 nChanged 813 SP:Iteration 10Q (2713.548772 sec): 3 clusters Score: Raw -1599152.780100 + Penalty 3558.481804 = -1595594.298296 nChanged 580 SP:Iteration 11Q (2713.721694 sec): 3 clusters Score: Raw -1599455.293119 + Penalty 3558.481804 = -1595896.811315 nChanged 390 SP:Iteration 12Q (2713.879563 sec): 3 clusters Score: Raw -1599602.067607 + Penalty 3558.481804 = -1596043.585803 nChanged 278 SP:Iteration 13Q (2714.047615 sec): 3 clusters Score: Raw -1599671.056917 + Penalty 3558.481804 = -1596112.575113 nChanged 163 SP:Iteration 14Q (2714.205187 sec): 3 clusters Score: Raw -1599700.931636 + Penalty 3558.481804 = -1596142.449832 nChanged 104 SP:Iteration 15Q (2714.350190 sec): 3 clusters Score: Raw -1599714.659496 + Penalty 3558.481804 = -1596156.177692 nChanged 68 SP:Iteration 16Q (2714.518052 sec): 3 clusters Score: Raw -1599720.960585 + Penalty 3558.481804 = -1596162.478781 nChanged 41 SP:Iteration 17Q (2714.705766 sec): 3 clusters Score: Raw -1599724.658401 + Penalty 3558.481804 = -1596166.176597 nChanged 45 SP:Iteration 18Q (2714.861745 sec): 3 clusters Score: Raw -1599728.957479 + Penalty 3558.481804 = -1596170.475675 nChanged 33 SP:Iteration 19Q (2715.019965 sec): 3 clusters Score: Raw -1599731.083459 + Penalty 3558.481804 = -1596172.601655 nChanged 22 SP:Iteration 20F (2715.188707 sec): 3 clusters Score: Raw -1599732.309166 + Penalty 3558.481804 = -1596173.827362 nChanged 14 SP:Iteration 21Q (2715.357085 sec): 3 clusters Score: Raw -1599733.127949 + Penalty 3558.481804 = -1596174.646145 nChanged 11 SP:Iteration 22Q (2715.545015 sec): 3 clusters Score: Raw -1599733.641774 + Penalty 3558.481804 = -1596175.159970 nChanged 8 SP:Iteration 23Q (2715.703823 sec): 3 clusters Score: Raw -1599734.077044 + Penalty 3558.481804 = -1596175.595240 nChanged 9 SP:Iteration 24Q (2715.865446 sec): 3 clusters Score: Raw -1599734.616632 + Penalty 3558.481804 = -1596176.134828 nChanged 10 SP:Iteration 25Q (2716.029088 sec): 3 clusters Score: Raw -1599735.247609 + Penalty 3558.481804 = -1596176.765805 nChanged 6 SP:Iteration 26Q (2716.225975 sec): 3 clusters Score: Raw -1599735.451470 + Penalty 3558.481804 = -1596176.969666 nChanged 1 SP:Iteration 27Q (2716.371563 sec): 3 clusters Score: Raw -1599735.475691 + Penalty 3558.481804 = -1596176.993887 nChanged 1 SP:Iteration 28Q (2716.571791 sec): 3 clusters Score: Raw -1599735.501839 + Penalty 3558.481804 = -1596177.020035 nChanged 1 SP:Iteration 29Q (2716.724333 sec): 3 clusters Score: Raw -1599735.534086 + Penalty 3558.481804 = -1596177.052282 nChanged 0 SP:Iteration 30F (2716.913046 sec): 3 clusters Score: Raw -1599735.534086 + Penalty 3558.481804 = -1596177.052282 nChanged 0 Score: Raw -11842747.014779 + Penalty 34315.158655 = -11808431.856124 Splitting cluster 8 changes total score from -11766642.542849 to -11808431.856124 So it's getting split into cluster 16. Iteration 99Q (2724.770461 sec): 17 clusters Score: Raw -11853618.633349 + Penalty 34315.158655 = -11819303.474694 nChanged 11349 Iteration 100F (2729.040115 sec): 17 clusters Score: Raw -11861116.830005 + Penalty 34315.158655 = -11826801.671350 nChanged 6979 Iteration 101Q (2732.100788 sec): 17 clusters Score: Raw -11863644.356667 + Penalty 34315.158655 = -11829329.198012 nChanged 3712 Iteration 102Q (2734.920836 sec): 17 clusters Score: Raw -11864747.292563 + Penalty 34315.158655 = -11830432.133908 nChanged 2615 Iteration 103Q (2737.561810 sec): 17 clusters Score: Raw -11865372.150665 + Penalty 34315.158655 = -11831056.992010 nChanged 1962 Iteration 104Q (2740.320670 sec): 17 clusters Score: Raw -11865778.471128 + Penalty 34315.158655 = -11831463.312473 nChanged 1608 Iteration 105Q (2743.052708 sec): 17 clusters Score: Raw -11866073.309780 + Penalty 34315.158655 = -11831758.151125 nChanged 1282 Iteration 106Q (2745.790924 sec): 17 clusters Score: Raw -11866283.953981 + Penalty 34315.158655 = -11831968.795326 nChanged 1079 Iteration 107Q (2748.461904 sec): 17 clusters Score: Raw -11866446.740375 + Penalty 34315.158655 = -11832131.581720 nChanged 951 Iteration 108Q (2751.184009 sec): 17 clusters Score: Raw -11866584.871921 + Penalty 34315.158655 = -11832269.713266 nChanged 816 Iteration 109Q (2754.047631 sec): 17 clusters Score: Raw -11866698.461437 + Penalty 34315.158655 = -11832383.302782 nChanged 719 Iteration 110Q (2757.141347 sec): 17 clusters Score: Raw -11866790.692520 + Penalty 34315.158655 = -11832475.533865 nChanged 615 Iteration 111Q (2760.185404 sec): 17 clusters Score: Raw -11866865.748555 + Penalty 34315.158655 = -11832550.589900 nChanged 602 Iteration 112Q (2763.093172 sec): 17 clusters Score: Raw -11866935.828454 + Penalty 34315.158655 = -11832620.669799 nChanged 501 Iteration 113Q (2765.819131 sec): 17 clusters Score: Raw -11866986.284154 + Penalty 34315.158655 = -11832671.125498 nChanged 440 Iteration 114Q (2768.519486 sec): 17 clusters Score: Raw -11867029.772218 + Penalty 34315.158655 = -11832714.613562 nChanged 407 Iteration 115Q (2771.258866 sec): 17 clusters Score: Raw -11867069.812595 + Penalty 34315.158655 = -11832754.653940 nChanged 418 Iteration 116Q (2774.043038 sec): 17 clusters Score: Raw -11867113.318938 + Penalty 34315.158655 = -11832798.160283 nChanged 414 Iteration 117Q (2777.313731 sec): 17 clusters Score: Raw -11867154.586146 + Penalty 34315.158655 = -11832839.427491 nChanged 370 Iteration 118Q (2780.393602 sec): 17 clusters Score: Raw -11867190.218935 + Penalty 34315.158655 = -11832875.060279 nChanged 323 Iteration 119Q (2783.315178 sec): 17 clusters Score: Raw -11867220.905534 + Penalty 34315.158655 = -11832905.746879 nChanged 297 Iteration 120F (2787.028671 sec): 17 clusters Score: Raw -11867297.205015 + Penalty 34315.158655 = -11832982.046359 nChanged 307 Iteration 121Q (2789.612698 sec): 17 clusters Score: Raw -11867342.469959 + Penalty 34315.158655 = -11833027.311304 nChanged 326 Iteration 122Q (2792.232424 sec): 17 clusters Score: Raw -11867381.205971 + Penalty 34315.158655 = -11833066.047316 nChanged 317 Iteration 123Q (2794.701280 sec): 17 clusters Score: Raw -11867416.907738 + Penalty 34315.158655 = -11833101.749083 nChanged 307 Iteration 124Q (2797.054599 sec): 17 clusters Score: Raw -11867449.140756 + Penalty 34315.158655 = -11833133.982101 nChanged 291 Iteration 125Q (2799.358649 sec): 17 clusters Score: Raw -11867478.334764 + Penalty 34315.158655 = -11833163.176109 nChanged 308 Iteration 126Q (2801.917599 sec): 17 clusters Score: Raw -11867510.902333 + Penalty 34315.158655 = -11833195.743678 nChanged 289 Iteration 127Q (2804.512880 sec): 17 clusters Score: Raw -11867538.981456 + Penalty 34315.158655 = -11833223.822801 nChanged 279 Iteration 128Q (2807.061781 sec): 17 clusters Score: Raw -11867565.995961 + Penalty 34315.158655 = -11833250.837306 nChanged 249 Iteration 129Q (2809.601051 sec): 17 clusters Score: Raw -11867592.474322 + Penalty 34315.158655 = -11833277.315667 nChanged 262 Iteration 130Q (2812.341851 sec): 17 clusters Score: Raw -11867618.751507 + Penalty 34315.158655 = -11833303.592851 nChanged 250 Iteration 131Q (2815.017574 sec): 17 clusters Score: Raw -11867642.952753 + Penalty 34315.158655 = -11833327.794097 nChanged 273 Iteration 132Q (2817.500803 sec): 17 clusters Score: Raw -11867668.502906 + Penalty 34315.158655 = -11833353.344251 nChanged 234 Iteration 133Q (2820.094630 sec): 17 clusters Score: Raw -11867693.695085 + Penalty 34315.158655 = -11833378.536430 nChanged 236 Iteration 134Q (2822.860746 sec): 17 clusters Score: Raw -11867718.230672 + Penalty 34315.158655 = -11833403.072016 nChanged 251 Iteration 135Q (2825.591681 sec): 17 clusters Score: Raw -11867741.755190 + Penalty 34315.158655 = -11833426.596535 nChanged 253 Iteration 136Q (2828.347981 sec): 17 clusters Score: Raw -11867764.655746 + Penalty 34315.158655 = -11833449.497091 nChanged 238 Iteration 137Q (2831.131081 sec): 17 clusters Score: Raw -11867786.198963 + Penalty 34315.158655 = -11833471.040307 nChanged 241 Iteration 138Q (2833.782137 sec): 17 clusters Score: Raw -11867807.999123 + Penalty 34315.158655 = -11833492.840467 nChanged 230 Writing temp clu file Because OldScore, -11833471.040307, is greater than current (better) Score,-11833492.840467 Compute initial score before splitting: Score: Raw -11867807.999123 + Penalty 34315.158655 = -11833492.840467 Trying to split cluster 1 (20794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2834.071310 sec): 2 clusters Score: Raw -1108351.949839 + Penalty 1744.894668 = -1106607.055171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2834.208251 sec): 3 clusters Score: Raw -1096003.132279 + Penalty 3489.789337 = -1092513.342942 nChanged 9418 SP:Iteration 1F (2834.374767 sec): 3 clusters Score: Raw -1102711.451797 + Penalty 3489.789337 = -1099221.662460 nChanged 2124 SP:Iteration 2F (2834.490213 sec): 3 clusters Score: Raw -1104910.737692 + Penalty 3489.789337 = -1101420.948356 nChanged 2064 SP:Iteration 3F (2834.646415 sec): 3 clusters Score: Raw -1106736.155789 + Penalty 3489.789337 = -1103246.366453 nChanged 1485 SP:Iteration 4F (2834.810661 sec): 3 clusters Score: Raw -1107755.476469 + Penalty 3489.789337 = -1104265.687133 nChanged 1040 SP:Iteration 5F (2834.950334 sec): 3 clusters Score: Raw -1108325.842223 + Penalty 3489.789337 = -1104836.052886 nChanged 748 SP:Iteration 6Q (2835.113834 sec): 3 clusters Score: Raw -1108642.316356 + Penalty 3489.789337 = -1105152.527020 nChanged 528 SP:Iteration 7Q (2835.242597 sec): 3 clusters Score: Raw -1108834.811920 + Penalty 3489.789337 = -1105345.022583 nChanged 419 SP:Iteration 8Q (2835.399112 sec): 3 clusters Score: Raw -1108976.500605 + Penalty 3489.789337 = -1105486.711268 nChanged 349 SP:Iteration 9Q (2835.554655 sec): 3 clusters Score: Raw -1109077.186964 + Penalty 3489.789337 = -1105587.397628 nChanged 292 SP:Iteration 10Q (2835.691868 sec): 3 clusters Score: Raw -1109145.342604 + Penalty 3489.789337 = -1105655.553268 nChanged 213 SP:Iteration 11Q (2835.844482 sec): 3 clusters Score: Raw -1109195.081155 + Penalty 3489.789337 = -1105705.291818 nChanged 198 SP:Iteration 12Q (2835.992907 sec): 3 clusters Score: Raw -1109233.844053 + Penalty 3489.789337 = -1105744.054716 nChanged 180 SP:Iteration 13Q (2836.157762 sec): 3 clusters Score: Raw -1109270.651395 + Penalty 3489.789337 = -1105780.862058 nChanged 175 SP:Iteration 14Q (2836.315635 sec): 3 clusters Score: Raw -1109309.952729 + Penalty 3489.789337 = -1105820.163392 nChanged 169 SP:Iteration 15Q (2836.458357 sec): 3 clusters Score: Raw -1109348.542637 + Penalty 3489.789337 = -1105858.753300 nChanged 161 SP:Iteration 16Q (2836.633409 sec): 3 clusters Score: Raw -1109387.306707 + Penalty 3489.789337 = -1105897.517370 nChanged 178 SP:Iteration 17Q (2836.776525 sec): 3 clusters Score: Raw -1109433.384303 + Penalty 3489.789337 = -1105943.594967 nChanged 199 SP:Iteration 18Q (2836.941513 sec): 3 clusters Score: Raw -1109494.217620 + Penalty 3489.789337 = -1106004.428283 nChanged 213 SP:Iteration 19Q (2837.087799 sec): 3 clusters Score: Raw -1109569.912646 + Penalty 3489.789337 = -1106080.123309 nChanged 231 SP:Iteration 20F (2837.228503 sec): 3 clusters Score: Raw -1109667.600637 + Penalty 3489.789337 = -1106177.811301 nChanged 242 SP:Iteration 21Q (2837.372801 sec): 3 clusters Score: Raw -1109792.292092 + Penalty 3489.789337 = -1106302.502756 nChanged 264 SP:Iteration 22Q (2837.559746 sec): 3 clusters Score: Raw -1109918.790724 + Penalty 3489.789337 = -1106429.001387 nChanged 284 SP:Iteration 23Q (2837.693051 sec): 3 clusters Score: Raw -1110045.305458 + Penalty 3489.789337 = -1106555.516121 nChanged 258 SP:Iteration 24Q (2837.845071 sec): 3 clusters Score: Raw -1110157.971835 + Penalty 3489.789337 = -1106668.182498 nChanged 248 SP:Iteration 25Q (2838.024686 sec): 3 clusters Score: Raw -1110256.918490 + Penalty 3489.789337 = -1106767.129154 nChanged 220 SP:Iteration 26Q (2838.171305 sec): 3 clusters Score: Raw -1110336.487043 + Penalty 3489.789337 = -1106846.697706 nChanged 197 SP:Iteration 27Q (2838.341628 sec): 3 clusters Score: Raw -1110398.753831 + Penalty 3489.789337 = -1106908.964494 nChanged 190 SP:Iteration 28Q (2838.532711 sec): 3 clusters Score: Raw -1110450.606645 + Penalty 3489.789337 = -1106960.817308 nChanged 178 SP:Iteration 29Q (2838.624397 sec): 3 clusters Score: Raw -1110498.237676 + Penalty 3489.789337 = -1107008.448339 nChanged 165 SP:Iteration 30Q (2838.740627 sec): 3 clusters Score: Raw -1110544.357534 + Penalty 3489.789337 = -1107054.568197 nChanged 178 SP:Iteration 31Q (2838.909222 sec): 3 clusters Score: Raw -1110590.629377 + Penalty 3489.789337 = -1107100.840040 nChanged 161 SP:Iteration 32Q (2839.069819 sec): 3 clusters Score: Raw -1110630.092557 + Penalty 3489.789337 = -1107140.303220 nChanged 150 SP:Iteration 33Q (2839.218828 sec): 3 clusters Score: Raw -1110662.106432 + Penalty 3489.789337 = -1107172.317096 nChanged 149 SP:Iteration 34Q (2839.353132 sec): 3 clusters Score: Raw -1110694.087034 + Penalty 3489.789337 = -1107204.297697 nChanged 155 SP:Iteration 35Q (2839.518004 sec): 3 clusters Score: Raw -1110732.715467 + Penalty 3489.789337 = -1107242.926130 nChanged 167 SP:Iteration 36Q (2839.656638 sec): 3 clusters Score: Raw -1110779.435619 + Penalty 3489.789337 = -1107289.646283 nChanged 174 SP:Iteration 37Q (2839.841538 sec): 3 clusters Score: Raw -1110827.117033 + Penalty 3489.789337 = -1107337.327696 nChanged 166 SP:Iteration 38Q (2839.985238 sec): 3 clusters Score: Raw -1110871.764310 + Penalty 3489.789337 = -1107381.974973 nChanged 159 SP:Iteration 39Q (2840.136073 sec): 3 clusters Score: Raw -1110913.991493 + Penalty 3489.789337 = -1107424.202156 nChanged 147 SP:Iteration 40F (2840.289655 sec): 3 clusters Score: Raw -1110954.688386 + Penalty 3489.789337 = -1107464.899049 nChanged 143 SP:Iteration 41Q (2840.449000 sec): 3 clusters Score: Raw -1110988.689014 + Penalty 3489.789337 = -1107498.899677 nChanged 131 SP:Iteration 42Q (2840.594947 sec): 3 clusters Score: Raw -1111019.872957 + Penalty 3489.789337 = -1107530.083620 nChanged 138 SP:Iteration 43Q (2840.749199 sec): 3 clusters Score: Raw -1111055.132203 + Penalty 3489.789337 = -1107565.342866 nChanged 134 SP:Iteration 44Q (2840.890970 sec): 3 clusters Score: Raw -1111086.560834 + Penalty 3489.789337 = -1107596.771497 nChanged 139 SP:Iteration 45Q (2841.034710 sec): 3 clusters Score: Raw -1111125.062820 + Penalty 3489.789337 = -1107635.273483 nChanged 147 SP:Iteration 46Q (2841.209926 sec): 3 clusters Score: Raw -1111165.911418 + Penalty 3489.789337 = -1107676.122081 nChanged 161 SP:Iteration 47Q (2841.335027 sec): 3 clusters Score: Raw -1111201.933193 + Penalty 3489.789337 = -1107712.143856 nChanged 148 SP:Iteration 48Q (2841.493955 sec): 3 clusters Score: Raw -1111237.752722 + Penalty 3489.789337 = -1107747.963385 nChanged 159 SP:Iteration 49Q (2841.635829 sec): 3 clusters Score: Raw -1111283.160292 + Penalty 3489.789337 = -1107793.370956 nChanged 164 SP:Iteration 50Q (2841.775665 sec): 3 clusters Score: Raw -1111328.510116 + Penalty 3489.789337 = -1107838.720780 nChanged 178 SP:Iteration 51Q (2841.921803 sec): 3 clusters Score: Raw -1111379.890527 + Penalty 3489.789337 = -1107890.101190 nChanged 179 SP:Iteration 52Q (2842.078459 sec): 3 clusters Score: Raw -1111431.359895 + Penalty 3489.789337 = -1107941.570558 nChanged 163 SP:Iteration 53Q (2842.238273 sec): 3 clusters Score: Raw -1111481.506419 + Penalty 3489.789337 = -1107991.717082 nChanged 142 SP:Iteration 54Q (2842.395164 sec): 3 clusters Score: Raw -1111525.180117 + Penalty 3489.789337 = -1108035.390781 nChanged 147 SP:Iteration 55Q (2842.536790 sec): 3 clusters Score: Raw -1111581.269227 + Penalty 3489.789337 = -1108091.479891 nChanged 168 SP:Iteration 56Q (2842.702921 sec): 3 clusters Score: Raw -1111643.921416 + Penalty 3489.789337 = -1108154.132079 nChanged 148 SP:Iteration 57Q (2842.838289 sec): 3 clusters Score: Raw -1111702.545938 + Penalty 3489.789337 = -1108212.756601 nChanged 128 SP:Iteration 58Q (2842.972679 sec): 3 clusters Score: Raw -1111745.975181 + Penalty 3489.789337 = -1108256.185844 nChanged 109 SP:Iteration 59Q (2843.129408 sec): 3 clusters Score: Raw -1111779.697016 + Penalty 3489.789337 = -1108289.907679 nChanged 87 SP:Iteration 60F (2843.276342 sec): 3 clusters Score: Raw -1111801.587561 + Penalty 3489.789337 = -1108311.798224 nChanged 77 SP:Iteration 61Q (2843.425819 sec): 3 clusters Score: Raw -1111820.791597 + Penalty 3489.789337 = -1108331.002260 nChanged 73 SP:Iteration 62Q (2843.577336 sec): 3 clusters Score: Raw -1111837.076366 + Penalty 3489.789337 = -1108347.287029 nChanged 54 SP:Iteration 63Q (2843.728543 sec): 3 clusters Score: Raw -1111847.927037 + Penalty 3489.789337 = -1108358.137700 nChanged 39 SP:Iteration 64Q (2843.865084 sec): 3 clusters Score: Raw -1111854.081270 + Penalty 3489.789337 = -1108364.291933 nChanged 28 SP:Iteration 65Q (2844.001105 sec): 3 clusters Score: Raw -1111858.581022 + Penalty 3489.789337 = -1108368.791686 nChanged 30 SP:Iteration 66Q (2844.160598 sec): 3 clusters Score: Raw -1111863.459324 + Penalty 3489.789337 = -1108373.669987 nChanged 24 SP:Iteration 67Q (2844.320566 sec): 3 clusters Score: Raw -1111866.596512 + Penalty 3489.789337 = -1108376.807176 nChanged 16 SP:Iteration 68Q (2844.490476 sec): 3 clusters Score: Raw -1111868.315767 + Penalty 3489.789337 = -1108378.526430 nChanged 7 SP:Iteration 69Q (2844.648197 sec): 3 clusters Score: Raw -1111869.333341 + Penalty 3489.789337 = -1108379.544005 nChanged 7 SP:Iteration 70Q (2844.801363 sec): 3 clusters Score: Raw -1111869.928811 + Penalty 3489.789337 = -1108380.139475 nChanged 7 SP:Iteration 71Q (2844.947803 sec): 3 clusters Score: Raw -1111870.735532 + Penalty 3489.789337 = -1108380.946196 nChanged 8 SP:Iteration 72Q (2845.124195 sec): 3 clusters Score: Raw -1111871.703664 + Penalty 3489.789337 = -1108381.914327 nChanged 5 SP:Iteration 73Q (2845.288931 sec): 3 clusters Score: Raw -1111872.320833 + Penalty 3489.789337 = -1108382.531497 nChanged 2 SP:Iteration 74Q (2845.411412 sec): 3 clusters Score: Raw -1111872.703288 + Penalty 3489.789337 = -1108382.913952 nChanged 1 SP:Iteration 75Q (2845.552818 sec): 3 clusters Score: Raw -1111872.807212 + Penalty 3489.789337 = -1108383.017875 nChanged 2 SP:Iteration 76Q (2845.687807 sec): 3 clusters Score: Raw -1111872.983233 + Penalty 3489.789337 = -1108383.193896 nChanged 1 SP:Iteration 77Q (2845.861620 sec): 3 clusters Score: Raw -1111873.321977 + Penalty 3489.789337 = -1108383.532640 nChanged 4 SP:Iteration 78Q (2846.015188 sec): 3 clusters Score: Raw -1111874.009419 + Penalty 3489.789337 = -1108384.220082 nChanged 5 SP:Iteration 79Q (2846.153117 sec): 3 clusters Score: Raw -1111874.891843 + Penalty 3489.789337 = -1108385.102507 nChanged 5 SP:Iteration 80F (2846.308199 sec): 3 clusters Score: Raw -1111875.642701 + Penalty 3489.789337 = -1108385.853364 nChanged 5 SP:Iteration 81Q (2846.461559 sec): 3 clusters Score: Raw -1111876.150172 + Penalty 3489.789337 = -1108386.360835 nChanged 1 SP:Iteration 82Q (2846.643279 sec): 3 clusters Score: Raw -1111876.189544 + Penalty 3489.789337 = -1108386.400207 nChanged 1 SP:Iteration 83Q (2846.799772 sec): 3 clusters Score: Raw -1111876.262700 + Penalty 3489.789337 = -1108386.473363 nChanged 1 SP:Iteration 84Q (2846.948877 sec): 3 clusters Score: Raw -1111876.330253 + Penalty 3489.789337 = -1108386.540917 nChanged 0 SP:Iteration 85F (2847.142140 sec): 3 clusters Score: Raw -1111876.330253 + Penalty 3489.789337 = -1108386.540917 nChanged 0 Score: Raw -11871346.555858 + Penalty 36459.856071 = -11834886.699787 Splitting cluster 1 changes total score from -11833492.840467 to -11834886.699787 So it's getting split into cluster 17. Trying to split cluster 2 (6937 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2851.831288 sec): 2 clusters Score: Raw -456429.580622 + Penalty 1552.231632 = -454877.348990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2851.946767 sec): 3 clusters Score: Raw -452698.093863 + Penalty 3104.463264 = -449593.630599 nChanged 2943 SP:Iteration 1F (2852.070711 sec): 3 clusters Score: Raw -454623.755980 + Penalty 3104.463264 = -451519.292716 nChanged 597 SP:Iteration 2F (2852.175451 sec): 3 clusters Score: Raw -455053.716719 + Penalty 3104.463264 = -451949.253456 nChanged 490 SP:Iteration 3F (2852.315338 sec): 3 clusters Score: Raw -455400.115156 + Penalty 3104.463264 = -452295.651892 nChanged 391 SP:Iteration 4F (2852.436764 sec): 3 clusters Score: Raw -455671.838760 + Penalty 3104.463264 = -452567.375497 nChanged 321 SP:Iteration 5Q (2852.467849 sec): 3 clusters Score: Raw -455862.544760 + Penalty 3104.463264 = -452758.081496 nChanged 291 SP:Iteration 6Q (2852.630970 sec): 3 clusters Score: Raw -456030.092539 + Penalty 3104.463264 = -452925.629275 nChanged 228 SP:Iteration 7Q (2852.764878 sec): 3 clusters Score: Raw -456141.668840 + Penalty 3104.463264 = -453037.205576 nChanged 176 SP:Iteration 8Q (2852.788523 sec): 3 clusters Score: Raw -456214.544559 + Penalty 3104.463264 = -453110.081296 nChanged 133 SP:Iteration 9Q (2852.838056 sec): 3 clusters Score: Raw -456269.435319 + Penalty 3104.463264 = -453164.972056 nChanged 123 SP:Iteration 10Q (2852.956029 sec): 3 clusters Score: Raw -456320.031180 + Penalty 3104.463264 = -453215.567916 nChanged 102 SP:Iteration 11Q (2853.049234 sec): 3 clusters Score: Raw -456358.650655 + Penalty 3104.463264 = -453254.187391 nChanged 95 SP:Iteration 12Q (2853.180407 sec): 3 clusters Score: Raw -456391.854238 + Penalty 3104.463264 = -453287.390975 nChanged 77 SP:Iteration 13Q (2853.238724 sec): 3 clusters Score: Raw -456416.561149 + Penalty 3104.463264 = -453312.097885 nChanged 79 SP:Iteration 14Q (2853.289023 sec): 3 clusters Score: Raw -456438.570934 + Penalty 3104.463264 = -453334.107670 nChanged 64 SP:Iteration 15Q (2853.395562 sec): 3 clusters Score: Raw -456454.300603 + Penalty 3104.463264 = -453349.837339 nChanged 49 SP:Iteration 16Q (2853.504291 sec): 3 clusters Score: Raw -456466.739904 + Penalty 3104.463264 = -453362.276640 nChanged 48 SP:Iteration 17Q (2853.617544 sec): 3 clusters Score: Raw -456479.909751 + Penalty 3104.463264 = -453375.446487 nChanged 42 SP:Iteration 18Q (2853.726309 sec): 3 clusters Score: Raw -456493.298138 + Penalty 3104.463264 = -453388.834874 nChanged 50 SP:Iteration 19Q (2853.834873 sec): 3 clusters Score: Raw -456509.981277 + Penalty 3104.463264 = -453405.518013 nChanged 46 SP:Iteration 20F (2853.940551 sec): 3 clusters Score: Raw -456524.363500 + Penalty 3104.463264 = -453419.900236 nChanged 47 SP:Iteration 21Q (2854.045395 sec): 3 clusters Score: Raw -456537.264621 + Penalty 3104.463264 = -453432.801357 nChanged 48 SP:Iteration 22Q (2854.150082 sec): 3 clusters Score: Raw -456546.929176 + Penalty 3104.463264 = -453442.465912 nChanged 41 SP:Iteration 23Q (2854.270291 sec): 3 clusters Score: Raw -456558.352952 + Penalty 3104.463264 = -453453.889688 nChanged 50 SP:Iteration 24Q (2854.393044 sec): 3 clusters Score: Raw -456569.790870 + Penalty 3104.463264 = -453465.327606 nChanged 50 SP:Iteration 25Q (2854.495738 sec): 3 clusters Score: Raw -456583.738130 + Penalty 3104.463264 = -453479.274867 nChanged 49 SP:Iteration 26Q (2854.614444 sec): 3 clusters Score: Raw -456592.649038 + Penalty 3104.463264 = -453488.185774 nChanged 36 SP:Iteration 27Q (2854.738957 sec): 3 clusters Score: Raw -456599.371918 + Penalty 3104.463264 = -453494.908654 nChanged 27 SP:Iteration 28Q (2854.860016 sec): 3 clusters Score: Raw -456605.246221 + Penalty 3104.463264 = -453500.782957 nChanged 29 SP:Iteration 29Q (2854.958385 sec): 3 clusters Score: Raw -456610.713566 + Penalty 3104.463264 = -453506.250302 nChanged 27 SP:Iteration 30Q (2855.087109 sec): 3 clusters Score: Raw -456615.382848 + Penalty 3104.463264 = -453510.919584 nChanged 23 SP:Iteration 31Q (2855.204210 sec): 3 clusters Score: Raw -456619.531301 + Penalty 3104.463264 = -453515.068038 nChanged 14 SP:Iteration 32Q (2855.348182 sec): 3 clusters Score: Raw -456622.125074 + Penalty 3104.463264 = -453517.661810 nChanged 18 SP:Iteration 33Q (2855.450623 sec): 3 clusters Score: Raw -456625.684206 + Penalty 3104.463264 = -453521.220942 nChanged 17 SP:Iteration 34Q (2855.550419 sec): 3 clusters Score: Raw -456628.459823 + Penalty 3104.463264 = -453523.996559 nChanged 12 SP:Iteration 35Q (2855.656512 sec): 3 clusters Score: Raw -456630.756160 + Penalty 3104.463264 = -453526.292896 nChanged 7 SP:Iteration 36Q (2855.793170 sec): 3 clusters Score: Raw -456632.223209 + Penalty 3104.463264 = -453527.759945 nChanged 14 SP:Iteration 37Q (2855.905205 sec): 3 clusters Score: Raw -456634.148940 + Penalty 3104.463264 = -453529.685676 nChanged 15 SP:Iteration 38Q (2856.002875 sec): 3 clusters Score: Raw -456637.122345 + Penalty 3104.463264 = -453532.659081 nChanged 20 SP:Iteration 39Q (2856.139158 sec): 3 clusters Score: Raw -456642.008687 + Penalty 3104.463264 = -453537.545423 nChanged 27 SP:Iteration 40F (2856.231564 sec): 3 clusters Score: Raw -456649.313700 + Penalty 3104.463264 = -453544.850436 nChanged 31 SP:Iteration 41Q (2856.367130 sec): 3 clusters Score: Raw -456657.430633 + Penalty 3104.463264 = -453552.967369 nChanged 35 SP:Iteration 42Q (2856.456099 sec): 3 clusters Score: Raw -456667.372421 + Penalty 3104.463264 = -453562.909157 nChanged 33 SP:Iteration 43Q (2856.587097 sec): 3 clusters Score: Raw -456673.525292 + Penalty 3104.463264 = -453569.062028 nChanged 20 SP:Iteration 44Q (2856.710347 sec): 3 clusters Score: Raw -456677.315845 + Penalty 3104.463264 = -453572.852581 nChanged 20 SP:Iteration 45Q (2856.816692 sec): 3 clusters Score: Raw -456681.071493 + Penalty 3104.463264 = -453576.608229 nChanged 30 SP:Iteration 46Q (2856.936767 sec): 3 clusters Score: Raw -456685.791121 + Penalty 3104.463264 = -453581.327857 nChanged 19 SP:Iteration 47Q (2857.066147 sec): 3 clusters Score: Raw -456690.333467 + Penalty 3104.463264 = -453585.870203 nChanged 27 SP:Iteration 48Q (2857.183757 sec): 3 clusters Score: Raw -456695.329992 + Penalty 3104.463264 = -453590.866728 nChanged 21 SP:Iteration 49Q (2857.289545 sec): 3 clusters Score: Raw -456699.001423 + Penalty 3104.463264 = -453594.538159 nChanged 16 SP:Iteration 50Q (2857.387480 sec): 3 clusters Score: Raw -456702.443120 + Penalty 3104.463264 = -453597.979856 nChanged 16 SP:Iteration 51Q (2857.503130 sec): 3 clusters Score: Raw -456705.155324 + Penalty 3104.463264 = -453600.692060 nChanged 14 SP:Iteration 52Q (2857.615453 sec): 3 clusters Score: Raw -456707.572063 + Penalty 3104.463264 = -453603.108799 nChanged 18 SP:Iteration 53Q (2857.709821 sec): 3 clusters Score: Raw -456711.146362 + Penalty 3104.463264 = -453606.683098 nChanged 21 SP:Iteration 54Q (2857.810054 sec): 3 clusters Score: Raw -456716.293533 + Penalty 3104.463264 = -453611.830269 nChanged 26 SP:Iteration 55Q (2857.911187 sec): 3 clusters Score: Raw -456721.286631 + Penalty 3104.463264 = -453616.823367 nChanged 16 SP:Iteration 56Q (2858.021665 sec): 3 clusters Score: Raw -456724.241212 + Penalty 3104.463264 = -453619.777948 nChanged 27 SP:Iteration 57Q (2858.128772 sec): 3 clusters Score: Raw -456729.459099 + Penalty 3104.463264 = -453624.995835 nChanged 26 SP:Iteration 58Q (2858.221147 sec): 3 clusters Score: Raw -456733.994610 + Penalty 3104.463264 = -453629.531346 nChanged 25 SP:Iteration 59Q (2858.336543 sec): 3 clusters Score: Raw -456738.951438 + Penalty 3104.463264 = -453634.488174 nChanged 29 SP:Iteration 60F (2858.466606 sec): 3 clusters Score: Raw -456745.840359 + Penalty 3104.463264 = -453641.377096 nChanged 27 SP:Iteration 61Q (2858.600859 sec): 3 clusters Score: Raw -456752.013728 + Penalty 3104.463264 = -453647.550464 nChanged 31 SP:Iteration 62Q (2858.722298 sec): 3 clusters Score: Raw -456758.745868 + Penalty 3104.463264 = -453654.282604 nChanged 33 SP:Iteration 63Q (2858.835764 sec): 3 clusters Score: Raw -456765.477530 + Penalty 3104.463264 = -453661.014266 nChanged 33 SP:Iteration 64Q (2858.958076 sec): 3 clusters Score: Raw -456772.499709 + Penalty 3104.463264 = -453668.036445 nChanged 31 SP:Iteration 65Q (2859.050935 sec): 3 clusters Score: Raw -456778.649004 + Penalty 3104.463264 = -453674.185740 nChanged 26 SP:Iteration 66Q (2859.173688 sec): 3 clusters Score: Raw -456784.005427 + Penalty 3104.463264 = -453679.542163 nChanged 26 SP:Iteration 67Q (2859.311096 sec): 3 clusters Score: Raw -456788.814627 + Penalty 3104.463264 = -453684.351364 nChanged 21 SP:Iteration 68Q (2859.416235 sec): 3 clusters Score: Raw -456792.541096 + Penalty 3104.463264 = -453688.077832 nChanged 23 SP:Iteration 69Q (2859.513023 sec): 3 clusters Score: Raw -456795.718057 + Penalty 3104.463264 = -453691.254793 nChanged 21 SP:Iteration 70Q (2859.638909 sec): 3 clusters Score: Raw -456800.364484 + Penalty 3104.463264 = -453695.901220 nChanged 16 SP:Iteration 71Q (2859.756659 sec): 3 clusters Score: Raw -456803.352550 + Penalty 3104.463264 = -453698.889286 nChanged 13 SP:Iteration 72Q (2859.882334 sec): 3 clusters Score: Raw -456805.228370 + Penalty 3104.463264 = -453700.765106 nChanged 10 SP:Iteration 73Q (2860.007438 sec): 3 clusters Score: Raw -456806.528544 + Penalty 3104.463264 = -453702.065280 nChanged 5 SP:Iteration 74Q (2860.108165 sec): 3 clusters Score: Raw -456807.111834 + Penalty 3104.463264 = -453702.648570 nChanged 3 SP:Iteration 75Q (2860.261910 sec): 3 clusters Score: Raw -456807.445143 + Penalty 3104.463264 = -453702.981879 nChanged 5 SP:Iteration 76Q (2860.372682 sec): 3 clusters Score: Raw -456808.365264 + Penalty 3104.463264 = -453703.902001 nChanged 8 SP:Iteration 77Q (2860.479005 sec): 3 clusters Score: Raw -456809.275265 + Penalty 3104.463264 = -453704.812001 nChanged 9 SP:Iteration 78Q (2860.531718 sec): 3 clusters Score: Raw -456810.541790 + Penalty 3104.463264 = -453706.078526 nChanged 9 SP:Iteration 79Q (2860.584249 sec): 3 clusters Score: Raw -456812.319434 + Penalty 3104.463264 = -453707.856170 nChanged 9 SP:Iteration 80F (2860.635190 sec): 3 clusters Score: Raw -456813.350607 + Penalty 3104.463264 = -453708.887343 nChanged 5 SP:Iteration 81Q (2860.688182 sec): 3 clusters Score: Raw -456814.271013 + Penalty 3104.463264 = -453709.807749 nChanged 4 SP:Iteration 82Q (2860.808190 sec): 3 clusters Score: Raw -456814.928484 + Penalty 3104.463264 = -453710.465220 nChanged 3 SP:Iteration 83Q (2860.926903 sec): 3 clusters Score: Raw -456815.323320 + Penalty 3104.463264 = -453710.860056 nChanged 1 SP:Iteration 84Q (2861.005678 sec): 3 clusters Score: Raw -456815.503937 + Penalty 3104.463264 = -453711.040673 nChanged 2 SP:Iteration 85Q (2861.131385 sec): 3 clusters Score: Raw -456815.849161 + Penalty 3104.463264 = -453711.385897 nChanged 3 SP:Iteration 86Q (2861.234209 sec): 3 clusters Score: Raw -456816.169205 + Penalty 3104.463264 = -453711.705941 nChanged 3 SP:Iteration 87Q (2861.345959 sec): 3 clusters Score: Raw -456816.451599 + Penalty 3104.463264 = -453711.988335 nChanged 2 SP:Iteration 88Q (2861.455015 sec): 3 clusters Score: Raw -456816.757375 + Penalty 3104.463264 = -453712.294111 nChanged 1 SP:Iteration 89Q (2861.566716 sec): 3 clusters Score: Raw -456816.986811 + Penalty 3104.463264 = -453712.523548 nChanged 1 SP:Iteration 90Q (2861.680539 sec): 3 clusters Score: Raw -456817.234667 + Penalty 3104.463264 = -453712.771403 nChanged 2 SP:Iteration 91Q (2861.781995 sec): 3 clusters Score: Raw -456817.483032 + Penalty 3104.463264 = -453713.019768 nChanged 2 SP:Iteration 92Q (2861.890351 sec): 3 clusters Score: Raw -456817.874229 + Penalty 3104.463264 = -453713.410965 nChanged 1 SP:Iteration 93Q (2862.024508 sec): 3 clusters Score: Raw -456818.030466 + Penalty 3104.463264 = -453713.567202 nChanged 3 SP:Iteration 94Q (2862.156874 sec): 3 clusters Score: Raw -456818.426903 + Penalty 3104.463264 = -453713.963639 nChanged 2 SP:Iteration 95Q (2862.270070 sec): 3 clusters Score: Raw -456818.632728 + Penalty 3104.463264 = -453714.169464 nChanged 0 SP:Iteration 96F (2862.396106 sec): 3 clusters Score: Raw -456818.632728 + Penalty 3104.463264 = -453714.169464 nChanged 0 Trying to split cluster 3 (3835 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2862.442805 sec): 2 clusters Score: Raw -181693.470316 + Penalty 1448.212787 = -180245.257528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2862.556300 sec): 3 clusters Score: Raw -179900.235715 + Penalty 2896.425575 = -177003.810140 nChanged 1524 SP:Iteration 1F (2862.669605 sec): 3 clusters Score: Raw -181521.546355 + Penalty 2896.425575 = -178625.120780 nChanged 478 SP:Iteration 2F (2862.772625 sec): 3 clusters Score: Raw -182317.033932 + Penalty 2896.425575 = -179420.608358 nChanged 381 SP:Iteration 3F (2862.876680 sec): 3 clusters Score: Raw -183070.807105 + Penalty 2896.425575 = -180174.381530 nChanged 299 SP:Iteration 4F (2862.984868 sec): 3 clusters Score: Raw -183626.911082 + Penalty 2896.425575 = -180730.485507 nChanged 193 SP:Iteration 5F (2863.111849 sec): 3 clusters Score: Raw -183940.316299 + Penalty 2896.425575 = -181043.890725 nChanged 136 SP:Iteration 6Q (2863.202497 sec): 3 clusters Score: Raw -184109.521994 + Penalty 2896.425575 = -181213.096419 nChanged 86 SP:Iteration 7Q (2863.298725 sec): 3 clusters Score: Raw -184211.958604 + Penalty 2896.425575 = -181315.533030 nChanged 67 SP:Iteration 8Q (2863.408126 sec): 3 clusters Score: Raw -184277.740534 + Penalty 2896.425575 = -181381.314960 nChanged 43 SP:Iteration 9Q (2863.529129 sec): 3 clusters Score: Raw -184304.390704 + Penalty 2896.425575 = -181407.965129 nChanged 34 SP:Iteration 10Q (2863.624926 sec): 3 clusters Score: Raw -184327.217495 + Penalty 2896.425575 = -181430.791921 nChanged 31 SP:Iteration 11Q (2863.724974 sec): 3 clusters Score: Raw -184345.639985 + Penalty 2896.425575 = -181449.214411 nChanged 26 SP:Iteration 12Q (2863.821087 sec): 3 clusters Score: Raw -184362.678579 + Penalty 2896.425575 = -181466.253004 nChanged 26 SP:Iteration 13Q (2863.917595 sec): 3 clusters Score: Raw -184374.442726 + Penalty 2896.425575 = -181478.017151 nChanged 22 SP:Iteration 14Q (2864.015625 sec): 3 clusters Score: Raw -184382.977690 + Penalty 2896.425575 = -181486.552116 nChanged 18 SP:Iteration 15Q (2864.110195 sec): 3 clusters Score: Raw -184393.387588 + Penalty 2896.425575 = -181496.962014 nChanged 24 SP:Iteration 16Q (2864.191714 sec): 3 clusters Score: Raw -184405.286899 + Penalty 2896.425575 = -181508.861325 nChanged 24 SP:Iteration 17Q (2864.297312 sec): 3 clusters Score: Raw -184419.410336 + Penalty 2896.425575 = -181522.984762 nChanged 20 SP:Iteration 18Q (2864.372725 sec): 3 clusters Score: Raw -184430.965866 + Penalty 2896.425575 = -181534.540291 nChanged 18 SP:Iteration 19Q (2864.474913 sec): 3 clusters Score: Raw -184440.408541 + Penalty 2896.425575 = -181543.982966 nChanged 12 SP:Iteration 20F (2864.594222 sec): 3 clusters Score: Raw -184445.936469 + Penalty 2896.425575 = -181549.510894 nChanged 11 SP:Iteration 21Q (2864.703378 sec): 3 clusters Score: Raw -184450.253357 + Penalty 2896.425575 = -181553.827783 nChanged 13 SP:Iteration 22Q (2864.804755 sec): 3 clusters Score: Raw -184457.285536 + Penalty 2896.425575 = -181560.859962 nChanged 20 SP:Iteration 23Q (2864.925697 sec): 3 clusters Score: Raw -184470.605528 + Penalty 2896.425575 = -181574.179953 nChanged 19 SP:Iteration 24Q (2865.042368 sec): 3 clusters Score: Raw -184486.092522 + Penalty 2896.425575 = -181589.666948 nChanged 19 SP:Iteration 25Q (2865.138482 sec): 3 clusters Score: Raw -184499.117464 + Penalty 2896.425575 = -181602.691889 nChanged 23 SP:Iteration 26Q (2865.244254 sec): 3 clusters Score: Raw -184509.981273 + Penalty 2896.425575 = -181613.555699 nChanged 14 SP:Iteration 27Q (2865.377490 sec): 3 clusters Score: Raw -184516.976143 + Penalty 2896.425575 = -181620.550569 nChanged 14 SP:Iteration 28Q (2865.485257 sec): 3 clusters Score: Raw -184523.323249 + Penalty 2896.425575 = -181626.897675 nChanged 13 SP:Iteration 29Q (2865.601792 sec): 3 clusters Score: Raw -184530.098454 + Penalty 2896.425575 = -181633.672880 nChanged 13 SP:Iteration 30Q (2865.709731 sec): 3 clusters Score: Raw -184535.758172 + Penalty 2896.425575 = -181639.332597 nChanged 11 SP:Iteration 31Q (2865.795579 sec): 3 clusters Score: Raw -184543.697511 + Penalty 2896.425575 = -181647.271936 nChanged 15 SP:Iteration 32Q (2865.923243 sec): 3 clusters Score: Raw -184553.247466 + Penalty 2896.425575 = -181656.821891 nChanged 15 SP:Iteration 33Q (2866.012391 sec): 3 clusters Score: Raw -184560.767695 + Penalty 2896.425575 = -181664.342121 nChanged 14 SP:Iteration 34Q (2866.108744 sec): 3 clusters Score: Raw -184567.272750 + Penalty 2896.425575 = -181670.847176 nChanged 11 SP:Iteration 35Q (2866.196378 sec): 3 clusters Score: Raw -184571.901823 + Penalty 2896.425575 = -181675.476248 nChanged 2 SP:Iteration 36Q (2866.301873 sec): 3 clusters Score: Raw -184573.124166 + Penalty 2896.425575 = -181676.698591 nChanged 3 SP:Iteration 37Q (2866.401839 sec): 3 clusters Score: Raw -184574.202429 + Penalty 2896.425575 = -181677.776854 nChanged 3 SP:Iteration 38Q (2866.512737 sec): 3 clusters Score: Raw -184575.168805 + Penalty 2896.425575 = -181678.743231 nChanged 3 SP:Iteration 39Q (2866.598669 sec): 3 clusters Score: Raw -184576.870539 + Penalty 2896.425575 = -181680.444964 nChanged 1 SP:Iteration 40F (2866.697724 sec): 3 clusters Score: Raw -184577.947031 + Penalty 2896.425575 = -181681.521457 nChanged 1 SP:Iteration 41Q (2866.801927 sec): 3 clusters Score: Raw -184578.379920 + Penalty 2896.425575 = -181681.954345 nChanged 3 SP:Iteration 42Q (2866.898271 sec): 3 clusters Score: Raw -184579.745772 + Penalty 2896.425575 = -181683.320197 nChanged 2 SP:Iteration 43Q (2867.000472 sec): 3 clusters Score: Raw -184580.589828 + Penalty 2896.425575 = -181684.164253 nChanged 3 SP:Iteration 44Q (2867.086858 sec): 3 clusters Score: Raw -184581.734050 + Penalty 2896.425575 = -181685.308475 nChanged 5 SP:Iteration 45Q (2867.180629 sec): 3 clusters Score: Raw -184584.175926 + Penalty 2896.425575 = -181687.750352 nChanged 7 SP:Iteration 46Q (2867.324770 sec): 3 clusters Score: Raw -184586.842583 + Penalty 2896.425575 = -181690.417009 nChanged 3 SP:Iteration 47Q (2867.417143 sec): 3 clusters Score: Raw -184587.885804 + Penalty 2896.425575 = -181691.460230 nChanged 0 SP:Iteration 48F (2867.515390 sec): 3 clusters Score: Raw -184587.885804 + Penalty 2896.425575 = -181691.460230 nChanged 0 Score: Raw -11874240.971347 + Penalty 38604.553487 = -11835636.417860 Splitting cluster 3 changes total score from -11833492.840467 to -11835636.417860 So it's getting split into cluster 18. Trying to split cluster 4 (22566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2872.330417 sec): 2 clusters Score: Raw -1409405.257911 + Penalty 1759.247035 = -1407646.010876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2872.502650 sec): 3 clusters Score: Raw -1395859.769727 + Penalty 3518.494069 = -1392341.275657 nChanged 10225 SP:Iteration 1F (2872.661762 sec): 3 clusters Score: Raw -1402201.751552 + Penalty 3518.494069 = -1398683.257482 nChanged 1824 SP:Iteration 2F (2872.796023 sec): 3 clusters Score: Raw -1403935.803475 + Penalty 3518.494069 = -1400417.309406 nChanged 2267 SP:Iteration 3F (2872.970359 sec): 3 clusters Score: Raw -1406449.882073 + Penalty 3518.494069 = -1402931.388003 nChanged 2269 SP:Iteration 4F (2873.124899 sec): 3 clusters Score: Raw -1408775.652093 + Penalty 3518.494069 = -1405257.158024 nChanged 1724 SP:Iteration 5F (2873.262697 sec): 3 clusters Score: Raw -1410170.346715 + Penalty 3518.494069 = -1406651.852646 nChanged 1139 SP:Iteration 6F (2873.434185 sec): 3 clusters Score: Raw -1410957.622499 + Penalty 3518.494069 = -1407439.128430 nChanged 784 SP:Iteration 7Q (2873.615492 sec): 3 clusters Score: Raw -1411510.790247 + Penalty 3518.494069 = -1407992.296178 nChanged 632 SP:Iteration 8Q (2873.747180 sec): 3 clusters Score: Raw -1411935.215652 + Penalty 3518.494069 = -1408416.721582 nChanged 481 SP:Iteration 9Q (2873.908344 sec): 3 clusters Score: Raw -1412225.714210 + Penalty 3518.494069 = -1408707.220141 nChanged 389 SP:Iteration 10Q (2874.054994 sec): 3 clusters Score: Raw -1412427.027828 + Penalty 3518.494069 = -1408908.533758 nChanged 274 SP:Iteration 11Q (2874.209301 sec): 3 clusters Score: Raw -1412552.679418 + Penalty 3518.494069 = -1409034.185349 nChanged 237 SP:Iteration 12Q (2874.383015 sec): 3 clusters Score: Raw -1412638.435344 + Penalty 3518.494069 = -1409119.941275 nChanged 169 SP:Iteration 13Q (2874.538709 sec): 3 clusters Score: Raw -1412684.239440 + Penalty 3518.494069 = -1409165.745370 nChanged 132 SP:Iteration 14Q (2874.688555 sec): 3 clusters Score: Raw -1412718.763404 + Penalty 3518.494069 = -1409200.269335 nChanged 100 SP:Iteration 15Q (2874.850775 sec): 3 clusters Score: Raw -1412742.365068 + Penalty 3518.494069 = -1409223.870999 nChanged 85 SP:Iteration 16Q (2874.945537 sec): 3 clusters Score: Raw -1412759.088060 + Penalty 3518.494069 = -1409240.593991 nChanged 74 SP:Iteration 17Q (2875.082039 sec): 3 clusters Score: Raw -1412775.292294 + Penalty 3518.494069 = -1409256.798225 nChanged 69 SP:Iteration 18Q (2875.227098 sec): 3 clusters Score: Raw -1412787.090602 + Penalty 3518.494069 = -1409268.596533 nChanged 67 SP:Iteration 19Q (2875.411621 sec): 3 clusters Score: Raw -1412798.297476 + Penalty 3518.494069 = -1409279.803406 nChanged 61 SP:Iteration 20F (2875.555203 sec): 3 clusters Score: Raw -1412809.943063 + Penalty 3518.494069 = -1409291.448993 nChanged 58 SP:Iteration 21Q (2875.699346 sec): 3 clusters Score: Raw -1412818.716867 + Penalty 3518.494069 = -1409300.222798 nChanged 39 SP:Iteration 22Q (2875.857229 sec): 3 clusters Score: Raw -1412823.501843 + Penalty 3518.494069 = -1409305.007774 nChanged 38 SP:Iteration 23Q (2876.004883 sec): 3 clusters Score: Raw -1412827.910686 + Penalty 3518.494069 = -1409309.416617 nChanged 35 SP:Iteration 24Q (2876.176624 sec): 3 clusters Score: Raw -1412832.121496 + Penalty 3518.494069 = -1409313.627426 nChanged 29 SP:Iteration 25Q (2876.328738 sec): 3 clusters Score: Raw -1412835.462671 + Penalty 3518.494069 = -1409316.968601 nChanged 26 SP:Iteration 26Q (2876.476979 sec): 3 clusters Score: Raw -1412838.839148 + Penalty 3518.494069 = -1409320.345079 nChanged 22 SP:Iteration 27Q (2876.630845 sec): 3 clusters Score: Raw -1412841.061857 + Penalty 3518.494069 = -1409322.567788 nChanged 15 SP:Iteration 28Q (2876.794105 sec): 3 clusters Score: Raw -1412841.950901 + Penalty 3518.494069 = -1409323.456832 nChanged 11 SP:Iteration 29Q (2876.959915 sec): 3 clusters Score: Raw -1412842.767029 + Penalty 3518.494069 = -1409324.272960 nChanged 11 SP:Iteration 30Q (2877.133616 sec): 3 clusters Score: Raw -1412844.123344 + Penalty 3518.494069 = -1409325.629275 nChanged 13 SP:Iteration 31Q (2877.271797 sec): 3 clusters Score: Raw -1412845.512227 + Penalty 3518.494069 = -1409327.018158 nChanged 13 SP:Iteration 32Q (2877.440819 sec): 3 clusters Score: Raw -1412846.540473 + Penalty 3518.494069 = -1409328.046404 nChanged 9 SP:Iteration 33Q (2877.580587 sec): 3 clusters Score: Raw -1412847.575026 + Penalty 3518.494069 = -1409329.080957 nChanged 9 SP:Iteration 34Q (2877.716598 sec): 3 clusters Score: Raw -1412848.324295 + Penalty 3518.494069 = -1409329.830226 nChanged 6 SP:Iteration 35Q (2877.875243 sec): 3 clusters Score: Raw -1412848.893061 + Penalty 3518.494069 = -1409330.398992 nChanged 3 SP:Iteration 36Q (2878.027208 sec): 3 clusters Score: Raw -1412849.124946 + Penalty 3518.494069 = -1409330.630876 nChanged 5 SP:Iteration 37Q (2878.183641 sec): 3 clusters Score: Raw -1412849.638494 + Penalty 3518.494069 = -1409331.144425 nChanged 3 SP:Iteration 38Q (2878.326374 sec): 3 clusters Score: Raw -1412849.818095 + Penalty 3518.494069 = -1409331.324026 nChanged 1 SP:Iteration 39Q (2878.489825 sec): 3 clusters Score: Raw -1412849.845238 + Penalty 3518.494069 = -1409331.351169 nChanged 0 SP:Iteration 40F (2878.678255 sec): 3 clusters Score: Raw -1412849.845238 + Penalty 3518.494069 = -1409331.351169 nChanged 0 Score: Raw -11877685.558674 + Penalty 40749.250903 = -11836936.307771 Splitting cluster 4 changes total score from -11833492.840467 to -11836936.307771 So it's getting split into cluster 19. Trying to split cluster 5 (6577 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2883.759186 sec): 2 clusters Score: Raw -365388.718492 + Penalty 1542.879116 = -363845.839376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2883.858936 sec): 3 clusters Score: Raw -361926.823763 + Penalty 3085.758232 = -358841.065532 nChanged 2661 SP:Iteration 1F (2883.988822 sec): 3 clusters Score: Raw -363654.579674 + Penalty 3085.758232 = -360568.821442 nChanged 593 SP:Iteration 2F (2884.127216 sec): 3 clusters Score: Raw -364240.272486 + Penalty 3085.758232 = -361154.514255 nChanged 605 SP:Iteration 3F (2884.250156 sec): 3 clusters Score: Raw -364875.149810 + Penalty 3085.758232 = -361789.391579 nChanged 544 SP:Iteration 4F (2884.371162 sec): 3 clusters Score: Raw -365388.835006 + Penalty 3085.758232 = -362303.076774 nChanged 419 SP:Iteration 5F (2884.488932 sec): 3 clusters Score: Raw -365746.194413 + Penalty 3085.758232 = -362660.436181 nChanged 333 SP:Iteration 6F (2884.588215 sec): 3 clusters Score: Raw -366029.325060 + Penalty 3085.758232 = -362943.566829 nChanged 267 SP:Iteration 7Q (2884.695375 sec): 3 clusters Score: Raw -366231.100975 + Penalty 3085.758232 = -363145.342744 nChanged 225 SP:Iteration 8Q (2884.809288 sec): 3 clusters Score: Raw -366376.900961 + Penalty 3085.758232 = -363291.142730 nChanged 190 SP:Iteration 9Q (2884.931265 sec): 3 clusters Score: Raw -366484.472834 + Penalty 3085.758232 = -363398.714602 nChanged 166 SP:Iteration 10Q (2885.033479 sec): 3 clusters Score: Raw -366581.861770 + Penalty 3085.758232 = -363496.103538 nChanged 158 SP:Iteration 11Q (2885.147541 sec): 3 clusters Score: Raw -366687.937663 + Penalty 3085.758232 = -363602.179431 nChanged 134 SP:Iteration 12Q (2885.247111 sec): 3 clusters Score: Raw -366768.935105 + Penalty 3085.758232 = -363683.176873 nChanged 138 SP:Iteration 13Q (2885.378761 sec): 3 clusters Score: Raw -366843.739367 + Penalty 3085.758232 = -363757.981135 nChanged 133 SP:Iteration 14Q (2885.491439 sec): 3 clusters Score: Raw -366906.123271 + Penalty 3085.758232 = -363820.365039 nChanged 94 SP:Iteration 15Q (2885.588455 sec): 3 clusters Score: Raw -366953.142435 + Penalty 3085.758232 = -363867.384204 nChanged 81 SP:Iteration 16Q (2885.717488 sec): 3 clusters Score: Raw -366980.813220 + Penalty 3085.758232 = -363895.054988 nChanged 56 SP:Iteration 17Q (2885.833479 sec): 3 clusters Score: Raw -366997.840458 + Penalty 3085.758232 = -363912.082227 nChanged 30 SP:Iteration 18Q (2885.957082 sec): 3 clusters Score: Raw -367007.028172 + Penalty 3085.758232 = -363921.269941 nChanged 28 SP:Iteration 19Q (2886.055591 sec): 3 clusters Score: Raw -367012.388121 + Penalty 3085.758232 = -363926.629889 nChanged 17 SP:Iteration 20F (2886.147007 sec): 3 clusters Score: Raw -367018.988760 + Penalty 3085.758232 = -363933.230528 nChanged 16 SP:Iteration 21Q (2886.259453 sec): 3 clusters Score: Raw -367022.595975 + Penalty 3085.758232 = -363936.837744 nChanged 13 SP:Iteration 22Q (2886.367352 sec): 3 clusters Score: Raw -367024.819337 + Penalty 3085.758232 = -363939.061105 nChanged 4 SP:Iteration 23Q (2886.496304 sec): 3 clusters Score: Raw -367025.184889 + Penalty 3085.758232 = -363939.426658 nChanged 6 SP:Iteration 24Q (2886.630595 sec): 3 clusters Score: Raw -367025.895007 + Penalty 3085.758232 = -363940.136776 nChanged 4 SP:Iteration 25Q (2886.723655 sec): 3 clusters Score: Raw -367026.462757 + Penalty 3085.758232 = -363940.704525 nChanged 2 SP:Iteration 26Q (2886.834388 sec): 3 clusters Score: Raw -367026.643764 + Penalty 3085.758232 = -363940.885533 nChanged 0 SP:Iteration 27F (2886.951039 sec): 3 clusters Score: Raw -367026.643764 + Penalty 3085.758232 = -363940.885533 nChanged 0 Score: Raw -11879323.483947 + Penalty 42893.948319 = -11836429.535628 Splitting cluster 5 changes total score from -11833492.840467 to -11836429.535628 So it's getting split into cluster 20. Trying to split cluster 6 (51192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2892.827428 sec): 2 clusters Score: Raw -3442425.824692 + Penalty 1903.005915 = -3440522.818777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2893.100876 sec): 3 clusters Score: Raw -3410168.963749 + Penalty 3806.011831 = -3406362.951918 nChanged 23956 SP:Iteration 1F (2893.344786 sec): 3 clusters Score: Raw -3424753.971656 + Penalty 3806.011831 = -3420947.959825 nChanged 3271 SP:Iteration 2F (2893.544475 sec): 3 clusters Score: Raw -3426632.889026 + Penalty 3806.011831 = -3422826.877196 nChanged 3925 SP:Iteration 3F (2893.742253 sec): 3 clusters Score: Raw -3429400.240587 + Penalty 3806.011831 = -3425594.228757 nChanged 4177 SP:Iteration 4F (2893.946050 sec): 3 clusters Score: Raw -3432760.491281 + Penalty 3806.011831 = -3428954.479450 nChanged 3877 SP:Iteration 5F (2894.153855 sec): 3 clusters Score: Raw -3435872.936180 + Penalty 3806.011831 = -3432066.924349 nChanged 3016 SP:Iteration 6F (2894.421368 sec): 3 clusters Score: Raw -3438139.282494 + Penalty 3806.011831 = -3434333.270663 nChanged 2144 SP:Iteration 7Q (2894.624998 sec): 3 clusters Score: Raw -3439599.821764 + Penalty 3806.011831 = -3435793.809933 nChanged 1489 SP:Iteration 8Q (2894.865158 sec): 3 clusters Score: Raw -3440625.455836 + Penalty 3806.011831 = -3436819.444006 nChanged 1053 SP:Iteration 9Q (2895.125505 sec): 3 clusters Score: Raw -3441377.963676 + Penalty 3806.011831 = -3437571.951845 nChanged 733 SP:Iteration 10Q (2895.354571 sec): 3 clusters Score: Raw -3441918.608215 + Penalty 3806.011831 = -3438112.596385 nChanged 556 SP:Iteration 11Q (2895.577761 sec): 3 clusters Score: Raw -3442352.029393 + Penalty 3806.011831 = -3438546.017562 nChanged 465 SP:Iteration 12Q (2895.765669 sec): 3 clusters Score: Raw -3442691.867738 + Penalty 3806.011831 = -3438885.855907 nChanged 362 SP:Iteration 13Q (2895.957112 sec): 3 clusters Score: Raw -3442912.327860 + Penalty 3806.011831 = -3439106.316029 nChanged 295 SP:Iteration 14Q (2896.182640 sec): 3 clusters Score: Raw -3443068.134282 + Penalty 3806.011831 = -3439262.122452 nChanged 243 SP:Iteration 15Q (2896.403035 sec): 3 clusters Score: Raw -3443180.241275 + Penalty 3806.011831 = -3439374.229444 nChanged 183 SP:Iteration 16Q (2896.629261 sec): 3 clusters Score: Raw -3443263.103646 + Penalty 3806.011831 = -3439457.091815 nChanged 150 SP:Iteration 17Q (2896.840510 sec): 3 clusters Score: Raw -3443316.820161 + Penalty 3806.011831 = -3439510.808330 nChanged 115 SP:Iteration 18Q (2897.054032 sec): 3 clusters Score: Raw -3443351.198251 + Penalty 3806.011831 = -3439545.186421 nChanged 97 SP:Iteration 19Q (2897.294619 sec): 3 clusters Score: Raw -3443373.956901 + Penalty 3806.011831 = -3439567.945071 nChanged 72 SP:Iteration 20F (2897.573766 sec): 3 clusters Score: Raw -3443394.930605 + Penalty 3806.011831 = -3439588.918775 nChanged 72 SP:Iteration 21Q (2897.776230 sec): 3 clusters Score: Raw -3443416.327053 + Penalty 3806.011831 = -3439610.315222 nChanged 66 SP:Iteration 22Q (2898.006352 sec): 3 clusters Score: Raw -3443434.045502 + Penalty 3806.011831 = -3439628.033671 nChanged 63 SP:Iteration 23Q (2898.242936 sec): 3 clusters Score: Raw -3443452.750021 + Penalty 3806.011831 = -3439646.738191 nChanged 59 SP:Iteration 24Q (2898.451099 sec): 3 clusters Score: Raw -3443470.078882 + Penalty 3806.011831 = -3439664.067052 nChanged 57 SP:Iteration 25Q (2898.639803 sec): 3 clusters Score: Raw -3443485.210108 + Penalty 3806.011831 = -3439679.198278 nChanged 48 SP:Iteration 26Q (2898.826521 sec): 3 clusters Score: Raw -3443499.284436 + Penalty 3806.011831 = -3439693.272605 nChanged 49 SP:Iteration 27Q (2899.027697 sec): 3 clusters Score: Raw -3443520.066472 + Penalty 3806.011831 = -3439714.054641 nChanged 61 SP:Iteration 28Q (2899.271907 sec): 3 clusters Score: Raw -3443550.782124 + Penalty 3806.011831 = -3439744.770293 nChanged 75 SP:Iteration 29Q (2899.491609 sec): 3 clusters Score: Raw -3443587.774942 + Penalty 3806.011831 = -3439781.763112 nChanged 87 SP:Iteration 30Q (2899.745376 sec): 3 clusters Score: Raw -3443625.005416 + Penalty 3806.011831 = -3439818.993585 nChanged 87 SP:Iteration 31Q (2899.936127 sec): 3 clusters Score: Raw -3443659.794078 + Penalty 3806.011831 = -3439853.782248 nChanged 83 SP:Iteration 32Q (2900.151080 sec): 3 clusters Score: Raw -3443685.533270 + Penalty 3806.011831 = -3439879.521439 nChanged 101 SP:Iteration 33Q (2900.297587 sec): 3 clusters Score: Raw -3443727.581482 + Penalty 3806.011831 = -3439921.569651 nChanged 85 SP:Iteration 34Q (2900.447748 sec): 3 clusters Score: Raw -3443764.668188 + Penalty 3806.011831 = -3439958.656357 nChanged 83 SP:Iteration 35Q (2900.652619 sec): 3 clusters Score: Raw -3443790.965094 + Penalty 3806.011831 = -3439984.953263 nChanged 82 SP:Iteration 36Q (2900.848064 sec): 3 clusters Score: Raw -3443812.707724 + Penalty 3806.011831 = -3440006.695893 nChanged 83 SP:Iteration 37Q (2901.015955 sec): 3 clusters Score: Raw -3443834.423364 + Penalty 3806.011831 = -3440028.411533 nChanged 82 SP:Iteration 38Q (2901.217978 sec): 3 clusters Score: Raw -3443852.107413 + Penalty 3806.011831 = -3440046.095582 nChanged 70 SP:Iteration 39Q (2901.439835 sec): 3 clusters Score: Raw -3443869.919522 + Penalty 3806.011831 = -3440063.907691 nChanged 74 SP:Iteration 40F (2901.657193 sec): 3 clusters Score: Raw -3443888.746144 + Penalty 3806.011831 = -3440082.734313 nChanged 70 SP:Iteration 41Q (2901.871003 sec): 3 clusters Score: Raw -3443903.178650 + Penalty 3806.011831 = -3440097.166819 nChanged 68 SP:Iteration 42Q (2902.101996 sec): 3 clusters Score: Raw -3443917.379887 + Penalty 3806.011831 = -3440111.368056 nChanged 85 SP:Iteration 43Q (2902.370823 sec): 3 clusters Score: Raw -3443938.128160 + Penalty 3806.011831 = -3440132.116330 nChanged 99 SP:Iteration 44Q (2902.568794 sec): 3 clusters Score: Raw -3443966.251441 + Penalty 3806.011831 = -3440160.239610 nChanged 126 SP:Iteration 45Q (2902.802350 sec): 3 clusters Score: Raw -3444009.014216 + Penalty 3806.011831 = -3440203.002386 nChanged 136 SP:Iteration 46Q (2903.002822 sec): 3 clusters Score: Raw -3444048.667415 + Penalty 3806.011831 = -3440242.655584 nChanged 128 SP:Iteration 47Q (2903.192177 sec): 3 clusters Score: Raw -3444087.013837 + Penalty 3806.011831 = -3440281.002006 nChanged 134 SP:Iteration 48Q (2903.397741 sec): 3 clusters Score: Raw -3444124.074133 + Penalty 3806.011831 = -3440318.062303 nChanged 134 SP:Iteration 49Q (2903.594210 sec): 3 clusters Score: Raw -3444162.302064 + Penalty 3806.011831 = -3440356.290233 nChanged 161 SP:Iteration 50Q (2903.792257 sec): 3 clusters Score: Raw -3444206.249745 + Penalty 3806.011831 = -3440400.237915 nChanged 160 SP:Iteration 51Q (2903.982711 sec): 3 clusters Score: Raw -3444255.395917 + Penalty 3806.011831 = -3440449.384087 nChanged 194 SP:Iteration 52Q (2904.198748 sec): 3 clusters Score: Raw -3444323.283895 + Penalty 3806.011831 = -3440517.272065 nChanged 221 SP:Iteration 53Q (2904.402346 sec): 3 clusters Score: Raw -3444404.819677 + Penalty 3806.011831 = -3440598.807846 nChanged 282 SP:Iteration 54Q (2904.617723 sec): 3 clusters Score: Raw -3444515.329273 + Penalty 3806.011831 = -3440709.317442 nChanged 298 SP:Iteration 55Q (2904.806924 sec): 3 clusters Score: Raw -3444619.181689 + Penalty 3806.011831 = -3440813.169859 nChanged 299 SP:Iteration 56Q (2904.986788 sec): 3 clusters Score: Raw -3444716.513106 + Penalty 3806.011831 = -3440910.501275 nChanged 293 SP:Iteration 57Q (2905.212350 sec): 3 clusters Score: Raw -3444814.798278 + Penalty 3806.011831 = -3441008.786448 nChanged 316 SP:Iteration 58Q (2905.396544 sec): 3 clusters Score: Raw -3444906.814247 + Penalty 3806.011831 = -3441100.802417 nChanged 253 SP:Iteration 59Q (2905.637908 sec): 3 clusters Score: Raw -3444970.030368 + Penalty 3806.011831 = -3441164.018537 nChanged 210 SP:Iteration 60F (2905.835361 sec): 3 clusters Score: Raw -3445253.017537 + Penalty 3806.011831 = -3441447.005706 nChanged 496 SP:Iteration 61Q (2906.036280 sec): 3 clusters Score: Raw -3445626.691447 + Penalty 3806.011831 = -3441820.679616 nChanged 609 SP:Iteration 62Q (2906.228365 sec): 3 clusters Score: Raw -3445996.756005 + Penalty 3806.011831 = -3442190.744174 nChanged 682 SP:Iteration 63Q (2906.460339 sec): 3 clusters Score: Raw -3446382.461753 + Penalty 3806.011831 = -3442576.449923 nChanged 655 SP:Iteration 64Q (2906.667513 sec): 3 clusters Score: Raw -3446704.879118 + Penalty 3806.011831 = -3442898.867287 nChanged 613 SP:Iteration 65Q (2906.905193 sec): 3 clusters Score: Raw -3446989.411067 + Penalty 3806.011831 = -3443183.399236 nChanged 591 SP:Iteration 66Q (2907.112629 sec): 3 clusters Score: Raw -3447240.647736 + Penalty 3806.011831 = -3443434.635905 nChanged 520 SP:Iteration 67Q (2907.324899 sec): 3 clusters Score: Raw -3447429.798914 + Penalty 3806.011831 = -3443623.787083 nChanged 422 SP:Iteration 68Q (2907.569363 sec): 3 clusters Score: Raw -3447540.857567 + Penalty 3806.011831 = -3443734.845737 nChanged 317 SP:Iteration 69Q (2907.807868 sec): 3 clusters Score: Raw -3447607.492832 + Penalty 3806.011831 = -3443801.481001 nChanged 228 SP:Iteration 70Q (2908.029008 sec): 3 clusters Score: Raw -3447639.931204 + Penalty 3806.011831 = -3443833.919373 nChanged 149 SP:Iteration 71Q (2908.249201 sec): 3 clusters Score: Raw -3447659.574641 + Penalty 3806.011831 = -3443853.562810 nChanged 86 SP:Iteration 72Q (2908.460962 sec): 3 clusters Score: Raw -3447666.213215 + Penalty 3806.011831 = -3443860.201384 nChanged 61 SP:Iteration 73Q (2908.684781 sec): 3 clusters Score: Raw -3447670.256086 + Penalty 3806.011831 = -3443864.244256 nChanged 43 SP:Iteration 74Q (2908.884896 sec): 3 clusters Score: Raw -3447673.001078 + Penalty 3806.011831 = -3443866.989247 nChanged 41 SP:Iteration 75Q (2909.095389 sec): 3 clusters Score: Raw -3447675.356373 + Penalty 3806.011831 = -3443869.344542 nChanged 26 SP:Iteration 76Q (2909.328179 sec): 3 clusters Score: Raw -3447676.490806 + Penalty 3806.011831 = -3443870.478975 nChanged 14 SP:Iteration 77Q (2909.535972 sec): 3 clusters Score: Raw -3447678.322004 + Penalty 3806.011831 = -3443872.310174 nChanged 11 SP:Iteration 78Q (2909.746036 sec): 3 clusters Score: Raw -3447678.659838 + Penalty 3806.011831 = -3443872.648008 nChanged 7 SP:Iteration 79Q (2909.951700 sec): 3 clusters Score: Raw -3447679.036743 + Penalty 3806.011831 = -3443873.024912 nChanged 11 SP:Iteration 80F (2910.218381 sec): 3 clusters Score: Raw -3447732.636987 + Penalty 3806.011831 = -3443926.625157 nChanged 73 SP:Iteration 81Q (2910.438284 sec): 3 clusters Score: Raw -3447750.138754 + Penalty 3806.011831 = -3443944.126923 nChanged 88 SP:Iteration 82Q (2910.653959 sec): 3 clusters Score: Raw -3447759.944471 + Penalty 3806.011831 = -3443953.932640 nChanged 67 SP:Iteration 83Q (2910.860878 sec): 3 clusters Score: Raw -3447765.047998 + Penalty 3806.011831 = -3443959.036167 nChanged 36 SP:Iteration 84Q (2911.090393 sec): 3 clusters Score: Raw -3447767.129119 + Penalty 3806.011831 = -3443961.117289 nChanged 31 SP:Iteration 85Q (2911.299622 sec): 3 clusters Score: Raw -3447768.944983 + Penalty 3806.011831 = -3443962.933152 nChanged 30 SP:Iteration 86Q (2911.534276 sec): 3 clusters Score: Raw -3447770.600643 + Penalty 3806.011831 = -3443964.588813 nChanged 30 SP:Iteration 87Q (2911.727196 sec): 3 clusters Score: Raw -3447772.260077 + Penalty 3806.011831 = -3443966.248246 nChanged 22 SP:Iteration 88Q (2911.984051 sec): 3 clusters Score: Raw -3447773.265294 + Penalty 3806.011831 = -3443967.253463 nChanged 17 SP:Iteration 89Q (2912.200105 sec): 3 clusters Score: Raw -3447773.937744 + Penalty 3806.011831 = -3443967.925913 nChanged 9 SP:Iteration 90Q (2912.409337 sec): 3 clusters Score: Raw -3447774.419829 + Penalty 3806.011831 = -3443968.407998 nChanged 11 SP:Iteration 91Q (2912.626673 sec): 3 clusters Score: Raw -3447775.180976 + Penalty 3806.011831 = -3443969.169145 nChanged 13 SP:Iteration 92Q (2912.854021 sec): 3 clusters Score: Raw -3447775.796370 + Penalty 3806.011831 = -3443969.784540 nChanged 14 SP:Iteration 93Q (2913.090813 sec): 3 clusters Score: Raw -3447776.698458 + Penalty 3806.011831 = -3443970.686627 nChanged 16 SP:Iteration 94Q (2913.365902 sec): 3 clusters Score: Raw -3447777.802830 + Penalty 3806.011831 = -3443971.790999 nChanged 16 SP:Iteration 95Q (2913.586710 sec): 3 clusters Score: Raw -3447778.569593 + Penalty 3806.011831 = -3443972.557762 nChanged 16 SP:Iteration 96Q (2913.821204 sec): 3 clusters Score: Raw -3447779.236854 + Penalty 3806.011831 = -3443973.225023 nChanged 9 SP:Iteration 97Q (2914.032303 sec): 3 clusters Score: Raw -3447779.611513 + Penalty 3806.011831 = -3443973.599683 nChanged 11 SP:Iteration 98Q (2914.274226 sec): 3 clusters Score: Raw -3447780.032600 + Penalty 3806.011831 = -3443974.020769 nChanged 8 SP:Iteration 99Q (2914.508081 sec): 3 clusters Score: Raw -3447780.428146 + Penalty 3806.011831 = -3443974.416315 nChanged 4 SP:Iteration 100F (2914.749849 sec): 3 clusters Score: Raw -3447780.643052 + Penalty 3806.011831 = -3443974.631221 nChanged 4 SP:Iteration 101Q (2914.966206 sec): 3 clusters Score: Raw -3447780.807808 + Penalty 3806.011831 = -3443974.795977 nChanged 9 SP:Iteration 102Q (2915.186304 sec): 3 clusters Score: Raw -3447781.231520 + Penalty 3806.011831 = -3443975.219689 nChanged 7 SP:Iteration 103Q (2915.410502 sec): 3 clusters Score: Raw -3447781.447927 + Penalty 3806.011831 = -3443975.436097 nChanged 3 SP:Iteration 104Q (2915.614586 sec): 3 clusters Score: Raw -3447781.678895 + Penalty 3806.011831 = -3443975.667064 nChanged 8 SP:Iteration 105Q (2915.852801 sec): 3 clusters Score: Raw -3447782.141637 + Penalty 3806.011831 = -3443976.129807 nChanged 13 SP:Iteration 106Q (2916.046007 sec): 3 clusters Score: Raw -3447782.948670 + Penalty 3806.011831 = -3443976.936840 nChanged 18 SP:Iteration 107Q (2916.265942 sec): 3 clusters Score: Raw -3447784.368419 + Penalty 3806.011831 = -3443978.356588 nChanged 19 SP:Iteration 108Q (2916.497981 sec): 3 clusters Score: Raw -3447786.060684 + Penalty 3806.011831 = -3443980.048854 nChanged 29 SP:Iteration 109Q (2916.712499 sec): 3 clusters Score: Raw -3447788.286775 + Penalty 3806.011831 = -3443982.274945 nChanged 29 SP:Iteration 110Q (2916.941172 sec): 3 clusters Score: Raw -3447790.756682 + Penalty 3806.011831 = -3443984.744852 nChanged 47 SP:Iteration 111Q (2917.156237 sec): 3 clusters Score: Raw -3447795.231007 + Penalty 3806.011831 = -3443989.219177 nChanged 54 SP:Iteration 112Q (2917.358747 sec): 3 clusters Score: Raw -3447801.152342 + Penalty 3806.011831 = -3443995.140512 nChanged 62 SP:Iteration 113Q (2917.595734 sec): 3 clusters Score: Raw -3447810.797029 + Penalty 3806.011831 = -3444004.785198 nChanged 81 SP:Iteration 114Q (2917.830660 sec): 3 clusters Score: Raw -3447824.612612 + Penalty 3806.011831 = -3444018.600782 nChanged 111 SP:Iteration 115Q (2918.059072 sec): 3 clusters Score: Raw -3447850.574683 + Penalty 3806.011831 = -3444044.562852 nChanged 164 SP:Iteration 116Q (2918.267638 sec): 3 clusters Score: Raw -3447902.236518 + Penalty 3806.011831 = -3444096.224687 nChanged 216 SP:Iteration 117Q (2918.539380 sec): 3 clusters Score: Raw -3447985.381624 + Penalty 3806.011831 = -3444179.369793 nChanged 253 SP:Iteration 118Q (2918.761110 sec): 3 clusters Score: Raw -3448093.555864 + Penalty 3806.011831 = -3444287.544034 nChanged 291 SP:Iteration 119Q (2918.999660 sec): 3 clusters Score: Raw -3448228.553648 + Penalty 3806.011831 = -3444422.541817 nChanged 341 SP:Iteration 120F (2919.252047 sec): 3 clusters Score: Raw -3448388.388700 + Penalty 3806.011831 = -3444582.376870 nChanged 391 SP:Iteration 121Q (2919.507085 sec): 3 clusters Score: Raw -3448569.281359 + Penalty 3806.011831 = -3444763.269529 nChanged 411 SP:Iteration 122Q (2919.718865 sec): 3 clusters Score: Raw -3448741.304072 + Penalty 3806.011831 = -3444935.292242 nChanged 425 SP:Iteration 123Q (2919.966202 sec): 3 clusters Score: Raw -3448895.167702 + Penalty 3806.011831 = -3445089.155871 nChanged 414 SP:Iteration 124Q (2920.171825 sec): 3 clusters Score: Raw -3449041.749679 + Penalty 3806.011831 = -3445235.737849 nChanged 390 SP:Iteration 125Q (2920.459930 sec): 3 clusters Score: Raw -3449186.528147 + Penalty 3806.011831 = -3445380.516316 nChanged 407 SP:Iteration 126Q (2920.658436 sec): 3 clusters Score: Raw -3449353.856356 + Penalty 3806.011831 = -3445547.844525 nChanged 385 SP:Iteration 127Q (2920.877837 sec): 3 clusters Score: Raw -3449508.628109 + Penalty 3806.011831 = -3445702.616279 nChanged 384 SP:Iteration 128Q (2921.102544 sec): 3 clusters Score: Raw -3449683.803007 + Penalty 3806.011831 = -3445877.791177 nChanged 381 SP:Iteration 129Q (2921.335091 sec): 3 clusters Score: Raw -3449889.067169 + Penalty 3806.011831 = -3446083.055338 nChanged 414 SP:Iteration 130Q (2921.559763 sec): 3 clusters Score: Raw -3450147.796670 + Penalty 3806.011831 = -3446341.784839 nChanged 424 SP:Iteration 131Q (2921.778110 sec): 3 clusters Score: Raw -3450393.150694 + Penalty 3806.011831 = -3446587.138863 nChanged 345 SP:Iteration 132Q (2921.995123 sec): 3 clusters Score: Raw -3450533.052282 + Penalty 3806.011831 = -3446727.040451 nChanged 249 SP:Iteration 133Q (2922.239281 sec): 3 clusters Score: Raw -3450605.301573 + Penalty 3806.011831 = -3446799.289742 nChanged 160 SP:Iteration 134Q (2922.477830 sec): 3 clusters Score: Raw -3450646.336629 + Penalty 3806.011831 = -3446840.324799 nChanged 92 SP:Iteration 135Q (2922.676983 sec): 3 clusters Score: Raw -3450659.237396 + Penalty 3806.011831 = -3446853.225566 nChanged 56 SP:Iteration 136Q (2922.914931 sec): 3 clusters Score: Raw -3450670.385578 + Penalty 3806.011831 = -3446864.373747 nChanged 37 SP:Iteration 137Q (2923.143244 sec): 3 clusters Score: Raw -3450675.779031 + Penalty 3806.011831 = -3446869.767200 nChanged 17 SP:Iteration 138Q (2923.354168 sec): 3 clusters Score: Raw -3450676.285353 + Penalty 3806.011831 = -3446870.273523 nChanged 8 SP:Iteration 139Q (2923.613524 sec): 3 clusters Score: Raw -3450678.139781 + Penalty 3806.011831 = -3446872.127950 nChanged 5 SP:Iteration 140F (2923.871790 sec): 3 clusters Score: Raw -3451180.519892 + Penalty 3806.011831 = -3447374.508061 nChanged 516 SP:Iteration 141Q (2924.112239 sec): 3 clusters Score: Raw -3452342.609759 + Penalty 3806.011831 = -3448536.597928 nChanged 729 SP:Iteration 142Q (2924.382587 sec): 3 clusters Score: Raw -3453876.561737 + Penalty 3806.011831 = -3450070.549906 nChanged 724 SP:Iteration 143Q (2924.611314 sec): 3 clusters Score: Raw -3455092.153702 + Penalty 3806.011831 = -3451286.141871 nChanged 547 SP:Iteration 144Q (2924.837099 sec): 3 clusters Score: Raw -3455573.176988 + Penalty 3806.011831 = -3451767.165157 nChanged 289 SP:Iteration 145Q (2925.096146 sec): 3 clusters Score: Raw -3455667.833799 + Penalty 3806.011831 = -3451861.821968 nChanged 123 SP:Iteration 146Q (2925.314527 sec): 3 clusters Score: Raw -3455689.103496 + Penalty 3806.011831 = -3451883.091665 nChanged 76 SP:Iteration 147Q (2925.558736 sec): 3 clusters Score: Raw -3455697.363408 + Penalty 3806.011831 = -3451891.351578 nChanged 44 SP:Iteration 148Q (2925.752568 sec): 3 clusters Score: Raw -3455700.171155 + Penalty 3806.011831 = -3451894.159325 nChanged 17 SP:Iteration 149Q (2925.990016 sec): 3 clusters Score: Raw -3455700.689900 + Penalty 3806.011831 = -3451894.678069 nChanged 5 SP:Iteration 150Q (2926.220583 sec): 3 clusters Score: Raw -3455700.850751 + Penalty 3806.011831 = -3451894.838921 nChanged 1 SP:Iteration 151Q (2926.413261 sec): 3 clusters Score: Raw -3455700.866174 + Penalty 3806.011831 = -3451894.854343 nChanged 0 SP:Iteration 152F (2926.667923 sec): 3 clusters Score: Raw -3455702.747651 + Penalty 3806.011831 = -3451896.735820 nChanged 3 SP:Iteration 153Q (2926.889711 sec): 3 clusters Score: Raw -3455702.858313 + Penalty 3806.011831 = -3451896.846483 nChanged 2 SP:Iteration 154Q (2927.097512 sec): 3 clusters Score: Raw -3455702.966926 + Penalty 3806.011831 = -3451896.955096 nChanged 2 SP:Iteration 155Q (2927.318366 sec): 3 clusters Score: Raw -3455703.001444 + Penalty 3806.011831 = -3451896.989613 nChanged 2 SP:Iteration 156Q (2927.539024 sec): 3 clusters Score: Raw -3455703.020950 + Penalty 3806.011831 = -3451897.009119 nChanged 0 SP:Iteration 157F (2927.776999 sec): 3 clusters Score: Raw -3455703.020950 + Penalty 3806.011831 = -3451897.009119 nChanged 0 Score: Raw -11892600.680205 + Penalty 45038.645735 = -11847562.034470 Splitting cluster 6 changes total score from -11833492.840467 to -11847562.034470 So it's getting split into cluster 21. Trying to split cluster 7 (5529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2933.313731 sec): 2 clusters Score: Raw -238298.802762 + Penalty 1512.417274 = -236786.385488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2933.442640 sec): 3 clusters Score: Raw -235421.491554 + Penalty 3024.834548 = -232396.657006 nChanged 2332 SP:Iteration 1F (2933.559033 sec): 3 clusters Score: Raw -237487.759325 + Penalty 3024.834548 = -234462.924776 nChanged 667 SP:Iteration 2F (2933.680343 sec): 3 clusters Score: Raw -238275.497710 + Penalty 3024.834548 = -235250.663162 nChanged 472 SP:Iteration 3F (2933.801599 sec): 3 clusters Score: Raw -238802.169339 + Penalty 3024.834548 = -235777.334791 nChanged 334 SP:Iteration 4F (2933.919028 sec): 3 clusters Score: Raw -239109.279904 + Penalty 3024.834548 = -236084.445356 nChanged 256 SP:Iteration 5Q (2934.046962 sec): 3 clusters Score: Raw -239314.459830 + Penalty 3024.834548 = -236289.625281 nChanged 199 SP:Iteration 6Q (2934.131589 sec): 3 clusters Score: Raw -239479.046035 + Penalty 3024.834548 = -236454.211486 nChanged 160 SP:Iteration 7Q (2934.247418 sec): 3 clusters Score: Raw -239603.119344 + Penalty 3024.834548 = -236578.284795 nChanged 126 SP:Iteration 8Q (2934.341338 sec): 3 clusters Score: Raw -239699.457790 + Penalty 3024.834548 = -236674.623241 nChanged 95 SP:Iteration 9Q (2934.482784 sec): 3 clusters Score: Raw -239786.393908 + Penalty 3024.834548 = -236761.559360 nChanged 97 SP:Iteration 10Q (2934.578965 sec): 3 clusters Score: Raw -239864.870322 + Penalty 3024.834548 = -236840.035774 nChanged 87 SP:Iteration 11Q (2934.681540 sec): 3 clusters Score: Raw -239921.532861 + Penalty 3024.834548 = -236896.698312 nChanged 69 SP:Iteration 12Q (2934.790500 sec): 3 clusters Score: Raw -239964.868751 + Penalty 3024.834548 = -236940.034202 nChanged 61 SP:Iteration 13Q (2934.915768 sec): 3 clusters Score: Raw -239994.837934 + Penalty 3024.834548 = -236970.003385 nChanged 50 SP:Iteration 14Q (2935.018675 sec): 3 clusters Score: Raw -240029.364148 + Penalty 3024.834548 = -237004.529600 nChanged 68 SP:Iteration 15Q (2935.130279 sec): 3 clusters Score: Raw -240068.583528 + Penalty 3024.834548 = -237043.748980 nChanged 61 SP:Iteration 16Q (2935.238586 sec): 3 clusters Score: Raw -240117.168658 + Penalty 3024.834548 = -237092.334109 nChanged 64 SP:Iteration 17Q (2935.349724 sec): 3 clusters Score: Raw -240169.320595 + Penalty 3024.834548 = -237144.486047 nChanged 58 SP:Iteration 18Q (2935.464615 sec): 3 clusters Score: Raw -240213.666227 + Penalty 3024.834548 = -237188.831678 nChanged 51 SP:Iteration 19Q (2935.558196 sec): 3 clusters Score: Raw -240246.412380 + Penalty 3024.834548 = -237221.577831 nChanged 43 SP:Iteration 20F (2935.665934 sec): 3 clusters Score: Raw -240286.839860 + Penalty 3024.834548 = -237262.005311 nChanged 53 SP:Iteration 21Q (2935.781195 sec): 3 clusters Score: Raw -240348.738752 + Penalty 3024.834548 = -237323.904203 nChanged 61 SP:Iteration 22Q (2935.879935 sec): 3 clusters Score: Raw -240401.135421 + Penalty 3024.834548 = -237376.300873 nChanged 56 SP:Iteration 23Q (2935.996546 sec): 3 clusters Score: Raw -240454.412603 + Penalty 3024.834548 = -237429.578055 nChanged 55 SP:Iteration 24Q (2936.112118 sec): 3 clusters Score: Raw -240496.434727 + Penalty 3024.834548 = -237471.600179 nChanged 53 SP:Iteration 25Q (2936.203212 sec): 3 clusters Score: Raw -240526.963558 + Penalty 3024.834548 = -237502.129010 nChanged 29 SP:Iteration 26Q (2936.321598 sec): 3 clusters Score: Raw -240548.354978 + Penalty 3024.834548 = -237523.520430 nChanged 35 SP:Iteration 27Q (2936.442669 sec): 3 clusters Score: Raw -240577.565950 + Penalty 3024.834548 = -237552.731401 nChanged 42 SP:Iteration 28Q (2936.558518 sec): 3 clusters Score: Raw -240605.609627 + Penalty 3024.834548 = -237580.775078 nChanged 35 SP:Iteration 29Q (2936.664253 sec): 3 clusters Score: Raw -240627.939890 + Penalty 3024.834548 = -237603.105341 nChanged 32 SP:Iteration 30Q (2936.753347 sec): 3 clusters Score: Raw -240647.073168 + Penalty 3024.834548 = -237622.238620 nChanged 22 SP:Iteration 31Q (2936.883906 sec): 3 clusters Score: Raw -240660.226701 + Penalty 3024.834548 = -237635.392152 nChanged 20 SP:Iteration 32Q (2936.981168 sec): 3 clusters Score: Raw -240668.201455 + Penalty 3024.834548 = -237643.366907 nChanged 17 SP:Iteration 33Q (2937.092267 sec): 3 clusters Score: Raw -240676.479362 + Penalty 3024.834548 = -237651.644813 nChanged 14 SP:Iteration 34Q (2937.222204 sec): 3 clusters Score: Raw -240681.766314 + Penalty 3024.834548 = -237656.931766 nChanged 10 SP:Iteration 35Q (2937.351489 sec): 3 clusters Score: Raw -240685.480763 + Penalty 3024.834548 = -237660.646215 nChanged 3 SP:Iteration 36Q (2937.446939 sec): 3 clusters Score: Raw -240687.611109 + Penalty 3024.834548 = -237662.776561 nChanged 3 SP:Iteration 37Q (2937.546333 sec): 3 clusters Score: Raw -240688.260833 + Penalty 3024.834548 = -237663.426285 nChanged 0 SP:Iteration 38F (2937.656442 sec): 3 clusters Score: Raw -240699.236261 + Penalty 3024.834548 = -237674.401713 nChanged 10 SP:Iteration 39Q (2937.751422 sec): 3 clusters Score: Raw -240707.970717 + Penalty 3024.834548 = -237683.136169 nChanged 15 SP:Iteration 40F (2937.862736 sec): 3 clusters Score: Raw -240719.901419 + Penalty 3024.834548 = -237695.066870 nChanged 19 SP:Iteration 41Q (2937.964577 sec): 3 clusters Score: Raw -240736.691290 + Penalty 3024.834548 = -237711.856741 nChanged 20 SP:Iteration 42Q (2938.091494 sec): 3 clusters Score: Raw -240746.876686 + Penalty 3024.834548 = -237722.042137 nChanged 14 SP:Iteration 43Q (2938.209143 sec): 3 clusters Score: Raw -240752.365352 + Penalty 3024.834548 = -237727.530803 nChanged 13 SP:Iteration 44Q (2938.302250 sec): 3 clusters Score: Raw -240757.678831 + Penalty 3024.834548 = -237732.844283 nChanged 9 SP:Iteration 45Q (2938.438704 sec): 3 clusters Score: Raw -240761.230331 + Penalty 3024.834548 = -237736.395783 nChanged 5 SP:Iteration 46Q (2938.538452 sec): 3 clusters Score: Raw -240763.290120 + Penalty 3024.834548 = -237738.455572 nChanged 8 SP:Iteration 47Q (2938.660209 sec): 3 clusters Score: Raw -240766.028446 + Penalty 3024.834548 = -237741.193898 nChanged 7 SP:Iteration 48Q (2938.757951 sec): 3 clusters Score: Raw -240768.329274 + Penalty 3024.834548 = -237743.494726 nChanged 5 SP:Iteration 49Q (2938.868361 sec): 3 clusters Score: Raw -240770.674308 + Penalty 3024.834548 = -237745.839759 nChanged 7 SP:Iteration 50Q (2938.979143 sec): 3 clusters Score: Raw -240773.018994 + Penalty 3024.834548 = -237748.184446 nChanged 5 SP:Iteration 51Q (2939.078694 sec): 3 clusters Score: Raw -240775.804601 + Penalty 3024.834548 = -237750.970052 nChanged 6 SP:Iteration 52Q (2939.180705 sec): 3 clusters Score: Raw -240779.844864 + Penalty 3024.834548 = -237755.010315 nChanged 9 SP:Iteration 53Q (2939.279390 sec): 3 clusters Score: Raw -240784.933198 + Penalty 3024.834548 = -237760.098649 nChanged 15 SP:Iteration 54Q (2939.381286 sec): 3 clusters Score: Raw -240790.513604 + Penalty 3024.834548 = -237765.679056 nChanged 7 SP:Iteration 55Q (2939.473028 sec): 3 clusters Score: Raw -240792.835407 + Penalty 3024.834548 = -237768.000858 nChanged 4 SP:Iteration 56Q (2939.578840 sec): 3 clusters Score: Raw -240794.242686 + Penalty 3024.834548 = -237769.408137 nChanged 3 SP:Iteration 57Q (2939.692587 sec): 3 clusters Score: Raw -240795.076940 + Penalty 3024.834548 = -237770.242391 nChanged 2 SP:Iteration 58Q (2939.784788 sec): 3 clusters Score: Raw -240795.332813 + Penalty 3024.834548 = -237770.498264 nChanged 0 SP:Iteration 59F (2939.921661 sec): 3 clusters Score: Raw -240795.332813 + Penalty 3024.834548 = -237770.498264 nChanged 0 Score: Raw -11895097.210256 + Penalty 47183.343151 = -11847913.867105 Splitting cluster 7 changes total score from -11833492.840467 to -11847913.867105 So it's getting split into cluster 22. Trying to split cluster 8 (12576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2945.788099 sec): 2 clusters Score: Raw -794435.972220 + Penalty 1656.640238 = -792779.331983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2945.908272 sec): 3 clusters Score: Raw -787196.194258 + Penalty 3313.280476 = -783882.913782 nChanged 5535 SP:Iteration 1F (2946.001534 sec): 3 clusters Score: Raw -790425.691026 + Penalty 3313.280476 = -787112.410550 nChanged 936 SP:Iteration 2F (2946.127486 sec): 3 clusters Score: Raw -791026.354399 + Penalty 3313.280476 = -787713.073923 nChanged 945 SP:Iteration 3F (2946.254765 sec): 3 clusters Score: Raw -791784.487021 + Penalty 3313.280476 = -788471.206545 nChanged 966 SP:Iteration 4F (2946.383477 sec): 3 clusters Score: Raw -792701.491633 + Penalty 3313.280476 = -789388.211157 nChanged 911 SP:Iteration 5F (2946.523579 sec): 3 clusters Score: Raw -793650.033937 + Penalty 3313.280476 = -790336.753461 nChanged 802 SP:Iteration 6F (2946.646980 sec): 3 clusters Score: Raw -794538.069300 + Penalty 3313.280476 = -791224.788824 nChanged 664 SP:Iteration 7F (2946.773208 sec): 3 clusters Score: Raw -795222.203092 + Penalty 3313.280476 = -791908.922617 nChanged 545 SP:Iteration 8Q (2946.893198 sec): 3 clusters Score: Raw -795711.465570 + Penalty 3313.280476 = -792398.185094 nChanged 389 SP:Iteration 9Q (2947.017866 sec): 3 clusters Score: Raw -796000.692592 + Penalty 3313.280476 = -792687.412116 nChanged 308 SP:Iteration 10Q (2947.156227 sec): 3 clusters Score: Raw -796192.188021 + Penalty 3313.280476 = -792878.907546 nChanged 188 SP:Iteration 11Q (2947.256849 sec): 3 clusters Score: Raw -796301.958836 + Penalty 3313.280476 = -792988.678361 nChanged 148 SP:Iteration 12Q (2947.400624 sec): 3 clusters Score: Raw -796374.693520 + Penalty 3313.280476 = -793061.413044 nChanged 104 SP:Iteration 13Q (2947.505268 sec): 3 clusters Score: Raw -796419.017179 + Penalty 3313.280476 = -793105.736704 nChanged 95 SP:Iteration 14Q (2947.616458 sec): 3 clusters Score: Raw -796466.507181 + Penalty 3313.280476 = -793153.226705 nChanged 89 SP:Iteration 15Q (2947.766729 sec): 3 clusters Score: Raw -796512.096831 + Penalty 3313.280476 = -793198.816355 nChanged 89 SP:Iteration 16Q (2947.877491 sec): 3 clusters Score: Raw -796555.797870 + Penalty 3313.280476 = -793242.517395 nChanged 84 SP:Iteration 17Q (2947.998867 sec): 3 clusters Score: Raw -796601.229117 + Penalty 3313.280476 = -793287.948642 nChanged 84 SP:Iteration 18Q (2948.110916 sec): 3 clusters Score: Raw -796648.280500 + Penalty 3313.280476 = -793335.000025 nChanged 102 SP:Iteration 19Q (2948.221628 sec): 3 clusters Score: Raw -796704.414000 + Penalty 3313.280476 = -793391.133524 nChanged 113 SP:Iteration 20F (2948.331398 sec): 3 clusters Score: Raw -796778.539024 + Penalty 3313.280476 = -793465.258548 nChanged 128 SP:Iteration 21Q (2948.467415 sec): 3 clusters Score: Raw -796855.260786 + Penalty 3313.280476 = -793541.980310 nChanged 109 SP:Iteration 22Q (2948.569161 sec): 3 clusters Score: Raw -796913.264414 + Penalty 3313.280476 = -793599.983938 nChanged 92 SP:Iteration 23Q (2948.674095 sec): 3 clusters Score: Raw -796959.710035 + Penalty 3313.280476 = -793646.429559 nChanged 94 SP:Iteration 24Q (2948.785639 sec): 3 clusters Score: Raw -797001.000853 + Penalty 3313.280476 = -793687.720377 nChanged 77 SP:Iteration 25Q (2948.915258 sec): 3 clusters Score: Raw -797031.740231 + Penalty 3313.280476 = -793718.459755 nChanged 63 SP:Iteration 26Q (2949.042804 sec): 3 clusters Score: Raw -797052.907637 + Penalty 3313.280476 = -793739.627162 nChanged 52 SP:Iteration 27Q (2949.167993 sec): 3 clusters Score: Raw -797073.804245 + Penalty 3313.280476 = -793760.523769 nChanged 61 SP:Iteration 28Q (2949.288202 sec): 3 clusters Score: Raw -797097.292128 + Penalty 3313.280476 = -793784.011653 nChanged 57 SP:Iteration 29Q (2949.428319 sec): 3 clusters Score: Raw -797123.435996 + Penalty 3313.280476 = -793810.155521 nChanged 60 SP:Iteration 30Q (2949.532640 sec): 3 clusters Score: Raw -797160.215486 + Penalty 3313.280476 = -793846.935011 nChanged 56 SP:Iteration 31Q (2949.646846 sec): 3 clusters Score: Raw -797186.252226 + Penalty 3313.280476 = -793872.971751 nChanged 57 SP:Iteration 32Q (2949.771648 sec): 3 clusters Score: Raw -797210.077082 + Penalty 3313.280476 = -793896.796606 nChanged 46 SP:Iteration 33Q (2949.877096 sec): 3 clusters Score: Raw -797224.545369 + Penalty 3313.280476 = -793911.264893 nChanged 36 SP:Iteration 34Q (2949.997929 sec): 3 clusters Score: Raw -797236.941842 + Penalty 3313.280476 = -793923.661367 nChanged 32 SP:Iteration 35Q (2950.120313 sec): 3 clusters Score: Raw -797245.592412 + Penalty 3313.280476 = -793932.311937 nChanged 27 SP:Iteration 36Q (2950.246031 sec): 3 clusters Score: Raw -797251.986334 + Penalty 3313.280476 = -793938.705858 nChanged 21 SP:Iteration 37Q (2950.340989 sec): 3 clusters Score: Raw -797255.172384 + Penalty 3313.280476 = -793941.891908 nChanged 8 SP:Iteration 38Q (2950.460492 sec): 3 clusters Score: Raw -797256.364504 + Penalty 3313.280476 = -793943.084029 nChanged 10 SP:Iteration 39Q (2950.598779 sec): 3 clusters Score: Raw -797257.560996 + Penalty 3313.280476 = -793944.280520 nChanged 5 SP:Iteration 40F (2950.714379 sec): 3 clusters Score: Raw -797264.885488 + Penalty 3313.280476 = -793951.605012 nChanged 14 SP:Iteration 41Q (2950.839682 sec): 3 clusters Score: Raw -797270.672717 + Penalty 3313.280476 = -793957.392242 nChanged 23 SP:Iteration 42Q (2950.954591 sec): 3 clusters Score: Raw -797275.422433 + Penalty 3313.280476 = -793962.141958 nChanged 16 SP:Iteration 43Q (2951.058137 sec): 3 clusters Score: Raw -797279.003721 + Penalty 3313.280476 = -793965.723245 nChanged 17 SP:Iteration 44Q (2951.171783 sec): 3 clusters Score: Raw -797281.376383 + Penalty 3313.280476 = -793968.095907 nChanged 13 SP:Iteration 45Q (2951.283033 sec): 3 clusters Score: Raw -797283.292835 + Penalty 3313.280476 = -793970.012360 nChanged 9 SP:Iteration 46Q (2951.412516 sec): 3 clusters Score: Raw -797284.917086 + Penalty 3313.280476 = -793971.636610 nChanged 12 SP:Iteration 47Q (2951.548914 sec): 3 clusters Score: Raw -797286.905783 + Penalty 3313.280476 = -793973.625307 nChanged 15 SP:Iteration 48Q (2951.652320 sec): 3 clusters Score: Raw -797289.724759 + Penalty 3313.280476 = -793976.444284 nChanged 10 SP:Iteration 49Q (2951.781144 sec): 3 clusters Score: Raw -797291.191651 + Penalty 3313.280476 = -793977.911176 nChanged 8 SP:Iteration 50Q (2951.907563 sec): 3 clusters Score: Raw -797292.981885 + Penalty 3313.280476 = -793979.701409 nChanged 9 SP:Iteration 51Q (2952.028051 sec): 3 clusters Score: Raw -797294.548706 + Penalty 3313.280476 = -793981.268231 nChanged 9 SP:Iteration 52Q (2952.183060 sec): 3 clusters Score: Raw -797295.641055 + Penalty 3313.280476 = -793982.360579 nChanged 9 SP:Iteration 53Q (2952.313867 sec): 3 clusters Score: Raw -797296.793095 + Penalty 3313.280476 = -793983.512619 nChanged 10 SP:Iteration 54Q (2952.444740 sec): 3 clusters Score: Raw -797298.406218 + Penalty 3313.280476 = -793985.125742 nChanged 5 SP:Iteration 55Q (2952.536723 sec): 3 clusters Score: Raw -797299.047597 + Penalty 3313.280476 = -793985.767122 nChanged 3 SP:Iteration 56Q (2952.598456 sec): 3 clusters Score: Raw -797299.388039 + Penalty 3313.280476 = -793986.107563 nChanged 5 SP:Iteration 57Q (2952.672207 sec): 3 clusters Score: Raw -797299.960784 + Penalty 3313.280476 = -793986.680308 nChanged 5 SP:Iteration 58Q (2952.777165 sec): 3 clusters Score: Raw -797300.694349 + Penalty 3313.280476 = -793987.413874 nChanged 4 SP:Iteration 59Q (2952.919526 sec): 3 clusters Score: Raw -797301.128322 + Penalty 3313.280476 = -793987.847847 nChanged 2 SP:Iteration 60F (2953.053650 sec): 3 clusters Score: Raw -797301.300418 + Penalty 3313.280476 = -793988.019942 nChanged 1 SP:Iteration 61Q (2953.181676 sec): 3 clusters Score: Raw -797301.456698 + Penalty 3313.280476 = -793988.176222 nChanged 2 SP:Iteration 62Q (2953.298573 sec): 3 clusters Score: Raw -797301.710455 + Penalty 3313.280476 = -793988.429980 nChanged 2 SP:Iteration 63Q (2953.416074 sec): 3 clusters Score: Raw -797301.814438 + Penalty 3313.280476 = -793988.533962 nChanged 3 SP:Iteration 64Q (2953.531241 sec): 3 clusters Score: Raw -797302.134425 + Penalty 3313.280476 = -793988.853950 nChanged 2 SP:Iteration 65Q (2953.645257 sec): 3 clusters Score: Raw -797302.338494 + Penalty 3313.280476 = -793989.058018 nChanged 3 SP:Iteration 66Q (2953.805195 sec): 3 clusters Score: Raw -797302.751845 + Penalty 3313.280476 = -793989.471369 nChanged 3 SP:Iteration 67Q (2953.940468 sec): 3 clusters Score: Raw -797302.967102 + Penalty 3313.280476 = -793989.686626 nChanged 2 SP:Iteration 68Q (2954.070442 sec): 3 clusters Score: Raw -797303.066547 + Penalty 3313.280476 = -793989.786072 nChanged 0 SP:Iteration 69F (2954.165353 sec): 3 clusters Score: Raw -797303.066547 + Penalty 3313.280476 = -793989.786072 nChanged 0 Score: Raw -11897964.304583 + Penalty 49328.040567 = -11848636.264016 Splitting cluster 8 changes total score from -11833492.840467 to -11848636.264016 So it's getting split into cluster 23. Trying to split cluster 9 (9961 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2960.466885 sec): 2 clusters Score: Raw -569845.954160 + Penalty 1615.728947 = -568230.225213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2960.630917 sec): 3 clusters Score: Raw -564342.387071 + Penalty 3231.457894 = -561110.929176 nChanged 4313 SP:Iteration 1F (2960.734651 sec): 3 clusters Score: Raw -567310.725585 + Penalty 3231.457894 = -564079.267691 nChanged 931 SP:Iteration 2F (2960.865505 sec): 3 clusters Score: Raw -568061.132513 + Penalty 3231.457894 = -564829.674619 nChanged 807 SP:Iteration 3F (2960.971886 sec): 3 clusters Score: Raw -568675.765975 + Penalty 3231.457894 = -565444.308081 nChanged 686 SP:Iteration 4F (2961.030300 sec): 3 clusters Score: Raw -569204.104366 + Penalty 3231.457894 = -565972.646472 nChanged 578 SP:Iteration 5F (2961.192921 sec): 3 clusters Score: Raw -569599.660236 + Penalty 3231.457894 = -566368.202342 nChanged 424 SP:Iteration 6Q (2961.329974 sec): 3 clusters Score: Raw -569845.895529 + Penalty 3231.457894 = -566614.437635 nChanged 326 SP:Iteration 7Q (2961.445378 sec): 3 clusters Score: Raw -570008.723032 + Penalty 3231.457894 = -566777.265138 nChanged 271 SP:Iteration 8Q (2961.561613 sec): 3 clusters Score: Raw -570115.449577 + Penalty 3231.457894 = -566883.991683 nChanged 220 SP:Iteration 9Q (2961.681986 sec): 3 clusters Score: Raw -570203.126887 + Penalty 3231.457894 = -566971.668993 nChanged 188 SP:Iteration 10Q (2961.808300 sec): 3 clusters Score: Raw -570283.352480 + Penalty 3231.457894 = -567051.894585 nChanged 186 SP:Iteration 11Q (2961.924232 sec): 3 clusters Score: Raw -570359.657418 + Penalty 3231.457894 = -567128.199523 nChanged 167 SP:Iteration 12Q (2962.052704 sec): 3 clusters Score: Raw -570423.963861 + Penalty 3231.457894 = -567192.505967 nChanged 158 SP:Iteration 13Q (2962.180997 sec): 3 clusters Score: Raw -570484.138912 + Penalty 3231.457894 = -567252.681018 nChanged 158 SP:Iteration 14Q (2962.302378 sec): 3 clusters Score: Raw -570544.655244 + Penalty 3231.457894 = -567313.197349 nChanged 143 SP:Iteration 15Q (2962.426316 sec): 3 clusters Score: Raw -570593.622589 + Penalty 3231.457894 = -567362.164695 nChanged 119 SP:Iteration 16Q (2962.549838 sec): 3 clusters Score: Raw -570630.668727 + Penalty 3231.457894 = -567399.210833 nChanged 121 SP:Iteration 17Q (2962.676391 sec): 3 clusters Score: Raw -570671.459381 + Penalty 3231.457894 = -567440.001487 nChanged 96 SP:Iteration 18Q (2962.802878 sec): 3 clusters Score: Raw -570698.046795 + Penalty 3231.457894 = -567466.588901 nChanged 102 SP:Iteration 19Q (2962.899691 sec): 3 clusters Score: Raw -570731.629463 + Penalty 3231.457894 = -567500.171569 nChanged 108 SP:Iteration 20F (2963.037493 sec): 3 clusters Score: Raw -570770.774872 + Penalty 3231.457894 = -567539.316978 nChanged 97 SP:Iteration 21Q (2963.156035 sec): 3 clusters Score: Raw -570806.652671 + Penalty 3231.457894 = -567575.194777 nChanged 105 SP:Iteration 22Q (2963.277956 sec): 3 clusters Score: Raw -570852.097309 + Penalty 3231.457894 = -567620.639415 nChanged 103 SP:Iteration 23Q (2963.400626 sec): 3 clusters Score: Raw -570891.912109 + Penalty 3231.457894 = -567660.454215 nChanged 91 SP:Iteration 24Q (2963.536351 sec): 3 clusters Score: Raw -570925.775294 + Penalty 3231.457894 = -567694.317400 nChanged 105 SP:Iteration 25Q (2963.665866 sec): 3 clusters Score: Raw -570968.035806 + Penalty 3231.457894 = -567736.577912 nChanged 118 SP:Iteration 26Q (2963.793742 sec): 3 clusters Score: Raw -571013.680181 + Penalty 3231.457894 = -567782.222287 nChanged 108 SP:Iteration 27Q (2963.867510 sec): 3 clusters Score: Raw -571050.976247 + Penalty 3231.457894 = -567819.518352 nChanged 99 SP:Iteration 28Q (2963.997946 sec): 3 clusters Score: Raw -571094.226608 + Penalty 3231.457894 = -567862.768714 nChanged 100 SP:Iteration 29Q (2964.113633 sec): 3 clusters Score: Raw -571137.174820 + Penalty 3231.457894 = -567905.716925 nChanged 100 SP:Iteration 30Q (2964.228056 sec): 3 clusters Score: Raw -571175.226942 + Penalty 3231.457894 = -567943.769048 nChanged 92 SP:Iteration 31Q (2964.371254 sec): 3 clusters Score: Raw -571210.025323 + Penalty 3231.457894 = -567978.567429 nChanged 78 SP:Iteration 32Q (2964.473044 sec): 3 clusters Score: Raw -571241.999852 + Penalty 3231.457894 = -568010.541958 nChanged 76 SP:Iteration 33Q (2964.585382 sec): 3 clusters Score: Raw -571270.066409 + Penalty 3231.457894 = -568038.608515 nChanged 70 SP:Iteration 34Q (2964.710055 sec): 3 clusters Score: Raw -571298.822668 + Penalty 3231.457894 = -568067.364774 nChanged 65 SP:Iteration 35Q (2964.826113 sec): 3 clusters Score: Raw -571336.911493 + Penalty 3231.457894 = -568105.453599 nChanged 73 SP:Iteration 36Q (2964.954453 sec): 3 clusters Score: Raw -571383.461040 + Penalty 3231.457894 = -568152.003145 nChanged 64 SP:Iteration 37Q (2965.087534 sec): 3 clusters Score: Raw -571416.212459 + Penalty 3231.457894 = -568184.754565 nChanged 63 SP:Iteration 38Q (2965.195876 sec): 3 clusters Score: Raw -571443.661453 + Penalty 3231.457894 = -568212.203558 nChanged 59 SP:Iteration 39Q (2965.318970 sec): 3 clusters Score: Raw -571465.616172 + Penalty 3231.457894 = -568234.158278 nChanged 53 SP:Iteration 40F (2965.408050 sec): 3 clusters Score: Raw -571483.974627 + Penalty 3231.457894 = -568252.516733 nChanged 42 SP:Iteration 41Q (2965.533661 sec): 3 clusters Score: Raw -571498.887918 + Penalty 3231.457894 = -568267.430024 nChanged 33 SP:Iteration 42Q (2965.673606 sec): 3 clusters Score: Raw -571508.818081 + Penalty 3231.457894 = -568277.360186 nChanged 23 SP:Iteration 43Q (2965.815548 sec): 3 clusters Score: Raw -571516.844721 + Penalty 3231.457894 = -568285.386826 nChanged 17 SP:Iteration 44Q (2965.930042 sec): 3 clusters Score: Raw -571521.465649 + Penalty 3231.457894 = -568290.007754 nChanged 12 SP:Iteration 45Q (2966.030255 sec): 3 clusters Score: Raw -571524.466870 + Penalty 3231.457894 = -568293.008976 nChanged 13 SP:Iteration 46Q (2966.162501 sec): 3 clusters Score: Raw -571527.834403 + Penalty 3231.457894 = -568296.376508 nChanged 7 SP:Iteration 47Q (2966.280869 sec): 3 clusters Score: Raw -571529.558502 + Penalty 3231.457894 = -568298.100607 nChanged 8 SP:Iteration 48Q (2966.431948 sec): 3 clusters Score: Raw -571530.820701 + Penalty 3231.457894 = -568299.362807 nChanged 5 SP:Iteration 49Q (2966.534870 sec): 3 clusters Score: Raw -571532.227524 + Penalty 3231.457894 = -568300.769630 nChanged 3 SP:Iteration 50Q (2966.664692 sec): 3 clusters Score: Raw -571532.533931 + Penalty 3231.457894 = -568301.076037 nChanged 3 SP:Iteration 51Q (2966.788026 sec): 3 clusters Score: Raw -571533.013716 + Penalty 3231.457894 = -568301.555822 nChanged 2 SP:Iteration 52Q (2966.914581 sec): 3 clusters Score: Raw -571533.436841 + Penalty 3231.457894 = -568301.978947 nChanged 4 SP:Iteration 53Q (2967.047444 sec): 3 clusters Score: Raw -571534.460064 + Penalty 3231.457894 = -568303.002170 nChanged 4 SP:Iteration 54Q (2967.190867 sec): 3 clusters Score: Raw -571535.189495 + Penalty 3231.457894 = -568303.731600 nChanged 4 SP:Iteration 55Q (2967.292977 sec): 3 clusters Score: Raw -571535.853670 + Penalty 3231.457894 = -568304.395775 nChanged 2 SP:Iteration 56Q (2967.443472 sec): 3 clusters Score: Raw -571536.139711 + Penalty 3231.457894 = -568304.681817 nChanged 2 SP:Iteration 57Q (2967.584391 sec): 3 clusters Score: Raw -571536.666118 + Penalty 3231.457894 = -568305.208224 nChanged 3 SP:Iteration 58Q (2967.718202 sec): 3 clusters Score: Raw -571537.476761 + Penalty 3231.457894 = -568306.018867 nChanged 4 SP:Iteration 59Q (2967.849026 sec): 3 clusters Score: Raw -571538.693574 + Penalty 3231.457894 = -568307.235680 nChanged 2 SP:Iteration 60F (2967.982053 sec): 3 clusters Score: Raw -571539.000972 + Penalty 3231.457894 = -568307.543078 nChanged 2 SP:Iteration 61Q (2968.112240 sec): 3 clusters Score: Raw -571539.748748 + Penalty 3231.457894 = -568308.290854 nChanged 4 SP:Iteration 62Q (2968.227465 sec): 3 clusters Score: Raw -571540.476251 + Penalty 3231.457894 = -568309.018356 nChanged 4 SP:Iteration 63Q (2968.351384 sec): 3 clusters Score: Raw -571541.118735 + Penalty 3231.457894 = -568309.660841 nChanged 2 SP:Iteration 64Q (2968.460068 sec): 3 clusters Score: Raw -571541.428128 + Penalty 3231.457894 = -568309.970234 nChanged 0 SP:Iteration 65F (2968.576739 sec): 3 clusters Score: Raw -571541.428128 + Penalty 3231.457894 = -568309.970234 nChanged 0 Score: Raw -11899659.778551 + Penalty 51472.737983 = -11848187.040568 Splitting cluster 9 changes total score from -11833492.840467 to -11848187.040568 So it's getting split into cluster 24. Trying to split cluster 10 (10796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2975.090469 sec): 2 clusters Score: Raw -681608.399008 + Penalty 1629.856386 = -679978.542622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2975.193307 sec): 3 clusters Score: Raw -675456.685248 + Penalty 3259.712772 = -672196.972476 nChanged 4681 SP:Iteration 1F (2975.317955 sec): 3 clusters Score: Raw -678393.810970 + Penalty 3259.712772 = -675134.098198 nChanged 837 SP:Iteration 2F (2975.443969 sec): 3 clusters Score: Raw -678946.035976 + Penalty 3259.712772 = -675686.323204 nChanged 711 SP:Iteration 3F (2975.578379 sec): 3 clusters Score: Raw -679380.922006 + Penalty 3259.712772 = -676121.209234 nChanged 613 SP:Iteration 4F (2975.727365 sec): 3 clusters Score: Raw -679726.143753 + Penalty 3259.712772 = -676466.430981 nChanged 542 SP:Iteration 5F (2975.914868 sec): 3 clusters Score: Raw -680029.659799 + Penalty 3259.712772 = -676769.947027 nChanged 462 SP:Iteration 6Q (2976.032916 sec): 3 clusters Score: Raw -680279.429705 + Penalty 3259.712772 = -677019.716933 nChanged 408 SP:Iteration 7Q (2976.165405 sec): 3 clusters Score: Raw -680470.923602 + Penalty 3259.712772 = -677211.210830 nChanged 311 SP:Iteration 8Q (2976.269710 sec): 3 clusters Score: Raw -680589.819946 + Penalty 3259.712772 = -677330.107174 nChanged 247 SP:Iteration 9Q (2976.407566 sec): 3 clusters Score: Raw -680682.508460 + Penalty 3259.712772 = -677422.795688 nChanged 189 SP:Iteration 10Q (2976.547210 sec): 3 clusters Score: Raw -680742.539933 + Penalty 3259.712772 = -677482.827161 nChanged 175 SP:Iteration 11Q (2976.659509 sec): 3 clusters Score: Raw -680795.651558 + Penalty 3259.712772 = -677535.938786 nChanged 139 SP:Iteration 12Q (2976.789127 sec): 3 clusters Score: Raw -680834.489559 + Penalty 3259.712772 = -677574.776787 nChanged 139 SP:Iteration 13Q (2976.916401 sec): 3 clusters Score: Raw -680870.033054 + Penalty 3259.712772 = -677610.320282 nChanged 107 SP:Iteration 14Q (2977.047056 sec): 3 clusters Score: Raw -680897.092616 + Penalty 3259.712772 = -677637.379844 nChanged 108 SP:Iteration 15Q (2977.156469 sec): 3 clusters Score: Raw -680923.912094 + Penalty 3259.712772 = -677664.199323 nChanged 95 SP:Iteration 16Q (2977.303728 sec): 3 clusters Score: Raw -680948.159001 + Penalty 3259.712772 = -677688.446229 nChanged 80 SP:Iteration 17Q (2977.386726 sec): 3 clusters Score: Raw -680965.959705 + Penalty 3259.712772 = -677706.246933 nChanged 78 SP:Iteration 18Q (2977.509819 sec): 3 clusters Score: Raw -680985.623909 + Penalty 3259.712772 = -677725.911137 nChanged 76 SP:Iteration 19Q (2977.650921 sec): 3 clusters Score: Raw -681001.432425 + Penalty 3259.712772 = -677741.719653 nChanged 68 SP:Iteration 20F (2977.766139 sec): 3 clusters Score: Raw -681012.406890 + Penalty 3259.712772 = -677752.694118 nChanged 54 SP:Iteration 21Q (2977.875413 sec): 3 clusters Score: Raw -681022.458346 + Penalty 3259.712772 = -677762.745574 nChanged 47 SP:Iteration 22Q (2978.000800 sec): 3 clusters Score: Raw -681030.054467 + Penalty 3259.712772 = -677770.341695 nChanged 37 SP:Iteration 23Q (2978.128461 sec): 3 clusters Score: Raw -681036.677719 + Penalty 3259.712772 = -677776.964947 nChanged 47 SP:Iteration 24Q (2978.251181 sec): 3 clusters Score: Raw -681046.268403 + Penalty 3259.712772 = -677786.555631 nChanged 61 SP:Iteration 25Q (2978.394549 sec): 3 clusters Score: Raw -681058.838044 + Penalty 3259.712772 = -677799.125272 nChanged 57 SP:Iteration 26Q (2978.512349 sec): 3 clusters Score: Raw -681068.005030 + Penalty 3259.712772 = -677808.292258 nChanged 33 SP:Iteration 27Q (2978.647890 sec): 3 clusters Score: Raw -681074.299291 + Penalty 3259.712772 = -677814.586519 nChanged 33 SP:Iteration 28Q (2978.782485 sec): 3 clusters Score: Raw -681081.215724 + Penalty 3259.712772 = -677821.502952 nChanged 40 SP:Iteration 29Q (2978.893496 sec): 3 clusters Score: Raw -681088.495451 + Penalty 3259.712772 = -677828.782679 nChanged 40 SP:Iteration 30Q (2979.045095 sec): 3 clusters Score: Raw -681095.621227 + Penalty 3259.712772 = -677835.908456 nChanged 44 SP:Iteration 31Q (2979.183149 sec): 3 clusters Score: Raw -681103.417406 + Penalty 3259.712772 = -677843.704634 nChanged 42 SP:Iteration 32Q (2979.299996 sec): 3 clusters Score: Raw -681111.816815 + Penalty 3259.712772 = -677852.104043 nChanged 42 SP:Iteration 33Q (2979.440932 sec): 3 clusters Score: Raw -681119.982196 + Penalty 3259.712772 = -677860.269424 nChanged 47 SP:Iteration 34Q (2979.551032 sec): 3 clusters Score: Raw -681127.815462 + Penalty 3259.712772 = -677868.102690 nChanged 37 SP:Iteration 35Q (2979.669603 sec): 3 clusters Score: Raw -681133.542840 + Penalty 3259.712772 = -677873.830068 nChanged 47 SP:Iteration 36Q (2979.794106 sec): 3 clusters Score: Raw -681141.724309 + Penalty 3259.712772 = -677882.011537 nChanged 51 SP:Iteration 37Q (2979.881477 sec): 3 clusters Score: Raw -681151.124941 + Penalty 3259.712772 = -677891.412169 nChanged 39 SP:Iteration 38Q (2980.017941 sec): 3 clusters Score: Raw -681157.479760 + Penalty 3259.712772 = -677897.766988 nChanged 36 SP:Iteration 39Q (2980.155390 sec): 3 clusters Score: Raw -681163.295276 + Penalty 3259.712772 = -677903.582504 nChanged 34 SP:Iteration 40F (2980.270438 sec): 3 clusters Score: Raw -681169.535399 + Penalty 3259.712772 = -677909.822627 nChanged 39 SP:Iteration 41Q (2980.394854 sec): 3 clusters Score: Raw -681176.026959 + Penalty 3259.712772 = -677916.314187 nChanged 47 SP:Iteration 42Q (2980.530926 sec): 3 clusters Score: Raw -681185.134294 + Penalty 3259.712772 = -677925.421522 nChanged 52 SP:Iteration 43Q (2980.657993 sec): 3 clusters Score: Raw -681197.397593 + Penalty 3259.712772 = -677937.684821 nChanged 67 SP:Iteration 44Q (2980.787180 sec): 3 clusters Score: Raw -681211.391558 + Penalty 3259.712772 = -677951.678786 nChanged 57 SP:Iteration 45Q (2980.933382 sec): 3 clusters Score: Raw -681223.928437 + Penalty 3259.712772 = -677964.215665 nChanged 57 SP:Iteration 46Q (2981.032847 sec): 3 clusters Score: Raw -681239.607994 + Penalty 3259.712772 = -677979.895222 nChanged 66 SP:Iteration 47Q (2981.185814 sec): 3 clusters Score: Raw -681256.466690 + Penalty 3259.712772 = -677996.753918 nChanged 69 SP:Iteration 48Q (2981.369785 sec): 3 clusters Score: Raw -681273.529701 + Penalty 3259.712772 = -678013.816929 nChanged 61 SP:Iteration 49Q (2981.480556 sec): 3 clusters Score: Raw -681289.719230 + Penalty 3259.712772 = -678030.006459 nChanged 74 SP:Iteration 50Q (2981.601348 sec): 3 clusters Score: Raw -681307.521748 + Penalty 3259.712772 = -678047.808976 nChanged 73 SP:Iteration 51Q (2981.708156 sec): 3 clusters Score: Raw -681326.426046 + Penalty 3259.712772 = -678066.713274 nChanged 84 SP:Iteration 52Q (2981.852690 sec): 3 clusters Score: Raw -681353.047676 + Penalty 3259.712772 = -678093.334904 nChanged 71 SP:Iteration 53Q (2981.996603 sec): 3 clusters Score: Raw -681375.340326 + Penalty 3259.712772 = -678115.627554 nChanged 87 SP:Iteration 54Q (2982.094467 sec): 3 clusters Score: Raw -681404.430298 + Penalty 3259.712772 = -678144.717526 nChanged 87 SP:Iteration 55Q (2982.228657 sec): 3 clusters Score: Raw -681431.203080 + Penalty 3259.712772 = -678171.490308 nChanged 86 SP:Iteration 56Q (2982.358554 sec): 3 clusters Score: Raw -681461.231547 + Penalty 3259.712772 = -678201.518775 nChanged 86 SP:Iteration 57Q (2982.495670 sec): 3 clusters Score: Raw -681493.974680 + Penalty 3259.712772 = -678234.261908 nChanged 74 SP:Iteration 58Q (2982.647570 sec): 3 clusters Score: Raw -681519.512007 + Penalty 3259.712772 = -678259.799235 nChanged 88 SP:Iteration 59Q (2982.789834 sec): 3 clusters Score: Raw -681556.172852 + Penalty 3259.712772 = -678296.460080 nChanged 109 SP:Iteration 60F (2982.909019 sec): 3 clusters Score: Raw -681604.684709 + Penalty 3259.712772 = -678344.971938 nChanged 97 SP:Iteration 61Q (2983.057779 sec): 3 clusters Score: Raw -681643.299546 + Penalty 3259.712772 = -678383.586774 nChanged 98 SP:Iteration 62Q (2983.191418 sec): 3 clusters Score: Raw -681689.258436 + Penalty 3259.712772 = -678429.545664 nChanged 95 SP:Iteration 63Q (2983.311671 sec): 3 clusters Score: Raw -681737.095504 + Penalty 3259.712772 = -678477.382732 nChanged 111 SP:Iteration 64Q (2983.438393 sec): 3 clusters Score: Raw -681807.991696 + Penalty 3259.712772 = -678548.278924 nChanged 121 SP:Iteration 65Q (2983.552233 sec): 3 clusters Score: Raw -681899.166088 + Penalty 3259.712772 = -678639.453316 nChanged 152 SP:Iteration 66Q (2983.667756 sec): 3 clusters Score: Raw -682036.121494 + Penalty 3259.712772 = -678776.408722 nChanged 178 SP:Iteration 67Q (2983.787236 sec): 3 clusters Score: Raw -682207.949308 + Penalty 3259.712772 = -678948.236536 nChanged 174 SP:Iteration 68Q (2983.913841 sec): 3 clusters Score: Raw -682361.962313 + Penalty 3259.712772 = -679102.249541 nChanged 166 SP:Iteration 69Q (2984.048431 sec): 3 clusters Score: Raw -682532.331946 + Penalty 3259.712772 = -679272.619174 nChanged 175 SP:Iteration 70Q (2984.167708 sec): 3 clusters Score: Raw -682712.211801 + Penalty 3259.712772 = -679452.499029 nChanged 160 SP:Iteration 71Q (2984.282306 sec): 3 clusters Score: Raw -682866.985757 + Penalty 3259.712772 = -679607.272985 nChanged 165 SP:Iteration 72Q (2984.418247 sec): 3 clusters Score: Raw -683009.063355 + Penalty 3259.712772 = -679749.350583 nChanged 140 SP:Iteration 73Q (2984.532043 sec): 3 clusters Score: Raw -683116.331908 + Penalty 3259.712772 = -679856.619136 nChanged 112 SP:Iteration 74Q (2984.648471 sec): 3 clusters Score: Raw -683182.110704 + Penalty 3259.712772 = -679922.397932 nChanged 86 SP:Iteration 75Q (2984.792965 sec): 3 clusters Score: Raw -683218.319761 + Penalty 3259.712772 = -679958.606989 nChanged 50 SP:Iteration 76Q (2984.899545 sec): 3 clusters Score: Raw -683236.195615 + Penalty 3259.712772 = -679976.482843 nChanged 44 SP:Iteration 77Q (2985.048748 sec): 3 clusters Score: Raw -683253.511839 + Penalty 3259.712772 = -679993.799067 nChanged 33 SP:Iteration 78Q (2985.151236 sec): 3 clusters Score: Raw -683267.205258 + Penalty 3259.712772 = -680007.492487 nChanged 24 SP:Iteration 79Q (2985.276138 sec): 3 clusters Score: Raw -683274.914462 + Penalty 3259.712772 = -680015.201690 nChanged 22 SP:Iteration 80F (2985.403221 sec): 3 clusters Score: Raw -683297.625888 + Penalty 3259.712772 = -680037.913116 nChanged 38 SP:Iteration 81Q (2985.507864 sec): 3 clusters Score: Raw -683312.128392 + Penalty 3259.712772 = -680052.415620 nChanged 30 SP:Iteration 82Q (2985.626399 sec): 3 clusters Score: Raw -683324.314740 + Penalty 3259.712772 = -680064.601968 nChanged 30 SP:Iteration 83Q (2985.776247 sec): 3 clusters Score: Raw -683334.333629 + Penalty 3259.712772 = -680074.620857 nChanged 18 SP:Iteration 84Q (2985.893968 sec): 3 clusters Score: Raw -683338.680177 + Penalty 3259.712772 = -680078.967405 nChanged 12 SP:Iteration 85Q (2986.043350 sec): 3 clusters Score: Raw -683342.145887 + Penalty 3259.712772 = -680082.433115 nChanged 16 SP:Iteration 86Q (2986.169485 sec): 3 clusters Score: Raw -683348.134400 + Penalty 3259.712772 = -680088.421628 nChanged 15 SP:Iteration 87Q (2986.265709 sec): 3 clusters Score: Raw -683353.938147 + Penalty 3259.712772 = -680094.225375 nChanged 15 SP:Iteration 88Q (2986.385067 sec): 3 clusters Score: Raw -683358.923058 + Penalty 3259.712772 = -680099.210286 nChanged 10 SP:Iteration 89Q (2986.491119 sec): 3 clusters Score: Raw -683363.023102 + Penalty 3259.712772 = -680103.310330 nChanged 9 SP:Iteration 90Q (2986.621506 sec): 3 clusters Score: Raw -683365.665394 + Penalty 3259.712772 = -680105.952622 nChanged 10 SP:Iteration 91Q (2986.741126 sec): 3 clusters Score: Raw -683368.343543 + Penalty 3259.712772 = -680108.630771 nChanged 8 SP:Iteration 92Q (2986.891297 sec): 3 clusters Score: Raw -683370.000635 + Penalty 3259.712772 = -680110.287863 nChanged 2 SP:Iteration 93Q (2987.008178 sec): 3 clusters Score: Raw -683370.318257 + Penalty 3259.712772 = -680110.605485 nChanged 0 SP:Iteration 94F (2987.124369 sec): 3 clusters Score: Raw -683370.318257 + Penalty 3259.712772 = -680110.605485 nChanged 0 Score: Raw -11901421.697801 + Penalty 53617.435399 = -11847804.262402 Splitting cluster 10 changes total score from -11833492.840467 to -11847804.262402 So it's getting split into cluster 25. Trying to split cluster 11 (4686 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2993.885061 sec): 2 clusters Score: Raw -171466.509191 + Penalty 1483.384726 = -169983.124466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2994.027933 sec): 3 clusters Score: Raw -169308.689552 + Penalty 2966.769451 = -166341.920100 nChanged 1874 SP:Iteration 1F (2994.114214 sec): 3 clusters Score: Raw -171694.172788 + Penalty 2966.769451 = -168727.403337 nChanged 662 SP:Iteration 2F (2994.219670 sec): 3 clusters Score: Raw -172862.508676 + Penalty 2966.769451 = -169895.739225 nChanged 412 SP:Iteration 3F (2994.298153 sec): 3 clusters Score: Raw -173506.606367 + Penalty 2966.769451 = -170539.836916 nChanged 300 SP:Iteration 4F (2994.400713 sec): 3 clusters Score: Raw -174082.583202 + Penalty 2966.769451 = -171115.813751 nChanged 223 SP:Iteration 5Q (2994.487130 sec): 3 clusters Score: Raw -174660.102789 + Penalty 2966.769451 = -171693.333338 nChanged 196 SP:Iteration 6Q (2994.581236 sec): 3 clusters Score: Raw -175039.022635 + Penalty 2966.769451 = -172072.253184 nChanged 166 SP:Iteration 7Q (2994.674167 sec): 3 clusters Score: Raw -175234.343210 + Penalty 2966.769451 = -172267.573759 nChanged 121 SP:Iteration 8Q (2994.782715 sec): 3 clusters Score: Raw -175360.943844 + Penalty 2966.769451 = -172394.174392 nChanged 81 SP:Iteration 9Q (2994.876824 sec): 3 clusters Score: Raw -175435.318407 + Penalty 2966.769451 = -172468.548955 nChanged 59 SP:Iteration 10Q (2994.994273 sec): 3 clusters Score: Raw -175473.459764 + Penalty 2966.769451 = -172506.690313 nChanged 44 SP:Iteration 11Q (2995.107047 sec): 3 clusters Score: Raw -175496.805723 + Penalty 2966.769451 = -172530.036272 nChanged 23 SP:Iteration 12Q (2995.169436 sec): 3 clusters Score: Raw -175508.455240 + Penalty 2966.769451 = -172541.685789 nChanged 17 SP:Iteration 13Q (2995.254833 sec): 3 clusters Score: Raw -175513.612894 + Penalty 2966.769451 = -172546.843443 nChanged 5 SP:Iteration 14Q (2995.376098 sec): 3 clusters Score: Raw -175518.106653 + Penalty 2966.769451 = -172551.337202 nChanged 6 SP:Iteration 15Q (2995.486282 sec): 3 clusters Score: Raw -175519.922290 + Penalty 2966.769451 = -172553.152839 nChanged 5 SP:Iteration 16Q (2995.594901 sec): 3 clusters Score: Raw -175521.941926 + Penalty 2966.769451 = -172555.172475 nChanged 10 SP:Iteration 17Q (2995.690548 sec): 3 clusters Score: Raw -175526.714279 + Penalty 2966.769451 = -172559.944828 nChanged 8 SP:Iteration 18Q (2995.801713 sec): 3 clusters Score: Raw -175530.537457 + Penalty 2966.769451 = -172563.768006 nChanged 8 SP:Iteration 19Q (2995.898311 sec): 3 clusters Score: Raw -175533.404390 + Penalty 2966.769451 = -172566.634939 nChanged 7 SP:Iteration 20F (2996.010518 sec): 3 clusters Score: Raw -175543.377995 + Penalty 2966.769451 = -172576.608544 nChanged 8 SP:Iteration 21Q (2996.124924 sec): 3 clusters Score: Raw -175548.124357 + Penalty 2966.769451 = -172581.354906 nChanged 6 SP:Iteration 22Q (2996.232156 sec): 3 clusters Score: Raw -175549.968446 + Penalty 2966.769451 = -172583.198995 nChanged 2 SP:Iteration 23Q (2996.315014 sec): 3 clusters Score: Raw -175550.928336 + Penalty 2966.769451 = -172584.158885 nChanged 1 SP:Iteration 24Q (2996.438839 sec): 3 clusters Score: Raw -175551.046500 + Penalty 2966.769451 = -172584.277049 nChanged 1 SP:Iteration 25Q (2996.552265 sec): 3 clusters Score: Raw -175551.362605 + Penalty 2966.769451 = -172584.593154 nChanged 1 SP:Iteration 26Q (2996.655603 sec): 3 clusters Score: Raw -175551.577733 + Penalty 2966.769451 = -172584.808282 nChanged 0 SP:Iteration 27F (2996.774782 sec): 3 clusters Score: Raw -175551.577733 + Penalty 2966.769451 = -172584.808282 nChanged 0 Score: Raw -11905506.766343 + Penalty 55762.132815 = -11849744.633528 Splitting cluster 11 changes total score from -11833492.840467 to -11849744.633528 So it's getting split into cluster 26. Trying to split cluster 12 (8244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3004.027580 sec): 2 clusters Score: Raw -496127.865613 + Penalty 1582.525785 = -494545.339827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3004.206336 sec): 3 clusters Score: Raw -491710.050054 + Penalty 3165.051571 = -488544.998483 nChanged 3480 SP:Iteration 1F (3004.302200 sec): 3 clusters Score: Raw -493935.608970 + Penalty 3165.051571 = -490770.557400 nChanged 739 SP:Iteration 2F (3004.448249 sec): 3 clusters Score: Raw -494631.509549 + Penalty 3165.051571 = -491466.457978 nChanged 724 SP:Iteration 3F (3004.555082 sec): 3 clusters Score: Raw -495699.154186 + Penalty 3165.051571 = -492534.102615 nChanged 808 SP:Iteration 4F (3004.708307 sec): 3 clusters Score: Raw -497136.499865 + Penalty 3165.051571 = -493971.448294 nChanged 703 SP:Iteration 5F (3004.831035 sec): 3 clusters Score: Raw -498212.337043 + Penalty 3165.051571 = -495047.285472 nChanged 500 SP:Iteration 6F (3004.966281 sec): 3 clusters Score: Raw -498756.860970 + Penalty 3165.051571 = -495591.809399 nChanged 333 SP:Iteration 7Q (3005.070943 sec): 3 clusters Score: Raw -499039.460388 + Penalty 3165.051571 = -495874.408817 nChanged 280 SP:Iteration 8Q (3005.175472 sec): 3 clusters Score: Raw -499223.721198 + Penalty 3165.051571 = -496058.669628 nChanged 183 SP:Iteration 9Q (3005.310375 sec): 3 clusters Score: Raw -499321.960720 + Penalty 3165.051571 = -496156.909149 nChanged 152 SP:Iteration 10Q (3005.434004 sec): 3 clusters Score: Raw -499411.776209 + Penalty 3165.051571 = -496246.724638 nChanged 159 SP:Iteration 11Q (3005.545647 sec): 3 clusters Score: Raw -499488.567478 + Penalty 3165.051571 = -496323.515907 nChanged 139 SP:Iteration 12Q (3005.669892 sec): 3 clusters Score: Raw -499559.772448 + Penalty 3165.051571 = -496394.720877 nChanged 124 SP:Iteration 13Q (3005.788817 sec): 3 clusters Score: Raw -499612.099610 + Penalty 3165.051571 = -496447.048039 nChanged 102 SP:Iteration 14Q (3005.908036 sec): 3 clusters Score: Raw -499652.444952 + Penalty 3165.051571 = -496487.393382 nChanged 86 SP:Iteration 15Q (3006.018010 sec): 3 clusters Score: Raw -499681.862412 + Penalty 3165.051571 = -496516.810841 nChanged 78 SP:Iteration 16Q (3006.122150 sec): 3 clusters Score: Raw -499703.699733 + Penalty 3165.051571 = -496538.648163 nChanged 63 SP:Iteration 17Q (3006.245869 sec): 3 clusters Score: Raw -499721.661184 + Penalty 3165.051571 = -496556.609613 nChanged 65 SP:Iteration 18Q (3006.342158 sec): 3 clusters Score: Raw -499743.823897 + Penalty 3165.051571 = -496578.772327 nChanged 62 SP:Iteration 19Q (3006.471810 sec): 3 clusters Score: Raw -499763.151562 + Penalty 3165.051571 = -496598.099991 nChanged 59 SP:Iteration 20F (3006.595851 sec): 3 clusters Score: Raw -499782.033184 + Penalty 3165.051571 = -496616.981613 nChanged 51 SP:Iteration 21Q (3006.713749 sec): 3 clusters Score: Raw -499796.188030 + Penalty 3165.051571 = -496631.136460 nChanged 46 SP:Iteration 22Q (3006.803300 sec): 3 clusters Score: Raw -499810.433768 + Penalty 3165.051571 = -496645.382197 nChanged 45 SP:Iteration 23Q (3006.891669 sec): 3 clusters Score: Raw -499824.594426 + Penalty 3165.051571 = -496659.542855 nChanged 37 SP:Iteration 24Q (3007.034008 sec): 3 clusters Score: Raw -499832.891327 + Penalty 3165.051571 = -496667.839756 nChanged 26 SP:Iteration 25Q (3007.149823 sec): 3 clusters Score: Raw -499838.944422 + Penalty 3165.051571 = -496673.892852 nChanged 25 SP:Iteration 26Q (3007.243766 sec): 3 clusters Score: Raw -499843.689846 + Penalty 3165.051571 = -496678.638276 nChanged 23 SP:Iteration 27Q (3007.346792 sec): 3 clusters Score: Raw -499848.859926 + Penalty 3165.051571 = -496683.808355 nChanged 22 SP:Iteration 28Q (3007.475996 sec): 3 clusters Score: Raw -499853.838666 + Penalty 3165.051571 = -496688.787095 nChanged 18 SP:Iteration 29Q (3007.582159 sec): 3 clusters Score: Raw -499857.194701 + Penalty 3165.051571 = -496692.143131 nChanged 18 SP:Iteration 30Q (3007.673007 sec): 3 clusters Score: Raw -499860.550508 + Penalty 3165.051571 = -496695.498938 nChanged 12 SP:Iteration 31Q (3007.780294 sec): 3 clusters Score: Raw -499862.339224 + Penalty 3165.051571 = -496697.287653 nChanged 11 SP:Iteration 32Q (3007.872166 sec): 3 clusters Score: Raw -499863.733189 + Penalty 3165.051571 = -496698.681618 nChanged 7 SP:Iteration 33Q (3007.984503 sec): 3 clusters Score: Raw -499865.011243 + Penalty 3165.051571 = -496699.959673 nChanged 10 SP:Iteration 34Q (3008.087494 sec): 3 clusters Score: Raw -499866.229566 + Penalty 3165.051571 = -496701.177995 nChanged 9 SP:Iteration 35Q (3008.165879 sec): 3 clusters Score: Raw -499868.323303 + Penalty 3165.051571 = -496703.271732 nChanged 9 SP:Iteration 36Q (3008.273421 sec): 3 clusters Score: Raw -499869.671045 + Penalty 3165.051571 = -496704.619474 nChanged 5 SP:Iteration 37Q (3008.397301 sec): 3 clusters Score: Raw -499870.008671 + Penalty 3165.051571 = -496704.957101 nChanged 6 SP:Iteration 38Q (3008.498307 sec): 3 clusters Score: Raw -499870.729113 + Penalty 3165.051571 = -496705.677543 nChanged 3 SP:Iteration 39Q (3008.571418 sec): 3 clusters Score: Raw -499871.108697 + Penalty 3165.051571 = -496706.057126 nChanged 4 SP:Iteration 40F (3008.685502 sec): 3 clusters Score: Raw -499871.356697 + Penalty 3165.051571 = -496706.305126 nChanged 4 SP:Iteration 41Q (3008.781930 sec): 3 clusters Score: Raw -499871.643279 + Penalty 3165.051571 = -496706.591709 nChanged 0 SP:Iteration 42F (3008.881965 sec): 3 clusters Score: Raw -499871.643279 + Penalty 3165.051571 = -496706.591709 nChanged 0 Score: Raw -11909250.544009 + Penalty 57906.830231 = -11851343.713779 Splitting cluster 12 changes total score from -11833492.840467 to -11851343.713779 So it's getting split into cluster 27. Trying to split cluster 13 (6992 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3014.149747 sec): 2 clusters Score: Raw -385067.666821 + Penalty 1553.617596 = -383514.049224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3014.244433 sec): 3 clusters Score: Raw -381317.933809 + Penalty 3107.235193 = -378210.698616 nChanged 2884 SP:Iteration 1F (3014.322459 sec): 3 clusters Score: Raw -383044.354336 + Penalty 3107.235193 = -379937.119143 nChanged 610 SP:Iteration 2F (3014.415918 sec): 3 clusters Score: Raw -383647.619586 + Penalty 3107.235193 = -380540.384393 nChanged 605 SP:Iteration 3F (3014.500946 sec): 3 clusters Score: Raw -384297.796739 + Penalty 3107.235193 = -381190.561546 nChanged 550 SP:Iteration 4F (3014.599111 sec): 3 clusters Score: Raw -384813.872116 + Penalty 3107.235193 = -381706.636923 nChanged 447 SP:Iteration 5F (3014.697129 sec): 3 clusters Score: Raw -385148.208491 + Penalty 3107.235193 = -382040.973298 nChanged 351 SP:Iteration 6F (3014.784295 sec): 3 clusters Score: Raw -385374.338111 + Penalty 3107.235193 = -382267.102918 nChanged 276 SP:Iteration 7Q (3014.879659 sec): 3 clusters Score: Raw -385539.787273 + Penalty 3107.235193 = -382432.552080 nChanged 190 SP:Iteration 8Q (3014.981607 sec): 3 clusters Score: Raw -385631.528927 + Penalty 3107.235193 = -382524.293734 nChanged 151 SP:Iteration 9Q (3015.069125 sec): 3 clusters Score: Raw -385687.373105 + Penalty 3107.235193 = -382580.137912 nChanged 105 SP:Iteration 10Q (3015.146780 sec): 3 clusters Score: Raw -385723.160101 + Penalty 3107.235193 = -382615.924908 nChanged 80 SP:Iteration 11Q (3015.245373 sec): 3 clusters Score: Raw -385751.830833 + Penalty 3107.235193 = -382644.595640 nChanged 65 SP:Iteration 12Q (3015.348888 sec): 3 clusters Score: Raw -385779.897868 + Penalty 3107.235193 = -382672.662675 nChanged 76 SP:Iteration 13Q (3015.442813 sec): 3 clusters Score: Raw -385811.133336 + Penalty 3107.235193 = -382703.898143 nChanged 75 SP:Iteration 14Q (3015.522887 sec): 3 clusters Score: Raw -385847.471296 + Penalty 3107.235193 = -382740.236104 nChanged 68 SP:Iteration 15Q (3015.632351 sec): 3 clusters Score: Raw -385872.419273 + Penalty 3107.235193 = -382765.184080 nChanged 61 SP:Iteration 16Q (3015.735108 sec): 3 clusters Score: Raw -385892.135804 + Penalty 3107.235193 = -382784.900611 nChanged 53 SP:Iteration 17Q (3015.810588 sec): 3 clusters Score: Raw -385904.351641 + Penalty 3107.235193 = -382797.116448 nChanged 36 SP:Iteration 18Q (3015.912094 sec): 3 clusters Score: Raw -385912.309361 + Penalty 3107.235193 = -382805.074168 nChanged 33 SP:Iteration 19Q (3016.009920 sec): 3 clusters Score: Raw -385919.601608 + Penalty 3107.235193 = -382812.366415 nChanged 26 SP:Iteration 20F (3016.109103 sec): 3 clusters Score: Raw -385925.789070 + Penalty 3107.235193 = -382818.553877 nChanged 26 SP:Iteration 21Q (3016.203957 sec): 3 clusters Score: Raw -385931.270258 + Penalty 3107.235193 = -382824.035065 nChanged 34 SP:Iteration 22Q (3016.291174 sec): 3 clusters Score: Raw -385941.320954 + Penalty 3107.235193 = -382834.085761 nChanged 38 SP:Iteration 23Q (3016.389120 sec): 3 clusters Score: Raw -385950.685494 + Penalty 3107.235193 = -382843.450301 nChanged 42 SP:Iteration 24Q (3016.479622 sec): 3 clusters Score: Raw -385962.137773 + Penalty 3107.235193 = -382854.902580 nChanged 37 SP:Iteration 25Q (3016.572155 sec): 3 clusters Score: Raw -385972.638544 + Penalty 3107.235193 = -382865.403351 nChanged 37 SP:Iteration 26Q (3016.670628 sec): 3 clusters Score: Raw -385986.723485 + Penalty 3107.235193 = -382879.488292 nChanged 46 SP:Iteration 27Q (3016.767865 sec): 3 clusters Score: Raw -386000.893155 + Penalty 3107.235193 = -382893.657962 nChanged 39 SP:Iteration 28Q (3016.858837 sec): 3 clusters Score: Raw -386014.435639 + Penalty 3107.235193 = -382907.200446 nChanged 47 SP:Iteration 29Q (3016.937722 sec): 3 clusters Score: Raw -386027.419742 + Penalty 3107.235193 = -382920.184549 nChanged 45 SP:Iteration 30Q (3017.050696 sec): 3 clusters Score: Raw -386046.264305 + Penalty 3107.235193 = -382939.029112 nChanged 55 SP:Iteration 31Q (3017.119864 sec): 3 clusters Score: Raw -386075.066405 + Penalty 3107.235193 = -382967.831212 nChanged 72 SP:Iteration 32Q (3017.214944 sec): 3 clusters Score: Raw -386114.162920 + Penalty 3107.235193 = -383006.927727 nChanged 78 SP:Iteration 33Q (3017.306565 sec): 3 clusters Score: Raw -386162.897458 + Penalty 3107.235193 = -383055.662265 nChanged 78 SP:Iteration 34Q (3017.421628 sec): 3 clusters Score: Raw -386206.421644 + Penalty 3107.235193 = -383099.186451 nChanged 67 SP:Iteration 35Q (3017.502069 sec): 3 clusters Score: Raw -386243.046356 + Penalty 3107.235193 = -383135.811163 nChanged 72 SP:Iteration 36Q (3017.597109 sec): 3 clusters Score: Raw -386276.843429 + Penalty 3107.235193 = -383169.608236 nChanged 55 SP:Iteration 37Q (3017.684557 sec): 3 clusters Score: Raw -386300.627037 + Penalty 3107.235193 = -383193.391844 nChanged 56 SP:Iteration 38Q (3017.781120 sec): 3 clusters Score: Raw -386324.052221 + Penalty 3107.235193 = -383216.817028 nChanged 53 SP:Iteration 39Q (3017.854427 sec): 3 clusters Score: Raw -386343.992211 + Penalty 3107.235193 = -383236.757018 nChanged 52 SP:Iteration 40F (3017.961631 sec): 3 clusters Score: Raw -386362.696418 + Penalty 3107.235193 = -383255.461225 nChanged 49 SP:Iteration 41Q (3018.067471 sec): 3 clusters Score: Raw -386381.838130 + Penalty 3107.235193 = -383274.602937 nChanged 42 SP:Iteration 42Q (3018.163362 sec): 3 clusters Score: Raw -386396.598158 + Penalty 3107.235193 = -383289.362965 nChanged 51 SP:Iteration 43Q (3018.255875 sec): 3 clusters Score: Raw -386418.866303 + Penalty 3107.235193 = -383311.631110 nChanged 52 SP:Iteration 44Q (3018.344619 sec): 3 clusters Score: Raw -386446.498539 + Penalty 3107.235193 = -383339.263346 nChanged 59 SP:Iteration 45Q (3018.444623 sec): 3 clusters Score: Raw -386475.332275 + Penalty 3107.235193 = -383368.097082 nChanged 72 SP:Iteration 46Q (3018.535994 sec): 3 clusters Score: Raw -386517.874437 + Penalty 3107.235193 = -383410.639244 nChanged 62 SP:Iteration 47Q (3018.631869 sec): 3 clusters Score: Raw -386545.154507 + Penalty 3107.235193 = -383437.919314 nChanged 48 SP:Iteration 48Q (3018.703138 sec): 3 clusters Score: Raw -386568.154638 + Penalty 3107.235193 = -383460.919445 nChanged 50 SP:Iteration 49Q (3018.812371 sec): 3 clusters Score: Raw -386590.742679 + Penalty 3107.235193 = -383483.507486 nChanged 38 SP:Iteration 50Q (3018.890863 sec): 3 clusters Score: Raw -386604.684639 + Penalty 3107.235193 = -383497.449446 nChanged 37 SP:Iteration 51Q (3019.001783 sec): 3 clusters Score: Raw -386619.161630 + Penalty 3107.235193 = -383511.926437 nChanged 33 SP:Iteration 52Q (3019.092221 sec): 3 clusters Score: Raw -386629.477536 + Penalty 3107.235193 = -383522.242343 nChanged 29 SP:Iteration 53Q (3019.185197 sec): 3 clusters Score: Raw -386637.994354 + Penalty 3107.235193 = -383530.759161 nChanged 27 SP:Iteration 54Q (3019.262816 sec): 3 clusters Score: Raw -386645.816518 + Penalty 3107.235193 = -383538.581325 nChanged 21 SP:Iteration 55Q (3019.376638 sec): 3 clusters Score: Raw -386651.434912 + Penalty 3107.235193 = -383544.199719 nChanged 18 SP:Iteration 56Q (3019.472430 sec): 3 clusters Score: Raw -386656.843855 + Penalty 3107.235193 = -383549.608662 nChanged 14 SP:Iteration 57Q (3019.545919 sec): 3 clusters Score: Raw -386660.233628 + Penalty 3107.235193 = -383552.998435 nChanged 18 SP:Iteration 58Q (3019.638402 sec): 3 clusters Score: Raw -386666.282902 + Penalty 3107.235193 = -383559.047709 nChanged 20 SP:Iteration 59Q (3019.732836 sec): 3 clusters Score: Raw -386673.311019 + Penalty 3107.235193 = -383566.075826 nChanged 21 SP:Iteration 60F (3019.827703 sec): 3 clusters Score: Raw -386681.320062 + Penalty 3107.235193 = -383574.084869 nChanged 24 SP:Iteration 61Q (3019.921729 sec): 3 clusters Score: Raw -386691.291387 + Penalty 3107.235193 = -383584.056194 nChanged 15 SP:Iteration 62Q (3020.016586 sec): 3 clusters Score: Raw -386695.474533 + Penalty 3107.235193 = -383588.239340 nChanged 13 SP:Iteration 63Q (3020.119336 sec): 3 clusters Score: Raw -386698.897039 + Penalty 3107.235193 = -383591.661846 nChanged 7 SP:Iteration 64Q (3020.214744 sec): 3 clusters Score: Raw -386700.594774 + Penalty 3107.235193 = -383593.359581 nChanged 3 SP:Iteration 65Q (3020.309659 sec): 3 clusters Score: Raw -386701.560888 + Penalty 3107.235193 = -383594.325695 nChanged 8 SP:Iteration 66Q (3020.399284 sec): 3 clusters Score: Raw -386703.118917 + Penalty 3107.235193 = -383595.883724 nChanged 7 SP:Iteration 67Q (3020.475859 sec): 3 clusters Score: Raw -386705.118997 + Penalty 3107.235193 = -383597.883804 nChanged 3 SP:Iteration 68Q (3020.570556 sec): 3 clusters Score: Raw -386706.343464 + Penalty 3107.235193 = -383599.108271 nChanged 3 SP:Iteration 69Q (3020.679727 sec): 3 clusters Score: Raw -386706.734749 + Penalty 3107.235193 = -383599.499556 nChanged 2 SP:Iteration 70Q (3020.780273 sec): 3 clusters Score: Raw -386707.154175 + Penalty 3107.235193 = -383599.918982 nChanged 3 SP:Iteration 71Q (3020.863763 sec): 3 clusters Score: Raw -386707.461448 + Penalty 3107.235193 = -383600.226255 nChanged 3 SP:Iteration 72Q (3020.955268 sec): 3 clusters Score: Raw -386708.442686 + Penalty 3107.235193 = -383601.207493 nChanged 1 SP:Iteration 73Q (3021.046928 sec): 3 clusters Score: Raw -386708.567179 + Penalty 3107.235193 = -383601.331986 nChanged 1 SP:Iteration 74Q (3021.132738 sec): 3 clusters Score: Raw -386708.731047 + Penalty 3107.235193 = -383601.495854 nChanged 2 SP:Iteration 75Q (3021.227411 sec): 3 clusters Score: Raw -386709.510037 + Penalty 3107.235193 = -383602.274844 nChanged 1 SP:Iteration 76Q (3021.316707 sec): 3 clusters Score: Raw -386709.865341 + Penalty 3107.235193 = -383602.630148 nChanged 1 SP:Iteration 77Q (3021.403773 sec): 3 clusters Score: Raw -386710.048752 + Penalty 3107.235193 = -383602.813559 nChanged 0 SP:Iteration 78F (3021.501100 sec): 3 clusters Score: Raw -386710.048752 + Penalty 3107.235193 = -383602.813559 nChanged 0 Score: Raw -11910892.925941 + Penalty 60051.527647 = -11850841.398294 Splitting cluster 13 changes total score from -11833492.840467 to -11850841.398294 So it's getting split into cluster 28. Trying to split cluster 14 (14981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3026.927775 sec): 2 clusters Score: Raw -1026108.044244 + Penalty 1687.351421 = -1024420.692823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3027.050139 sec): 3 clusters Score: Raw -1017347.413788 + Penalty 3374.702842 = -1013972.710946 nChanged 6629 SP:Iteration 1F (3027.164537 sec): 3 clusters Score: Raw -1021250.956494 + Penalty 3374.702842 = -1017876.253652 nChanged 1047 SP:Iteration 2F (3027.266395 sec): 3 clusters Score: Raw -1021899.576543 + Penalty 3374.702842 = -1018524.873701 nChanged 1078 SP:Iteration 3F (3027.354143 sec): 3 clusters Score: Raw -1022654.350516 + Penalty 3374.702842 = -1019279.647674 nChanged 1059 SP:Iteration 4F (3027.488322 sec): 3 clusters Score: Raw -1023567.258463 + Penalty 3374.702842 = -1020192.555621 nChanged 1084 SP:Iteration 5F (3027.598839 sec): 3 clusters Score: Raw -1024741.502332 + Penalty 3374.702842 = -1021366.799490 nChanged 1100 SP:Iteration 6F (3027.708128 sec): 3 clusters Score: Raw -1026198.249249 + Penalty 3374.702842 = -1022823.546407 nChanged 1098 SP:Iteration 7F (3027.841603 sec): 3 clusters Score: Raw -1027762.106514 + Penalty 3374.702842 = -1024387.403672 nChanged 942 SP:Iteration 8F (3027.966473 sec): 3 clusters Score: Raw -1029079.378324 + Penalty 3374.702842 = -1025704.675482 nChanged 705 SP:Iteration 9Q (3028.089264 sec): 3 clusters Score: Raw -1029874.917741 + Penalty 3374.702842 = -1026500.214900 nChanged 429 SP:Iteration 10Q (3028.191569 sec): 3 clusters Score: Raw -1030205.878656 + Penalty 3374.702842 = -1026831.175815 nChanged 257 SP:Iteration 11Q (3028.290193 sec): 3 clusters Score: Raw -1030369.312047 + Penalty 3374.702842 = -1026994.609205 nChanged 181 SP:Iteration 12Q (3028.422272 sec): 3 clusters Score: Raw -1030492.380080 + Penalty 3374.702842 = -1027117.677238 nChanged 171 SP:Iteration 13Q (3028.550911 sec): 3 clusters Score: Raw -1030617.434705 + Penalty 3374.702842 = -1027242.731863 nChanged 155 SP:Iteration 14Q (3028.704218 sec): 3 clusters Score: Raw -1030720.904153 + Penalty 3374.702842 = -1027346.201312 nChanged 142 SP:Iteration 15Q (3028.837160 sec): 3 clusters Score: Raw -1030811.712995 + Penalty 3374.702842 = -1027437.010153 nChanged 118 SP:Iteration 16Q (3028.946027 sec): 3 clusters Score: Raw -1030868.319058 + Penalty 3374.702842 = -1027493.616216 nChanged 71 SP:Iteration 17Q (3029.055994 sec): 3 clusters Score: Raw -1030887.209438 + Penalty 3374.702842 = -1027512.506597 nChanged 39 SP:Iteration 18Q (3029.132175 sec): 3 clusters Score: Raw -1030893.944632 + Penalty 3374.702842 = -1027519.241790 nChanged 31 SP:Iteration 19Q (3029.244460 sec): 3 clusters Score: Raw -1030899.573037 + Penalty 3374.702842 = -1027524.870195 nChanged 25 SP:Iteration 20F (3029.392615 sec): 3 clusters Score: Raw -1030902.996557 + Penalty 3374.702842 = -1027528.293716 nChanged 17 SP:Iteration 21Q (3029.521879 sec): 3 clusters Score: Raw -1030904.767609 + Penalty 3374.702842 = -1027530.064767 nChanged 9 SP:Iteration 22Q (3029.628238 sec): 3 clusters Score: Raw -1030905.657144 + Penalty 3374.702842 = -1027530.954302 nChanged 8 SP:Iteration 23Q (3029.757619 sec): 3 clusters Score: Raw -1030906.376713 + Penalty 3374.702842 = -1027531.673871 nChanged 9 SP:Iteration 24Q (3029.847324 sec): 3 clusters Score: Raw -1030907.185922 + Penalty 3374.702842 = -1027532.483080 nChanged 4 SP:Iteration 25Q (3029.960035 sec): 3 clusters Score: Raw -1030907.580435 + Penalty 3374.702842 = -1027532.877594 nChanged 4 SP:Iteration 26Q (3030.092400 sec): 3 clusters Score: Raw -1030907.942078 + Penalty 3374.702842 = -1027533.239237 nChanged 2 SP:Iteration 27Q (3030.193529 sec): 3 clusters Score: Raw -1030908.164748 + Penalty 3374.702842 = -1027533.461906 nChanged 3 SP:Iteration 28Q (3030.302573 sec): 3 clusters Score: Raw -1030908.439423 + Penalty 3374.702842 = -1027533.736582 nChanged 4 SP:Iteration 29Q (3030.433178 sec): 3 clusters Score: Raw -1030909.091684 + Penalty 3374.702842 = -1027534.388842 nChanged 3 SP:Iteration 30Q (3030.550444 sec): 3 clusters Score: Raw -1030909.420195 + Penalty 3374.702842 = -1027534.717354 nChanged 0 SP:Iteration 31F (3030.653937 sec): 3 clusters Score: Raw -1030909.420195 + Penalty 3374.702842 = -1027534.717354 nChanged 0 Score: Raw -11915694.301892 + Penalty 62196.225063 = -11853498.076829 Splitting cluster 14 changes total score from -11833492.840467 to -11853498.076829 So it's getting split into cluster 29. Trying to split cluster 15 (4629 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3037.504159 sec): 2 clusters Score: Raw -230533.861119 + Penalty 1481.236873 = -229052.624246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3037.603533 sec): 3 clusters Score: Raw -228303.057499 + Penalty 2962.473746 = -225340.583753 nChanged 1846 SP:Iteration 1F (3037.725788 sec): 3 clusters Score: Raw -230200.384140 + Penalty 2962.473746 = -227237.910394 nChanged 575 SP:Iteration 2F (3037.823373 sec): 3 clusters Score: Raw -231143.789261 + Penalty 2962.473746 = -228181.315516 nChanged 478 SP:Iteration 3F (3037.935875 sec): 3 clusters Score: Raw -231864.636695 + Penalty 2962.473746 = -228902.162950 nChanged 351 SP:Iteration 4F (3038.042942 sec): 3 clusters Score: Raw -232393.615784 + Penalty 2962.473746 = -229431.142038 nChanged 300 SP:Iteration 5F (3038.142855 sec): 3 clusters Score: Raw -232859.207912 + Penalty 2962.473746 = -229896.734167 nChanged 255 SP:Iteration 6F (3038.259446 sec): 3 clusters Score: Raw -233234.625174 + Penalty 2962.473746 = -230272.151429 nChanged 206 SP:Iteration 7Q (3038.375216 sec): 3 clusters Score: Raw -233499.268710 + Penalty 2962.473746 = -230536.794965 nChanged 171 SP:Iteration 8Q (3038.467057 sec): 3 clusters Score: Raw -233727.393681 + Penalty 2962.473746 = -230764.919936 nChanged 152 SP:Iteration 9Q (3038.589104 sec): 3 clusters Score: Raw -233910.299621 + Penalty 2962.473746 = -230947.825875 nChanged 125 SP:Iteration 10Q (3038.713049 sec): 3 clusters Score: Raw -234018.465100 + Penalty 2962.473746 = -231055.991355 nChanged 86 SP:Iteration 11Q (3038.817866 sec): 3 clusters Score: Raw -234076.908627 + Penalty 2962.473746 = -231114.434881 nChanged 64 SP:Iteration 12Q (3038.906151 sec): 3 clusters Score: Raw -234120.289588 + Penalty 2962.473746 = -231157.815842 nChanged 59 SP:Iteration 13Q (3039.010126 sec): 3 clusters Score: Raw -234153.599472 + Penalty 2962.473746 = -231191.125726 nChanged 44 SP:Iteration 14Q (3039.106225 sec): 3 clusters Score: Raw -234174.917475 + Penalty 2962.473746 = -231212.443730 nChanged 36 SP:Iteration 15Q (3039.222150 sec): 3 clusters Score: Raw -234191.245362 + Penalty 2962.473746 = -231228.771616 nChanged 26 SP:Iteration 16Q (3039.318450 sec): 3 clusters Score: Raw -234202.377135 + Penalty 2962.473746 = -231239.903389 nChanged 16 SP:Iteration 17Q (3039.445231 sec): 3 clusters Score: Raw -234207.519123 + Penalty 2962.473746 = -231245.045377 nChanged 10 SP:Iteration 18Q (3039.540281 sec): 3 clusters Score: Raw -234210.470819 + Penalty 2962.473746 = -231247.997074 nChanged 9 SP:Iteration 19Q (3039.651601 sec): 3 clusters Score: Raw -234212.764171 + Penalty 2962.473746 = -231250.290426 nChanged 7 SP:Iteration 20F (3039.740592 sec): 3 clusters Score: Raw -234214.218020 + Penalty 2962.473746 = -231251.744275 nChanged 7 SP:Iteration 21Q (3039.842812 sec): 3 clusters Score: Raw -234215.210172 + Penalty 2962.473746 = -231252.736426 nChanged 1 SP:Iteration 22Q (3039.972654 sec): 3 clusters Score: Raw -234215.296178 + Penalty 2962.473746 = -231252.822433 nChanged 0 SP:Iteration 23F (3040.061743 sec): 3 clusters Score: Raw -234215.296178 + Penalty 2962.473746 = -231252.822433 nChanged 0 Score: Raw -11919375.736951 + Penalty 64340.922479 = -11855034.814472 Splitting cluster 15 changes total score from -11833492.840467 to -11855034.814472 So it's getting split into cluster 30. Trying to split cluster 16 (12555 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3047.095336 sec): 2 clusters Score: Raw -815376.393344 + Penalty 1656.346935 = -813720.046410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3047.213503 sec): 3 clusters Score: Raw -808248.244968 + Penalty 3312.693869 = -804935.551098 nChanged 5464 SP:Iteration 1F (3047.365410 sec): 3 clusters Score: Raw -811326.062784 + Penalty 3312.693869 = -808013.368914 nChanged 856 SP:Iteration 2F (3047.470183 sec): 3 clusters Score: Raw -811753.697498 + Penalty 3312.693869 = -808441.003629 nChanged 754 SP:Iteration 3F (3047.589287 sec): 3 clusters Score: Raw -812164.419377 + Penalty 3312.693869 = -808851.725508 nChanged 773 SP:Iteration 4F (3047.708864 sec): 3 clusters Score: Raw -812693.452410 + Penalty 3312.693869 = -809380.758541 nChanged 804 SP:Iteration 5F (3047.852206 sec): 3 clusters Score: Raw -813355.942358 + Penalty 3312.693869 = -810043.248488 nChanged 834 SP:Iteration 6F (3047.965304 sec): 3 clusters Score: Raw -814102.309385 + Penalty 3312.693869 = -810789.615516 nChanged 781 SP:Iteration 7F (3048.091176 sec): 3 clusters Score: Raw -814877.375448 + Penalty 3312.693869 = -811564.681578 nChanged 725 SP:Iteration 8F (3048.194262 sec): 3 clusters Score: Raw -815604.271789 + Penalty 3312.693869 = -812291.577920 nChanged 629 SP:Iteration 9F (3048.324729 sec): 3 clusters Score: Raw -816272.231698 + Penalty 3312.693869 = -812959.537828 nChanged 524 SP:Iteration 10Q (3048.426963 sec): 3 clusters Score: Raw -816795.419428 + Penalty 3312.693869 = -813482.725558 nChanged 420 SP:Iteration 11Q (3048.526812 sec): 3 clusters Score: Raw -817197.602578 + Penalty 3312.693869 = -813884.908709 nChanged 336 SP:Iteration 12Q (3048.636734 sec): 3 clusters Score: Raw -817504.757942 + Penalty 3312.693869 = -814192.064073 nChanged 269 SP:Iteration 13Q (3048.763571 sec): 3 clusters Score: Raw -817707.306537 + Penalty 3312.693869 = -814394.612667 nChanged 231 SP:Iteration 14Q (3048.870031 sec): 3 clusters Score: Raw -817864.903097 + Penalty 3312.693869 = -814552.209228 nChanged 193 SP:Iteration 15Q (3049.010640 sec): 3 clusters Score: Raw -818011.825340 + Penalty 3312.693869 = -814699.131471 nChanged 183 SP:Iteration 16Q (3049.120690 sec): 3 clusters Score: Raw -818181.708344 + Penalty 3312.693869 = -814869.014475 nChanged 166 SP:Iteration 17Q (3049.258461 sec): 3 clusters Score: Raw -818320.208204 + Penalty 3312.693869 = -815007.514334 nChanged 137 SP:Iteration 18Q (3049.352472 sec): 3 clusters Score: Raw -818410.878693 + Penalty 3312.693869 = -815098.184823 nChanged 125 SP:Iteration 19Q (3049.510226 sec): 3 clusters Score: Raw -818477.306049 + Penalty 3312.693869 = -815164.612180 nChanged 97 SP:Iteration 20F (3049.637432 sec): 3 clusters Score: Raw -818513.240316 + Penalty 3312.693869 = -815200.546446 nChanged 62 SP:Iteration 21Q (3049.751864 sec): 3 clusters Score: Raw -818528.589874 + Penalty 3312.693869 = -815215.896004 nChanged 45 SP:Iteration 22Q (3049.877602 sec): 3 clusters Score: Raw -818536.197724 + Penalty 3312.693869 = -815223.503855 nChanged 17 SP:Iteration 23Q (3049.994250 sec): 3 clusters Score: Raw -818538.468197 + Penalty 3312.693869 = -815225.774328 nChanged 16 SP:Iteration 24Q (3050.123786 sec): 3 clusters Score: Raw -818540.380096 + Penalty 3312.693869 = -815227.686227 nChanged 12 SP:Iteration 25Q (3050.197996 sec): 3 clusters Score: Raw -818541.484714 + Penalty 3312.693869 = -815228.790844 nChanged 7 SP:Iteration 26Q (3050.286453 sec): 3 clusters Score: Raw -818542.452157 + Penalty 3312.693869 = -815229.758288 nChanged 5 SP:Iteration 27Q (3050.357241 sec): 3 clusters Score: Raw -818543.021877 + Penalty 3312.693869 = -815230.328007 nChanged 2 SP:Iteration 28Q (3050.498493 sec): 3 clusters Score: Raw -818543.167450 + Penalty 3312.693869 = -815230.473581 nChanged 3 SP:Iteration 29Q (3050.619705 sec): 3 clusters Score: Raw -818543.727129 + Penalty 3312.693869 = -815231.033260 nChanged 2 SP:Iteration 30Q (3050.747410 sec): 3 clusters Score: Raw -818543.816287 + Penalty 3312.693869 = -815231.122417 nChanged 1 SP:Iteration 31Q (3050.856060 sec): 3 clusters Score: Raw -818543.898339 + Penalty 3312.693869 = -815231.204469 nChanged 3 SP:Iteration 32Q (3050.976052 sec): 3 clusters Score: Raw -818544.115967 + Penalty 3312.693869 = -815231.422098 nChanged 2 SP:Iteration 33Q (3051.096189 sec): 3 clusters Score: Raw -818544.331730 + Penalty 3312.693869 = -815231.637861 nChanged 5 SP:Iteration 34Q (3051.233683 sec): 3 clusters Score: Raw -818544.834614 + Penalty 3312.693869 = -815232.140744 nChanged 4 SP:Iteration 35Q (3051.352739 sec): 3 clusters Score: Raw -818545.227905 + Penalty 3312.693869 = -815232.534036 nChanged 4 SP:Iteration 36Q (3051.491715 sec): 3 clusters Score: Raw -818545.508360 + Penalty 3312.693869 = -815232.814491 nChanged 7 SP:Iteration 37Q (3051.658273 sec): 3 clusters Score: Raw -818546.262239 + Penalty 3312.693869 = -815233.568370 nChanged 8 SP:Iteration 38Q (3051.782132 sec): 3 clusters Score: Raw -818547.136124 + Penalty 3312.693869 = -815234.442254 nChanged 4 SP:Iteration 39Q (3051.927840 sec): 3 clusters Score: Raw -818547.594049 + Penalty 3312.693869 = -815234.900180 nChanged 5 SP:Iteration 40F (3052.067306 sec): 3 clusters Score: Raw -818547.968014 + Penalty 3312.693869 = -815235.274145 nChanged 2 SP:Iteration 41Q (3052.215864 sec): 3 clusters Score: Raw -818548.062092 + Penalty 3312.693869 = -815235.368222 nChanged 0 SP:Iteration 42F (3052.381864 sec): 3 clusters Score: Raw -818548.062092 + Penalty 3312.693869 = -815235.368222 nChanged 0 Score: Raw -11922547.405698 + Penalty 66485.619895 = -11856061.785804 Splitting cluster 16 changes total score from -11833492.840467 to -11856061.785804 So it's getting split into cluster 31. Iteration 139Q (3067.450122 sec): 32 clusters Score: Raw -11932246.809334 + Penalty 66485.619895 = -11865761.189439 nChanged 11846 Iteration 140F (3074.537711 sec): 32 clusters Score: Raw -11940037.569926 + Penalty 66485.619895 = -11873551.950032 nChanged 7693 Iteration 141Q (3078.974549 sec): 32 clusters Score: Raw -11943169.892024 + Penalty 66485.619895 = -11876684.272129 nChanged 4371 Iteration 142Q (3083.613554 sec): 32 clusters Score: Raw -11944820.831163 + Penalty 66485.619895 = -11878335.211268 nChanged 3221 Iteration 143Q (3088.117402 sec): 32 clusters Score: Raw -11945948.573337 + Penalty 66485.619895 = -11879462.953442 nChanged 2644 Iteration 144Q (3092.494967 sec): 32 clusters Score: Raw -11946812.112835 + Penalty 66485.619895 = -11880326.492941 nChanged 2302 Iteration 145Q (3096.765630 sec): 32 clusters Score: Raw -11947551.089643 + Penalty 66485.619895 = -11881065.469748 nChanged 2076 Iteration 146Q (3101.023721 sec): 32 clusters Score: Raw -11948213.970902 + Penalty 66485.619895 = -11881728.351008 nChanged 1935 Iteration 147Q (3105.531779 sec): 32 clusters Score: Raw -11948794.901949 + Penalty 66485.619895 = -11882309.282054 nChanged 1728 Iteration 148Q (3109.713825 sec): 32 clusters Score: Raw -11949267.177163 + Penalty 66485.619895 = -11882781.557269 nChanged 1563 Iteration 149Q (3113.887145 sec): 32 clusters Score: Raw -11949663.393551 + Penalty 66485.619895 = -11883177.773656 nChanged 1373 Iteration 150Q (3117.950884 sec): 32 clusters Score: Raw -11949994.633617 + Penalty 66485.619895 = -11883509.013722 nChanged 1311 Iteration 151Q (3122.290554 sec): 32 clusters Score: Raw -11950312.072727 + Penalty 66485.619895 = -11883826.452832 nChanged 1282 Iteration 152Q (3126.700654 sec): 32 clusters Score: Raw -11950620.243703 + Penalty 66485.619895 = -11884134.623809 nChanged 1242 Iteration 153Q (3130.434789 sec): 32 clusters Score: Raw -11950948.045787 + Penalty 66485.619895 = -11884462.425892 nChanged 1259 Iteration 154Q (3134.395646 sec): 32 clusters Score: Raw -11951324.042056 + Penalty 66485.619895 = -11884838.422162 nChanged 1287 Iteration 155Q (3138.447174 sec): 32 clusters Score: Raw -11951747.950005 + Penalty 66485.619895 = -11885262.330110 nChanged 1265 Iteration 156Q (3142.371555 sec): 32 clusters Score: Raw -11952145.407013 + Penalty 66485.619895 = -11885659.787119 nChanged 1143 Iteration 157Q (3146.462062 sec): 32 clusters Score: Raw -11952497.895745 + Penalty 66485.619895 = -11886012.275851 nChanged 1081 Iteration 158Q (3151.211966 sec): 32 clusters Score: Raw -11952831.982480 + Penalty 66485.619895 = -11886346.362585 nChanged 954 Iteration 159Q (3155.260458 sec): 32 clusters Score: Raw -11953070.826018 + Penalty 66485.619895 = -11886585.206124 nChanged 801 Iteration 160F (3161.288706 sec): 32 clusters Score: Raw -11954350.910262 + Penalty 66485.619895 = -11887865.290368 nChanged 1554 Iteration 161Q (3165.459436 sec): 32 clusters Score: Raw -11955437.722220 + Penalty 66485.619895 = -11888952.102326 nChanged 1571 Iteration 162Q (3170.129486 sec): 32 clusters Score: Raw -11956024.614700 + Penalty 66485.619895 = -11889538.994806 nChanged 1315 Iteration 163Q (3174.302137 sec): 32 clusters Score: Raw -11956352.890568 + Penalty 66485.619895 = -11889867.270673 nChanged 1030 Iteration 164Q (3178.418468 sec): 32 clusters Score: Raw -11956552.279078 + Penalty 66485.619895 = -11890066.659184 nChanged 868 Iteration 165Q (3182.427442 sec): 32 clusters Score: Raw -11956708.230796 + Penalty 66485.619895 = -11890222.610901 nChanged 748 Iteration 166Q (3186.518919 sec): 32 clusters Score: Raw -11956833.887658 + Penalty 66485.619895 = -11890348.267764 nChanged 686 Iteration 167Q (3191.324924 sec): 32 clusters Score: Raw -11956952.757987 + Penalty 66485.619895 = -11890467.138093 nChanged 621 Iteration 168Q (3195.314159 sec): 32 clusters Score: Raw -11957056.478913 + Penalty 66485.619895 = -11890570.859019 nChanged 550 Iteration 169Q (3199.495868 sec): 32 clusters Score: Raw -11957147.132288 + Penalty 66485.619895 = -11890661.512394 nChanged 513 Iteration 170Q (3203.621678 sec): 32 clusters Score: Raw -11957227.998175 + Penalty 66485.619895 = -11890742.378280 nChanged 475 Iteration 171Q (3208.061077 sec): 32 clusters Score: Raw -11957308.303611 + Penalty 66485.619895 = -11890822.683717 nChanged 468 Iteration 172Q (3212.353876 sec): 32 clusters Score: Raw -11957382.193812 + Penalty 66485.619895 = -11890896.573917 nChanged 454 Iteration 173Q (3216.412068 sec): 32 clusters Score: Raw -11957459.858227 + Penalty 66485.619895 = -11890974.238333 nChanged 437 Iteration 174Q (3220.434592 sec): 32 clusters Score: Raw -11957540.273763 + Penalty 66485.619895 = -11891054.653869 nChanged 392 Iteration 175Q (3224.345506 sec): 32 clusters Score: Raw -11957608.957250 + Penalty 66485.619895 = -11891123.337355 nChanged 417 Iteration 176Q (3229.083446 sec): 32 clusters Score: Raw -11957677.249012 + Penalty 66485.619895 = -11891191.629118 nChanged 374 Iteration 177Q (3232.994911 sec): 32 clusters Score: Raw -11957738.563634 + Penalty 66485.619895 = -11891252.943739 nChanged 354 Iteration 178Q (3237.099009 sec): 32 clusters Score: Raw -11957797.140803 + Penalty 66485.619895 = -11891311.520909 nChanged 307 Writing temp clu file Because OldScore, -11891252.943739, is greater than current (better) Score,-11891311.520909 Compute initial score before splitting: Score: Raw -11957797.140803 + Penalty 66485.619895 = -11891311.520909 Trying to split cluster 1 (3947 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3237.347677 sec): 2 clusters Score: Raw -236590.185294 + Penalty 1453.264794 = -235136.920500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3237.441065 sec): 3 clusters Score: Raw -234687.801349 + Penalty 2906.529588 = -231781.271762 nChanged 1517 SP:Iteration 1F (3237.535948 sec): 3 clusters Score: Raw -235608.287922 + Penalty 2906.529588 = -232701.758334 nChanged 325 SP:Iteration 2F (3237.627781 sec): 3 clusters Score: Raw -235869.009455 + Penalty 2906.529588 = -232962.479867 nChanged 277 SP:Iteration 3F (3237.717516 sec): 3 clusters Score: Raw -236103.997918 + Penalty 2906.529588 = -233197.468330 nChanged 216 SP:Iteration 4F (3237.809239 sec): 3 clusters Score: Raw -236268.246709 + Penalty 2906.529588 = -233361.717122 nChanged 165 SP:Iteration 5Q (3237.898957 sec): 3 clusters Score: Raw -236410.958538 + Penalty 2906.529588 = -233504.428951 nChanged 164 SP:Iteration 6Q (3237.911142 sec): 3 clusters Score: Raw -236524.771935 + Penalty 2906.529588 = -233618.242347 nChanged 139 SP:Iteration 7Q (3238.007924 sec): 3 clusters Score: Raw -236625.646337 + Penalty 2906.529588 = -233719.116749 nChanged 113 SP:Iteration 8Q (3238.081696 sec): 3 clusters Score: Raw -236699.722603 + Penalty 2906.529588 = -233793.193015 nChanged 96 SP:Iteration 9Q (3238.187696 sec): 3 clusters Score: Raw -236749.620765 + Penalty 2906.529588 = -233843.091177 nChanged 74 SP:Iteration 10Q (3238.251587 sec): 3 clusters Score: Raw -236787.825578 + Penalty 2906.529588 = -233881.295990 nChanged 65 SP:Iteration 11Q (3238.354225 sec): 3 clusters Score: Raw -236821.376766 + Penalty 2906.529588 = -233914.847179 nChanged 57 SP:Iteration 12Q (3238.421414 sec): 3 clusters Score: Raw -236851.785985 + Penalty 2906.529588 = -233945.256397 nChanged 54 SP:Iteration 13Q (3238.524292 sec): 3 clusters Score: Raw -236876.391762 + Penalty 2906.529588 = -233969.862175 nChanged 37 SP:Iteration 14Q (3238.615198 sec): 3 clusters Score: Raw -236890.208244 + Penalty 2906.529588 = -233983.678656 nChanged 30 SP:Iteration 15Q (3238.703637 sec): 3 clusters Score: Raw -236902.857870 + Penalty 2906.529588 = -233996.328283 nChanged 34 SP:Iteration 16Q (3238.799986 sec): 3 clusters Score: Raw -236914.006335 + Penalty 2906.529588 = -234007.476748 nChanged 32 SP:Iteration 17Q (3238.886237 sec): 3 clusters Score: Raw -236927.222544 + Penalty 2906.529588 = -234020.692956 nChanged 30 SP:Iteration 18Q (3238.971357 sec): 3 clusters Score: Raw -236937.776892 + Penalty 2906.529588 = -234031.247305 nChanged 28 SP:Iteration 19Q (3239.061925 sec): 3 clusters Score: Raw -236948.144800 + Penalty 2906.529588 = -234041.615212 nChanged 26 SP:Iteration 20F (3239.146749 sec): 3 clusters Score: Raw -236957.044422 + Penalty 2906.529588 = -234050.514834 nChanged 19 SP:Iteration 21Q (3239.232852 sec): 3 clusters Score: Raw -236962.251050 + Penalty 2906.529588 = -234055.721463 nChanged 9 SP:Iteration 22Q (3239.321225 sec): 3 clusters Score: Raw -236965.128725 + Penalty 2906.529588 = -234058.599137 nChanged 14 SP:Iteration 23Q (3239.398262 sec): 3 clusters Score: Raw -236969.917572 + Penalty 2906.529588 = -234063.387985 nChanged 20 SP:Iteration 24Q (3239.470299 sec): 3 clusters Score: Raw -236976.591214 + Penalty 2906.529588 = -234070.061627 nChanged 15 SP:Iteration 25Q (3239.563105 sec): 3 clusters Score: Raw -236981.426602 + Penalty 2906.529588 = -234074.897015 nChanged 20 SP:Iteration 26Q (3239.636577 sec): 3 clusters Score: Raw -236989.012727 + Penalty 2906.529588 = -234082.483139 nChanged 29 SP:Iteration 27Q (3239.716845 sec): 3 clusters Score: Raw -237002.332712 + Penalty 2906.529588 = -234095.803124 nChanged 36 SP:Iteration 28Q (3239.815338 sec): 3 clusters Score: Raw -237018.363585 + Penalty 2906.529588 = -234111.833997 nChanged 42 SP:Iteration 29Q (3239.896350 sec): 3 clusters Score: Raw -237036.152378 + Penalty 2906.529588 = -234129.622791 nChanged 46 SP:Iteration 30Q (3239.984785 sec): 3 clusters Score: Raw -237058.735817 + Penalty 2906.529588 = -234152.206229 nChanged 44 SP:Iteration 31Q (3240.054087 sec): 3 clusters Score: Raw -237079.514053 + Penalty 2906.529588 = -234172.984465 nChanged 44 SP:Iteration 32Q (3240.153151 sec): 3 clusters Score: Raw -237101.950975 + Penalty 2906.529588 = -234195.421388 nChanged 55 SP:Iteration 33Q (3240.227605 sec): 3 clusters Score: Raw -237138.799677 + Penalty 2906.529588 = -234232.270090 nChanged 49 SP:Iteration 34Q (3240.322915 sec): 3 clusters Score: Raw -237171.170522 + Penalty 2906.529588 = -234264.640934 nChanged 65 SP:Iteration 35Q (3240.391339 sec): 3 clusters Score: Raw -237220.901637 + Penalty 2906.529588 = -234314.372049 nChanged 63 SP:Iteration 36Q (3240.483174 sec): 3 clusters Score: Raw -237266.443213 + Penalty 2906.529588 = -234359.913626 nChanged 58 SP:Iteration 37Q (3240.582391 sec): 3 clusters Score: Raw -237302.278546 + Penalty 2906.529588 = -234395.748958 nChanged 59 SP:Iteration 38Q (3240.657415 sec): 3 clusters Score: Raw -237343.612981 + Penalty 2906.529588 = -234437.083394 nChanged 69 SP:Iteration 39Q (3240.731824 sec): 3 clusters Score: Raw -237386.335161 + Penalty 2906.529588 = -234479.805573 nChanged 62 SP:Iteration 40F (3240.826400 sec): 3 clusters Score: Raw -237437.740599 + Penalty 2906.529588 = -234531.211012 nChanged 69 SP:Iteration 41Q (3240.951933 sec): 3 clusters Score: Raw -237500.054837 + Penalty 2906.529588 = -234593.525250 nChanged 66 SP:Iteration 42Q (3241.043798 sec): 3 clusters Score: Raw -237563.278746 + Penalty 2906.529588 = -234656.749159 nChanged 62 SP:Iteration 43Q (3241.143392 sec): 3 clusters Score: Raw -237635.353630 + Penalty 2906.529588 = -234728.824042 nChanged 51 SP:Iteration 44Q (3241.243271 sec): 3 clusters Score: Raw -237690.965873 + Penalty 2906.529588 = -234784.436285 nChanged 45 SP:Iteration 45Q (3241.343525 sec): 3 clusters Score: Raw -237736.968457 + Penalty 2906.529588 = -234830.438869 nChanged 29 SP:Iteration 46Q (3241.439469 sec): 3 clusters Score: Raw -237770.787429 + Penalty 2906.529588 = -234864.257842 nChanged 29 SP:Iteration 47Q (3241.542403 sec): 3 clusters Score: Raw -237796.972509 + Penalty 2906.529588 = -234890.442921 nChanged 20 SP:Iteration 48Q (3241.625861 sec): 3 clusters Score: Raw -237808.653316 + Penalty 2906.529588 = -234902.123729 nChanged 18 SP:Iteration 49Q (3241.746442 sec): 3 clusters Score: Raw -237816.955651 + Penalty 2906.529588 = -234910.426063 nChanged 13 SP:Iteration 50Q (3241.825704 sec): 3 clusters Score: Raw -237825.507130 + Penalty 2906.529588 = -234918.977543 nChanged 7 SP:Iteration 51Q (3241.920014 sec): 3 clusters Score: Raw -237830.108511 + Penalty 2906.529588 = -234923.578923 nChanged 4 SP:Iteration 52Q (3242.035956 sec): 3 clusters Score: Raw -237831.501571 + Penalty 2906.529588 = -234924.971984 nChanged 5 SP:Iteration 53Q (3242.136726 sec): 3 clusters Score: Raw -237833.218568 + Penalty 2906.529588 = -234926.688980 nChanged 3 SP:Iteration 54Q (3242.228516 sec): 3 clusters Score: Raw -237834.684763 + Penalty 2906.529588 = -234928.155176 nChanged 4 SP:Iteration 55Q (3242.332425 sec): 3 clusters Score: Raw -237836.442526 + Penalty 2906.529588 = -234929.912939 nChanged 2 SP:Iteration 56Q (3242.422678 sec): 3 clusters Score: Raw -237837.292945 + Penalty 2906.529588 = -234930.763357 nChanged 1 SP:Iteration 57Q (3242.530515 sec): 3 clusters Score: Raw -237837.501024 + Penalty 2906.529588 = -234930.971436 nChanged 1 SP:Iteration 58Q (3242.652144 sec): 3 clusters Score: Raw -237837.730806 + Penalty 2906.529588 = -234931.201218 nChanged 1 SP:Iteration 59Q (3242.772794 sec): 3 clusters Score: Raw -237837.872021 + Penalty 2906.529588 = -234931.342434 nChanged 0 SP:Iteration 60F (3242.862573 sec): 3 clusters Score: Raw -237837.872021 + Penalty 2906.529588 = -234931.342434 nChanged 0 Trying to split cluster 2 (5795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3242.919099 sec): 2 clusters Score: Raw -380914.543518 + Penalty 1520.663758 = -379393.879760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3243.030375 sec): 3 clusters Score: Raw -377837.637968 + Penalty 3041.327515 = -374796.310453 nChanged 2400 SP:Iteration 1F (3243.137854 sec): 3 clusters Score: Raw -379241.826503 + Penalty 3041.327515 = -376200.498988 nChanged 452 SP:Iteration 2F (3243.256993 sec): 3 clusters Score: Raw -379514.094709 + Penalty 3041.327515 = -376472.767194 nChanged 387 SP:Iteration 3F (3243.348094 sec): 3 clusters Score: Raw -379750.851905 + Penalty 3041.327515 = -376709.524389 nChanged 310 SP:Iteration 4F (3243.483024 sec): 3 clusters Score: Raw -379960.016974 + Penalty 3041.327515 = -376918.689458 nChanged 281 SP:Iteration 5Q (3243.640104 sec): 3 clusters Score: Raw -380143.381730 + Penalty 3041.327515 = -377102.054215 nChanged 257 SP:Iteration 6Q (3243.755579 sec): 3 clusters Score: Raw -380310.948666 + Penalty 3041.327515 = -377269.621150 nChanged 248 SP:Iteration 7Q (3243.874075 sec): 3 clusters Score: Raw -380472.945525 + Penalty 3041.327515 = -377431.618009 nChanged 223 SP:Iteration 8Q (3243.977491 sec): 3 clusters Score: Raw -380616.154406 + Penalty 3041.327515 = -377574.826891 nChanged 202 SP:Iteration 9Q (3244.133283 sec): 3 clusters Score: Raw -380740.982661 + Penalty 3041.327515 = -377699.655146 nChanged 173 SP:Iteration 10Q (3244.243440 sec): 3 clusters Score: Raw -380854.646142 + Penalty 3041.327515 = -377813.318626 nChanged 137 SP:Iteration 11Q (3244.329142 sec): 3 clusters Score: Raw -380934.083624 + Penalty 3041.327515 = -377892.756109 nChanged 121 SP:Iteration 12Q (3244.442271 sec): 3 clusters Score: Raw -381007.607375 + Penalty 3041.327515 = -377966.279860 nChanged 107 SP:Iteration 13Q (3244.546302 sec): 3 clusters Score: Raw -381064.847313 + Penalty 3041.327515 = -378023.519797 nChanged 81 SP:Iteration 14Q (3244.671422 sec): 3 clusters Score: Raw -381110.642949 + Penalty 3041.327515 = -378069.315434 nChanged 72 SP:Iteration 15Q (3244.780512 sec): 3 clusters Score: Raw -381145.066991 + Penalty 3041.327515 = -378103.739475 nChanged 66 SP:Iteration 16Q (3244.884799 sec): 3 clusters Score: Raw -381170.622833 + Penalty 3041.327515 = -378129.295318 nChanged 58 SP:Iteration 17Q (3244.988068 sec): 3 clusters Score: Raw -381193.280520 + Penalty 3041.327515 = -378151.953005 nChanged 45 SP:Iteration 18Q (3245.083930 sec): 3 clusters Score: Raw -381211.294349 + Penalty 3041.327515 = -378169.966834 nChanged 41 SP:Iteration 19Q (3245.225762 sec): 3 clusters Score: Raw -381227.093077 + Penalty 3041.327515 = -378185.765562 nChanged 38 SP:Iteration 20F (3245.311626 sec): 3 clusters Score: Raw -381243.054884 + Penalty 3041.327515 = -378201.727369 nChanged 37 SP:Iteration 21Q (3245.431771 sec): 3 clusters Score: Raw -381256.845153 + Penalty 3041.327515 = -378215.517638 nChanged 33 SP:Iteration 22Q (3245.529323 sec): 3 clusters Score: Raw -381269.053293 + Penalty 3041.327515 = -378227.725778 nChanged 29 SP:Iteration 23Q (3245.654870 sec): 3 clusters Score: Raw -381279.231227 + Penalty 3041.327515 = -378237.903711 nChanged 29 SP:Iteration 24Q (3245.786952 sec): 3 clusters Score: Raw -381289.959999 + Penalty 3041.327515 = -378248.632484 nChanged 26 SP:Iteration 25Q (3245.881357 sec): 3 clusters Score: Raw -381301.464934 + Penalty 3041.327515 = -378260.137418 nChanged 26 SP:Iteration 26Q (3245.966746 sec): 3 clusters Score: Raw -381312.082110 + Penalty 3041.327515 = -378270.754594 nChanged 20 SP:Iteration 27Q (3246.069376 sec): 3 clusters Score: Raw -381317.897347 + Penalty 3041.327515 = -378276.569831 nChanged 12 SP:Iteration 28Q (3246.195796 sec): 3 clusters Score: Raw -381321.869406 + Penalty 3041.327515 = -378280.541891 nChanged 10 SP:Iteration 29Q (3246.275862 sec): 3 clusters Score: Raw -381325.138743 + Penalty 3041.327515 = -378283.811227 nChanged 10 SP:Iteration 30Q (3246.392050 sec): 3 clusters Score: Raw -381328.250050 + Penalty 3041.327515 = -378286.922534 nChanged 6 SP:Iteration 31Q (3246.506394 sec): 3 clusters Score: Raw -381329.224435 + Penalty 3041.327515 = -378287.896919 nChanged 1 SP:Iteration 32Q (3246.616754 sec): 3 clusters Score: Raw -381329.691507 + Penalty 3041.327515 = -378288.363992 nChanged 2 SP:Iteration 33Q (3246.708294 sec): 3 clusters Score: Raw -381330.103512 + Penalty 3041.327515 = -378288.775997 nChanged 0 SP:Iteration 34F (3246.799519 sec): 3 clusters Score: Raw -381330.103512 + Penalty 3041.327515 = -378288.775997 nChanged 0 Trying to split cluster 3 (1651 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3246.851100 sec): 2 clusters Score: Raw -85847.442774 + Penalty 1300.303446 = -84547.139328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3246.942659 sec): 3 clusters Score: Raw -85186.058199 + Penalty 2600.606892 = -82585.451307 nChanged 588 SP:Iteration 1F (3247.041990 sec): 3 clusters Score: Raw -85730.713054 + Penalty 2600.606892 = -83130.106162 nChanged 185 SP:Iteration 2F (3247.141856 sec): 3 clusters Score: Raw -86045.674700 + Penalty 2600.606892 = -83445.067809 nChanged 158 SP:Iteration 3F (3247.247323 sec): 3 clusters Score: Raw -86323.086975 + Penalty 2600.606892 = -83722.480083 nChanged 120 SP:Iteration 4F (3247.356240 sec): 3 clusters Score: Raw -86623.385042 + Penalty 2600.606892 = -84022.778150 nChanged 117 SP:Iteration 5F (3247.433742 sec): 3 clusters Score: Raw -86925.122434 + Penalty 2600.606892 = -84324.515542 nChanged 87 SP:Iteration 6F (3247.514907 sec): 3 clusters Score: Raw -87138.835405 + Penalty 2600.606892 = -84538.228513 nChanged 54 SP:Iteration 7Q (3247.592479 sec): 3 clusters Score: Raw -87254.997062 + Penalty 2600.606892 = -84654.390171 nChanged 44 SP:Iteration 8Q (3247.681321 sec): 3 clusters Score: Raw -87359.194163 + Penalty 2600.606892 = -84758.587271 nChanged 35 SP:Iteration 9Q (3247.761246 sec): 3 clusters Score: Raw -87446.317789 + Penalty 2600.606892 = -84845.710897 nChanged 29 SP:Iteration 10Q (3247.852146 sec): 3 clusters Score: Raw -87497.616543 + Penalty 2600.606892 = -84897.009652 nChanged 30 SP:Iteration 11Q (3247.947469 sec): 3 clusters Score: Raw -87541.379609 + Penalty 2600.606892 = -84940.772717 nChanged 23 SP:Iteration 12Q (3248.036047 sec): 3 clusters Score: Raw -87581.261319 + Penalty 2600.606892 = -84980.654427 nChanged 24 SP:Iteration 13Q (3248.120449 sec): 3 clusters Score: Raw -87630.796022 + Penalty 2600.606892 = -85030.189130 nChanged 26 SP:Iteration 14Q (3248.237562 sec): 3 clusters Score: Raw -87673.282438 + Penalty 2600.606892 = -85072.675547 nChanged 19 SP:Iteration 15Q (3248.314377 sec): 3 clusters Score: Raw -87699.693286 + Penalty 2600.606892 = -85099.086394 nChanged 15 SP:Iteration 16Q (3248.432143 sec): 3 clusters Score: Raw -87721.313061 + Penalty 2600.606892 = -85120.706170 nChanged 19 SP:Iteration 17Q (3248.507539 sec): 3 clusters Score: Raw -87753.502481 + Penalty 2600.606892 = -85152.895589 nChanged 22 SP:Iteration 18Q (3248.592764 sec): 3 clusters Score: Raw -87794.973183 + Penalty 2600.606892 = -85194.366291 nChanged 20 SP:Iteration 19Q (3248.688341 sec): 3 clusters Score: Raw -87848.381226 + Penalty 2600.606892 = -85247.774334 nChanged 19 SP:Iteration 20F (3248.786040 sec): 3 clusters Score: Raw -87886.727859 + Penalty 2600.606892 = -85286.120967 nChanged 18 SP:Iteration 21Q (3248.877914 sec): 3 clusters Score: Raw -87932.731054 + Penalty 2600.606892 = -85332.124163 nChanged 20 SP:Iteration 22Q (3248.974108 sec): 3 clusters Score: Raw -87997.987499 + Penalty 2600.606892 = -85397.380608 nChanged 22 SP:Iteration 23Q (3249.089192 sec): 3 clusters Score: Raw -88074.148430 + Penalty 2600.606892 = -85473.541538 nChanged 23 SP:Iteration 24Q (3249.189968 sec): 3 clusters Score: Raw -88140.733763 + Penalty 2600.606892 = -85540.126871 nChanged 24 SP:Iteration 25Q (3249.277220 sec): 3 clusters Score: Raw -88214.921739 + Penalty 2600.606892 = -85614.314847 nChanged 20 SP:Iteration 26Q (3249.359279 sec): 3 clusters Score: Raw -88328.399919 + Penalty 2600.606892 = -85727.793027 nChanged 17 SP:Iteration 27Q (3249.474314 sec): 3 clusters Score: Raw -88514.319943 + Penalty 2600.606892 = -85913.713051 nChanged 14 SP:Iteration 28Q (3249.569352 sec): 3 clusters Score: Raw -88684.591278 + Penalty 2600.606892 = -86083.984386 nChanged 5 SP:Iteration 29Q (3249.669973 sec): 3 clusters Score: Raw -88708.323626 + Penalty 2600.606892 = -86107.716735 nChanged 2 SP:Iteration 30Q (3249.783546 sec): 3 clusters Score: Raw -88712.369207 + Penalty 2600.606892 = -86111.762315 nChanged 0 SP:Iteration 31F (3249.879227 sec): 3 clusters Score: Raw -88712.369207 + Penalty 2600.606892 = -86111.762315 nChanged 0 Score: Raw -11960699.454044 + Penalty 68630.317310 = -11892069.136733 Splitting cluster 3 changes total score from -11891311.520909 to -11892069.136733 So it's getting split into cluster 32. Trying to split cluster 4 (16625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3256.304987 sec): 2 clusters Score: Raw -1070258.033324 + Penalty 1705.625333 = -1068552.407991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3256.410081 sec): 3 clusters Score: Raw -1060358.423544 + Penalty 3411.250666 = -1056947.172878 nChanged 7465 SP:Iteration 1F (3256.528288 sec): 3 clusters Score: Raw -1064485.894090 + Penalty 3411.250666 = -1061074.643424 nChanged 955 SP:Iteration 2F (3256.628251 sec): 3 clusters Score: Raw -1064883.326270 + Penalty 3411.250666 = -1061472.075604 nChanged 916 SP:Iteration 3F (3256.745337 sec): 3 clusters Score: Raw -1065312.349628 + Penalty 3411.250666 = -1061901.098962 nChanged 910 SP:Iteration 4F (3256.861334 sec): 3 clusters Score: Raw -1065781.447537 + Penalty 3411.250666 = -1062370.196871 nChanged 909 SP:Iteration 5F (3256.981431 sec): 3 clusters Score: Raw -1066306.303771 + Penalty 3411.250666 = -1062895.053105 nChanged 969 SP:Iteration 6F (3257.074313 sec): 3 clusters Score: Raw -1066962.368001 + Penalty 3411.250666 = -1063551.117335 nChanged 992 SP:Iteration 7F (3257.198031 sec): 3 clusters Score: Raw -1067739.530323 + Penalty 3411.250666 = -1064328.279657 nChanged 982 SP:Iteration 8F (3257.312295 sec): 3 clusters Score: Raw -1068569.099109 + Penalty 3411.250666 = -1065157.848443 nChanged 863 SP:Iteration 9F (3257.404197 sec): 3 clusters Score: Raw -1069212.437969 + Penalty 3411.250666 = -1065801.187303 nChanged 672 SP:Iteration 10Q (3257.532246 sec): 3 clusters Score: Raw -1069637.788998 + Penalty 3411.250666 = -1066226.538332 nChanged 484 SP:Iteration 11Q (3257.644295 sec): 3 clusters Score: Raw -1069888.173196 + Penalty 3411.250666 = -1066476.922530 nChanged 366 SP:Iteration 12Q (3257.771829 sec): 3 clusters Score: Raw -1070072.802284 + Penalty 3411.250666 = -1066661.551618 nChanged 316 SP:Iteration 13Q (3257.878888 sec): 3 clusters Score: Raw -1070228.418418 + Penalty 3411.250666 = -1066817.167752 nChanged 281 SP:Iteration 14Q (3257.999245 sec): 3 clusters Score: Raw -1070369.809393 + Penalty 3411.250666 = -1066958.558727 nChanged 263 SP:Iteration 15Q (3258.095683 sec): 3 clusters Score: Raw -1070497.375141 + Penalty 3411.250666 = -1067086.124475 nChanged 232 SP:Iteration 16Q (3258.215353 sec): 3 clusters Score: Raw -1070598.263471 + Penalty 3411.250666 = -1067187.012805 nChanged 235 SP:Iteration 17Q (3258.342360 sec): 3 clusters Score: Raw -1070697.180427 + Penalty 3411.250666 = -1067285.929761 nChanged 201 SP:Iteration 18Q (3258.459751 sec): 3 clusters Score: Raw -1070780.174712 + Penalty 3411.250666 = -1067368.924046 nChanged 197 SP:Iteration 19Q (3258.578468 sec): 3 clusters Score: Raw -1070862.126944 + Penalty 3411.250666 = -1067450.876278 nChanged 181 SP:Iteration 20F (3258.692496 sec): 3 clusters Score: Raw -1070937.709042 + Penalty 3411.250666 = -1067526.458376 nChanged 190 SP:Iteration 21Q (3258.810409 sec): 3 clusters Score: Raw -1071012.293493 + Penalty 3411.250666 = -1067601.042827 nChanged 163 SP:Iteration 22Q (3258.926468 sec): 3 clusters Score: Raw -1071079.701025 + Penalty 3411.250666 = -1067668.450359 nChanged 157 SP:Iteration 23Q (3259.043660 sec): 3 clusters Score: Raw -1071137.990901 + Penalty 3411.250666 = -1067726.740236 nChanged 146 SP:Iteration 24Q (3259.160129 sec): 3 clusters Score: Raw -1071198.530370 + Penalty 3411.250666 = -1067787.279704 nChanged 163 SP:Iteration 25Q (3259.258790 sec): 3 clusters Score: Raw -1071268.729437 + Penalty 3411.250666 = -1067857.478772 nChanged 160 SP:Iteration 26Q (3259.389056 sec): 3 clusters Score: Raw -1071349.729110 + Penalty 3411.250666 = -1067938.478444 nChanged 162 SP:Iteration 27Q (3259.504208 sec): 3 clusters Score: Raw -1071430.542981 + Penalty 3411.250666 = -1068019.292315 nChanged 143 SP:Iteration 28Q (3259.595840 sec): 3 clusters Score: Raw -1071506.718274 + Penalty 3411.250666 = -1068095.467609 nChanged 146 SP:Iteration 29Q (3259.716942 sec): 3 clusters Score: Raw -1071596.921026 + Penalty 3411.250666 = -1068185.670360 nChanged 163 SP:Iteration 30Q (3259.821516 sec): 3 clusters Score: Raw -1071707.992441 + Penalty 3411.250666 = -1068296.741775 nChanged 163 SP:Iteration 31Q (3259.910229 sec): 3 clusters Score: Raw -1071802.282068 + Penalty 3411.250666 = -1068391.031402 nChanged 126 SP:Iteration 32Q (3260.080735 sec): 3 clusters Score: Raw -1071867.091545 + Penalty 3411.250666 = -1068455.840880 nChanged 125 SP:Iteration 33Q (3260.232485 sec): 3 clusters Score: Raw -1071915.925124 + Penalty 3411.250666 = -1068504.674458 nChanged 98 SP:Iteration 34Q (3260.385145 sec): 3 clusters Score: Raw -1071966.644223 + Penalty 3411.250666 = -1068555.393558 nChanged 99 SP:Iteration 35Q (3260.516235 sec): 3 clusters Score: Raw -1072029.534192 + Penalty 3411.250666 = -1068618.283526 nChanged 118 SP:Iteration 36Q (3260.685280 sec): 3 clusters Score: Raw -1072103.338729 + Penalty 3411.250666 = -1068692.088063 nChanged 112 SP:Iteration 37Q (3260.852482 sec): 3 clusters Score: Raw -1072159.157077 + Penalty 3411.250666 = -1068747.906411 nChanged 91 SP:Iteration 38Q (3261.009208 sec): 3 clusters Score: Raw -1072196.809979 + Penalty 3411.250666 = -1068785.559314 nChanged 80 SP:Iteration 39Q (3261.150881 sec): 3 clusters Score: Raw -1072221.944962 + Penalty 3411.250666 = -1068810.694297 nChanged 71 SP:Iteration 40F (3261.330444 sec): 3 clusters Score: Raw -1072243.139366 + Penalty 3411.250666 = -1068831.888700 nChanged 63 SP:Iteration 41Q (3261.486737 sec): 3 clusters Score: Raw -1072263.614545 + Penalty 3411.250666 = -1068852.363879 nChanged 75 SP:Iteration 42Q (3261.614383 sec): 3 clusters Score: Raw -1072282.396894 + Penalty 3411.250666 = -1068871.146228 nChanged 55 SP:Iteration 43Q (3261.782977 sec): 3 clusters Score: Raw -1072295.024606 + Penalty 3411.250666 = -1068883.773940 nChanged 39 SP:Iteration 44Q (3261.948972 sec): 3 clusters Score: Raw -1072303.464495 + Penalty 3411.250666 = -1068892.213829 nChanged 31 SP:Iteration 45Q (3262.114853 sec): 3 clusters Score: Raw -1072308.728844 + Penalty 3411.250666 = -1068897.478178 nChanged 24 SP:Iteration 46Q (3262.246219 sec): 3 clusters Score: Raw -1072312.970183 + Penalty 3411.250666 = -1068901.719517 nChanged 21 SP:Iteration 47Q (3262.426399 sec): 3 clusters Score: Raw -1072317.318037 + Penalty 3411.250666 = -1068906.067371 nChanged 22 SP:Iteration 48Q (3262.586398 sec): 3 clusters Score: Raw -1072321.254732 + Penalty 3411.250666 = -1068910.004066 nChanged 13 SP:Iteration 49Q (3262.720958 sec): 3 clusters Score: Raw -1072323.256331 + Penalty 3411.250666 = -1068912.005665 nChanged 11 SP:Iteration 50Q (3262.918233 sec): 3 clusters Score: Raw -1072324.913095 + Penalty 3411.250666 = -1068913.662429 nChanged 8 SP:Iteration 51Q (3263.042920 sec): 3 clusters Score: Raw -1072325.728406 + Penalty 3411.250666 = -1068914.477740 nChanged 9 SP:Iteration 52Q (3263.189184 sec): 3 clusters Score: Raw -1072327.054428 + Penalty 3411.250666 = -1068915.803762 nChanged 8 SP:Iteration 53Q (3263.318315 sec): 3 clusters Score: Raw -1072328.231522 + Penalty 3411.250666 = -1068916.980856 nChanged 8 SP:Iteration 54Q (3263.459728 sec): 3 clusters Score: Raw -1072329.375759 + Penalty 3411.250666 = -1068918.125093 nChanged 8 SP:Iteration 55Q (3263.596425 sec): 3 clusters Score: Raw -1072330.484464 + Penalty 3411.250666 = -1068919.233799 nChanged 4 SP:Iteration 56Q (3263.739625 sec): 3 clusters Score: Raw -1072331.073775 + Penalty 3411.250666 = -1068919.823109 nChanged 6 SP:Iteration 57Q (3263.843587 sec): 3 clusters Score: Raw -1072332.075857 + Penalty 3411.250666 = -1068920.825191 nChanged 7 SP:Iteration 58Q (3263.972870 sec): 3 clusters Score: Raw -1072333.417336 + Penalty 3411.250666 = -1068922.166671 nChanged 9 SP:Iteration 59Q (3264.078663 sec): 3 clusters Score: Raw -1072335.604065 + Penalty 3411.250666 = -1068924.353400 nChanged 11 SP:Iteration 60F (3264.214829 sec): 3 clusters Score: Raw -1072337.736362 + Penalty 3411.250666 = -1068926.485696 nChanged 9 SP:Iteration 61Q (3264.331079 sec): 3 clusters Score: Raw -1072338.904716 + Penalty 3411.250666 = -1068927.654051 nChanged 7 SP:Iteration 62Q (3264.425761 sec): 3 clusters Score: Raw -1072340.029992 + Penalty 3411.250666 = -1068928.779326 nChanged 5 SP:Iteration 63Q (3264.537951 sec): 3 clusters Score: Raw -1072340.464452 + Penalty 3411.250666 = -1068929.213786 nChanged 5 SP:Iteration 64Q (3264.649306 sec): 3 clusters Score: Raw -1072340.923715 + Penalty 3411.250666 = -1068929.673050 nChanged 5 SP:Iteration 65Q (3264.773918 sec): 3 clusters Score: Raw -1072341.470506 + Penalty 3411.250666 = -1068930.219840 nChanged 3 SP:Iteration 66Q (3264.899246 sec): 3 clusters Score: Raw -1072341.873306 + Penalty 3411.250666 = -1068930.622640 nChanged 1 SP:Iteration 67Q (3265.021462 sec): 3 clusters Score: Raw -1072341.914939 + Penalty 3411.250666 = -1068930.664273 nChanged 0 SP:Iteration 68F (3265.168615 sec): 3 clusters Score: Raw -1072341.914939 + Penalty 3411.250666 = -1068930.664273 nChanged 0 Score: Raw -11962783.335659 + Penalty 70775.014726 = -11892008.320932 Splitting cluster 4 changes total score from -11891311.520909 to -11892008.320932 So it's getting split into cluster 33. Trying to split cluster 5 (3816 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3271.880182 sec): 2 clusters Score: Raw -207776.937249 + Penalty 1447.341135 = -206329.596114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3271.969902 sec): 3 clusters Score: Raw -205904.342654 + Penalty 2894.682269 = -203009.660385 nChanged 1499 SP:Iteration 1F (3272.054523 sec): 3 clusters Score: Raw -206890.134317 + Penalty 2894.682269 = -203995.452048 nChanged 362 SP:Iteration 2F (3272.135348 sec): 3 clusters Score: Raw -207201.529495 + Penalty 2894.682269 = -204306.847226 nChanged 271 SP:Iteration 3F (3272.214078 sec): 3 clusters Score: Raw -207440.842761 + Penalty 2894.682269 = -204546.160492 nChanged 247 SP:Iteration 4F (3272.311446 sec): 3 clusters Score: Raw -207654.498886 + Penalty 2894.682269 = -204759.816617 nChanged 199 SP:Iteration 5F (3272.409146 sec): 3 clusters Score: Raw -207812.938324 + Penalty 2894.682269 = -204918.256055 nChanged 141 SP:Iteration 6Q (3272.500385 sec): 3 clusters Score: Raw -207907.740464 + Penalty 2894.682269 = -205013.058194 nChanged 119 SP:Iteration 7Q (3272.592469 sec): 3 clusters Score: Raw -207999.344157 + Penalty 2894.682269 = -205104.661887 nChanged 124 SP:Iteration 8Q (3272.682074 sec): 3 clusters Score: Raw -208134.420196 + Penalty 2894.682269 = -205239.737927 nChanged 151 SP:Iteration 9Q (3272.768687 sec): 3 clusters Score: Raw -208260.373242 + Penalty 2894.682269 = -205365.690972 nChanged 109 SP:Iteration 10Q (3272.833873 sec): 3 clusters Score: Raw -208335.847406 + Penalty 2894.682269 = -205441.165136 nChanged 89 SP:Iteration 11Q (3272.917238 sec): 3 clusters Score: Raw -208386.995757 + Penalty 2894.682269 = -205492.313487 nChanged 50 SP:Iteration 12Q (3273.000988 sec): 3 clusters Score: Raw -208407.939125 + Penalty 2894.682269 = -205513.256855 nChanged 40 SP:Iteration 13Q (3273.086469 sec): 3 clusters Score: Raw -208427.853464 + Penalty 2894.682269 = -205533.171195 nChanged 36 SP:Iteration 14Q (3273.171009 sec): 3 clusters Score: Raw -208445.455316 + Penalty 2894.682269 = -205550.773047 nChanged 41 SP:Iteration 15Q (3273.269428 sec): 3 clusters Score: Raw -208461.082340 + Penalty 2894.682269 = -205566.400071 nChanged 28 SP:Iteration 16Q (3273.360566 sec): 3 clusters Score: Raw -208470.889268 + Penalty 2894.682269 = -205576.206998 nChanged 23 SP:Iteration 17Q (3273.450334 sec): 3 clusters Score: Raw -208479.722975 + Penalty 2894.682269 = -205585.040706 nChanged 16 SP:Iteration 18Q (3273.535511 sec): 3 clusters Score: Raw -208485.338787 + Penalty 2894.682269 = -205590.656517 nChanged 13 SP:Iteration 19Q (3273.613116 sec): 3 clusters Score: Raw -208490.028468 + Penalty 2894.682269 = -205595.346198 nChanged 12 SP:Iteration 20F (3273.698792 sec): 3 clusters Score: Raw -208493.433394 + Penalty 2894.682269 = -205598.751124 nChanged 8 SP:Iteration 21Q (3273.788249 sec): 3 clusters Score: Raw -208496.204919 + Penalty 2894.682269 = -205601.522649 nChanged 10 SP:Iteration 22Q (3273.876260 sec): 3 clusters Score: Raw -208499.291688 + Penalty 2894.682269 = -205604.609418 nChanged 7 SP:Iteration 23Q (3273.936265 sec): 3 clusters Score: Raw -208500.743632 + Penalty 2894.682269 = -205606.061363 nChanged 4 SP:Iteration 24Q (3274.033952 sec): 3 clusters Score: Raw -208502.044461 + Penalty 2894.682269 = -205607.362191 nChanged 4 SP:Iteration 25Q (3274.101596 sec): 3 clusters Score: Raw -208503.356492 + Penalty 2894.682269 = -205608.674222 nChanged 4 SP:Iteration 26Q (3274.184275 sec): 3 clusters Score: Raw -208504.408042 + Penalty 2894.682269 = -205609.725772 nChanged 3 SP:Iteration 27Q (3274.264962 sec): 3 clusters Score: Raw -208505.160202 + Penalty 2894.682269 = -205610.477933 nChanged 1 SP:Iteration 28Q (3274.348291 sec): 3 clusters Score: Raw -208505.603006 + Penalty 2894.682269 = -205610.920737 nChanged 1 SP:Iteration 29Q (3274.444800 sec): 3 clusters Score: Raw -208505.755559 + Penalty 2894.682269 = -205611.073289 nChanged 2 SP:Iteration 30Q (3274.551066 sec): 3 clusters Score: Raw -208506.237699 + Penalty 2894.682269 = -205611.555429 nChanged 0 SP:Iteration 31F (3274.636536 sec): 3 clusters Score: Raw -208506.237699 + Penalty 2894.682269 = -205611.555429 nChanged 0 Trying to split cluster 6 (22674 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3274.744682 sec): 2 clusters Score: Raw -1568500.502905 + Penalty 1760.084967 = -1566740.417938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3274.873535 sec): 3 clusters Score: Raw -1554880.952823 + Penalty 3520.169935 = -1551360.782889 nChanged 10336 SP:Iteration 1F (3275.004642 sec): 3 clusters Score: Raw -1561068.319151 + Penalty 3520.169935 = -1557548.149217 nChanged 1431 SP:Iteration 2F (3275.139434 sec): 3 clusters Score: Raw -1561786.551966 + Penalty 3520.169935 = -1558266.382031 nChanged 1391 SP:Iteration 3F (3275.273235 sec): 3 clusters Score: Raw -1562471.129072 + Penalty 3520.169935 = -1558950.959137 nChanged 1232 SP:Iteration 4F (3275.407663 sec): 3 clusters Score: Raw -1563039.898234 + Penalty 3520.169935 = -1559519.728299 nChanged 1075 SP:Iteration 5Q (3275.526493 sec): 3 clusters Score: Raw -1563515.071309 + Penalty 3520.169935 = -1559994.901375 nChanged 966 SP:Iteration 6Q (3275.659450 sec): 3 clusters Score: Raw -1563911.738790 + Penalty 3520.169935 = -1560391.568855 nChanged 863 SP:Iteration 7Q (3275.767655 sec): 3 clusters Score: Raw -1564236.429083 + Penalty 3520.169935 = -1560716.259149 nChanged 782 SP:Iteration 8Q (3275.896181 sec): 3 clusters Score: Raw -1564529.624011 + Penalty 3520.169935 = -1561009.454077 nChanged 667 SP:Iteration 9Q (3276.032277 sec): 3 clusters Score: Raw -1564779.222809 + Penalty 3520.169935 = -1561259.052874 nChanged 631 SP:Iteration 10Q (3276.181145 sec): 3 clusters Score: Raw -1565041.398692 + Penalty 3520.169935 = -1561521.228758 nChanged 614 SP:Iteration 11Q (3276.311775 sec): 3 clusters Score: Raw -1565346.884664 + Penalty 3520.169935 = -1561826.714729 nChanged 634 SP:Iteration 12Q (3276.442932 sec): 3 clusters Score: Raw -1565680.828807 + Penalty 3520.169935 = -1562160.658872 nChanged 642 SP:Iteration 13Q (3276.573011 sec): 3 clusters Score: Raw -1566097.991692 + Penalty 3520.169935 = -1562577.821757 nChanged 722 SP:Iteration 14Q (3276.702713 sec): 3 clusters Score: Raw -1566622.507214 + Penalty 3520.169935 = -1563102.337279 nChanged 727 SP:Iteration 15Q (3276.831199 sec): 3 clusters Score: Raw -1567195.242157 + Penalty 3520.169935 = -1563675.072222 nChanged 769 SP:Iteration 16Q (3276.963794 sec): 3 clusters Score: Raw -1567812.000822 + Penalty 3520.169935 = -1564291.830888 nChanged 784 SP:Iteration 17Q (3277.102081 sec): 3 clusters Score: Raw -1568512.785634 + Penalty 3520.169935 = -1564992.615700 nChanged 766 SP:Iteration 18Q (3277.236234 sec): 3 clusters Score: Raw -1569212.630826 + Penalty 3520.169935 = -1565692.460891 nChanged 788 SP:Iteration 19Q (3277.360416 sec): 3 clusters Score: Raw -1569929.664414 + Penalty 3520.169935 = -1566409.494479 nChanged 728 SP:Iteration 20F (3277.475593 sec): 3 clusters Score: Raw -1570693.056809 + Penalty 3520.169935 = -1567172.886875 nChanged 674 SP:Iteration 21Q (3277.591303 sec): 3 clusters Score: Raw -1571515.040444 + Penalty 3520.169935 = -1567994.870509 nChanged 557 SP:Iteration 22Q (3277.707475 sec): 3 clusters Score: Raw -1572041.698453 + Penalty 3520.169935 = -1568521.528518 nChanged 370 SP:Iteration 23Q (3277.818910 sec): 3 clusters Score: Raw -1572250.019861 + Penalty 3520.169935 = -1568729.849926 nChanged 189 SP:Iteration 24Q (3277.998723 sec): 3 clusters Score: Raw -1572303.543276 + Penalty 3520.169935 = -1568783.373342 nChanged 116 SP:Iteration 25Q (3278.174384 sec): 3 clusters Score: Raw -1572326.192114 + Penalty 3520.169935 = -1568806.022179 nChanged 63 SP:Iteration 26Q (3278.343767 sec): 3 clusters Score: Raw -1572335.883919 + Penalty 3520.169935 = -1568815.713984 nChanged 45 SP:Iteration 27Q (3278.524376 sec): 3 clusters Score: Raw -1572342.408201 + Penalty 3520.169935 = -1568822.238266 nChanged 46 SP:Iteration 28Q (3278.662471 sec): 3 clusters Score: Raw -1572347.022960 + Penalty 3520.169935 = -1568826.853026 nChanged 32 SP:Iteration 29Q (3278.815699 sec): 3 clusters Score: Raw -1572350.439036 + Penalty 3520.169935 = -1568830.269102 nChanged 23 SP:Iteration 30Q (3278.966513 sec): 3 clusters Score: Raw -1572352.467349 + Penalty 3520.169935 = -1568832.297415 nChanged 25 SP:Iteration 31Q (3279.131929 sec): 3 clusters Score: Raw -1572354.850084 + Penalty 3520.169935 = -1568834.680149 nChanged 27 SP:Iteration 32Q (3279.288632 sec): 3 clusters Score: Raw -1572357.536076 + Penalty 3520.169935 = -1568837.366141 nChanged 25 SP:Iteration 33Q (3279.444830 sec): 3 clusters Score: Raw -1572359.834999 + Penalty 3520.169935 = -1568839.665064 nChanged 27 SP:Iteration 34Q (3279.581253 sec): 3 clusters Score: Raw -1572363.058533 + Penalty 3520.169935 = -1568842.888599 nChanged 28 SP:Iteration 35Q (3279.711680 sec): 3 clusters Score: Raw -1572366.256928 + Penalty 3520.169935 = -1568846.086993 nChanged 26 SP:Iteration 36Q (3279.867359 sec): 3 clusters Score: Raw -1572368.869499 + Penalty 3520.169935 = -1568848.699564 nChanged 23 SP:Iteration 37Q (3280.060957 sec): 3 clusters Score: Raw -1572371.124772 + Penalty 3520.169935 = -1568850.954837 nChanged 18 SP:Iteration 38Q (3280.208992 sec): 3 clusters Score: Raw -1572372.443169 + Penalty 3520.169935 = -1568852.273234 nChanged 16 SP:Iteration 39Q (3280.402880 sec): 3 clusters Score: Raw -1572373.318329 + Penalty 3520.169935 = -1568853.148394 nChanged 13 SP:Iteration 40F (3280.543643 sec): 3 clusters Score: Raw -1572374.016657 + Penalty 3520.169935 = -1568853.846723 nChanged 7 SP:Iteration 41Q (3280.660117 sec): 3 clusters Score: Raw -1572374.341725 + Penalty 3520.169935 = -1568854.171790 nChanged 7 SP:Iteration 42Q (3280.819344 sec): 3 clusters Score: Raw -1572374.668303 + Penalty 3520.169935 = -1568854.498369 nChanged 6 SP:Iteration 43Q (3280.979987 sec): 3 clusters Score: Raw -1572374.958771 + Penalty 3520.169935 = -1568854.788837 nChanged 6 SP:Iteration 44Q (3281.139459 sec): 3 clusters Score: Raw -1572375.221691 + Penalty 3520.169935 = -1568855.051757 nChanged 3 SP:Iteration 45Q (3281.287942 sec): 3 clusters Score: Raw -1572375.354763 + Penalty 3520.169935 = -1568855.184829 nChanged 4 SP:Iteration 46Q (3281.443916 sec): 3 clusters Score: Raw -1572375.617597 + Penalty 3520.169935 = -1568855.447663 nChanged 3 SP:Iteration 47Q (3281.584505 sec): 3 clusters Score: Raw -1572375.699005 + Penalty 3520.169935 = -1568855.529070 nChanged 2 SP:Iteration 48Q (3281.725108 sec): 3 clusters Score: Raw -1572375.778698 + Penalty 3520.169935 = -1568855.608764 nChanged 0 SP:Iteration 49F (3281.860980 sec): 3 clusters Score: Raw -1572375.778698 + Penalty 3520.169935 = -1568855.608764 nChanged 0 Score: Raw -11966658.611452 + Penalty 72919.712142 = -11893738.899309 Splitting cluster 6 changes total score from -11891311.520909 to -11893738.899309 So it's getting split into cluster 34. Trying to split cluster 7 (3622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3288.991041 sec): 2 clusters Score: Raw -155762.347041 + Penalty 1438.184178 = -154324.162864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3289.084510 sec): 3 clusters Score: Raw -154050.088472 + Penalty 2876.368355 = -151173.720116 nChanged 1415 SP:Iteration 1F (3289.157162 sec): 3 clusters Score: Raw -155072.831382 + Penalty 2876.368355 = -152196.463027 nChanged 343 SP:Iteration 2F (3289.250248 sec): 3 clusters Score: Raw -155362.531050 + Penalty 2876.368355 = -152486.162695 nChanged 247 SP:Iteration 3F (3289.322886 sec): 3 clusters Score: Raw -155548.542413 + Penalty 2876.368355 = -152672.174057 nChanged 167 SP:Iteration 4Q (3289.428414 sec): 3 clusters Score: Raw -155666.008538 + Penalty 2876.368355 = -152789.640183 nChanged 131 SP:Iteration 5Q (3289.510497 sec): 3 clusters Score: Raw -155747.042473 + Penalty 2876.368355 = -152870.674118 nChanged 94 SP:Iteration 6Q (3289.579999 sec): 3 clusters Score: Raw -155803.327641 + Penalty 2876.368355 = -152926.959285 nChanged 81 SP:Iteration 7Q (3289.682713 sec): 3 clusters Score: Raw -155844.265923 + Penalty 2876.368355 = -152967.897567 nChanged 62 SP:Iteration 8Q (3289.748418 sec): 3 clusters Score: Raw -155882.638260 + Penalty 2876.368355 = -153006.269904 nChanged 54 SP:Iteration 9Q (3289.851966 sec): 3 clusters Score: Raw -155915.771103 + Penalty 2876.368355 = -153039.402748 nChanged 67 SP:Iteration 10Q (3289.947836 sec): 3 clusters Score: Raw -155945.738688 + Penalty 2876.368355 = -153069.370332 nChanged 41 SP:Iteration 11Q (3290.032261 sec): 3 clusters Score: Raw -155962.944671 + Penalty 2876.368355 = -153086.576316 nChanged 39 SP:Iteration 12Q (3290.106172 sec): 3 clusters Score: Raw -155977.738407 + Penalty 2876.368355 = -153101.370052 nChanged 29 SP:Iteration 13Q (3290.214593 sec): 3 clusters Score: Raw -155993.998003 + Penalty 2876.368355 = -153117.629648 nChanged 41 SP:Iteration 14Q (3290.300668 sec): 3 clusters Score: Raw -156014.372111 + Penalty 2876.368355 = -153138.003755 nChanged 29 SP:Iteration 15Q (3290.388183 sec): 3 clusters Score: Raw -156026.767544 + Penalty 2876.368355 = -153150.399188 nChanged 27 SP:Iteration 16Q (3290.466702 sec): 3 clusters Score: Raw -156036.763834 + Penalty 2876.368355 = -153160.395479 nChanged 22 SP:Iteration 17Q (3290.549140 sec): 3 clusters Score: Raw -156049.502050 + Penalty 2876.368355 = -153173.133695 nChanged 29 SP:Iteration 18Q (3290.618567 sec): 3 clusters Score: Raw -156062.010845 + Penalty 2876.368355 = -153185.642490 nChanged 25 SP:Iteration 19Q (3290.720705 sec): 3 clusters Score: Raw -156073.263259 + Penalty 2876.368355 = -153196.894903 nChanged 31 SP:Iteration 20F (3290.827043 sec): 3 clusters Score: Raw -156088.868141 + Penalty 2876.368355 = -153212.499786 nChanged 24 SP:Iteration 21Q (3290.911604 sec): 3 clusters Score: Raw -156097.261081 + Penalty 2876.368355 = -153220.892725 nChanged 14 SP:Iteration 22Q (3290.996793 sec): 3 clusters Score: Raw -156105.775779 + Penalty 2876.368355 = -153229.407424 nChanged 22 SP:Iteration 23Q (3291.083486 sec): 3 clusters Score: Raw -156120.131101 + Penalty 2876.368355 = -153243.762746 nChanged 32 SP:Iteration 24Q (3291.177549 sec): 3 clusters Score: Raw -156132.033180 + Penalty 2876.368355 = -153255.664825 nChanged 22 SP:Iteration 25Q (3291.274176 sec): 3 clusters Score: Raw -156142.021223 + Penalty 2876.368355 = -153265.652868 nChanged 17 SP:Iteration 26Q (3291.364893 sec): 3 clusters Score: Raw -156152.366652 + Penalty 2876.368355 = -153275.998297 nChanged 18 SP:Iteration 27Q (3291.462812 sec): 3 clusters Score: Raw -156160.371498 + Penalty 2876.368355 = -153284.003143 nChanged 17 SP:Iteration 28Q (3291.545014 sec): 3 clusters Score: Raw -156165.992626 + Penalty 2876.368355 = -153289.624270 nChanged 12 SP:Iteration 29Q (3291.628603 sec): 3 clusters Score: Raw -156170.624561 + Penalty 2876.368355 = -153294.256206 nChanged 11 SP:Iteration 30Q (3291.720769 sec): 3 clusters Score: Raw -156174.403685 + Penalty 2876.368355 = -153298.035330 nChanged 7 SP:Iteration 31Q (3291.802052 sec): 3 clusters Score: Raw -156177.898152 + Penalty 2876.368355 = -153301.529797 nChanged 9 SP:Iteration 32Q (3291.867503 sec): 3 clusters Score: Raw -156181.219769 + Penalty 2876.368355 = -153304.851414 nChanged 11 SP:Iteration 33Q (3291.973810 sec): 3 clusters Score: Raw -156186.073130 + Penalty 2876.368355 = -153309.704775 nChanged 15 SP:Iteration 34Q (3292.066021 sec): 3 clusters Score: Raw -156191.794523 + Penalty 2876.368355 = -153315.426168 nChanged 8 SP:Iteration 35Q (3292.145039 sec): 3 clusters Score: Raw -156193.838379 + Penalty 2876.368355 = -153317.470024 nChanged 7 SP:Iteration 36Q (3292.244275 sec): 3 clusters Score: Raw -156196.085881 + Penalty 2876.368355 = -153319.717526 nChanged 6 SP:Iteration 37Q (3292.332753 sec): 3 clusters Score: Raw -156197.789429 + Penalty 2876.368355 = -153321.421074 nChanged 4 SP:Iteration 38Q (3292.421306 sec): 3 clusters Score: Raw -156199.013647 + Penalty 2876.368355 = -153322.645292 nChanged 2 SP:Iteration 39Q (3292.505601 sec): 3 clusters Score: Raw -156200.067941 + Penalty 2876.368355 = -153323.699586 nChanged 5 SP:Iteration 40F (3292.576632 sec): 3 clusters Score: Raw -156201.554913 + Penalty 2876.368355 = -153325.186558 nChanged 2 SP:Iteration 41Q (3292.673649 sec): 3 clusters Score: Raw -156201.813870 + Penalty 2876.368355 = -153325.445515 nChanged 2 SP:Iteration 42Q (3292.762832 sec): 3 clusters Score: Raw -156202.138203 + Penalty 2876.368355 = -153325.769848 nChanged 3 SP:Iteration 43Q (3292.841865 sec): 3 clusters Score: Raw -156202.554287 + Penalty 2876.368355 = -153326.185932 nChanged 2 SP:Iteration 44Q (3292.911824 sec): 3 clusters Score: Raw -156203.112354 + Penalty 2876.368355 = -153326.743998 nChanged 2 SP:Iteration 45Q (3292.998002 sec): 3 clusters Score: Raw -156203.395152 + Penalty 2876.368355 = -153327.026797 nChanged 5 SP:Iteration 46Q (3293.078734 sec): 3 clusters Score: Raw -156204.604630 + Penalty 2876.368355 = -153328.236275 nChanged 4 SP:Iteration 47Q (3293.163072 sec): 3 clusters Score: Raw -156207.222898 + Penalty 2876.368355 = -153330.854543 nChanged 6 SP:Iteration 48Q (3293.251446 sec): 3 clusters Score: Raw -156209.799910 + Penalty 2876.368355 = -153333.431554 nChanged 5 SP:Iteration 49Q (3293.348028 sec): 3 clusters Score: Raw -156212.078597 + Penalty 2876.368355 = -153335.710241 nChanged 7 SP:Iteration 50Q (3293.421288 sec): 3 clusters Score: Raw -156215.555609 + Penalty 2876.368355 = -153339.187254 nChanged 13 SP:Iteration 51Q (3293.520111 sec): 3 clusters Score: Raw -156219.764004 + Penalty 2876.368355 = -153343.395649 nChanged 8 SP:Iteration 52Q (3293.595159 sec): 3 clusters Score: Raw -156222.834483 + Penalty 2876.368355 = -153346.466127 nChanged 13 SP:Iteration 53Q (3293.678548 sec): 3 clusters Score: Raw -156226.190457 + Penalty 2876.368355 = -153349.822102 nChanged 11 SP:Iteration 54Q (3293.751630 sec): 3 clusters Score: Raw -156228.776422 + Penalty 2876.368355 = -153352.408067 nChanged 5 SP:Iteration 55Q (3293.853111 sec): 3 clusters Score: Raw -156230.362112 + Penalty 2876.368355 = -153353.993757 nChanged 4 SP:Iteration 56Q (3293.920983 sec): 3 clusters Score: Raw -156231.228477 + Penalty 2876.368355 = -153354.860122 nChanged 3 SP:Iteration 57Q (3294.007770 sec): 3 clusters Score: Raw -156232.055600 + Penalty 2876.368355 = -153355.687245 nChanged 2 SP:Iteration 58Q (3294.108699 sec): 3 clusters Score: Raw -156232.431009 + Penalty 2876.368355 = -153356.062654 nChanged 1 SP:Iteration 59Q (3294.183291 sec): 3 clusters Score: Raw -156232.572514 + Penalty 2876.368355 = -153356.204159 nChanged 1 SP:Iteration 60F (3294.271300 sec): 3 clusters Score: Raw -156233.037902 + Penalty 2876.368355 = -153356.669547 nChanged 2 SP:Iteration 61Q (3294.339761 sec): 3 clusters Score: Raw -156233.564553 + Penalty 2876.368355 = -153357.196198 nChanged 4 SP:Iteration 62Q (3294.418494 sec): 3 clusters Score: Raw -156234.893474 + Penalty 2876.368355 = -153358.525119 nChanged 4 SP:Iteration 63Q (3294.496610 sec): 3 clusters Score: Raw -156236.043423 + Penalty 2876.368355 = -153359.675068 nChanged 3 SP:Iteration 64Q (3294.587748 sec): 3 clusters Score: Raw -156236.459422 + Penalty 2876.368355 = -153360.091067 nChanged 2 SP:Iteration 65Q (3294.656599 sec): 3 clusters Score: Raw -156237.046838 + Penalty 2876.368355 = -153360.678482 nChanged 0 SP:Iteration 66F (3294.743373 sec): 3 clusters Score: Raw -156237.046838 + Penalty 2876.368355 = -153360.678482 nChanged 0 Trying to split cluster 8 (7218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3294.823701 sec): 2 clusters Score: Raw -467157.752523 + Penalty 1559.200474 = -465598.552049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3294.916108 sec): 3 clusters Score: Raw -463247.639510 + Penalty 3118.400948 = -460129.238562 nChanged 3006 SP:Iteration 1F (3295.016826 sec): 3 clusters Score: Raw -465141.824438 + Penalty 3118.400948 = -462023.423490 nChanged 607 SP:Iteration 2F (3295.107973 sec): 3 clusters Score: Raw -465612.627672 + Penalty 3118.400948 = -462494.226724 nChanged 574 SP:Iteration 3F (3295.185529 sec): 3 clusters Score: Raw -466157.823941 + Penalty 3118.400948 = -463039.422993 nChanged 602 SP:Iteration 4F (3295.315959 sec): 3 clusters Score: Raw -466781.397504 + Penalty 3118.400948 = -463662.996556 nChanged 497 SP:Iteration 5F (3295.435063 sec): 3 clusters Score: Raw -467265.460767 + Penalty 3118.400948 = -464147.059819 nChanged 410 SP:Iteration 6F (3295.542885 sec): 3 clusters Score: Raw -467757.926248 + Penalty 3118.400948 = -464639.525300 nChanged 375 SP:Iteration 7F (3295.648874 sec): 3 clusters Score: Raw -468296.087723 + Penalty 3118.400948 = -465177.686775 nChanged 382 SP:Iteration 8F (3295.759772 sec): 3 clusters Score: Raw -468973.868882 + Penalty 3118.400948 = -465855.467934 nChanged 367 SP:Iteration 9F (3295.891787 sec): 3 clusters Score: Raw -469763.377565 + Penalty 3118.400948 = -466644.976617 nChanged 347 SP:Iteration 10Q (3296.004219 sec): 3 clusters Score: Raw -470501.602371 + Penalty 3118.400948 = -467383.201423 nChanged 234 SP:Iteration 11Q (3296.104120 sec): 3 clusters Score: Raw -470863.861304 + Penalty 3118.400948 = -467745.460356 nChanged 139 SP:Iteration 12Q (3296.207524 sec): 3 clusters Score: Raw -470977.994673 + Penalty 3118.400948 = -467859.593725 nChanged 73 SP:Iteration 13Q (3296.316169 sec): 3 clusters Score: Raw -471012.391274 + Penalty 3118.400948 = -467893.990326 nChanged 37 SP:Iteration 14Q (3296.425123 sec): 3 clusters Score: Raw -471023.205854 + Penalty 3118.400948 = -467904.804906 nChanged 21 SP:Iteration 15Q (3296.527045 sec): 3 clusters Score: Raw -471030.173222 + Penalty 3118.400948 = -467911.772274 nChanged 15 SP:Iteration 16Q (3296.620612 sec): 3 clusters Score: Raw -471035.855957 + Penalty 3118.400948 = -467917.455009 nChanged 10 SP:Iteration 17Q (3296.750646 sec): 3 clusters Score: Raw -471039.370320 + Penalty 3118.400948 = -467920.969372 nChanged 4 SP:Iteration 18Q (3296.838628 sec): 3 clusters Score: Raw -471040.132134 + Penalty 3118.400948 = -467921.731186 nChanged 7 SP:Iteration 19Q (3296.974473 sec): 3 clusters Score: Raw -471041.308793 + Penalty 3118.400948 = -467922.907845 nChanged 3 SP:Iteration 20F (3297.119746 sec): 3 clusters Score: Raw -471041.925273 + Penalty 3118.400948 = -467923.524325 nChanged 2 SP:Iteration 21Q (3297.184245 sec): 3 clusters Score: Raw -471042.272900 + Penalty 3118.400948 = -467923.871952 nChanged 1 SP:Iteration 22Q (3297.312732 sec): 3 clusters Score: Raw -471042.445284 + Penalty 3118.400948 = -467924.044336 nChanged 1 SP:Iteration 23Q (3297.426563 sec): 3 clusters Score: Raw -471042.679621 + Penalty 3118.400948 = -467924.278673 nChanged 0 SP:Iteration 24F (3297.557117 sec): 3 clusters Score: Raw -471042.679621 + Penalty 3118.400948 = -467924.278673 nChanged 0 Score: Raw -11970543.538550 + Penalty 75064.409558 = -11895479.128992 Splitting cluster 8 changes total score from -11891311.520909 to -11895479.128992 So it's getting split into cluster 35. Trying to split cluster 9 (9133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3304.668186 sec): 2 clusters Score: Raw -532185.714741 + Penalty 1600.498488 = -530585.216253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3304.764568 sec): 3 clusters Score: Raw -527112.169268 + Penalty 3200.996977 = -523911.172292 nChanged 3909 SP:Iteration 1F (3304.852690 sec): 3 clusters Score: Raw -529364.841196 + Penalty 3200.996977 = -526163.844219 nChanged 707 SP:Iteration 2F (3304.935511 sec): 3 clusters Score: Raw -529771.822300 + Penalty 3200.996977 = -526570.825323 nChanged 620 SP:Iteration 3F (3305.048224 sec): 3 clusters Score: Raw -530144.889379 + Penalty 3200.996977 = -526943.892402 nChanged 512 SP:Iteration 4F (3305.149846 sec): 3 clusters Score: Raw -530453.533423 + Penalty 3200.996977 = -527252.536446 nChanged 463 SP:Iteration 5F (3305.234301 sec): 3 clusters Score: Raw -530716.369207 + Penalty 3200.996977 = -527515.372230 nChanged 405 SP:Iteration 6Q (3305.336595 sec): 3 clusters Score: Raw -530927.539596 + Penalty 3200.996977 = -527726.542620 nChanged 335 SP:Iteration 7Q (3305.446903 sec): 3 clusters Score: Raw -531074.045126 + Penalty 3200.996977 = -527873.048149 nChanged 293 SP:Iteration 8Q (3305.554318 sec): 3 clusters Score: Raw -531210.406790 + Penalty 3200.996977 = -528009.409813 nChanged 273 SP:Iteration 9Q (3305.655891 sec): 3 clusters Score: Raw -531341.442716 + Penalty 3200.996977 = -528140.445739 nChanged 256 SP:Iteration 10Q (3305.755091 sec): 3 clusters Score: Raw -531462.877202 + Penalty 3200.996977 = -528261.880225 nChanged 271 SP:Iteration 11Q (3305.834469 sec): 3 clusters Score: Raw -531578.982594 + Penalty 3200.996977 = -528377.985618 nChanged 239 SP:Iteration 12Q (3305.952223 sec): 3 clusters Score: Raw -531672.509777 + Penalty 3200.996977 = -528471.512801 nChanged 188 SP:Iteration 13Q (3306.039821 sec): 3 clusters Score: Raw -531744.351673 + Penalty 3200.996977 = -528543.354696 nChanged 162 SP:Iteration 14Q (3306.164021 sec): 3 clusters Score: Raw -531800.248721 + Penalty 3200.996977 = -528599.251745 nChanged 130 SP:Iteration 15Q (3306.261244 sec): 3 clusters Score: Raw -531844.916508 + Penalty 3200.996977 = -528643.919531 nChanged 127 SP:Iteration 16Q (3306.366941 sec): 3 clusters Score: Raw -531889.939593 + Penalty 3200.996977 = -528688.942616 nChanged 106 SP:Iteration 17Q (3306.464729 sec): 3 clusters Score: Raw -531924.800214 + Penalty 3200.996977 = -528723.803237 nChanged 93 SP:Iteration 18Q (3306.564801 sec): 3 clusters Score: Raw -531955.320965 + Penalty 3200.996977 = -528754.323988 nChanged 94 SP:Iteration 19Q (3306.644276 sec): 3 clusters Score: Raw -531983.330643 + Penalty 3200.996977 = -528782.333666 nChanged 96 SP:Iteration 20F (3306.753752 sec): 3 clusters Score: Raw -532013.551451 + Penalty 3200.996977 = -528812.554474 nChanged 103 SP:Iteration 21Q (3306.857221 sec): 3 clusters Score: Raw -532052.970351 + Penalty 3200.996977 = -528851.973375 nChanged 101 SP:Iteration 22Q (3306.934783 sec): 3 clusters Score: Raw -532090.875878 + Penalty 3200.996977 = -528889.878901 nChanged 78 SP:Iteration 23Q (3307.051942 sec): 3 clusters Score: Raw -532117.194651 + Penalty 3200.996977 = -528916.197674 nChanged 76 SP:Iteration 24Q (3307.141210 sec): 3 clusters Score: Raw -532144.049357 + Penalty 3200.996977 = -528943.052380 nChanged 70 SP:Iteration 25Q (3307.230568 sec): 3 clusters Score: Raw -532165.001897 + Penalty 3200.996977 = -528964.004920 nChanged 68 SP:Iteration 26Q (3307.347843 sec): 3 clusters Score: Raw -532189.583180 + Penalty 3200.996977 = -528988.586204 nChanged 75 SP:Iteration 27Q (3307.445152 sec): 3 clusters Score: Raw -532218.518016 + Penalty 3200.996977 = -529017.521039 nChanged 72 SP:Iteration 28Q (3307.519466 sec): 3 clusters Score: Raw -532248.135994 + Penalty 3200.996977 = -529047.139017 nChanged 69 SP:Iteration 29Q (3307.630623 sec): 3 clusters Score: Raw -532271.149671 + Penalty 3200.996977 = -529070.152694 nChanged 55 SP:Iteration 30Q (3307.722445 sec): 3 clusters Score: Raw -532286.249997 + Penalty 3200.996977 = -529085.253020 nChanged 55 SP:Iteration 31Q (3307.824655 sec): 3 clusters Score: Raw -532301.127609 + Penalty 3200.996977 = -529100.130632 nChanged 48 SP:Iteration 32Q (3307.921922 sec): 3 clusters Score: Raw -532315.093097 + Penalty 3200.996977 = -529114.096120 nChanged 56 SP:Iteration 33Q (3308.023318 sec): 3 clusters Score: Raw -532330.509128 + Penalty 3200.996977 = -529129.512151 nChanged 41 SP:Iteration 34Q (3308.124530 sec): 3 clusters Score: Raw -532343.599508 + Penalty 3200.996977 = -529142.602531 nChanged 46 SP:Iteration 35Q (3308.222872 sec): 3 clusters Score: Raw -532355.908514 + Penalty 3200.996977 = -529154.911537 nChanged 37 SP:Iteration 36Q (3308.318866 sec): 3 clusters Score: Raw -532365.914877 + Penalty 3200.996977 = -529164.917900 nChanged 32 SP:Iteration 37Q (3308.419911 sec): 3 clusters Score: Raw -532377.650087 + Penalty 3200.996977 = -529176.653110 nChanged 36 SP:Iteration 38Q (3308.504196 sec): 3 clusters Score: Raw -532390.787449 + Penalty 3200.996977 = -529189.790472 nChanged 53 SP:Iteration 39Q (3308.599582 sec): 3 clusters Score: Raw -532406.995332 + Penalty 3200.996977 = -529205.998355 nChanged 43 SP:Iteration 40F (3308.720670 sec): 3 clusters Score: Raw -532418.604720 + Penalty 3200.996977 = -529217.607744 nChanged 36 SP:Iteration 41Q (3308.815959 sec): 3 clusters Score: Raw -532428.221556 + Penalty 3200.996977 = -529227.224580 nChanged 31 SP:Iteration 42Q (3308.901912 sec): 3 clusters Score: Raw -532437.657168 + Penalty 3200.996977 = -529236.660191 nChanged 31 SP:Iteration 43Q (3309.019559 sec): 3 clusters Score: Raw -532447.991618 + Penalty 3200.996977 = -529246.994641 nChanged 38 SP:Iteration 44Q (3309.097173 sec): 3 clusters Score: Raw -532461.328743 + Penalty 3200.996977 = -529260.331766 nChanged 42 SP:Iteration 45Q (3309.199782 sec): 3 clusters Score: Raw -532474.368925 + Penalty 3200.996977 = -529273.371948 nChanged 36 SP:Iteration 46Q (3309.296594 sec): 3 clusters Score: Raw -532484.323180 + Penalty 3200.996977 = -529283.326203 nChanged 34 SP:Iteration 47Q (3309.415302 sec): 3 clusters Score: Raw -532494.454086 + Penalty 3200.996977 = -529293.457109 nChanged 35 SP:Iteration 48Q (3309.518004 sec): 3 clusters Score: Raw -532508.095941 + Penalty 3200.996977 = -529307.098964 nChanged 40 SP:Iteration 49Q (3309.613883 sec): 3 clusters Score: Raw -532524.304168 + Penalty 3200.996977 = -529323.307191 nChanged 46 SP:Iteration 50Q (3309.697946 sec): 3 clusters Score: Raw -532539.512406 + Penalty 3200.996977 = -529338.515429 nChanged 28 SP:Iteration 51Q (3309.801401 sec): 3 clusters Score: Raw -532550.935247 + Penalty 3200.996977 = -529349.938270 nChanged 24 SP:Iteration 52Q (3309.910825 sec): 3 clusters Score: Raw -532556.946072 + Penalty 3200.996977 = -529355.949095 nChanged 25 SP:Iteration 53Q (3310.012225 sec): 3 clusters Score: Raw -532563.794534 + Penalty 3200.996977 = -529362.797557 nChanged 23 SP:Iteration 54Q (3310.111208 sec): 3 clusters Score: Raw -532571.273140 + Penalty 3200.996977 = -529370.276163 nChanged 15 SP:Iteration 55Q (3310.205833 sec): 3 clusters Score: Raw -532576.426684 + Penalty 3200.996977 = -529375.429708 nChanged 18 SP:Iteration 56Q (3310.301305 sec): 3 clusters Score: Raw -532582.239388 + Penalty 3200.996977 = -529381.242412 nChanged 19 SP:Iteration 57Q (3310.378488 sec): 3 clusters Score: Raw -532588.154652 + Penalty 3200.996977 = -529387.157676 nChanged 15 SP:Iteration 58Q (3310.490127 sec): 3 clusters Score: Raw -532593.690734 + Penalty 3200.996977 = -529392.693757 nChanged 21 SP:Iteration 59Q (3310.581258 sec): 3 clusters Score: Raw -532600.402605 + Penalty 3200.996977 = -529399.405628 nChanged 18 SP:Iteration 60F (3310.676128 sec): 3 clusters Score: Raw -532604.434479 + Penalty 3200.996977 = -529403.437502 nChanged 17 SP:Iteration 61Q (3310.770015 sec): 3 clusters Score: Raw -532608.842319 + Penalty 3200.996977 = -529407.845342 nChanged 12 SP:Iteration 62Q (3310.865689 sec): 3 clusters Score: Raw -532611.487261 + Penalty 3200.996977 = -529410.490284 nChanged 8 SP:Iteration 63Q (3310.960447 sec): 3 clusters Score: Raw -532613.074022 + Penalty 3200.996977 = -529412.077045 nChanged 9 SP:Iteration 64Q (3311.044808 sec): 3 clusters Score: Raw -532614.642908 + Penalty 3200.996977 = -529413.645931 nChanged 5 SP:Iteration 65Q (3311.155287 sec): 3 clusters Score: Raw -532615.744087 + Penalty 3200.996977 = -529414.747110 nChanged 7 SP:Iteration 66Q (3311.247764 sec): 3 clusters Score: Raw -532619.879576 + Penalty 3200.996977 = -529418.882599 nChanged 9 SP:Iteration 67Q (3311.320188 sec): 3 clusters Score: Raw -532622.317303 + Penalty 3200.996977 = -529421.320326 nChanged 2 SP:Iteration 68Q (3311.442452 sec): 3 clusters Score: Raw -532622.551858 + Penalty 3200.996977 = -529421.554881 nChanged 1 SP:Iteration 69Q (3311.542391 sec): 3 clusters Score: Raw -532622.634862 + Penalty 3200.996977 = -529421.637886 nChanged 0 SP:Iteration 70F (3311.639430 sec): 3 clusters Score: Raw -532622.634862 + Penalty 3200.996977 = -529421.637886 nChanged 0 Trying to split cluster 10 (7733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3311.700071 sec): 2 clusters Score: Raw -477505.397881 + Penalty 1571.295755 = -475934.102126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3311.792606 sec): 3 clusters Score: Raw -473323.939420 + Penalty 3142.591510 = -470181.347911 nChanged 3196 SP:Iteration 1F (3311.873917 sec): 3 clusters Score: Raw -475053.993124 + Penalty 3142.591510 = -471911.401615 nChanged 550 SP:Iteration 2F (3311.970152 sec): 3 clusters Score: Raw -475316.674454 + Penalty 3142.591510 = -472174.082944 nChanged 418 SP:Iteration 3F (3312.068621 sec): 3 clusters Score: Raw -475513.647114 + Penalty 3142.591510 = -472371.055604 nChanged 365 SP:Iteration 4Q (3312.184663 sec): 3 clusters Score: Raw -475679.089506 + Penalty 3142.591510 = -472536.497997 nChanged 314 SP:Iteration 5Q (3312.264490 sec): 3 clusters Score: Raw -475825.985186 + Penalty 3142.591510 = -472683.393676 nChanged 295 SP:Iteration 6Q (3312.373764 sec): 3 clusters Score: Raw -475963.228832 + Penalty 3142.591510 = -472820.637323 nChanged 292 SP:Iteration 7Q (3312.453791 sec): 3 clusters Score: Raw -476100.289254 + Penalty 3142.591510 = -472957.697744 nChanged 285 SP:Iteration 8Q (3312.546446 sec): 3 clusters Score: Raw -476230.579300 + Penalty 3142.591510 = -473087.987790 nChanged 242 SP:Iteration 9Q (3312.662447 sec): 3 clusters Score: Raw -476331.082801 + Penalty 3142.591510 = -473188.491292 nChanged 213 SP:Iteration 10Q (3312.753434 sec): 3 clusters Score: Raw -476424.515317 + Penalty 3142.591510 = -473281.923807 nChanged 195 SP:Iteration 11Q (3312.836624 sec): 3 clusters Score: Raw -476522.632154 + Penalty 3142.591510 = -473380.040644 nChanged 194 SP:Iteration 12Q (3312.922541 sec): 3 clusters Score: Raw -476617.467583 + Penalty 3142.591510 = -473474.876073 nChanged 195 SP:Iteration 13Q (3312.995343 sec): 3 clusters Score: Raw -476712.200588 + Penalty 3142.591510 = -473569.609078 nChanged 176 SP:Iteration 14Q (3313.085436 sec): 3 clusters Score: Raw -476797.789159 + Penalty 3142.591510 = -473655.197650 nChanged 177 SP:Iteration 15Q (3313.203667 sec): 3 clusters Score: Raw -476887.456453 + Penalty 3142.591510 = -473744.864944 nChanged 159 SP:Iteration 16Q (3313.332273 sec): 3 clusters Score: Raw -476975.182534 + Penalty 3142.591510 = -473832.591024 nChanged 154 SP:Iteration 17Q (3313.454749 sec): 3 clusters Score: Raw -477070.520119 + Penalty 3142.591510 = -473927.928610 nChanged 160 SP:Iteration 18Q (3313.569578 sec): 3 clusters Score: Raw -477172.436567 + Penalty 3142.591510 = -474029.845058 nChanged 172 SP:Iteration 19Q (3313.697507 sec): 3 clusters Score: Raw -477290.356027 + Penalty 3142.591510 = -474147.764517 nChanged 150 SP:Iteration 20F (3313.787436 sec): 3 clusters Score: Raw -477391.624532 + Penalty 3142.591510 = -474249.033022 nChanged 119 SP:Iteration 21Q (3313.904981 sec): 3 clusters Score: Raw -477474.309910 + Penalty 3142.591510 = -474331.718400 nChanged 99 SP:Iteration 22Q (3314.017626 sec): 3 clusters Score: Raw -477537.130713 + Penalty 3142.591510 = -474394.539203 nChanged 75 SP:Iteration 23Q (3314.131085 sec): 3 clusters Score: Raw -477581.128576 + Penalty 3142.591510 = -474438.537067 nChanged 73 SP:Iteration 24Q (3314.245431 sec): 3 clusters Score: Raw -477625.609490 + Penalty 3142.591510 = -474483.017980 nChanged 58 SP:Iteration 25Q (3314.351343 sec): 3 clusters Score: Raw -477661.653933 + Penalty 3142.591510 = -474519.062423 nChanged 43 SP:Iteration 26Q (3314.443495 sec): 3 clusters Score: Raw -477693.302018 + Penalty 3142.591510 = -474550.710508 nChanged 41 SP:Iteration 27Q (3314.556801 sec): 3 clusters Score: Raw -477718.259780 + Penalty 3142.591510 = -474575.668271 nChanged 24 SP:Iteration 28Q (3314.665037 sec): 3 clusters Score: Raw -477734.368789 + Penalty 3142.591510 = -474591.777279 nChanged 21 SP:Iteration 29Q (3314.769353 sec): 3 clusters Score: Raw -477744.734300 + Penalty 3142.591510 = -474602.142790 nChanged 17 SP:Iteration 30Q (3314.882577 sec): 3 clusters Score: Raw -477755.481256 + Penalty 3142.591510 = -474612.889746 nChanged 13 SP:Iteration 31Q (3315.017509 sec): 3 clusters Score: Raw -477763.182165 + Penalty 3142.591510 = -474620.590655 nChanged 17 SP:Iteration 32Q (3315.131161 sec): 3 clusters Score: Raw -477770.623153 + Penalty 3142.591510 = -474628.031643 nChanged 14 SP:Iteration 33Q (3315.247445 sec): 3 clusters Score: Raw -477780.543264 + Penalty 3142.591510 = -474637.951754 nChanged 13 SP:Iteration 34Q (3315.417396 sec): 3 clusters Score: Raw -477789.043638 + Penalty 3142.591510 = -474646.452129 nChanged 9 SP:Iteration 35Q (3315.513967 sec): 3 clusters Score: Raw -477796.598469 + Penalty 3142.591510 = -474654.006959 nChanged 12 SP:Iteration 36Q (3315.636351 sec): 3 clusters Score: Raw -477804.247050 + Penalty 3142.591510 = -474661.655540 nChanged 10 SP:Iteration 37Q (3315.752458 sec): 3 clusters Score: Raw -477811.122772 + Penalty 3142.591510 = -474668.531262 nChanged 7 SP:Iteration 38Q (3315.863556 sec): 3 clusters Score: Raw -477814.399631 + Penalty 3142.591510 = -474671.808121 nChanged 6 SP:Iteration 39Q (3315.987525 sec): 3 clusters Score: Raw -477818.574798 + Penalty 3142.591510 = -474675.983289 nChanged 5 SP:Iteration 40F (3316.101377 sec): 3 clusters Score: Raw -477821.303112 + Penalty 3142.591510 = -474678.711602 nChanged 2 SP:Iteration 41Q (3316.244479 sec): 3 clusters Score: Raw -477824.098088 + Penalty 3142.591510 = -474681.506578 nChanged 2 SP:Iteration 42Q (3316.357251 sec): 3 clusters Score: Raw -477824.708749 + Penalty 3142.591510 = -474682.117239 nChanged 0 SP:Iteration 43F (3316.478437 sec): 3 clusters Score: Raw -477824.708749 + Penalty 3142.591510 = -474682.117239 nChanged 0 Trying to split cluster 11 (1874 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3316.537205 sec): 2 clusters Score: Raw -64560.935924 + Penalty 1322.538246 = -63238.397678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3316.626472 sec): 3 clusters Score: Raw -63849.547615 + Penalty 2645.076492 = -61204.471122 nChanged 666 SP:Iteration 1F (3316.707003 sec): 3 clusters Score: Raw -64442.479327 + Penalty 2645.076492 = -61797.402835 nChanged 210 SP:Iteration 2F (3316.796561 sec): 3 clusters Score: Raw -64769.906706 + Penalty 2645.076492 = -62124.830214 nChanged 162 SP:Iteration 3F (3316.879047 sec): 3 clusters Score: Raw -65045.989502 + Penalty 2645.076492 = -62400.913009 nChanged 147 SP:Iteration 4F (3316.966513 sec): 3 clusters Score: Raw -65358.116461 + Penalty 2645.076492 = -62713.039969 nChanged 121 SP:Iteration 5F (3317.055644 sec): 3 clusters Score: Raw -65612.335167 + Penalty 2645.076492 = -62967.258674 nChanged 109 SP:Iteration 6F (3317.144722 sec): 3 clusters Score: Raw -65792.770469 + Penalty 2645.076492 = -63147.693976 nChanged 53 SP:Iteration 7Q (3317.213977 sec): 3 clusters Score: Raw -65836.828864 + Penalty 2645.076492 = -63191.752372 nChanged 21 SP:Iteration 8Q (3317.303790 sec): 3 clusters Score: Raw -65857.496071 + Penalty 2645.076492 = -63212.419578 nChanged 18 SP:Iteration 9Q (3317.380456 sec): 3 clusters Score: Raw -65872.062482 + Penalty 2645.076492 = -63226.985989 nChanged 11 SP:Iteration 10Q (3317.493330 sec): 3 clusters Score: Raw -65880.107980 + Penalty 2645.076492 = -63235.031488 nChanged 5 SP:Iteration 11Q (3317.583091 sec): 3 clusters Score: Raw -65884.304555 + Penalty 2645.076492 = -63239.228063 nChanged 4 SP:Iteration 12Q (3317.680654 sec): 3 clusters Score: Raw -65887.217874 + Penalty 2645.076492 = -63242.141381 nChanged 2 SP:Iteration 13Q (3317.785151 sec): 3 clusters Score: Raw -65889.952467 + Penalty 2645.076492 = -63244.875975 nChanged 3 SP:Iteration 14Q (3317.898197 sec): 3 clusters Score: Raw -65891.344794 + Penalty 2645.076492 = -63246.268301 nChanged 3 SP:Iteration 15Q (3317.987475 sec): 3 clusters Score: Raw -65893.917051 + Penalty 2645.076492 = -63248.840559 nChanged 3 SP:Iteration 16Q (3318.076091 sec): 3 clusters Score: Raw -65896.053095 + Penalty 2645.076492 = -63250.976602 nChanged 0 SP:Iteration 17F (3318.153331 sec): 3 clusters Score: Raw -65896.053095 + Penalty 2645.076492 = -63250.976602 nChanged 0 Score: Raw -11971878.655721 + Penalty 77209.106974 = -11894669.548746 Splitting cluster 11 changes total score from -11891311.520909 to -11894669.548746 So it's getting split into cluster 36. Trying to split cluster 12 (4747 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3325.499603 sec): 2 clusters Score: Raw -295728.631265 + Penalty 1485.654555 = -294242.976711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3325.592682 sec): 3 clusters Score: Raw -293339.497866 + Penalty 2971.309110 = -290368.188757 nChanged 1884 SP:Iteration 1F (3325.677656 sec): 3 clusters Score: Raw -294656.929536 + Penalty 2971.309110 = -291685.620426 nChanged 522 SP:Iteration 2F (3325.759559 sec): 3 clusters Score: Raw -295285.372002 + Penalty 2971.309110 = -292314.062893 nChanged 461 SP:Iteration 3F (3325.862043 sec): 3 clusters Score: Raw -295853.848410 + Penalty 2971.309110 = -292882.539301 nChanged 376 SP:Iteration 4F (3325.956340 sec): 3 clusters Score: Raw -296225.240127 + Penalty 2971.309110 = -293253.931018 nChanged 250 SP:Iteration 5F (3326.048350 sec): 3 clusters Score: Raw -296397.652140 + Penalty 2971.309110 = -293426.343030 nChanged 155 SP:Iteration 6Q (3326.121442 sec): 3 clusters Score: Raw -296497.479942 + Penalty 2971.309110 = -293526.170832 nChanged 107 SP:Iteration 7Q (3326.215768 sec): 3 clusters Score: Raw -296547.914973 + Penalty 2971.309110 = -293576.605864 nChanged 73 SP:Iteration 8Q (3326.324904 sec): 3 clusters Score: Raw -296576.998244 + Penalty 2971.309110 = -293605.689134 nChanged 49 SP:Iteration 9Q (3326.420115 sec): 3 clusters Score: Raw -296600.211791 + Penalty 2971.309110 = -293628.902681 nChanged 47 SP:Iteration 10Q (3326.510914 sec): 3 clusters Score: Raw -296622.548558 + Penalty 2971.309110 = -293651.239449 nChanged 38 SP:Iteration 11Q (3326.567642 sec): 3 clusters Score: Raw -296638.886132 + Penalty 2971.309110 = -293667.577022 nChanged 30 SP:Iteration 12Q (3326.673486 sec): 3 clusters Score: Raw -296650.943362 + Penalty 2971.309110 = -293679.634253 nChanged 18 SP:Iteration 13Q (3326.752981 sec): 3 clusters Score: Raw -296656.078131 + Penalty 2971.309110 = -293684.769021 nChanged 13 SP:Iteration 14Q (3326.834045 sec): 3 clusters Score: Raw -296660.287990 + Penalty 2971.309110 = -293688.978881 nChanged 14 SP:Iteration 15Q (3326.926231 sec): 3 clusters Score: Raw -296663.697882 + Penalty 2971.309110 = -293692.388772 nChanged 10 SP:Iteration 16Q (3327.014299 sec): 3 clusters Score: Raw -296665.836011 + Penalty 2971.309110 = -293694.526902 nChanged 8 SP:Iteration 17Q (3327.103979 sec): 3 clusters Score: Raw -296668.148807 + Penalty 2971.309110 = -293696.839697 nChanged 11 SP:Iteration 18Q (3327.192007 sec): 3 clusters Score: Raw -296673.276384 + Penalty 2971.309110 = -293701.967274 nChanged 14 SP:Iteration 19Q (3327.276370 sec): 3 clusters Score: Raw -296677.573359 + Penalty 2971.309110 = -293706.264249 nChanged 12 SP:Iteration 20F (3327.369826 sec): 3 clusters Score: Raw -296680.594891 + Penalty 2971.309110 = -293709.285781 nChanged 6 SP:Iteration 21Q (3327.454829 sec): 3 clusters Score: Raw -296681.679105 + Penalty 2971.309110 = -293710.369995 nChanged 8 SP:Iteration 22Q (3327.543872 sec): 3 clusters Score: Raw -296683.469901 + Penalty 2971.309110 = -293712.160791 nChanged 5 SP:Iteration 23Q (3327.640784 sec): 3 clusters Score: Raw -296685.161445 + Penalty 2971.309110 = -293713.852336 nChanged 5 SP:Iteration 24Q (3327.725848 sec): 3 clusters Score: Raw -296686.230987 + Penalty 2971.309110 = -293714.921877 nChanged 8 SP:Iteration 25Q (3327.805885 sec): 3 clusters Score: Raw -296688.417904 + Penalty 2971.309110 = -293717.108794 nChanged 8 SP:Iteration 26Q (3327.890643 sec): 3 clusters Score: Raw -296690.560564 + Penalty 2971.309110 = -293719.251454 nChanged 9 SP:Iteration 27Q (3327.984763 sec): 3 clusters Score: Raw -296692.885489 + Penalty 2971.309110 = -293721.576379 nChanged 5 SP:Iteration 28Q (3328.067948 sec): 3 clusters Score: Raw -296693.552957 + Penalty 2971.309110 = -293722.243847 nChanged 6 SP:Iteration 29Q (3328.134399 sec): 3 clusters Score: Raw -296694.549878 + Penalty 2971.309110 = -293723.240769 nChanged 3 SP:Iteration 30Q (3328.220860 sec): 3 clusters Score: Raw -296694.776986 + Penalty 2971.309110 = -293723.467876 nChanged 1 SP:Iteration 31Q (3328.324550 sec): 3 clusters Score: Raw -296694.845912 + Penalty 2971.309110 = -293723.536802 nChanged 0 SP:Iteration 32F (3328.413465 sec): 3 clusters Score: Raw -296694.845912 + Penalty 2971.309110 = -293723.536802 nChanged 0 Trying to split cluster 13 (2313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3328.461275 sec): 2 clusters Score: Raw -130741.189270 + Penalty 1359.475766 = -129381.713503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3328.545597 sec): 3 clusters Score: Raw -129781.622179 + Penalty 2718.951532 = -127062.670646 nChanged 832 SP:Iteration 1F (3328.609121 sec): 3 clusters Score: Raw -130405.423404 + Penalty 2718.951532 = -127686.471872 nChanged 185 SP:Iteration 2F (3328.709040 sec): 3 clusters Score: Raw -130553.663152 + Penalty 2718.951532 = -127834.711620 nChanged 127 SP:Iteration 3F (3328.791584 sec): 3 clusters Score: Raw -130643.740097 + Penalty 2718.951532 = -127924.788564 nChanged 81 SP:Iteration 4Q (3328.859324 sec): 3 clusters Score: Raw -130701.929198 + Penalty 2718.951532 = -127982.977665 nChanged 55 SP:Iteration 5Q (3328.943329 sec): 3 clusters Score: Raw -130731.413866 + Penalty 2718.951532 = -128012.462334 nChanged 52 SP:Iteration 6Q (3329.022298 sec): 3 clusters Score: Raw -130762.725305 + Penalty 2718.951532 = -128043.773772 nChanged 46 SP:Iteration 7Q (3329.113502 sec): 3 clusters Score: Raw -130791.694296 + Penalty 2718.951532 = -128072.742763 nChanged 42 SP:Iteration 8Q (3329.207558 sec): 3 clusters Score: Raw -130821.547946 + Penalty 2718.951532 = -128102.596413 nChanged 35 SP:Iteration 9Q (3329.276050 sec): 3 clusters Score: Raw -130844.932778 + Penalty 2718.951532 = -128125.981245 nChanged 28 SP:Iteration 10Q (3329.355020 sec): 3 clusters Score: Raw -130863.388201 + Penalty 2718.951532 = -128144.436669 nChanged 33 SP:Iteration 11Q (3329.450995 sec): 3 clusters Score: Raw -130883.654532 + Penalty 2718.951532 = -128164.703000 nChanged 13 SP:Iteration 12Q (3329.537681 sec): 3 clusters Score: Raw -130893.162206 + Penalty 2718.951532 = -128174.210674 nChanged 15 SP:Iteration 13Q (3329.621528 sec): 3 clusters Score: Raw -130910.667783 + Penalty 2718.951532 = -128191.716251 nChanged 23 SP:Iteration 14Q (3329.700544 sec): 3 clusters Score: Raw -130928.653532 + Penalty 2718.951532 = -128209.702000 nChanged 24 SP:Iteration 15Q (3329.795788 sec): 3 clusters Score: Raw -130952.079959 + Penalty 2718.951532 = -128233.128427 nChanged 25 SP:Iteration 16Q (3329.875747 sec): 3 clusters Score: Raw -130971.464043 + Penalty 2718.951532 = -128252.512511 nChanged 14 SP:Iteration 17Q (3329.960620 sec): 3 clusters Score: Raw -130982.693791 + Penalty 2718.951532 = -128263.742259 nChanged 20 SP:Iteration 18Q (3330.047516 sec): 3 clusters Score: Raw -130994.086427 + Penalty 2718.951532 = -128275.134895 nChanged 14 SP:Iteration 19Q (3330.150106 sec): 3 clusters Score: Raw -131004.053996 + Penalty 2718.951532 = -128285.102463 nChanged 18 SP:Iteration 20F (3330.235154 sec): 3 clusters Score: Raw -131013.371016 + Penalty 2718.951532 = -128294.419483 nChanged 15 SP:Iteration 21Q (3330.316769 sec): 3 clusters Score: Raw -131021.494148 + Penalty 2718.951532 = -128302.542616 nChanged 12 SP:Iteration 22Q (3330.397076 sec): 3 clusters Score: Raw -131029.396461 + Penalty 2718.951532 = -128310.444928 nChanged 16 SP:Iteration 23Q (3330.470164 sec): 3 clusters Score: Raw -131042.184459 + Penalty 2718.951532 = -128323.232927 nChanged 13 SP:Iteration 24Q (3330.554863 sec): 3 clusters Score: Raw -131048.981294 + Penalty 2718.951532 = -128330.029761 nChanged 12 SP:Iteration 25Q (3330.644058 sec): 3 clusters Score: Raw -131053.585919 + Penalty 2718.951532 = -128334.634387 nChanged 9 SP:Iteration 26Q (3330.733987 sec): 3 clusters Score: Raw -131059.183589 + Penalty 2718.951532 = -128340.232057 nChanged 6 SP:Iteration 27Q (3330.820777 sec): 3 clusters Score: Raw -131062.946098 + Penalty 2718.951532 = -128343.994566 nChanged 3 SP:Iteration 28Q (3330.892976 sec): 3 clusters Score: Raw -131064.471482 + Penalty 2718.951532 = -128345.519949 nChanged 4 SP:Iteration 29Q (3330.985171 sec): 3 clusters Score: Raw -131065.936072 + Penalty 2718.951532 = -128346.984540 nChanged 0 SP:Iteration 30F (3331.056835 sec): 3 clusters Score: Raw -131065.936072 + Penalty 2718.951532 = -128346.984540 nChanged 0 Trying to split cluster 14 (8659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3331.143959 sec): 2 clusters Score: Raw -599964.685680 + Penalty 1591.145219 = -598373.540461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3331.247910 sec): 3 clusters Score: Raw -595190.642516 + Penalty 3182.290437 = -592008.352079 nChanged 3669 SP:Iteration 1F (3331.351388 sec): 3 clusters Score: Raw -597241.782206 + Penalty 3182.290437 = -594059.491769 nChanged 590 SP:Iteration 2F (3331.449830 sec): 3 clusters Score: Raw -597544.331375 + Penalty 3182.290437 = -594362.040938 nChanged 485 SP:Iteration 3F (3331.546945 sec): 3 clusters Score: Raw -597789.545272 + Penalty 3182.290437 = -594607.254835 nChanged 447 SP:Iteration 4F (3331.661508 sec): 3 clusters Score: Raw -598028.740513 + Penalty 3182.290437 = -594846.450076 nChanged 418 SP:Iteration 5Q (3331.744617 sec): 3 clusters Score: Raw -598271.027399 + Penalty 3182.290437 = -595088.736962 nChanged 408 SP:Iteration 6Q (3331.865190 sec): 3 clusters Score: Raw -598501.652170 + Penalty 3182.290437 = -595319.361733 nChanged 376 SP:Iteration 7Q (3331.962313 sec): 3 clusters Score: Raw -598701.679042 + Penalty 3182.290437 = -595519.388605 nChanged 330 SP:Iteration 8Q (3332.055514 sec): 3 clusters Score: Raw -598866.123541 + Penalty 3182.290437 = -595683.833104 nChanged 280 SP:Iteration 9Q (3332.149428 sec): 3 clusters Score: Raw -599000.147130 + Penalty 3182.290437 = -595817.856693 nChanged 233 SP:Iteration 10Q (3332.246963 sec): 3 clusters Score: Raw -599126.676966 + Penalty 3182.290437 = -595944.386529 nChanged 221 SP:Iteration 11Q (3332.338153 sec): 3 clusters Score: Raw -599238.262607 + Penalty 3182.290437 = -596055.972170 nChanged 195 SP:Iteration 12Q (3332.416445 sec): 3 clusters Score: Raw -599341.621485 + Penalty 3182.290437 = -596159.331048 nChanged 185 SP:Iteration 13Q (3332.570077 sec): 3 clusters Score: Raw -599440.617109 + Penalty 3182.290437 = -596258.326672 nChanged 176 SP:Iteration 14Q (3332.670444 sec): 3 clusters Score: Raw -599539.194064 + Penalty 3182.290437 = -596356.903627 nChanged 182 SP:Iteration 15Q (3332.784600 sec): 3 clusters Score: Raw -599645.585293 + Penalty 3182.290437 = -596463.294856 nChanged 186 SP:Iteration 16Q (3332.926427 sec): 3 clusters Score: Raw -599772.331732 + Penalty 3182.290437 = -596590.041295 nChanged 209 SP:Iteration 17Q (3333.036952 sec): 3 clusters Score: Raw -599926.047638 + Penalty 3182.290437 = -596743.757201 nChanged 204 SP:Iteration 18Q (3333.150937 sec): 3 clusters Score: Raw -600117.963227 + Penalty 3182.290437 = -596935.672790 nChanged 192 SP:Iteration 19Q (3333.269073 sec): 3 clusters Score: Raw -600303.742908 + Penalty 3182.290437 = -597121.452471 nChanged 182 SP:Iteration 20F (3333.384978 sec): 3 clusters Score: Raw -600477.684869 + Penalty 3182.290437 = -597295.394432 nChanged 209 SP:Iteration 21Q (3333.481923 sec): 3 clusters Score: Raw -600670.305535 + Penalty 3182.290437 = -597488.015098 nChanged 185 SP:Iteration 22Q (3333.617391 sec): 3 clusters Score: Raw -600825.459121 + Penalty 3182.290437 = -597643.168684 nChanged 169 SP:Iteration 23Q (3333.732783 sec): 3 clusters Score: Raw -600948.386852 + Penalty 3182.290437 = -597766.096415 nChanged 133 SP:Iteration 24Q (3333.856227 sec): 3 clusters Score: Raw -601023.089480 + Penalty 3182.290437 = -597840.799043 nChanged 106 SP:Iteration 25Q (3333.962731 sec): 3 clusters Score: Raw -601068.758761 + Penalty 3182.290437 = -597886.468324 nChanged 86 SP:Iteration 26Q (3334.071355 sec): 3 clusters Score: Raw -601101.167740 + Penalty 3182.290437 = -597918.877303 nChanged 65 SP:Iteration 27Q (3334.201300 sec): 3 clusters Score: Raw -601122.553615 + Penalty 3182.290437 = -597940.263178 nChanged 46 SP:Iteration 28Q (3334.319895 sec): 3 clusters Score: Raw -601136.731658 + Penalty 3182.290437 = -597954.441221 nChanged 38 SP:Iteration 29Q (3334.455043 sec): 3 clusters Score: Raw -601148.677341 + Penalty 3182.290437 = -597966.386904 nChanged 37 SP:Iteration 30Q (3334.583327 sec): 3 clusters Score: Raw -601157.248972 + Penalty 3182.290437 = -597974.958535 nChanged 28 SP:Iteration 31Q (3334.723895 sec): 3 clusters Score: Raw -601165.240553 + Penalty 3182.290437 = -597982.950116 nChanged 21 SP:Iteration 32Q (3334.843243 sec): 3 clusters Score: Raw -601169.576600 + Penalty 3182.290437 = -597987.286163 nChanged 22 SP:Iteration 33Q (3334.954551 sec): 3 clusters Score: Raw -601174.053214 + Penalty 3182.290437 = -597991.762777 nChanged 22 SP:Iteration 34Q (3335.082849 sec): 3 clusters Score: Raw -601179.267187 + Penalty 3182.290437 = -597996.976750 nChanged 23 SP:Iteration 35Q (3335.196860 sec): 3 clusters Score: Raw -601186.014819 + Penalty 3182.290437 = -598003.724382 nChanged 29 SP:Iteration 36Q (3335.316027 sec): 3 clusters Score: Raw -601192.117747 + Penalty 3182.290437 = -598009.827310 nChanged 21 SP:Iteration 37Q (3335.424104 sec): 3 clusters Score: Raw -601196.629577 + Penalty 3182.290437 = -598014.339140 nChanged 20 SP:Iteration 38Q (3335.539033 sec): 3 clusters Score: Raw -601201.194021 + Penalty 3182.290437 = -598018.903584 nChanged 21 SP:Iteration 39Q (3335.676105 sec): 3 clusters Score: Raw -601206.541938 + Penalty 3182.290437 = -598024.251501 nChanged 21 SP:Iteration 40F (3335.763883 sec): 3 clusters Score: Raw -601211.415613 + Penalty 3182.290437 = -598029.125175 nChanged 20 SP:Iteration 41Q (3335.882497 sec): 3 clusters Score: Raw -601215.381875 + Penalty 3182.290437 = -598033.091438 nChanged 21 SP:Iteration 42Q (3336.006553 sec): 3 clusters Score: Raw -601220.382819 + Penalty 3182.290437 = -598038.092382 nChanged 24 SP:Iteration 43Q (3336.121667 sec): 3 clusters Score: Raw -601227.189200 + Penalty 3182.290437 = -598044.898763 nChanged 29 SP:Iteration 44Q (3336.222189 sec): 3 clusters Score: Raw -601237.589405 + Penalty 3182.290437 = -598055.298968 nChanged 38 SP:Iteration 45Q (3336.311194 sec): 3 clusters Score: Raw -601250.931281 + Penalty 3182.290437 = -598068.640844 nChanged 41 SP:Iteration 46Q (3336.397599 sec): 3 clusters Score: Raw -601265.432464 + Penalty 3182.290437 = -598083.142027 nChanged 45 SP:Iteration 47Q (3336.499835 sec): 3 clusters Score: Raw -601282.313645 + Penalty 3182.290437 = -598100.023208 nChanged 55 SP:Iteration 48Q (3336.596691 sec): 3 clusters Score: Raw -601304.198394 + Penalty 3182.290437 = -598121.907957 nChanged 59 SP:Iteration 49Q (3336.704271 sec): 3 clusters Score: Raw -601330.993957 + Penalty 3182.290437 = -598148.703520 nChanged 68 SP:Iteration 50Q (3336.780198 sec): 3 clusters Score: Raw -601363.837946 + Penalty 3182.290437 = -598181.547509 nChanged 66 SP:Iteration 51Q (3336.906572 sec): 3 clusters Score: Raw -601389.540737 + Penalty 3182.290437 = -598207.250300 nChanged 55 SP:Iteration 52Q (3337.003481 sec): 3 clusters Score: Raw -601411.853409 + Penalty 3182.290437 = -598229.562972 nChanged 59 SP:Iteration 53Q (3337.105643 sec): 3 clusters Score: Raw -601439.875873 + Penalty 3182.290437 = -598257.585436 nChanged 57 SP:Iteration 54Q (3337.207961 sec): 3 clusters Score: Raw -601458.080114 + Penalty 3182.290437 = -598275.789677 nChanged 57 SP:Iteration 55Q (3337.310644 sec): 3 clusters Score: Raw -601478.282797 + Penalty 3182.290437 = -598295.992360 nChanged 58 SP:Iteration 56Q (3337.392249 sec): 3 clusters Score: Raw -601495.152957 + Penalty 3182.290437 = -598312.862520 nChanged 51 SP:Iteration 57Q (3337.506636 sec): 3 clusters Score: Raw -601510.436462 + Penalty 3182.290437 = -598328.146025 nChanged 45 SP:Iteration 58Q (3337.587391 sec): 3 clusters Score: Raw -601524.134444 + Penalty 3182.290437 = -598341.844007 nChanged 41 SP:Iteration 59Q (3337.707554 sec): 3 clusters Score: Raw -601535.171131 + Penalty 3182.290437 = -598352.880694 nChanged 37 SP:Iteration 60F (3337.772269 sec): 3 clusters Score: Raw -601545.581095 + Penalty 3182.290437 = -598363.290658 nChanged 36 SP:Iteration 61Q (3337.874787 sec): 3 clusters Score: Raw -601554.065126 + Penalty 3182.290437 = -598371.774689 nChanged 32 SP:Iteration 62Q (3337.993034 sec): 3 clusters Score: Raw -601561.506745 + Penalty 3182.290437 = -598379.216308 nChanged 25 SP:Iteration 63Q (3338.073357 sec): 3 clusters Score: Raw -601566.184395 + Penalty 3182.290437 = -598383.893958 nChanged 18 SP:Iteration 64Q (3338.173555 sec): 3 clusters Score: Raw -601570.199420 + Penalty 3182.290437 = -598387.908983 nChanged 16 SP:Iteration 65Q (3338.273094 sec): 3 clusters Score: Raw -601572.892741 + Penalty 3182.290437 = -598390.602304 nChanged 10 SP:Iteration 66Q (3338.375066 sec): 3 clusters Score: Raw -601574.764847 + Penalty 3182.290437 = -598392.474410 nChanged 12 SP:Iteration 67Q (3338.503417 sec): 3 clusters Score: Raw -601576.903998 + Penalty 3182.290437 = -598394.613561 nChanged 12 SP:Iteration 68Q (3338.605189 sec): 3 clusters Score: Raw -601578.932386 + Penalty 3182.290437 = -598396.641949 nChanged 10 SP:Iteration 69Q (3338.707130 sec): 3 clusters Score: Raw -601579.887620 + Penalty 3182.290437 = -598397.597183 nChanged 2 SP:Iteration 70Q (3338.809052 sec): 3 clusters Score: Raw -601580.287586 + Penalty 3182.290437 = -598397.997149 nChanged 4 SP:Iteration 71Q (3338.907899 sec): 3 clusters Score: Raw -601580.588216 + Penalty 3182.290437 = -598398.297779 nChanged 1 SP:Iteration 72Q (3338.992443 sec): 3 clusters Score: Raw -601580.768783 + Penalty 3182.290437 = -598398.478346 nChanged 1 SP:Iteration 73Q (3339.113337 sec): 3 clusters Score: Raw -601580.865024 + Penalty 3182.290437 = -598398.574587 nChanged 0 SP:Iteration 74F (3339.213259 sec): 3 clusters Score: Raw -601580.865024 + Penalty 3182.290437 = -598398.574587 nChanged 0 Score: Raw -11973494.835065 + Penalty 79353.804390 = -11894141.030675 Splitting cluster 14 changes total score from -11891311.520909 to -11894141.030675 So it's getting split into cluster 37. Trying to split cluster 15 (3327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3346.459187 sec): 2 clusters Score: Raw -170201.103796 + Penalty 1423.274511 = -168777.829284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3346.524238 sec): 3 clusters Score: Raw -168628.220461 + Penalty 2846.549023 = -165781.671438 nChanged 1273 SP:Iteration 1F (3346.610606 sec): 3 clusters Score: Raw -169461.124475 + Penalty 2846.549023 = -166614.575452 nChanged 266 SP:Iteration 2F (3346.693085 sec): 3 clusters Score: Raw -169704.245468 + Penalty 2846.549023 = -166857.696446 nChanged 249 SP:Iteration 3F (3346.794310 sec): 3 clusters Score: Raw -169982.349596 + Penalty 2846.549023 = -167135.800573 nChanged 224 SP:Iteration 4F (3346.875819 sec): 3 clusters Score: Raw -170206.124256 + Penalty 2846.549023 = -167359.575233 nChanged 186 SP:Iteration 5F (3346.959465 sec): 3 clusters Score: Raw -170392.337269 + Penalty 2846.549023 = -167545.788246 nChanged 167 SP:Iteration 6F (3347.044646 sec): 3 clusters Score: Raw -170554.615425 + Penalty 2846.549023 = -167708.066402 nChanged 151 SP:Iteration 7Q (3347.153617 sec): 3 clusters Score: Raw -170703.218208 + Penalty 2846.549023 = -167856.669185 nChanged 115 SP:Iteration 8Q (3347.253296 sec): 3 clusters Score: Raw -170813.998402 + Penalty 2846.549023 = -167967.449379 nChanged 103 SP:Iteration 9Q (3347.340909 sec): 3 clusters Score: Raw -170890.986091 + Penalty 2846.549023 = -168044.437068 nChanged 89 SP:Iteration 10Q (3347.430820 sec): 3 clusters Score: Raw -170948.100304 + Penalty 2846.549023 = -168101.551281 nChanged 65 SP:Iteration 11Q (3347.517658 sec): 3 clusters Score: Raw -170983.110727 + Penalty 2846.549023 = -168136.561705 nChanged 38 SP:Iteration 12Q (3347.606501 sec): 3 clusters Score: Raw -171004.900757 + Penalty 2846.549023 = -168158.351734 nChanged 29 SP:Iteration 13Q (3347.672985 sec): 3 clusters Score: Raw -171018.260292 + Penalty 2846.549023 = -168171.711269 nChanged 25 SP:Iteration 14Q (3347.776452 sec): 3 clusters Score: Raw -171034.119057 + Penalty 2846.549023 = -168187.570034 nChanged 17 SP:Iteration 15Q (3347.860123 sec): 3 clusters Score: Raw -171044.151995 + Penalty 2846.549023 = -168197.602972 nChanged 19 SP:Iteration 16Q (3347.926127 sec): 3 clusters Score: Raw -171051.045568 + Penalty 2846.549023 = -168204.496545 nChanged 12 SP:Iteration 17Q (3348.006876 sec): 3 clusters Score: Raw -171056.009006 + Penalty 2846.549023 = -168209.459983 nChanged 12 SP:Iteration 18Q (3348.093319 sec): 3 clusters Score: Raw -171063.049251 + Penalty 2846.549023 = -168216.500228 nChanged 11 SP:Iteration 19Q (3348.169666 sec): 3 clusters Score: Raw -171066.913985 + Penalty 2846.549023 = -168220.364962 nChanged 9 SP:Iteration 20F (3348.241518 sec): 3 clusters Score: Raw -171070.176975 + Penalty 2846.549023 = -168223.627952 nChanged 10 SP:Iteration 21Q (3348.316219 sec): 3 clusters Score: Raw -171073.331403 + Penalty 2846.549023 = -168226.782380 nChanged 9 SP:Iteration 22Q (3348.404968 sec): 3 clusters Score: Raw -171076.493554 + Penalty 2846.549023 = -168229.944531 nChanged 8 SP:Iteration 23Q (3348.491053 sec): 3 clusters Score: Raw -171078.497545 + Penalty 2846.549023 = -168231.948522 nChanged 6 SP:Iteration 24Q (3348.586467 sec): 3 clusters Score: Raw -171082.302824 + Penalty 2846.549023 = -168235.753801 nChanged 8 SP:Iteration 25Q (3348.673332 sec): 3 clusters Score: Raw -171086.667209 + Penalty 2846.549023 = -168240.118186 nChanged 8 SP:Iteration 26Q (3348.763394 sec): 3 clusters Score: Raw -171092.023555 + Penalty 2846.549023 = -168245.474532 nChanged 8 SP:Iteration 27Q (3348.852100 sec): 3 clusters Score: Raw -171095.635491 + Penalty 2846.549023 = -168249.086469 nChanged 13 SP:Iteration 28Q (3348.934123 sec): 3 clusters Score: Raw -171102.227768 + Penalty 2846.549023 = -168255.678745 nChanged 11 SP:Iteration 29Q (3349.019412 sec): 3 clusters Score: Raw -171109.023306 + Penalty 2846.549023 = -168262.474283 nChanged 11 SP:Iteration 30Q (3349.107135 sec): 3 clusters Score: Raw -171114.173772 + Penalty 2846.549023 = -168267.624749 nChanged 12 SP:Iteration 31Q (3349.196253 sec): 3 clusters Score: Raw -171119.035361 + Penalty 2846.549023 = -168272.486338 nChanged 11 SP:Iteration 32Q (3349.271201 sec): 3 clusters Score: Raw -171121.941812 + Penalty 2846.549023 = -168275.392789 nChanged 7 SP:Iteration 33Q (3349.339163 sec): 3 clusters Score: Raw -171123.568380 + Penalty 2846.549023 = -168277.019357 nChanged 8 SP:Iteration 34Q (3349.434706 sec): 3 clusters Score: Raw -171126.411126 + Penalty 2846.549023 = -168279.862103 nChanged 5 SP:Iteration 35Q (3349.523135 sec): 3 clusters Score: Raw -171128.902416 + Penalty 2846.549023 = -168282.353393 nChanged 7 SP:Iteration 36Q (3349.608882 sec): 3 clusters Score: Raw -171131.511579 + Penalty 2846.549023 = -168284.962557 nChanged 6 SP:Iteration 37Q (3349.689074 sec): 3 clusters Score: Raw -171134.203726 + Penalty 2846.549023 = -168287.654703 nChanged 5 SP:Iteration 38Q (3349.786115 sec): 3 clusters Score: Raw -171135.671241 + Penalty 2846.549023 = -168289.122218 nChanged 5 SP:Iteration 39Q (3349.863803 sec): 3 clusters Score: Raw -171137.042599 + Penalty 2846.549023 = -168290.493576 nChanged 4 SP:Iteration 40F (3349.956882 sec): 3 clusters Score: Raw -171138.667928 + Penalty 2846.549023 = -168292.118905 nChanged 2 SP:Iteration 41Q (3350.022064 sec): 3 clusters Score: Raw -171138.829006 + Penalty 2846.549023 = -168292.279983 nChanged 1 SP:Iteration 42Q (3350.109213 sec): 3 clusters Score: Raw -171139.088417 + Penalty 2846.549023 = -168292.539395 nChanged 3 SP:Iteration 43Q (3350.196203 sec): 3 clusters Score: Raw -171139.564690 + Penalty 2846.549023 = -168293.015667 nChanged 0 SP:Iteration 44F (3350.271016 sec): 3 clusters Score: Raw -171139.564690 + Penalty 2846.549023 = -168293.015667 nChanged 0 Trying to split cluster 16 (5108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3350.340863 sec): 2 clusters Score: Raw -338975.968607 + Penalty 1498.517845 = -337477.450763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3350.425029 sec): 3 clusters Score: Raw -336378.791749 + Penalty 2997.035689 = -333381.756059 nChanged 2074 SP:Iteration 1F (3350.522470 sec): 3 clusters Score: Raw -337559.461279 + Penalty 2997.035689 = -334562.425590 nChanged 407 SP:Iteration 2F (3350.594940 sec): 3 clusters Score: Raw -337830.421442 + Penalty 2997.035689 = -334833.385753 nChanged 331 SP:Iteration 3F (3350.687678 sec): 3 clusters Score: Raw -338080.351064 + Penalty 2997.035689 = -335083.315374 nChanged 278 SP:Iteration 4F (3350.776166 sec): 3 clusters Score: Raw -338267.950314 + Penalty 2997.035689 = -335270.914625 nChanged 234 SP:Iteration 5Q (3350.868930 sec): 3 clusters Score: Raw -338427.989896 + Penalty 2997.035689 = -335430.954206 nChanged 210 SP:Iteration 6Q (3350.975304 sec): 3 clusters Score: Raw -338602.866558 + Penalty 2997.035689 = -335605.830869 nChanged 225 SP:Iteration 7Q (3351.052020 sec): 3 clusters Score: Raw -338778.379915 + Penalty 2997.035689 = -335781.344226 nChanged 214 SP:Iteration 8Q (3351.192102 sec): 3 clusters Score: Raw -338931.526911 + Penalty 2997.035689 = -335934.491222 nChanged 181 SP:Iteration 9Q (3351.338961 sec): 3 clusters Score: Raw -339051.394535 + Penalty 2997.035689 = -336054.358846 nChanged 165 SP:Iteration 10Q (3351.438453 sec): 3 clusters Score: Raw -339144.544605 + Penalty 2997.035689 = -336147.508916 nChanged 127 SP:Iteration 11Q (3351.542722 sec): 3 clusters Score: Raw -339209.958470 + Penalty 2997.035689 = -336212.922781 nChanged 87 SP:Iteration 12Q (3351.669579 sec): 3 clusters Score: Raw -339246.657763 + Penalty 2997.035689 = -336249.622074 nChanged 76 SP:Iteration 13Q (3351.763502 sec): 3 clusters Score: Raw -339295.938625 + Penalty 2997.035689 = -336298.902936 nChanged 68 SP:Iteration 14Q (3351.870576 sec): 3 clusters Score: Raw -339337.455109 + Penalty 2997.035689 = -336340.419419 nChanged 65 SP:Iteration 15Q (3351.970392 sec): 3 clusters Score: Raw -339376.628893 + Penalty 2997.035689 = -336379.593203 nChanged 65 SP:Iteration 16Q (3352.093706 sec): 3 clusters Score: Raw -339420.992566 + Penalty 2997.035689 = -336423.956877 nChanged 63 SP:Iteration 17Q (3352.200989 sec): 3 clusters Score: Raw -339460.185221 + Penalty 2997.035689 = -336463.149532 nChanged 43 SP:Iteration 18Q (3352.327136 sec): 3 clusters Score: Raw -339488.762967 + Penalty 2997.035689 = -336491.727277 nChanged 49 SP:Iteration 19Q (3352.432163 sec): 3 clusters Score: Raw -339507.536816 + Penalty 2997.035689 = -336510.501127 nChanged 31 SP:Iteration 20F (3352.548507 sec): 3 clusters Score: Raw -339519.111114 + Penalty 2997.035689 = -336522.075425 nChanged 24 SP:Iteration 21Q (3352.657012 sec): 3 clusters Score: Raw -339528.687486 + Penalty 2997.035689 = -336531.651796 nChanged 27 SP:Iteration 22Q (3352.783647 sec): 3 clusters Score: Raw -339539.925916 + Penalty 2997.035689 = -336542.890226 nChanged 20 SP:Iteration 23Q (3352.886307 sec): 3 clusters Score: Raw -339547.283511 + Penalty 2997.035689 = -336550.247822 nChanged 16 SP:Iteration 24Q (3352.975580 sec): 3 clusters Score: Raw -339551.731026 + Penalty 2997.035689 = -336554.695337 nChanged 14 SP:Iteration 25Q (3353.092667 sec): 3 clusters Score: Raw -339556.483268 + Penalty 2997.035689 = -336559.447579 nChanged 16 SP:Iteration 26Q (3353.193113 sec): 3 clusters Score: Raw -339561.662660 + Penalty 2997.035689 = -336564.626971 nChanged 13 SP:Iteration 27Q (3353.297064 sec): 3 clusters Score: Raw -339565.364308 + Penalty 2997.035689 = -336568.328619 nChanged 7 SP:Iteration 28Q (3353.413468 sec): 3 clusters Score: Raw -339567.279255 + Penalty 2997.035689 = -336570.243566 nChanged 6 SP:Iteration 29Q (3353.521426 sec): 3 clusters Score: Raw -339570.040098 + Penalty 2997.035689 = -336573.004409 nChanged 11 SP:Iteration 30Q (3353.636861 sec): 3 clusters Score: Raw -339575.875811 + Penalty 2997.035689 = -336578.840122 nChanged 15 SP:Iteration 31Q (3353.753076 sec): 3 clusters Score: Raw -339579.583038 + Penalty 2997.035689 = -336582.547348 nChanged 11 SP:Iteration 32Q (3353.861432 sec): 3 clusters Score: Raw -339582.308390 + Penalty 2997.035689 = -336585.272701 nChanged 8 SP:Iteration 33Q (3353.964423 sec): 3 clusters Score: Raw -339584.860564 + Penalty 2997.035689 = -336587.824875 nChanged 8 SP:Iteration 34Q (3354.064287 sec): 3 clusters Score: Raw -339586.694149 + Penalty 2997.035689 = -336589.658459 nChanged 3 SP:Iteration 35Q (3354.190874 sec): 3 clusters Score: Raw -339587.626357 + Penalty 2997.035689 = -336590.590667 nChanged 5 SP:Iteration 36Q (3354.303823 sec): 3 clusters Score: Raw -339588.647972 + Penalty 2997.035689 = -336591.612282 nChanged 4 SP:Iteration 37Q (3354.439341 sec): 3 clusters Score: Raw -339589.199757 + Penalty 2997.035689 = -336592.164068 nChanged 0 SP:Iteration 38F (3354.520659 sec): 3 clusters Score: Raw -339589.199757 + Penalty 2997.035689 = -336592.164068 nChanged 0 Trying to split cluster 17 (10057 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3354.628346 sec): 2 clusters Score: Raw -532873.323586 + Penalty 1617.412245 = -531255.911341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3354.811038 sec): 3 clusters Score: Raw -527296.798209 + Penalty 3234.824490 = -524061.973719 nChanged 4342 SP:Iteration 1F (3354.964744 sec): 3 clusters Score: Raw -529929.620585 + Penalty 3234.824490 = -526694.796095 nChanged 841 SP:Iteration 2F (3355.093100 sec): 3 clusters Score: Raw -530566.579530 + Penalty 3234.824490 = -527331.755040 nChanged 783 SP:Iteration 3F (3355.234469 sec): 3 clusters Score: Raw -531345.613738 + Penalty 3234.824490 = -528110.789248 nChanged 789 SP:Iteration 4F (3355.337409 sec): 3 clusters Score: Raw -532228.409696 + Penalty 3234.824490 = -528993.585206 nChanged 777 SP:Iteration 5F (3355.499016 sec): 3 clusters Score: Raw -533019.484532 + Penalty 3234.824490 = -529784.660042 nChanged 626 SP:Iteration 6F (3355.625016 sec): 3 clusters Score: Raw -533524.182935 + Penalty 3234.824490 = -530289.358444 nChanged 439 SP:Iteration 7Q (3355.736993 sec): 3 clusters Score: Raw -533813.046693 + Penalty 3234.824490 = -530578.222203 nChanged 313 SP:Iteration 8Q (3355.884003 sec): 3 clusters Score: Raw -533981.368148 + Penalty 3234.824490 = -530746.543658 nChanged 204 SP:Iteration 9Q (3356.006297 sec): 3 clusters Score: Raw -534079.438975 + Penalty 3234.824490 = -530844.614485 nChanged 166 SP:Iteration 10Q (3356.100746 sec): 3 clusters Score: Raw -534157.499331 + Penalty 3234.824490 = -530922.674841 nChanged 134 SP:Iteration 11Q (3356.228838 sec): 3 clusters Score: Raw -534209.629202 + Penalty 3234.824490 = -530974.804712 nChanged 135 SP:Iteration 12Q (3356.345836 sec): 3 clusters Score: Raw -534259.867386 + Penalty 3234.824490 = -531025.042896 nChanged 123 SP:Iteration 13Q (3356.441417 sec): 3 clusters Score: Raw -534305.167328 + Penalty 3234.824490 = -531070.342838 nChanged 112 SP:Iteration 14Q (3356.579046 sec): 3 clusters Score: Raw -534350.801613 + Penalty 3234.824490 = -531115.977123 nChanged 120 SP:Iteration 15Q (3356.675252 sec): 3 clusters Score: Raw -534398.783613 + Penalty 3234.824490 = -531163.959123 nChanged 109 SP:Iteration 16Q (3356.806681 sec): 3 clusters Score: Raw -534440.324077 + Penalty 3234.824490 = -531205.499587 nChanged 101 SP:Iteration 17Q (3356.925863 sec): 3 clusters Score: Raw -534479.796108 + Penalty 3234.824490 = -531244.971617 nChanged 85 SP:Iteration 18Q (3357.047615 sec): 3 clusters Score: Raw -534507.850013 + Penalty 3234.824490 = -531273.025523 nChanged 71 SP:Iteration 19Q (3357.144963 sec): 3 clusters Score: Raw -534529.099633 + Penalty 3234.824490 = -531294.275143 nChanged 67 SP:Iteration 20F (3357.290123 sec): 3 clusters Score: Raw -534551.365303 + Penalty 3234.824490 = -531316.540813 nChanged 70 SP:Iteration 21Q (3357.406545 sec): 3 clusters Score: Raw -534572.602331 + Penalty 3234.824490 = -531337.777841 nChanged 56 SP:Iteration 22Q (3357.519478 sec): 3 clusters Score: Raw -534591.943184 + Penalty 3234.824490 = -531357.118694 nChanged 57 SP:Iteration 23Q (3357.625425 sec): 3 clusters Score: Raw -534608.284481 + Penalty 3234.824490 = -531373.459990 nChanged 53 SP:Iteration 24Q (3357.761804 sec): 3 clusters Score: Raw -534623.995139 + Penalty 3234.824490 = -531389.170649 nChanged 47 SP:Iteration 25Q (3357.863617 sec): 3 clusters Score: Raw -534639.525381 + Penalty 3234.824490 = -531404.700891 nChanged 57 SP:Iteration 26Q (3357.981978 sec): 3 clusters Score: Raw -534660.022801 + Penalty 3234.824490 = -531425.198311 nChanged 62 SP:Iteration 27Q (3358.101469 sec): 3 clusters Score: Raw -534684.826883 + Penalty 3234.824490 = -531450.002392 nChanged 59 SP:Iteration 28Q (3358.228431 sec): 3 clusters Score: Raw -534706.959443 + Penalty 3234.824490 = -531472.134953 nChanged 63 SP:Iteration 29Q (3358.364162 sec): 3 clusters Score: Raw -534729.073958 + Penalty 3234.824490 = -531494.249468 nChanged 49 SP:Iteration 30Q (3358.498583 sec): 3 clusters Score: Raw -534750.397147 + Penalty 3234.824490 = -531515.572657 nChanged 50 SP:Iteration 31Q (3358.606560 sec): 3 clusters Score: Raw -534770.394021 + Penalty 3234.824490 = -531535.569530 nChanged 47 SP:Iteration 32Q (3358.761572 sec): 3 clusters Score: Raw -534789.173811 + Penalty 3234.824490 = -531554.349321 nChanged 34 SP:Iteration 33Q (3358.854654 sec): 3 clusters Score: Raw -534798.836487 + Penalty 3234.824490 = -531564.011997 nChanged 18 SP:Iteration 34Q (3359.003799 sec): 3 clusters Score: Raw -534803.670001 + Penalty 3234.824490 = -531568.845511 nChanged 21 SP:Iteration 35Q (3359.110959 sec): 3 clusters Score: Raw -534809.846838 + Penalty 3234.824490 = -531575.022348 nChanged 20 SP:Iteration 36Q (3359.262641 sec): 3 clusters Score: Raw -534816.134333 + Penalty 3234.824490 = -531581.309843 nChanged 15 SP:Iteration 37Q (3359.387317 sec): 3 clusters Score: Raw -534820.773357 + Penalty 3234.824490 = -531585.948867 nChanged 23 SP:Iteration 38Q (3359.499277 sec): 3 clusters Score: Raw -534826.676705 + Penalty 3234.824490 = -531591.852215 nChanged 18 SP:Iteration 39Q (3359.613407 sec): 3 clusters Score: Raw -534831.260148 + Penalty 3234.824490 = -531596.435658 nChanged 12 SP:Iteration 40F (3359.746944 sec): 3 clusters Score: Raw -534834.596642 + Penalty 3234.824490 = -531599.772152 nChanged 11 SP:Iteration 41Q (3359.858315 sec): 3 clusters Score: Raw -534837.626962 + Penalty 3234.824490 = -531602.802472 nChanged 13 SP:Iteration 42Q (3359.947342 sec): 3 clusters Score: Raw -534842.501219 + Penalty 3234.824490 = -531607.676729 nChanged 16 SP:Iteration 43Q (3360.055673 sec): 3 clusters Score: Raw -534846.484127 + Penalty 3234.824490 = -531611.659637 nChanged 12 SP:Iteration 44Q (3360.165430 sec): 3 clusters Score: Raw -534849.668061 + Penalty 3234.824490 = -531614.843571 nChanged 9 SP:Iteration 45Q (3360.274076 sec): 3 clusters Score: Raw -534851.764716 + Penalty 3234.824490 = -531616.940226 nChanged 6 SP:Iteration 46Q (3360.382766 sec): 3 clusters Score: Raw -534853.390377 + Penalty 3234.824490 = -531618.565887 nChanged 6 SP:Iteration 47Q (3360.470425 sec): 3 clusters Score: Raw -534855.597163 + Penalty 3234.824490 = -531620.772673 nChanged 6 SP:Iteration 48Q (3360.579023 sec): 3 clusters Score: Raw -534857.439195 + Penalty 3234.824490 = -531622.614704 nChanged 6 SP:Iteration 49Q (3360.686912 sec): 3 clusters Score: Raw -534859.343865 + Penalty 3234.824490 = -531624.519375 nChanged 8 SP:Iteration 50Q (3360.792754 sec): 3 clusters Score: Raw -534861.782626 + Penalty 3234.824490 = -531626.958136 nChanged 9 SP:Iteration 51Q (3360.894623 sec): 3 clusters Score: Raw -534863.672609 + Penalty 3234.824490 = -531628.848119 nChanged 6 SP:Iteration 52Q (3360.995513 sec): 3 clusters Score: Raw -534865.237009 + Penalty 3234.824490 = -531630.412519 nChanged 7 SP:Iteration 53Q (3361.096392 sec): 3 clusters Score: Raw -534866.767850 + Penalty 3234.824490 = -531631.943360 nChanged 4 SP:Iteration 54Q (3361.222132 sec): 3 clusters Score: Raw -534868.132510 + Penalty 3234.824490 = -531633.308020 nChanged 6 SP:Iteration 55Q (3361.328566 sec): 3 clusters Score: Raw -534869.945859 + Penalty 3234.824490 = -531635.121368 nChanged 4 SP:Iteration 56Q (3361.415607 sec): 3 clusters Score: Raw -534871.587155 + Penalty 3234.824490 = -531636.762665 nChanged 9 SP:Iteration 57Q (3361.522217 sec): 3 clusters Score: Raw -534873.614173 + Penalty 3234.824490 = -531638.789682 nChanged 2 SP:Iteration 58Q (3361.634081 sec): 3 clusters Score: Raw -534874.139232 + Penalty 3234.824490 = -531639.314742 nChanged 2 SP:Iteration 59Q (3361.719663 sec): 3 clusters Score: Raw -534874.997637 + Penalty 3234.824490 = -531640.173147 nChanged 3 SP:Iteration 60F (3361.830931 sec): 3 clusters Score: Raw -534876.009633 + Penalty 3234.824490 = -531641.185143 nChanged 4 SP:Iteration 61Q (3361.907908 sec): 3 clusters Score: Raw -534877.380141 + Penalty 3234.824490 = -531642.555651 nChanged 6 SP:Iteration 62Q (3362.018861 sec): 3 clusters Score: Raw -534879.140131 + Penalty 3234.824490 = -531644.315641 nChanged 5 SP:Iteration 63Q (3362.115000 sec): 3 clusters Score: Raw -534880.009661 + Penalty 3234.824490 = -531645.185171 nChanged 3 SP:Iteration 64Q (3362.212475 sec): 3 clusters Score: Raw -534880.391396 + Penalty 3234.824490 = -531645.566906 nChanged 1 SP:Iteration 65Q (3362.292000 sec): 3 clusters Score: Raw -534880.565730 + Penalty 3234.824490 = -531645.741239 nChanged 2 SP:Iteration 66Q (3362.405841 sec): 3 clusters Score: Raw -534880.938997 + Penalty 3234.824490 = -531646.114507 nChanged 1 SP:Iteration 67Q (3362.486589 sec): 3 clusters Score: Raw -534881.275497 + Penalty 3234.824490 = -531646.451007 nChanged 1 SP:Iteration 68Q (3362.590493 sec): 3 clusters Score: Raw -534881.460086 + Penalty 3234.824490 = -531646.635596 nChanged 0 SP:Iteration 69F (3362.702721 sec): 3 clusters Score: Raw -534881.460086 + Penalty 3234.824490 = -531646.635596 nChanged 0 Score: Raw -11975502.971566 + Penalty 81498.501806 = -11894004.469760 Splitting cluster 17 changes total score from -11891311.520909 to -11894004.469760 So it's getting split into cluster 38. Trying to split cluster 18 (1824 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3370.136468 sec): 2 clusters Score: Raw -87673.940899 + Penalty 1317.792148 = -86356.148751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3370.214006 sec): 3 clusters Score: Raw -86965.244746 + Penalty 2635.584297 = -84329.660449 nChanged 637 SP:Iteration 1F (3370.286994 sec): 3 clusters Score: Raw -87577.963449 + Penalty 2635.584297 = -84942.379152 nChanged 204 SP:Iteration 2F (3370.368658 sec): 3 clusters Score: Raw -87975.011883 + Penalty 2635.584297 = -85339.427586 nChanged 159 SP:Iteration 3F (3370.469938 sec): 3 clusters Score: Raw -88302.602800 + Penalty 2635.584297 = -85667.018503 nChanged 129 SP:Iteration 4F (3370.569557 sec): 3 clusters Score: Raw -88603.188550 + Penalty 2635.584297 = -85967.604253 nChanged 90 SP:Iteration 5Q (3370.647261 sec): 3 clusters Score: Raw -88753.497721 + Penalty 2635.584297 = -86117.913424 nChanged 62 SP:Iteration 6Q (3370.722341 sec): 3 clusters Score: Raw -88829.362758 + Penalty 2635.584297 = -86193.778462 nChanged 43 SP:Iteration 7Q (3370.825390 sec): 3 clusters Score: Raw -88876.377334 + Penalty 2635.584297 = -86240.793037 nChanged 28 SP:Iteration 8Q (3370.909262 sec): 3 clusters Score: Raw -88911.449186 + Penalty 2635.584297 = -86275.864889 nChanged 28 SP:Iteration 9Q (3371.001567 sec): 3 clusters Score: Raw -88948.954824 + Penalty 2635.584297 = -86313.370527 nChanged 28 SP:Iteration 10Q (3371.090385 sec): 3 clusters Score: Raw -88981.011248 + Penalty 2635.584297 = -86345.426951 nChanged 34 SP:Iteration 11Q (3371.178737 sec): 3 clusters Score: Raw -89024.663464 + Penalty 2635.584297 = -86389.079167 nChanged 24 SP:Iteration 12Q (3371.246303 sec): 3 clusters Score: Raw -89055.626691 + Penalty 2635.584297 = -86420.042394 nChanged 23 SP:Iteration 13Q (3371.329293 sec): 3 clusters Score: Raw -89078.680208 + Penalty 2635.584297 = -86443.095911 nChanged 16 SP:Iteration 14Q (3371.435667 sec): 3 clusters Score: Raw -89093.579313 + Penalty 2635.584297 = -86457.995016 nChanged 14 SP:Iteration 15Q (3371.518316 sec): 3 clusters Score: Raw -89106.421052 + Penalty 2635.584297 = -86470.836756 nChanged 10 SP:Iteration 16Q (3371.579383 sec): 3 clusters Score: Raw -89112.740570 + Penalty 2635.584297 = -86477.156273 nChanged 9 SP:Iteration 17Q (3371.662626 sec): 3 clusters Score: Raw -89119.242685 + Penalty 2635.584297 = -86483.658388 nChanged 5 SP:Iteration 18Q (3371.737936 sec): 3 clusters Score: Raw -89124.497072 + Penalty 2635.584297 = -86488.912775 nChanged 5 SP:Iteration 19Q (3371.820696 sec): 3 clusters Score: Raw -89128.909403 + Penalty 2635.584297 = -86493.325106 nChanged 7 SP:Iteration 20F (3371.903296 sec): 3 clusters Score: Raw -89134.392344 + Penalty 2635.584297 = -86498.808047 nChanged 5 SP:Iteration 21Q (3371.988309 sec): 3 clusters Score: Raw -89137.595791 + Penalty 2635.584297 = -86502.011494 nChanged 6 SP:Iteration 22Q (3372.077197 sec): 3 clusters Score: Raw -89141.152241 + Penalty 2635.584297 = -86505.567944 nChanged 8 SP:Iteration 23Q (3372.166339 sec): 3 clusters Score: Raw -89147.842164 + Penalty 2635.584297 = -86512.257867 nChanged 5 SP:Iteration 24Q (3372.254370 sec): 3 clusters Score: Raw -89151.314875 + Penalty 2635.584297 = -86515.730578 nChanged 7 SP:Iteration 25Q (3372.335699 sec): 3 clusters Score: Raw -89155.701708 + Penalty 2635.584297 = -86520.117411 nChanged 10 SP:Iteration 26Q (3372.423298 sec): 3 clusters Score: Raw -89161.812360 + Penalty 2635.584297 = -86526.228063 nChanged 8 SP:Iteration 27Q (3372.513221 sec): 3 clusters Score: Raw -89168.492463 + Penalty 2635.584297 = -86532.908166 nChanged 10 SP:Iteration 28Q (3372.600364 sec): 3 clusters Score: Raw -89177.202304 + Penalty 2635.584297 = -86541.618008 nChanged 9 SP:Iteration 29Q (3372.681791 sec): 3 clusters Score: Raw -89186.956408 + Penalty 2635.584297 = -86551.372111 nChanged 16 SP:Iteration 30Q (3372.766943 sec): 3 clusters Score: Raw -89209.518679 + Penalty 2635.584297 = -86573.934382 nChanged 20 SP:Iteration 31Q (3372.860902 sec): 3 clusters Score: Raw -89233.825085 + Penalty 2635.584297 = -86598.240789 nChanged 19 SP:Iteration 32Q (3372.949664 sec): 3 clusters Score: Raw -89251.040999 + Penalty 2635.584297 = -86615.456702 nChanged 17 SP:Iteration 33Q (3373.039011 sec): 3 clusters Score: Raw -89269.332092 + Penalty 2635.584297 = -86633.747795 nChanged 27 SP:Iteration 34Q (3373.121326 sec): 3 clusters Score: Raw -89297.978209 + Penalty 2635.584297 = -86662.393912 nChanged 22 SP:Iteration 35Q (3373.210359 sec): 3 clusters Score: Raw -89324.342343 + Penalty 2635.584297 = -86688.758046 nChanged 25 SP:Iteration 36Q (3373.298760 sec): 3 clusters Score: Raw -89352.286815 + Penalty 2635.584297 = -86716.702519 nChanged 20 SP:Iteration 37Q (3373.416283 sec): 3 clusters Score: Raw -89372.546356 + Penalty 2635.584297 = -86736.962059 nChanged 24 SP:Iteration 38Q (3373.492906 sec): 3 clusters Score: Raw -89401.559239 + Penalty 2635.584297 = -86765.974942 nChanged 25 SP:Iteration 39Q (3373.584519 sec): 3 clusters Score: Raw -89426.071601 + Penalty 2635.584297 = -86790.487304 nChanged 17 SP:Iteration 40F (3373.674786 sec): 3 clusters Score: Raw -89441.993489 + Penalty 2635.584297 = -86806.409192 nChanged 15 SP:Iteration 41Q (3373.768864 sec): 3 clusters Score: Raw -89454.180699 + Penalty 2635.584297 = -86818.596402 nChanged 12 SP:Iteration 42Q (3373.851862 sec): 3 clusters Score: Raw -89461.705150 + Penalty 2635.584297 = -86826.120853 nChanged 6 SP:Iteration 43Q (3373.947790 sec): 3 clusters Score: Raw -89466.898037 + Penalty 2635.584297 = -86831.313741 nChanged 2 SP:Iteration 44Q (3374.038750 sec): 3 clusters Score: Raw -89467.804335 + Penalty 2635.584297 = -86832.220039 nChanged 0 SP:Iteration 45F (3374.130333 sec): 3 clusters Score: Raw -89467.804335 + Penalty 2635.584297 = -86832.220039 nChanged 0 Score: Raw -11977296.835002 + Penalty 83643.199222 = -11893653.635780 Splitting cluster 18 changes total score from -11891311.520909 to -11893653.635780 So it's getting split into cluster 39. Trying to split cluster 19 (4838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3382.214969 sec): 2 clusters Score: Raw -288390.430338 + Penalty 1488.987049 = -286901.443289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3382.281028 sec): 3 clusters Score: Raw -285953.872539 + Penalty 2977.974099 = -282975.898441 nChanged 1949 SP:Iteration 1F (3382.382963 sec): 3 clusters Score: Raw -287220.392527 + Penalty 2977.974099 = -284242.418429 nChanged 428 SP:Iteration 2F (3382.456594 sec): 3 clusters Score: Raw -287553.003439 + Penalty 2977.974099 = -284575.029340 nChanged 315 SP:Iteration 3F (3382.559860 sec): 3 clusters Score: Raw -287809.621692 + Penalty 2977.974099 = -284831.647593 nChanged 288 SP:Iteration 4F (3382.653928 sec): 3 clusters Score: Raw -288067.618694 + Penalty 2977.974099 = -285089.644596 nChanged 242 SP:Iteration 5F (3382.742017 sec): 3 clusters Score: Raw -288289.425797 + Penalty 2977.974099 = -285311.451698 nChanged 234 SP:Iteration 6Q (3382.833273 sec): 3 clusters Score: Raw -288477.820326 + Penalty 2977.974099 = -285499.846227 nChanged 182 SP:Iteration 7Q (3382.925118 sec): 3 clusters Score: Raw -288600.391837 + Penalty 2977.974099 = -285622.417738 nChanged 146 SP:Iteration 8Q (3383.020416 sec): 3 clusters Score: Raw -288683.186669 + Penalty 2977.974099 = -285705.212570 nChanged 114 SP:Iteration 9Q (3383.113551 sec): 3 clusters Score: Raw -288747.241876 + Penalty 2977.974099 = -285769.267778 nChanged 88 SP:Iteration 10Q (3383.204151 sec): 3 clusters Score: Raw -288789.304237 + Penalty 2977.974099 = -285811.330139 nChanged 74 SP:Iteration 11Q (3383.275549 sec): 3 clusters Score: Raw -288828.079235 + Penalty 2977.974099 = -285850.105136 nChanged 72 SP:Iteration 12Q (3383.387229 sec): 3 clusters Score: Raw -288864.317695 + Penalty 2977.974099 = -285886.343596 nChanged 59 SP:Iteration 13Q (3383.475320 sec): 3 clusters Score: Raw -288887.316285 + Penalty 2977.974099 = -285909.342186 nChanged 42 SP:Iteration 14Q (3383.550885 sec): 3 clusters Score: Raw -288902.593007 + Penalty 2977.974099 = -285924.618909 nChanged 32 SP:Iteration 15Q (3383.643415 sec): 3 clusters Score: Raw -288913.341654 + Penalty 2977.974099 = -285935.367555 nChanged 29 SP:Iteration 16Q (3383.757580 sec): 3 clusters Score: Raw -288921.922893 + Penalty 2977.974099 = -285943.948794 nChanged 29 SP:Iteration 17Q (3383.842543 sec): 3 clusters Score: Raw -288929.753088 + Penalty 2977.974099 = -285951.778989 nChanged 21 SP:Iteration 18Q (3383.936216 sec): 3 clusters Score: Raw -288934.648573 + Penalty 2977.974099 = -285956.674475 nChanged 12 SP:Iteration 19Q (3384.023398 sec): 3 clusters Score: Raw -288937.496997 + Penalty 2977.974099 = -285959.522898 nChanged 4 SP:Iteration 20F (3384.114074 sec): 3 clusters Score: Raw -288938.469873 + Penalty 2977.974099 = -285960.495775 nChanged 4 SP:Iteration 21Q (3384.199708 sec): 3 clusters Score: Raw -288939.074698 + Penalty 2977.974099 = -285961.100600 nChanged 3 SP:Iteration 22Q (3384.290625 sec): 3 clusters Score: Raw -288940.006288 + Penalty 2977.974099 = -285962.032189 nChanged 4 SP:Iteration 23Q (3384.379064 sec): 3 clusters Score: Raw -288941.160985 + Penalty 2977.974099 = -285963.186886 nChanged 9 SP:Iteration 24Q (3384.452895 sec): 3 clusters Score: Raw -288943.878001 + Penalty 2977.974099 = -285965.903902 nChanged 14 SP:Iteration 25Q (3384.542895 sec): 3 clusters Score: Raw -288948.869369 + Penalty 2977.974099 = -285970.895271 nChanged 10 SP:Iteration 26Q (3384.628388 sec): 3 clusters Score: Raw -288951.356376 + Penalty 2977.974099 = -285973.382277 nChanged 6 SP:Iteration 27Q (3384.736741 sec): 3 clusters Score: Raw -288952.844857 + Penalty 2977.974099 = -285974.870758 nChanged 7 SP:Iteration 28Q (3384.809510 sec): 3 clusters Score: Raw -288954.078359 + Penalty 2977.974099 = -285976.104260 nChanged 4 SP:Iteration 29Q (3384.914874 sec): 3 clusters Score: Raw -288954.960767 + Penalty 2977.974099 = -285976.986668 nChanged 2 SP:Iteration 30Q (3385.000503 sec): 3 clusters Score: Raw -288955.219655 + Penalty 2977.974099 = -285977.245556 nChanged 0 SP:Iteration 31F (3385.065180 sec): 3 clusters Score: Raw -288955.219655 + Penalty 2977.974099 = -285977.245556 nChanged 0 Trying to split cluster 20 (5075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3385.141925 sec): 2 clusters Score: Raw -289803.229843 + Penalty 1497.380357 = -288305.849487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3385.214601 sec): 3 clusters Score: Raw -287210.501761 + Penalty 2994.760713 = -284215.741048 nChanged 2071 SP:Iteration 1F (3385.307218 sec): 3 clusters Score: Raw -288779.658467 + Penalty 2994.760713 = -285784.897754 nChanged 527 SP:Iteration 2F (3385.394746 sec): 3 clusters Score: Raw -289284.347644 + Penalty 2994.760713 = -286289.586931 nChanged 399 SP:Iteration 3F (3385.479870 sec): 3 clusters Score: Raw -289674.037902 + Penalty 2994.760713 = -286679.277189 nChanged 307 SP:Iteration 4F (3385.577833 sec): 3 clusters Score: Raw -289928.958458 + Penalty 2994.760713 = -286934.197745 nChanged 237 SP:Iteration 5Q (3385.673447 sec): 3 clusters Score: Raw -290095.091467 + Penalty 2994.760713 = -287100.330754 nChanged 187 SP:Iteration 6Q (3385.741022 sec): 3 clusters Score: Raw -290216.561631 + Penalty 2994.760713 = -287221.800918 nChanged 146 SP:Iteration 7Q (3385.828109 sec): 3 clusters Score: Raw -290331.433639 + Penalty 2994.760713 = -287336.672926 nChanged 158 SP:Iteration 8Q (3385.917802 sec): 3 clusters Score: Raw -290448.411929 + Penalty 2994.760713 = -287453.651216 nChanged 122 SP:Iteration 9Q (3386.024521 sec): 3 clusters Score: Raw -290543.290869 + Penalty 2994.760713 = -287548.530155 nChanged 111 SP:Iteration 10Q (3386.112352 sec): 3 clusters Score: Raw -290600.089494 + Penalty 2994.760713 = -287605.328781 nChanged 82 SP:Iteration 11Q (3386.217809 sec): 3 clusters Score: Raw -290634.852073 + Penalty 2994.760713 = -287640.091360 nChanged 50 SP:Iteration 12Q (3386.300830 sec): 3 clusters Score: Raw -290651.465688 + Penalty 2994.760713 = -287656.704975 nChanged 41 SP:Iteration 13Q (3386.379026 sec): 3 clusters Score: Raw -290663.234129 + Penalty 2994.760713 = -287668.473416 nChanged 29 SP:Iteration 14Q (3386.482683 sec): 3 clusters Score: Raw -290672.934240 + Penalty 2994.760713 = -287678.173526 nChanged 25 SP:Iteration 15Q (3386.573050 sec): 3 clusters Score: Raw -290681.488598 + Penalty 2994.760713 = -287686.727885 nChanged 23 SP:Iteration 16Q (3386.656035 sec): 3 clusters Score: Raw -290686.992707 + Penalty 2994.760713 = -287692.231993 nChanged 18 SP:Iteration 17Q (3386.740154 sec): 3 clusters Score: Raw -290691.605404 + Penalty 2994.760713 = -287696.844691 nChanged 11 SP:Iteration 18Q (3386.831291 sec): 3 clusters Score: Raw -290695.454782 + Penalty 2994.760713 = -287700.694069 nChanged 12 SP:Iteration 19Q (3386.913784 sec): 3 clusters Score: Raw -290697.947968 + Penalty 2994.760713 = -287703.187255 nChanged 9 SP:Iteration 20F (3386.996311 sec): 3 clusters Score: Raw -290699.995681 + Penalty 2994.760713 = -287705.234968 nChanged 9 SP:Iteration 21Q (3387.079858 sec): 3 clusters Score: Raw -290701.582678 + Penalty 2994.760713 = -287706.821964 nChanged 5 SP:Iteration 22Q (3387.167257 sec): 3 clusters Score: Raw -290702.231326 + Penalty 2994.760713 = -287707.470613 nChanged 1 SP:Iteration 23Q (3387.262657 sec): 3 clusters Score: Raw -290702.459984 + Penalty 2994.760713 = -287707.699271 nChanged 1 SP:Iteration 24Q (3387.352160 sec): 3 clusters Score: Raw -290702.590910 + Penalty 2994.760713 = -287707.830197 nChanged 1 SP:Iteration 25Q (3387.444422 sec): 3 clusters Score: Raw -290702.849309 + Penalty 2994.760713 = -287708.088596 nChanged 4 SP:Iteration 26Q (3387.520108 sec): 3 clusters Score: Raw -290703.572758 + Penalty 2994.760713 = -287708.812045 nChanged 1 SP:Iteration 27Q (3387.631399 sec): 3 clusters Score: Raw -290703.683672 + Penalty 2994.760713 = -287708.922959 nChanged 2 SP:Iteration 28Q (3387.704849 sec): 3 clusters Score: Raw -290704.027569 + Penalty 2994.760713 = -287709.266856 nChanged 0 SP:Iteration 29F (3387.799241 sec): 3 clusters Score: Raw -290704.027569 + Penalty 2994.760713 = -287709.266856 nChanged 0 Trying to split cluster 21 (19548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3387.883329 sec): 2 clusters Score: Raw -1340957.029767 + Penalty 1734.050259 = -1339222.979507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3388.005359 sec): 3 clusters Score: Raw -1329246.553253 + Penalty 3468.100519 = -1325778.452734 nChanged 8905 SP:Iteration 1F (3388.121062 sec): 3 clusters Score: Raw -1334163.993843 + Penalty 3468.100519 = -1330695.893324 nChanged 1152 SP:Iteration 2F (3388.220960 sec): 3 clusters Score: Raw -1334750.341923 + Penalty 3468.100519 = -1331282.241404 nChanged 1097 SP:Iteration 3F (3388.364975 sec): 3 clusters Score: Raw -1335429.568702 + Penalty 3468.100519 = -1331961.468183 nChanged 1138 SP:Iteration 4F (3388.487952 sec): 3 clusters Score: Raw -1336385.742341 + Penalty 3468.100519 = -1332917.641822 nChanged 1232 SP:Iteration 5F (3388.605915 sec): 3 clusters Score: Raw -1337561.666899 + Penalty 3468.100519 = -1334093.566381 nChanged 1331 SP:Iteration 6F (3388.725679 sec): 3 clusters Score: Raw -1338719.951369 + Penalty 3468.100519 = -1335251.850851 nChanged 1240 SP:Iteration 7F (3388.847093 sec): 3 clusters Score: Raw -1339629.204325 + Penalty 3468.100519 = -1336161.103807 nChanged 1012 SP:Iteration 8F (3388.956413 sec): 3 clusters Score: Raw -1340203.732732 + Penalty 3468.100519 = -1336735.632213 nChanged 757 SP:Iteration 9Q (3389.075696 sec): 3 clusters Score: Raw -1340578.758784 + Penalty 3468.100519 = -1337110.658265 nChanged 598 SP:Iteration 10Q (3389.213172 sec): 3 clusters Score: Raw -1340843.017264 + Penalty 3468.100519 = -1337374.916745 nChanged 480 SP:Iteration 11Q (3389.308782 sec): 3 clusters Score: Raw -1341042.729185 + Penalty 3468.100519 = -1337574.628666 nChanged 405 SP:Iteration 12Q (3389.442921 sec): 3 clusters Score: Raw -1341193.779066 + Penalty 3468.100519 = -1337725.678547 nChanged 351 SP:Iteration 13Q (3389.568840 sec): 3 clusters Score: Raw -1341319.432987 + Penalty 3468.100519 = -1337851.332469 nChanged 325 SP:Iteration 14Q (3389.672068 sec): 3 clusters Score: Raw -1341436.797354 + Penalty 3468.100519 = -1337968.696836 nChanged 303 SP:Iteration 15Q (3389.776643 sec): 3 clusters Score: Raw -1341550.082515 + Penalty 3468.100519 = -1338081.981997 nChanged 299 SP:Iteration 16Q (3389.886643 sec): 3 clusters Score: Raw -1341681.484157 + Penalty 3468.100519 = -1338213.383638 nChanged 323 SP:Iteration 17Q (3390.002255 sec): 3 clusters Score: Raw -1341838.355621 + Penalty 3468.100519 = -1338370.255102 nChanged 338 SP:Iteration 18Q (3390.122363 sec): 3 clusters Score: Raw -1342026.384732 + Penalty 3468.100519 = -1338558.284213 nChanged 330 SP:Iteration 19Q (3390.230780 sec): 3 clusters Score: Raw -1342212.530816 + Penalty 3468.100519 = -1338744.430297 nChanged 306 SP:Iteration 20F (3390.342131 sec): 3 clusters Score: Raw -1342374.198748 + Penalty 3468.100519 = -1338906.098229 nChanged 279 SP:Iteration 21Q (3390.440268 sec): 3 clusters Score: Raw -1342522.710792 + Penalty 3468.100519 = -1339054.610273 nChanged 273 SP:Iteration 22Q (3390.559564 sec): 3 clusters Score: Raw -1342653.511537 + Penalty 3468.100519 = -1339185.411018 nChanged 227 SP:Iteration 23Q (3390.674522 sec): 3 clusters Score: Raw -1342750.023095 + Penalty 3468.100519 = -1339281.922576 nChanged 188 SP:Iteration 24Q (3390.800042 sec): 3 clusters Score: Raw -1342818.217659 + Penalty 3468.100519 = -1339350.117140 nChanged 170 SP:Iteration 25Q (3390.900382 sec): 3 clusters Score: Raw -1342870.341964 + Penalty 3468.100519 = -1339402.241445 nChanged 137 SP:Iteration 26Q (3391.034188 sec): 3 clusters Score: Raw -1342907.384547 + Penalty 3468.100519 = -1339439.284029 nChanged 105 SP:Iteration 27Q (3391.183853 sec): 3 clusters Score: Raw -1342935.310236 + Penalty 3468.100519 = -1339467.209718 nChanged 94 SP:Iteration 28Q (3391.334578 sec): 3 clusters Score: Raw -1342956.236749 + Penalty 3468.100519 = -1339488.136231 nChanged 93 SP:Iteration 29Q (3391.473696 sec): 3 clusters Score: Raw -1342977.500612 + Penalty 3468.100519 = -1339509.400094 nChanged 74 SP:Iteration 30Q (3391.609773 sec): 3 clusters Score: Raw -1342992.865515 + Penalty 3468.100519 = -1339524.764997 nChanged 69 SP:Iteration 31Q (3391.747485 sec): 3 clusters Score: Raw -1343007.085135 + Penalty 3468.100519 = -1339538.984616 nChanged 54 SP:Iteration 32Q (3391.885951 sec): 3 clusters Score: Raw -1343017.083304 + Penalty 3468.100519 = -1339548.982786 nChanged 52 SP:Iteration 33Q (3392.034207 sec): 3 clusters Score: Raw -1343025.412833 + Penalty 3468.100519 = -1339557.312314 nChanged 53 SP:Iteration 34Q (3392.170117 sec): 3 clusters Score: Raw -1343034.801889 + Penalty 3468.100519 = -1339566.701370 nChanged 57 SP:Iteration 35Q (3392.306708 sec): 3 clusters Score: Raw -1343044.715050 + Penalty 3468.100519 = -1339576.614531 nChanged 54 SP:Iteration 36Q (3392.443163 sec): 3 clusters Score: Raw -1343053.879396 + Penalty 3468.100519 = -1339585.778878 nChanged 54 SP:Iteration 37Q (3392.576676 sec): 3 clusters Score: Raw -1343063.309253 + Penalty 3468.100519 = -1339595.208734 nChanged 50 SP:Iteration 38Q (3392.705060 sec): 3 clusters Score: Raw -1343070.265552 + Penalty 3468.100519 = -1339602.165033 nChanged 38 SP:Iteration 39Q (3392.844759 sec): 3 clusters Score: Raw -1343074.358265 + Penalty 3468.100519 = -1339606.257746 nChanged 32 SP:Iteration 40F (3392.973846 sec): 3 clusters Score: Raw -1343078.469445 + Penalty 3468.100519 = -1339610.368927 nChanged 27 SP:Iteration 41Q (3393.112869 sec): 3 clusters Score: Raw -1343081.385952 + Penalty 3468.100519 = -1339613.285434 nChanged 23 SP:Iteration 42Q (3393.249403 sec): 3 clusters Score: Raw -1343083.826290 + Penalty 3468.100519 = -1339615.725771 nChanged 25 SP:Iteration 43Q (3393.384874 sec): 3 clusters Score: Raw -1343086.806301 + Penalty 3468.100519 = -1339618.705782 nChanged 26 SP:Iteration 44Q (3393.522714 sec): 3 clusters Score: Raw -1343090.573303 + Penalty 3468.100519 = -1339622.472784 nChanged 20 SP:Iteration 45Q (3393.658564 sec): 3 clusters Score: Raw -1343093.162643 + Penalty 3468.100519 = -1339625.062124 nChanged 19 SP:Iteration 46Q (3393.793957 sec): 3 clusters Score: Raw -1343095.810789 + Penalty 3468.100519 = -1339627.710271 nChanged 21 SP:Iteration 47Q (3393.968809 sec): 3 clusters Score: Raw -1343098.744537 + Penalty 3468.100519 = -1339630.644019 nChanged 21 SP:Iteration 48Q (3394.151859 sec): 3 clusters Score: Raw -1343100.893922 + Penalty 3468.100519 = -1339632.793403 nChanged 16 SP:Iteration 49Q (3394.263189 sec): 3 clusters Score: Raw -1343102.766544 + Penalty 3468.100519 = -1339634.666025 nChanged 18 SP:Iteration 50Q (3394.413411 sec): 3 clusters Score: Raw -1343104.512745 + Penalty 3468.100519 = -1339636.412226 nChanged 12 SP:Iteration 51Q (3394.538134 sec): 3 clusters Score: Raw -1343105.571865 + Penalty 3468.100519 = -1339637.471346 nChanged 13 SP:Iteration 52Q (3394.681909 sec): 3 clusters Score: Raw -1343107.110477 + Penalty 3468.100519 = -1339639.009959 nChanged 17 SP:Iteration 53Q (3394.838000 sec): 3 clusters Score: Raw -1343108.425767 + Penalty 3468.100519 = -1339640.325248 nChanged 13 SP:Iteration 54Q (3394.997496 sec): 3 clusters Score: Raw -1343109.463799 + Penalty 3468.100519 = -1339641.363280 nChanged 11 SP:Iteration 55Q (3395.118637 sec): 3 clusters Score: Raw -1343110.521067 + Penalty 3468.100519 = -1339642.420548 nChanged 16 SP:Iteration 56Q (3395.286954 sec): 3 clusters Score: Raw -1343112.003240 + Penalty 3468.100519 = -1339643.902721 nChanged 16 SP:Iteration 57Q (3395.417856 sec): 3 clusters Score: Raw -1343113.401107 + Penalty 3468.100519 = -1339645.300588 nChanged 23 SP:Iteration 58Q (3395.584922 sec): 3 clusters Score: Raw -1343115.694491 + Penalty 3468.100519 = -1339647.593972 nChanged 18 SP:Iteration 59Q (3395.738526 sec): 3 clusters Score: Raw -1343117.528013 + Penalty 3468.100519 = -1339649.427495 nChanged 15 SP:Iteration 60F (3395.881139 sec): 3 clusters Score: Raw -1343118.957232 + Penalty 3468.100519 = -1339650.856713 nChanged 16 SP:Iteration 61Q (3396.015206 sec): 3 clusters Score: Raw -1343120.735428 + Penalty 3468.100519 = -1339652.634909 nChanged 15 SP:Iteration 62Q (3396.147552 sec): 3 clusters Score: Raw -1343121.899305 + Penalty 3468.100519 = -1339653.798786 nChanged 6 SP:Iteration 63Q (3396.304023 sec): 3 clusters Score: Raw -1343122.383374 + Penalty 3468.100519 = -1339654.282855 nChanged 4 SP:Iteration 64Q (3396.444579 sec): 3 clusters Score: Raw -1343122.577884 + Penalty 3468.100519 = -1339654.477365 nChanged 4 SP:Iteration 65Q (3396.582935 sec): 3 clusters Score: Raw -1343122.860437 + Penalty 3468.100519 = -1339654.759918 nChanged 4 SP:Iteration 66Q (3396.723787 sec): 3 clusters Score: Raw -1343123.097635 + Penalty 3468.100519 = -1339654.997116 nChanged 2 SP:Iteration 67Q (3396.833981 sec): 3 clusters Score: Raw -1343123.144590 + Penalty 3468.100519 = -1339655.044071 nChanged 0 SP:Iteration 68F (3396.989299 sec): 3 clusters Score: Raw -1343123.144590 + Penalty 3468.100519 = -1339655.044071 nChanged 0 Score: Raw -11979462.949825 + Penalty 85787.896638 = -11893675.053187 Splitting cluster 21 changes total score from -11891311.520909 to -11893675.053187 So it's getting split into cluster 40. Trying to split cluster 22 (1135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3405.234584 sec): 2 clusters Score: Raw -48987.066210 + Penalty 1234.535082 = -47752.531128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3405.294471 sec): 3 clusters Score: Raw -48629.725368 + Penalty 2469.070163 = -46160.655205 nChanged 378 SP:Iteration 1F (3405.386647 sec): 3 clusters Score: Raw -49005.742686 + Penalty 2469.070163 = -46536.672522 nChanged 95 SP:Iteration 2F (3405.472103 sec): 3 clusters Score: Raw -49154.587058 + Penalty 2469.070163 = -46685.516895 nChanged 69 SP:Iteration 3F (3405.554168 sec): 3 clusters Score: Raw -49253.744332 + Penalty 2469.070163 = -46784.674168 nChanged 58 SP:Iteration 4F (3405.652125 sec): 3 clusters Score: Raw -49345.668627 + Penalty 2469.070163 = -46876.598464 nChanged 54 SP:Iteration 5Q (3405.718410 sec): 3 clusters Score: Raw -49467.138251 + Penalty 2469.070163 = -46998.068088 nChanged 53 SP:Iteration 6Q (3405.800709 sec): 3 clusters Score: Raw -49557.758343 + Penalty 2469.070163 = -47088.688180 nChanged 50 SP:Iteration 7Q (3405.888782 sec): 3 clusters Score: Raw -49656.417080 + Penalty 2469.070163 = -47187.346917 nChanged 42 SP:Iteration 8Q (3405.958439 sec): 3 clusters Score: Raw -49743.355103 + Penalty 2469.070163 = -47274.284939 nChanged 29 SP:Iteration 9Q (3406.049336 sec): 3 clusters Score: Raw -49788.956168 + Penalty 2469.070163 = -47319.886005 nChanged 29 SP:Iteration 10Q (3406.122514 sec): 3 clusters Score: Raw -49838.941294 + Penalty 2469.070163 = -47369.871131 nChanged 30 SP:Iteration 11Q (3406.190993 sec): 3 clusters Score: Raw -49904.972513 + Penalty 2469.070163 = -47435.902349 nChanged 31 SP:Iteration 12Q (3406.273106 sec): 3 clusters Score: Raw -49962.566260 + Penalty 2469.070163 = -47493.496097 nChanged 24 SP:Iteration 13Q (3406.356201 sec): 3 clusters Score: Raw -50007.516660 + Penalty 2469.070163 = -47538.446497 nChanged 26 SP:Iteration 14Q (3406.438397 sec): 3 clusters Score: Raw -50068.215349 + Penalty 2469.070163 = -47599.145185 nChanged 25 SP:Iteration 15Q (3406.518728 sec): 3 clusters Score: Raw -50148.020805 + Penalty 2469.070163 = -47678.950642 nChanged 21 SP:Iteration 16Q (3406.600046 sec): 3 clusters Score: Raw -50218.678457 + Penalty 2469.070163 = -47749.608293 nChanged 16 SP:Iteration 17Q (3406.677865 sec): 3 clusters Score: Raw -50279.023695 + Penalty 2469.070163 = -47809.953532 nChanged 15 SP:Iteration 18Q (3406.753627 sec): 3 clusters Score: Raw -50313.621684 + Penalty 2469.070163 = -47844.551521 nChanged 11 SP:Iteration 19Q (3406.835508 sec): 3 clusters Score: Raw -50327.998413 + Penalty 2469.070163 = -47858.928250 nChanged 5 SP:Iteration 20F (3406.924427 sec): 3 clusters Score: Raw -50331.268108 + Penalty 2469.070163 = -47862.197945 nChanged 2 SP:Iteration 21Q (3407.018978 sec): 3 clusters Score: Raw -50334.055207 + Penalty 2469.070163 = -47864.985043 nChanged 3 SP:Iteration 22Q (3407.084994 sec): 3 clusters Score: Raw -50336.527904 + Penalty 2469.070163 = -47867.457740 nChanged 3 SP:Iteration 23Q (3407.185878 sec): 3 clusters Score: Raw -50345.690777 + Penalty 2469.070163 = -47876.620614 nChanged 6 SP:Iteration 24Q (3407.257864 sec): 3 clusters Score: Raw -50365.845808 + Penalty 2469.070163 = -47896.775644 nChanged 8 SP:Iteration 25Q (3407.341644 sec): 3 clusters Score: Raw -50378.618367 + Penalty 2469.070163 = -47909.548203 nChanged 8 SP:Iteration 26Q (3407.418198 sec): 3 clusters Score: Raw -50388.838828 + Penalty 2469.070163 = -47919.768665 nChanged 6 SP:Iteration 27Q (3407.507899 sec): 3 clusters Score: Raw -50394.556131 + Penalty 2469.070163 = -47925.485968 nChanged 3 SP:Iteration 28Q (3407.585153 sec): 3 clusters Score: Raw -50425.333288 + Penalty 2469.070163 = -47956.263124 nChanged 10 SP:Iteration 29Q (3407.675438 sec): 3 clusters Score: Raw -50450.141476 + Penalty 2469.070163 = -47981.071312 nChanged 7 SP:Iteration 30Q (3407.762103 sec): 3 clusters Score: Raw -50466.353025 + Penalty 2469.070163 = -47997.282862 nChanged 4 SP:Iteration 31Q (3407.840398 sec): 3 clusters Score: Raw -50480.143293 + Penalty 2469.070163 = -48011.073129 nChanged 7 SP:Iteration 32Q (3407.915915 sec): 3 clusters Score: Raw -50505.920885 + Penalty 2469.070163 = -48036.850722 nChanged 8 SP:Iteration 33Q (3408.005273 sec): 3 clusters Score: Raw -50522.508471 + Penalty 2469.070163 = -48053.438307 nChanged 4 SP:Iteration 34Q (3408.087098 sec): 3 clusters Score: Raw -50527.382691 + Penalty 2469.070163 = -48058.312528 nChanged 1 SP:Iteration 35Q (3408.161088 sec): 3 clusters Score: Raw -50527.996697 + Penalty 2469.070163 = -48058.926534 nChanged 0 SP:Iteration 36F (3408.260325 sec): 3 clusters Score: Raw -50527.996697 + Penalty 2469.070163 = -48058.926534 nChanged 0 Score: Raw -11981003.880312 + Penalty 87932.594054 = -11893071.286258 Splitting cluster 22 changes total score from -11891311.520909 to -11893071.286258 So it's getting split into cluster 41. Trying to split cluster 23 (4794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3416.771349 sec): 2 clusters Score: Raw -305020.203706 + Penalty 1487.383633 = -303532.820073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3416.925244 sec): 3 clusters Score: Raw -302573.292404 + Penalty 2974.767266 = -299598.525139 nChanged 1920 SP:Iteration 1F (3417.016863 sec): 3 clusters Score: Raw -303652.813150 + Penalty 2974.767266 = -300678.045884 nChanged 350 SP:Iteration 2F (3417.106759 sec): 3 clusters Score: Raw -303871.600106 + Penalty 2974.767266 = -300896.832840 nChanged 291 SP:Iteration 3F (3417.219040 sec): 3 clusters Score: Raw -304036.389052 + Penalty 2974.767266 = -301061.621786 nChanged 209 SP:Iteration 4Q (3417.304916 sec): 3 clusters Score: Raw -304174.432847 + Penalty 2974.767266 = -301199.665582 nChanged 203 SP:Iteration 5Q (3417.400576 sec): 3 clusters Score: Raw -304317.524611 + Penalty 2974.767266 = -301342.757345 nChanged 216 SP:Iteration 6Q (3417.515949 sec): 3 clusters Score: Raw -304480.791831 + Penalty 2974.767266 = -301506.024565 nChanged 187 SP:Iteration 7Q (3417.607291 sec): 3 clusters Score: Raw -304622.819732 + Penalty 2974.767266 = -301648.052466 nChanged 182 SP:Iteration 8Q (3417.719723 sec): 3 clusters Score: Raw -304740.983283 + Penalty 2974.767266 = -301766.216017 nChanged 149 SP:Iteration 9Q (3417.813930 sec): 3 clusters Score: Raw -304816.357668 + Penalty 2974.767266 = -301841.590402 nChanged 127 SP:Iteration 10Q (3417.886519 sec): 3 clusters Score: Raw -304887.760722 + Penalty 2974.767266 = -301912.993456 nChanged 108 SP:Iteration 11Q (3417.994242 sec): 3 clusters Score: Raw -304941.817296 + Penalty 2974.767266 = -301967.050030 nChanged 81 SP:Iteration 12Q (3418.079362 sec): 3 clusters Score: Raw -304984.135328 + Penalty 2974.767266 = -302009.368063 nChanged 74 SP:Iteration 13Q (3418.165781 sec): 3 clusters Score: Raw -305027.975909 + Penalty 2974.767266 = -302053.208643 nChanged 91 SP:Iteration 14Q (3418.251979 sec): 3 clusters Score: Raw -305081.607659 + Penalty 2974.767266 = -302106.840393 nChanged 85 SP:Iteration 15Q (3418.326933 sec): 3 clusters Score: Raw -305118.429909 + Penalty 2974.767266 = -302143.662643 nChanged 62 SP:Iteration 16Q (3418.422592 sec): 3 clusters Score: Raw -305148.669607 + Penalty 2974.767266 = -302173.902341 nChanged 59 SP:Iteration 17Q (3418.512426 sec): 3 clusters Score: Raw -305180.544722 + Penalty 2974.767266 = -302205.777456 nChanged 51 SP:Iteration 18Q (3418.597235 sec): 3 clusters Score: Raw -305204.930574 + Penalty 2974.767266 = -302230.163308 nChanged 51 SP:Iteration 19Q (3418.685377 sec): 3 clusters Score: Raw -305231.226229 + Penalty 2974.767266 = -302256.458964 nChanged 50 SP:Iteration 20F (3418.771800 sec): 3 clusters Score: Raw -305253.561801 + Penalty 2974.767266 = -302278.794535 nChanged 53 SP:Iteration 21Q (3418.858177 sec): 3 clusters Score: Raw -305277.766119 + Penalty 2974.767266 = -302302.998853 nChanged 48 SP:Iteration 22Q (3418.947666 sec): 3 clusters Score: Raw -305301.583238 + Penalty 2974.767266 = -302326.815972 nChanged 57 SP:Iteration 23Q (3419.029627 sec): 3 clusters Score: Raw -305329.864090 + Penalty 2974.767266 = -302355.096824 nChanged 58 SP:Iteration 24Q (3419.105541 sec): 3 clusters Score: Raw -305358.238813 + Penalty 2974.767266 = -302383.471547 nChanged 56 SP:Iteration 25Q (3419.191132 sec): 3 clusters Score: Raw -305382.139130 + Penalty 2974.767266 = -302407.371864 nChanged 39 SP:Iteration 26Q (3419.298425 sec): 3 clusters Score: Raw -305401.053587 + Penalty 2974.767266 = -302426.286322 nChanged 41 SP:Iteration 27Q (3419.386551 sec): 3 clusters Score: Raw -305418.118417 + Penalty 2974.767266 = -302443.351152 nChanged 26 SP:Iteration 28Q (3419.471727 sec): 3 clusters Score: Raw -305428.493382 + Penalty 2974.767266 = -302453.726116 nChanged 29 SP:Iteration 29Q (3419.543366 sec): 3 clusters Score: Raw -305439.920341 + Penalty 2974.767266 = -302465.153075 nChanged 34 SP:Iteration 30Q (3419.632794 sec): 3 clusters Score: Raw -305454.573116 + Penalty 2974.767266 = -302479.805850 nChanged 32 SP:Iteration 31Q (3419.745020 sec): 3 clusters Score: Raw -305466.376563 + Penalty 2974.767266 = -302491.609297 nChanged 9 SP:Iteration 32Q (3419.821998 sec): 3 clusters Score: Raw -305469.069330 + Penalty 2974.767266 = -302494.302065 nChanged 13 SP:Iteration 33Q (3419.927755 sec): 3 clusters Score: Raw -305472.653979 + Penalty 2974.767266 = -302497.886714 nChanged 10 SP:Iteration 34Q (3420.012735 sec): 3 clusters Score: Raw -305475.451274 + Penalty 2974.767266 = -302500.684009 nChanged 8 SP:Iteration 35Q (3420.109324 sec): 3 clusters Score: Raw -305478.157963 + Penalty 2974.767266 = -302503.390698 nChanged 9 SP:Iteration 36Q (3420.201296 sec): 3 clusters Score: Raw -305481.593177 + Penalty 2974.767266 = -302506.825911 nChanged 11 SP:Iteration 37Q (3420.288848 sec): 3 clusters Score: Raw -305485.578548 + Penalty 2974.767266 = -302510.811282 nChanged 8 SP:Iteration 38Q (3420.381786 sec): 3 clusters Score: Raw -305489.117800 + Penalty 2974.767266 = -302514.350535 nChanged 12 SP:Iteration 39Q (3420.456799 sec): 3 clusters Score: Raw -305495.162024 + Penalty 2974.767266 = -302520.394758 nChanged 12 SP:Iteration 40F (3420.562090 sec): 3 clusters Score: Raw -305499.075743 + Penalty 2974.767266 = -302524.308477 nChanged 11 SP:Iteration 41Q (3420.649485 sec): 3 clusters Score: Raw -305502.599071 + Penalty 2974.767266 = -302527.831806 nChanged 12 SP:Iteration 42Q (3420.738312 sec): 3 clusters Score: Raw -305506.867862 + Penalty 2974.767266 = -302532.100597 nChanged 11 SP:Iteration 43Q (3420.819326 sec): 3 clusters Score: Raw -305512.223255 + Penalty 2974.767266 = -302537.455990 nChanged 17 SP:Iteration 44Q (3420.910536 sec): 3 clusters Score: Raw -305517.749101 + Penalty 2974.767266 = -302542.981835 nChanged 12 SP:Iteration 45Q (3420.998118 sec): 3 clusters Score: Raw -305521.713628 + Penalty 2974.767266 = -302546.946362 nChanged 4 SP:Iteration 46Q (3421.091131 sec): 3 clusters Score: Raw -305522.842161 + Penalty 2974.767266 = -302548.074896 nChanged 2 SP:Iteration 47Q (3421.160833 sec): 3 clusters Score: Raw -305523.508776 + Penalty 2974.767266 = -302548.741510 nChanged 2 SP:Iteration 48Q (3421.251682 sec): 3 clusters Score: Raw -305523.845061 + Penalty 2974.767266 = -302549.077795 nChanged 0 SP:Iteration 49F (3421.355911 sec): 3 clusters Score: Raw -305523.845061 + Penalty 2974.767266 = -302549.077795 nChanged 0 Trying to split cluster 24 (2241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3421.402383 sec): 2 clusters Score: Raw -132222.937226 + Penalty 1353.925897 = -130869.011329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3421.485215 sec): 3 clusters Score: Raw -131282.453886 + Penalty 2707.851793 = -128574.602092 nChanged 802 SP:Iteration 1F (3421.572621 sec): 3 clusters Score: Raw -131816.185858 + Penalty 2707.851793 = -129108.334065 nChanged 179 SP:Iteration 2F (3421.646008 sec): 3 clusters Score: Raw -131988.511643 + Penalty 2707.851793 = -129280.659850 nChanged 136 SP:Iteration 3F (3421.728237 sec): 3 clusters Score: Raw -132112.962397 + Penalty 2707.851793 = -129405.110604 nChanged 101 SP:Iteration 4Q (3421.803843 sec): 3 clusters Score: Raw -132200.277071 + Penalty 2707.851793 = -129492.425278 nChanged 83 SP:Iteration 5Q (3421.887259 sec): 3 clusters Score: Raw -132263.222024 + Penalty 2707.851793 = -129555.370231 nChanged 59 SP:Iteration 6Q (3421.967578 sec): 3 clusters Score: Raw -132308.980031 + Penalty 2707.851793 = -129601.128238 nChanged 52 SP:Iteration 7Q (3422.059679 sec): 3 clusters Score: Raw -132349.710536 + Penalty 2707.851793 = -129641.858743 nChanged 49 SP:Iteration 8Q (3422.151676 sec): 3 clusters Score: Raw -132394.375167 + Penalty 2707.851793 = -129686.523374 nChanged 50 SP:Iteration 9Q (3422.223287 sec): 3 clusters Score: Raw -132435.011206 + Penalty 2707.851793 = -129727.159413 nChanged 56 SP:Iteration 10Q (3422.324141 sec): 3 clusters Score: Raw -132487.623199 + Penalty 2707.851793 = -129779.771406 nChanged 59 SP:Iteration 11Q (3422.393788 sec): 3 clusters Score: Raw -132540.599677 + Penalty 2707.851793 = -129832.747884 nChanged 50 SP:Iteration 12Q (3422.465637 sec): 3 clusters Score: Raw -132569.953634 + Penalty 2707.851793 = -129862.101841 nChanged 37 SP:Iteration 13Q (3422.552759 sec): 3 clusters Score: Raw -132595.878361 + Penalty 2707.851793 = -129888.026568 nChanged 31 SP:Iteration 14Q (3422.636895 sec): 3 clusters Score: Raw -132628.835195 + Penalty 2707.851793 = -129920.983402 nChanged 31 SP:Iteration 15Q (3422.722425 sec): 3 clusters Score: Raw -132652.315729 + Penalty 2707.851793 = -129944.463936 nChanged 24 SP:Iteration 16Q (3422.798790 sec): 3 clusters Score: Raw -132665.773508 + Penalty 2707.851793 = -129957.921714 nChanged 13 SP:Iteration 17Q (3422.875125 sec): 3 clusters Score: Raw -132673.275599 + Penalty 2707.851793 = -129965.423805 nChanged 12 SP:Iteration 18Q (3422.956262 sec): 3 clusters Score: Raw -132683.470729 + Penalty 2707.851793 = -129975.618935 nChanged 18 SP:Iteration 19Q (3423.036458 sec): 3 clusters Score: Raw -132702.194793 + Penalty 2707.851793 = -129994.343000 nChanged 23 SP:Iteration 20F (3423.123710 sec): 3 clusters Score: Raw -132723.101662 + Penalty 2707.851793 = -130015.249869 nChanged 27 SP:Iteration 21Q (3423.201527 sec): 3 clusters Score: Raw -132744.190361 + Penalty 2707.851793 = -130036.338567 nChanged 20 SP:Iteration 22Q (3423.281503 sec): 3 clusters Score: Raw -132758.896965 + Penalty 2707.851793 = -130051.045172 nChanged 15 SP:Iteration 23Q (3423.368428 sec): 3 clusters Score: Raw -132767.076792 + Penalty 2707.851793 = -130059.224999 nChanged 8 SP:Iteration 24Q (3423.450089 sec): 3 clusters Score: Raw -132769.790718 + Penalty 2707.851793 = -130061.938924 nChanged 2 SP:Iteration 25Q (3423.541132 sec): 3 clusters Score: Raw -132770.454276 + Penalty 2707.851793 = -130062.602482 nChanged 1 SP:Iteration 26Q (3423.617840 sec): 3 clusters Score: Raw -132770.972038 + Penalty 2707.851793 = -130063.120244 nChanged 1 SP:Iteration 27Q (3423.702160 sec): 3 clusters Score: Raw -132771.243892 + Penalty 2707.851793 = -130063.392099 nChanged 1 SP:Iteration 28Q (3423.790483 sec): 3 clusters Score: Raw -132771.614182 + Penalty 2707.851793 = -130063.762389 nChanged 0 SP:Iteration 29F (3423.878813 sec): 3 clusters Score: Raw -132771.614182 + Penalty 2707.851793 = -130063.762389 nChanged 0 Trying to split cluster 25 (9048 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3423.945765 sec): 2 clusters Score: Raw -578081.149591 + Penalty 1598.857478 = -576482.292114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3424.042972 sec): 3 clusters Score: Raw -573037.924414 + Penalty 3197.714955 = -569840.209459 nChanged 3901 SP:Iteration 1F (3424.137631 sec): 3 clusters Score: Raw -575186.528664 + Penalty 3197.714955 = -571988.813709 nChanged 598 SP:Iteration 2F (3424.209643 sec): 3 clusters Score: Raw -575472.742635 + Penalty 3197.714955 = -572275.027680 nChanged 523 SP:Iteration 3F (3424.327720 sec): 3 clusters Score: Raw -575748.468803 + Penalty 3197.714955 = -572550.753848 nChanged 449 SP:Iteration 4Q (3424.418543 sec): 3 clusters Score: Raw -575969.749249 + Penalty 3197.714955 = -572772.034294 nChanged 394 SP:Iteration 5Q (3424.516006 sec): 3 clusters Score: Raw -576153.615960 + Penalty 3197.714955 = -572955.901005 nChanged 345 SP:Iteration 6Q (3424.616609 sec): 3 clusters Score: Raw -576319.071636 + Penalty 3197.714955 = -573121.356681 nChanged 351 SP:Iteration 7Q (3424.714294 sec): 3 clusters Score: Raw -576516.531499 + Penalty 3197.714955 = -573318.816543 nChanged 330 SP:Iteration 8Q (3424.809172 sec): 3 clusters Score: Raw -576718.531938 + Penalty 3197.714955 = -573520.816983 nChanged 298 SP:Iteration 9Q (3424.906802 sec): 3 clusters Score: Raw -576910.513550 + Penalty 3197.714955 = -573712.798595 nChanged 315 SP:Iteration 10Q (3425.012553 sec): 3 clusters Score: Raw -577118.871453 + Penalty 3197.714955 = -573921.156498 nChanged 293 SP:Iteration 11Q (3425.111648 sec): 3 clusters Score: Raw -577300.247191 + Penalty 3197.714955 = -574102.532235 nChanged 250 SP:Iteration 12Q (3425.187215 sec): 3 clusters Score: Raw -577462.783415 + Penalty 3197.714955 = -574265.068460 nChanged 212 SP:Iteration 13Q (3425.311822 sec): 3 clusters Score: Raw -577608.335054 + Penalty 3197.714955 = -574410.620099 nChanged 198 SP:Iteration 14Q (3425.400529 sec): 3 clusters Score: Raw -577750.791160 + Penalty 3197.714955 = -574553.076205 nChanged 183 SP:Iteration 15Q (3425.485072 sec): 3 clusters Score: Raw -577863.027681 + Penalty 3197.714955 = -574665.312725 nChanged 139 SP:Iteration 16Q (3425.590468 sec): 3 clusters Score: Raw -577947.206016 + Penalty 3197.714955 = -574749.491060 nChanged 124 SP:Iteration 17Q (3425.671835 sec): 3 clusters Score: Raw -578016.975856 + Penalty 3197.714955 = -574819.260901 nChanged 113 SP:Iteration 18Q (3425.781209 sec): 3 clusters Score: Raw -578090.656498 + Penalty 3197.714955 = -574892.941543 nChanged 117 SP:Iteration 19Q (3425.885328 sec): 3 clusters Score: Raw -578169.990893 + Penalty 3197.714955 = -574972.275937 nChanged 97 SP:Iteration 20F (3425.982542 sec): 3 clusters Score: Raw -578243.455663 + Penalty 3197.714955 = -575045.740708 nChanged 112 SP:Iteration 21Q (3426.079016 sec): 3 clusters Score: Raw -578322.239722 + Penalty 3197.714955 = -575124.524766 nChanged 103 SP:Iteration 22Q (3426.156050 sec): 3 clusters Score: Raw -578393.958955 + Penalty 3197.714955 = -575196.244000 nChanged 90 SP:Iteration 23Q (3426.253791 sec): 3 clusters Score: Raw -578450.600707 + Penalty 3197.714955 = -575252.885752 nChanged 69 SP:Iteration 24Q (3426.371648 sec): 3 clusters Score: Raw -578495.711159 + Penalty 3197.714955 = -575297.996204 nChanged 61 SP:Iteration 25Q (3426.470366 sec): 3 clusters Score: Raw -578533.369575 + Penalty 3197.714955 = -575335.654620 nChanged 47 SP:Iteration 26Q (3426.545089 sec): 3 clusters Score: Raw -578564.737591 + Penalty 3197.714955 = -575367.022636 nChanged 54 SP:Iteration 27Q (3426.657687 sec): 3 clusters Score: Raw -578593.643341 + Penalty 3197.714955 = -575395.928386 nChanged 35 SP:Iteration 28Q (3426.731944 sec): 3 clusters Score: Raw -578611.932828 + Penalty 3197.714955 = -575414.217873 nChanged 35 SP:Iteration 29Q (3426.837218 sec): 3 clusters Score: Raw -578628.182243 + Penalty 3197.714955 = -575430.467288 nChanged 31 SP:Iteration 30Q (3426.940666 sec): 3 clusters Score: Raw -578642.384664 + Penalty 3197.714955 = -575444.669709 nChanged 28 SP:Iteration 31Q (3427.040560 sec): 3 clusters Score: Raw -578656.876890 + Penalty 3197.714955 = -575459.161935 nChanged 29 SP:Iteration 32Q (3427.136425 sec): 3 clusters Score: Raw -578671.713707 + Penalty 3197.714955 = -575473.998752 nChanged 26 SP:Iteration 33Q (3427.212561 sec): 3 clusters Score: Raw -578682.490749 + Penalty 3197.714955 = -575484.775794 nChanged 20 SP:Iteration 34Q (3427.316301 sec): 3 clusters Score: Raw -578688.631717 + Penalty 3197.714955 = -575490.916762 nChanged 16 SP:Iteration 35Q (3427.431486 sec): 3 clusters Score: Raw -578696.002893 + Penalty 3197.714955 = -575498.287938 nChanged 21 SP:Iteration 36Q (3427.529718 sec): 3 clusters Score: Raw -578705.149067 + Penalty 3197.714955 = -575507.434112 nChanged 21 SP:Iteration 37Q (3427.616226 sec): 3 clusters Score: Raw -578714.781796 + Penalty 3197.714955 = -575517.066841 nChanged 23 SP:Iteration 38Q (3427.719958 sec): 3 clusters Score: Raw -578724.318841 + Penalty 3197.714955 = -575526.603886 nChanged 22 SP:Iteration 39Q (3427.818601 sec): 3 clusters Score: Raw -578729.901736 + Penalty 3197.714955 = -575532.186781 nChanged 14 SP:Iteration 40F (3427.922563 sec): 3 clusters Score: Raw -578737.891097 + Penalty 3197.714955 = -575540.176141 nChanged 12 SP:Iteration 41Q (3428.003230 sec): 3 clusters Score: Raw -578741.202236 + Penalty 3197.714955 = -575543.487281 nChanged 5 SP:Iteration 42Q (3428.124861 sec): 3 clusters Score: Raw -578742.502034 + Penalty 3197.714955 = -575544.787079 nChanged 3 SP:Iteration 43Q (3428.228701 sec): 3 clusters Score: Raw -578743.167242 + Penalty 3197.714955 = -575545.452287 nChanged 2 SP:Iteration 44Q (3428.311174 sec): 3 clusters Score: Raw -578743.428012 + Penalty 3197.714955 = -575545.713056 nChanged 0 SP:Iteration 45F (3428.416387 sec): 3 clusters Score: Raw -578743.428012 + Penalty 3197.714955 = -575545.713056 nChanged 0 Trying to split cluster 26 (3221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3428.468639 sec): 2 clusters Score: Raw -136665.788674 + Penalty 1417.591975 = -135248.196699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3428.609375 sec): 3 clusters Score: Raw -135175.189485 + Penalty 2835.183949 = -132340.005535 nChanged 1217 SP:Iteration 1F (3428.700423 sec): 3 clusters Score: Raw -136092.784610 + Penalty 2835.183949 = -133257.600661 nChanged 386 SP:Iteration 2F (3428.796295 sec): 3 clusters Score: Raw -136502.912002 + Penalty 2835.183949 = -133667.728052 nChanged 257 SP:Iteration 3F (3428.888624 sec): 3 clusters Score: Raw -136767.680499 + Penalty 2835.183949 = -133932.496550 nChanged 185 SP:Iteration 4F (3428.981220 sec): 3 clusters Score: Raw -136983.045604 + Penalty 2835.183949 = -134147.861655 nChanged 159 SP:Iteration 5Q (3429.058417 sec): 3 clusters Score: Raw -137168.944663 + Penalty 2835.183949 = -134333.760713 nChanged 124 SP:Iteration 6Q (3429.150458 sec): 3 clusters Score: Raw -137280.517139 + Penalty 2835.183949 = -134445.333190 nChanged 101 SP:Iteration 7Q (3429.242753 sec): 3 clusters Score: Raw -137351.130025 + Penalty 2835.183949 = -134515.946076 nChanged 63 SP:Iteration 8Q (3429.339614 sec): 3 clusters Score: Raw -137398.212233 + Penalty 2835.183949 = -134563.028284 nChanged 46 SP:Iteration 9Q (3429.440532 sec): 3 clusters Score: Raw -137426.629710 + Penalty 2835.183949 = -134591.445760 nChanged 32 SP:Iteration 10Q (3429.547157 sec): 3 clusters Score: Raw -137438.562024 + Penalty 2835.183949 = -134603.378075 nChanged 19 SP:Iteration 11Q (3429.629828 sec): 3 clusters Score: Raw -137448.242489 + Penalty 2835.183949 = -134613.058540 nChanged 18 SP:Iteration 12Q (3429.723497 sec): 3 clusters Score: Raw -137455.860043 + Penalty 2835.183949 = -134620.676094 nChanged 16 SP:Iteration 13Q (3429.825433 sec): 3 clusters Score: Raw -137461.338728 + Penalty 2835.183949 = -134626.154778 nChanged 8 SP:Iteration 14Q (3429.908378 sec): 3 clusters Score: Raw -137463.976354 + Penalty 2835.183949 = -134628.792404 nChanged 6 SP:Iteration 15Q (3430.007087 sec): 3 clusters Score: Raw -137465.752804 + Penalty 2835.183949 = -134630.568855 nChanged 2 SP:Iteration 16Q (3430.108009 sec): 3 clusters Score: Raw -137466.225465 + Penalty 2835.183949 = -134631.041516 nChanged 3 SP:Iteration 17Q (3430.192419 sec): 3 clusters Score: Raw -137466.686534 + Penalty 2835.183949 = -134631.502584 nChanged 1 SP:Iteration 18Q (3430.288366 sec): 3 clusters Score: Raw -137466.825738 + Penalty 2835.183949 = -134631.641788 nChanged 0 SP:Iteration 19F (3430.406999 sec): 3 clusters Score: Raw -137466.825738 + Penalty 2835.183949 = -134631.641788 nChanged 0 Trying to split cluster 27 (4711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3430.432166 sec): 2 clusters Score: Raw -291883.506649 + Penalty 1484.318537 = -290399.188113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3430.541276 sec): 3 clusters Score: Raw -289525.256942 + Penalty 2968.637073 = -286556.619869 nChanged 1902 SP:Iteration 1F (3430.641778 sec): 3 clusters Score: Raw -290729.537799 + Penalty 2968.637073 = -287760.900726 nChanged 465 SP:Iteration 2F (3430.738549 sec): 3 clusters Score: Raw -291195.101766 + Penalty 2968.637073 = -288226.464693 nChanged 437 SP:Iteration 3F (3430.835760 sec): 3 clusters Score: Raw -291725.795763 + Penalty 2968.637073 = -288757.158690 nChanged 366 SP:Iteration 4F (3430.979364 sec): 3 clusters Score: Raw -292180.748451 + Penalty 2968.637073 = -289212.111378 nChanged 326 SP:Iteration 5F (3431.056144 sec): 3 clusters Score: Raw -292563.157658 + Penalty 2968.637073 = -289594.520585 nChanged 232 SP:Iteration 6Q (3431.175465 sec): 3 clusters Score: Raw -292816.754106 + Penalty 2968.637073 = -289848.117033 nChanged 197 SP:Iteration 7Q (3431.283038 sec): 3 clusters Score: Raw -293009.249806 + Penalty 2968.637073 = -290040.612733 nChanged 176 SP:Iteration 8Q (3431.412383 sec): 3 clusters Score: Raw -293179.038572 + Penalty 2968.637073 = -290210.401499 nChanged 145 SP:Iteration 9Q (3431.515055 sec): 3 clusters Score: Raw -293307.608462 + Penalty 2968.637073 = -290338.971389 nChanged 125 SP:Iteration 10Q (3431.602105 sec): 3 clusters Score: Raw -293408.251745 + Penalty 2968.637073 = -290439.614672 nChanged 114 SP:Iteration 11Q (3431.702068 sec): 3 clusters Score: Raw -293503.646712 + Penalty 2968.637073 = -290535.009639 nChanged 90 SP:Iteration 12Q (3431.807995 sec): 3 clusters Score: Raw -293584.975925 + Penalty 2968.637073 = -290616.338852 nChanged 83 SP:Iteration 13Q (3431.901818 sec): 3 clusters Score: Raw -293649.781296 + Penalty 2968.637073 = -290681.144223 nChanged 69 SP:Iteration 14Q (3432.007802 sec): 3 clusters Score: Raw -293704.622720 + Penalty 2968.637073 = -290735.985647 nChanged 68 SP:Iteration 15Q (3432.109167 sec): 3 clusters Score: Raw -293760.321905 + Penalty 2968.637073 = -290791.684832 nChanged 62 SP:Iteration 16Q (3432.201526 sec): 3 clusters Score: Raw -293817.025646 + Penalty 2968.637073 = -290848.388573 nChanged 71 SP:Iteration 17Q (3432.309092 sec): 3 clusters Score: Raw -293893.889201 + Penalty 2968.637073 = -290925.252128 nChanged 75 SP:Iteration 18Q (3432.404395 sec): 3 clusters Score: Raw -294006.319194 + Penalty 2968.637073 = -291037.682121 nChanged 70 SP:Iteration 19Q (3432.501686 sec): 3 clusters Score: Raw -294136.447191 + Penalty 2968.637073 = -291167.810118 nChanged 57 SP:Iteration 20F (3432.584537 sec): 3 clusters Score: Raw -294198.166928 + Penalty 2968.637073 = -291229.529855 nChanged 24 SP:Iteration 21Q (3432.689775 sec): 3 clusters Score: Raw -294210.632604 + Penalty 2968.637073 = -291241.995531 nChanged 23 SP:Iteration 22Q (3432.793485 sec): 3 clusters Score: Raw -294220.531112 + Penalty 2968.637073 = -291251.894039 nChanged 13 SP:Iteration 23Q (3432.913682 sec): 3 clusters Score: Raw -294224.555737 + Penalty 2968.637073 = -291255.918664 nChanged 6 SP:Iteration 24Q (3433.021203 sec): 3 clusters Score: Raw -294227.150964 + Penalty 2968.637073 = -291258.513891 nChanged 5 SP:Iteration 25Q (3433.105626 sec): 3 clusters Score: Raw -294228.475713 + Penalty 2968.637073 = -291259.838640 nChanged 2 SP:Iteration 26Q (3433.223429 sec): 3 clusters Score: Raw -294228.968227 + Penalty 2968.637073 = -291260.331154 nChanged 3 SP:Iteration 27Q (3433.339324 sec): 3 clusters Score: Raw -294229.797214 + Penalty 2968.637073 = -291261.160141 nChanged 2 SP:Iteration 28Q (3433.413765 sec): 3 clusters Score: Raw -294230.924497 + Penalty 2968.637073 = -291262.287424 nChanged 2 SP:Iteration 29Q (3433.511901 sec): 3 clusters Score: Raw -294231.422924 + Penalty 2968.637073 = -291262.785851 nChanged 0 SP:Iteration 30F (3433.596113 sec): 3 clusters Score: Raw -294231.422924 + Penalty 2968.637073 = -291262.785851 nChanged 0 Score: Raw -11983351.796587 + Penalty 90077.291470 = -11893274.505117 Splitting cluster 27 changes total score from -11891311.520909 to -11893274.505117 So it's getting split into cluster 42. Trying to split cluster 28 (5452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3441.919741 sec): 2 clusters Score: Raw -293098.728043 + Penalty 1509.955983 = -291588.772060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3442.014500 sec): 3 clusters Score: Raw -290298.406800 + Penalty 3019.911965 = -287278.494835 nChanged 2199 SP:Iteration 1F (3442.104266 sec): 3 clusters Score: Raw -291675.486975 + Penalty 3019.911965 = -288655.575010 nChanged 454 SP:Iteration 2F (3442.190548 sec): 3 clusters Score: Raw -292023.869257 + Penalty 3019.911965 = -289003.957291 nChanged 346 SP:Iteration 3F (3442.278489 sec): 3 clusters Score: Raw -292299.169273 + Penalty 3019.911965 = -289279.257308 nChanged 321 SP:Iteration 4F (3442.383675 sec): 3 clusters Score: Raw -292516.731213 + Penalty 3019.911965 = -289496.819248 nChanged 251 SP:Iteration 5Q (3442.475771 sec): 3 clusters Score: Raw -292727.006274 + Penalty 3019.911965 = -289707.094308 nChanged 228 SP:Iteration 6Q (3442.576920 sec): 3 clusters Score: Raw -292901.328978 + Penalty 3019.911965 = -289881.417012 nChanged 188 SP:Iteration 7Q (3442.651963 sec): 3 clusters Score: Raw -293015.523702 + Penalty 3019.911965 = -289995.611737 nChanged 150 SP:Iteration 8Q (3442.759349 sec): 3 clusters Score: Raw -293095.549497 + Penalty 3019.911965 = -290075.637532 nChanged 115 SP:Iteration 9Q (3442.845066 sec): 3 clusters Score: Raw -293152.552410 + Penalty 3019.911965 = -290132.640445 nChanged 79 SP:Iteration 10Q (3442.934084 sec): 3 clusters Score: Raw -293187.576365 + Penalty 3019.911965 = -290167.664399 nChanged 65 SP:Iteration 11Q (3443.002380 sec): 3 clusters Score: Raw -293214.770388 + Penalty 3019.911965 = -290194.858423 nChanged 52 SP:Iteration 12Q (3443.111138 sec): 3 clusters Score: Raw -293233.396843 + Penalty 3019.911965 = -290213.484877 nChanged 38 SP:Iteration 13Q (3443.182774 sec): 3 clusters Score: Raw -293248.090016 + Penalty 3019.911965 = -290228.178051 nChanged 46 SP:Iteration 14Q (3443.277058 sec): 3 clusters Score: Raw -293267.752696 + Penalty 3019.911965 = -290247.840731 nChanged 45 SP:Iteration 15Q (3443.370035 sec): 3 clusters Score: Raw -293285.290726 + Penalty 3019.911965 = -290265.378761 nChanged 40 SP:Iteration 16Q (3443.481112 sec): 3 clusters Score: Raw -293300.091119 + Penalty 3019.911965 = -290280.179154 nChanged 33 SP:Iteration 17Q (3443.575098 sec): 3 clusters Score: Raw -293313.023340 + Penalty 3019.911965 = -290293.111375 nChanged 38 SP:Iteration 18Q (3443.669128 sec): 3 clusters Score: Raw -293327.614196 + Penalty 3019.911965 = -290307.702230 nChanged 32 SP:Iteration 19Q (3443.758984 sec): 3 clusters Score: Raw -293343.793021 + Penalty 3019.911965 = -290323.881055 nChanged 24 SP:Iteration 20F (3443.859099 sec): 3 clusters Score: Raw -293351.435741 + Penalty 3019.911965 = -290331.523775 nChanged 23 SP:Iteration 21Q (3443.930372 sec): 3 clusters Score: Raw -293361.656619 + Penalty 3019.911965 = -290341.744654 nChanged 25 SP:Iteration 22Q (3444.037695 sec): 3 clusters Score: Raw -293373.840808 + Penalty 3019.911965 = -290353.928843 nChanged 26 SP:Iteration 23Q (3444.129285 sec): 3 clusters Score: Raw -293382.267208 + Penalty 3019.911965 = -290362.355243 nChanged 13 SP:Iteration 24Q (3444.219716 sec): 3 clusters Score: Raw -293386.648097 + Penalty 3019.911965 = -290366.736132 nChanged 17 SP:Iteration 25Q (3444.294544 sec): 3 clusters Score: Raw -293393.163348 + Penalty 3019.911965 = -290373.251382 nChanged 15 SP:Iteration 26Q (3444.381457 sec): 3 clusters Score: Raw -293398.205018 + Penalty 3019.911965 = -290378.293052 nChanged 10 SP:Iteration 27Q (3444.473783 sec): 3 clusters Score: Raw -293403.121504 + Penalty 3019.911965 = -290383.209539 nChanged 13 SP:Iteration 28Q (3444.563512 sec): 3 clusters Score: Raw -293407.257858 + Penalty 3019.911965 = -290387.345892 nChanged 10 SP:Iteration 29Q (3444.667386 sec): 3 clusters Score: Raw -293411.414894 + Penalty 3019.911965 = -290391.502928 nChanged 13 SP:Iteration 30Q (3444.734747 sec): 3 clusters Score: Raw -293415.803413 + Penalty 3019.911965 = -290395.891448 nChanged 10 SP:Iteration 31Q (3444.846399 sec): 3 clusters Score: Raw -293419.407119 + Penalty 3019.911965 = -290399.495154 nChanged 5 SP:Iteration 32Q (3444.941053 sec): 3 clusters Score: Raw -293420.837317 + Penalty 3019.911965 = -290400.925351 nChanged 8 SP:Iteration 33Q (3445.025701 sec): 3 clusters Score: Raw -293424.238579 + Penalty 3019.911965 = -290404.326613 nChanged 4 SP:Iteration 34Q (3445.121925 sec): 3 clusters Score: Raw -293425.589955 + Penalty 3019.911965 = -290405.677990 nChanged 3 SP:Iteration 35Q (3445.189812 sec): 3 clusters Score: Raw -293426.588815 + Penalty 3019.911965 = -290406.676850 nChanged 3 SP:Iteration 36Q (3445.300228 sec): 3 clusters Score: Raw -293428.068494 + Penalty 3019.911965 = -290408.156529 nChanged 6 SP:Iteration 37Q (3445.381026 sec): 3 clusters Score: Raw -293431.372265 + Penalty 3019.911965 = -290411.460300 nChanged 10 SP:Iteration 38Q (3445.471495 sec): 3 clusters Score: Raw -293435.598142 + Penalty 3019.911965 = -290415.686177 nChanged 9 SP:Iteration 39Q (3445.556796 sec): 3 clusters Score: Raw -293439.574758 + Penalty 3019.911965 = -290419.662792 nChanged 11 SP:Iteration 40F (3445.651872 sec): 3 clusters Score: Raw -293442.540834 + Penalty 3019.911965 = -290422.628869 nChanged 8 SP:Iteration 41Q (3445.740845 sec): 3 clusters Score: Raw -293445.571561 + Penalty 3019.911965 = -290425.659596 nChanged 10 SP:Iteration 42Q (3445.830589 sec): 3 clusters Score: Raw -293450.143404 + Penalty 3019.911965 = -290430.231439 nChanged 12 SP:Iteration 43Q (3445.909953 sec): 3 clusters Score: Raw -293454.383681 + Penalty 3019.911965 = -290434.471715 nChanged 11 SP:Iteration 44Q (3445.986724 sec): 3 clusters Score: Raw -293457.213649 + Penalty 3019.911965 = -290437.301683 nChanged 7 SP:Iteration 45Q (3446.076423 sec): 3 clusters Score: Raw -293459.225086 + Penalty 3019.911965 = -290439.313121 nChanged 4 SP:Iteration 46Q (3446.192077 sec): 3 clusters Score: Raw -293459.925885 + Penalty 3019.911965 = -290440.013920 nChanged 4 SP:Iteration 47Q (3446.257486 sec): 3 clusters Score: Raw -293460.996830 + Penalty 3019.911965 = -290441.084865 nChanged 1 SP:Iteration 48Q (3446.365186 sec): 3 clusters Score: Raw -293461.373788 + Penalty 3019.911965 = -290441.461823 nChanged 1 SP:Iteration 49Q (3446.451736 sec): 3 clusters Score: Raw -293461.608546 + Penalty 3019.911965 = -290441.696580 nChanged 1 SP:Iteration 50Q (3446.543806 sec): 3 clusters Score: Raw -293461.947295 + Penalty 3019.911965 = -290442.035330 nChanged 2 SP:Iteration 51Q (3446.635426 sec): 3 clusters Score: Raw -293462.406953 + Penalty 3019.911965 = -290442.494987 nChanged 1 SP:Iteration 52Q (3446.726408 sec): 3 clusters Score: Raw -293462.486384 + Penalty 3019.911965 = -290442.574418 nChanged 0 SP:Iteration 53F (3446.793914 sec): 3 clusters Score: Raw -293462.486384 + Penalty 3019.911965 = -290442.574418 nChanged 0 Trying to split cluster 29 (12530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3446.863927 sec): 2 clusters Score: Raw -866942.569921 + Penalty 1655.997124 = -865286.572797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3446.987355 sec): 3 clusters Score: Raw -859696.187871 + Penalty 3311.994248 = -856384.193624 nChanged 5554 SP:Iteration 1F (3447.075726 sec): 3 clusters Score: Raw -862829.825184 + Penalty 3311.994248 = -859517.830936 nChanged 788 SP:Iteration 2F (3447.201408 sec): 3 clusters Score: Raw -863194.813715 + Penalty 3311.994248 = -859882.819467 nChanged 673 SP:Iteration 3F (3447.284461 sec): 3 clusters Score: Raw -863523.383546 + Penalty 3311.994248 = -860211.389298 nChanged 609 SP:Iteration 4Q (3447.387237 sec): 3 clusters Score: Raw -863822.547204 + Penalty 3311.994248 = -860510.552956 nChanged 577 SP:Iteration 5Q (3447.487994 sec): 3 clusters Score: Raw -864100.974448 + Penalty 3311.994248 = -860788.980200 nChanged 529 SP:Iteration 6Q (3447.594191 sec): 3 clusters Score: Raw -864326.343153 + Penalty 3311.994248 = -861014.348906 nChanged 449 SP:Iteration 7Q (3447.704338 sec): 3 clusters Score: Raw -864496.976733 + Penalty 3311.994248 = -861184.982485 nChanged 386 SP:Iteration 8Q (3447.821164 sec): 3 clusters Score: Raw -864645.939203 + Penalty 3311.994248 = -861333.944955 nChanged 383 SP:Iteration 9Q (3447.971821 sec): 3 clusters Score: Raw -864777.013597 + Penalty 3311.994248 = -861465.019350 nChanged 315 SP:Iteration 10Q (3448.108516 sec): 3 clusters Score: Raw -864890.310631 + Penalty 3311.994248 = -861578.316383 nChanged 278 SP:Iteration 11Q (3448.254130 sec): 3 clusters Score: Raw -864988.246398 + Penalty 3311.994248 = -861676.252150 nChanged 263 SP:Iteration 12Q (3448.371852 sec): 3 clusters Score: Raw -865079.881630 + Penalty 3311.994248 = -861767.887382 nChanged 241 SP:Iteration 13Q (3448.492291 sec): 3 clusters Score: Raw -865168.452947 + Penalty 3311.994248 = -861856.458699 nChanged 241 SP:Iteration 14Q (3448.627310 sec): 3 clusters Score: Raw -865255.977077 + Penalty 3311.994248 = -861943.982829 nChanged 222 SP:Iteration 15Q (3448.759664 sec): 3 clusters Score: Raw -865337.117706 + Penalty 3311.994248 = -862025.123458 nChanged 241 SP:Iteration 16Q (3448.874509 sec): 3 clusters Score: Raw -865444.297290 + Penalty 3311.994248 = -862132.303042 nChanged 258 SP:Iteration 17Q (3449.007680 sec): 3 clusters Score: Raw -865557.846868 + Penalty 3311.994248 = -862245.852621 nChanged 237 SP:Iteration 18Q (3449.155642 sec): 3 clusters Score: Raw -865653.462258 + Penalty 3311.994248 = -862341.468011 nChanged 223 SP:Iteration 19Q (3449.254964 sec): 3 clusters Score: Raw -865768.329866 + Penalty 3311.994248 = -862456.335618 nChanged 244 SP:Iteration 20F (3449.394867 sec): 3 clusters Score: Raw -865898.454789 + Penalty 3311.994248 = -862586.460541 nChanged 237 SP:Iteration 21Q (3449.531252 sec): 3 clusters Score: Raw -866021.130941 + Penalty 3311.994248 = -862709.136693 nChanged 193 SP:Iteration 22Q (3449.658959 sec): 3 clusters Score: Raw -866117.624349 + Penalty 3311.994248 = -862805.630101 nChanged 192 SP:Iteration 23Q (3449.776795 sec): 3 clusters Score: Raw -866221.038307 + Penalty 3311.994248 = -862909.044059 nChanged 186 SP:Iteration 24Q (3449.898401 sec): 3 clusters Score: Raw -866317.850951 + Penalty 3311.994248 = -863005.856704 nChanged 181 SP:Iteration 25Q (3450.023616 sec): 3 clusters Score: Raw -866404.555159 + Penalty 3311.994248 = -863092.560911 nChanged 173 SP:Iteration 26Q (3450.141615 sec): 3 clusters Score: Raw -866497.762846 + Penalty 3311.994248 = -863185.768598 nChanged 174 SP:Iteration 27Q (3450.259524 sec): 3 clusters Score: Raw -866603.806881 + Penalty 3311.994248 = -863291.812633 nChanged 173 SP:Iteration 28Q (3450.385273 sec): 3 clusters Score: Raw -866692.505281 + Penalty 3311.994248 = -863380.511033 nChanged 140 SP:Iteration 29Q (3450.526483 sec): 3 clusters Score: Raw -866746.583482 + Penalty 3311.994248 = -863434.589234 nChanged 130 SP:Iteration 30Q (3450.656627 sec): 3 clusters Score: Raw -866792.443600 + Penalty 3311.994248 = -863480.449352 nChanged 101 SP:Iteration 31Q (3450.791204 sec): 3 clusters Score: Raw -866821.129489 + Penalty 3311.994248 = -863509.135241 nChanged 92 SP:Iteration 32Q (3450.919610 sec): 3 clusters Score: Raw -866846.256628 + Penalty 3311.994248 = -863534.262380 nChanged 72 SP:Iteration 33Q (3451.035052 sec): 3 clusters Score: Raw -866862.306716 + Penalty 3311.994248 = -863550.312468 nChanged 66 SP:Iteration 34Q (3451.162356 sec): 3 clusters Score: Raw -866877.354423 + Penalty 3311.994248 = -863565.360175 nChanged 58 SP:Iteration 35Q (3451.279900 sec): 3 clusters Score: Raw -866890.261338 + Penalty 3311.994248 = -863578.267090 nChanged 59 SP:Iteration 36Q (3451.446426 sec): 3 clusters Score: Raw -866903.598379 + Penalty 3311.994248 = -863591.604131 nChanged 41 SP:Iteration 37Q (3451.592926 sec): 3 clusters Score: Raw -866910.787676 + Penalty 3311.994248 = -863598.793428 nChanged 35 SP:Iteration 38Q (3451.714753 sec): 3 clusters Score: Raw -866916.921553 + Penalty 3311.994248 = -863604.927305 nChanged 27 SP:Iteration 39Q (3451.844283 sec): 3 clusters Score: Raw -866922.003406 + Penalty 3311.994248 = -863610.009158 nChanged 33 SP:Iteration 40F (3451.977742 sec): 3 clusters Score: Raw -866927.110726 + Penalty 3311.994248 = -863615.116478 nChanged 26 SP:Iteration 41Q (3452.118119 sec): 3 clusters Score: Raw -866931.335358 + Penalty 3311.994248 = -863619.341110 nChanged 31 SP:Iteration 42Q (3452.249165 sec): 3 clusters Score: Raw -866935.984982 + Penalty 3311.994248 = -863623.990735 nChanged 32 SP:Iteration 43Q (3452.372539 sec): 3 clusters Score: Raw -866939.947122 + Penalty 3311.994248 = -863627.952874 nChanged 32 SP:Iteration 44Q (3452.495280 sec): 3 clusters Score: Raw -866943.745102 + Penalty 3311.994248 = -863631.750854 nChanged 27 SP:Iteration 45Q (3452.646561 sec): 3 clusters Score: Raw -866947.474559 + Penalty 3311.994248 = -863635.480311 nChanged 25 SP:Iteration 46Q (3452.748748 sec): 3 clusters Score: Raw -866950.843339 + Penalty 3311.994248 = -863638.849091 nChanged 26 SP:Iteration 47Q (3452.895825 sec): 3 clusters Score: Raw -866954.971004 + Penalty 3311.994248 = -863642.976756 nChanged 28 SP:Iteration 48Q (3453.015290 sec): 3 clusters Score: Raw -866959.854391 + Penalty 3311.994248 = -863647.860144 nChanged 35 SP:Iteration 49Q (3453.128289 sec): 3 clusters Score: Raw -866968.685532 + Penalty 3311.994248 = -863656.691284 nChanged 48 SP:Iteration 50Q (3453.254897 sec): 3 clusters Score: Raw -866979.590430 + Penalty 3311.994248 = -863667.596182 nChanged 58 SP:Iteration 51Q (3453.347304 sec): 3 clusters Score: Raw -866995.310396 + Penalty 3311.994248 = -863683.316149 nChanged 72 SP:Iteration 52Q (3453.468543 sec): 3 clusters Score: Raw -867013.413054 + Penalty 3311.994248 = -863701.418806 nChanged 81 SP:Iteration 53Q (3453.600869 sec): 3 clusters Score: Raw -867036.586461 + Penalty 3311.994248 = -863724.592213 nChanged 81 SP:Iteration 54Q (3453.746738 sec): 3 clusters Score: Raw -867060.059349 + Penalty 3311.994248 = -863748.065101 nChanged 89 SP:Iteration 55Q (3453.867020 sec): 3 clusters Score: Raw -867088.021834 + Penalty 3311.994248 = -863776.027586 nChanged 94 SP:Iteration 56Q (3453.987087 sec): 3 clusters Score: Raw -867116.514048 + Penalty 3311.994248 = -863804.519801 nChanged 95 SP:Iteration 57Q (3454.109263 sec): 3 clusters Score: Raw -867147.950771 + Penalty 3311.994248 = -863835.956523 nChanged 104 SP:Iteration 58Q (3454.225579 sec): 3 clusters Score: Raw -867187.639752 + Penalty 3311.994248 = -863875.645504 nChanged 116 SP:Iteration 59Q (3454.350562 sec): 3 clusters Score: Raw -867232.825758 + Penalty 3311.994248 = -863920.831510 nChanged 106 SP:Iteration 60F (3454.480351 sec): 3 clusters Score: Raw -867267.982642 + Penalty 3311.994248 = -863955.988394 nChanged 97 SP:Iteration 61Q (3454.590529 sec): 3 clusters Score: Raw -867297.471822 + Penalty 3311.994248 = -863985.477574 nChanged 89 SP:Iteration 62Q (3454.740685 sec): 3 clusters Score: Raw -867323.307215 + Penalty 3311.994248 = -864011.312967 nChanged 81 SP:Iteration 63Q (3454.871721 sec): 3 clusters Score: Raw -867344.433635 + Penalty 3311.994248 = -864032.439387 nChanged 77 SP:Iteration 64Q (3454.974709 sec): 3 clusters Score: Raw -867369.695202 + Penalty 3311.994248 = -864057.700954 nChanged 97 SP:Iteration 65Q (3455.122075 sec): 3 clusters Score: Raw -867406.247366 + Penalty 3311.994248 = -864094.253118 nChanged 92 SP:Iteration 66Q (3455.253467 sec): 3 clusters Score: Raw -867437.399505 + Penalty 3311.994248 = -864125.405257 nChanged 79 SP:Iteration 67Q (3455.384394 sec): 3 clusters Score: Raw -867466.966113 + Penalty 3311.994248 = -864154.971865 nChanged 82 SP:Iteration 68Q (3455.517272 sec): 3 clusters Score: Raw -867502.667801 + Penalty 3311.994248 = -864190.673553 nChanged 94 SP:Iteration 69Q (3455.652890 sec): 3 clusters Score: Raw -867542.734904 + Penalty 3311.994248 = -864230.740656 nChanged 88 SP:Iteration 70Q (3455.769068 sec): 3 clusters Score: Raw -867575.873837 + Penalty 3311.994248 = -864263.879589 nChanged 77 SP:Iteration 71Q (3455.860701 sec): 3 clusters Score: Raw -867597.890153 + Penalty 3311.994248 = -864285.895905 nChanged 76 SP:Iteration 72Q (3455.963689 sec): 3 clusters Score: Raw -867624.047282 + Penalty 3311.994248 = -864312.053034 nChanged 85 SP:Iteration 73Q (3456.095403 sec): 3 clusters Score: Raw -867655.134483 + Penalty 3311.994248 = -864343.140235 nChanged 75 SP:Iteration 74Q (3456.205204 sec): 3 clusters Score: Raw -867675.137093 + Penalty 3311.994248 = -864363.142845 nChanged 69 SP:Iteration 75Q (3456.315430 sec): 3 clusters Score: Raw -867693.596656 + Penalty 3311.994248 = -864381.602408 nChanged 68 SP:Iteration 76Q (3456.423044 sec): 3 clusters Score: Raw -867709.933070 + Penalty 3311.994248 = -864397.938822 nChanged 48 SP:Iteration 77Q (3456.532796 sec): 3 clusters Score: Raw -867720.798394 + Penalty 3311.994248 = -864408.804146 nChanged 43 SP:Iteration 78Q (3456.618548 sec): 3 clusters Score: Raw -867728.791727 + Penalty 3311.994248 = -864416.797479 nChanged 35 SP:Iteration 79Q (3456.730017 sec): 3 clusters Score: Raw -867734.126699 + Penalty 3311.994248 = -864422.132451 nChanged 25 SP:Iteration 80F (3456.848278 sec): 3 clusters Score: Raw -867739.485574 + Penalty 3311.994248 = -864427.491326 nChanged 20 SP:Iteration 81Q (3456.950006 sec): 3 clusters Score: Raw -867742.328863 + Penalty 3311.994248 = -864430.334615 nChanged 18 SP:Iteration 82Q (3457.049036 sec): 3 clusters Score: Raw -867745.433684 + Penalty 3311.994248 = -864433.439436 nChanged 22 SP:Iteration 83Q (3457.145354 sec): 3 clusters Score: Raw -867748.346777 + Penalty 3311.994248 = -864436.352529 nChanged 14 SP:Iteration 84Q (3457.242248 sec): 3 clusters Score: Raw -867750.253741 + Penalty 3311.994248 = -864438.259493 nChanged 15 SP:Iteration 85Q (3457.344877 sec): 3 clusters Score: Raw -867752.347349 + Penalty 3311.994248 = -864440.353101 nChanged 23 SP:Iteration 86Q (3457.447447 sec): 3 clusters Score: Raw -867755.596733 + Penalty 3311.994248 = -864443.602486 nChanged 15 SP:Iteration 87Q (3457.561260 sec): 3 clusters Score: Raw -867758.179192 + Penalty 3311.994248 = -864446.184944 nChanged 19 SP:Iteration 88Q (3457.648406 sec): 3 clusters Score: Raw -867760.455952 + Penalty 3311.994248 = -864448.461704 nChanged 10 SP:Iteration 89Q (3457.757113 sec): 3 clusters Score: Raw -867761.956647 + Penalty 3311.994248 = -864449.962400 nChanged 8 SP:Iteration 90Q (3457.867061 sec): 3 clusters Score: Raw -867762.907799 + Penalty 3311.994248 = -864450.913551 nChanged 11 SP:Iteration 91Q (3457.960292 sec): 3 clusters Score: Raw -867763.719711 + Penalty 3311.994248 = -864451.725463 nChanged 7 SP:Iteration 92Q (3458.069374 sec): 3 clusters Score: Raw -867764.255251 + Penalty 3311.994248 = -864452.261003 nChanged 7 SP:Iteration 93Q (3458.179696 sec): 3 clusters Score: Raw -867764.796650 + Penalty 3311.994248 = -864452.802402 nChanged 7 SP:Iteration 94Q (3458.263313 sec): 3 clusters Score: Raw -867765.444668 + Penalty 3311.994248 = -864453.450421 nChanged 4 SP:Iteration 95Q (3458.375855 sec): 3 clusters Score: Raw -867765.808370 + Penalty 3311.994248 = -864453.814122 nChanged 4 SP:Iteration 96Q (3458.486775 sec): 3 clusters Score: Raw -867766.014653 + Penalty 3311.994248 = -864454.020405 nChanged 1 SP:Iteration 97Q (3458.588834 sec): 3 clusters Score: Raw -867766.106411 + Penalty 3311.994248 = -864454.112163 nChanged 1 SP:Iteration 98Q (3458.677469 sec): 3 clusters Score: Raw -867766.138273 + Penalty 3311.994248 = -864454.144025 nChanged 0 SP:Iteration 99F (3458.788309 sec): 3 clusters Score: Raw -867766.138273 + Penalty 3311.994248 = -864454.144025 nChanged 0 Trying to split cluster 30 (2700 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3458.843488 sec): 2 clusters Score: Raw -139055.359771 + Penalty 1386.626738 = -137668.733034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3458.930965 sec): 3 clusters Score: Raw -137870.828539 + Penalty 2773.253475 = -135097.575064 nChanged 990 SP:Iteration 1F (3458.991026 sec): 3 clusters Score: Raw -138555.652003 + Penalty 2773.253475 = -135782.398527 nChanged 250 SP:Iteration 2F (3459.082445 sec): 3 clusters Score: Raw -138779.192302 + Penalty 2773.253475 = -136005.938826 nChanged 175 SP:Iteration 3F (3459.166918 sec): 3 clusters Score: Raw -138939.128914 + Penalty 2773.253475 = -136165.875439 nChanged 150 SP:Iteration 4F (3459.247393 sec): 3 clusters Score: Raw -139053.492032 + Penalty 2773.253475 = -136280.238557 nChanged 116 SP:Iteration 5Q (3459.340974 sec): 3 clusters Score: Raw -139135.061573 + Penalty 2773.253475 = -136361.808098 nChanged 67 SP:Iteration 6Q (3459.418960 sec): 3 clusters Score: Raw -139178.429771 + Penalty 2773.253475 = -136405.176296 nChanged 51 SP:Iteration 7Q (3459.508532 sec): 3 clusters Score: Raw -139212.587756 + Penalty 2773.253475 = -136439.334281 nChanged 50 SP:Iteration 8Q (3459.588570 sec): 3 clusters Score: Raw -139254.255713 + Penalty 2773.253475 = -136481.002238 nChanged 61 SP:Iteration 9Q (3459.660940 sec): 3 clusters Score: Raw -139316.954841 + Penalty 2773.253475 = -136543.701366 nChanged 62 SP:Iteration 10Q (3459.743816 sec): 3 clusters Score: Raw -139368.582928 + Penalty 2773.253475 = -136595.329453 nChanged 60 SP:Iteration 11Q (3459.824578 sec): 3 clusters Score: Raw -139435.712044 + Penalty 2773.253475 = -136662.458568 nChanged 71 SP:Iteration 12Q (3459.913612 sec): 3 clusters Score: Raw -139518.695757 + Penalty 2773.253475 = -136745.442282 nChanged 71 SP:Iteration 13Q (3459.999196 sec): 3 clusters Score: Raw -139602.872271 + Penalty 2773.253475 = -136829.618796 nChanged 61 SP:Iteration 14Q (3460.076672 sec): 3 clusters Score: Raw -139673.334876 + Penalty 2773.253475 = -136900.081401 nChanged 67 SP:Iteration 15Q (3460.168009 sec): 3 clusters Score: Raw -139737.269743 + Penalty 2773.253475 = -136964.016268 nChanged 75 SP:Iteration 16Q (3460.246106 sec): 3 clusters Score: Raw -139807.114058 + Penalty 2773.253475 = -137033.860582 nChanged 72 SP:Iteration 17Q (3460.329728 sec): 3 clusters Score: Raw -139862.293705 + Penalty 2773.253475 = -137089.040230 nChanged 49 SP:Iteration 18Q (3460.410137 sec): 3 clusters Score: Raw -139898.128310 + Penalty 2773.253475 = -137124.874834 nChanged 40 SP:Iteration 19Q (3460.509370 sec): 3 clusters Score: Raw -139921.689023 + Penalty 2773.253475 = -137148.435548 nChanged 25 SP:Iteration 20F (3460.587175 sec): 3 clusters Score: Raw -139936.286274 + Penalty 2773.253475 = -137163.032798 nChanged 19 SP:Iteration 21Q (3460.662235 sec): 3 clusters Score: Raw -139945.895384 + Penalty 2773.253475 = -137172.641909 nChanged 12 SP:Iteration 22Q (3460.756860 sec): 3 clusters Score: Raw -139952.830281 + Penalty 2773.253475 = -137179.576806 nChanged 11 SP:Iteration 23Q (3460.844108 sec): 3 clusters Score: Raw -139956.832544 + Penalty 2773.253475 = -137183.579069 nChanged 6 SP:Iteration 24Q (3460.924726 sec): 3 clusters Score: Raw -139960.259926 + Penalty 2773.253475 = -137187.006451 nChanged 12 SP:Iteration 25Q (3461.002505 sec): 3 clusters Score: Raw -139968.215679 + Penalty 2773.253475 = -137194.962203 nChanged 13 SP:Iteration 26Q (3461.080059 sec): 3 clusters Score: Raw -139973.759772 + Penalty 2773.253475 = -137200.506296 nChanged 11 SP:Iteration 27Q (3461.152134 sec): 3 clusters Score: Raw -139980.452845 + Penalty 2773.253475 = -137207.199370 nChanged 13 SP:Iteration 28Q (3461.244150 sec): 3 clusters Score: Raw -139990.500367 + Penalty 2773.253475 = -137217.246892 nChanged 12 SP:Iteration 29Q (3461.320933 sec): 3 clusters Score: Raw -139998.956447 + Penalty 2773.253475 = -137225.702972 nChanged 12 SP:Iteration 30Q (3461.403704 sec): 3 clusters Score: Raw -140004.674539 + Penalty 2773.253475 = -137231.421064 nChanged 13 SP:Iteration 31Q (3461.489880 sec): 3 clusters Score: Raw -140011.106803 + Penalty 2773.253475 = -137237.853327 nChanged 14 SP:Iteration 32Q (3461.573365 sec): 3 clusters Score: Raw -140020.356242 + Penalty 2773.253475 = -137247.102767 nChanged 6 SP:Iteration 33Q (3461.656915 sec): 3 clusters Score: Raw -140024.730811 + Penalty 2773.253475 = -137251.477335 nChanged 8 SP:Iteration 34Q (3461.755659 sec): 3 clusters Score: Raw -140033.860773 + Penalty 2773.253475 = -137260.607298 nChanged 10 SP:Iteration 35Q (3461.834548 sec): 3 clusters Score: Raw -140040.427660 + Penalty 2773.253475 = -137267.174185 nChanged 10 SP:Iteration 36Q (3461.908124 sec): 3 clusters Score: Raw -140048.293298 + Penalty 2773.253475 = -137275.039823 nChanged 7 SP:Iteration 37Q (3461.996607 sec): 3 clusters Score: Raw -140053.506790 + Penalty 2773.253475 = -137280.253315 nChanged 8 SP:Iteration 38Q (3462.085194 sec): 3 clusters Score: Raw -140058.906720 + Penalty 2773.253475 = -137285.653244 nChanged 4 SP:Iteration 39Q (3462.147028 sec): 3 clusters Score: Raw -140062.139723 + Penalty 2773.253475 = -137288.886248 nChanged 7 SP:Iteration 40F (3462.243265 sec): 3 clusters Score: Raw -140064.424631 + Penalty 2773.253475 = -137291.171156 nChanged 5 SP:Iteration 41Q (3462.322775 sec): 3 clusters Score: Raw -140069.056883 + Penalty 2773.253475 = -137295.803408 nChanged 9 SP:Iteration 42Q (3462.392786 sec): 3 clusters Score: Raw -140074.178363 + Penalty 2773.253475 = -137300.924887 nChanged 5 SP:Iteration 43Q (3462.487873 sec): 3 clusters Score: Raw -140076.674893 + Penalty 2773.253475 = -137303.421418 nChanged 2 SP:Iteration 44Q (3462.569079 sec): 3 clusters Score: Raw -140077.969689 + Penalty 2773.253475 = -137304.716214 nChanged 4 SP:Iteration 45Q (3462.661782 sec): 3 clusters Score: Raw -140082.641982 + Penalty 2773.253475 = -137309.388507 nChanged 11 SP:Iteration 46Q (3462.749909 sec): 3 clusters Score: Raw -140089.607474 + Penalty 2773.253475 = -137316.353999 nChanged 8 SP:Iteration 47Q (3462.826886 sec): 3 clusters Score: Raw -140092.529130 + Penalty 2773.253475 = -137319.275655 nChanged 2 SP:Iteration 48Q (3462.890926 sec): 3 clusters Score: Raw -140092.805271 + Penalty 2773.253475 = -137319.551796 nChanged 0 SP:Iteration 49F (3462.990340 sec): 3 clusters Score: Raw -140092.805271 + Penalty 2773.253475 = -137319.551796 nChanged 0 Trying to split cluster 31 (7445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3463.053184 sec): 2 clusters Score: Raw -488774.070370 + Penalty 1564.634789 = -487209.435581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3463.138597 sec): 3 clusters Score: Raw -484668.034468 + Penalty 3129.269579 = -481538.764889 nChanged 3139 SP:Iteration 1F (3463.236071 sec): 3 clusters Score: Raw -486429.456830 + Penalty 3129.269579 = -483300.187251 nChanged 549 SP:Iteration 2F (3463.329808 sec): 3 clusters Score: Raw -486760.473373 + Penalty 3129.269579 = -483631.203795 nChanged 490 SP:Iteration 3F (3463.404649 sec): 3 clusters Score: Raw -487049.978520 + Penalty 3129.269579 = -483920.708942 nChanged 436 SP:Iteration 4F (3463.500210 sec): 3 clusters Score: Raw -487292.266625 + Penalty 3129.269579 = -484162.997046 nChanged 393 SP:Iteration 5F (3463.597644 sec): 3 clusters Score: Raw -487490.820073 + Penalty 3129.269579 = -484361.550494 nChanged 332 SP:Iteration 6Q (3463.708069 sec): 3 clusters Score: Raw -487664.801557 + Penalty 3129.269579 = -484535.531978 nChanged 302 SP:Iteration 7Q (3463.827614 sec): 3 clusters Score: Raw -487827.762313 + Penalty 3129.269579 = -484698.492734 nChanged 251 SP:Iteration 8Q (3463.942494 sec): 3 clusters Score: Raw -487981.054578 + Penalty 3129.269579 = -484851.784999 nChanged 248 SP:Iteration 9Q (3464.058516 sec): 3 clusters Score: Raw -488125.245419 + Penalty 3129.269579 = -484995.975840 nChanged 206 SP:Iteration 10Q (3464.168850 sec): 3 clusters Score: Raw -488241.139149 + Penalty 3129.269579 = -485111.869571 nChanged 168 SP:Iteration 11Q (3464.301623 sec): 3 clusters Score: Raw -488335.453180 + Penalty 3129.269579 = -485206.183602 nChanged 130 SP:Iteration 12Q (3464.436886 sec): 3 clusters Score: Raw -488401.854244 + Penalty 3129.269579 = -485272.584665 nChanged 117 SP:Iteration 13Q (3464.570620 sec): 3 clusters Score: Raw -488464.469783 + Penalty 3129.269579 = -485335.200204 nChanged 107 SP:Iteration 14Q (3464.681714 sec): 3 clusters Score: Raw -488521.117379 + Penalty 3129.269579 = -485391.847801 nChanged 98 SP:Iteration 15Q (3464.785878 sec): 3 clusters Score: Raw -488577.099796 + Penalty 3129.269579 = -485447.830217 nChanged 99 SP:Iteration 16Q (3464.919185 sec): 3 clusters Score: Raw -488629.827364 + Penalty 3129.269579 = -485500.557785 nChanged 82 SP:Iteration 17Q (3465.031199 sec): 3 clusters Score: Raw -488669.778456 + Penalty 3129.269579 = -485540.508877 nChanged 71 SP:Iteration 18Q (3465.150206 sec): 3 clusters Score: Raw -488709.597370 + Penalty 3129.269579 = -485580.327791 nChanged 71 SP:Iteration 19Q (3465.285131 sec): 3 clusters Score: Raw -488755.825493 + Penalty 3129.269579 = -485626.555914 nChanged 67 SP:Iteration 20F (3465.390555 sec): 3 clusters Score: Raw -488800.861453 + Penalty 3129.269579 = -485671.591874 nChanged 58 SP:Iteration 21Q (3465.514507 sec): 3 clusters Score: Raw -488845.062461 + Penalty 3129.269579 = -485715.792882 nChanged 56 SP:Iteration 22Q (3465.635792 sec): 3 clusters Score: Raw -488883.664332 + Penalty 3129.269579 = -485754.394754 nChanged 45 SP:Iteration 23Q (3465.754581 sec): 3 clusters Score: Raw -488916.653430 + Penalty 3129.269579 = -485787.383851 nChanged 29 SP:Iteration 24Q (3465.897982 sec): 3 clusters Score: Raw -488937.115144 + Penalty 3129.269579 = -485807.845565 nChanged 28 SP:Iteration 25Q (3466.005074 sec): 3 clusters Score: Raw -488958.692081 + Penalty 3129.269579 = -485829.422502 nChanged 24 SP:Iteration 26Q (3466.134686 sec): 3 clusters Score: Raw -488975.259023 + Penalty 3129.269579 = -485845.989444 nChanged 24 SP:Iteration 27Q (3466.268290 sec): 3 clusters Score: Raw -488997.139047 + Penalty 3129.269579 = -485867.869468 nChanged 20 SP:Iteration 28Q (3466.405931 sec): 3 clusters Score: Raw -489017.781731 + Penalty 3129.269579 = -485888.512152 nChanged 18 SP:Iteration 29Q (3466.540308 sec): 3 clusters Score: Raw -489035.039717 + Penalty 3129.269579 = -485905.770138 nChanged 14 SP:Iteration 30Q (3466.645082 sec): 3 clusters Score: Raw -489043.344562 + Penalty 3129.269579 = -485914.074983 nChanged 11 SP:Iteration 31Q (3466.771607 sec): 3 clusters Score: Raw -489050.547463 + Penalty 3129.269579 = -485921.277884 nChanged 9 SP:Iteration 32Q (3466.913735 sec): 3 clusters Score: Raw -489056.810872 + Penalty 3129.269579 = -485927.541293 nChanged 9 SP:Iteration 33Q (3467.022779 sec): 3 clusters Score: Raw -489062.819063 + Penalty 3129.269579 = -485933.549484 nChanged 10 SP:Iteration 34Q (3467.159164 sec): 3 clusters Score: Raw -489073.150238 + Penalty 3129.269579 = -485943.880660 nChanged 10 SP:Iteration 35Q (3467.287607 sec): 3 clusters Score: Raw -489080.273890 + Penalty 3129.269579 = -485951.004311 nChanged 6 SP:Iteration 36Q (3467.414449 sec): 3 clusters Score: Raw -489083.663511 + Penalty 3129.269579 = -485954.393933 nChanged 3 SP:Iteration 37Q (3467.537107 sec): 3 clusters Score: Raw -489084.969463 + Penalty 3129.269579 = -485955.699884 nChanged 0 SP:Iteration 38F (3467.666165 sec): 3 clusters Score: Raw -489084.969463 + Penalty 3129.269579 = -485955.699884 nChanged 0 Iteration 179Q (3474.852705 sec): 43 clusters Score: Raw -11987262.410097 + Penalty 90077.291470 = -11897185.118627 nChanged 5378 Iteration 180F (3483.077473 sec): 43 clusters Score: Raw -11990928.112978 + Penalty 90077.291470 = -11900850.821508 nChanged 4475 Iteration 181Q (3488.886445 sec): 43 clusters Score: Raw -11992708.603250 + Penalty 90077.291470 = -11902631.311780 nChanged 2562 Iteration 182Q (3494.460448 sec): 43 clusters Score: Raw -11993585.648680 + Penalty 90077.291470 = -11903508.357210 nChanged 1799 Iteration 183Q (3499.847721 sec): 43 clusters Score: Raw -11994160.225451 + Penalty 90077.291470 = -11904082.933981 nChanged 1375 Iteration 184Q (3505.126844 sec): 43 clusters Score: Raw -11994583.234204 + Penalty 90077.291470 = -11904505.942734 nChanged 1138 Iteration 185Q (3511.149855 sec): 43 clusters Score: Raw -11994932.610271 + Penalty 90077.291470 = -11904855.318801 nChanged 1034 Iteration 186Q (3516.310421 sec): 43 clusters Score: Raw -11995254.783357 + Penalty 90077.291470 = -11905177.491887 nChanged 906 Iteration 187Q (3521.535687 sec): 43 clusters Score: Raw -11995530.995768 + Penalty 90077.291470 = -11905453.704298 nChanged 813 Iteration 188Q (3526.512664 sec): 43 clusters Score: Raw -11995758.189007 + Penalty 90077.291470 = -11905680.897537 nChanged 720 Iteration 189Q (3531.615848 sec): 43 clusters Score: Raw -11995935.362845 + Penalty 90077.291470 = -11905858.071375 nChanged 657 Iteration 190Q (3537.623382 sec): 43 clusters Score: Raw -11996095.099257 + Penalty 90077.291470 = -11906017.807787 nChanged 629 Iteration 191Q (3543.090657 sec): 43 clusters Score: Raw -11996244.641646 + Penalty 90077.291470 = -11906167.350176 nChanged 577 Iteration 192Q (3548.295790 sec): 43 clusters Score: Raw -11996378.444280 + Penalty 90077.291470 = -11906301.152810 nChanged 553 Iteration 193Q (3553.470674 sec): 43 clusters Score: Raw -11996496.174411 + Penalty 90077.291470 = -11906418.882941 nChanged 506 Iteration 194Q (3559.552713 sec): 43 clusters Score: Raw -11996597.276926 + Penalty 90077.291470 = -11906519.985456 nChanged 477 Iteration 195Q (3564.765078 sec): 43 clusters Score: Raw -11996695.978121 + Penalty 90077.291470 = -11906618.686651 nChanged 444 Iteration 196Q (3569.995067 sec): 43 clusters Score: Raw -11996786.426271 + Penalty 90077.291470 = -11906709.134801 nChanged 412 Iteration 197Q (3575.442907 sec): 43 clusters Score: Raw -11996871.319694 + Penalty 90077.291470 = -11906794.028224 nChanged 401 Iteration 198Q (3581.341949 sec): 43 clusters Score: Raw -11996958.813065 + Penalty 90077.291470 = -11906881.521595 nChanged 374 Iteration 199Q (3586.546271 sec): 43 clusters Score: Raw -11997037.826061 + Penalty 90077.291470 = -11906960.534591 nChanged 373 Iteration 200F (3594.698338 sec): 43 clusters Score: Raw -11997157.497509 + Penalty 90077.291470 = -11907080.206039 nChanged 379 Iteration 201Q (3600.587130 sec): 43 clusters Score: Raw -11997255.939478 + Penalty 90077.291470 = -11907178.648008 nChanged 366 Iteration 202Q (3606.066478 sec): 43 clusters Score: Raw -11997335.841408 + Penalty 90077.291470 = -11907258.549938 nChanged 373 Iteration 203Q (3611.293234 sec): 43 clusters Score: Raw -11997404.621840 + Penalty 90077.291470 = -11907327.330370 nChanged 357 Iteration 204Q (3616.597607 sec): 43 clusters Score: Raw -11997472.556359 + Penalty 90077.291470 = -11907395.264889 nChanged 326 Iteration 205Q (3622.570273 sec): 43 clusters Score: Raw -11997535.491024 + Penalty 90077.291470 = -11907458.199554 nChanged 334 Iteration 206Q (3627.901024 sec): 43 clusters Score: Raw -11997601.501956 + Penalty 90077.291470 = -11907524.210486 nChanged 328 Iteration 207Q (3633.238769 sec): 43 clusters Score: Raw -11997666.283776 + Penalty 90077.291470 = -11907588.992306 nChanged 301 Iteration 208Q (3638.588828 sec): 43 clusters Score: Raw -11997721.259251 + Penalty 90077.291470 = -11907643.967781 nChanged 300 Iteration 209Q (3644.795367 sec): 43 clusters Score: Raw -11997780.779216 + Penalty 90077.291470 = -11907703.487746 nChanged 304 Iteration 210Q (3650.256605 sec): 43 clusters Score: Raw -11997843.199993 + Penalty 90077.291470 = -11907765.908523 nChanged 297 Iteration 211Q (3655.630477 sec): 43 clusters Score: Raw -11997903.156598 + Penalty 90077.291470 = -11907825.865128 nChanged 296 Iteration 212Q (3660.920218 sec): 43 clusters Score: Raw -11997965.019026 + Penalty 90077.291470 = -11907887.727556 nChanged 290 Iteration 213Q (3667.233703 sec): 43 clusters Score: Raw -11998023.290294 + Penalty 90077.291470 = -11907945.998824 nChanged 262 Iteration 214Q (3672.401070 sec): 43 clusters Score: Raw -11998082.140142 + Penalty 90077.291470 = -11908004.848672 nChanged 286 Iteration 215Q (3677.511932 sec): 43 clusters Score: Raw -11998141.280439 + Penalty 90077.291470 = -11908063.988969 nChanged 273 Iteration 216Q (3682.978971 sec): 43 clusters Score: Raw -11998200.056998 + Penalty 90077.291470 = -11908122.765528 nChanged 263 Iteration 217Q (3688.003899 sec): 43 clusters Score: Raw -11998261.751574 + Penalty 90077.291470 = -11908184.460104 nChanged 266 Iteration 218Q (3693.936619 sec): 43 clusters Score: Raw -11998319.288178 + Penalty 90077.291470 = -11908241.996708 nChanged 260 Writing temp clu file Because OldScore, -11908184.460104, is greater than current (better) Score,-11908241.996708 Compute initial score before splitting: Score: Raw -11998319.288178 + Penalty 90077.291470 = -11908241.996708 Trying to split cluster 1 (3962 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3694.141458 sec): 2 clusters Score: Raw -238472.903576 + Penalty 1453.930492 = -237018.973084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3694.274028 sec): 3 clusters Score: Raw -236558.762275 + Penalty 2907.860984 = -233650.901291 nChanged 1573 SP:Iteration 1F (3694.350803 sec): 3 clusters Score: Raw -237559.135755 + Penalty 2907.860984 = -234651.274771 nChanged 331 SP:Iteration 2F (3694.441069 sec): 3 clusters Score: Raw -237817.049761 + Penalty 2907.860984 = -234909.188777 nChanged 252 SP:Iteration 3F (3694.519610 sec): 3 clusters Score: Raw -238111.496679 + Penalty 2907.860984 = -235203.635695 nChanged 268 SP:Iteration 4F (3694.614288 sec): 3 clusters Score: Raw -238362.852020 + Penalty 2907.860984 = -235454.991036 nChanged 194 SP:Iteration 5Q (3694.711299 sec): 3 clusters Score: Raw -238511.967256 + Penalty 2907.860984 = -235604.106272 nChanged 150 SP:Iteration 6Q (3694.801930 sec): 3 clusters Score: Raw -238614.449480 + Penalty 2907.860984 = -235706.588496 nChanged 128 SP:Iteration 7Q (3694.898253 sec): 3 clusters Score: Raw -238686.014082 + Penalty 2907.860984 = -235778.153098 nChanged 100 SP:Iteration 8Q (3694.992792 sec): 3 clusters Score: Raw -238729.862419 + Penalty 2907.860984 = -235822.001435 nChanged 70 SP:Iteration 9Q (3695.113688 sec): 3 clusters Score: Raw -238760.896602 + Penalty 2907.860984 = -235853.035618 nChanged 45 SP:Iteration 10Q (3695.201834 sec): 3 clusters Score: Raw -238779.871653 + Penalty 2907.860984 = -235872.010670 nChanged 37 SP:Iteration 11Q (3695.279478 sec): 3 clusters Score: Raw -238794.277985 + Penalty 2907.860984 = -235886.417001 nChanged 36 SP:Iteration 12Q (3695.404092 sec): 3 clusters Score: Raw -238806.598521 + Penalty 2907.860984 = -235898.737537 nChanged 23 SP:Iteration 13Q (3695.503030 sec): 3 clusters Score: Raw -238814.382499 + Penalty 2907.860984 = -235906.521515 nChanged 18 SP:Iteration 14Q (3695.588068 sec): 3 clusters Score: Raw -238820.425681 + Penalty 2907.860984 = -235912.564697 nChanged 21 SP:Iteration 15Q (3695.683758 sec): 3 clusters Score: Raw -238831.739177 + Penalty 2907.860984 = -235923.878193 nChanged 24 SP:Iteration 16Q (3695.740577 sec): 3 clusters Score: Raw -238841.918088 + Penalty 2907.860984 = -235934.057105 nChanged 23 SP:Iteration 17Q (3695.830231 sec): 3 clusters Score: Raw -238850.877079 + Penalty 2907.860984 = -235943.016095 nChanged 18 SP:Iteration 18Q (3695.924985 sec): 3 clusters Score: Raw -238857.458865 + Penalty 2907.860984 = -235949.597881 nChanged 12 SP:Iteration 19Q (3696.033015 sec): 3 clusters Score: Raw -238861.577167 + Penalty 2907.860984 = -235953.716183 nChanged 12 SP:Iteration 20F (3696.134781 sec): 3 clusters Score: Raw -238865.901073 + Penalty 2907.860984 = -235958.040090 nChanged 9 SP:Iteration 21Q (3696.234760 sec): 3 clusters Score: Raw -238869.228884 + Penalty 2907.860984 = -235961.367900 nChanged 11 SP:Iteration 22Q (3696.379780 sec): 3 clusters Score: Raw -238873.942586 + Penalty 2907.860984 = -235966.081602 nChanged 19 SP:Iteration 23Q (3696.444464 sec): 3 clusters Score: Raw -238880.427800 + Penalty 2907.860984 = -235972.566816 nChanged 12 SP:Iteration 24Q (3696.536415 sec): 3 clusters Score: Raw -238883.695866 + Penalty 2907.860984 = -235975.834882 nChanged 12 SP:Iteration 25Q (3696.659083 sec): 3 clusters Score: Raw -238887.504472 + Penalty 2907.860984 = -235979.643488 nChanged 15 SP:Iteration 26Q (3696.746036 sec): 3 clusters Score: Raw -238890.791736 + Penalty 2907.860984 = -235982.930752 nChanged 5 SP:Iteration 27Q (3696.852302 sec): 3 clusters Score: Raw -238892.494321 + Penalty 2907.860984 = -235984.633337 nChanged 7 SP:Iteration 28Q (3696.940996 sec): 3 clusters Score: Raw -238894.421278 + Penalty 2907.860984 = -235986.560295 nChanged 3 SP:Iteration 29Q (3697.050906 sec): 3 clusters Score: Raw -238895.289597 + Penalty 2907.860984 = -235987.428613 nChanged 5 SP:Iteration 30Q (3697.165298 sec): 3 clusters Score: Raw -238897.379995 + Penalty 2907.860984 = -235989.519012 nChanged 8 SP:Iteration 31Q (3697.271926 sec): 3 clusters Score: Raw -238900.822947 + Penalty 2907.860984 = -235992.961964 nChanged 11 SP:Iteration 32Q (3697.350803 sec): 3 clusters Score: Raw -238906.019033 + Penalty 2907.860984 = -235998.158049 nChanged 13 SP:Iteration 33Q (3697.448903 sec): 3 clusters Score: Raw -238912.444119 + Penalty 2907.860984 = -236004.583135 nChanged 16 SP:Iteration 34Q (3697.547613 sec): 3 clusters Score: Raw -238917.400241 + Penalty 2907.860984 = -236009.539258 nChanged 15 SP:Iteration 35Q (3697.631843 sec): 3 clusters Score: Raw -238921.982472 + Penalty 2907.860984 = -236014.121488 nChanged 8 SP:Iteration 36Q (3697.696086 sec): 3 clusters Score: Raw -238926.056763 + Penalty 2907.860984 = -236018.195780 nChanged 10 SP:Iteration 37Q (3697.783338 sec): 3 clusters Score: Raw -238929.779917 + Penalty 2907.860984 = -236021.918933 nChanged 11 SP:Iteration 38Q (3697.868963 sec): 3 clusters Score: Raw -238933.308220 + Penalty 2907.860984 = -236025.447236 nChanged 11 SP:Iteration 39Q (3697.957352 sec): 3 clusters Score: Raw -238936.408296 + Penalty 2907.860984 = -236028.547312 nChanged 5 SP:Iteration 40F (3698.068537 sec): 3 clusters Score: Raw -238937.419096 + Penalty 2907.860984 = -236029.558112 nChanged 7 SP:Iteration 41Q (3698.141365 sec): 3 clusters Score: Raw -238940.312161 + Penalty 2907.860984 = -236032.451178 nChanged 10 SP:Iteration 42Q (3698.248408 sec): 3 clusters Score: Raw -238942.576489 + Penalty 2907.860984 = -236034.715505 nChanged 5 SP:Iteration 43Q (3698.322764 sec): 3 clusters Score: Raw -238944.383966 + Penalty 2907.860984 = -236036.522982 nChanged 6 SP:Iteration 44Q (3698.431634 sec): 3 clusters Score: Raw -238946.145485 + Penalty 2907.860984 = -236038.284501 nChanged 6 SP:Iteration 45Q (3698.530855 sec): 3 clusters Score: Raw -238947.441562 + Penalty 2907.860984 = -236039.580579 nChanged 5 SP:Iteration 46Q (3698.622417 sec): 3 clusters Score: Raw -238948.659307 + Penalty 2907.860984 = -236040.798323 nChanged 5 SP:Iteration 47Q (3698.696828 sec): 3 clusters Score: Raw -238950.609091 + Penalty 2907.860984 = -236042.748107 nChanged 6 SP:Iteration 48Q (3698.785115 sec): 3 clusters Score: Raw -238951.981839 + Penalty 2907.860984 = -236044.120855 nChanged 6 SP:Iteration 49Q (3698.851422 sec): 3 clusters Score: Raw -238954.237758 + Penalty 2907.860984 = -236046.376774 nChanged 3 SP:Iteration 50Q (3698.953024 sec): 3 clusters Score: Raw -238955.314850 + Penalty 2907.860984 = -236047.453866 nChanged 5 SP:Iteration 51Q (3699.050943 sec): 3 clusters Score: Raw -238957.144709 + Penalty 2907.860984 = -236049.283725 nChanged 3 SP:Iteration 52Q (3699.149169 sec): 3 clusters Score: Raw -238958.020278 + Penalty 2907.860984 = -236050.159294 nChanged 2 SP:Iteration 53Q (3699.281135 sec): 3 clusters Score: Raw -238958.471584 + Penalty 2907.860984 = -236050.610600 nChanged 2 SP:Iteration 54Q (3699.364690 sec): 3 clusters Score: Raw -238958.871066 + Penalty 2907.860984 = -236051.010083 nChanged 0 SP:Iteration 55F (3699.459784 sec): 3 clusters Score: Raw -238958.871066 + Penalty 2907.860984 = -236051.010083 nChanged 0 Trying to split cluster 2 (5282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3699.523048 sec): 2 clusters Score: Raw -346662.225553 + Penalty 1504.396546 = -345157.829007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3699.622724 sec): 3 clusters Score: Raw -343934.546425 + Penalty 3008.793093 = -340925.753332 nChanged 2143 SP:Iteration 1F (3699.734943 sec): 3 clusters Score: Raw -345169.689127 + Penalty 3008.793093 = -342160.896034 nChanged 369 SP:Iteration 2F (3699.840011 sec): 3 clusters Score: Raw -345375.296319 + Penalty 3008.793093 = -342366.503226 nChanged 293 SP:Iteration 3F (3699.919573 sec): 3 clusters Score: Raw -345562.357086 + Penalty 3008.793093 = -342553.563994 nChanged 250 SP:Iteration 4Q (3700.025926 sec): 3 clusters Score: Raw -345700.460751 + Penalty 3008.793093 = -342691.667658 nChanged 221 SP:Iteration 5Q (3700.118512 sec): 3 clusters Score: Raw -345827.260379 + Penalty 3008.793093 = -342818.467286 nChanged 208 SP:Iteration 6Q (3700.212476 sec): 3 clusters Score: Raw -345951.028481 + Penalty 3008.793093 = -342942.235389 nChanged 211 SP:Iteration 7Q (3700.324614 sec): 3 clusters Score: Raw -346074.807452 + Penalty 3008.793093 = -343066.014360 nChanged 197 SP:Iteration 8Q (3700.423942 sec): 3 clusters Score: Raw -346218.392956 + Penalty 3008.793093 = -343209.599863 nChanged 218 SP:Iteration 9Q (3700.517096 sec): 3 clusters Score: Raw -346376.182323 + Penalty 3008.793093 = -343367.389230 nChanged 201 SP:Iteration 10Q (3700.607145 sec): 3 clusters Score: Raw -346527.261574 + Penalty 3008.793093 = -343518.468482 nChanged 173 SP:Iteration 11Q (3700.674176 sec): 3 clusters Score: Raw -346632.857767 + Penalty 3008.793093 = -343624.064674 nChanged 143 SP:Iteration 12Q (3700.777791 sec): 3 clusters Score: Raw -346714.510263 + Penalty 3008.793093 = -343705.717170 nChanged 120 SP:Iteration 13Q (3700.872835 sec): 3 clusters Score: Raw -346780.314618 + Penalty 3008.793093 = -343771.521526 nChanged 112 SP:Iteration 14Q (3700.965744 sec): 3 clusters Score: Raw -346844.154335 + Penalty 3008.793093 = -343835.361243 nChanged 100 SP:Iteration 15Q (3701.056637 sec): 3 clusters Score: Raw -346892.751434 + Penalty 3008.793093 = -343883.958342 nChanged 73 SP:Iteration 16Q (3701.145609 sec): 3 clusters Score: Raw -346923.820147 + Penalty 3008.793093 = -343915.027054 nChanged 55 SP:Iteration 17Q (3701.243503 sec): 3 clusters Score: Raw -346947.461033 + Penalty 3008.793093 = -343938.667940 nChanged 57 SP:Iteration 18Q (3701.354547 sec): 3 clusters Score: Raw -346964.500697 + Penalty 3008.793093 = -343955.707604 nChanged 39 SP:Iteration 19Q (3701.448502 sec): 3 clusters Score: Raw -346974.737879 + Penalty 3008.793093 = -343965.944786 nChanged 34 SP:Iteration 20F (3701.524398 sec): 3 clusters Score: Raw -346984.455625 + Penalty 3008.793093 = -343975.662533 nChanged 25 SP:Iteration 21Q (3701.620815 sec): 3 clusters Score: Raw -346991.239336 + Penalty 3008.793093 = -343982.446244 nChanged 14 SP:Iteration 22Q (3701.705257 sec): 3 clusters Score: Raw -346994.409680 + Penalty 3008.793093 = -343985.616588 nChanged 14 SP:Iteration 23Q (3701.787254 sec): 3 clusters Score: Raw -346997.964301 + Penalty 3008.793093 = -343989.171208 nChanged 15 SP:Iteration 24Q (3701.886790 sec): 3 clusters Score: Raw -347001.156310 + Penalty 3008.793093 = -343992.363218 nChanged 9 SP:Iteration 25Q (3701.987697 sec): 3 clusters Score: Raw -347003.138670 + Penalty 3008.793093 = -343994.345577 nChanged 10 SP:Iteration 26Q (3702.102334 sec): 3 clusters Score: Raw -347005.351015 + Penalty 3008.793093 = -343996.557923 nChanged 11 SP:Iteration 27Q (3702.211582 sec): 3 clusters Score: Raw -347007.706771 + Penalty 3008.793093 = -343998.913679 nChanged 9 SP:Iteration 28Q (3702.308944 sec): 3 clusters Score: Raw -347009.745581 + Penalty 3008.793093 = -344000.952489 nChanged 11 SP:Iteration 29Q (3702.394459 sec): 3 clusters Score: Raw -347012.139474 + Penalty 3008.793093 = -344003.346381 nChanged 13 SP:Iteration 30Q (3702.498952 sec): 3 clusters Score: Raw -347016.131480 + Penalty 3008.793093 = -344007.338388 nChanged 7 SP:Iteration 31Q (3702.615639 sec): 3 clusters Score: Raw -347017.690101 + Penalty 3008.793093 = -344008.897008 nChanged 10 SP:Iteration 32Q (3702.727820 sec): 3 clusters Score: Raw -347019.576902 + Penalty 3008.793093 = -344010.783809 nChanged 9 SP:Iteration 33Q (3702.862204 sec): 3 clusters Score: Raw -347020.717995 + Penalty 3008.793093 = -344011.924902 nChanged 11 SP:Iteration 34Q (3702.904812 sec): 3 clusters Score: Raw -347022.557132 + Penalty 3008.793093 = -344013.764039 nChanged 10 SP:Iteration 35Q (3702.950786 sec): 3 clusters Score: Raw -347024.242412 + Penalty 3008.793093 = -344015.449319 nChanged 11 SP:Iteration 36Q (3703.069401 sec): 3 clusters Score: Raw -347026.060751 + Penalty 3008.793093 = -344017.267659 nChanged 13 SP:Iteration 37Q (3703.189388 sec): 3 clusters Score: Raw -347028.938320 + Penalty 3008.793093 = -344020.145228 nChanged 14 SP:Iteration 38Q (3703.280718 sec): 3 clusters Score: Raw -347032.291705 + Penalty 3008.793093 = -344023.498612 nChanged 17 SP:Iteration 39Q (3703.407976 sec): 3 clusters Score: Raw -347035.706651 + Penalty 3008.793093 = -344026.913558 nChanged 4 SP:Iteration 40F (3703.516790 sec): 3 clusters Score: Raw -347036.196751 + Penalty 3008.793093 = -344027.403658 nChanged 5 SP:Iteration 41Q (3703.619422 sec): 3 clusters Score: Raw -347037.171447 + Penalty 3008.793093 = -344028.378355 nChanged 5 SP:Iteration 42Q (3703.725305 sec): 3 clusters Score: Raw -347038.583960 + Penalty 3008.793093 = -344029.790867 nChanged 4 SP:Iteration 43Q (3703.829290 sec): 3 clusters Score: Raw -347039.407955 + Penalty 3008.793093 = -344030.614862 nChanged 6 SP:Iteration 44Q (3703.920949 sec): 3 clusters Score: Raw -347040.309115 + Penalty 3008.793093 = -344031.516022 nChanged 6 SP:Iteration 45Q (3704.047218 sec): 3 clusters Score: Raw -347041.557780 + Penalty 3008.793093 = -344032.764688 nChanged 7 SP:Iteration 46Q (3704.176429 sec): 3 clusters Score: Raw -347042.947148 + Penalty 3008.793093 = -344034.154056 nChanged 6 SP:Iteration 47Q (3704.282652 sec): 3 clusters Score: Raw -347043.971080 + Penalty 3008.793093 = -344035.177988 nChanged 3 SP:Iteration 48Q (3704.406929 sec): 3 clusters Score: Raw -347044.219981 + Penalty 3008.793093 = -344035.426888 nChanged 2 SP:Iteration 49Q (3704.506293 sec): 3 clusters Score: Raw -347044.517601 + Penalty 3008.793093 = -344035.724508 nChanged 0 SP:Iteration 50F (3704.599371 sec): 3 clusters Score: Raw -347044.517601 + Penalty 3008.793093 = -344035.724508 nChanged 0 Trying to split cluster 3 (482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3704.662788 sec): 2 clusters Score: Raw -30458.594144 + Penalty 1084.229192 = -29374.364952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3704.772139 sec): 3 clusters Score: Raw -30438.318135 + Penalty 2168.458384 = -28269.859751 nChanged 112 SP:Iteration 1F (3704.858503 sec): 3 clusters Score: Raw -30678.430667 + Penalty 2168.458384 = -28509.972283 nChanged 44 SP:Iteration 2F (3704.949638 sec): 3 clusters Score: Raw -30792.711650 + Penalty 2168.458384 = -28624.253266 nChanged 27 SP:Iteration 3F (3705.047561 sec): 3 clusters Score: Raw -30873.663140 + Penalty 2168.458384 = -28705.204756 nChanged 13 SP:Iteration 4Q (3705.135933 sec): 3 clusters Score: Raw -30907.479880 + Penalty 2168.458384 = -28739.021496 nChanged 10 SP:Iteration 5Q (3705.252250 sec): 3 clusters Score: Raw -30929.746711 + Penalty 2168.458384 = -28761.288327 nChanged 7 SP:Iteration 6Q (3705.344283 sec): 3 clusters Score: Raw -30964.478780 + Penalty 2168.458384 = -28796.020396 nChanged 4 SP:Iteration 7Q (3705.450340 sec): 3 clusters Score: Raw -30995.334022 + Penalty 2168.458384 = -28826.875638 nChanged 7 SP:Iteration 8Q (3705.561812 sec): 3 clusters Score: Raw -31034.021112 + Penalty 2168.458384 = -28865.562728 nChanged 5 SP:Iteration 9Q (3705.668120 sec): 3 clusters Score: Raw -31049.022199 + Penalty 2168.458384 = -28880.563815 nChanged 2 SP:Iteration 10Q (3705.773746 sec): 3 clusters Score: Raw -31054.810117 + Penalty 2168.458384 = -28886.351733 nChanged 1 SP:Iteration 11Q (3705.877504 sec): 3 clusters Score: Raw -31055.788429 + Penalty 2168.458384 = -28887.330045 nChanged 0 SP:Iteration 12F (3705.980773 sec): 3 clusters Score: Raw -31055.788429 + Penalty 2168.458384 = -28887.330045 nChanged 0 Trying to split cluster 4 (4118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3706.075517 sec): 2 clusters Score: Raw -275695.558418 + Penalty 1460.708067 = -274234.850351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3706.194613 sec): 3 clusters Score: Raw -273621.623580 + Penalty 2921.416134 = -270700.207446 nChanged 1633 SP:Iteration 1F (3706.332133 sec): 3 clusters Score: Raw -274626.867062 + Penalty 2921.416134 = -271705.450928 nChanged 342 SP:Iteration 2F (3706.443497 sec): 3 clusters Score: Raw -274857.456575 + Penalty 2921.416134 = -271936.040442 nChanged 259 SP:Iteration 3F (3706.557459 sec): 3 clusters Score: Raw -275016.777360 + Penalty 2921.416134 = -272095.361227 nChanged 199 SP:Iteration 4Q (3706.682137 sec): 3 clusters Score: Raw -275133.554081 + Penalty 2921.416134 = -272212.137948 nChanged 171 SP:Iteration 5Q (3706.805969 sec): 3 clusters Score: Raw -275232.180539 + Penalty 2921.416134 = -272310.764406 nChanged 148 SP:Iteration 6Q (3706.931957 sec): 3 clusters Score: Raw -275319.573842 + Penalty 2921.416134 = -272398.157709 nChanged 129 SP:Iteration 7Q (3707.084331 sec): 3 clusters Score: Raw -275393.147788 + Penalty 2921.416134 = -272471.731655 nChanged 112 SP:Iteration 8Q (3707.180688 sec): 3 clusters Score: Raw -275455.444993 + Penalty 2921.416134 = -272534.028859 nChanged 87 SP:Iteration 9Q (3707.283354 sec): 3 clusters Score: Raw -275503.438196 + Penalty 2921.416134 = -272582.022063 nChanged 93 SP:Iteration 10Q (3707.398094 sec): 3 clusters Score: Raw -275554.928594 + Penalty 2921.416134 = -272633.512461 nChanged 84 SP:Iteration 11Q (3707.522425 sec): 3 clusters Score: Raw -275588.954999 + Penalty 2921.416134 = -272667.538865 nChanged 68 SP:Iteration 12Q (3707.628774 sec): 3 clusters Score: Raw -275618.955156 + Penalty 2921.416134 = -272697.539023 nChanged 63 SP:Iteration 13Q (3707.754433 sec): 3 clusters Score: Raw -275645.233061 + Penalty 2921.416134 = -272723.816927 nChanged 60 SP:Iteration 14Q (3707.884309 sec): 3 clusters Score: Raw -275668.215566 + Penalty 2921.416134 = -272746.799432 nChanged 47 SP:Iteration 15Q (3708.010107 sec): 3 clusters Score: Raw -275687.252304 + Penalty 2921.416134 = -272765.836171 nChanged 40 SP:Iteration 16Q (3708.130886 sec): 3 clusters Score: Raw -275701.946524 + Penalty 2921.416134 = -272780.530390 nChanged 23 SP:Iteration 17Q (3708.257368 sec): 3 clusters Score: Raw -275709.968694 + Penalty 2921.416134 = -272788.552560 nChanged 23 SP:Iteration 18Q (3708.377724 sec): 3 clusters Score: Raw -275718.631270 + Penalty 2921.416134 = -272797.215137 nChanged 17 SP:Iteration 19Q (3708.504272 sec): 3 clusters Score: Raw -275724.803134 + Penalty 2921.416134 = -272803.387000 nChanged 11 SP:Iteration 20F (3708.644969 sec): 3 clusters Score: Raw -275729.620134 + Penalty 2921.416134 = -272808.204000 nChanged 19 SP:Iteration 21Q (3708.751618 sec): 3 clusters Score: Raw -275734.667655 + Penalty 2921.416134 = -272813.251522 nChanged 15 SP:Iteration 22Q (3708.855581 sec): 3 clusters Score: Raw -275738.905072 + Penalty 2921.416134 = -272817.488939 nChanged 17 SP:Iteration 23Q (3708.977240 sec): 3 clusters Score: Raw -275743.582722 + Penalty 2921.416134 = -272822.166588 nChanged 11 SP:Iteration 24Q (3709.096658 sec): 3 clusters Score: Raw -275746.406616 + Penalty 2921.416134 = -272824.990482 nChanged 7 SP:Iteration 25Q (3709.211230 sec): 3 clusters Score: Raw -275747.498403 + Penalty 2921.416134 = -272826.082270 nChanged 3 SP:Iteration 26Q (3709.322481 sec): 3 clusters Score: Raw -275748.004559 + Penalty 2921.416134 = -272826.588425 nChanged 1 SP:Iteration 27Q (3709.444367 sec): 3 clusters Score: Raw -275748.315323 + Penalty 2921.416134 = -272826.899190 nChanged 2 SP:Iteration 28Q (3709.561211 sec): 3 clusters Score: Raw -275748.928718 + Penalty 2921.416134 = -272827.512584 nChanged 9 SP:Iteration 29Q (3709.667178 sec): 3 clusters Score: Raw -275750.937951 + Penalty 2921.416134 = -272829.521817 nChanged 6 SP:Iteration 30Q (3709.784701 sec): 3 clusters Score: Raw -275754.334317 + Penalty 2921.416134 = -272832.918183 nChanged 14 SP:Iteration 31Q (3709.883767 sec): 3 clusters Score: Raw -275757.958609 + Penalty 2921.416134 = -272836.542475 nChanged 12 SP:Iteration 32Q (3710.026223 sec): 3 clusters Score: Raw -275760.630366 + Penalty 2921.416134 = -272839.214232 nChanged 8 SP:Iteration 33Q (3710.130217 sec): 3 clusters Score: Raw -275762.219659 + Penalty 2921.416134 = -272840.803526 nChanged 11 SP:Iteration 34Q (3710.236079 sec): 3 clusters Score: Raw -275764.753546 + Penalty 2921.416134 = -272843.337413 nChanged 7 SP:Iteration 35Q (3710.350146 sec): 3 clusters Score: Raw -275765.886962 + Penalty 2921.416134 = -272844.470829 nChanged 4 SP:Iteration 36Q (3710.459374 sec): 3 clusters Score: Raw -275766.589050 + Penalty 2921.416134 = -272845.172916 nChanged 2 SP:Iteration 37Q (3710.569858 sec): 3 clusters Score: Raw -275766.995170 + Penalty 2921.416134 = -272845.579037 nChanged 2 SP:Iteration 38Q (3710.682890 sec): 3 clusters Score: Raw -275767.508585 + Penalty 2921.416134 = -272846.092452 nChanged 1 SP:Iteration 39Q (3710.785299 sec): 3 clusters Score: Raw -275767.615114 + Penalty 2921.416134 = -272846.198980 nChanged 1 SP:Iteration 40F (3710.898501 sec): 3 clusters Score: Raw -275767.871752 + Penalty 2921.416134 = -272846.455619 nChanged 2 SP:Iteration 41Q (3711.009789 sec): 3 clusters Score: Raw -275768.534848 + Penalty 2921.416134 = -272847.118714 nChanged 3 SP:Iteration 42Q (3711.119098 sec): 3 clusters Score: Raw -275769.234302 + Penalty 2921.416134 = -272847.818168 nChanged 4 SP:Iteration 43Q (3711.242873 sec): 3 clusters Score: Raw -275769.694440 + Penalty 2921.416134 = -272848.278307 nChanged 5 SP:Iteration 44Q (3711.355352 sec): 3 clusters Score: Raw -275771.210789 + Penalty 2921.416134 = -272849.794656 nChanged 8 SP:Iteration 45Q (3711.474833 sec): 3 clusters Score: Raw -275772.869185 + Penalty 2921.416134 = -272851.453051 nChanged 7 SP:Iteration 46Q (3711.579441 sec): 3 clusters Score: Raw -275774.123808 + Penalty 2921.416134 = -272852.707674 nChanged 5 SP:Iteration 47Q (3711.672329 sec): 3 clusters Score: Raw -275775.474899 + Penalty 2921.416134 = -272854.058766 nChanged 10 SP:Iteration 48Q (3711.766906 sec): 3 clusters Score: Raw -275779.075482 + Penalty 2921.416134 = -272857.659349 nChanged 10 SP:Iteration 49Q (3711.837780 sec): 3 clusters Score: Raw -275781.465175 + Penalty 2921.416134 = -272860.049041 nChanged 7 SP:Iteration 50Q (3711.938781 sec): 3 clusters Score: Raw -275782.844201 + Penalty 2921.416134 = -272861.428067 nChanged 7 SP:Iteration 51Q (3712.018182 sec): 3 clusters Score: Raw -275784.309858 + Penalty 2921.416134 = -272862.893724 nChanged 9 SP:Iteration 52Q (3712.111370 sec): 3 clusters Score: Raw -275786.091528 + Penalty 2921.416134 = -272864.675395 nChanged 7 SP:Iteration 53Q (3712.206052 sec): 3 clusters Score: Raw -275787.295662 + Penalty 2921.416134 = -272865.879528 nChanged 7 SP:Iteration 54Q (3712.296960 sec): 3 clusters Score: Raw -275788.582328 + Penalty 2921.416134 = -272867.166194 nChanged 10 SP:Iteration 55Q (3712.384478 sec): 3 clusters Score: Raw -275791.241689 + Penalty 2921.416134 = -272869.825555 nChanged 7 SP:Iteration 56Q (3712.483992 sec): 3 clusters Score: Raw -275793.030793 + Penalty 2921.416134 = -272871.614660 nChanged 11 SP:Iteration 57Q (3712.580390 sec): 3 clusters Score: Raw -275795.555307 + Penalty 2921.416134 = -272874.139173 nChanged 9 SP:Iteration 58Q (3712.679097 sec): 3 clusters Score: Raw -275797.898218 + Penalty 2921.416134 = -272876.482085 nChanged 13 SP:Iteration 59Q (3712.779633 sec): 3 clusters Score: Raw -275801.698596 + Penalty 2921.416134 = -272880.282462 nChanged 12 SP:Iteration 60F (3712.884536 sec): 3 clusters Score: Raw -275805.767711 + Penalty 2921.416134 = -272884.351577 nChanged 17 SP:Iteration 61Q (3712.955460 sec): 3 clusters Score: Raw -275809.934723 + Penalty 2921.416134 = -272888.518589 nChanged 13 SP:Iteration 62Q (3713.049010 sec): 3 clusters Score: Raw -275813.698174 + Penalty 2921.416134 = -272892.282041 nChanged 11 SP:Iteration 63Q (3713.142727 sec): 3 clusters Score: Raw -275816.337616 + Penalty 2921.416134 = -272894.921483 nChanged 8 SP:Iteration 64Q (3713.246135 sec): 3 clusters Score: Raw -275819.091621 + Penalty 2921.416134 = -272897.675487 nChanged 13 SP:Iteration 65Q (3713.334567 sec): 3 clusters Score: Raw -275823.048907 + Penalty 2921.416134 = -272901.632773 nChanged 5 SP:Iteration 66Q (3713.421591 sec): 3 clusters Score: Raw -275823.816842 + Penalty 2921.416134 = -272902.400709 nChanged 5 SP:Iteration 67Q (3713.491590 sec): 3 clusters Score: Raw -275824.952792 + Penalty 2921.416134 = -272903.536659 nChanged 5 SP:Iteration 68Q (3713.590649 sec): 3 clusters Score: Raw -275826.351597 + Penalty 2921.416134 = -272904.935464 nChanged 5 SP:Iteration 69Q (3713.665164 sec): 3 clusters Score: Raw -275827.082977 + Penalty 2921.416134 = -272905.666843 nChanged 2 SP:Iteration 70Q (3713.757251 sec): 3 clusters Score: Raw -275827.425210 + Penalty 2921.416134 = -272906.009077 nChanged 4 SP:Iteration 71Q (3713.849557 sec): 3 clusters Score: Raw -275828.367481 + Penalty 2921.416134 = -272906.951348 nChanged 2 SP:Iteration 72Q (3713.953233 sec): 3 clusters Score: Raw -275828.926218 + Penalty 2921.416134 = -272907.510085 nChanged 1 SP:Iteration 73Q (3714.046641 sec): 3 clusters Score: Raw -275829.505409 + Penalty 2921.416134 = -272908.089276 nChanged 3 SP:Iteration 74Q (3714.149105 sec): 3 clusters Score: Raw -275830.259573 + Penalty 2921.416134 = -272908.843440 nChanged 3 SP:Iteration 75Q (3714.219210 sec): 3 clusters Score: Raw -275830.946219 + Penalty 2921.416134 = -272909.530085 nChanged 2 SP:Iteration 76Q (3714.325734 sec): 3 clusters Score: Raw -275831.038962 + Penalty 2921.416134 = -272909.622828 nChanged 0 SP:Iteration 77F (3714.407857 sec): 3 clusters Score: Raw -275831.038962 + Penalty 2921.416134 = -272909.622828 nChanged 0 Trying to split cluster 5 (3784 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3714.432027 sec): 2 clusters Score: Raw -207545.810312 + Penalty 1445.863231 = -206099.947081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3714.532257 sec): 3 clusters Score: Raw -205709.962674 + Penalty 2891.726462 = -202818.236211 nChanged 1450 SP:Iteration 1F (3714.621137 sec): 3 clusters Score: Raw -206657.824937 + Penalty 2891.726462 = -203766.098474 nChanged 310 SP:Iteration 2F (3714.707804 sec): 3 clusters Score: Raw -206849.047892 + Penalty 2891.726462 = -203957.321429 nChanged 183 SP:Iteration 3Q (3714.801894 sec): 3 clusters Score: Raw -206962.863912 + Penalty 2891.726462 = -204071.137450 nChanged 148 SP:Iteration 4Q (3714.899167 sec): 3 clusters Score: Raw -207054.802868 + Penalty 2891.726462 = -204163.076405 nChanged 130 SP:Iteration 5Q (3714.976767 sec): 3 clusters Score: Raw -207121.783193 + Penalty 2891.726462 = -204230.056730 nChanged 109 SP:Iteration 6Q (3715.061835 sec): 3 clusters Score: Raw -207180.253919 + Penalty 2891.726462 = -204288.527456 nChanged 111 SP:Iteration 7Q (3715.154670 sec): 3 clusters Score: Raw -207243.909594 + Penalty 2891.726462 = -204352.183131 nChanged 113 SP:Iteration 8Q (3715.241762 sec): 3 clusters Score: Raw -207307.500017 + Penalty 2891.726462 = -204415.773554 nChanged 105 SP:Iteration 9Q (3715.321770 sec): 3 clusters Score: Raw -207374.726762 + Penalty 2891.726462 = -204483.000300 nChanged 103 SP:Iteration 10Q (3715.412560 sec): 3 clusters Score: Raw -207444.377363 + Penalty 2891.726462 = -204552.650900 nChanged 106 SP:Iteration 11Q (3715.519652 sec): 3 clusters Score: Raw -207504.289418 + Penalty 2891.726462 = -204612.562955 nChanged 106 SP:Iteration 12Q (3715.596103 sec): 3 clusters Score: Raw -207560.350414 + Penalty 2891.726462 = -204668.623952 nChanged 79 SP:Iteration 13Q (3715.690500 sec): 3 clusters Score: Raw -207602.652501 + Penalty 2891.726462 = -204710.926038 nChanged 73 SP:Iteration 14Q (3715.785801 sec): 3 clusters Score: Raw -207638.969204 + Penalty 2891.726462 = -204747.242741 nChanged 73 SP:Iteration 15Q (3715.879549 sec): 3 clusters Score: Raw -207670.432700 + Penalty 2891.726462 = -204778.706237 nChanged 45 SP:Iteration 16Q (3715.953116 sec): 3 clusters Score: Raw -207689.880389 + Penalty 2891.726462 = -204798.153927 nChanged 43 SP:Iteration 17Q (3716.062367 sec): 3 clusters Score: Raw -207712.341842 + Penalty 2891.726462 = -204820.615379 nChanged 40 SP:Iteration 18Q (3716.147845 sec): 3 clusters Score: Raw -207729.573729 + Penalty 2891.726462 = -204837.847267 nChanged 39 SP:Iteration 19Q (3716.239257 sec): 3 clusters Score: Raw -207748.791569 + Penalty 2891.726462 = -204857.065107 nChanged 41 SP:Iteration 20F (3716.309959 sec): 3 clusters Score: Raw -207767.374194 + Penalty 2891.726462 = -204875.647731 nChanged 25 SP:Iteration 21Q (3716.409391 sec): 3 clusters Score: Raw -207777.502884 + Penalty 2891.726462 = -204885.776421 nChanged 22 SP:Iteration 22Q (3716.496806 sec): 3 clusters Score: Raw -207786.533750 + Penalty 2891.726462 = -204894.807287 nChanged 19 SP:Iteration 23Q (3716.581836 sec): 3 clusters Score: Raw -207793.626808 + Penalty 2891.726462 = -204901.900346 nChanged 23 SP:Iteration 24Q (3716.659476 sec): 3 clusters Score: Raw -207803.756439 + Penalty 2891.726462 = -204912.029976 nChanged 22 SP:Iteration 25Q (3716.755027 sec): 3 clusters Score: Raw -207812.987350 + Penalty 2891.726462 = -204921.260888 nChanged 27 SP:Iteration 26Q (3716.834017 sec): 3 clusters Score: Raw -207824.768147 + Penalty 2891.726462 = -204933.041684 nChanged 28 SP:Iteration 27Q (3716.924107 sec): 3 clusters Score: Raw -207835.596737 + Penalty 2891.726462 = -204943.870274 nChanged 23 SP:Iteration 28Q (3717.013283 sec): 3 clusters Score: Raw -207841.647010 + Penalty 2891.726462 = -204949.920548 nChanged 16 SP:Iteration 29Q (3717.104092 sec): 3 clusters Score: Raw -207847.436475 + Penalty 2891.726462 = -204955.710012 nChanged 13 SP:Iteration 30Q (3717.183011 sec): 3 clusters Score: Raw -207852.293872 + Penalty 2891.726462 = -204960.567409 nChanged 18 SP:Iteration 31Q (3717.277759 sec): 3 clusters Score: Raw -207859.979976 + Penalty 2891.726462 = -204968.253514 nChanged 17 SP:Iteration 32Q (3717.347668 sec): 3 clusters Score: Raw -207866.947158 + Penalty 2891.726462 = -204975.220696 nChanged 15 SP:Iteration 33Q (3717.449113 sec): 3 clusters Score: Raw -207874.223426 + Penalty 2891.726462 = -204982.496964 nChanged 21 SP:Iteration 34Q (3717.523960 sec): 3 clusters Score: Raw -207883.006125 + Penalty 2891.726462 = -204991.279663 nChanged 17 SP:Iteration 35Q (3717.613829 sec): 3 clusters Score: Raw -207887.938828 + Penalty 2891.726462 = -204996.212365 nChanged 11 SP:Iteration 36Q (3717.704296 sec): 3 clusters Score: Raw -207892.143226 + Penalty 2891.726462 = -205000.416764 nChanged 10 SP:Iteration 37Q (3717.802075 sec): 3 clusters Score: Raw -207894.997245 + Penalty 2891.726462 = -205003.270782 nChanged 7 SP:Iteration 38Q (3717.894868 sec): 3 clusters Score: Raw -207897.433389 + Penalty 2891.726462 = -205005.706926 nChanged 8 SP:Iteration 39Q (3717.968510 sec): 3 clusters Score: Raw -207900.129207 + Penalty 2891.726462 = -205008.402744 nChanged 13 SP:Iteration 40F (3718.064923 sec): 3 clusters Score: Raw -207905.099916 + Penalty 2891.726462 = -205013.373454 nChanged 8 SP:Iteration 41Q (3718.159051 sec): 3 clusters Score: Raw -207907.789999 + Penalty 2891.726462 = -205016.063536 nChanged 9 SP:Iteration 42Q (3718.244012 sec): 3 clusters Score: Raw -207910.473159 + Penalty 2891.726462 = -205018.746697 nChanged 10 SP:Iteration 43Q (3718.318167 sec): 3 clusters Score: Raw -207915.255309 + Penalty 2891.726462 = -205023.528847 nChanged 14 SP:Iteration 44Q (3718.422835 sec): 3 clusters Score: Raw -207920.333374 + Penalty 2891.726462 = -205028.606911 nChanged 10 SP:Iteration 45Q (3718.507072 sec): 3 clusters Score: Raw -207924.709556 + Penalty 2891.726462 = -205032.983093 nChanged 11 SP:Iteration 46Q (3718.586963 sec): 3 clusters Score: Raw -207928.260900 + Penalty 2891.726462 = -205036.534437 nChanged 13 SP:Iteration 47Q (3718.674262 sec): 3 clusters Score: Raw -207931.625043 + Penalty 2891.726462 = -205039.898580 nChanged 7 SP:Iteration 48Q (3718.772873 sec): 3 clusters Score: Raw -207934.047397 + Penalty 2891.726462 = -205042.320934 nChanged 10 SP:Iteration 49Q (3718.867487 sec): 3 clusters Score: Raw -207937.241770 + Penalty 2891.726462 = -205045.515308 nChanged 6 SP:Iteration 50Q (3718.957065 sec): 3 clusters Score: Raw -207939.361236 + Penalty 2891.726462 = -205047.634774 nChanged 4 SP:Iteration 51Q (3719.029660 sec): 3 clusters Score: Raw -207939.946656 + Penalty 2891.726462 = -205048.220194 nChanged 3 SP:Iteration 52Q (3719.130732 sec): 3 clusters Score: Raw -207940.498968 + Penalty 2891.726462 = -205048.772506 nChanged 2 SP:Iteration 53Q (3719.227223 sec): 3 clusters Score: Raw -207941.231241 + Penalty 2891.726462 = -205049.504778 nChanged 1 SP:Iteration 54Q (3719.300959 sec): 3 clusters Score: Raw -207941.344737 + Penalty 2891.726462 = -205049.618275 nChanged 2 SP:Iteration 55Q (3719.377015 sec): 3 clusters Score: Raw -207941.861829 + Penalty 2891.726462 = -205050.135367 nChanged 1 SP:Iteration 56Q (3719.482554 sec): 3 clusters Score: Raw -207941.935095 + Penalty 2891.726462 = -205050.208632 nChanged 0 SP:Iteration 57F (3719.571929 sec): 3 clusters Score: Raw -207941.935095 + Penalty 2891.726462 = -205050.208632 nChanged 0 Trying to split cluster 6 (10453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3719.634855 sec): 2 clusters Score: Raw -735038.004361 + Penalty 1624.190074 = -733413.814287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3719.739246 sec): 3 clusters Score: Raw -729092.443446 + Penalty 3248.380148 = -725844.063298 nChanged 4543 SP:Iteration 1F (3719.846107 sec): 3 clusters Score: Raw -731635.334580 + Penalty 3248.380148 = -728386.954432 nChanged 707 SP:Iteration 2F (3719.935756 sec): 3 clusters Score: Raw -732000.164769 + Penalty 3248.380148 = -728751.784621 nChanged 638 SP:Iteration 3F (3720.055119 sec): 3 clusters Score: Raw -732350.698677 + Penalty 3248.380148 = -729102.318529 nChanged 593 SP:Iteration 4F (3720.153916 sec): 3 clusters Score: Raw -732705.245991 + Penalty 3248.380148 = -729456.865842 nChanged 551 SP:Iteration 5F (3720.267943 sec): 3 clusters Score: Raw -733076.894637 + Penalty 3248.380148 = -729828.514488 nChanged 515 SP:Iteration 6Q (3720.373731 sec): 3 clusters Score: Raw -733476.564534 + Penalty 3248.380148 = -730228.184385 nChanged 492 SP:Iteration 7Q (3720.459829 sec): 3 clusters Score: Raw -733943.705017 + Penalty 3248.380148 = -730695.324869 nChanged 436 SP:Iteration 8Q (3720.580419 sec): 3 clusters Score: Raw -734427.352774 + Penalty 3248.380148 = -731178.972626 nChanged 360 SP:Iteration 9Q (3720.673468 sec): 3 clusters Score: Raw -734853.501509 + Penalty 3248.380148 = -731605.121360 nChanged 326 SP:Iteration 10Q (3720.765698 sec): 3 clusters Score: Raw -735107.757427 + Penalty 3248.380148 = -731859.377279 nChanged 276 SP:Iteration 11Q (3720.881805 sec): 3 clusters Score: Raw -735279.908913 + Penalty 3248.380148 = -732031.528765 nChanged 222 SP:Iteration 12Q (3720.983756 sec): 3 clusters Score: Raw -735430.577427 + Penalty 3248.380148 = -732182.197279 nChanged 211 SP:Iteration 13Q (3721.072889 sec): 3 clusters Score: Raw -735591.154798 + Penalty 3248.380148 = -732342.774650 nChanged 194 SP:Iteration 14Q (3721.185919 sec): 3 clusters Score: Raw -735739.015315 + Penalty 3248.380148 = -732490.635166 nChanged 189 SP:Iteration 15Q (3721.290041 sec): 3 clusters Score: Raw -735877.824686 + Penalty 3248.380148 = -732629.444538 nChanged 145 SP:Iteration 16Q (3721.392893 sec): 3 clusters Score: Raw -735984.972926 + Penalty 3248.380148 = -732736.592778 nChanged 122 SP:Iteration 17Q (3721.495390 sec): 3 clusters Score: Raw -736061.233863 + Penalty 3248.380148 = -732812.853715 nChanged 92 SP:Iteration 18Q (3721.590880 sec): 3 clusters Score: Raw -736105.876432 + Penalty 3248.380148 = -732857.496284 nChanged 76 SP:Iteration 19Q (3721.671491 sec): 3 clusters Score: Raw -736144.047980 + Penalty 3248.380148 = -732895.667832 nChanged 64 SP:Iteration 20F (3721.775226 sec): 3 clusters Score: Raw -736178.596840 + Penalty 3248.380148 = -732930.216692 nChanged 61 SP:Iteration 21Q (3721.875707 sec): 3 clusters Score: Raw -736204.637820 + Penalty 3248.380148 = -732956.257672 nChanged 38 SP:Iteration 22Q (3721.989856 sec): 3 clusters Score: Raw -736218.902049 + Penalty 3248.380148 = -732970.521900 nChanged 32 SP:Iteration 23Q (3722.087543 sec): 3 clusters Score: Raw -736228.520121 + Penalty 3248.380148 = -732980.139973 nChanged 21 SP:Iteration 24Q (3722.165704 sec): 3 clusters Score: Raw -736235.502948 + Penalty 3248.380148 = -732987.122799 nChanged 30 SP:Iteration 25Q (3722.283833 sec): 3 clusters Score: Raw -736244.737002 + Penalty 3248.380148 = -732996.356854 nChanged 24 SP:Iteration 26Q (3722.381281 sec): 3 clusters Score: Raw -736251.202815 + Penalty 3248.380148 = -733002.822667 nChanged 24 SP:Iteration 27Q (3722.486600 sec): 3 clusters Score: Raw -736255.333718 + Penalty 3248.380148 = -733006.953569 nChanged 9 SP:Iteration 28Q (3722.589869 sec): 3 clusters Score: Raw -736257.931214 + Penalty 3248.380148 = -733009.551066 nChanged 10 SP:Iteration 29Q (3722.695308 sec): 3 clusters Score: Raw -736260.734076 + Penalty 3248.380148 = -733012.353927 nChanged 7 SP:Iteration 30Q (3722.798440 sec): 3 clusters Score: Raw -736262.520375 + Penalty 3248.380148 = -733014.140227 nChanged 2 SP:Iteration 31Q (3722.900753 sec): 3 clusters Score: Raw -736262.997682 + Penalty 3248.380148 = -733014.617534 nChanged 1 SP:Iteration 32Q (3723.005771 sec): 3 clusters Score: Raw -736263.087540 + Penalty 3248.380148 = -733014.707392 nChanged 1 SP:Iteration 33Q (3723.109486 sec): 3 clusters Score: Raw -736263.240095 + Penalty 3248.380148 = -733014.859946 nChanged 1 SP:Iteration 34Q (3723.208041 sec): 3 clusters Score: Raw -736263.529910 + Penalty 3248.380148 = -733015.149762 nChanged 1 SP:Iteration 35Q (3723.294317 sec): 3 clusters Score: Raw -736263.600197 + Penalty 3248.380148 = -733015.220049 nChanged 0 SP:Iteration 36F (3723.418511 sec): 3 clusters Score: Raw -736263.600197 + Penalty 3248.380148 = -733015.220049 nChanged 0 Trying to split cluster 7 (3360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3723.476229 sec): 2 clusters Score: Raw -145029.102946 + Penalty 1425.006692 = -143604.096253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3723.548686 sec): 3 clusters Score: Raw -143448.944941 + Penalty 2850.013385 = -140598.931556 nChanged 1261 SP:Iteration 1F (3723.660394 sec): 3 clusters Score: Raw -144336.172813 + Penalty 2850.013385 = -141486.159428 nChanged 323 SP:Iteration 2F (3723.730074 sec): 3 clusters Score: Raw -144608.970866 + Penalty 2850.013385 = -141758.957481 nChanged 206 SP:Iteration 3F (3723.820353 sec): 3 clusters Score: Raw -144760.275969 + Penalty 2850.013385 = -141910.262584 nChanged 155 SP:Iteration 4Q (3723.913130 sec): 3 clusters Score: Raw -144872.039094 + Penalty 2850.013385 = -142022.025709 nChanged 135 SP:Iteration 5Q (3724.025055 sec): 3 clusters Score: Raw -144969.436610 + Penalty 2850.013385 = -142119.423225 nChanged 125 SP:Iteration 6Q (3724.098468 sec): 3 clusters Score: Raw -145052.944268 + Penalty 2850.013385 = -142202.930883 nChanged 110 SP:Iteration 7Q (3724.173301 sec): 3 clusters Score: Raw -145118.605605 + Penalty 2850.013385 = -142268.592221 nChanged 91 SP:Iteration 8Q (3724.200529 sec): 3 clusters Score: Raw -145173.671413 + Penalty 2850.013385 = -142323.658029 nChanged 71 SP:Iteration 9Q (3724.230759 sec): 3 clusters Score: Raw -145206.620039 + Penalty 2850.013385 = -142356.606654 nChanged 60 SP:Iteration 10Q (3724.260815 sec): 3 clusters Score: Raw -145238.475846 + Penalty 2850.013385 = -142388.462461 nChanged 56 SP:Iteration 11Q (3724.291000 sec): 3 clusters Score: Raw -145266.488103 + Penalty 2850.013385 = -142416.474719 nChanged 48 SP:Iteration 12Q (3724.319886 sec): 3 clusters Score: Raw -145289.828662 + Penalty 2850.013385 = -142439.815277 nChanged 42 SP:Iteration 13Q (3724.355201 sec): 3 clusters Score: Raw -145309.259641 + Penalty 2850.013385 = -142459.246256 nChanged 36 SP:Iteration 14Q (3724.385353 sec): 3 clusters Score: Raw -145324.446914 + Penalty 2850.013385 = -142474.433529 nChanged 31 SP:Iteration 15Q (3724.415371 sec): 3 clusters Score: Raw -145339.503394 + Penalty 2850.013385 = -142489.490010 nChanged 30 SP:Iteration 16Q (3724.445340 sec): 3 clusters Score: Raw -145350.365664 + Penalty 2850.013385 = -142500.352279 nChanged 29 SP:Iteration 17Q (3724.516837 sec): 3 clusters Score: Raw -145361.999291 + Penalty 2850.013385 = -142511.985906 nChanged 25 SP:Iteration 18Q (3724.568133 sec): 3 clusters Score: Raw -145369.303988 + Penalty 2850.013385 = -142519.290603 nChanged 17 SP:Iteration 19Q (3724.602503 sec): 3 clusters Score: Raw -145376.383862 + Penalty 2850.013385 = -142526.370478 nChanged 13 SP:Iteration 20F (3724.632097 sec): 3 clusters Score: Raw -145381.354114 + Penalty 2850.013385 = -142531.340729 nChanged 12 SP:Iteration 21Q (3724.662121 sec): 3 clusters Score: Raw -145384.841269 + Penalty 2850.013385 = -142534.827884 nChanged 13 SP:Iteration 22Q (3724.692071 sec): 3 clusters Score: Raw -145390.157704 + Penalty 2850.013385 = -142540.144319 nChanged 10 SP:Iteration 23Q (3724.722208 sec): 3 clusters Score: Raw -145393.979672 + Penalty 2850.013385 = -142543.966288 nChanged 10 SP:Iteration 24Q (3724.752079 sec): 3 clusters Score: Raw -145397.939886 + Penalty 2850.013385 = -142547.926501 nChanged 7 SP:Iteration 25Q (3724.781976 sec): 3 clusters Score: Raw -145400.573721 + Penalty 2850.013385 = -142550.560336 nChanged 5 SP:Iteration 26Q (3724.811079 sec): 3 clusters Score: Raw -145402.061750 + Penalty 2850.013385 = -142552.048365 nChanged 3 SP:Iteration 27Q (3724.841967 sec): 3 clusters Score: Raw -145403.574935 + Penalty 2850.013385 = -142553.561550 nChanged 4 SP:Iteration 28Q (3724.922041 sec): 3 clusters Score: Raw -145404.567939 + Penalty 2850.013385 = -142554.554555 nChanged 4 SP:Iteration 29Q (3724.990412 sec): 3 clusters Score: Raw -145405.771664 + Penalty 2850.013385 = -142555.758279 nChanged 4 SP:Iteration 30Q (3725.084192 sec): 3 clusters Score: Raw -145407.300055 + Penalty 2850.013385 = -142557.286670 nChanged 4 SP:Iteration 31Q (3725.155489 sec): 3 clusters Score: Raw -145408.468932 + Penalty 2850.013385 = -142558.455547 nChanged 5 SP:Iteration 32Q (3725.257023 sec): 3 clusters Score: Raw -145409.701522 + Penalty 2850.013385 = -142559.688138 nChanged 6 SP:Iteration 33Q (3725.337404 sec): 3 clusters Score: Raw -145411.699627 + Penalty 2850.013385 = -142561.686242 nChanged 7 SP:Iteration 34Q (3725.421929 sec): 3 clusters Score: Raw -145413.654849 + Penalty 2850.013385 = -142563.641464 nChanged 2 SP:Iteration 35Q (3725.501014 sec): 3 clusters Score: Raw -145414.126637 + Penalty 2850.013385 = -142564.113252 nChanged 1 SP:Iteration 36Q (3725.586934 sec): 3 clusters Score: Raw -145414.658138 + Penalty 2850.013385 = -142564.644753 nChanged 2 SP:Iteration 37Q (3725.673981 sec): 3 clusters Score: Raw -145415.981816 + Penalty 2850.013385 = -142565.968431 nChanged 2 SP:Iteration 38Q (3725.758160 sec): 3 clusters Score: Raw -145416.440326 + Penalty 2850.013385 = -142566.426941 nChanged 1 SP:Iteration 39Q (3725.841450 sec): 3 clusters Score: Raw -145416.526643 + Penalty 2850.013385 = -142566.513258 nChanged 0 SP:Iteration 40F (3725.936799 sec): 3 clusters Score: Raw -145416.526643 + Penalty 2850.013385 = -142566.513258 nChanged 0 Trying to split cluster 8 (4874 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3726.002591 sec): 2 clusters Score: Raw -322901.298589 + Penalty 1490.288126 = -321411.010463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3726.089912 sec): 3 clusters Score: Raw -320469.096852 + Penalty 2980.576252 = -317488.520600 nChanged 1964 SP:Iteration 1F (3726.156043 sec): 3 clusters Score: Raw -321742.400331 + Penalty 2980.576252 = -318761.824079 nChanged 391 SP:Iteration 2F (3726.250800 sec): 3 clusters Score: Raw -321991.215482 + Penalty 2980.576252 = -319010.639230 nChanged 301 SP:Iteration 3F (3726.343642 sec): 3 clusters Score: Raw -322181.665129 + Penalty 2980.576252 = -319201.088877 nChanged 232 SP:Iteration 4Q (3726.427763 sec): 3 clusters Score: Raw -322319.031364 + Penalty 2980.576252 = -319338.455112 nChanged 172 SP:Iteration 5Q (3726.520224 sec): 3 clusters Score: Raw -322403.723001 + Penalty 2980.576252 = -319423.146749 nChanged 127 SP:Iteration 6Q (3726.607502 sec): 3 clusters Score: Raw -322462.036970 + Penalty 2980.576252 = -319481.460718 nChanged 107 SP:Iteration 7Q (3726.696360 sec): 3 clusters Score: Raw -322502.309613 + Penalty 2980.576252 = -319521.733361 nChanged 90 SP:Iteration 8Q (3726.773070 sec): 3 clusters Score: Raw -322538.650958 + Penalty 2980.576252 = -319558.074706 nChanged 75 SP:Iteration 9Q (3726.864724 sec): 3 clusters Score: Raw -322570.020196 + Penalty 2980.576252 = -319589.443943 nChanged 71 SP:Iteration 10Q (3726.972636 sec): 3 clusters Score: Raw -322601.357353 + Penalty 2980.576252 = -319620.781100 nChanged 61 SP:Iteration 11Q (3727.051606 sec): 3 clusters Score: Raw -322625.933256 + Penalty 2980.576252 = -319645.357003 nChanged 55 SP:Iteration 12Q (3727.146743 sec): 3 clusters Score: Raw -322650.638569 + Penalty 2980.576252 = -319670.062317 nChanged 56 SP:Iteration 13Q (3727.265334 sec): 3 clusters Score: Raw -322671.454818 + Penalty 2980.576252 = -319690.878566 nChanged 47 SP:Iteration 14Q (3727.363084 sec): 3 clusters Score: Raw -322693.257732 + Penalty 2980.576252 = -319712.681480 nChanged 45 SP:Iteration 15Q (3727.461643 sec): 3 clusters Score: Raw -322712.195815 + Penalty 2980.576252 = -319731.619562 nChanged 39 SP:Iteration 16Q (3727.556231 sec): 3 clusters Score: Raw -322726.837308 + Penalty 2980.576252 = -319746.261056 nChanged 34 SP:Iteration 17Q (3727.650048 sec): 3 clusters Score: Raw -322740.335560 + Penalty 2980.576252 = -319759.759308 nChanged 33 SP:Iteration 18Q (3727.732075 sec): 3 clusters Score: Raw -322754.625260 + Penalty 2980.576252 = -319774.049008 nChanged 29 SP:Iteration 19Q (3727.820387 sec): 3 clusters Score: Raw -322767.528601 + Penalty 2980.576252 = -319786.952349 nChanged 29 SP:Iteration 20F (3727.905913 sec): 3 clusters Score: Raw -322780.774744 + Penalty 2980.576252 = -319800.198492 nChanged 32 SP:Iteration 21Q (3728.009142 sec): 3 clusters Score: Raw -322798.100395 + Penalty 2980.576252 = -319817.524143 nChanged 30 SP:Iteration 22Q (3728.109290 sec): 3 clusters Score: Raw -322813.872951 + Penalty 2980.576252 = -319833.296699 nChanged 30 SP:Iteration 23Q (3728.193249 sec): 3 clusters Score: Raw -322824.999562 + Penalty 2980.576252 = -319844.423309 nChanged 22 SP:Iteration 24Q (3728.295298 sec): 3 clusters Score: Raw -322835.044555 + Penalty 2980.576252 = -319854.468302 nChanged 21 SP:Iteration 25Q (3728.400396 sec): 3 clusters Score: Raw -322843.886856 + Penalty 2980.576252 = -319863.310604 nChanged 16 SP:Iteration 26Q (3728.495110 sec): 3 clusters Score: Raw -322850.051860 + Penalty 2980.576252 = -319869.475608 nChanged 15 SP:Iteration 27Q (3728.587198 sec): 3 clusters Score: Raw -322855.660243 + Penalty 2980.576252 = -319875.083991 nChanged 16 SP:Iteration 28Q (3728.667657 sec): 3 clusters Score: Raw -322861.221234 + Penalty 2980.576252 = -319880.644982 nChanged 15 SP:Iteration 29Q (3728.734825 sec): 3 clusters Score: Raw -322867.080868 + Penalty 2980.576252 = -319886.504616 nChanged 13 SP:Iteration 30Q (3728.773242 sec): 3 clusters Score: Raw -322872.565179 + Penalty 2980.576252 = -319891.988927 nChanged 9 SP:Iteration 31Q (3728.872409 sec): 3 clusters Score: Raw -322875.846959 + Penalty 2980.576252 = -319895.270707 nChanged 3 SP:Iteration 32Q (3728.987941 sec): 3 clusters Score: Raw -322877.121653 + Penalty 2980.576252 = -319896.545401 nChanged 2 SP:Iteration 33Q (3729.078323 sec): 3 clusters Score: Raw -322878.487878 + Penalty 2980.576252 = -319897.911626 nChanged 6 SP:Iteration 34Q (3729.173230 sec): 3 clusters Score: Raw -322882.183723 + Penalty 2980.576252 = -319901.607470 nChanged 13 SP:Iteration 35Q (3729.258739 sec): 3 clusters Score: Raw -322888.246536 + Penalty 2980.576252 = -319907.670284 nChanged 13 SP:Iteration 36Q (3729.346670 sec): 3 clusters Score: Raw -322894.336807 + Penalty 2980.576252 = -319913.760554 nChanged 19 SP:Iteration 37Q (3729.437953 sec): 3 clusters Score: Raw -322901.773061 + Penalty 2980.576252 = -319921.196809 nChanged 15 SP:Iteration 38Q (3729.527018 sec): 3 clusters Score: Raw -322907.846065 + Penalty 2980.576252 = -319927.269812 nChanged 11 SP:Iteration 39Q (3729.614744 sec): 3 clusters Score: Raw -322913.190760 + Penalty 2980.576252 = -319932.614508 nChanged 14 SP:Iteration 40F (3729.701348 sec): 3 clusters Score: Raw -322918.407446 + Penalty 2980.576252 = -319937.831193 nChanged 14 SP:Iteration 41Q (3729.782199 sec): 3 clusters Score: Raw -322924.893737 + Penalty 2980.576252 = -319944.317485 nChanged 10 SP:Iteration 42Q (3729.883207 sec): 3 clusters Score: Raw -322928.620040 + Penalty 2980.576252 = -319948.043788 nChanged 11 SP:Iteration 43Q (3729.958157 sec): 3 clusters Score: Raw -322932.397918 + Penalty 2980.576252 = -319951.821666 nChanged 10 SP:Iteration 44Q (3730.081785 sec): 3 clusters Score: Raw -322935.927951 + Penalty 2980.576252 = -319955.351699 nChanged 9 SP:Iteration 45Q (3730.158599 sec): 3 clusters Score: Raw -322939.337199 + Penalty 2980.576252 = -319958.760947 nChanged 7 SP:Iteration 46Q (3730.241631 sec): 3 clusters Score: Raw -322942.764868 + Penalty 2980.576252 = -319962.188615 nChanged 6 SP:Iteration 47Q (3730.349723 sec): 3 clusters Score: Raw -322945.792948 + Penalty 2980.576252 = -319965.216696 nChanged 7 SP:Iteration 48Q (3730.433679 sec): 3 clusters Score: Raw -322948.992219 + Penalty 2980.576252 = -319968.415967 nChanged 7 SP:Iteration 49Q (3730.508615 sec): 3 clusters Score: Raw -322952.194561 + Penalty 2980.576252 = -319971.618309 nChanged 11 SP:Iteration 50Q (3730.602660 sec): 3 clusters Score: Raw -322957.051388 + Penalty 2980.576252 = -319976.475136 nChanged 13 SP:Iteration 51Q (3730.703664 sec): 3 clusters Score: Raw -322962.684855 + Penalty 2980.576252 = -319982.108603 nChanged 11 SP:Iteration 52Q (3730.788712 sec): 3 clusters Score: Raw -322967.220484 + Penalty 2980.576252 = -319986.644232 nChanged 9 SP:Iteration 53Q (3730.881223 sec): 3 clusters Score: Raw -322971.229122 + Penalty 2980.576252 = -319990.652870 nChanged 12 SP:Iteration 54Q (3730.960019 sec): 3 clusters Score: Raw -322977.871003 + Penalty 2980.576252 = -319997.294751 nChanged 13 SP:Iteration 55Q (3731.056690 sec): 3 clusters Score: Raw -322985.091762 + Penalty 2980.576252 = -320004.515510 nChanged 15 SP:Iteration 56Q (3731.153005 sec): 3 clusters Score: Raw -322991.550968 + Penalty 2980.576252 = -320010.974716 nChanged 10 SP:Iteration 57Q (3731.237891 sec): 3 clusters Score: Raw -322996.225407 + Penalty 2980.576252 = -320015.649154 nChanged 10 SP:Iteration 58Q (3731.330117 sec): 3 clusters Score: Raw -323001.322921 + Penalty 2980.576252 = -320020.746669 nChanged 3 SP:Iteration 59Q (3731.415904 sec): 3 clusters Score: Raw -323003.112335 + Penalty 2980.576252 = -320022.536083 nChanged 6 SP:Iteration 60F (3731.509236 sec): 3 clusters Score: Raw -323006.840623 + Penalty 2980.576252 = -320026.264370 nChanged 8 SP:Iteration 61Q (3731.590624 sec): 3 clusters Score: Raw -323010.225338 + Penalty 2980.576252 = -320029.649086 nChanged 5 SP:Iteration 62Q (3731.685975 sec): 3 clusters Score: Raw -323011.900436 + Penalty 2980.576252 = -320031.324184 nChanged 2 SP:Iteration 63Q (3731.765826 sec): 3 clusters Score: Raw -323013.896712 + Penalty 2980.576252 = -320033.320460 nChanged 6 SP:Iteration 64Q (3731.844691 sec): 3 clusters Score: Raw -323017.847108 + Penalty 2980.576252 = -320037.270856 nChanged 6 SP:Iteration 65Q (3731.935147 sec): 3 clusters Score: Raw -323021.265680 + Penalty 2980.576252 = -320040.689428 nChanged 6 SP:Iteration 66Q (3732.035932 sec): 3 clusters Score: Raw -323025.192249 + Penalty 2980.576252 = -320044.615996 nChanged 7 SP:Iteration 67Q (3732.123041 sec): 3 clusters Score: Raw -323028.672197 + Penalty 2980.576252 = -320048.095945 nChanged 9 SP:Iteration 68Q (3732.209245 sec): 3 clusters Score: Raw -323034.574313 + Penalty 2980.576252 = -320053.998060 nChanged 8 SP:Iteration 69Q (3732.323421 sec): 3 clusters Score: Raw -323039.324474 + Penalty 2980.576252 = -320058.748222 nChanged 10 SP:Iteration 70Q (3732.409899 sec): 3 clusters Score: Raw -323045.184211 + Penalty 2980.576252 = -320064.607959 nChanged 9 SP:Iteration 71Q (3732.484237 sec): 3 clusters Score: Raw -323048.395472 + Penalty 2980.576252 = -320067.819220 nChanged 3 SP:Iteration 72Q (3732.565817 sec): 3 clusters Score: Raw -323050.042642 + Penalty 2980.576252 = -320069.466390 nChanged 5 SP:Iteration 73Q (3732.649375 sec): 3 clusters Score: Raw -323055.397798 + Penalty 2980.576252 = -320074.821546 nChanged 8 SP:Iteration 74Q (3732.739557 sec): 3 clusters Score: Raw -323062.602649 + Penalty 2980.576252 = -320082.026397 nChanged 10 SP:Iteration 75Q (3732.832645 sec): 3 clusters Score: Raw -323069.837608 + Penalty 2980.576252 = -320089.261356 nChanged 9 SP:Iteration 76Q (3732.939362 sec): 3 clusters Score: Raw -323074.997756 + Penalty 2980.576252 = -320094.421503 nChanged 1 SP:Iteration 77Q (3733.006741 sec): 3 clusters Score: Raw -323075.133553 + Penalty 2980.576252 = -320094.557301 nChanged 2 SP:Iteration 78Q (3733.114722 sec): 3 clusters Score: Raw -323075.980109 + Penalty 2980.576252 = -320095.403857 nChanged 3 SP:Iteration 79Q (3733.210212 sec): 3 clusters Score: Raw -323077.144561 + Penalty 2980.576252 = -320096.568309 nChanged 3 SP:Iteration 80F (3733.287255 sec): 3 clusters Score: Raw -323078.501204 + Penalty 2980.576252 = -320097.924952 nChanged 1 SP:Iteration 81Q (3733.373248 sec): 3 clusters Score: Raw -323078.610641 + Penalty 2980.576252 = -320098.034389 nChanged 0 SP:Iteration 82F (3733.471427 sec): 3 clusters Score: Raw -323078.610641 + Penalty 2980.576252 = -320098.034389 nChanged 0 Trying to split cluster 9 (8230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3733.570214 sec): 2 clusters Score: Raw -483543.781547 + Penalty 1582.227497 = -481961.554050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3733.686647 sec): 3 clusters Score: Raw -479126.739853 + Penalty 3164.454994 = -475962.284859 nChanged 3456 SP:Iteration 1F (3733.779915 sec): 3 clusters Score: Raw -481387.742445 + Penalty 3164.454994 = -478223.287451 nChanged 745 SP:Iteration 2F (3733.876006 sec): 3 clusters Score: Raw -481922.671416 + Penalty 3164.454994 = -478758.216422 nChanged 579 SP:Iteration 3F (3733.990091 sec): 3 clusters Score: Raw -482289.325647 + Penalty 3164.454994 = -479124.870653 nChanged 466 SP:Iteration 4F (3734.071253 sec): 3 clusters Score: Raw -482558.533751 + Penalty 3164.454994 = -479394.078757 nChanged 369 SP:Iteration 5Q (3734.178714 sec): 3 clusters Score: Raw -482767.487632 + Penalty 3164.454994 = -479603.032638 nChanged 308 SP:Iteration 6Q (3734.279165 sec): 3 clusters Score: Raw -482915.575105 + Penalty 3164.454994 = -479751.120111 nChanged 270 SP:Iteration 7Q (3734.376406 sec): 3 clusters Score: Raw -483036.861599 + Penalty 3164.454994 = -479872.406605 nChanged 232 SP:Iteration 8Q (3734.489143 sec): 3 clusters Score: Raw -483136.066294 + Penalty 3164.454994 = -479971.611300 nChanged 191 SP:Iteration 9Q (3734.580735 sec): 3 clusters Score: Raw -483205.608878 + Penalty 3164.454994 = -480041.153884 nChanged 142 SP:Iteration 10Q (3734.631287 sec): 3 clusters Score: Raw -483251.465337 + Penalty 3164.454994 = -480087.010343 nChanged 121 SP:Iteration 11Q (3734.685487 sec): 3 clusters Score: Raw -483285.164852 + Penalty 3164.454994 = -480120.709858 nChanged 104 SP:Iteration 12Q (3734.773251 sec): 3 clusters Score: Raw -483311.664454 + Penalty 3164.454994 = -480147.209460 nChanged 79 SP:Iteration 13Q (3734.892741 sec): 3 clusters Score: Raw -483332.097630 + Penalty 3164.454994 = -480167.642636 nChanged 69 SP:Iteration 14Q (3734.969890 sec): 3 clusters Score: Raw -483347.060710 + Penalty 3164.454994 = -480182.605716 nChanged 63 SP:Iteration 15Q (3735.091550 sec): 3 clusters Score: Raw -483361.694757 + Penalty 3164.454994 = -480197.239763 nChanged 65 SP:Iteration 16Q (3735.196051 sec): 3 clusters Score: Raw -483375.767039 + Penalty 3164.454994 = -480211.312045 nChanged 52 SP:Iteration 17Q (3735.303875 sec): 3 clusters Score: Raw -483386.372970 + Penalty 3164.454994 = -480221.917976 nChanged 54 SP:Iteration 18Q (3735.393394 sec): 3 clusters Score: Raw -483397.352188 + Penalty 3164.454994 = -480232.897193 nChanged 39 SP:Iteration 19Q (3735.501732 sec): 3 clusters Score: Raw -483404.139956 + Penalty 3164.454994 = -480239.684961 nChanged 40 SP:Iteration 20F (3735.595651 sec): 3 clusters Score: Raw -483412.772156 + Penalty 3164.454994 = -480248.317162 nChanged 36 SP:Iteration 21Q (3735.693547 sec): 3 clusters Score: Raw -483421.104604 + Penalty 3164.454994 = -480256.649610 nChanged 50 SP:Iteration 22Q (3735.814595 sec): 3 clusters Score: Raw -483433.649555 + Penalty 3164.454994 = -480269.194561 nChanged 52 SP:Iteration 23Q (3735.907220 sec): 3 clusters Score: Raw -483444.818550 + Penalty 3164.454994 = -480280.363556 nChanged 47 SP:Iteration 24Q (3736.037963 sec): 3 clusters Score: Raw -483455.433272 + Penalty 3164.454994 = -480290.978278 nChanged 32 SP:Iteration 25Q (3736.158329 sec): 3 clusters Score: Raw -483461.241194 + Penalty 3164.454994 = -480296.786200 nChanged 33 SP:Iteration 26Q (3736.257625 sec): 3 clusters Score: Raw -483468.941031 + Penalty 3164.454994 = -480304.486037 nChanged 36 SP:Iteration 27Q (3736.376623 sec): 3 clusters Score: Raw -483477.284073 + Penalty 3164.454994 = -480312.829079 nChanged 37 SP:Iteration 28Q (3736.490973 sec): 3 clusters Score: Raw -483484.170231 + Penalty 3164.454994 = -480319.715237 nChanged 29 SP:Iteration 29Q (3736.628134 sec): 3 clusters Score: Raw -483490.463983 + Penalty 3164.454994 = -480326.008988 nChanged 28 SP:Iteration 30Q (3736.736033 sec): 3 clusters Score: Raw -483496.946992 + Penalty 3164.454994 = -480332.491998 nChanged 36 SP:Iteration 31Q (3736.842938 sec): 3 clusters Score: Raw -483506.637561 + Penalty 3164.454994 = -480342.182567 nChanged 48 SP:Iteration 32Q (3736.962318 sec): 3 clusters Score: Raw -483516.617644 + Penalty 3164.454994 = -480352.162649 nChanged 50 SP:Iteration 33Q (3737.074164 sec): 3 clusters Score: Raw -483530.490892 + Penalty 3164.454994 = -480366.035898 nChanged 58 SP:Iteration 34Q (3737.224195 sec): 3 clusters Score: Raw -483545.389173 + Penalty 3164.454994 = -480380.934179 nChanged 49 SP:Iteration 35Q (3737.311183 sec): 3 clusters Score: Raw -483556.480957 + Penalty 3164.454994 = -480392.025963 nChanged 58 SP:Iteration 36Q (3737.436683 sec): 3 clusters Score: Raw -483571.582681 + Penalty 3164.454994 = -480407.127687 nChanged 56 SP:Iteration 37Q (3737.544217 sec): 3 clusters Score: Raw -483586.690455 + Penalty 3164.454994 = -480422.235461 nChanged 62 SP:Iteration 38Q (3737.667940 sec): 3 clusters Score: Raw -483602.727467 + Penalty 3164.454994 = -480438.272473 nChanged 64 SP:Iteration 39Q (3737.783135 sec): 3 clusters Score: Raw -483618.814590 + Penalty 3164.454994 = -480454.359596 nChanged 66 SP:Iteration 40F (3737.907636 sec): 3 clusters Score: Raw -483637.998041 + Penalty 3164.454994 = -480473.543047 nChanged 72 SP:Iteration 41Q (3738.029608 sec): 3 clusters Score: Raw -483659.403046 + Penalty 3164.454994 = -480494.948052 nChanged 78 SP:Iteration 42Q (3738.148456 sec): 3 clusters Score: Raw -483682.788445 + Penalty 3164.454994 = -480518.333451 nChanged 85 SP:Iteration 43Q (3738.276745 sec): 3 clusters Score: Raw -483711.611944 + Penalty 3164.454994 = -480547.156950 nChanged 92 SP:Iteration 44Q (3738.401233 sec): 3 clusters Score: Raw -483748.762588 + Penalty 3164.454994 = -480584.307594 nChanged 95 SP:Iteration 45Q (3738.530696 sec): 3 clusters Score: Raw -483779.103733 + Penalty 3164.454994 = -480614.648739 nChanged 63 SP:Iteration 46Q (3738.626664 sec): 3 clusters Score: Raw -483796.905783 + Penalty 3164.454994 = -480632.450789 nChanged 64 SP:Iteration 47Q (3738.747342 sec): 3 clusters Score: Raw -483819.125257 + Penalty 3164.454994 = -480654.670263 nChanged 70 SP:Iteration 48Q (3738.872339 sec): 3 clusters Score: Raw -483842.790545 + Penalty 3164.454994 = -480678.335550 nChanged 75 SP:Iteration 49Q (3738.996376 sec): 3 clusters Score: Raw -483871.315341 + Penalty 3164.454994 = -480706.860347 nChanged 78 SP:Iteration 50Q (3739.100962 sec): 3 clusters Score: Raw -483902.761344 + Penalty 3164.454994 = -480738.306350 nChanged 74 SP:Iteration 51Q (3739.231840 sec): 3 clusters Score: Raw -483927.194659 + Penalty 3164.454994 = -480762.739665 nChanged 81 SP:Iteration 52Q (3739.337742 sec): 3 clusters Score: Raw -483957.604445 + Penalty 3164.454994 = -480793.149450 nChanged 79 SP:Iteration 53Q (3739.462567 sec): 3 clusters Score: Raw -483986.510463 + Penalty 3164.454994 = -480822.055469 nChanged 79 SP:Iteration 54Q (3739.575763 sec): 3 clusters Score: Raw -484009.820199 + Penalty 3164.454994 = -480845.365205 nChanged 70 SP:Iteration 55Q (3739.683854 sec): 3 clusters Score: Raw -484029.235323 + Penalty 3164.454994 = -480864.780328 nChanged 54 SP:Iteration 56Q (3739.797715 sec): 3 clusters Score: Raw -484041.775306 + Penalty 3164.454994 = -480877.320312 nChanged 42 SP:Iteration 57Q (3739.912540 sec): 3 clusters Score: Raw -484051.535517 + Penalty 3164.454994 = -480887.080523 nChanged 41 SP:Iteration 58Q (3740.029941 sec): 3 clusters Score: Raw -484060.380527 + Penalty 3164.454994 = -480895.925533 nChanged 34 SP:Iteration 59Q (3740.155017 sec): 3 clusters Score: Raw -484069.170910 + Penalty 3164.454994 = -480904.715916 nChanged 31 SP:Iteration 60F (3740.254462 sec): 3 clusters Score: Raw -484078.655645 + Penalty 3164.454994 = -480914.200651 nChanged 34 SP:Iteration 61Q (3740.376844 sec): 3 clusters Score: Raw -484087.608282 + Penalty 3164.454994 = -480923.153288 nChanged 31 SP:Iteration 62Q (3740.494779 sec): 3 clusters Score: Raw -484094.925597 + Penalty 3164.454994 = -480930.470603 nChanged 28 SP:Iteration 63Q (3740.624202 sec): 3 clusters Score: Raw -484101.106369 + Penalty 3164.454994 = -480936.651374 nChanged 25 SP:Iteration 64Q (3740.755724 sec): 3 clusters Score: Raw -484107.397904 + Penalty 3164.454994 = -480942.942910 nChanged 26 SP:Iteration 65Q (3740.880563 sec): 3 clusters Score: Raw -484113.225618 + Penalty 3164.454994 = -480948.770624 nChanged 24 SP:Iteration 66Q (3741.004431 sec): 3 clusters Score: Raw -484118.479437 + Penalty 3164.454994 = -480954.024443 nChanged 18 SP:Iteration 67Q (3741.129690 sec): 3 clusters Score: Raw -484121.585454 + Penalty 3164.454994 = -480957.130460 nChanged 16 SP:Iteration 68Q (3741.246537 sec): 3 clusters Score: Raw -484124.324413 + Penalty 3164.454994 = -480959.869419 nChanged 14 SP:Iteration 69Q (3741.362709 sec): 3 clusters Score: Raw -484127.268278 + Penalty 3164.454994 = -480962.813284 nChanged 14 SP:Iteration 70Q (3741.495577 sec): 3 clusters Score: Raw -484130.068493 + Penalty 3164.454994 = -480965.613499 nChanged 11 SP:Iteration 71Q (3741.570076 sec): 3 clusters Score: Raw -484132.298005 + Penalty 3164.454994 = -480967.843011 nChanged 15 SP:Iteration 72Q (3741.674917 sec): 3 clusters Score: Raw -484135.633156 + Penalty 3164.454994 = -480971.178162 nChanged 15 SP:Iteration 73Q (3741.778807 sec): 3 clusters Score: Raw -484138.584127 + Penalty 3164.454994 = -480974.129133 nChanged 17 SP:Iteration 74Q (3741.893765 sec): 3 clusters Score: Raw -484142.158765 + Penalty 3164.454994 = -480977.703771 nChanged 12 SP:Iteration 75Q (3742.022464 sec): 3 clusters Score: Raw -484144.244477 + Penalty 3164.454994 = -480979.789483 nChanged 12 SP:Iteration 76Q (3742.147029 sec): 3 clusters Score: Raw -484146.318520 + Penalty 3164.454994 = -480981.863526 nChanged 9 SP:Iteration 77Q (3742.282611 sec): 3 clusters Score: Raw -484148.491244 + Penalty 3164.454994 = -480984.036250 nChanged 11 SP:Iteration 78Q (3742.379198 sec): 3 clusters Score: Raw -484151.223641 + Penalty 3164.454994 = -480986.768647 nChanged 15 SP:Iteration 79Q (3742.522093 sec): 3 clusters Score: Raw -484155.552289 + Penalty 3164.454994 = -480991.097295 nChanged 16 SP:Iteration 80F (3742.671423 sec): 3 clusters Score: Raw -484159.430350 + Penalty 3164.454994 = -480994.975356 nChanged 15 SP:Iteration 81Q (3742.785523 sec): 3 clusters Score: Raw -484163.680952 + Penalty 3164.454994 = -480999.225958 nChanged 21 SP:Iteration 82Q (3742.896172 sec): 3 clusters Score: Raw -484169.037624 + Penalty 3164.454994 = -481004.582630 nChanged 27 SP:Iteration 83Q (3743.017284 sec): 3 clusters Score: Raw -484175.036874 + Penalty 3164.454994 = -481010.581880 nChanged 25 SP:Iteration 84Q (3743.136186 sec): 3 clusters Score: Raw -484181.460771 + Penalty 3164.454994 = -481017.005777 nChanged 28 SP:Iteration 85Q (3743.225720 sec): 3 clusters Score: Raw -484189.422679 + Penalty 3164.454994 = -481024.967685 nChanged 27 SP:Iteration 86Q (3743.327101 sec): 3 clusters Score: Raw -484198.187561 + Penalty 3164.454994 = -481033.732567 nChanged 35 SP:Iteration 87Q (3743.443903 sec): 3 clusters Score: Raw -484210.690519 + Penalty 3164.454994 = -481046.235525 nChanged 41 SP:Iteration 88Q (3743.541909 sec): 3 clusters Score: Raw -484228.124600 + Penalty 3164.454994 = -481063.669605 nChanged 45 SP:Iteration 89Q (3743.677411 sec): 3 clusters Score: Raw -484245.254694 + Penalty 3164.454994 = -481080.799700 nChanged 51 SP:Iteration 90Q (3743.787892 sec): 3 clusters Score: Raw -484260.903105 + Penalty 3164.454994 = -481096.448111 nChanged 43 SP:Iteration 91Q (3743.915478 sec): 3 clusters Score: Raw -484274.287827 + Penalty 3164.454994 = -481109.832833 nChanged 42 SP:Iteration 92Q (3744.038397 sec): 3 clusters Score: Raw -484288.027747 + Penalty 3164.454994 = -481123.572753 nChanged 40 SP:Iteration 93Q (3744.157512 sec): 3 clusters Score: Raw -484305.718532 + Penalty 3164.454994 = -481141.263538 nChanged 43 SP:Iteration 94Q (3744.261998 sec): 3 clusters Score: Raw -484323.232600 + Penalty 3164.454994 = -481158.777606 nChanged 44 SP:Iteration 95Q (3744.375138 sec): 3 clusters Score: Raw -484345.394449 + Penalty 3164.454994 = -481180.939455 nChanged 44 SP:Iteration 96Q (3744.487370 sec): 3 clusters Score: Raw -484372.262044 + Penalty 3164.454994 = -481207.807050 nChanged 50 SP:Iteration 97Q (3744.604274 sec): 3 clusters Score: Raw -484397.828006 + Penalty 3164.454994 = -481233.373012 nChanged 49 SP:Iteration 98Q (3744.725710 sec): 3 clusters Score: Raw -484422.725680 + Penalty 3164.454994 = -481258.270686 nChanged 51 SP:Iteration 99Q (3744.853629 sec): 3 clusters Score: Raw -484446.428619 + Penalty 3164.454994 = -481281.973625 nChanged 38 SP:Iteration 100F (3744.973689 sec): 3 clusters Score: Raw -484461.955921 + Penalty 3164.454994 = -481297.500927 nChanged 30 SP:Iteration 101Q (3745.108541 sec): 3 clusters Score: Raw -484472.761436 + Penalty 3164.454994 = -481308.306441 nChanged 22 SP:Iteration 102Q (3745.229785 sec): 3 clusters Score: Raw -484479.549675 + Penalty 3164.454994 = -481315.094681 nChanged 16 SP:Iteration 103Q (3745.312808 sec): 3 clusters Score: Raw -484484.994276 + Penalty 3164.454994 = -481320.539281 nChanged 13 SP:Iteration 104Q (3745.435300 sec): 3 clusters Score: Raw -484488.098425 + Penalty 3164.454994 = -481323.643431 nChanged 10 SP:Iteration 105Q (3745.554595 sec): 3 clusters Score: Raw -484493.023073 + Penalty 3164.454994 = -481328.568079 nChanged 15 SP:Iteration 106Q (3745.677587 sec): 3 clusters Score: Raw -484496.838894 + Penalty 3164.454994 = -481332.383900 nChanged 6 SP:Iteration 107Q (3745.801763 sec): 3 clusters Score: Raw -484498.186733 + Penalty 3164.454994 = -481333.731739 nChanged 3 SP:Iteration 108Q (3745.905906 sec): 3 clusters Score: Raw -484498.761631 + Penalty 3164.454994 = -481334.306637 nChanged 4 SP:Iteration 109Q (3746.007079 sec): 3 clusters Score: Raw -484500.259046 + Penalty 3164.454994 = -481335.804052 nChanged 6 SP:Iteration 110Q (3746.125076 sec): 3 clusters Score: Raw -484502.211656 + Penalty 3164.454994 = -481337.756662 nChanged 9 SP:Iteration 111Q (3746.239539 sec): 3 clusters Score: Raw -484504.271913 + Penalty 3164.454994 = -481339.816919 nChanged 5 SP:Iteration 112Q (3746.345622 sec): 3 clusters Score: Raw -484505.642547 + Penalty 3164.454994 = -481341.187553 nChanged 4 SP:Iteration 113Q (3746.449399 sec): 3 clusters Score: Raw -484506.877191 + Penalty 3164.454994 = -481342.422197 nChanged 6 SP:Iteration 114Q (3746.590836 sec): 3 clusters Score: Raw -484508.760792 + Penalty 3164.454994 = -481344.305798 nChanged 2 SP:Iteration 115Q (3746.686568 sec): 3 clusters Score: Raw -484509.021836 + Penalty 3164.454994 = -481344.566842 nChanged 0 SP:Iteration 116F (3746.821552 sec): 3 clusters Score: Raw -484509.021836 + Penalty 3164.454994 = -481344.566842 nChanged 0 Trying to split cluster 10 (7011 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3746.887070 sec): 2 clusters Score: Raw -427457.672719 + Penalty 1554.093852 = -425903.578867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3746.978998 sec): 3 clusters Score: Raw -423660.893499 + Penalty 3108.187704 = -420552.705795 nChanged 2964 SP:Iteration 1F (3747.093588 sec): 3 clusters Score: Raw -425455.812967 + Penalty 3108.187704 = -422347.625264 nChanged 522 SP:Iteration 2F (3747.230867 sec): 3 clusters Score: Raw -425773.952812 + Penalty 3108.187704 = -422665.765109 nChanged 445 SP:Iteration 3F (3747.320292 sec): 3 clusters Score: Raw -426020.244075 + Penalty 3108.187704 = -422912.056371 nChanged 354 SP:Iteration 4F (3747.426357 sec): 3 clusters Score: Raw -426207.715851 + Penalty 3108.187704 = -423099.528148 nChanged 303 SP:Iteration 5Q (3747.520896 sec): 3 clusters Score: Raw -426366.394470 + Penalty 3108.187704 = -423258.206766 nChanged 266 SP:Iteration 6Q (3747.629464 sec): 3 clusters Score: Raw -426520.385836 + Penalty 3108.187704 = -423412.198133 nChanged 245 SP:Iteration 7Q (3747.774512 sec): 3 clusters Score: Raw -426655.092467 + Penalty 3108.187704 = -423546.904763 nChanged 214 SP:Iteration 8Q (3747.881181 sec): 3 clusters Score: Raw -426762.211561 + Penalty 3108.187704 = -423654.023858 nChanged 200 SP:Iteration 9Q (3748.026191 sec): 3 clusters Score: Raw -426857.771804 + Penalty 3108.187704 = -423749.584101 nChanged 173 SP:Iteration 10Q (3748.127425 sec): 3 clusters Score: Raw -426938.387828 + Penalty 3108.187704 = -423830.200124 nChanged 162 SP:Iteration 11Q (3748.271489 sec): 3 clusters Score: Raw -427019.348201 + Penalty 3108.187704 = -423911.160498 nChanged 151 SP:Iteration 12Q (3748.381798 sec): 3 clusters Score: Raw -427094.903480 + Penalty 3108.187704 = -423986.715777 nChanged 145 SP:Iteration 13Q (3748.499122 sec): 3 clusters Score: Raw -427171.904044 + Penalty 3108.187704 = -424063.716340 nChanged 137 SP:Iteration 14Q (3748.615254 sec): 3 clusters Score: Raw -427245.270928 + Penalty 3108.187704 = -424137.083224 nChanged 130 SP:Iteration 15Q (3748.745346 sec): 3 clusters Score: Raw -427314.763607 + Penalty 3108.187704 = -424206.575903 nChanged 109 SP:Iteration 16Q (3748.854943 sec): 3 clusters Score: Raw -427374.588405 + Penalty 3108.187704 = -424266.400701 nChanged 86 SP:Iteration 17Q (3748.963516 sec): 3 clusters Score: Raw -427419.972254 + Penalty 3108.187704 = -424311.784551 nChanged 88 SP:Iteration 18Q (3749.095678 sec): 3 clusters Score: Raw -427475.801548 + Penalty 3108.187704 = -424367.613845 nChanged 88 SP:Iteration 19Q (3749.226671 sec): 3 clusters Score: Raw -427534.044093 + Penalty 3108.187704 = -424425.856389 nChanged 84 SP:Iteration 20F (3749.388145 sec): 3 clusters Score: Raw -427599.270288 + Penalty 3108.187704 = -424491.082584 nChanged 67 SP:Iteration 21Q (3749.488400 sec): 3 clusters Score: Raw -427648.431590 + Penalty 3108.187704 = -424540.243887 nChanged 52 SP:Iteration 22Q (3749.607610 sec): 3 clusters Score: Raw -427680.142807 + Penalty 3108.187704 = -424571.955103 nChanged 41 SP:Iteration 23Q (3749.726217 sec): 3 clusters Score: Raw -427707.084784 + Penalty 3108.187704 = -424598.897080 nChanged 24 SP:Iteration 24Q (3749.843679 sec): 3 clusters Score: Raw -427721.551628 + Penalty 3108.187704 = -424613.363924 nChanged 22 SP:Iteration 25Q (3749.948595 sec): 3 clusters Score: Raw -427734.153857 + Penalty 3108.187704 = -424625.966153 nChanged 12 SP:Iteration 26Q (3750.056659 sec): 3 clusters Score: Raw -427742.495642 + Penalty 3108.187704 = -424634.307938 nChanged 15 SP:Iteration 27Q (3750.200610 sec): 3 clusters Score: Raw -427755.390805 + Penalty 3108.187704 = -424647.203102 nChanged 14 SP:Iteration 28Q (3750.288707 sec): 3 clusters Score: Raw -427765.986980 + Penalty 3108.187704 = -424657.799276 nChanged 8 SP:Iteration 29Q (3750.407336 sec): 3 clusters Score: Raw -427769.910510 + Penalty 3108.187704 = -424661.722806 nChanged 2 SP:Iteration 30Q (3750.502868 sec): 3 clusters Score: Raw -427771.930338 + Penalty 3108.187704 = -424663.742634 nChanged 7 SP:Iteration 31Q (3750.628430 sec): 3 clusters Score: Raw -427777.172358 + Penalty 3108.187704 = -424668.984654 nChanged 5 SP:Iteration 32Q (3750.735924 sec): 3 clusters Score: Raw -427779.624910 + Penalty 3108.187704 = -424671.437206 nChanged 3 SP:Iteration 33Q (3750.841883 sec): 3 clusters Score: Raw -427782.837122 + Penalty 3108.187704 = -424674.649418 nChanged 4 SP:Iteration 34Q (3750.952118 sec): 3 clusters Score: Raw -427785.920235 + Penalty 3108.187704 = -424677.732531 nChanged 4 SP:Iteration 35Q (3751.065758 sec): 3 clusters Score: Raw -427789.243629 + Penalty 3108.187704 = -424681.055925 nChanged 2 SP:Iteration 36Q (3751.177111 sec): 3 clusters Score: Raw -427789.787972 + Penalty 3108.187704 = -424681.600268 nChanged 0 SP:Iteration 37F (3751.291088 sec): 3 clusters Score: Raw -427789.787972 + Penalty 3108.187704 = -424681.600268 nChanged 0 Trying to split cluster 11 (1188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3751.349621 sec): 2 clusters Score: Raw -45711.880051 + Penalty 1242.544651 = -44469.335401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3751.451791 sec): 3 clusters Score: Raw -45304.517866 + Penalty 2485.089301 = -42819.428564 nChanged 382 SP:Iteration 1F (3751.555270 sec): 3 clusters Score: Raw -45616.349430 + Penalty 2485.089301 = -43131.260129 nChanged 94 SP:Iteration 2F (3751.645981 sec): 3 clusters Score: Raw -45737.560850 + Penalty 2485.089301 = -43252.471549 nChanged 64 SP:Iteration 3F (3751.737704 sec): 3 clusters Score: Raw -45807.908650 + Penalty 2485.089301 = -43322.819349 nChanged 49 SP:Iteration 4Q (3751.818717 sec): 3 clusters Score: Raw -45865.386686 + Penalty 2485.089301 = -43380.297385 nChanged 42 SP:Iteration 5Q (3751.921293 sec): 3 clusters Score: Raw -45913.173133 + Penalty 2485.089301 = -43428.083832 nChanged 36 SP:Iteration 6Q (3752.010857 sec): 3 clusters Score: Raw -45951.671574 + Penalty 2485.089301 = -43466.582273 nChanged 26 SP:Iteration 7Q (3752.118244 sec): 3 clusters Score: Raw -45984.397056 + Penalty 2485.089301 = -43499.307755 nChanged 24 SP:Iteration 8Q (3752.214800 sec): 3 clusters Score: Raw -46012.986774 + Penalty 2485.089301 = -43527.897473 nChanged 20 SP:Iteration 9Q (3752.341328 sec): 3 clusters Score: Raw -46040.905177 + Penalty 2485.089301 = -43555.815875 nChanged 17 SP:Iteration 10Q (3752.409046 sec): 3 clusters Score: Raw -46069.905997 + Penalty 2485.089301 = -43584.816695 nChanged 15 SP:Iteration 11Q (3752.532028 sec): 3 clusters Score: Raw -46093.576518 + Penalty 2485.089301 = -43608.487216 nChanged 18 SP:Iteration 12Q (3752.610044 sec): 3 clusters Score: Raw -46116.017960 + Penalty 2485.089301 = -43630.928659 nChanged 13 SP:Iteration 13Q (3752.715008 sec): 3 clusters Score: Raw -46130.312013 + Penalty 2485.089301 = -43645.222712 nChanged 15 SP:Iteration 14Q (3752.795891 sec): 3 clusters Score: Raw -46147.650847 + Penalty 2485.089301 = -43662.561546 nChanged 12 SP:Iteration 15Q (3752.887138 sec): 3 clusters Score: Raw -46163.456017 + Penalty 2485.089301 = -43678.366715 nChanged 13 SP:Iteration 16Q (3753.006058 sec): 3 clusters Score: Raw -46182.253824 + Penalty 2485.089301 = -43697.164522 nChanged 7 SP:Iteration 17Q (3753.073242 sec): 3 clusters Score: Raw -46192.236966 + Penalty 2485.089301 = -43707.147665 nChanged 8 SP:Iteration 18Q (3753.181168 sec): 3 clusters Score: Raw -46197.840900 + Penalty 2485.089301 = -43712.751599 nChanged 8 SP:Iteration 19Q (3753.256304 sec): 3 clusters Score: Raw -46205.786443 + Penalty 2485.089301 = -43720.697142 nChanged 9 SP:Iteration 20F (3753.352391 sec): 3 clusters Score: Raw -46212.631373 + Penalty 2485.089301 = -43727.542071 nChanged 5 SP:Iteration 21Q (3753.484080 sec): 3 clusters Score: Raw -46222.301828 + Penalty 2485.089301 = -43737.212527 nChanged 7 SP:Iteration 22Q (3753.569061 sec): 3 clusters Score: Raw -46231.036416 + Penalty 2485.089301 = -43745.947115 nChanged 7 SP:Iteration 23Q (3753.657406 sec): 3 clusters Score: Raw -46238.260287 + Penalty 2485.089301 = -43753.170986 nChanged 7 SP:Iteration 24Q (3753.761008 sec): 3 clusters Score: Raw -46246.143300 + Penalty 2485.089301 = -43761.053998 nChanged 1 SP:Iteration 25Q (3753.841656 sec): 3 clusters Score: Raw -46246.730737 + Penalty 2485.089301 = -43761.641435 nChanged 1 SP:Iteration 26Q (3753.938691 sec): 3 clusters Score: Raw -46247.515573 + Penalty 2485.089301 = -43762.426271 nChanged 1 SP:Iteration 27Q (3754.045856 sec): 3 clusters Score: Raw -46248.099364 + Penalty 2485.089301 = -43763.010063 nChanged 2 SP:Iteration 28Q (3754.154200 sec): 3 clusters Score: Raw -46249.087846 + Penalty 2485.089301 = -43763.998545 nChanged 1 SP:Iteration 29Q (3754.245450 sec): 3 clusters Score: Raw -46250.472194 + Penalty 2485.089301 = -43765.382892 nChanged 2 SP:Iteration 30Q (3754.343208 sec): 3 clusters Score: Raw -46251.603166 + Penalty 2485.089301 = -43766.513864 nChanged 4 SP:Iteration 31Q (3754.447073 sec): 3 clusters Score: Raw -46254.861852 + Penalty 2485.089301 = -43769.772551 nChanged 6 SP:Iteration 32Q (3754.517596 sec): 3 clusters Score: Raw -46261.228107 + Penalty 2485.089301 = -43776.138806 nChanged 4 SP:Iteration 33Q (3754.619454 sec): 3 clusters Score: Raw -46264.075915 + Penalty 2485.089301 = -43778.986614 nChanged 7 SP:Iteration 34Q (3754.697822 sec): 3 clusters Score: Raw -46269.774271 + Penalty 2485.089301 = -43784.684970 nChanged 4 SP:Iteration 35Q (3754.801519 sec): 3 clusters Score: Raw -46272.103974 + Penalty 2485.089301 = -43787.014672 nChanged 1 SP:Iteration 36Q (3754.896449 sec): 3 clusters Score: Raw -46272.464172 + Penalty 2485.089301 = -43787.374871 nChanged 0 SP:Iteration 37F (3755.000190 sec): 3 clusters Score: Raw -46272.464172 + Penalty 2485.089301 = -43787.374871 nChanged 0 Trying to split cluster 12 (4086 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3755.090937 sec): 2 clusters Score: Raw -253929.961966 + Penalty 1459.338972 = -252470.622995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3755.197039 sec): 3 clusters Score: Raw -251929.950290 + Penalty 2918.677943 = -249011.272347 nChanged 1616 SP:Iteration 1F (3755.309775 sec): 3 clusters Score: Raw -252975.922580 + Penalty 2918.677943 = -250057.244637 nChanged 403 SP:Iteration 2F (3755.448694 sec): 3 clusters Score: Raw -253332.316757 + Penalty 2918.677943 = -250413.638814 nChanged 310 SP:Iteration 3F (3755.550430 sec): 3 clusters Score: Raw -253604.686341 + Penalty 2918.677943 = -250686.008398 nChanged 229 SP:Iteration 4F (3755.663935 sec): 3 clusters Score: Raw -253803.603141 + Penalty 2918.677943 = -250884.925198 nChanged 186 SP:Iteration 5Q (3755.793345 sec): 3 clusters Score: Raw -253979.485445 + Penalty 2918.677943 = -251060.807502 nChanged 159 SP:Iteration 6Q (3755.890289 sec): 3 clusters Score: Raw -254133.006623 + Penalty 2918.677943 = -251214.328680 nChanged 139 SP:Iteration 7Q (3755.992372 sec): 3 clusters Score: Raw -254267.686257 + Penalty 2918.677943 = -251349.008314 nChanged 126 SP:Iteration 8Q (3756.089112 sec): 3 clusters Score: Raw -254400.174454 + Penalty 2918.677943 = -251481.496511 nChanged 104 SP:Iteration 9Q (3756.190310 sec): 3 clusters Score: Raw -254492.467066 + Penalty 2918.677943 = -251573.789123 nChanged 94 SP:Iteration 10Q (3756.313475 sec): 3 clusters Score: Raw -254564.837557 + Penalty 2918.677943 = -251646.159614 nChanged 67 SP:Iteration 11Q (3756.408272 sec): 3 clusters Score: Raw -254606.701895 + Penalty 2918.677943 = -251688.023952 nChanged 49 SP:Iteration 12Q (3756.542687 sec): 3 clusters Score: Raw -254632.036780 + Penalty 2918.677943 = -251713.358837 nChanged 36 SP:Iteration 13Q (3756.630052 sec): 3 clusters Score: Raw -254646.566192 + Penalty 2918.677943 = -251727.888249 nChanged 21 SP:Iteration 14Q (3756.735354 sec): 3 clusters Score: Raw -254657.121089 + Penalty 2918.677943 = -251738.443146 nChanged 19 SP:Iteration 15Q (3756.835682 sec): 3 clusters Score: Raw -254664.715712 + Penalty 2918.677943 = -251746.037769 nChanged 16 SP:Iteration 16Q (3756.935954 sec): 3 clusters Score: Raw -254672.266119 + Penalty 2918.677943 = -251753.588176 nChanged 18 SP:Iteration 17Q (3757.011861 sec): 3 clusters Score: Raw -254680.760684 + Penalty 2918.677943 = -251762.082741 nChanged 15 SP:Iteration 18Q (3757.114448 sec): 3 clusters Score: Raw -254689.538902 + Penalty 2918.677943 = -251770.860959 nChanged 15 SP:Iteration 19Q (3757.215672 sec): 3 clusters Score: Raw -254694.691672 + Penalty 2918.677943 = -251776.013729 nChanged 13 SP:Iteration 20F (3757.327189 sec): 3 clusters Score: Raw -254698.636938 + Penalty 2918.677943 = -251779.958995 nChanged 8 SP:Iteration 21Q (3757.408106 sec): 3 clusters Score: Raw -254701.725099 + Penalty 2918.677943 = -251783.047156 nChanged 8 SP:Iteration 22Q (3757.549277 sec): 3 clusters Score: Raw -254703.920113 + Penalty 2918.677943 = -251785.242170 nChanged 1 SP:Iteration 23Q (3757.663380 sec): 3 clusters Score: Raw -254704.005959 + Penalty 2918.677943 = -251785.328015 nChanged 2 SP:Iteration 24Q (3757.762447 sec): 3 clusters Score: Raw -254704.370912 + Penalty 2918.677943 = -251785.692969 nChanged 4 SP:Iteration 25Q (3757.882170 sec): 3 clusters Score: Raw -254705.193235 + Penalty 2918.677943 = -251786.515292 nChanged 2 SP:Iteration 26Q (3757.976700 sec): 3 clusters Score: Raw -254705.970506 + Penalty 2918.677943 = -251787.292563 nChanged 3 SP:Iteration 27Q (3758.088701 sec): 3 clusters Score: Raw -254706.834925 + Penalty 2918.677943 = -251788.156982 nChanged 2 SP:Iteration 28Q (3758.220759 sec): 3 clusters Score: Raw -254707.565836 + Penalty 2918.677943 = -251788.887893 nChanged 5 SP:Iteration 29Q (3758.319562 sec): 3 clusters Score: Raw -254709.553127 + Penalty 2918.677943 = -251790.875183 nChanged 9 SP:Iteration 30Q (3758.418015 sec): 3 clusters Score: Raw -254712.428692 + Penalty 2918.677943 = -251793.750749 nChanged 12 SP:Iteration 31Q (3758.516835 sec): 3 clusters Score: Raw -254717.503150 + Penalty 2918.677943 = -251798.825206 nChanged 14 SP:Iteration 32Q (3758.609292 sec): 3 clusters Score: Raw -254722.483353 + Penalty 2918.677943 = -251803.805410 nChanged 18 SP:Iteration 33Q (3758.730155 sec): 3 clusters Score: Raw -254730.888480 + Penalty 2918.677943 = -251812.210537 nChanged 15 SP:Iteration 34Q (3758.827051 sec): 3 clusters Score: Raw -254738.268622 + Penalty 2918.677943 = -251819.590678 nChanged 15 SP:Iteration 35Q (3758.944243 sec): 3 clusters Score: Raw -254748.606539 + Penalty 2918.677943 = -251829.928596 nChanged 19 SP:Iteration 36Q (3759.045945 sec): 3 clusters Score: Raw -254763.877266 + Penalty 2918.677943 = -251845.199323 nChanged 24 SP:Iteration 37Q (3759.111761 sec): 3 clusters Score: Raw -254778.943488 + Penalty 2918.677943 = -251860.265545 nChanged 24 SP:Iteration 38Q (3759.229264 sec): 3 clusters Score: Raw -254795.264969 + Penalty 2918.677943 = -251876.587025 nChanged 24 SP:Iteration 39Q (3759.323880 sec): 3 clusters Score: Raw -254805.260441 + Penalty 2918.677943 = -251886.582498 nChanged 22 SP:Iteration 40F (3759.439261 sec): 3 clusters Score: Raw -254812.929513 + Penalty 2918.677943 = -251894.251570 nChanged 12 SP:Iteration 41Q (3759.529919 sec): 3 clusters Score: Raw -254816.338793 + Penalty 2918.677943 = -251897.660850 nChanged 6 SP:Iteration 42Q (3759.641718 sec): 3 clusters Score: Raw -254818.816155 + Penalty 2918.677943 = -251900.138211 nChanged 9 SP:Iteration 43Q (3759.759133 sec): 3 clusters Score: Raw -254821.610690 + Penalty 2918.677943 = -251902.932747 nChanged 10 SP:Iteration 44Q (3759.864715 sec): 3 clusters Score: Raw -254824.674906 + Penalty 2918.677943 = -251905.996963 nChanged 7 SP:Iteration 45Q (3759.969393 sec): 3 clusters Score: Raw -254827.039752 + Penalty 2918.677943 = -251908.361809 nChanged 6 SP:Iteration 46Q (3760.078752 sec): 3 clusters Score: Raw -254828.226692 + Penalty 2918.677943 = -251909.548749 nChanged 8 SP:Iteration 47Q (3760.175443 sec): 3 clusters Score: Raw -254830.697457 + Penalty 2918.677943 = -251912.019514 nChanged 6 SP:Iteration 48Q (3760.273129 sec): 3 clusters Score: Raw -254832.554285 + Penalty 2918.677943 = -251913.876342 nChanged 5 SP:Iteration 49Q (3760.367759 sec): 3 clusters Score: Raw -254834.536574 + Penalty 2918.677943 = -251915.858631 nChanged 6 SP:Iteration 50Q (3760.458774 sec): 3 clusters Score: Raw -254836.562922 + Penalty 2918.677943 = -251917.884978 nChanged 13 SP:Iteration 51Q (3760.581486 sec): 3 clusters Score: Raw -254840.738954 + Penalty 2918.677943 = -251922.061011 nChanged 11 SP:Iteration 52Q (3760.665968 sec): 3 clusters Score: Raw -254843.556053 + Penalty 2918.677943 = -251924.878110 nChanged 10 SP:Iteration 53Q (3760.767787 sec): 3 clusters Score: Raw -254845.981234 + Penalty 2918.677943 = -251927.303291 nChanged 8 SP:Iteration 54Q (3760.874138 sec): 3 clusters Score: Raw -254848.993212 + Penalty 2918.677943 = -251930.315269 nChanged 11 SP:Iteration 55Q (3760.997186 sec): 3 clusters Score: Raw -254854.082679 + Penalty 2918.677943 = -251935.404735 nChanged 10 SP:Iteration 56Q (3761.114804 sec): 3 clusters Score: Raw -254856.576414 + Penalty 2918.677943 = -251937.898471 nChanged 6 SP:Iteration 57Q (3761.204735 sec): 3 clusters Score: Raw -254858.178733 + Penalty 2918.677943 = -251939.500790 nChanged 7 SP:Iteration 58Q (3761.309549 sec): 3 clusters Score: Raw -254861.650360 + Penalty 2918.677943 = -251942.972417 nChanged 6 SP:Iteration 59Q (3761.417275 sec): 3 clusters Score: Raw -254863.266747 + Penalty 2918.677943 = -251944.588803 nChanged 7 SP:Iteration 60F (3761.527754 sec): 3 clusters Score: Raw -254865.744254 + Penalty 2918.677943 = -251947.066310 nChanged 3 SP:Iteration 61Q (3761.624483 sec): 3 clusters Score: Raw -254866.659935 + Penalty 2918.677943 = -251947.981992 nChanged 3 SP:Iteration 62Q (3761.724499 sec): 3 clusters Score: Raw -254868.724585 + Penalty 2918.677943 = -251950.046641 nChanged 5 SP:Iteration 63Q (3761.827329 sec): 3 clusters Score: Raw -254870.570779 + Penalty 2918.677943 = -251951.892836 nChanged 6 SP:Iteration 64Q (3761.923410 sec): 3 clusters Score: Raw -254871.743840 + Penalty 2918.677943 = -251953.065897 nChanged 2 SP:Iteration 65Q (3762.009300 sec): 3 clusters Score: Raw -254872.539861 + Penalty 2918.677943 = -251953.861918 nChanged 4 SP:Iteration 66Q (3762.100972 sec): 3 clusters Score: Raw -254873.930332 + Penalty 2918.677943 = -251955.252389 nChanged 3 SP:Iteration 67Q (3762.205699 sec): 3 clusters Score: Raw -254874.756822 + Penalty 2918.677943 = -251956.078879 nChanged 3 SP:Iteration 68Q (3762.300512 sec): 3 clusters Score: Raw -254875.326598 + Penalty 2918.677943 = -251956.648655 nChanged 5 SP:Iteration 69Q (3762.380602 sec): 3 clusters Score: Raw -254876.638971 + Penalty 2918.677943 = -251957.961028 nChanged 3 SP:Iteration 70Q (3762.484844 sec): 3 clusters Score: Raw -254877.460477 + Penalty 2918.677943 = -251958.782534 nChanged 2 SP:Iteration 71Q (3762.522121 sec): 3 clusters Score: Raw -254878.009328 + Penalty 2918.677943 = -251959.331385 nChanged 0 SP:Iteration 72F (3762.633502 sec): 3 clusters Score: Raw -254878.009328 + Penalty 2918.677943 = -251959.331385 nChanged 0 Trying to split cluster 13 (2314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3762.716729 sec): 2 clusters Score: Raw -134878.744436 + Penalty 1359.551625 = -133519.192810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3762.798489 sec): 3 clusters Score: Raw -133886.826991 + Penalty 2719.103251 = -131167.723740 nChanged 858 SP:Iteration 1F (3762.911954 sec): 3 clusters Score: Raw -134533.486828 + Penalty 2719.103251 = -131814.383578 nChanged 195 SP:Iteration 2F (3763.002148 sec): 3 clusters Score: Raw -134705.045686 + Penalty 2719.103251 = -131985.942436 nChanged 137 SP:Iteration 3F (3763.091961 sec): 3 clusters Score: Raw -134832.154371 + Penalty 2719.103251 = -132113.051120 nChanged 100 SP:Iteration 4Q (3763.193501 sec): 3 clusters Score: Raw -134913.107491 + Penalty 2719.103251 = -132194.004241 nChanged 78 SP:Iteration 5Q (3763.303132 sec): 3 clusters Score: Raw -134963.132119 + Penalty 2719.103251 = -132244.028869 nChanged 56 SP:Iteration 6Q (3763.434780 sec): 3 clusters Score: Raw -135001.912248 + Penalty 2719.103251 = -132282.808998 nChanged 40 SP:Iteration 7Q (3763.510716 sec): 3 clusters Score: Raw -135034.190374 + Penalty 2719.103251 = -132315.087124 nChanged 47 SP:Iteration 8Q (3763.614707 sec): 3 clusters Score: Raw -135064.624613 + Penalty 2719.103251 = -132345.521363 nChanged 42 SP:Iteration 9Q (3763.720179 sec): 3 clusters Score: Raw -135088.858725 + Penalty 2719.103251 = -132369.755474 nChanged 33 SP:Iteration 10Q (3763.851197 sec): 3 clusters Score: Raw -135112.806308 + Penalty 2719.103251 = -132393.703058 nChanged 34 SP:Iteration 11Q (3763.943764 sec): 3 clusters Score: Raw -135133.296807 + Penalty 2719.103251 = -132414.193556 nChanged 35 SP:Iteration 12Q (3764.061172 sec): 3 clusters Score: Raw -135160.831001 + Penalty 2719.103251 = -132441.727750 nChanged 40 SP:Iteration 13Q (3764.165433 sec): 3 clusters Score: Raw -135192.489267 + Penalty 2719.103251 = -132473.386016 nChanged 22 SP:Iteration 14Q (3764.269094 sec): 3 clusters Score: Raw -135207.335544 + Penalty 2719.103251 = -132488.232293 nChanged 19 SP:Iteration 15Q (3764.360163 sec): 3 clusters Score: Raw -135223.205139 + Penalty 2719.103251 = -132504.101889 nChanged 18 SP:Iteration 16Q (3764.472203 sec): 3 clusters Score: Raw -135236.192547 + Penalty 2719.103251 = -132517.089296 nChanged 15 SP:Iteration 17Q (3764.568189 sec): 3 clusters Score: Raw -135245.115074 + Penalty 2719.103251 = -132526.011824 nChanged 11 SP:Iteration 18Q (3764.671136 sec): 3 clusters Score: Raw -135251.957693 + Penalty 2719.103251 = -132532.854442 nChanged 9 SP:Iteration 19Q (3764.777926 sec): 3 clusters Score: Raw -135257.357931 + Penalty 2719.103251 = -132538.254680 nChanged 9 SP:Iteration 20F (3764.882238 sec): 3 clusters Score: Raw -135264.743665 + Penalty 2719.103251 = -132545.640414 nChanged 10 SP:Iteration 21Q (3764.971033 sec): 3 clusters Score: Raw -135274.203902 + Penalty 2719.103251 = -132555.100651 nChanged 14 SP:Iteration 22Q (3765.061303 sec): 3 clusters Score: Raw -135284.162291 + Penalty 2719.103251 = -132565.059040 nChanged 8 SP:Iteration 23Q (3765.150752 sec): 3 clusters Score: Raw -135287.797686 + Penalty 2719.103251 = -132568.694435 nChanged 2 SP:Iteration 24Q (3765.252333 sec): 3 clusters Score: Raw -135288.378804 + Penalty 2719.103251 = -132569.275554 nChanged 1 SP:Iteration 25Q (3765.340663 sec): 3 clusters Score: Raw -135288.963364 + Penalty 2719.103251 = -132569.860113 nChanged 2 SP:Iteration 26Q (3765.429778 sec): 3 clusters Score: Raw -135289.767654 + Penalty 2719.103251 = -132570.664404 nChanged 0 SP:Iteration 27F (3765.518683 sec): 3 clusters Score: Raw -135289.767654 + Penalty 2719.103251 = -132570.664404 nChanged 0 Trying to split cluster 14 (4594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3765.587130 sec): 2 clusters Score: Raw -324705.963125 + Penalty 1479.904870 = -323226.058254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3765.725861 sec): 3 clusters Score: Raw -322338.183059 + Penalty 2959.809741 = -319378.373319 nChanged 1835 SP:Iteration 1F (3765.826839 sec): 3 clusters Score: Raw -323361.369480 + Penalty 2959.809741 = -320401.559739 nChanged 373 SP:Iteration 2F (3765.936211 sec): 3 clusters Score: Raw -323586.126994 + Penalty 2959.809741 = -320626.317253 nChanged 273 SP:Iteration 3F (3766.045392 sec): 3 clusters Score: Raw -323728.636687 + Penalty 2959.809741 = -320768.826946 nChanged 204 SP:Iteration 4Q (3766.162935 sec): 3 clusters Score: Raw -323853.883504 + Penalty 2959.809741 = -320894.073763 nChanged 174 SP:Iteration 5Q (3766.256318 sec): 3 clusters Score: Raw -323959.709537 + Penalty 2959.809741 = -320999.899797 nChanged 155 SP:Iteration 6Q (3766.378402 sec): 3 clusters Score: Raw -324040.489780 + Penalty 2959.809741 = -321080.680039 nChanged 118 SP:Iteration 7Q (3766.464450 sec): 3 clusters Score: Raw -324096.321055 + Penalty 2959.809741 = -321136.511315 nChanged 99 SP:Iteration 8Q (3766.568722 sec): 3 clusters Score: Raw -324150.650350 + Penalty 2959.809741 = -321190.840610 nChanged 108 SP:Iteration 9Q (3766.672493 sec): 3 clusters Score: Raw -324211.674759 + Penalty 2959.809741 = -321251.865018 nChanged 108 SP:Iteration 10Q (3766.786159 sec): 3 clusters Score: Raw -324264.755550 + Penalty 2959.809741 = -321304.945809 nChanged 87 SP:Iteration 11Q (3766.865985 sec): 3 clusters Score: Raw -324312.033408 + Penalty 2959.809741 = -321352.223667 nChanged 98 SP:Iteration 12Q (3766.977589 sec): 3 clusters Score: Raw -324367.219875 + Penalty 2959.809741 = -321407.410134 nChanged 83 SP:Iteration 13Q (3767.102438 sec): 3 clusters Score: Raw -324417.921200 + Penalty 2959.809741 = -321458.111460 nChanged 68 SP:Iteration 14Q (3767.235510 sec): 3 clusters Score: Raw -324466.230283 + Penalty 2959.809741 = -321506.420543 nChanged 80 SP:Iteration 15Q (3767.333410 sec): 3 clusters Score: Raw -324510.804560 + Penalty 2959.809741 = -321550.994820 nChanged 55 SP:Iteration 16Q (3767.441239 sec): 3 clusters Score: Raw -324536.450608 + Penalty 2959.809741 = -321576.640868 nChanged 48 SP:Iteration 17Q (3767.540202 sec): 3 clusters Score: Raw -324559.233109 + Penalty 2959.809741 = -321599.423368 nChanged 40 SP:Iteration 18Q (3767.679804 sec): 3 clusters Score: Raw -324578.310352 + Penalty 2959.809741 = -321618.500612 nChanged 37 SP:Iteration 19Q (3767.764823 sec): 3 clusters Score: Raw -324595.491224 + Penalty 2959.809741 = -321635.681484 nChanged 32 SP:Iteration 20F (3767.864448 sec): 3 clusters Score: Raw -324608.427868 + Penalty 2959.809741 = -321648.618127 nChanged 23 SP:Iteration 21Q (3767.985482 sec): 3 clusters Score: Raw -324616.342550 + Penalty 2959.809741 = -321656.532810 nChanged 21 SP:Iteration 22Q (3768.097299 sec): 3 clusters Score: Raw -324623.528276 + Penalty 2959.809741 = -321663.718535 nChanged 17 SP:Iteration 23Q (3768.198827 sec): 3 clusters Score: Raw -324631.004596 + Penalty 2959.809741 = -321671.194855 nChanged 15 SP:Iteration 24Q (3768.308494 sec): 3 clusters Score: Raw -324635.626458 + Penalty 2959.809741 = -321675.816718 nChanged 10 SP:Iteration 25Q (3768.425321 sec): 3 clusters Score: Raw -324638.737737 + Penalty 2959.809741 = -321678.927997 nChanged 8 SP:Iteration 26Q (3768.530132 sec): 3 clusters Score: Raw -324642.590936 + Penalty 2959.809741 = -321682.781195 nChanged 15 SP:Iteration 27Q (3768.604372 sec): 3 clusters Score: Raw -324647.886305 + Penalty 2959.809741 = -321688.076565 nChanged 16 SP:Iteration 28Q (3768.720451 sec): 3 clusters Score: Raw -324653.610594 + Penalty 2959.809741 = -321693.800854 nChanged 16 SP:Iteration 29Q (3768.826101 sec): 3 clusters Score: Raw -324659.894716 + Penalty 2959.809741 = -321700.084975 nChanged 20 SP:Iteration 30Q (3768.954122 sec): 3 clusters Score: Raw -324668.106945 + Penalty 2959.809741 = -321708.297205 nChanged 22 SP:Iteration 31Q (3769.053805 sec): 3 clusters Score: Raw -324680.545729 + Penalty 2959.809741 = -321720.735989 nChanged 28 SP:Iteration 32Q (3769.170015 sec): 3 clusters Score: Raw -324694.832099 + Penalty 2959.809741 = -321735.022358 nChanged 28 SP:Iteration 33Q (3769.296019 sec): 3 clusters Score: Raw -324707.281570 + Penalty 2959.809741 = -321747.471829 nChanged 21 SP:Iteration 34Q (3769.416367 sec): 3 clusters Score: Raw -324715.762432 + Penalty 2959.809741 = -321755.952692 nChanged 19 SP:Iteration 35Q (3769.515410 sec): 3 clusters Score: Raw -324726.633898 + Penalty 2959.809741 = -321766.824157 nChanged 27 SP:Iteration 36Q (3769.607025 sec): 3 clusters Score: Raw -324742.788337 + Penalty 2959.809741 = -321782.978596 nChanged 29 SP:Iteration 37Q (3769.726273 sec): 3 clusters Score: Raw -324764.654032 + Penalty 2959.809741 = -321804.844291 nChanged 32 SP:Iteration 38Q (3769.800035 sec): 3 clusters Score: Raw -324782.572116 + Penalty 2959.809741 = -321822.762376 nChanged 22 SP:Iteration 39Q (3769.922322 sec): 3 clusters Score: Raw -324795.038076 + Penalty 2959.809741 = -321835.228336 nChanged 15 SP:Iteration 40F (3770.011243 sec): 3 clusters Score: Raw -324802.098316 + Penalty 2959.809741 = -321842.288575 nChanged 18 SP:Iteration 41Q (3770.095722 sec): 3 clusters Score: Raw -324809.896938 + Penalty 2959.809741 = -321850.087197 nChanged 20 SP:Iteration 42Q (3770.196099 sec): 3 clusters Score: Raw -324820.763800 + Penalty 2959.809741 = -321860.954060 nChanged 22 SP:Iteration 43Q (3770.316494 sec): 3 clusters Score: Raw -324831.339312 + Penalty 2959.809741 = -321871.529572 nChanged 10 SP:Iteration 44Q (3770.413087 sec): 3 clusters Score: Raw -324835.910026 + Penalty 2959.809741 = -321876.100285 nChanged 13 SP:Iteration 45Q (3770.511530 sec): 3 clusters Score: Raw -324842.949047 + Penalty 2959.809741 = -321883.139306 nChanged 6 SP:Iteration 46Q (3770.623198 sec): 3 clusters Score: Raw -324845.237565 + Penalty 2959.809741 = -321885.427825 nChanged 5 SP:Iteration 47Q (3770.752805 sec): 3 clusters Score: Raw -324849.129455 + Penalty 2959.809741 = -321889.319715 nChanged 8 SP:Iteration 48Q (3770.878946 sec): 3 clusters Score: Raw -324854.503082 + Penalty 2959.809741 = -321894.693341 nChanged 15 SP:Iteration 49Q (3770.985956 sec): 3 clusters Score: Raw -324865.174985 + Penalty 2959.809741 = -321905.365245 nChanged 13 SP:Iteration 50Q (3771.119424 sec): 3 clusters Score: Raw -324874.467738 + Penalty 2959.809741 = -321914.657997 nChanged 4 SP:Iteration 51Q (3771.229643 sec): 3 clusters Score: Raw -324875.483854 + Penalty 2959.809741 = -321915.674114 nChanged 2 SP:Iteration 52Q (3771.340264 sec): 3 clusters Score: Raw -324876.019889 + Penalty 2959.809741 = -321916.210149 nChanged 1 SP:Iteration 53Q (3771.434445 sec): 3 clusters Score: Raw -324876.574736 + Penalty 2959.809741 = -321916.764996 nChanged 2 SP:Iteration 54Q (3771.540747 sec): 3 clusters Score: Raw -324878.737178 + Penalty 2959.809741 = -321918.927438 nChanged 4 SP:Iteration 55Q (3771.612224 sec): 3 clusters Score: Raw -324880.405662 + Penalty 2959.809741 = -321920.595921 nChanged 2 SP:Iteration 56Q (3771.725354 sec): 3 clusters Score: Raw -324881.784736 + Penalty 2959.809741 = -321921.974995 nChanged 2 SP:Iteration 57Q (3771.845763 sec): 3 clusters Score: Raw -324883.237718 + Penalty 2959.809741 = -321923.427977 nChanged 4 SP:Iteration 58Q (3771.942086 sec): 3 clusters Score: Raw -324884.688511 + Penalty 2959.809741 = -321924.878771 nChanged 4 SP:Iteration 59Q (3772.048413 sec): 3 clusters Score: Raw -324887.389722 + Penalty 2959.809741 = -321927.579982 nChanged 8 SP:Iteration 60F (3772.157703 sec): 3 clusters Score: Raw -324889.940764 + Penalty 2959.809741 = -321930.131023 nChanged 3 SP:Iteration 61Q (3772.249754 sec): 3 clusters Score: Raw -324891.299068 + Penalty 2959.809741 = -321931.489328 nChanged 2 SP:Iteration 62Q (3772.356033 sec): 3 clusters Score: Raw -324891.788325 + Penalty 2959.809741 = -321931.978585 nChanged 0 SP:Iteration 63F (3772.459185 sec): 3 clusters Score: Raw -324891.788325 + Penalty 2959.809741 = -321931.978585 nChanged 0 Trying to split cluster 15 (2892 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3772.513999 sec): 2 clusters Score: Raw -146880.745442 + Penalty 1398.682979 = -145482.062463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3772.625987 sec): 3 clusters Score: Raw -145598.326868 + Penalty 2797.365958 = -142800.960910 nChanged 1111 SP:Iteration 1F (3772.708444 sec): 3 clusters Score: Raw -146483.423480 + Penalty 2797.365958 = -143686.057522 nChanged 295 SP:Iteration 2F (3772.811460 sec): 3 clusters Score: Raw -146839.423597 + Penalty 2797.365958 = -144042.057639 nChanged 229 SP:Iteration 3F (3772.911910 sec): 3 clusters Score: Raw -147105.365430 + Penalty 2797.365958 = -144307.999472 nChanged 195 SP:Iteration 4F (3773.012099 sec): 3 clusters Score: Raw -147341.729660 + Penalty 2797.365958 = -144544.363702 nChanged 149 SP:Iteration 5F (3773.100929 sec): 3 clusters Score: Raw -147520.755435 + Penalty 2797.365958 = -144723.389477 nChanged 140 SP:Iteration 6Q (3773.161229 sec): 3 clusters Score: Raw -147657.003379 + Penalty 2797.365958 = -144859.637421 nChanged 109 SP:Iteration 7Q (3773.256536 sec): 3 clusters Score: Raw -147757.355205 + Penalty 2797.365958 = -144959.989247 nChanged 90 SP:Iteration 8Q (3773.346665 sec): 3 clusters Score: Raw -147839.413174 + Penalty 2797.365958 = -145042.047216 nChanged 65 SP:Iteration 9Q (3773.437785 sec): 3 clusters Score: Raw -147887.963474 + Penalty 2797.365958 = -145090.597516 nChanged 47 SP:Iteration 10Q (3773.537799 sec): 3 clusters Score: Raw -147926.352497 + Penalty 2797.365958 = -145128.986539 nChanged 40 SP:Iteration 11Q (3773.649518 sec): 3 clusters Score: Raw -147952.495405 + Penalty 2797.365958 = -145155.129448 nChanged 38 SP:Iteration 12Q (3773.733475 sec): 3 clusters Score: Raw -147982.383494 + Penalty 2797.365958 = -145185.017537 nChanged 28 SP:Iteration 13Q (3773.831008 sec): 3 clusters Score: Raw -148003.920839 + Penalty 2797.365958 = -145206.554881 nChanged 31 SP:Iteration 14Q (3773.950292 sec): 3 clusters Score: Raw -148026.101318 + Penalty 2797.365958 = -145228.735360 nChanged 24 SP:Iteration 15Q (3774.046667 sec): 3 clusters Score: Raw -148037.694406 + Penalty 2797.365958 = -145240.328449 nChanged 15 SP:Iteration 16Q (3774.113333 sec): 3 clusters Score: Raw -148043.597900 + Penalty 2797.365958 = -145246.231942 nChanged 14 SP:Iteration 17Q (3774.244218 sec): 3 clusters Score: Raw -148051.493901 + Penalty 2797.365958 = -145254.127944 nChanged 13 SP:Iteration 18Q (3774.332721 sec): 3 clusters Score: Raw -148060.092222 + Penalty 2797.365958 = -145262.726264 nChanged 17 SP:Iteration 19Q (3774.424741 sec): 3 clusters Score: Raw -148071.121004 + Penalty 2797.365958 = -145273.755047 nChanged 25 SP:Iteration 20F (3774.526920 sec): 3 clusters Score: Raw -148083.035329 + Penalty 2797.365958 = -145285.669372 nChanged 12 SP:Iteration 21Q (3774.630101 sec): 3 clusters Score: Raw -148088.155218 + Penalty 2797.365958 = -145290.789260 nChanged 8 SP:Iteration 22Q (3774.724061 sec): 3 clusters Score: Raw -148091.688866 + Penalty 2797.365958 = -145294.322909 nChanged 9 SP:Iteration 23Q (3774.844206 sec): 3 clusters Score: Raw -148095.727609 + Penalty 2797.365958 = -145298.361651 nChanged 8 SP:Iteration 24Q (3774.926651 sec): 3 clusters Score: Raw -148101.858131 + Penalty 2797.365958 = -145304.492174 nChanged 10 SP:Iteration 25Q (3775.017904 sec): 3 clusters Score: Raw -148108.624369 + Penalty 2797.365958 = -145311.258411 nChanged 10 SP:Iteration 26Q (3775.132362 sec): 3 clusters Score: Raw -148114.458152 + Penalty 2797.365958 = -145317.092194 nChanged 12 SP:Iteration 27Q (3775.223039 sec): 3 clusters Score: Raw -148119.820165 + Penalty 2797.365958 = -145322.454207 nChanged 11 SP:Iteration 28Q (3775.298310 sec): 3 clusters Score: Raw -148123.679044 + Penalty 2797.365958 = -145326.313087 nChanged 6 SP:Iteration 29Q (3775.393151 sec): 3 clusters Score: Raw -148127.308779 + Penalty 2797.365958 = -145329.942821 nChanged 5 SP:Iteration 30Q (3775.478355 sec): 3 clusters Score: Raw -148129.988168 + Penalty 2797.365958 = -145332.622210 nChanged 6 SP:Iteration 31Q (3775.563577 sec): 3 clusters Score: Raw -148131.889473 + Penalty 2797.365958 = -145334.523516 nChanged 4 SP:Iteration 32Q (3775.683636 sec): 3 clusters Score: Raw -148133.701518 + Penalty 2797.365958 = -145336.335560 nChanged 3 SP:Iteration 33Q (3775.772271 sec): 3 clusters Score: Raw -148135.151624 + Penalty 2797.365958 = -145337.785666 nChanged 2 SP:Iteration 34Q (3775.883291 sec): 3 clusters Score: Raw -148135.822596 + Penalty 2797.365958 = -145338.456638 nChanged 1 SP:Iteration 35Q (3775.984717 sec): 3 clusters Score: Raw -148136.017524 + Penalty 2797.365958 = -145338.651566 nChanged 0 SP:Iteration 36F (3776.090306 sec): 3 clusters Score: Raw -148136.017524 + Penalty 2797.365958 = -145338.651566 nChanged 0 Trying to split cluster 16 (5061 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3776.181568 sec): 2 clusters Score: Raw -335873.543047 + Penalty 1496.895550 = -334376.647497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3776.266619 sec): 3 clusters Score: Raw -333298.152698 + Penalty 2993.791099 = -330304.361599 nChanged 2106 SP:Iteration 1F (3776.367975 sec): 3 clusters Score: Raw -334561.625077 + Penalty 2993.791099 = -331567.833978 nChanged 423 SP:Iteration 2F (3776.498162 sec): 3 clusters Score: Raw -334842.925056 + Penalty 2993.791099 = -331849.133957 nChanged 315 SP:Iteration 3F (3776.594907 sec): 3 clusters Score: Raw -335044.171208 + Penalty 2993.791099 = -332050.380108 nChanged 256 SP:Iteration 4F (3776.700600 sec): 3 clusters Score: Raw -335220.719197 + Penalty 2993.791099 = -332226.928098 nChanged 213 SP:Iteration 5Q (3776.802849 sec): 3 clusters Score: Raw -335371.017252 + Penalty 2993.791099 = -332377.226153 nChanged 177 SP:Iteration 6Q (3776.907360 sec): 3 clusters Score: Raw -335475.082280 + Penalty 2993.791099 = -332481.291180 nChanged 145 SP:Iteration 7Q (3777.026020 sec): 3 clusters Score: Raw -335557.581470 + Penalty 2993.791099 = -332563.790371 nChanged 128 SP:Iteration 8Q (3777.141967 sec): 3 clusters Score: Raw -335625.771332 + Penalty 2993.791099 = -332631.980232 nChanged 121 SP:Iteration 9Q (3777.246516 sec): 3 clusters Score: Raw -335688.491255 + Penalty 2993.791099 = -332694.700156 nChanged 111 SP:Iteration 10Q (3777.357648 sec): 3 clusters Score: Raw -335751.421256 + Penalty 2993.791099 = -332757.630157 nChanged 104 SP:Iteration 11Q (3777.475212 sec): 3 clusters Score: Raw -335801.593024 + Penalty 2993.791099 = -332807.801924 nChanged 85 SP:Iteration 12Q (3777.575126 sec): 3 clusters Score: Raw -335849.043945 + Penalty 2993.791099 = -332855.252846 nChanged 78 SP:Iteration 13Q (3777.682917 sec): 3 clusters Score: Raw -335901.322438 + Penalty 2993.791099 = -332907.531339 nChanged 66 SP:Iteration 14Q (3777.809287 sec): 3 clusters Score: Raw -335938.331667 + Penalty 2993.791099 = -332944.540568 nChanged 54 SP:Iteration 15Q (3777.953497 sec): 3 clusters Score: Raw -335969.739090 + Penalty 2993.791099 = -332975.947990 nChanged 56 SP:Iteration 16Q (3778.087201 sec): 3 clusters Score: Raw -336004.444118 + Penalty 2993.791099 = -333010.653018 nChanged 57 SP:Iteration 17Q (3778.203263 sec): 3 clusters Score: Raw -336036.837825 + Penalty 2993.791099 = -333043.046725 nChanged 45 SP:Iteration 18Q (3778.334715 sec): 3 clusters Score: Raw -336060.767676 + Penalty 2993.791099 = -333066.976577 nChanged 36 SP:Iteration 19Q (3778.440525 sec): 3 clusters Score: Raw -336078.931494 + Penalty 2993.791099 = -333085.140395 nChanged 34 SP:Iteration 20F (3778.545869 sec): 3 clusters Score: Raw -336101.508685 + Penalty 2993.791099 = -333107.717586 nChanged 34 SP:Iteration 21Q (3778.628452 sec): 3 clusters Score: Raw -336119.488553 + Penalty 2993.791099 = -333125.697453 nChanged 29 SP:Iteration 22Q (3778.726167 sec): 3 clusters Score: Raw -336135.297261 + Penalty 2993.791099 = -333141.506162 nChanged 34 SP:Iteration 23Q (3778.807876 sec): 3 clusters Score: Raw -336157.533436 + Penalty 2993.791099 = -333163.742337 nChanged 23 SP:Iteration 24Q (3778.921757 sec): 3 clusters Score: Raw -336170.821131 + Penalty 2993.791099 = -333177.030031 nChanged 23 SP:Iteration 25Q (3779.018131 sec): 3 clusters Score: Raw -336181.303519 + Penalty 2993.791099 = -333187.512419 nChanged 14 SP:Iteration 26Q (3779.118150 sec): 3 clusters Score: Raw -336185.798125 + Penalty 2993.791099 = -333192.007026 nChanged 10 SP:Iteration 27Q (3779.229653 sec): 3 clusters Score: Raw -336190.342655 + Penalty 2993.791099 = -333196.551556 nChanged 11 SP:Iteration 28Q (3779.301119 sec): 3 clusters Score: Raw -336195.293943 + Penalty 2993.791099 = -333201.502844 nChanged 8 SP:Iteration 29Q (3779.432227 sec): 3 clusters Score: Raw -336199.731100 + Penalty 2993.791099 = -333205.940001 nChanged 8 SP:Iteration 30Q (3779.518521 sec): 3 clusters Score: Raw -336204.174797 + Penalty 2993.791099 = -333210.383698 nChanged 7 SP:Iteration 31Q (3779.633209 sec): 3 clusters Score: Raw -336206.764447 + Penalty 2993.791099 = -333212.973347 nChanged 4 SP:Iteration 32Q (3779.750696 sec): 3 clusters Score: Raw -336208.279985 + Penalty 2993.791099 = -333214.488886 nChanged 3 SP:Iteration 33Q (3779.871051 sec): 3 clusters Score: Raw -336209.341038 + Penalty 2993.791099 = -333215.549939 nChanged 2 SP:Iteration 34Q (3780.019464 sec): 3 clusters Score: Raw -336209.818779 + Penalty 2993.791099 = -333216.027680 nChanged 1 SP:Iteration 35Q (3780.104794 sec): 3 clusters Score: Raw -336210.081136 + Penalty 2993.791099 = -333216.290037 nChanged 0 SP:Iteration 36F (3780.243394 sec): 3 clusters Score: Raw -336210.081136 + Penalty 2993.791099 = -333216.290037 nChanged 0 Trying to split cluster 17 (1780 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3780.281520 sec): 2 clusters Score: Raw -100285.501168 + Penalty 1313.506697 = -98971.994471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3780.406407 sec): 3 clusters Score: Raw -99575.519364 + Penalty 2627.013394 = -96948.505970 nChanged 606 SP:Iteration 1F (3780.519130 sec): 3 clusters Score: Raw -100011.462443 + Penalty 2627.013394 = -97384.449049 nChanged 136 SP:Iteration 2F (3780.605773 sec): 3 clusters Score: Raw -100141.040644 + Penalty 2627.013394 = -97514.027250 nChanged 84 SP:Iteration 3Q (3780.688662 sec): 3 clusters Score: Raw -100241.153174 + Penalty 2627.013394 = -97614.139780 nChanged 91 SP:Iteration 4F (3780.781787 sec): 3 clusters Score: Raw -100347.628778 + Penalty 2627.013394 = -97720.615384 nChanged 78 SP:Iteration 5Q (3780.865064 sec): 3 clusters Score: Raw -100422.727039 + Penalty 2627.013394 = -97795.713645 nChanged 60 SP:Iteration 6Q (3780.940132 sec): 3 clusters Score: Raw -100481.953671 + Penalty 2627.013394 = -97854.940277 nChanged 57 SP:Iteration 7Q (3781.018152 sec): 3 clusters Score: Raw -100537.867044 + Penalty 2627.013394 = -97910.853650 nChanged 55 SP:Iteration 8Q (3781.125427 sec): 3 clusters Score: Raw -100580.891779 + Penalty 2627.013394 = -97953.878385 nChanged 35 SP:Iteration 9Q (3781.209415 sec): 3 clusters Score: Raw -100605.541285 + Penalty 2627.013394 = -97978.527892 nChanged 26 SP:Iteration 10Q (3781.283035 sec): 3 clusters Score: Raw -100627.724547 + Penalty 2627.013394 = -98000.711153 nChanged 37 SP:Iteration 11Q (3781.395595 sec): 3 clusters Score: Raw -100656.204056 + Penalty 2627.013394 = -98029.190662 nChanged 22 SP:Iteration 12Q (3781.504119 sec): 3 clusters Score: Raw -100674.992925 + Penalty 2627.013394 = -98047.979531 nChanged 16 SP:Iteration 13Q (3781.588751 sec): 3 clusters Score: Raw -100691.013797 + Penalty 2627.013394 = -98064.000403 nChanged 14 SP:Iteration 14Q (3781.671756 sec): 3 clusters Score: Raw -100708.363169 + Penalty 2627.013394 = -98081.349775 nChanged 24 SP:Iteration 15Q (3781.760824 sec): 3 clusters Score: Raw -100726.487847 + Penalty 2627.013394 = -98099.474454 nChanged 17 SP:Iteration 16Q (3781.861833 sec): 3 clusters Score: Raw -100737.822653 + Penalty 2627.013394 = -98110.809259 nChanged 15 SP:Iteration 17Q (3781.979802 sec): 3 clusters Score: Raw -100753.104808 + Penalty 2627.013394 = -98126.091414 nChanged 12 SP:Iteration 18Q (3782.083240 sec): 3 clusters Score: Raw -100760.568686 + Penalty 2627.013394 = -98133.555292 nChanged 9 SP:Iteration 19Q (3782.173219 sec): 3 clusters Score: Raw -100768.924452 + Penalty 2627.013394 = -98141.911058 nChanged 9 SP:Iteration 20F (3782.289005 sec): 3 clusters Score: Raw -100774.015545 + Penalty 2627.013394 = -98147.002151 nChanged 11 SP:Iteration 21Q (3782.415408 sec): 3 clusters Score: Raw -100783.001491 + Penalty 2627.013394 = -98155.988097 nChanged 9 SP:Iteration 22Q (3782.507634 sec): 3 clusters Score: Raw -100790.090096 + Penalty 2627.013394 = -98163.076702 nChanged 9 SP:Iteration 23Q (3782.599848 sec): 3 clusters Score: Raw -100795.150982 + Penalty 2627.013394 = -98168.137589 nChanged 3 SP:Iteration 24Q (3782.730160 sec): 3 clusters Score: Raw -100796.711529 + Penalty 2627.013394 = -98169.698136 nChanged 0 SP:Iteration 25F (3782.839934 sec): 3 clusters Score: Raw -100796.711529 + Penalty 2627.013394 = -98169.698136 nChanged 0 Trying to split cluster 18 (1040 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3782.874575 sec): 2 clusters Score: Raw -53569.943080 + Penalty 1219.194287 = -52350.748793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3782.988804 sec): 3 clusters Score: Raw -53280.074258 + Penalty 2438.388573 = -50841.685685 nChanged 303 SP:Iteration 1F (3783.086735 sec): 3 clusters Score: Raw -53603.975873 + Penalty 2438.388573 = -51165.587299 nChanged 74 SP:Iteration 2F (3783.201142 sec): 3 clusters Score: Raw -53699.720971 + Penalty 2438.388573 = -51261.332397 nChanged 50 SP:Iteration 3Q (3783.277400 sec): 3 clusters Score: Raw -53763.162447 + Penalty 2438.388573 = -51324.773874 nChanged 30 SP:Iteration 4Q (3783.380256 sec): 3 clusters Score: Raw -53793.101708 + Penalty 2438.388573 = -51354.713135 nChanged 20 SP:Iteration 5Q (3783.471610 sec): 3 clusters Score: Raw -53814.503916 + Penalty 2438.388573 = -51376.115343 nChanged 17 SP:Iteration 6Q (3783.557279 sec): 3 clusters Score: Raw -53834.560697 + Penalty 2438.388573 = -51396.172124 nChanged 23 SP:Iteration 7Q (3783.648278 sec): 3 clusters Score: Raw -53864.935800 + Penalty 2438.388573 = -51426.547226 nChanged 19 SP:Iteration 8Q (3783.725732 sec): 3 clusters Score: Raw -53892.674693 + Penalty 2438.388573 = -51454.286120 nChanged 14 SP:Iteration 9Q (3783.808600 sec): 3 clusters Score: Raw -53917.461535 + Penalty 2438.388573 = -51479.072962 nChanged 16 SP:Iteration 10Q (3783.924038 sec): 3 clusters Score: Raw -53938.609932 + Penalty 2438.388573 = -51500.221359 nChanged 10 SP:Iteration 11Q (3783.983300 sec): 3 clusters Score: Raw -53948.906820 + Penalty 2438.388573 = -51510.518247 nChanged 6 SP:Iteration 12Q (3784.056278 sec): 3 clusters Score: Raw -53957.780360 + Penalty 2438.388573 = -51519.391787 nChanged 9 SP:Iteration 13Q (3784.139647 sec): 3 clusters Score: Raw -53970.566643 + Penalty 2438.388573 = -51532.178070 nChanged 10 SP:Iteration 14Q (3784.232091 sec): 3 clusters Score: Raw -53978.541932 + Penalty 2438.388573 = -51540.153358 nChanged 6 SP:Iteration 15Q (3784.369069 sec): 3 clusters Score: Raw -53984.999393 + Penalty 2438.388573 = -51546.610819 nChanged 5 SP:Iteration 16Q (3784.432423 sec): 3 clusters Score: Raw -53990.266768 + Penalty 2438.388573 = -51551.878195 nChanged 5 SP:Iteration 17Q (3784.523490 sec): 3 clusters Score: Raw -54001.330637 + Penalty 2438.388573 = -51562.942064 nChanged 4 SP:Iteration 18Q (3784.617403 sec): 3 clusters Score: Raw -54004.589762 + Penalty 2438.388573 = -51566.201188 nChanged 4 SP:Iteration 19Q (3784.716224 sec): 3 clusters Score: Raw -54007.231851 + Penalty 2438.388573 = -51568.843278 nChanged 2 SP:Iteration 20F (3784.803236 sec): 3 clusters Score: Raw -54010.624347 + Penalty 2438.388573 = -51572.235773 nChanged 3 SP:Iteration 21Q (3784.886865 sec): 3 clusters Score: Raw -54016.228284 + Penalty 2438.388573 = -51577.839711 nChanged 5 SP:Iteration 22Q (3784.999154 sec): 3 clusters Score: Raw -54024.407527 + Penalty 2438.388573 = -51586.018954 nChanged 5 SP:Iteration 23Q (3785.093792 sec): 3 clusters Score: Raw -54033.025829 + Penalty 2438.388573 = -51594.637256 nChanged 8 SP:Iteration 24Q (3785.203604 sec): 3 clusters Score: Raw -54040.083079 + Penalty 2438.388573 = -51601.694505 nChanged 5 SP:Iteration 25Q (3785.312478 sec): 3 clusters Score: Raw -54046.896196 + Penalty 2438.388573 = -51608.507623 nChanged 5 SP:Iteration 26Q (3785.427056 sec): 3 clusters Score: Raw -54050.936340 + Penalty 2438.388573 = -51612.547767 nChanged 4 SP:Iteration 27Q (3785.540723 sec): 3 clusters Score: Raw -54056.916388 + Penalty 2438.388573 = -51618.527814 nChanged 2 SP:Iteration 28Q (3785.646655 sec): 3 clusters Score: Raw -54057.790443 + Penalty 2438.388573 = -51619.401870 nChanged 0 SP:Iteration 29F (3785.728366 sec): 3 clusters Score: Raw -54057.790443 + Penalty 2438.388573 = -51619.401870 nChanged 0 Trying to split cluster 19 (4825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3785.803922 sec): 2 clusters Score: Raw -288393.128759 + Penalty 1488.514835 = -286904.613924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3785.932354 sec): 3 clusters Score: Raw -285983.105821 + Penalty 2977.029671 = -283006.076150 nChanged 1936 SP:Iteration 1F (3786.063494 sec): 3 clusters Score: Raw -287171.954877 + Penalty 2977.029671 = -284194.925206 nChanged 361 SP:Iteration 2F (3786.161984 sec): 3 clusters Score: Raw -287395.903113 + Penalty 2977.029671 = -284418.873442 nChanged 263 SP:Iteration 3F (3786.277281 sec): 3 clusters Score: Raw -287563.072212 + Penalty 2977.029671 = -284586.042541 nChanged 227 SP:Iteration 4Q (3786.391290 sec): 3 clusters Score: Raw -287718.773465 + Penalty 2977.029671 = -284741.743794 nChanged 205 SP:Iteration 5Q (3786.511061 sec): 3 clusters Score: Raw -287862.720598 + Penalty 2977.029671 = -284885.690927 nChanged 211 SP:Iteration 6Q (3786.606241 sec): 3 clusters Score: Raw -287993.356436 + Penalty 2977.029671 = -285016.326765 nChanged 174 SP:Iteration 7Q (3786.724514 sec): 3 clusters Score: Raw -288112.008240 + Penalty 2977.029671 = -285134.978569 nChanged 171 SP:Iteration 8Q (3786.845835 sec): 3 clusters Score: Raw -288232.784109 + Penalty 2977.029671 = -285255.754438 nChanged 149 SP:Iteration 9Q (3786.941992 sec): 3 clusters Score: Raw -288318.644869 + Penalty 2977.029671 = -285341.615198 nChanged 136 SP:Iteration 10Q (3787.055431 sec): 3 clusters Score: Raw -288416.584752 + Penalty 2977.029671 = -285439.555081 nChanged 131 SP:Iteration 11Q (3787.171207 sec): 3 clusters Score: Raw -288500.764248 + Penalty 2977.029671 = -285523.734577 nChanged 110 SP:Iteration 12Q (3787.286891 sec): 3 clusters Score: Raw -288558.962348 + Penalty 2977.029671 = -285581.932677 nChanged 98 SP:Iteration 13Q (3787.402241 sec): 3 clusters Score: Raw -288608.976590 + Penalty 2977.029671 = -285631.946919 nChanged 80 SP:Iteration 14Q (3787.519153 sec): 3 clusters Score: Raw -288646.679240 + Penalty 2977.029671 = -285669.649569 nChanged 71 SP:Iteration 15Q (3787.614202 sec): 3 clusters Score: Raw -288683.946688 + Penalty 2977.029671 = -285706.917017 nChanged 70 SP:Iteration 16Q (3787.730315 sec): 3 clusters Score: Raw -288720.042081 + Penalty 2977.029671 = -285743.012410 nChanged 70 SP:Iteration 17Q (3787.841106 sec): 3 clusters Score: Raw -288764.656327 + Penalty 2977.029671 = -285787.626656 nChanged 66 SP:Iteration 18Q (3787.941879 sec): 3 clusters Score: Raw -288801.107679 + Penalty 2977.029671 = -285824.078008 nChanged 62 SP:Iteration 19Q (3788.057694 sec): 3 clusters Score: Raw -288823.502600 + Penalty 2977.029671 = -285846.472930 nChanged 45 SP:Iteration 20F (3788.155882 sec): 3 clusters Score: Raw -288841.212943 + Penalty 2977.029671 = -285864.183272 nChanged 31 SP:Iteration 21Q (3788.293414 sec): 3 clusters Score: Raw -288853.590852 + Penalty 2977.029671 = -285876.561181 nChanged 30 SP:Iteration 22Q (3788.385423 sec): 3 clusters Score: Raw -288867.991331 + Penalty 2977.029671 = -285890.961660 nChanged 35 SP:Iteration 23Q (3788.494374 sec): 3 clusters Score: Raw -288878.394785 + Penalty 2977.029671 = -285901.365114 nChanged 24 SP:Iteration 24Q (3788.589560 sec): 3 clusters Score: Raw -288886.184451 + Penalty 2977.029671 = -285909.154780 nChanged 18 SP:Iteration 25Q (3788.730812 sec): 3 clusters Score: Raw -288892.277366 + Penalty 2977.029671 = -285915.247695 nChanged 15 SP:Iteration 26Q (3788.817290 sec): 3 clusters Score: Raw -288897.035145 + Penalty 2977.029671 = -285920.005474 nChanged 17 SP:Iteration 27Q (3788.954833 sec): 3 clusters Score: Raw -288901.445866 + Penalty 2977.029671 = -285924.416195 nChanged 11 SP:Iteration 28Q (3789.044350 sec): 3 clusters Score: Raw -288904.163191 + Penalty 2977.029671 = -285927.133520 nChanged 7 SP:Iteration 29Q (3789.139314 sec): 3 clusters Score: Raw -288905.358565 + Penalty 2977.029671 = -285928.328894 nChanged 3 SP:Iteration 30Q (3789.251159 sec): 3 clusters Score: Raw -288905.962346 + Penalty 2977.029671 = -285928.932675 nChanged 5 SP:Iteration 31Q (3789.386789 sec): 3 clusters Score: Raw -288907.337264 + Penalty 2977.029671 = -285930.307594 nChanged 3 SP:Iteration 32Q (3789.481560 sec): 3 clusters Score: Raw -288908.479355 + Penalty 2977.029671 = -285931.449684 nChanged 6 SP:Iteration 33Q (3789.603461 sec): 3 clusters Score: Raw -288909.990083 + Penalty 2977.029671 = -285932.960412 nChanged 11 SP:Iteration 34Q (3789.738894 sec): 3 clusters Score: Raw -288913.555216 + Penalty 2977.029671 = -285936.525545 nChanged 14 SP:Iteration 35Q (3789.835198 sec): 3 clusters Score: Raw -288918.520159 + Penalty 2977.029671 = -285941.490489 nChanged 13 SP:Iteration 36Q (3789.968241 sec): 3 clusters Score: Raw -288920.891804 + Penalty 2977.029671 = -285943.862133 nChanged 9 SP:Iteration 37Q (3790.085958 sec): 3 clusters Score: Raw -288924.169481 + Penalty 2977.029671 = -285947.139810 nChanged 9 SP:Iteration 38Q (3790.213221 sec): 3 clusters Score: Raw -288928.369003 + Penalty 2977.029671 = -285951.339332 nChanged 10 SP:Iteration 39Q (3790.333733 sec): 3 clusters Score: Raw -288930.984926 + Penalty 2977.029671 = -285953.955255 nChanged 8 SP:Iteration 40F (3790.456156 sec): 3 clusters Score: Raw -288933.927936 + Penalty 2977.029671 = -285956.898265 nChanged 10 SP:Iteration 41Q (3790.565618 sec): 3 clusters Score: Raw -288935.894861 + Penalty 2977.029671 = -285958.865190 nChanged 6 SP:Iteration 42Q (3790.690298 sec): 3 clusters Score: Raw -288937.744541 + Penalty 2977.029671 = -285960.714870 nChanged 7 SP:Iteration 43Q (3790.792052 sec): 3 clusters Score: Raw -288938.895181 + Penalty 2977.029671 = -285961.865510 nChanged 7 SP:Iteration 44Q (3790.912559 sec): 3 clusters Score: Raw -288940.477542 + Penalty 2977.029671 = -285963.447871 nChanged 5 SP:Iteration 45Q (3791.005784 sec): 3 clusters Score: Raw -288941.613585 + Penalty 2977.029671 = -285964.583914 nChanged 2 SP:Iteration 46Q (3791.114984 sec): 3 clusters Score: Raw -288942.109009 + Penalty 2977.029671 = -285965.079338 nChanged 5 SP:Iteration 47Q (3791.230690 sec): 3 clusters Score: Raw -288943.268590 + Penalty 2977.029671 = -285966.238919 nChanged 5 SP:Iteration 48Q (3791.347743 sec): 3 clusters Score: Raw -288944.012998 + Penalty 2977.029671 = -285966.983327 nChanged 4 SP:Iteration 49Q (3791.447673 sec): 3 clusters Score: Raw -288944.642648 + Penalty 2977.029671 = -285967.612977 nChanged 2 SP:Iteration 50Q (3791.555898 sec): 3 clusters Score: Raw -288944.844853 + Penalty 2977.029671 = -285967.815182 nChanged 1 SP:Iteration 51Q (3791.653945 sec): 3 clusters Score: Raw -288944.983472 + Penalty 2977.029671 = -285967.953802 nChanged 1 SP:Iteration 52Q (3791.757097 sec): 3 clusters Score: Raw -288945.110962 + Penalty 2977.029671 = -285968.081292 nChanged 1 SP:Iteration 53Q (3791.878823 sec): 3 clusters Score: Raw -288945.341423 + Penalty 2977.029671 = -285968.311752 nChanged 0 SP:Iteration 54F (3791.983812 sec): 3 clusters Score: Raw -288945.341423 + Penalty 2977.029671 = -285968.311752 nChanged 0 Trying to split cluster 20 (5013 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3792.040082 sec): 2 clusters Score: Raw -287827.597522 + Penalty 1495.223113 = -286332.374409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3792.172215 sec): 3 clusters Score: Raw -285212.386173 + Penalty 2990.446226 = -282221.939947 nChanged 2067 SP:Iteration 1F (3792.272672 sec): 3 clusters Score: Raw -286465.431780 + Penalty 2990.446226 = -283474.985554 nChanged 434 SP:Iteration 2F (3792.437260 sec): 3 clusters Score: Raw -286769.201992 + Penalty 2990.446226 = -283778.755766 nChanged 301 SP:Iteration 3F (3792.541012 sec): 3 clusters Score: Raw -286944.628813 + Penalty 2990.446226 = -283954.182587 nChanged 228 SP:Iteration 4Q (3792.653002 sec): 3 clusters Score: Raw -287067.814372 + Penalty 2990.446226 = -284077.368146 nChanged 183 SP:Iteration 5Q (3792.774473 sec): 3 clusters Score: Raw -287158.667145 + Penalty 2990.446226 = -284168.220919 nChanged 166 SP:Iteration 6Q (3792.898833 sec): 3 clusters Score: Raw -287242.479245 + Penalty 2990.446226 = -284252.033019 nChanged 158 SP:Iteration 7Q (3793.013485 sec): 3 clusters Score: Raw -287331.407873 + Penalty 2990.446226 = -284340.961648 nChanged 166 SP:Iteration 8Q (3793.126254 sec): 3 clusters Score: Raw -287433.815599 + Penalty 2990.446226 = -284443.369373 nChanged 170 SP:Iteration 9Q (3793.239381 sec): 3 clusters Score: Raw -287545.861226 + Penalty 2990.446226 = -284555.415000 nChanged 159 SP:Iteration 10Q (3793.334904 sec): 3 clusters Score: Raw -287649.664725 + Penalty 2990.446226 = -284659.218499 nChanged 165 SP:Iteration 11Q (3793.418327 sec): 3 clusters Score: Raw -287755.456478 + Penalty 2990.446226 = -284765.010252 nChanged 116 SP:Iteration 12Q (3793.527429 sec): 3 clusters Score: Raw -287823.281673 + Penalty 2990.446226 = -284832.835447 nChanged 110 SP:Iteration 13Q (3793.636474 sec): 3 clusters Score: Raw -287882.513851 + Penalty 2990.446226 = -284892.067625 nChanged 90 SP:Iteration 14Q (3793.749909 sec): 3 clusters Score: Raw -287934.702637 + Penalty 2990.446226 = -284944.256411 nChanged 77 SP:Iteration 15Q (3793.846074 sec): 3 clusters Score: Raw -287980.354253 + Penalty 2990.446226 = -284989.908027 nChanged 71 SP:Iteration 16Q (3793.947502 sec): 3 clusters Score: Raw -288026.960478 + Penalty 2990.446226 = -285036.514252 nChanged 68 SP:Iteration 17Q (3794.045425 sec): 3 clusters Score: Raw -288070.635243 + Penalty 2990.446226 = -285080.189017 nChanged 63 SP:Iteration 18Q (3794.170438 sec): 3 clusters Score: Raw -288103.343781 + Penalty 2990.446226 = -285112.897555 nChanged 47 SP:Iteration 19Q (3794.268671 sec): 3 clusters Score: Raw -288125.645914 + Penalty 2990.446226 = -285135.199688 nChanged 47 SP:Iteration 20F (3794.372204 sec): 3 clusters Score: Raw -288147.388783 + Penalty 2990.446226 = -285156.942557 nChanged 37 SP:Iteration 21Q (3794.483145 sec): 3 clusters Score: Raw -288166.711184 + Penalty 2990.446226 = -285176.264958 nChanged 30 SP:Iteration 22Q (3794.601909 sec): 3 clusters Score: Raw -288188.200150 + Penalty 2990.446226 = -285197.753924 nChanged 39 SP:Iteration 23Q (3794.707776 sec): 3 clusters Score: Raw -288213.938058 + Penalty 2990.446226 = -285223.491832 nChanged 39 SP:Iteration 24Q (3794.820324 sec): 3 clusters Score: Raw -288234.945359 + Penalty 2990.446226 = -285244.499133 nChanged 37 SP:Iteration 25Q (3794.921539 sec): 3 clusters Score: Raw -288257.224269 + Penalty 2990.446226 = -285266.778043 nChanged 32 SP:Iteration 26Q (3795.039402 sec): 3 clusters Score: Raw -288274.642143 + Penalty 2990.446226 = -285284.195917 nChanged 31 SP:Iteration 27Q (3795.131735 sec): 3 clusters Score: Raw -288294.552160 + Penalty 2990.446226 = -285304.105934 nChanged 31 SP:Iteration 28Q (3795.232559 sec): 3 clusters Score: Raw -288312.494146 + Penalty 2990.446226 = -285322.047920 nChanged 24 SP:Iteration 29Q (3795.329624 sec): 3 clusters Score: Raw -288326.297491 + Penalty 2990.446226 = -285335.851265 nChanged 24 SP:Iteration 30Q (3795.454315 sec): 3 clusters Score: Raw -288341.424139 + Penalty 2990.446226 = -285350.977913 nChanged 18 SP:Iteration 31Q (3795.528686 sec): 3 clusters Score: Raw -288351.536369 + Penalty 2990.446226 = -285361.090144 nChanged 14 SP:Iteration 32Q (3795.639486 sec): 3 clusters Score: Raw -288357.195698 + Penalty 2990.446226 = -285366.749472 nChanged 10 SP:Iteration 33Q (3795.756165 sec): 3 clusters Score: Raw -288362.496184 + Penalty 2990.446226 = -285372.049958 nChanged 10 SP:Iteration 34Q (3795.853218 sec): 3 clusters Score: Raw -288368.192782 + Penalty 2990.446226 = -285377.746556 nChanged 9 SP:Iteration 35Q (3795.947218 sec): 3 clusters Score: Raw -288372.788268 + Penalty 2990.446226 = -285382.342042 nChanged 8 SP:Iteration 36Q (3796.066808 sec): 3 clusters Score: Raw -288376.377154 + Penalty 2990.446226 = -285385.930928 nChanged 5 SP:Iteration 37Q (3796.176231 sec): 3 clusters Score: Raw -288378.974273 + Penalty 2990.446226 = -285388.528047 nChanged 4 SP:Iteration 38Q (3796.300433 sec): 3 clusters Score: Raw -288381.468453 + Penalty 2990.446226 = -285391.022227 nChanged 4 SP:Iteration 39Q (3796.404099 sec): 3 clusters Score: Raw -288383.166077 + Penalty 2990.446226 = -285392.719851 nChanged 2 SP:Iteration 40F (3796.504213 sec): 3 clusters Score: Raw -288384.072050 + Penalty 2990.446226 = -285393.625824 nChanged 4 SP:Iteration 41Q (3796.559403 sec): 3 clusters Score: Raw -288385.153625 + Penalty 2990.446226 = -285394.707399 nChanged 2 SP:Iteration 42Q (3796.665655 sec): 3 clusters Score: Raw -288386.198367 + Penalty 2990.446226 = -285395.752141 nChanged 3 SP:Iteration 43Q (3796.765446 sec): 3 clusters Score: Raw -288387.654637 + Penalty 2990.446226 = -285397.208411 nChanged 3 SP:Iteration 44Q (3796.892145 sec): 3 clusters Score: Raw -288388.282463 + Penalty 2990.446226 = -285397.836237 nChanged 2 SP:Iteration 45Q (3796.987547 sec): 3 clusters Score: Raw -288388.884972 + Penalty 2990.446226 = -285398.438747 nChanged 2 SP:Iteration 46Q (3797.109126 sec): 3 clusters Score: Raw -288389.987116 + Penalty 2990.446226 = -285399.540890 nChanged 4 SP:Iteration 47Q (3797.201290 sec): 3 clusters Score: Raw -288391.678716 + Penalty 2990.446226 = -285401.232490 nChanged 1 SP:Iteration 48Q (3797.327268 sec): 3 clusters Score: Raw -288391.938933 + Penalty 2990.446226 = -285401.492707 nChanged 1 SP:Iteration 49Q (3797.452046 sec): 3 clusters Score: Raw -288392.195578 + Penalty 2990.446226 = -285401.749353 nChanged 1 SP:Iteration 50Q (3797.551909 sec): 3 clusters Score: Raw -288392.335652 + Penalty 2990.446226 = -285401.889427 nChanged 0 SP:Iteration 51F (3797.658181 sec): 3 clusters Score: Raw -288392.335652 + Penalty 2990.446226 = -285401.889427 nChanged 0 Trying to split cluster 21 (14162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3797.780918 sec): 2 clusters Score: Raw -980223.608063 + Penalty 1677.484739 = -978546.123324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3797.922548 sec): 3 clusters Score: Raw -971969.490724 + Penalty 3354.969478 = -968614.521246 nChanged 6194 SP:Iteration 1F (3798.061358 sec): 3 clusters Score: Raw -975309.441718 + Penalty 3354.969478 = -971954.472240 nChanged 951 SP:Iteration 2F (3798.203356 sec): 3 clusters Score: Raw -975965.155002 + Penalty 3354.969478 = -972610.185525 nChanged 1019 SP:Iteration 3F (3798.362228 sec): 3 clusters Score: Raw -976797.207073 + Penalty 3354.969478 = -973442.237595 nChanged 1109 SP:Iteration 4F (3798.498767 sec): 3 clusters Score: Raw -977807.447265 + Penalty 3354.969478 = -974452.477787 nChanged 1166 SP:Iteration 5F (3798.670668 sec): 3 clusters Score: Raw -978845.177823 + Penalty 3354.969478 = -975490.208345 nChanged 1017 SP:Iteration 6F (3798.782527 sec): 3 clusters Score: Raw -979714.296500 + Penalty 3354.969478 = -976359.327022 nChanged 820 SP:Iteration 7F (3798.914780 sec): 3 clusters Score: Raw -980266.345160 + Penalty 3354.969478 = -976911.375682 nChanged 605 SP:Iteration 8Q (3799.033007 sec): 3 clusters Score: Raw -980573.995917 + Penalty 3354.969478 = -977219.026439 nChanged 410 SP:Iteration 9Q (3799.167713 sec): 3 clusters Score: Raw -980737.192408 + Penalty 3354.969478 = -977382.222931 nChanged 273 SP:Iteration 10Q (3799.318597 sec): 3 clusters Score: Raw -980832.621063 + Penalty 3354.969478 = -977477.651585 nChanged 207 SP:Iteration 11Q (3799.452379 sec): 3 clusters Score: Raw -980906.552679 + Penalty 3354.969478 = -977551.583202 nChanged 165 SP:Iteration 12Q (3799.615050 sec): 3 clusters Score: Raw -980959.009528 + Penalty 3354.969478 = -977604.040050 nChanged 157 SP:Iteration 13Q (3799.794507 sec): 3 clusters Score: Raw -981009.094833 + Penalty 3354.969478 = -977654.125355 nChanged 153 SP:Iteration 14Q (3799.919665 sec): 3 clusters Score: Raw -981059.401864 + Penalty 3354.969478 = -977704.432386 nChanged 131 SP:Iteration 15Q (3800.069612 sec): 3 clusters Score: Raw -981097.480920 + Penalty 3354.969478 = -977742.511443 nChanged 113 SP:Iteration 16Q (3800.199612 sec): 3 clusters Score: Raw -981130.351690 + Penalty 3354.969478 = -977775.382212 nChanged 94 SP:Iteration 17Q (3800.337881 sec): 3 clusters Score: Raw -981166.624931 + Penalty 3354.969478 = -977811.655453 nChanged 111 SP:Iteration 18Q (3800.476615 sec): 3 clusters Score: Raw -981210.945922 + Penalty 3354.969478 = -977855.976445 nChanged 104 SP:Iteration 19Q (3800.617146 sec): 3 clusters Score: Raw -981265.455372 + Penalty 3354.969478 = -977910.485894 nChanged 117 SP:Iteration 20F (3800.749171 sec): 3 clusters Score: Raw -981366.919612 + Penalty 3354.969478 = -978011.950134 nChanged 140 SP:Iteration 21Q (3800.881749 sec): 3 clusters Score: Raw -981460.333547 + Penalty 3354.969478 = -978105.364069 nChanged 149 SP:Iteration 22Q (3801.013637 sec): 3 clusters Score: Raw -981547.867553 + Penalty 3354.969478 = -978192.898075 nChanged 165 SP:Iteration 23Q (3801.144870 sec): 3 clusters Score: Raw -981667.518354 + Penalty 3354.969478 = -978312.548876 nChanged 198 SP:Iteration 24Q (3801.291769 sec): 3 clusters Score: Raw -981848.748361 + Penalty 3354.969478 = -978493.778883 nChanged 209 SP:Iteration 25Q (3801.424007 sec): 3 clusters Score: Raw -982051.916853 + Penalty 3354.969478 = -978696.947376 nChanged 214 SP:Iteration 26Q (3801.557433 sec): 3 clusters Score: Raw -982232.558386 + Penalty 3354.969478 = -978877.588909 nChanged 183 SP:Iteration 27Q (3801.689467 sec): 3 clusters Score: Raw -982409.442446 + Penalty 3354.969478 = -979054.472968 nChanged 183 SP:Iteration 28Q (3801.841276 sec): 3 clusters Score: Raw -982611.246070 + Penalty 3354.969478 = -979256.276592 nChanged 127 SP:Iteration 29Q (3801.953084 sec): 3 clusters Score: Raw -982728.014000 + Penalty 3354.969478 = -979373.044522 nChanged 95 SP:Iteration 30Q (3802.081938 sec): 3 clusters Score: Raw -982795.135116 + Penalty 3354.969478 = -979440.165638 nChanged 61 SP:Iteration 31Q (3802.211370 sec): 3 clusters Score: Raw -982821.284613 + Penalty 3354.969478 = -979466.315136 nChanged 28 SP:Iteration 32Q (3802.317878 sec): 3 clusters Score: Raw -982828.985039 + Penalty 3354.969478 = -979474.015562 nChanged 17 SP:Iteration 33Q (3802.463291 sec): 3 clusters Score: Raw -982832.852921 + Penalty 3354.969478 = -979477.883443 nChanged 8 SP:Iteration 34Q (3802.578552 sec): 3 clusters Score: Raw -982834.095514 + Penalty 3354.969478 = -979479.126037 nChanged 3 SP:Iteration 35Q (3802.724744 sec): 3 clusters Score: Raw -982834.503065 + Penalty 3354.969478 = -979479.533587 nChanged 2 SP:Iteration 36Q (3802.862637 sec): 3 clusters Score: Raw -982834.768774 + Penalty 3354.969478 = -979479.799296 nChanged 1 SP:Iteration 37Q (3802.994955 sec): 3 clusters Score: Raw -982834.821435 + Penalty 3354.969478 = -979479.851958 nChanged 2 SP:Iteration 38Q (3803.125274 sec): 3 clusters Score: Raw -982835.017604 + Penalty 3354.969478 = -979480.048127 nChanged 1 SP:Iteration 39Q (3803.253177 sec): 3 clusters Score: Raw -982835.065113 + Penalty 3354.969478 = -979480.095635 nChanged 1 SP:Iteration 40F (3803.401687 sec): 3 clusters Score: Raw -982835.220844 + Penalty 3354.969478 = -979480.251366 nChanged 0 Score: Raw -12000968.866281 + Penalty 92221.988886 = -11908746.877395 Splitting cluster 21 changes total score from -11908241.996708 to -11908746.877395 So it's getting split into cluster 43. Trying to split cluster 22 (413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3814.897117 sec): 2 clusters Score: Raw -19154.366437 + Penalty 1057.115053 = -18097.251384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3814.998613 sec): 3 clusters Score: Raw -19175.436992 + Penalty 2114.230105 = -17061.206887 nChanged 97 SP:Iteration 1F (3815.121954 sec): 3 clusters Score: Raw -19341.699211 + Penalty 2114.230105 = -17227.469106 nChanged 34 SP:Iteration 2F (3815.215166 sec): 3 clusters Score: Raw -19408.315225 + Penalty 2114.230105 = -17294.085119 nChanged 15 SP:Iteration 3Q (3815.326858 sec): 3 clusters Score: Raw -19441.129563 + Penalty 2114.230105 = -17326.899458 nChanged 16 SP:Iteration 4Q (3815.424395 sec): 3 clusters Score: Raw -19467.684921 + Penalty 2114.230105 = -17353.454816 nChanged 15 SP:Iteration 5Q (3815.515246 sec): 3 clusters Score: Raw -19489.585201 + Penalty 2114.230105 = -17375.355096 nChanged 16 SP:Iteration 6Q (3815.597007 sec): 3 clusters Score: Raw -19518.930686 + Penalty 2114.230105 = -17404.700581 nChanged 9 SP:Iteration 7Q (3815.705556 sec): 3 clusters Score: Raw -19530.143030 + Penalty 2114.230105 = -17415.912925 nChanged 5 SP:Iteration 8Q (3815.803339 sec): 3 clusters Score: Raw -19543.951758 + Penalty 2114.230105 = -17429.721653 nChanged 3 SP:Iteration 9Q (3815.899890 sec): 3 clusters Score: Raw -19547.783928 + Penalty 2114.230105 = -17433.553823 nChanged 4 SP:Iteration 10Q (3816.006520 sec): 3 clusters Score: Raw -19578.367109 + Penalty 2114.230105 = -17464.137004 nChanged 3 SP:Iteration 11Q (3816.107434 sec): 3 clusters Score: Raw -19585.649037 + Penalty 2114.230105 = -17471.418932 nChanged 3 SP:Iteration 12Q (3816.191302 sec): 3 clusters Score: Raw -19589.689340 + Penalty 2114.230105 = -17475.459235 nChanged 2 SP:Iteration 13Q (3816.294910 sec): 3 clusters Score: Raw -19591.405620 + Penalty 2114.230105 = -17477.175515 nChanged 2 SP:Iteration 14Q (3816.388898 sec): 3 clusters Score: Raw -19596.830770 + Penalty 2114.230105 = -17482.600665 nChanged 0 SP:Iteration 15F (3816.508630 sec): 3 clusters Score: Raw -19596.830770 + Penalty 2114.230105 = -17482.600665 nChanged 0 Trying to split cluster 23 (5471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3816.593893 sec): 2 clusters Score: Raw -349999.058208 + Penalty 1510.566530 = -348488.491678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3816.695264 sec): 3 clusters Score: Raw -347157.390603 + Penalty 3021.133060 = -344136.257543 nChanged 2222 SP:Iteration 1F (3816.741991 sec): 3 clusters Score: Raw -348539.808417 + Penalty 3021.133060 = -345518.675357 nChanged 477 SP:Iteration 2F (3816.789075 sec): 3 clusters Score: Raw -348952.696861 + Penalty 3021.133060 = -345931.563801 nChanged 413 SP:Iteration 3F (3816.912907 sec): 3 clusters Score: Raw -349324.338824 + Penalty 3021.133060 = -346303.205764 nChanged 368 SP:Iteration 4F (3817.033260 sec): 3 clusters Score: Raw -349628.534362 + Penalty 3021.133060 = -346607.401302 nChanged 308 SP:Iteration 5F (3817.147498 sec): 3 clusters Score: Raw -349874.677295 + Penalty 3021.133060 = -346853.544235 nChanged 262 SP:Iteration 6Q (3817.243849 sec): 3 clusters Score: Raw -350053.092642 + Penalty 3021.133060 = -347031.959583 nChanged 203 SP:Iteration 7Q (3817.357356 sec): 3 clusters Score: Raw -350168.742822 + Penalty 3021.133060 = -347147.609763 nChanged 148 SP:Iteration 8Q (3817.480652 sec): 3 clusters Score: Raw -350244.942683 + Penalty 3021.133060 = -347223.809624 nChanged 118 SP:Iteration 9Q (3817.591323 sec): 3 clusters Score: Raw -350301.372075 + Penalty 3021.133060 = -347280.239016 nChanged 107 SP:Iteration 10Q (3817.688561 sec): 3 clusters Score: Raw -350348.902360 + Penalty 3021.133060 = -347327.769300 nChanged 87 SP:Iteration 11Q (3817.806343 sec): 3 clusters Score: Raw -350392.199188 + Penalty 3021.133060 = -347371.066129 nChanged 83 SP:Iteration 12Q (3817.918389 sec): 3 clusters Score: Raw -350432.302874 + Penalty 3021.133060 = -347411.169814 nChanged 84 SP:Iteration 13Q (3818.003484 sec): 3 clusters Score: Raw -350472.576160 + Penalty 3021.133060 = -347451.443101 nChanged 77 SP:Iteration 14Q (3818.126874 sec): 3 clusters Score: Raw -350499.813086 + Penalty 3021.133060 = -347478.680027 nChanged 49 SP:Iteration 15Q (3818.226937 sec): 3 clusters Score: Raw -350519.624712 + Penalty 3021.133060 = -347498.491653 nChanged 48 SP:Iteration 16Q (3818.333718 sec): 3 clusters Score: Raw -350538.227362 + Penalty 3021.133060 = -347517.094303 nChanged 43 SP:Iteration 17Q (3818.438334 sec): 3 clusters Score: Raw -350552.120336 + Penalty 3021.133060 = -347530.987277 nChanged 33 SP:Iteration 18Q (3818.538783 sec): 3 clusters Score: Raw -350563.171614 + Penalty 3021.133060 = -347542.038555 nChanged 29 SP:Iteration 19Q (3818.650723 sec): 3 clusters Score: Raw -350572.296209 + Penalty 3021.133060 = -347551.163149 nChanged 19 SP:Iteration 20F (3818.774858 sec): 3 clusters Score: Raw -350577.432915 + Penalty 3021.133060 = -347556.299855 nChanged 18 SP:Iteration 21Q (3818.887239 sec): 3 clusters Score: Raw -350582.082046 + Penalty 3021.133060 = -347560.948987 nChanged 7 SP:Iteration 22Q (3818.982985 sec): 3 clusters Score: Raw -350583.145847 + Penalty 3021.133060 = -347562.012787 nChanged 7 SP:Iteration 23Q (3819.100124 sec): 3 clusters Score: Raw -350584.958422 + Penalty 3021.133060 = -347563.825362 nChanged 10 SP:Iteration 24Q (3819.235861 sec): 3 clusters Score: Raw -350586.978695 + Penalty 3021.133060 = -347565.845636 nChanged 10 SP:Iteration 25Q (3819.321995 sec): 3 clusters Score: Raw -350589.633360 + Penalty 3021.133060 = -347568.500301 nChanged 9 SP:Iteration 26Q (3819.438108 sec): 3 clusters Score: Raw -350592.087188 + Penalty 3021.133060 = -347570.954128 nChanged 7 SP:Iteration 27Q (3819.559667 sec): 3 clusters Score: Raw -350593.401150 + Penalty 3021.133060 = -347572.268091 nChanged 6 SP:Iteration 28Q (3819.656095 sec): 3 clusters Score: Raw -350594.801219 + Penalty 3021.133060 = -347573.668160 nChanged 3 SP:Iteration 29Q (3819.765223 sec): 3 clusters Score: Raw -350595.280822 + Penalty 3021.133060 = -347574.147763 nChanged 1 SP:Iteration 30Q (3819.884193 sec): 3 clusters Score: Raw -350595.737770 + Penalty 3021.133060 = -347574.604711 nChanged 2 SP:Iteration 31Q (3819.988054 sec): 3 clusters Score: Raw -350596.185418 + Penalty 3021.133060 = -347575.052358 nChanged 1 SP:Iteration 32Q (3820.104996 sec): 3 clusters Score: Raw -350596.569172 + Penalty 3021.133060 = -347575.436112 nChanged 2 SP:Iteration 33Q (3820.200334 sec): 3 clusters Score: Raw -350597.106072 + Penalty 3021.133060 = -347575.973012 nChanged 5 SP:Iteration 34Q (3820.292180 sec): 3 clusters Score: Raw -350599.238276 + Penalty 3021.133060 = -347578.105216 nChanged 6 SP:Iteration 35Q (3820.374479 sec): 3 clusters Score: Raw -350600.301198 + Penalty 3021.133060 = -347579.168139 nChanged 3 SP:Iteration 36Q (3820.463432 sec): 3 clusters Score: Raw -350600.812747 + Penalty 3021.133060 = -347579.679688 nChanged 3 SP:Iteration 37Q (3820.580342 sec): 3 clusters Score: Raw -350601.127811 + Penalty 3021.133060 = -347579.994751 nChanged 0 SP:Iteration 38F (3820.698335 sec): 3 clusters Score: Raw -350601.127811 + Penalty 3021.133060 = -347579.994751 nChanged 0 Trying to split cluster 24 (2047 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3820.772091 sec): 2 clusters Score: Raw -118938.444477 + Penalty 1338.034918 = -117600.409559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3820.856088 sec): 3 clusters Score: Raw -118056.543043 + Penalty 2676.069836 = -115380.473207 nChanged 694 SP:Iteration 1F (3820.957827 sec): 3 clusters Score: Raw -118486.722857 + Penalty 2676.069836 = -115810.653021 nChanged 161 SP:Iteration 2F (3821.056589 sec): 3 clusters Score: Raw -118657.193360 + Penalty 2676.069836 = -115981.123524 nChanged 143 SP:Iteration 3F (3821.164230 sec): 3 clusters Score: Raw -118797.652986 + Penalty 2676.069836 = -116121.583150 nChanged 116 SP:Iteration 4F (3821.292182 sec): 3 clusters Score: Raw -118904.592391 + Penalty 2676.069836 = -116228.522555 nChanged 79 SP:Iteration 5Q (3821.395417 sec): 3 clusters Score: Raw -118975.498962 + Penalty 2676.069836 = -116299.429126 nChanged 75 SP:Iteration 6Q (3821.512325 sec): 3 clusters Score: Raw -119046.729124 + Penalty 2676.069836 = -116370.659288 nChanged 65 SP:Iteration 7Q (3821.609836 sec): 3 clusters Score: Raw -119100.160104 + Penalty 2676.069836 = -116424.090269 nChanged 44 SP:Iteration 8Q (3821.708793 sec): 3 clusters Score: Raw -119151.082781 + Penalty 2676.069836 = -116475.012945 nChanged 55 SP:Iteration 9Q (3821.789258 sec): 3 clusters Score: Raw -119206.630638 + Penalty 2676.069836 = -116530.560802 nChanged 46 SP:Iteration 10Q (3821.880046 sec): 3 clusters Score: Raw -119248.438429 + Penalty 2676.069836 = -116572.368593 nChanged 32 SP:Iteration 11Q (3821.969016 sec): 3 clusters Score: Raw -119274.228211 + Penalty 2676.069836 = -116598.158375 nChanged 33 SP:Iteration 12Q (3822.074263 sec): 3 clusters Score: Raw -119303.387264 + Penalty 2676.069836 = -116627.317428 nChanged 33 SP:Iteration 13Q (3822.157514 sec): 3 clusters Score: Raw -119331.978869 + Penalty 2676.069836 = -116655.909034 nChanged 25 SP:Iteration 14Q (3822.237941 sec): 3 clusters Score: Raw -119356.912554 + Penalty 2676.069836 = -116680.842718 nChanged 29 SP:Iteration 15Q (3822.348567 sec): 3 clusters Score: Raw -119383.553526 + Penalty 2676.069836 = -116707.483690 nChanged 27 SP:Iteration 16Q (3822.474829 sec): 3 clusters Score: Raw -119408.323483 + Penalty 2676.069836 = -116732.253647 nChanged 29 SP:Iteration 17Q (3822.560048 sec): 3 clusters Score: Raw -119434.257622 + Penalty 2676.069836 = -116758.187786 nChanged 26 SP:Iteration 18Q (3822.674777 sec): 3 clusters Score: Raw -119451.953493 + Penalty 2676.069836 = -116775.883657 nChanged 19 SP:Iteration 19Q (3822.784177 sec): 3 clusters Score: Raw -119468.970524 + Penalty 2676.069836 = -116792.900688 nChanged 20 SP:Iteration 20F (3822.870241 sec): 3 clusters Score: Raw -119482.027014 + Penalty 2676.069836 = -116805.957178 nChanged 10 SP:Iteration 21Q (3822.967337 sec): 3 clusters Score: Raw -119487.287989 + Penalty 2676.069836 = -116811.218154 nChanged 6 SP:Iteration 22Q (3823.057615 sec): 3 clusters Score: Raw -119491.420395 + Penalty 2676.069836 = -116815.350560 nChanged 6 SP:Iteration 23Q (3823.159558 sec): 3 clusters Score: Raw -119495.349932 + Penalty 2676.069836 = -116819.280097 nChanged 5 SP:Iteration 24Q (3823.248746 sec): 3 clusters Score: Raw -119497.838754 + Penalty 2676.069836 = -116821.768919 nChanged 6 SP:Iteration 25Q (3823.355570 sec): 3 clusters Score: Raw -119501.386931 + Penalty 2676.069836 = -116825.317096 nChanged 4 SP:Iteration 26Q (3823.458557 sec): 3 clusters Score: Raw -119504.426061 + Penalty 2676.069836 = -116828.356225 nChanged 7 SP:Iteration 27Q (3823.548901 sec): 3 clusters Score: Raw -119512.069986 + Penalty 2676.069836 = -116836.000151 nChanged 12 SP:Iteration 28Q (3823.675374 sec): 3 clusters Score: Raw -119524.547117 + Penalty 2676.069836 = -116848.477282 nChanged 19 SP:Iteration 29Q (3823.757030 sec): 3 clusters Score: Raw -119546.903079 + Penalty 2676.069836 = -116870.833244 nChanged 20 SP:Iteration 30Q (3823.871874 sec): 3 clusters Score: Raw -119567.913136 + Penalty 2676.069836 = -116891.843300 nChanged 19 SP:Iteration 31Q (3823.952342 sec): 3 clusters Score: Raw -119586.539589 + Penalty 2676.069836 = -116910.469753 nChanged 16 SP:Iteration 32Q (3824.059063 sec): 3 clusters Score: Raw -119603.950441 + Penalty 2676.069836 = -116927.880605 nChanged 19 SP:Iteration 33Q (3824.166717 sec): 3 clusters Score: Raw -119618.735180 + Penalty 2676.069836 = -116942.665345 nChanged 11 SP:Iteration 34Q (3824.269636 sec): 3 clusters Score: Raw -119624.953942 + Penalty 2676.069836 = -116948.884106 nChanged 8 SP:Iteration 35Q (3824.379232 sec): 3 clusters Score: Raw -119628.838790 + Penalty 2676.069836 = -116952.768954 nChanged 3 SP:Iteration 36Q (3824.407171 sec): 3 clusters Score: Raw -119630.277256 + Penalty 2676.069836 = -116954.207420 nChanged 4 SP:Iteration 37Q (3824.557702 sec): 3 clusters Score: Raw -119632.449127 + Penalty 2676.069836 = -116956.379291 nChanged 4 SP:Iteration 38Q (3824.658954 sec): 3 clusters Score: Raw -119634.420195 + Penalty 2676.069836 = -116958.350359 nChanged 6 SP:Iteration 39Q (3824.743911 sec): 3 clusters Score: Raw -119638.440786 + Penalty 2676.069836 = -116962.370951 nChanged 5 SP:Iteration 40F (3824.851965 sec): 3 clusters Score: Raw -119641.233268 + Penalty 2676.069836 = -116965.163433 nChanged 4 SP:Iteration 41Q (3824.953551 sec): 3 clusters Score: Raw -119645.046529 + Penalty 2676.069836 = -116968.976694 nChanged 6 SP:Iteration 42Q (3825.047562 sec): 3 clusters Score: Raw -119651.191837 + Penalty 2676.069836 = -116975.122001 nChanged 14 SP:Iteration 43Q (3825.155541 sec): 3 clusters Score: Raw -119664.378222 + Penalty 2676.069836 = -116988.308386 nChanged 9 SP:Iteration 44Q (3825.248741 sec): 3 clusters Score: Raw -119669.078214 + Penalty 2676.069836 = -116993.008378 nChanged 6 SP:Iteration 45Q (3825.360783 sec): 3 clusters Score: Raw -119673.577258 + Penalty 2676.069836 = -116997.507423 nChanged 8 SP:Iteration 46Q (3825.451909 sec): 3 clusters Score: Raw -119678.679184 + Penalty 2676.069836 = -117002.609349 nChanged 5 SP:Iteration 47Q (3825.533425 sec): 3 clusters Score: Raw -119681.259618 + Penalty 2676.069836 = -117005.189782 nChanged 5 SP:Iteration 48Q (3825.605462 sec): 3 clusters Score: Raw -119684.708983 + Penalty 2676.069836 = -117008.639147 nChanged 7 SP:Iteration 49Q (3825.718928 sec): 3 clusters Score: Raw -119691.673198 + Penalty 2676.069836 = -117015.603363 nChanged 8 SP:Iteration 50Q (3825.802447 sec): 3 clusters Score: Raw -119697.560397 + Penalty 2676.069836 = -117021.490562 nChanged 6 SP:Iteration 51Q (3825.908037 sec): 3 clusters Score: Raw -119702.922766 + Penalty 2676.069836 = -117026.852930 nChanged 4 SP:Iteration 52Q (3825.995989 sec): 3 clusters Score: Raw -119705.415432 + Penalty 2676.069836 = -117029.345596 nChanged 5 SP:Iteration 53Q (3826.098256 sec): 3 clusters Score: Raw -119708.891138 + Penalty 2676.069836 = -117032.821302 nChanged 5 SP:Iteration 54Q (3826.173462 sec): 3 clusters Score: Raw -119711.484932 + Penalty 2676.069836 = -117035.415097 nChanged 1 SP:Iteration 55Q (3826.258687 sec): 3 clusters Score: Raw -119712.480250 + Penalty 2676.069836 = -117036.410414 nChanged 2 SP:Iteration 56Q (3826.365361 sec): 3 clusters Score: Raw -119713.366710 + Penalty 2676.069836 = -117037.296875 nChanged 3 SP:Iteration 57Q (3826.450815 sec): 3 clusters Score: Raw -119715.530538 + Penalty 2676.069836 = -117039.460703 nChanged 5 SP:Iteration 58Q (3826.537696 sec): 3 clusters Score: Raw -119718.035265 + Penalty 2676.069836 = -117041.965429 nChanged 1 SP:Iteration 59Q (3826.659601 sec): 3 clusters Score: Raw -119718.839511 + Penalty 2676.069836 = -117042.769676 nChanged 0 SP:Iteration 60F (3826.749964 sec): 3 clusters Score: Raw -119718.839511 + Penalty 2676.069836 = -117042.769676 nChanged 0 Trying to split cluster 25 (8686 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3826.833504 sec): 2 clusters Score: Raw -556999.382380 + Penalty 1591.691601 = -555407.690778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3826.954636 sec): 3 clusters Score: Raw -552095.643722 + Penalty 3183.383202 = -548912.260519 nChanged 3732 SP:Iteration 1F (3827.095155 sec): 3 clusters Score: Raw -554178.544542 + Penalty 3183.383202 = -550995.161339 nChanged 626 SP:Iteration 2F (3827.196508 sec): 3 clusters Score: Raw -554563.420083 + Penalty 3183.383202 = -551380.036881 nChanged 552 SP:Iteration 3F (3827.320168 sec): 3 clusters Score: Raw -554895.249464 + Penalty 3183.383202 = -551711.866262 nChanged 477 SP:Iteration 4F (3827.447059 sec): 3 clusters Score: Raw -555194.448876 + Penalty 3183.383202 = -552011.065673 nChanged 424 SP:Iteration 5Q (3827.569883 sec): 3 clusters Score: Raw -555458.620004 + Penalty 3183.383202 = -552275.236802 nChanged 408 SP:Iteration 6Q (3827.699346 sec): 3 clusters Score: Raw -555709.044839 + Penalty 3183.383202 = -552525.661637 nChanged 338 SP:Iteration 7Q (3827.838023 sec): 3 clusters Score: Raw -555903.631104 + Penalty 3183.383202 = -552720.247902 nChanged 312 SP:Iteration 8Q (3827.973887 sec): 3 clusters Score: Raw -556060.507177 + Penalty 3183.383202 = -552877.123974 nChanged 233 SP:Iteration 9Q (3828.068831 sec): 3 clusters Score: Raw -556171.104179 + Penalty 3183.383202 = -552987.720977 nChanged 210 SP:Iteration 10Q (3828.204095 sec): 3 clusters Score: Raw -556254.503928 + Penalty 3183.383202 = -553071.120726 nChanged 154 SP:Iteration 11Q (3828.327261 sec): 3 clusters Score: Raw -556316.058106 + Penalty 3183.383202 = -553132.674904 nChanged 134 SP:Iteration 12Q (3828.468753 sec): 3 clusters Score: Raw -556366.521796 + Penalty 3183.383202 = -553183.138593 nChanged 137 SP:Iteration 13Q (3828.600861 sec): 3 clusters Score: Raw -556414.427964 + Penalty 3183.383202 = -553231.044762 nChanged 116 SP:Iteration 14Q (3828.729143 sec): 3 clusters Score: Raw -556448.395302 + Penalty 3183.383202 = -553265.012099 nChanged 94 SP:Iteration 15Q (3828.842858 sec): 3 clusters Score: Raw -556476.302873 + Penalty 3183.383202 = -553292.919671 nChanged 87 SP:Iteration 16Q (3828.960128 sec): 3 clusters Score: Raw -556497.465376 + Penalty 3183.383202 = -553314.082173 nChanged 71 SP:Iteration 17Q (3829.107680 sec): 3 clusters Score: Raw -556515.030225 + Penalty 3183.383202 = -553331.647022 nChanged 73 SP:Iteration 18Q (3829.212761 sec): 3 clusters Score: Raw -556530.452748 + Penalty 3183.383202 = -553347.069546 nChanged 56 SP:Iteration 19Q (3829.347446 sec): 3 clusters Score: Raw -556542.974055 + Penalty 3183.383202 = -553359.590853 nChanged 51 SP:Iteration 20F (3829.471022 sec): 3 clusters Score: Raw -556552.023028 + Penalty 3183.383202 = -553368.639826 nChanged 38 SP:Iteration 21Q (3829.601779 sec): 3 clusters Score: Raw -556560.644086 + Penalty 3183.383202 = -553377.260883 nChanged 39 SP:Iteration 22Q (3829.708590 sec): 3 clusters Score: Raw -556570.605400 + Penalty 3183.383202 = -553387.222198 nChanged 45 SP:Iteration 23Q (3829.826274 sec): 3 clusters Score: Raw -556581.590043 + Penalty 3183.383202 = -553398.206841 nChanged 54 SP:Iteration 24Q (3829.941502 sec): 3 clusters Score: Raw -556595.668982 + Penalty 3183.383202 = -553412.285779 nChanged 54 SP:Iteration 25Q (3830.067039 sec): 3 clusters Score: Raw -556609.322808 + Penalty 3183.383202 = -553425.939606 nChanged 46 SP:Iteration 26Q (3830.183734 sec): 3 clusters Score: Raw -556620.477516 + Penalty 3183.383202 = -553437.094314 nChanged 40 SP:Iteration 27Q (3830.304004 sec): 3 clusters Score: Raw -556630.682812 + Penalty 3183.383202 = -553447.299609 nChanged 41 SP:Iteration 28Q (3830.444743 sec): 3 clusters Score: Raw -556639.811612 + Penalty 3183.383202 = -553456.428410 nChanged 35 SP:Iteration 29Q (3830.556469 sec): 3 clusters Score: Raw -556648.856348 + Penalty 3183.383202 = -553465.473146 nChanged 46 SP:Iteration 30Q (3830.696322 sec): 3 clusters Score: Raw -556657.874921 + Penalty 3183.383202 = -553474.491718 nChanged 37 SP:Iteration 31Q (3830.779552 sec): 3 clusters Score: Raw -556664.787762 + Penalty 3183.383202 = -553481.404559 nChanged 30 SP:Iteration 32Q (3830.833112 sec): 3 clusters Score: Raw -556671.290765 + Penalty 3183.383202 = -553487.907563 nChanged 35 SP:Iteration 33Q (3830.886436 sec): 3 clusters Score: Raw -556677.909977 + Penalty 3183.383202 = -553494.526775 nChanged 33 SP:Iteration 34Q (3830.941810 sec): 3 clusters Score: Raw -556685.575879 + Penalty 3183.383202 = -553502.192677 nChanged 38 SP:Iteration 35Q (3831.002062 sec): 3 clusters Score: Raw -556693.493323 + Penalty 3183.383202 = -553510.110120 nChanged 56 SP:Iteration 36Q (3831.114089 sec): 3 clusters Score: Raw -556706.807574 + Penalty 3183.383202 = -553523.424372 nChanged 42 SP:Iteration 37Q (3831.246579 sec): 3 clusters Score: Raw -556714.392672 + Penalty 3183.383202 = -553531.009469 nChanged 23 SP:Iteration 38Q (3831.378408 sec): 3 clusters Score: Raw -556718.276718 + Penalty 3183.383202 = -553534.893515 nChanged 18 SP:Iteration 39Q (3831.497690 sec): 3 clusters Score: Raw -556721.010767 + Penalty 3183.383202 = -553537.627564 nChanged 12 SP:Iteration 40F (3831.620623 sec): 3 clusters Score: Raw -556722.655206 + Penalty 3183.383202 = -553539.272003 nChanged 15 SP:Iteration 41Q (3831.737535 sec): 3 clusters Score: Raw -556725.165553 + Penalty 3183.383202 = -553541.782351 nChanged 14 SP:Iteration 42Q (3831.833501 sec): 3 clusters Score: Raw -556727.045463 + Penalty 3183.383202 = -553543.662261 nChanged 14 SP:Iteration 43Q (3831.946484 sec): 3 clusters Score: Raw -556729.191121 + Penalty 3183.383202 = -553545.807919 nChanged 5 SP:Iteration 44Q (3832.086014 sec): 3 clusters Score: Raw -556729.988190 + Penalty 3183.383202 = -553546.604987 nChanged 11 SP:Iteration 45Q (3832.202484 sec): 3 clusters Score: Raw -556731.957745 + Penalty 3183.383202 = -553548.574543 nChanged 11 SP:Iteration 46Q (3832.297739 sec): 3 clusters Score: Raw -556733.536675 + Penalty 3183.383202 = -553550.153473 nChanged 7 SP:Iteration 47Q (3832.432032 sec): 3 clusters Score: Raw -556735.295921 + Penalty 3183.383202 = -553551.912719 nChanged 11 SP:Iteration 48Q (3832.542640 sec): 3 clusters Score: Raw -556737.222219 + Penalty 3183.383202 = -553553.839017 nChanged 8 SP:Iteration 49Q (3832.674778 sec): 3 clusters Score: Raw -556738.396716 + Penalty 3183.383202 = -553555.013513 nChanged 6 SP:Iteration 50Q (3832.795723 sec): 3 clusters Score: Raw -556739.259015 + Penalty 3183.383202 = -553555.875812 nChanged 6 SP:Iteration 51Q (3832.909144 sec): 3 clusters Score: Raw -556740.377167 + Penalty 3183.383202 = -553556.993965 nChanged 5 SP:Iteration 52Q (3833.033494 sec): 3 clusters Score: Raw -556741.441160 + Penalty 3183.383202 = -553558.057958 nChanged 9 SP:Iteration 53Q (3833.133901 sec): 3 clusters Score: Raw -556742.909033 + Penalty 3183.383202 = -553559.525830 nChanged 8 SP:Iteration 54Q (3833.234494 sec): 3 clusters Score: Raw -556744.222765 + Penalty 3183.383202 = -553560.839562 nChanged 7 SP:Iteration 55Q (3833.361739 sec): 3 clusters Score: Raw -556745.412053 + Penalty 3183.383202 = -553562.028850 nChanged 5 SP:Iteration 56Q (3833.436453 sec): 3 clusters Score: Raw -556746.010923 + Penalty 3183.383202 = -553562.627721 nChanged 3 SP:Iteration 57Q (3833.552687 sec): 3 clusters Score: Raw -556746.597809 + Penalty 3183.383202 = -553563.214607 nChanged 4 SP:Iteration 58Q (3833.673897 sec): 3 clusters Score: Raw -556747.056462 + Penalty 3183.383202 = -553563.673259 nChanged 3 SP:Iteration 59Q (3833.806688 sec): 3 clusters Score: Raw -556747.730058 + Penalty 3183.383202 = -553564.346855 nChanged 8 SP:Iteration 60F (3833.935704 sec): 3 clusters Score: Raw -556748.768046 + Penalty 3183.383202 = -553565.384843 nChanged 9 SP:Iteration 61Q (3834.065066 sec): 3 clusters Score: Raw -556749.883696 + Penalty 3183.383202 = -553566.500494 nChanged 4 SP:Iteration 62Q (3834.187913 sec): 3 clusters Score: Raw -556750.446580 + Penalty 3183.383202 = -553567.063378 nChanged 3 SP:Iteration 63Q (3834.289469 sec): 3 clusters Score: Raw -556750.746772 + Penalty 3183.383202 = -553567.363570 nChanged 2 SP:Iteration 64Q (3834.427148 sec): 3 clusters Score: Raw -556751.095975 + Penalty 3183.383202 = -553567.712773 nChanged 3 SP:Iteration 65Q (3834.542364 sec): 3 clusters Score: Raw -556751.462025 + Penalty 3183.383202 = -553568.078823 nChanged 5 SP:Iteration 66Q (3834.679293 sec): 3 clusters Score: Raw -556752.062324 + Penalty 3183.383202 = -553568.679121 nChanged 7 SP:Iteration 67Q (3834.796007 sec): 3 clusters Score: Raw -556753.231338 + Penalty 3183.383202 = -553569.848135 nChanged 7 SP:Iteration 68Q (3834.921355 sec): 3 clusters Score: Raw -556754.495153 + Penalty 3183.383202 = -553571.111950 nChanged 9 SP:Iteration 69Q (3835.033680 sec): 3 clusters Score: Raw -556755.838296 + Penalty 3183.383202 = -553572.455094 nChanged 8 SP:Iteration 70Q (3835.145847 sec): 3 clusters Score: Raw -556757.402051 + Penalty 3183.383202 = -553574.018848 nChanged 12 SP:Iteration 71Q (3835.278387 sec): 3 clusters Score: Raw -556758.961481 + Penalty 3183.383202 = -553575.578279 nChanged 7 SP:Iteration 72Q (3835.413899 sec): 3 clusters Score: Raw -556759.976520 + Penalty 3183.383202 = -553576.593318 nChanged 3 SP:Iteration 73Q (3835.527637 sec): 3 clusters Score: Raw -556760.243224 + Penalty 3183.383202 = -553576.860022 nChanged 3 SP:Iteration 74Q (3835.652751 sec): 3 clusters Score: Raw -556760.576604 + Penalty 3183.383202 = -553577.193402 nChanged 3 SP:Iteration 75Q (3835.752154 sec): 3 clusters Score: Raw -556761.280933 + Penalty 3183.383202 = -553577.897731 nChanged 4 SP:Iteration 76Q (3835.871222 sec): 3 clusters Score: Raw -556762.088100 + Penalty 3183.383202 = -553578.704898 nChanged 4 SP:Iteration 77Q (3835.996562 sec): 3 clusters Score: Raw -556762.674483 + Penalty 3183.383202 = -553579.291281 nChanged 4 SP:Iteration 78Q (3836.103155 sec): 3 clusters Score: Raw -556763.235557 + Penalty 3183.383202 = -553579.852354 nChanged 4 SP:Iteration 79Q (3836.220308 sec): 3 clusters Score: Raw -556763.683567 + Penalty 3183.383202 = -553580.300365 nChanged 1 SP:Iteration 80F (3836.341368 sec): 3 clusters Score: Raw -556763.757857 + Penalty 3183.383202 = -553580.374655 nChanged 1 SP:Iteration 81Q (3836.457778 sec): 3 clusters Score: Raw -556764.049635 + Penalty 3183.383202 = -553580.666432 nChanged 5 SP:Iteration 82Q (3836.567805 sec): 3 clusters Score: Raw -556764.792466 + Penalty 3183.383202 = -553581.409263 nChanged 4 SP:Iteration 83Q (3836.693539 sec): 3 clusters Score: Raw -556765.224820 + Penalty 3183.383202 = -553581.841618 nChanged 7 SP:Iteration 84Q (3836.805817 sec): 3 clusters Score: Raw -556766.397418 + Penalty 3183.383202 = -553583.014216 nChanged 8 SP:Iteration 85Q (3836.954503 sec): 3 clusters Score: Raw -556767.336937 + Penalty 3183.383202 = -553583.953734 nChanged 4 SP:Iteration 86Q (3837.059865 sec): 3 clusters Score: Raw -556768.083474 + Penalty 3183.383202 = -553584.700272 nChanged 4 SP:Iteration 87Q (3837.170435 sec): 3 clusters Score: Raw -556768.554123 + Penalty 3183.383202 = -553585.170921 nChanged 9 SP:Iteration 88Q (3837.319769 sec): 3 clusters Score: Raw -556769.929180 + Penalty 3183.383202 = -553586.545978 nChanged 11 SP:Iteration 89Q (3837.427147 sec): 3 clusters Score: Raw -556771.455999 + Penalty 3183.383202 = -553588.072796 nChanged 10 SP:Iteration 90Q (3837.556497 sec): 3 clusters Score: Raw -556772.596983 + Penalty 3183.383202 = -553589.213781 nChanged 10 SP:Iteration 91Q (3837.687613 sec): 3 clusters Score: Raw -556774.340730 + Penalty 3183.383202 = -553590.957527 nChanged 13 SP:Iteration 92Q (3837.841317 sec): 3 clusters Score: Raw -556776.262348 + Penalty 3183.383202 = -553592.879145 nChanged 13 SP:Iteration 93Q (3837.937335 sec): 3 clusters Score: Raw -556778.526709 + Penalty 3183.383202 = -553595.143506 nChanged 13 SP:Iteration 94Q (3838.074757 sec): 3 clusters Score: Raw -556780.624492 + Penalty 3183.383202 = -553597.241290 nChanged 16 SP:Iteration 95Q (3838.209186 sec): 3 clusters Score: Raw -556783.542755 + Penalty 3183.383202 = -553600.159553 nChanged 15 SP:Iteration 96Q (3838.346060 sec): 3 clusters Score: Raw -556786.870582 + Penalty 3183.383202 = -553603.487379 nChanged 17 SP:Iteration 97Q (3838.460954 sec): 3 clusters Score: Raw -556789.485109 + Penalty 3183.383202 = -553606.101907 nChanged 21 SP:Iteration 98Q (3838.586248 sec): 3 clusters Score: Raw -556792.784338 + Penalty 3183.383202 = -553609.401136 nChanged 18 SP:Iteration 99Q (3838.699526 sec): 3 clusters Score: Raw -556797.093369 + Penalty 3183.383202 = -553613.710166 nChanged 22 SP:Iteration 100F (3838.824837 sec): 3 clusters Score: Raw -556801.953600 + Penalty 3183.383202 = -553618.570397 nChanged 31 SP:Iteration 101Q (3838.948828 sec): 3 clusters Score: Raw -556808.611900 + Penalty 3183.383202 = -553625.228697 nChanged 35 SP:Iteration 102Q (3839.052968 sec): 3 clusters Score: Raw -556815.144471 + Penalty 3183.383202 = -553631.761268 nChanged 36 SP:Iteration 103Q (3839.167173 sec): 3 clusters Score: Raw -556823.672638 + Penalty 3183.383202 = -553640.289435 nChanged 45 SP:Iteration 104Q (3839.301895 sec): 3 clusters Score: Raw -556835.592155 + Penalty 3183.383202 = -553652.208953 nChanged 41 SP:Iteration 105Q (3839.386191 sec): 3 clusters Score: Raw -556849.152594 + Penalty 3183.383202 = -553665.769392 nChanged 44 SP:Iteration 106Q (3839.493739 sec): 3 clusters Score: Raw -556862.211318 + Penalty 3183.383202 = -553678.828115 nChanged 51 SP:Iteration 107Q (3839.610595 sec): 3 clusters Score: Raw -556876.257008 + Penalty 3183.383202 = -553692.873806 nChanged 38 SP:Iteration 108Q (3839.729753 sec): 3 clusters Score: Raw -556887.118918 + Penalty 3183.383202 = -553703.735715 nChanged 45 SP:Iteration 109Q (3839.868176 sec): 3 clusters Score: Raw -556904.648352 + Penalty 3183.383202 = -553721.265149 nChanged 55 SP:Iteration 110Q (3839.962032 sec): 3 clusters Score: Raw -556923.378491 + Penalty 3183.383202 = -553739.995289 nChanged 56 SP:Iteration 111Q (3840.074185 sec): 3 clusters Score: Raw -556941.365635 + Penalty 3183.383202 = -553757.982432 nChanged 58 SP:Iteration 112Q (3840.195880 sec): 3 clusters Score: Raw -556960.928698 + Penalty 3183.383202 = -553777.545495 nChanged 60 SP:Iteration 113Q (3840.324397 sec): 3 clusters Score: Raw -556978.418586 + Penalty 3183.383202 = -553795.035384 nChanged 51 SP:Iteration 114Q (3840.424187 sec): 3 clusters Score: Raw -556994.590242 + Penalty 3183.383202 = -553811.207039 nChanged 57 SP:Iteration 115Q (3840.568028 sec): 3 clusters Score: Raw -557009.026156 + Penalty 3183.383202 = -553825.642953 nChanged 38 SP:Iteration 116Q (3840.698746 sec): 3 clusters Score: Raw -557019.120364 + Penalty 3183.383202 = -553835.737161 nChanged 33 SP:Iteration 117Q (3840.824705 sec): 3 clusters Score: Raw -557027.140045 + Penalty 3183.383202 = -553843.756843 nChanged 42 SP:Iteration 118Q (3840.934207 sec): 3 clusters Score: Raw -557037.697124 + Penalty 3183.383202 = -553854.313922 nChanged 33 SP:Iteration 119Q (3841.029102 sec): 3 clusters Score: Raw -557045.951614 + Penalty 3183.383202 = -553862.568412 nChanged 33 SP:Iteration 120F (3841.147842 sec): 3 clusters Score: Raw -557053.694521 + Penalty 3183.383202 = -553870.311318 nChanged 30 SP:Iteration 121Q (3841.255705 sec): 3 clusters Score: Raw -557061.794148 + Penalty 3183.383202 = -553878.410945 nChanged 34 SP:Iteration 122Q (3841.363373 sec): 3 clusters Score: Raw -557070.935527 + Penalty 3183.383202 = -553887.552324 nChanged 29 SP:Iteration 123Q (3841.473386 sec): 3 clusters Score: Raw -557079.120065 + Penalty 3183.383202 = -553895.736863 nChanged 24 SP:Iteration 124Q (3841.607884 sec): 3 clusters Score: Raw -557085.733840 + Penalty 3183.383202 = -553902.350638 nChanged 26 SP:Iteration 125Q (3841.738473 sec): 3 clusters Score: Raw -557092.915172 + Penalty 3183.383202 = -553909.531969 nChanged 22 SP:Iteration 126Q (3841.878216 sec): 3 clusters Score: Raw -557097.329827 + Penalty 3183.383202 = -553913.946625 nChanged 22 SP:Iteration 127Q (3842.005764 sec): 3 clusters Score: Raw -557101.754008 + Penalty 3183.383202 = -553918.370806 nChanged 23 SP:Iteration 128Q (3842.146777 sec): 3 clusters Score: Raw -557106.760562 + Penalty 3183.383202 = -553923.377360 nChanged 12 SP:Iteration 129Q (3842.277602 sec): 3 clusters Score: Raw -557109.308251 + Penalty 3183.383202 = -553925.925048 nChanged 10 SP:Iteration 130Q (3842.399771 sec): 3 clusters Score: Raw -557111.909119 + Penalty 3183.383202 = -553928.525917 nChanged 9 SP:Iteration 131Q (3842.514348 sec): 3 clusters Score: Raw -557113.939334 + Penalty 3183.383202 = -553930.556132 nChanged 10 SP:Iteration 132Q (3842.666290 sec): 3 clusters Score: Raw -557115.800472 + Penalty 3183.383202 = -553932.417269 nChanged 12 SP:Iteration 133Q (3842.766677 sec): 3 clusters Score: Raw -557117.788287 + Penalty 3183.383202 = -553934.405084 nChanged 5 SP:Iteration 134Q (3842.873259 sec): 3 clusters Score: Raw -557118.773294 + Penalty 3183.383202 = -553935.390092 nChanged 3 SP:Iteration 135Q (3842.990651 sec): 3 clusters Score: Raw -557119.213092 + Penalty 3183.383202 = -553935.829889 nChanged 4 SP:Iteration 136Q (3843.144068 sec): 3 clusters Score: Raw -557119.644511 + Penalty 3183.383202 = -553936.261309 nChanged 1 SP:Iteration 137Q (3843.192643 sec): 3 clusters Score: Raw -557119.720539 + Penalty 3183.383202 = -553936.337337 nChanged 0 SP:Iteration 138F (3843.334218 sec): 3 clusters Score: Raw -557119.720539 + Penalty 3183.383202 = -553936.337337 nChanged 0 Trying to split cluster 26 (3487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3843.369598 sec): 2 clusters Score: Raw -156723.300528 + Penalty 1431.517882 = -155291.782646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3843.481683 sec): 3 clusters Score: Raw -155053.059767 + Penalty 2863.035763 = -152190.024004 nChanged 1350 SP:Iteration 1F (3843.617882 sec): 3 clusters Score: Raw -155967.015838 + Penalty 2863.035763 = -153103.980075 nChanged 327 SP:Iteration 2F (3843.682290 sec): 3 clusters Score: Raw -156264.445057 + Penalty 2863.035763 = -153401.409294 nChanged 266 SP:Iteration 3F (3843.795529 sec): 3 clusters Score: Raw -156503.132547 + Penalty 2863.035763 = -153640.096783 nChanged 192 SP:Iteration 4F (3843.886634 sec): 3 clusters Score: Raw -156672.884183 + Penalty 2863.035763 = -153809.848420 nChanged 165 SP:Iteration 5Q (3843.986473 sec): 3 clusters Score: Raw -156808.577353 + Penalty 2863.035763 = -153945.541590 nChanged 140 SP:Iteration 6Q (3844.104071 sec): 3 clusters Score: Raw -156926.343726 + Penalty 2863.035763 = -154063.307963 nChanged 113 SP:Iteration 7Q (3844.225935 sec): 3 clusters Score: Raw -157014.876680 + Penalty 2863.035763 = -154151.840916 nChanged 94 SP:Iteration 8Q (3844.361945 sec): 3 clusters Score: Raw -157093.222681 + Penalty 2863.035763 = -154230.186918 nChanged 96 SP:Iteration 9Q (3844.397266 sec): 3 clusters Score: Raw -157174.610777 + Penalty 2863.035763 = -154311.575014 nChanged 94 SP:Iteration 10Q (3844.438921 sec): 3 clusters Score: Raw -157262.702416 + Penalty 2863.035763 = -154399.666653 nChanged 98 SP:Iteration 11Q (3844.480585 sec): 3 clusters Score: Raw -157355.913333 + Penalty 2863.035763 = -154492.877570 nChanged 99 SP:Iteration 12Q (3844.521957 sec): 3 clusters Score: Raw -157435.976480 + Penalty 2863.035763 = -154572.940717 nChanged 85 SP:Iteration 13Q (3844.563373 sec): 3 clusters Score: Raw -157497.998183 + Penalty 2863.035763 = -154634.962419 nChanged 75 SP:Iteration 14Q (3844.604568 sec): 3 clusters Score: Raw -157556.437284 + Penalty 2863.035763 = -154693.401520 nChanged 59 SP:Iteration 15Q (3844.643926 sec): 3 clusters Score: Raw -157596.528927 + Penalty 2863.035763 = -154733.493163 nChanged 57 SP:Iteration 16Q (3844.683297 sec): 3 clusters Score: Raw -157629.519038 + Penalty 2863.035763 = -154766.483274 nChanged 44 SP:Iteration 17Q (3844.722627 sec): 3 clusters Score: Raw -157649.299580 + Penalty 2863.035763 = -154786.263817 nChanged 23 SP:Iteration 18Q (3844.842199 sec): 3 clusters Score: Raw -157658.091701 + Penalty 2863.035763 = -154795.055938 nChanged 13 SP:Iteration 19Q (3844.946102 sec): 3 clusters Score: Raw -157661.908470 + Penalty 2863.035763 = -154798.872707 nChanged 7 SP:Iteration 20F (3845.059670 sec): 3 clusters Score: Raw -157663.512129 + Penalty 2863.035763 = -154800.476365 nChanged 7 SP:Iteration 21Q (3845.147174 sec): 3 clusters Score: Raw -157666.771245 + Penalty 2863.035763 = -154803.735481 nChanged 11 SP:Iteration 22Q (3845.273846 sec): 3 clusters Score: Raw -157671.670744 + Penalty 2863.035763 = -154808.634981 nChanged 6 SP:Iteration 23Q (3845.334695 sec): 3 clusters Score: Raw -157674.011391 + Penalty 2863.035763 = -154810.975628 nChanged 4 SP:Iteration 24Q (3845.429864 sec): 3 clusters Score: Raw -157675.138183 + Penalty 2863.035763 = -154812.102420 nChanged 3 SP:Iteration 25Q (3845.529830 sec): 3 clusters Score: Raw -157676.608937 + Penalty 2863.035763 = -154813.573174 nChanged 5 SP:Iteration 26Q (3845.652256 sec): 3 clusters Score: Raw -157677.607110 + Penalty 2863.035763 = -154814.571347 nChanged 5 SP:Iteration 27Q (3845.752307 sec): 3 clusters Score: Raw -157679.259598 + Penalty 2863.035763 = -154816.223835 nChanged 1 SP:Iteration 28Q (3845.849337 sec): 3 clusters Score: Raw -157679.589265 + Penalty 2863.035763 = -154816.553502 nChanged 1 SP:Iteration 29Q (3845.965632 sec): 3 clusters Score: Raw -157680.098231 + Penalty 2863.035763 = -154817.062467 nChanged 4 SP:Iteration 30Q (3846.077546 sec): 3 clusters Score: Raw -157682.048393 + Penalty 2863.035763 = -154819.012630 nChanged 3 SP:Iteration 31Q (3846.199922 sec): 3 clusters Score: Raw -157683.392148 + Penalty 2863.035763 = -154820.356384 nChanged 3 SP:Iteration 32Q (3846.294949 sec): 3 clusters Score: Raw -157683.857052 + Penalty 2863.035763 = -154820.821289 nChanged 3 SP:Iteration 33Q (3846.378243 sec): 3 clusters Score: Raw -157684.616847 + Penalty 2863.035763 = -154821.581084 nChanged 3 SP:Iteration 34Q (3846.440836 sec): 3 clusters Score: Raw -157685.150540 + Penalty 2863.035763 = -154822.114777 nChanged 0 SP:Iteration 35F (3846.539131 sec): 3 clusters Score: Raw -157685.150540 + Penalty 2863.035763 = -154822.114777 nChanged 0 Trying to split cluster 27 (3748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3846.598993 sec): 2 clusters Score: Raw -229354.118183 + Penalty 1444.185576 = -227909.932607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3846.711452 sec): 3 clusters Score: Raw -227512.379668 + Penalty 2888.371153 = -224624.008515 nChanged 1465 SP:Iteration 1F (3846.815473 sec): 3 clusters Score: Raw -228435.319289 + Penalty 2888.371153 = -225546.948137 nChanged 307 SP:Iteration 2F (3846.917591 sec): 3 clusters Score: Raw -228661.139039 + Penalty 2888.371153 = -225772.767886 nChanged 229 SP:Iteration 3F (3847.027193 sec): 3 clusters Score: Raw -228819.676858 + Penalty 2888.371153 = -225931.305705 nChanged 196 SP:Iteration 4F (3847.131704 sec): 3 clusters Score: Raw -228952.570957 + Penalty 2888.371153 = -226064.199804 nChanged 146 SP:Iteration 5Q (3847.229646 sec): 3 clusters Score: Raw -229060.534572 + Penalty 2888.371153 = -226172.163419 nChanged 132 SP:Iteration 6Q (3847.355715 sec): 3 clusters Score: Raw -229171.591745 + Penalty 2888.371153 = -226283.220592 nChanged 119 SP:Iteration 7Q (3847.451749 sec): 3 clusters Score: Raw -229262.817687 + Penalty 2888.371153 = -226374.446535 nChanged 105 SP:Iteration 8Q (3847.551155 sec): 3 clusters Score: Raw -229339.051515 + Penalty 2888.371153 = -226450.680363 nChanged 84 SP:Iteration 9Q (3847.663570 sec): 3 clusters Score: Raw -229401.961380 + Penalty 2888.371153 = -226513.590227 nChanged 79 SP:Iteration 10Q (3847.781842 sec): 3 clusters Score: Raw -229450.261729 + Penalty 2888.371153 = -226561.890577 nChanged 58 SP:Iteration 11Q (3847.886488 sec): 3 clusters Score: Raw -229497.957716 + Penalty 2888.371153 = -226609.586563 nChanged 74 SP:Iteration 12Q (3847.982154 sec): 3 clusters Score: Raw -229545.056129 + Penalty 2888.371153 = -226656.684976 nChanged 61 SP:Iteration 13Q (3848.096760 sec): 3 clusters Score: Raw -229575.105278 + Penalty 2888.371153 = -226686.734125 nChanged 42 SP:Iteration 14Q (3848.212627 sec): 3 clusters Score: Raw -229598.001948 + Penalty 2888.371153 = -226709.630795 nChanged 43 SP:Iteration 15Q (3848.300163 sec): 3 clusters Score: Raw -229619.928372 + Penalty 2888.371153 = -226731.557219 nChanged 33 SP:Iteration 16Q (3848.401507 sec): 3 clusters Score: Raw -229632.875089 + Penalty 2888.371153 = -226744.503936 nChanged 23 SP:Iteration 17Q (3848.529536 sec): 3 clusters Score: Raw -229643.248548 + Penalty 2888.371153 = -226754.877395 nChanged 24 SP:Iteration 18Q (3848.640155 sec): 3 clusters Score: Raw -229655.197830 + Penalty 2888.371153 = -226766.826677 nChanged 20 SP:Iteration 19Q (3848.757484 sec): 3 clusters Score: Raw -229664.703276 + Penalty 2888.371153 = -226776.332123 nChanged 17 SP:Iteration 20F (3848.877408 sec): 3 clusters Score: Raw -229672.833932 + Penalty 2888.371153 = -226784.462779 nChanged 16 SP:Iteration 21Q (3848.973099 sec): 3 clusters Score: Raw -229680.132650 + Penalty 2888.371153 = -226791.761497 nChanged 19 SP:Iteration 22Q (3849.077527 sec): 3 clusters Score: Raw -229687.629489 + Penalty 2888.371153 = -226799.258337 nChanged 11 SP:Iteration 23Q (3849.167185 sec): 3 clusters Score: Raw -229691.729181 + Penalty 2888.371153 = -226803.358028 nChanged 6 SP:Iteration 24Q (3849.259226 sec): 3 clusters Score: Raw -229694.371470 + Penalty 2888.371153 = -226806.000318 nChanged 10 SP:Iteration 25Q (3849.339935 sec): 3 clusters Score: Raw -229697.544416 + Penalty 2888.371153 = -226809.173263 nChanged 8 SP:Iteration 26Q (3849.470765 sec): 3 clusters Score: Raw -229700.200574 + Penalty 2888.371153 = -226811.829421 nChanged 7 SP:Iteration 27Q (3849.562140 sec): 3 clusters Score: Raw -229703.401085 + Penalty 2888.371153 = -226815.029932 nChanged 7 SP:Iteration 28Q (3849.662001 sec): 3 clusters Score: Raw -229706.008671 + Penalty 2888.371153 = -226817.637518 nChanged 6 SP:Iteration 29Q (3849.753762 sec): 3 clusters Score: Raw -229708.429093 + Penalty 2888.371153 = -226820.057940 nChanged 9 SP:Iteration 30Q (3849.857651 sec): 3 clusters Score: Raw -229711.140667 + Penalty 2888.371153 = -226822.769514 nChanged 12 SP:Iteration 31Q (3849.966000 sec): 3 clusters Score: Raw -229715.606670 + Penalty 2888.371153 = -226827.235517 nChanged 12 SP:Iteration 32Q (3850.068687 sec): 3 clusters Score: Raw -229720.492001 + Penalty 2888.371153 = -226832.120848 nChanged 6 SP:Iteration 33Q (3850.177351 sec): 3 clusters Score: Raw -229723.218698 + Penalty 2888.371153 = -226834.847545 nChanged 2 SP:Iteration 34Q (3850.268815 sec): 3 clusters Score: Raw -229723.579991 + Penalty 2888.371153 = -226835.208838 nChanged 2 SP:Iteration 35Q (3850.363955 sec): 3 clusters Score: Raw -229724.400573 + Penalty 2888.371153 = -226836.029420 nChanged 1 SP:Iteration 36Q (3850.475584 sec): 3 clusters Score: Raw -229724.634810 + Penalty 2888.371153 = -226836.263657 nChanged 2 SP:Iteration 37Q (3850.571754 sec): 3 clusters Score: Raw -229725.315206 + Penalty 2888.371153 = -226836.944053 nChanged 3 SP:Iteration 38Q (3850.672411 sec): 3 clusters Score: Raw -229726.786765 + Penalty 2888.371153 = -226838.415612 nChanged 4 SP:Iteration 39Q (3850.782724 sec): 3 clusters Score: Raw -229727.809040 + Penalty 2888.371153 = -226839.437887 nChanged 2 SP:Iteration 40F (3850.903974 sec): 3 clusters Score: Raw -229728.355536 + Penalty 2888.371153 = -226839.984383 nChanged 3 SP:Iteration 41Q (3850.989089 sec): 3 clusters Score: Raw -229729.420244 + Penalty 2888.371153 = -226841.049091 nChanged 3 SP:Iteration 42Q (3851.104297 sec): 3 clusters Score: Raw -229730.262932 + Penalty 2888.371153 = -226841.891780 nChanged 2 SP:Iteration 43Q (3851.195448 sec): 3 clusters Score: Raw -229731.438531 + Penalty 2888.371153 = -226843.067378 nChanged 5 SP:Iteration 44Q (3851.321647 sec): 3 clusters Score: Raw -229732.997083 + Penalty 2888.371153 = -226844.625930 nChanged 5 SP:Iteration 45Q (3851.395131 sec): 3 clusters Score: Raw -229735.244362 + Penalty 2888.371153 = -226846.873210 nChanged 4 SP:Iteration 46Q (3851.497014 sec): 3 clusters Score: Raw -229737.051722 + Penalty 2888.371153 = -226848.680570 nChanged 2 SP:Iteration 47Q (3851.641273 sec): 3 clusters Score: Raw -229737.448358 + Penalty 2888.371153 = -226849.077205 nChanged 1 SP:Iteration 48Q (3851.735207 sec): 3 clusters Score: Raw -229737.521772 + Penalty 2888.371153 = -226849.150619 nChanged 0 SP:Iteration 49F (3851.849681 sec): 3 clusters Score: Raw -229737.521772 + Penalty 2888.371153 = -226849.150619 nChanged 0 Trying to split cluster 28 (4940 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3851.917464 sec): 2 clusters Score: Raw -265380.640866 + Penalty 1492.648667 = -263887.992199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3852.057099 sec): 3 clusters Score: Raw -262924.227324 + Penalty 2985.297334 = -259938.929990 nChanged 1919 SP:Iteration 1F (3852.162663 sec): 3 clusters Score: Raw -264073.092482 + Penalty 2985.297334 = -261087.795148 nChanged 391 SP:Iteration 2F (3852.266290 sec): 3 clusters Score: Raw -264320.916052 + Penalty 2985.297334 = -261335.618718 nChanged 286 SP:Iteration 3F (3852.368060 sec): 3 clusters Score: Raw -264497.764413 + Penalty 2985.297334 = -261512.467079 nChanged 225 SP:Iteration 4Q (3852.492558 sec): 3 clusters Score: Raw -264632.261347 + Penalty 2985.297334 = -261646.964012 nChanged 182 SP:Iteration 5Q (3852.608751 sec): 3 clusters Score: Raw -264756.221989 + Penalty 2985.297334 = -261770.924655 nChanged 171 SP:Iteration 6Q (3852.728422 sec): 3 clusters Score: Raw -264875.508780 + Penalty 2985.297334 = -261890.211445 nChanged 178 SP:Iteration 7Q (3852.857051 sec): 3 clusters Score: Raw -265000.907373 + Penalty 2985.297334 = -262015.610038 nChanged 157 SP:Iteration 8Q (3852.977261 sec): 3 clusters Score: Raw -265120.488484 + Penalty 2985.297334 = -262135.191150 nChanged 158 SP:Iteration 9Q (3853.075387 sec): 3 clusters Score: Raw -265221.023952 + Penalty 2985.297334 = -262235.726618 nChanged 128 SP:Iteration 10Q (3853.183292 sec): 3 clusters Score: Raw -265303.983020 + Penalty 2985.297334 = -262318.685686 nChanged 116 SP:Iteration 11Q (3853.287549 sec): 3 clusters Score: Raw -265375.773693 + Penalty 2985.297334 = -262390.476359 nChanged 102 SP:Iteration 12Q (3853.391433 sec): 3 clusters Score: Raw -265442.240421 + Penalty 2985.297334 = -262456.943086 nChanged 108 SP:Iteration 13Q (3853.493658 sec): 3 clusters Score: Raw -265512.537456 + Penalty 2985.297334 = -262527.240122 nChanged 102 SP:Iteration 14Q (3853.587362 sec): 3 clusters Score: Raw -265573.345497 + Penalty 2985.297334 = -262588.048163 nChanged 92 SP:Iteration 15Q (3853.724596 sec): 3 clusters Score: Raw -265625.590905 + Penalty 2985.297334 = -262640.293571 nChanged 74 SP:Iteration 16Q (3853.831116 sec): 3 clusters Score: Raw -265666.988511 + Penalty 2985.297334 = -262681.691177 nChanged 68 SP:Iteration 17Q (3853.935952 sec): 3 clusters Score: Raw -265704.112970 + Penalty 2985.297334 = -262718.815636 nChanged 56 SP:Iteration 18Q (3854.045996 sec): 3 clusters Score: Raw -265731.558529 + Penalty 2985.297334 = -262746.261195 nChanged 50 SP:Iteration 19Q (3854.137994 sec): 3 clusters Score: Raw -265753.306826 + Penalty 2985.297334 = -262768.009492 nChanged 44 SP:Iteration 20F (3854.272175 sec): 3 clusters Score: Raw -265775.720943 + Penalty 2985.297334 = -262790.423609 nChanged 41 SP:Iteration 21Q (3854.344745 sec): 3 clusters Score: Raw -265796.679482 + Penalty 2985.297334 = -262811.382148 nChanged 35 SP:Iteration 22Q (3854.445975 sec): 3 clusters Score: Raw -265815.362479 + Penalty 2985.297334 = -262830.065145 nChanged 27 SP:Iteration 23Q (3854.529554 sec): 3 clusters Score: Raw -265829.438324 + Penalty 2985.297334 = -262844.140990 nChanged 26 SP:Iteration 24Q (3854.632917 sec): 3 clusters Score: Raw -265840.014399 + Penalty 2985.297334 = -262854.717064 nChanged 29 SP:Iteration 25Q (3854.751322 sec): 3 clusters Score: Raw -265854.058923 + Penalty 2985.297334 = -262868.761589 nChanged 28 SP:Iteration 26Q (3854.843249 sec): 3 clusters Score: Raw -265865.237716 + Penalty 2985.297334 = -262879.940382 nChanged 24 SP:Iteration 27Q (3854.946253 sec): 3 clusters Score: Raw -265877.236408 + Penalty 2985.297334 = -262891.939074 nChanged 16 SP:Iteration 28Q (3855.053937 sec): 3 clusters Score: Raw -265883.033643 + Penalty 2985.297334 = -262897.736308 nChanged 11 SP:Iteration 29Q (3855.153516 sec): 3 clusters Score: Raw -265887.349985 + Penalty 2985.297334 = -262902.052651 nChanged 11 SP:Iteration 30Q (3855.262626 sec): 3 clusters Score: Raw -265891.872587 + Penalty 2985.297334 = -262906.575253 nChanged 12 SP:Iteration 31Q (3855.361714 sec): 3 clusters Score: Raw -265898.684357 + Penalty 2985.297334 = -262913.387023 nChanged 13 SP:Iteration 32Q (3855.465730 sec): 3 clusters Score: Raw -265906.277058 + Penalty 2985.297334 = -262920.979723 nChanged 17 SP:Iteration 33Q (3855.579079 sec): 3 clusters Score: Raw -265913.741348 + Penalty 2985.297334 = -262928.444014 nChanged 13 SP:Iteration 34Q (3855.679039 sec): 3 clusters Score: Raw -265918.682111 + Penalty 2985.297334 = -262933.384777 nChanged 13 SP:Iteration 35Q (3855.767362 sec): 3 clusters Score: Raw -265926.493389 + Penalty 2985.297334 = -262941.196055 nChanged 17 SP:Iteration 36Q (3855.879481 sec): 3 clusters Score: Raw -265934.348898 + Penalty 2985.297334 = -262949.051563 nChanged 12 SP:Iteration 37Q (3855.986133 sec): 3 clusters Score: Raw -265938.222159 + Penalty 2985.297334 = -262952.924824 nChanged 7 SP:Iteration 38Q (3856.108053 sec): 3 clusters Score: Raw -265941.372356 + Penalty 2985.297334 = -262956.075022 nChanged 7 SP:Iteration 39Q (3856.201131 sec): 3 clusters Score: Raw -265944.928532 + Penalty 2985.297334 = -262959.631198 nChanged 12 SP:Iteration 40F (3856.322965 sec): 3 clusters Score: Raw -265949.166535 + Penalty 2985.297334 = -262963.869200 nChanged 9 SP:Iteration 41Q (3856.422815 sec): 3 clusters Score: Raw -265952.170440 + Penalty 2985.297334 = -262966.873106 nChanged 5 SP:Iteration 42Q (3856.531926 sec): 3 clusters Score: Raw -265954.102411 + Penalty 2985.297334 = -262968.805076 nChanged 7 SP:Iteration 43Q (3856.652589 sec): 3 clusters Score: Raw -265956.494693 + Penalty 2985.297334 = -262971.197359 nChanged 7 SP:Iteration 44Q (3856.768047 sec): 3 clusters Score: Raw -265959.558043 + Penalty 2985.297334 = -262974.260709 nChanged 7 SP:Iteration 45Q (3856.868521 sec): 3 clusters Score: Raw -265962.098645 + Penalty 2985.297334 = -262976.801311 nChanged 6 SP:Iteration 46Q (3856.985694 sec): 3 clusters Score: Raw -265963.830099 + Penalty 2985.297334 = -262978.532765 nChanged 5 SP:Iteration 47Q (3857.095459 sec): 3 clusters Score: Raw -265965.044281 + Penalty 2985.297334 = -262979.746947 nChanged 1 SP:Iteration 48Q (3857.182310 sec): 3 clusters Score: Raw -265965.436002 + Penalty 2985.297334 = -262980.138668 nChanged 2 SP:Iteration 49Q (3857.279597 sec): 3 clusters Score: Raw -265965.846715 + Penalty 2985.297334 = -262980.549381 nChanged 0 SP:Iteration 50F (3857.394434 sec): 3 clusters Score: Raw -265965.846715 + Penalty 2985.297334 = -262980.549381 nChanged 0 Trying to split cluster 29 (12638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3857.511701 sec): 2 clusters Score: Raw -874390.832698 + Penalty 1657.503331 = -872733.329366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3857.659976 sec): 3 clusters Score: Raw -867144.887045 + Penalty 3315.006663 = -863829.880382 nChanged 5538 SP:Iteration 1F (3857.805793 sec): 3 clusters Score: Raw -870578.924900 + Penalty 3315.006663 = -867263.918237 nChanged 889 SP:Iteration 2F (3857.928530 sec): 3 clusters Score: Raw -871020.104307 + Penalty 3315.006663 = -867705.097644 nChanged 726 SP:Iteration 3F (3858.064256 sec): 3 clusters Score: Raw -871369.320884 + Penalty 3315.006663 = -868054.314221 nChanged 615 SP:Iteration 4Q (3858.219115 sec): 3 clusters Score: Raw -871667.416397 + Penalty 3315.006663 = -868352.409734 nChanged 566 SP:Iteration 5Q (3858.350618 sec): 3 clusters Score: Raw -871916.828336 + Penalty 3315.006663 = -868601.821673 nChanged 509 SP:Iteration 6Q (3858.511350 sec): 3 clusters Score: Raw -872129.159214 + Penalty 3315.006663 = -868814.152551 nChanged 446 SP:Iteration 7Q (3858.634162 sec): 3 clusters Score: Raw -872313.775177 + Penalty 3315.006663 = -868998.768514 nChanged 397 SP:Iteration 8Q (3858.791134 sec): 3 clusters Score: Raw -872464.349347 + Penalty 3315.006663 = -869149.342684 nChanged 368 SP:Iteration 9Q (3858.912306 sec): 3 clusters Score: Raw -872599.133062 + Penalty 3315.006663 = -869284.126399 nChanged 331 SP:Iteration 10Q (3859.068311 sec): 3 clusters Score: Raw -872707.010244 + Penalty 3315.006663 = -869392.003581 nChanged 277 SP:Iteration 11Q (3859.208842 sec): 3 clusters Score: Raw -872789.097287 + Penalty 3315.006663 = -869474.090624 nChanged 268 SP:Iteration 12Q (3859.320206 sec): 3 clusters Score: Raw -872873.574471 + Penalty 3315.006663 = -869558.567808 nChanged 248 SP:Iteration 13Q (3859.387504 sec): 3 clusters Score: Raw -872947.928186 + Penalty 3315.006663 = -869632.921523 nChanged 204 SP:Iteration 14Q (3859.474380 sec): 3 clusters Score: Raw -873015.694291 + Penalty 3315.006663 = -869700.687628 nChanged 207 SP:Iteration 15Q (3859.551902 sec): 3 clusters Score: Raw -873087.342552 + Penalty 3315.006663 = -869772.335889 nChanged 225 SP:Iteration 16Q (3859.726711 sec): 3 clusters Score: Raw -873170.360741 + Penalty 3315.006663 = -869855.354078 nChanged 207 SP:Iteration 17Q (3859.827752 sec): 3 clusters Score: Raw -873248.957472 + Penalty 3315.006663 = -869933.950809 nChanged 185 SP:Iteration 18Q (3859.952993 sec): 3 clusters Score: Raw -873308.742595 + Penalty 3315.006663 = -869993.735932 nChanged 172 SP:Iteration 19Q (3860.080948 sec): 3 clusters Score: Raw -873377.703980 + Penalty 3315.006663 = -870062.697317 nChanged 174 SP:Iteration 20F (3860.203837 sec): 3 clusters Score: Raw -873458.356433 + Penalty 3315.006663 = -870143.349770 nChanged 190 SP:Iteration 21Q (3860.329275 sec): 3 clusters Score: Raw -873537.845406 + Penalty 3315.006663 = -870222.838743 nChanged 178 SP:Iteration 22Q (3860.505451 sec): 3 clusters Score: Raw -873595.312512 + Penalty 3315.006663 = -870280.305849 nChanged 161 SP:Iteration 23Q (3860.611374 sec): 3 clusters Score: Raw -873645.718126 + Penalty 3315.006663 = -870330.711463 nChanged 153 SP:Iteration 24Q (3860.738255 sec): 3 clusters Score: Raw -873697.597560 + Penalty 3315.006663 = -870382.590897 nChanged 166 SP:Iteration 25Q (3860.856070 sec): 3 clusters Score: Raw -873751.828985 + Penalty 3315.006663 = -870436.822322 nChanged 160 SP:Iteration 26Q (3861.005443 sec): 3 clusters Score: Raw -873804.680675 + Penalty 3315.006663 = -870489.674012 nChanged 137 SP:Iteration 27Q (3861.142332 sec): 3 clusters Score: Raw -873844.935397 + Penalty 3315.006663 = -870529.928734 nChanged 118 SP:Iteration 28Q (3861.250632 sec): 3 clusters Score: Raw -873875.216530 + Penalty 3315.006663 = -870560.209867 nChanged 104 SP:Iteration 29Q (3861.358199 sec): 3 clusters Score: Raw -873901.597566 + Penalty 3315.006663 = -870586.590903 nChanged 108 SP:Iteration 30Q (3861.465545 sec): 3 clusters Score: Raw -873928.573061 + Penalty 3315.006663 = -870613.566398 nChanged 99 SP:Iteration 31Q (3861.601141 sec): 3 clusters Score: Raw -873953.025308 + Penalty 3315.006663 = -870638.018645 nChanged 105 SP:Iteration 32Q (3861.734032 sec): 3 clusters Score: Raw -873981.748645 + Penalty 3315.006663 = -870666.741982 nChanged 107 SP:Iteration 33Q (3861.862828 sec): 3 clusters Score: Raw -874011.305563 + Penalty 3315.006663 = -870696.298900 nChanged 107 SP:Iteration 34Q (3861.988781 sec): 3 clusters Score: Raw -874042.704255 + Penalty 3315.006663 = -870727.697592 nChanged 110 SP:Iteration 35Q (3862.105699 sec): 3 clusters Score: Raw -874074.174594 + Penalty 3315.006663 = -870759.167931 nChanged 115 SP:Iteration 36Q (3862.232136 sec): 3 clusters Score: Raw -874106.347510 + Penalty 3315.006663 = -870791.340847 nChanged 113 SP:Iteration 37Q (3862.374637 sec): 3 clusters Score: Raw -874138.464264 + Penalty 3315.006663 = -870823.457601 nChanged 108 SP:Iteration 38Q (3862.507187 sec): 3 clusters Score: Raw -874170.476067 + Penalty 3315.006663 = -870855.469404 nChanged 103 SP:Iteration 39Q (3862.621108 sec): 3 clusters Score: Raw -874201.333595 + Penalty 3315.006663 = -870886.326932 nChanged 92 SP:Iteration 40F (3862.753624 sec): 3 clusters Score: Raw -874227.217256 + Penalty 3315.006663 = -870912.210593 nChanged 74 SP:Iteration 41Q (3862.895905 sec): 3 clusters Score: Raw -874248.996034 + Penalty 3315.006663 = -870933.989371 nChanged 80 SP:Iteration 42Q (3863.028881 sec): 3 clusters Score: Raw -874273.493232 + Penalty 3315.006663 = -870958.486569 nChanged 71 SP:Iteration 43Q (3863.152634 sec): 3 clusters Score: Raw -874297.363146 + Penalty 3315.006663 = -870982.356483 nChanged 72 SP:Iteration 44Q (3863.275717 sec): 3 clusters Score: Raw -874318.424493 + Penalty 3315.006663 = -871003.417831 nChanged 56 SP:Iteration 45Q (3863.407972 sec): 3 clusters Score: Raw -874332.735562 + Penalty 3315.006663 = -871017.728899 nChanged 55 SP:Iteration 46Q (3863.529114 sec): 3 clusters Score: Raw -874347.306301 + Penalty 3315.006663 = -871032.299638 nChanged 58 SP:Iteration 47Q (3863.673308 sec): 3 clusters Score: Raw -874363.047953 + Penalty 3315.006663 = -871048.041290 nChanged 44 SP:Iteration 48Q (3863.791319 sec): 3 clusters Score: Raw -874378.017030 + Penalty 3315.006663 = -871063.010367 nChanged 35 SP:Iteration 49Q (3863.889563 sec): 3 clusters Score: Raw -874388.239251 + Penalty 3315.006663 = -871073.232588 nChanged 40 SP:Iteration 50Q (3864.026784 sec): 3 clusters Score: Raw -874404.274133 + Penalty 3315.006663 = -871089.267470 nChanged 57 SP:Iteration 51Q (3864.174656 sec): 3 clusters Score: Raw -874425.051768 + Penalty 3315.006663 = -871110.045105 nChanged 53 SP:Iteration 52Q (3864.292543 sec): 3 clusters Score: Raw -874443.758836 + Penalty 3315.006663 = -871128.752173 nChanged 44 SP:Iteration 53Q (3864.421500 sec): 3 clusters Score: Raw -874457.910995 + Penalty 3315.006663 = -871142.904332 nChanged 31 SP:Iteration 54Q (3864.567907 sec): 3 clusters Score: Raw -874468.930197 + Penalty 3315.006663 = -871153.923534 nChanged 29 SP:Iteration 55Q (3864.669499 sec): 3 clusters Score: Raw -874482.108892 + Penalty 3315.006663 = -871167.102229 nChanged 30 SP:Iteration 56Q (3864.799003 sec): 3 clusters Score: Raw -874492.592146 + Penalty 3315.006663 = -871177.585483 nChanged 29 SP:Iteration 57Q (3864.927903 sec): 3 clusters Score: Raw -874504.816586 + Penalty 3315.006663 = -871189.809923 nChanged 41 SP:Iteration 58Q (3865.050661 sec): 3 clusters Score: Raw -874524.972832 + Penalty 3315.006663 = -871209.966169 nChanged 30 SP:Iteration 59Q (3865.179907 sec): 3 clusters Score: Raw -874537.782469 + Penalty 3315.006663 = -871222.775806 nChanged 29 SP:Iteration 60F (3865.324636 sec): 3 clusters Score: Raw -874549.205620 + Penalty 3315.006663 = -871234.198957 nChanged 25 SP:Iteration 61Q (3865.443699 sec): 3 clusters Score: Raw -874556.587447 + Penalty 3315.006663 = -871241.580784 nChanged 17 SP:Iteration 62Q (3865.607313 sec): 3 clusters Score: Raw -874561.440812 + Penalty 3315.006663 = -871246.434149 nChanged 19 SP:Iteration 63Q (3865.732816 sec): 3 clusters Score: Raw -874568.290454 + Penalty 3315.006663 = -871253.283791 nChanged 19 SP:Iteration 64Q (3865.796341 sec): 3 clusters Score: Raw -874574.835950 + Penalty 3315.006663 = -871259.829287 nChanged 13 SP:Iteration 65Q (3865.917130 sec): 3 clusters Score: Raw -874580.214982 + Penalty 3315.006663 = -871265.208319 nChanged 13 SP:Iteration 66Q (3866.034380 sec): 3 clusters Score: Raw -874584.380695 + Penalty 3315.006663 = -871269.374032 nChanged 11 SP:Iteration 67Q (3866.156796 sec): 3 clusters Score: Raw -874587.769594 + Penalty 3315.006663 = -871272.762931 nChanged 10 SP:Iteration 68Q (3866.310325 sec): 3 clusters Score: Raw -874590.566527 + Penalty 3315.006663 = -871275.559864 nChanged 8 SP:Iteration 69Q (3866.425155 sec): 3 clusters Score: Raw -874593.300572 + Penalty 3315.006663 = -871278.293909 nChanged 12 SP:Iteration 70Q (3866.549299 sec): 3 clusters Score: Raw -874597.131661 + Penalty 3315.006663 = -871282.124998 nChanged 13 SP:Iteration 71Q (3866.675320 sec): 3 clusters Score: Raw -874602.919247 + Penalty 3315.006663 = -871287.912584 nChanged 13 SP:Iteration 72Q (3866.834333 sec): 3 clusters Score: Raw -874607.782318 + Penalty 3315.006663 = -871292.775655 nChanged 15 SP:Iteration 73Q (3866.944193 sec): 3 clusters Score: Raw -874611.344990 + Penalty 3315.006663 = -871296.338327 nChanged 11 SP:Iteration 74Q (3867.076327 sec): 3 clusters Score: Raw -874614.714996 + Penalty 3315.006663 = -871299.708333 nChanged 16 SP:Iteration 75Q (3867.209611 sec): 3 clusters Score: Raw -874621.569540 + Penalty 3315.006663 = -871306.562877 nChanged 13 SP:Iteration 76Q (3867.334440 sec): 3 clusters Score: Raw -874627.691866 + Penalty 3315.006663 = -871312.685203 nChanged 19 SP:Iteration 77Q (3867.473715 sec): 3 clusters Score: Raw -874637.817197 + Penalty 3315.006663 = -871322.810534 nChanged 24 SP:Iteration 78Q (3867.588066 sec): 3 clusters Score: Raw -874646.829276 + Penalty 3315.006663 = -871331.822613 nChanged 14 SP:Iteration 79Q (3867.703807 sec): 3 clusters Score: Raw -874652.144064 + Penalty 3315.006663 = -871337.137401 nChanged 14 SP:Iteration 80F (3867.846265 sec): 3 clusters Score: Raw -874657.233197 + Penalty 3315.006663 = -871342.226534 nChanged 13 SP:Iteration 81Q (3867.989996 sec): 3 clusters Score: Raw -874661.211461 + Penalty 3315.006663 = -871346.204798 nChanged 12 SP:Iteration 82Q (3868.112628 sec): 3 clusters Score: Raw -874665.824303 + Penalty 3315.006663 = -871350.817640 nChanged 8 SP:Iteration 83Q (3868.251450 sec): 3 clusters Score: Raw -874670.132312 + Penalty 3315.006663 = -871355.125649 nChanged 13 SP:Iteration 84Q (3868.340469 sec): 3 clusters Score: Raw -874676.246823 + Penalty 3315.006663 = -871361.240160 nChanged 25 SP:Iteration 85Q (3868.472097 sec): 3 clusters Score: Raw -874685.283558 + Penalty 3315.006663 = -871370.276895 nChanged 14 SP:Iteration 86Q (3868.576360 sec): 3 clusters Score: Raw -874689.814127 + Penalty 3315.006663 = -871374.807464 nChanged 4 SP:Iteration 87Q (3868.700662 sec): 3 clusters Score: Raw -874691.334645 + Penalty 3315.006663 = -871376.327982 nChanged 9 SP:Iteration 88Q (3868.841123 sec): 3 clusters Score: Raw -874693.899252 + Penalty 3315.006663 = -871378.892589 nChanged 12 SP:Iteration 89Q (3868.955017 sec): 3 clusters Score: Raw -874697.276193 + Penalty 3315.006663 = -871382.269530 nChanged 9 SP:Iteration 90Q (3869.096583 sec): 3 clusters Score: Raw -874700.139736 + Penalty 3315.006663 = -871385.133073 nChanged 9 SP:Iteration 91Q (3869.257220 sec): 3 clusters Score: Raw -874703.516902 + Penalty 3315.006663 = -871388.510239 nChanged 12 SP:Iteration 92Q (3869.376730 sec): 3 clusters Score: Raw -874710.932395 + Penalty 3315.006663 = -871395.925732 nChanged 16 SP:Iteration 93Q (3869.525925 sec): 3 clusters Score: Raw -874719.597837 + Penalty 3315.006663 = -871404.591174 nChanged 18 SP:Iteration 94Q (3869.646168 sec): 3 clusters Score: Raw -874731.242066 + Penalty 3315.006663 = -871416.235403 nChanged 20 SP:Iteration 95Q (3869.766540 sec): 3 clusters Score: Raw -874742.037044 + Penalty 3315.006663 = -871427.030381 nChanged 17 SP:Iteration 96Q (3869.886109 sec): 3 clusters Score: Raw -874749.427283 + Penalty 3315.006663 = -871434.420620 nChanged 10 SP:Iteration 97Q (3870.025852 sec): 3 clusters Score: Raw -874753.447368 + Penalty 3315.006663 = -871438.440705 nChanged 6 SP:Iteration 98Q (3870.176164 sec): 3 clusters Score: Raw -874755.378120 + Penalty 3315.006663 = -871440.371457 nChanged 6 SP:Iteration 99Q (3870.319330 sec): 3 clusters Score: Raw -874758.806780 + Penalty 3315.006663 = -871443.800117 nChanged 10 SP:Iteration 100F (3870.439029 sec): 3 clusters Score: Raw -874762.575148 + Penalty 3315.006663 = -871447.568485 nChanged 8 SP:Iteration 101Q (3870.561063 sec): 3 clusters Score: Raw -874765.505699 + Penalty 3315.006663 = -871450.499036 nChanged 12 SP:Iteration 102Q (3870.688791 sec): 3 clusters Score: Raw -874770.870009 + Penalty 3315.006663 = -871455.863346 nChanged 11 SP:Iteration 103Q (3870.836718 sec): 3 clusters Score: Raw -874774.937862 + Penalty 3315.006663 = -871459.931199 nChanged 12 SP:Iteration 104Q (3870.951559 sec): 3 clusters Score: Raw -874778.370680 + Penalty 3315.006663 = -871463.364017 nChanged 10 SP:Iteration 105Q (3871.068355 sec): 3 clusters Score: Raw -874782.615137 + Penalty 3315.006663 = -871467.608474 nChanged 12 SP:Iteration 106Q (3871.200262 sec): 3 clusters Score: Raw -874786.218739 + Penalty 3315.006663 = -871471.212076 nChanged 6 SP:Iteration 107Q (3871.330698 sec): 3 clusters Score: Raw -874788.541032 + Penalty 3315.006663 = -871473.534370 nChanged 7 SP:Iteration 108Q (3871.463520 sec): 3 clusters Score: Raw -874791.268103 + Penalty 3315.006663 = -871476.261440 nChanged 9 SP:Iteration 109Q (3871.603227 sec): 3 clusters Score: Raw -874793.835450 + Penalty 3315.006663 = -871478.828787 nChanged 6 SP:Iteration 110Q (3871.720200 sec): 3 clusters Score: Raw -874795.200067 + Penalty 3315.006663 = -871480.193404 nChanged 3 SP:Iteration 111Q (3871.869298 sec): 3 clusters Score: Raw -874795.609353 + Penalty 3315.006663 = -871480.602690 nChanged 1 SP:Iteration 112Q (3871.973659 sec): 3 clusters Score: Raw -874795.994477 + Penalty 3315.006663 = -871480.987814 nChanged 1 SP:Iteration 113Q (3872.100577 sec): 3 clusters Score: Raw -874796.143840 + Penalty 3315.006663 = -871481.137177 nChanged 1 SP:Iteration 114Q (3872.221767 sec): 3 clusters Score: Raw -874796.343855 + Penalty 3315.006663 = -871481.337192 nChanged 1 SP:Iteration 115Q (3872.379839 sec): 3 clusters Score: Raw -874796.830268 + Penalty 3315.006663 = -871481.823605 nChanged 1 SP:Iteration 116Q (3872.516483 sec): 3 clusters Score: Raw -874797.002621 + Penalty 3315.006663 = -871481.995958 nChanged 1 SP:Iteration 117Q (3872.638253 sec): 3 clusters Score: Raw -874797.356450 + Penalty 3315.006663 = -871482.349787 nChanged 0 SP:Iteration 118F (3872.770931 sec): 3 clusters Score: Raw -874797.356450 + Penalty 3315.006663 = -871482.349787 nChanged 0 Trying to split cluster 30 (2439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3872.829787 sec): 2 clusters Score: Raw -127493.061360 + Penalty 1368.784766 = -126124.276594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3872.864732 sec): 3 clusters Score: Raw -126457.561597 + Penalty 2737.569533 = -123719.992064 nChanged 873 SP:Iteration 1F (3872.980448 sec): 3 clusters Score: Raw -127215.280581 + Penalty 2737.569533 = -124477.711048 nChanged 276 SP:Iteration 2F (3873.065489 sec): 3 clusters Score: Raw -127598.531143 + Penalty 2737.569533 = -124860.961610 nChanged 221 SP:Iteration 3F (3873.173981 sec): 3 clusters Score: Raw -127880.413370 + Penalty 2737.569533 = -125142.843837 nChanged 177 SP:Iteration 4F (3873.229585 sec): 3 clusters Score: Raw -128116.774393 + Penalty 2737.569533 = -125379.204860 nChanged 147 SP:Iteration 5F (3873.320526 sec): 3 clusters Score: Raw -128262.485275 + Penalty 2737.569533 = -125524.915742 nChanged 80 SP:Iteration 6Q (3873.395804 sec): 3 clusters Score: Raw -128341.524626 + Penalty 2737.569533 = -125603.955094 nChanged 54 SP:Iteration 7Q (3873.474980 sec): 3 clusters Score: Raw -128391.502859 + Penalty 2737.569533 = -125653.933327 nChanged 38 SP:Iteration 8Q (3873.564738 sec): 3 clusters Score: Raw -128424.367104 + Penalty 2737.569533 = -125686.797571 nChanged 40 SP:Iteration 9Q (3873.666118 sec): 3 clusters Score: Raw -128461.860200 + Penalty 2737.569533 = -125724.290667 nChanged 31 SP:Iteration 10Q (3873.766180 sec): 3 clusters Score: Raw -128490.606243 + Penalty 2737.569533 = -125753.036710 nChanged 23 SP:Iteration 11Q (3873.863402 sec): 3 clusters Score: Raw -128513.420747 + Penalty 2737.569533 = -125775.851215 nChanged 19 SP:Iteration 12Q (3873.962287 sec): 3 clusters Score: Raw -128531.506571 + Penalty 2737.569533 = -125793.937038 nChanged 16 SP:Iteration 13Q (3874.088339 sec): 3 clusters Score: Raw -128550.339099 + Penalty 2737.569533 = -125812.769566 nChanged 18 SP:Iteration 14Q (3874.173019 sec): 3 clusters Score: Raw -128563.865675 + Penalty 2737.569533 = -125826.296142 nChanged 15 SP:Iteration 15Q (3874.254303 sec): 3 clusters Score: Raw -128575.342633 + Penalty 2737.569533 = -125837.773100 nChanged 10 SP:Iteration 16Q (3874.345245 sec): 3 clusters Score: Raw -128580.543608 + Penalty 2737.569533 = -125842.974075 nChanged 10 SP:Iteration 17Q (3874.447946 sec): 3 clusters Score: Raw -128586.988963 + Penalty 2737.569533 = -125849.419431 nChanged 10 SP:Iteration 18Q (3874.553223 sec): 3 clusters Score: Raw -128593.676335 + Penalty 2737.569533 = -125856.106802 nChanged 8 SP:Iteration 19Q (3874.642127 sec): 3 clusters Score: Raw -128597.185819 + Penalty 2737.569533 = -125859.616286 nChanged 6 SP:Iteration 20F (3874.731944 sec): 3 clusters Score: Raw -128600.521346 + Penalty 2737.569533 = -125862.951814 nChanged 6 SP:Iteration 21Q (3874.841889 sec): 3 clusters Score: Raw -128603.791394 + Penalty 2737.569533 = -125866.221862 nChanged 6 SP:Iteration 22Q (3874.911958 sec): 3 clusters Score: Raw -128607.704927 + Penalty 2737.569533 = -125870.135394 nChanged 9 SP:Iteration 23Q (3875.020068 sec): 3 clusters Score: Raw -128612.024853 + Penalty 2737.569533 = -125874.455320 nChanged 5 SP:Iteration 24Q (3875.093649 sec): 3 clusters Score: Raw -128613.954554 + Penalty 2737.569533 = -125876.385021 nChanged 3 SP:Iteration 25Q (3875.205314 sec): 3 clusters Score: Raw -128614.913503 + Penalty 2737.569533 = -125877.343971 nChanged 0 SP:Iteration 26F (3875.289489 sec): 3 clusters Score: Raw -128614.913503 + Penalty 2737.569533 = -125877.343971 nChanged 0 Trying to split cluster 31 (6932 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3875.379410 sec): 2 clusters Score: Raw -456948.671015 + Penalty 1552.105091 = -455396.565924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3875.545530 sec): 3 clusters Score: Raw -453230.815253 + Penalty 3104.210181 = -450126.605071 nChanged 2887 SP:Iteration 1F (3875.645166 sec): 3 clusters Score: Raw -454840.434700 + Penalty 3104.210181 = -451736.224519 nChanged 484 SP:Iteration 2F (3875.766848 sec): 3 clusters Score: Raw -455076.869572 + Penalty 3104.210181 = -451972.659391 nChanged 367 SP:Iteration 3F (3875.880556 sec): 3 clusters Score: Raw -455267.283920 + Penalty 3104.210181 = -452163.073739 nChanged 346 SP:Iteration 4Q (3875.965149 sec): 3 clusters Score: Raw -455452.672516 + Penalty 3104.210181 = -452348.462335 nChanged 323 SP:Iteration 5Q (3876.113559 sec): 3 clusters Score: Raw -455661.703998 + Penalty 3104.210181 = -452557.493817 nChanged 312 SP:Iteration 6Q (3876.197594 sec): 3 clusters Score: Raw -455851.237745 + Penalty 3104.210181 = -452747.027564 nChanged 287 SP:Iteration 7Q (3876.346992 sec): 3 clusters Score: Raw -456018.212165 + Penalty 3104.210181 = -452914.001983 nChanged 256 SP:Iteration 8Q (3876.439235 sec): 3 clusters Score: Raw -456157.520053 + Penalty 3104.210181 = -453053.309872 nChanged 240 SP:Iteration 9Q (3876.553908 sec): 3 clusters Score: Raw -456294.418313 + Penalty 3104.210181 = -453190.208131 nChanged 210 SP:Iteration 10Q (3876.668486 sec): 3 clusters Score: Raw -456395.890128 + Penalty 3104.210181 = -453291.679947 nChanged 173 SP:Iteration 11Q (3876.788733 sec): 3 clusters Score: Raw -456490.666586 + Penalty 3104.210181 = -453386.456405 nChanged 190 SP:Iteration 12Q (3876.890754 sec): 3 clusters Score: Raw -456597.207581 + Penalty 3104.210181 = -453492.997400 nChanged 184 SP:Iteration 13Q (3877.028998 sec): 3 clusters Score: Raw -456691.039851 + Penalty 3104.210181 = -453586.829669 nChanged 158 SP:Iteration 14Q (3877.140523 sec): 3 clusters Score: Raw -456766.689269 + Penalty 3104.210181 = -453662.479087 nChanged 141 SP:Iteration 15Q (3877.238247 sec): 3 clusters Score: Raw -456820.665572 + Penalty 3104.210181 = -453716.455390 nChanged 116 SP:Iteration 16Q (3877.360861 sec): 3 clusters Score: Raw -456869.443476 + Penalty 3104.210181 = -453765.233295 nChanged 118 SP:Iteration 17Q (3877.470740 sec): 3 clusters Score: Raw -456919.107125 + Penalty 3104.210181 = -453814.896944 nChanged 102 SP:Iteration 18Q (3877.592259 sec): 3 clusters Score: Raw -456961.507036 + Penalty 3104.210181 = -453857.296854 nChanged 78 SP:Iteration 19Q (3877.695452 sec): 3 clusters Score: Raw -456987.042271 + Penalty 3104.210181 = -453882.832090 nChanged 68 SP:Iteration 20F (3877.813513 sec): 3 clusters Score: Raw -457008.373410 + Penalty 3104.210181 = -453904.163228 nChanged 61 SP:Iteration 21Q (3877.922188 sec): 3 clusters Score: Raw -457026.887703 + Penalty 3104.210181 = -453922.677521 nChanged 50 SP:Iteration 22Q (3878.035276 sec): 3 clusters Score: Raw -457041.732422 + Penalty 3104.210181 = -453937.522240 nChanged 39 SP:Iteration 23Q (3878.126572 sec): 3 clusters Score: Raw -457054.444686 + Penalty 3104.210181 = -453950.234504 nChanged 47 SP:Iteration 24Q (3878.244184 sec): 3 clusters Score: Raw -457066.256883 + Penalty 3104.210181 = -453962.046702 nChanged 37 SP:Iteration 25Q (3878.354809 sec): 3 clusters Score: Raw -457076.804471 + Penalty 3104.210181 = -453972.594290 nChanged 40 SP:Iteration 26Q (3878.464476 sec): 3 clusters Score: Raw -457088.970191 + Penalty 3104.210181 = -453984.760010 nChanged 35 SP:Iteration 27Q (3878.587506 sec): 3 clusters Score: Raw -457096.286978 + Penalty 3104.210181 = -453992.076797 nChanged 29 SP:Iteration 28Q (3878.707532 sec): 3 clusters Score: Raw -457103.250344 + Penalty 3104.210181 = -453999.040163 nChanged 17 SP:Iteration 29Q (3878.828789 sec): 3 clusters Score: Raw -457106.816733 + Penalty 3104.210181 = -454002.606552 nChanged 25 SP:Iteration 30Q (3878.931587 sec): 3 clusters Score: Raw -457112.768710 + Penalty 3104.210181 = -454008.558529 nChanged 30 SP:Iteration 31Q (3879.052861 sec): 3 clusters Score: Raw -457122.947231 + Penalty 3104.210181 = -454018.737049 nChanged 37 SP:Iteration 32Q (3879.162860 sec): 3 clusters Score: Raw -457134.243605 + Penalty 3104.210181 = -454030.033423 nChanged 33 SP:Iteration 33Q (3879.288831 sec): 3 clusters Score: Raw -457145.576160 + Penalty 3104.210181 = -454041.365979 nChanged 33 SP:Iteration 34Q (3879.405072 sec): 3 clusters Score: Raw -457154.110783 + Penalty 3104.210181 = -454049.900602 nChanged 27 SP:Iteration 35Q (3879.514417 sec): 3 clusters Score: Raw -457161.184822 + Penalty 3104.210181 = -454056.974641 nChanged 26 SP:Iteration 36Q (3879.648207 sec): 3 clusters Score: Raw -457167.451345 + Penalty 3104.210181 = -454063.241163 nChanged 20 SP:Iteration 37Q (3879.775021 sec): 3 clusters Score: Raw -457172.249652 + Penalty 3104.210181 = -454068.039471 nChanged 20 SP:Iteration 38Q (3879.899608 sec): 3 clusters Score: Raw -457176.860666 + Penalty 3104.210181 = -454072.650484 nChanged 23 SP:Iteration 39Q (3880.029481 sec): 3 clusters Score: Raw -457185.006004 + Penalty 3104.210181 = -454080.795822 nChanged 29 SP:Iteration 40F (3880.152679 sec): 3 clusters Score: Raw -457192.211038 + Penalty 3104.210181 = -454088.000856 nChanged 28 SP:Iteration 41Q (3880.249703 sec): 3 clusters Score: Raw -457198.449173 + Penalty 3104.210181 = -454094.238992 nChanged 24 SP:Iteration 42Q (3880.368346 sec): 3 clusters Score: Raw -457203.550351 + Penalty 3104.210181 = -454099.340169 nChanged 26 SP:Iteration 43Q (3880.494545 sec): 3 clusters Score: Raw -457209.160472 + Penalty 3104.210181 = -454104.950291 nChanged 26 SP:Iteration 44Q (3880.601006 sec): 3 clusters Score: Raw -457214.259322 + Penalty 3104.210181 = -454110.049141 nChanged 17 SP:Iteration 45Q (3880.730505 sec): 3 clusters Score: Raw -457218.357611 + Penalty 3104.210181 = -454114.147429 nChanged 21 SP:Iteration 46Q (3880.848550 sec): 3 clusters Score: Raw -457222.722000 + Penalty 3104.210181 = -454118.511818 nChanged 23 SP:Iteration 47Q (3880.971757 sec): 3 clusters Score: Raw -457226.921922 + Penalty 3104.210181 = -454122.711741 nChanged 20 SP:Iteration 48Q (3881.097544 sec): 3 clusters Score: Raw -457231.167715 + Penalty 3104.210181 = -454126.957534 nChanged 15 SP:Iteration 49Q (3881.232446 sec): 3 clusters Score: Raw -457233.377812 + Penalty 3104.210181 = -454129.167630 nChanged 10 SP:Iteration 50Q (3881.356538 sec): 3 clusters Score: Raw -457236.176098 + Penalty 3104.210181 = -454131.965916 nChanged 16 SP:Iteration 51Q (3881.474775 sec): 3 clusters Score: Raw -457239.636348 + Penalty 3104.210181 = -454135.426167 nChanged 17 SP:Iteration 52Q (3881.564741 sec): 3 clusters Score: Raw -457243.090609 + Penalty 3104.210181 = -454138.880428 nChanged 21 SP:Iteration 53Q (3881.690289 sec): 3 clusters Score: Raw -457248.515441 + Penalty 3104.210181 = -454144.305260 nChanged 23 SP:Iteration 54Q (3881.817155 sec): 3 clusters Score: Raw -457252.400509 + Penalty 3104.210181 = -454148.190328 nChanged 16 SP:Iteration 55Q (3881.925854 sec): 3 clusters Score: Raw -457255.699250 + Penalty 3104.210181 = -454151.489069 nChanged 14 SP:Iteration 56Q (3882.019920 sec): 3 clusters Score: Raw -457259.636114 + Penalty 3104.210181 = -454155.425932 nChanged 18 SP:Iteration 57Q (3882.151940 sec): 3 clusters Score: Raw -457264.357544 + Penalty 3104.210181 = -454160.147363 nChanged 22 SP:Iteration 58Q (3882.259546 sec): 3 clusters Score: Raw -457270.004330 + Penalty 3104.210181 = -454165.794148 nChanged 29 SP:Iteration 59Q (3882.370175 sec): 3 clusters Score: Raw -457276.641848 + Penalty 3104.210181 = -454172.431666 nChanged 25 SP:Iteration 60F (3882.497358 sec): 3 clusters Score: Raw -457283.856735 + Penalty 3104.210181 = -454179.646553 nChanged 27 SP:Iteration 61Q (3882.594463 sec): 3 clusters Score: Raw -457295.312502 + Penalty 3104.210181 = -454191.102320 nChanged 36 SP:Iteration 62Q (3882.694867 sec): 3 clusters Score: Raw -457306.123209 + Penalty 3104.210181 = -454201.913028 nChanged 36 SP:Iteration 63Q (3882.823028 sec): 3 clusters Score: Raw -457315.763031 + Penalty 3104.210181 = -454211.552849 nChanged 43 SP:Iteration 64Q (3882.956315 sec): 3 clusters Score: Raw -457328.014265 + Penalty 3104.210181 = -454223.804084 nChanged 37 SP:Iteration 65Q (3883.077104 sec): 3 clusters Score: Raw -457336.862069 + Penalty 3104.210181 = -454232.651888 nChanged 26 SP:Iteration 66Q (3883.164146 sec): 3 clusters Score: Raw -457342.626127 + Penalty 3104.210181 = -454238.415946 nChanged 27 SP:Iteration 67Q (3883.268784 sec): 3 clusters Score: Raw -457348.928677 + Penalty 3104.210181 = -454244.718495 nChanged 21 SP:Iteration 68Q (3883.389498 sec): 3 clusters Score: Raw -457352.440045 + Penalty 3104.210181 = -454248.229863 nChanged 12 SP:Iteration 69Q (3883.514733 sec): 3 clusters Score: Raw -457354.592046 + Penalty 3104.210181 = -454250.381864 nChanged 11 SP:Iteration 70Q (3883.654673 sec): 3 clusters Score: Raw -457357.335939 + Penalty 3104.210181 = -454253.125758 nChanged 8 SP:Iteration 71Q (3883.765705 sec): 3 clusters Score: Raw -457358.839005 + Penalty 3104.210181 = -454254.628824 nChanged 11 SP:Iteration 72Q (3883.886753 sec): 3 clusters Score: Raw -457360.107706 + Penalty 3104.210181 = -454255.897524 nChanged 7 SP:Iteration 73Q (3883.997589 sec): 3 clusters Score: Raw -457361.924042 + Penalty 3104.210181 = -454257.713860 nChanged 11 SP:Iteration 74Q (3884.136703 sec): 3 clusters Score: Raw -457364.522132 + Penalty 3104.210181 = -454260.311950 nChanged 16 SP:Iteration 75Q (3884.253989 sec): 3 clusters Score: Raw -457367.827162 + Penalty 3104.210181 = -454263.616981 nChanged 16 SP:Iteration 76Q (3884.354197 sec): 3 clusters Score: Raw -457371.501532 + Penalty 3104.210181 = -454267.291350 nChanged 15 SP:Iteration 77Q (3884.453720 sec): 3 clusters Score: Raw -457374.462556 + Penalty 3104.210181 = -454270.252375 nChanged 15 SP:Iteration 78Q (3884.589249 sec): 3 clusters Score: Raw -457377.706804 + Penalty 3104.210181 = -454273.496623 nChanged 15 SP:Iteration 79Q (3884.689428 sec): 3 clusters Score: Raw -457381.243548 + Penalty 3104.210181 = -454277.033367 nChanged 16 SP:Iteration 80F (3884.781923 sec): 3 clusters Score: Raw -457385.307093 + Penalty 3104.210181 = -454281.096912 nChanged 13 SP:Iteration 81Q (3884.909365 sec): 3 clusters Score: Raw -457387.922822 + Penalty 3104.210181 = -454283.712640 nChanged 13 SP:Iteration 82Q (3885.022736 sec): 3 clusters Score: Raw -457391.073042 + Penalty 3104.210181 = -454286.862861 nChanged 13 SP:Iteration 83Q (3885.139294 sec): 3 clusters Score: Raw -457394.207745 + Penalty 3104.210181 = -454289.997564 nChanged 17 SP:Iteration 84Q (3885.235579 sec): 3 clusters Score: Raw -457400.132064 + Penalty 3104.210181 = -454295.921883 nChanged 23 SP:Iteration 85Q (3885.372722 sec): 3 clusters Score: Raw -457406.214023 + Penalty 3104.210181 = -454302.003842 nChanged 27 SP:Iteration 86Q (3885.508814 sec): 3 clusters Score: Raw -457412.727649 + Penalty 3104.210181 = -454308.517467 nChanged 20 SP:Iteration 87Q (3885.605376 sec): 3 clusters Score: Raw -457417.347654 + Penalty 3104.210181 = -454313.137473 nChanged 19 SP:Iteration 88Q (3885.723026 sec): 3 clusters Score: Raw -457421.255439 + Penalty 3104.210181 = -454317.045257 nChanged 19 SP:Iteration 89Q (3885.837781 sec): 3 clusters Score: Raw -457426.525237 + Penalty 3104.210181 = -454322.315056 nChanged 17 SP:Iteration 90Q (3885.959769 sec): 3 clusters Score: Raw -457430.783917 + Penalty 3104.210181 = -454326.573736 nChanged 12 SP:Iteration 91Q (3886.069379 sec): 3 clusters Score: Raw -457433.390212 + Penalty 3104.210181 = -454329.180030 nChanged 15 SP:Iteration 92Q (3886.181776 sec): 3 clusters Score: Raw -457437.655526 + Penalty 3104.210181 = -454333.445345 nChanged 20 SP:Iteration 93Q (3886.274103 sec): 3 clusters Score: Raw -457443.331093 + Penalty 3104.210181 = -454339.120912 nChanged 19 SP:Iteration 94Q (3886.393459 sec): 3 clusters Score: Raw -457447.472976 + Penalty 3104.210181 = -454343.262794 nChanged 14 SP:Iteration 95Q (3886.480667 sec): 3 clusters Score: Raw -457449.661481 + Penalty 3104.210181 = -454345.451299 nChanged 13 SP:Iteration 96Q (3886.628528 sec): 3 clusters Score: Raw -457451.607908 + Penalty 3104.210181 = -454347.397727 nChanged 7 SP:Iteration 97Q (3886.731451 sec): 3 clusters Score: Raw -457452.940618 + Penalty 3104.210181 = -454348.730437 nChanged 8 SP:Iteration 98Q (3886.884808 sec): 3 clusters Score: Raw -457454.304254 + Penalty 3104.210181 = -454350.094073 nChanged 6 SP:Iteration 99Q (3886.966838 sec): 3 clusters Score: Raw -457455.505965 + Penalty 3104.210181 = -454351.295784 nChanged 7 SP:Iteration 100F (3887.085133 sec): 3 clusters Score: Raw -457456.555928 + Penalty 3104.210181 = -454352.345746 nChanged 8 SP:Iteration 101Q (3887.212546 sec): 3 clusters Score: Raw -457457.961259 + Penalty 3104.210181 = -454353.751077 nChanged 8 SP:Iteration 102Q (3887.320177 sec): 3 clusters Score: Raw -457459.506699 + Penalty 3104.210181 = -454355.296517 nChanged 9 SP:Iteration 103Q (3887.420249 sec): 3 clusters Score: Raw -457461.743981 + Penalty 3104.210181 = -454357.533800 nChanged 11 SP:Iteration 104Q (3887.572376 sec): 3 clusters Score: Raw -457463.895244 + Penalty 3104.210181 = -454359.685063 nChanged 10 SP:Iteration 105Q (3887.668122 sec): 3 clusters Score: Raw -457466.023612 + Penalty 3104.210181 = -454361.813430 nChanged 10 SP:Iteration 106Q (3887.789696 sec): 3 clusters Score: Raw -457467.812633 + Penalty 3104.210181 = -454363.602452 nChanged 6 SP:Iteration 107Q (3887.871973 sec): 3 clusters Score: Raw -457468.703497 + Penalty 3104.210181 = -454364.493316 nChanged 3 SP:Iteration 108Q (3888.013018 sec): 3 clusters Score: Raw -457469.180507 + Penalty 3104.210181 = -454364.970325 nChanged 4 SP:Iteration 109Q (3888.114286 sec): 3 clusters Score: Raw -457469.674149 + Penalty 3104.210181 = -454365.463967 nChanged 5 SP:Iteration 110Q (3888.248999 sec): 3 clusters Score: Raw -457470.569166 + Penalty 3104.210181 = -454366.358985 nChanged 2 SP:Iteration 111Q (3888.356681 sec): 3 clusters Score: Raw -457470.864237 + Penalty 3104.210181 = -454366.654056 nChanged 0 SP:Iteration 112F (3888.499793 sec): 3 clusters Score: Raw -457470.864237 + Penalty 3104.210181 = -454366.654056 nChanged 0 Trying to split cluster 32 (1172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3888.562684 sec): 2 clusters Score: Raw -60477.821082 + Penalty 1240.164953 = -59237.656129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3888.661639 sec): 3 clusters Score: Raw -60120.371594 + Penalty 2480.329907 = -57640.041688 nChanged 348 SP:Iteration 1F (3888.728099 sec): 3 clusters Score: Raw -60439.949474 + Penalty 2480.329907 = -57959.619568 nChanged 89 SP:Iteration 2F (3888.835837 sec): 3 clusters Score: Raw -60537.658882 + Penalty 2480.329907 = -58057.328976 nChanged 52 SP:Iteration 3Q (3888.915532 sec): 3 clusters Score: Raw -60601.065365 + Penalty 2480.329907 = -58120.735458 nChanged 28 SP:Iteration 4Q (3889.012110 sec): 3 clusters Score: Raw -60640.975584 + Penalty 2480.329907 = -58160.645678 nChanged 24 SP:Iteration 5Q (3889.118947 sec): 3 clusters Score: Raw -60661.693830 + Penalty 2480.329907 = -58181.363924 nChanged 24 SP:Iteration 6Q (3889.218062 sec): 3 clusters Score: Raw -60684.319455 + Penalty 2480.329907 = -58203.989548 nChanged 17 SP:Iteration 7Q (3889.325896 sec): 3 clusters Score: Raw -60707.412991 + Penalty 2480.329907 = -58227.083084 nChanged 19 SP:Iteration 8Q (3889.426472 sec): 3 clusters Score: Raw -60723.205692 + Penalty 2480.329907 = -58242.875785 nChanged 20 SP:Iteration 9Q (3889.504517 sec): 3 clusters Score: Raw -60738.573736 + Penalty 2480.329907 = -58258.243829 nChanged 21 SP:Iteration 10Q (3889.590850 sec): 3 clusters Score: Raw -60767.661426 + Penalty 2480.329907 = -58287.331519 nChanged 17 SP:Iteration 11Q (3889.701266 sec): 3 clusters Score: Raw -60783.446018 + Penalty 2480.329907 = -58303.116112 nChanged 11 SP:Iteration 12Q (3889.799181 sec): 3 clusters Score: Raw -60791.596701 + Penalty 2480.329907 = -58311.266795 nChanged 4 SP:Iteration 13Q (3889.911953 sec): 3 clusters Score: Raw -60793.674998 + Penalty 2480.329907 = -58313.345092 nChanged 2 SP:Iteration 14Q (3890.011800 sec): 3 clusters Score: Raw -60796.694256 + Penalty 2480.329907 = -58316.364350 nChanged 5 SP:Iteration 15Q (3890.111595 sec): 3 clusters Score: Raw -60802.297910 + Penalty 2480.329907 = -58321.968003 nChanged 6 SP:Iteration 16Q (3890.209115 sec): 3 clusters Score: Raw -60809.156077 + Penalty 2480.329907 = -58328.826170 nChanged 10 SP:Iteration 17Q (3890.333289 sec): 3 clusters Score: Raw -60817.704355 + Penalty 2480.329907 = -58337.374449 nChanged 11 SP:Iteration 18Q (3890.422966 sec): 3 clusters Score: Raw -60830.294189 + Penalty 2480.329907 = -58349.964282 nChanged 3 SP:Iteration 19Q (3890.516397 sec): 3 clusters Score: Raw -60833.205595 + Penalty 2480.329907 = -58352.875688 nChanged 5 SP:Iteration 20F (3890.615426 sec): 3 clusters Score: Raw -60840.129920 + Penalty 2480.329907 = -58359.800013 nChanged 3 SP:Iteration 21Q (3890.732586 sec): 3 clusters Score: Raw -60841.686576 + Penalty 2480.329907 = -58361.356670 nChanged 1 SP:Iteration 22Q (3890.815712 sec): 3 clusters Score: Raw -60842.722524 + Penalty 2480.329907 = -58362.392618 nChanged 1 SP:Iteration 23Q (3890.917998 sec): 3 clusters Score: Raw -60843.331014 + Penalty 2480.329907 = -58363.001107 nChanged 1 SP:Iteration 24Q (3891.016558 sec): 3 clusters Score: Raw -60843.787695 + Penalty 2480.329907 = -58363.457789 nChanged 0 SP:Iteration 25F (3891.117655 sec): 3 clusters Score: Raw -60843.787695 + Penalty 2480.329907 = -58363.457789 nChanged 0 Trying to split cluster 33 (12065 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3891.237033 sec): 2 clusters Score: Raw -777927.319756 + Penalty 1649.360228 = -776277.959528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3891.344685 sec): 3 clusters Score: Raw -770955.658012 + Penalty 3298.720456 = -767656.937556 nChanged 5315 SP:Iteration 1F (3891.485600 sec): 3 clusters Score: Raw -773730.917576 + Penalty 3298.720456 = -770432.197120 nChanged 772 SP:Iteration 2F (3891.621931 sec): 3 clusters Score: Raw -774074.927760 + Penalty 3298.720456 = -770776.207304 nChanged 683 SP:Iteration 3F (3891.763216 sec): 3 clusters Score: Raw -774412.003142 + Penalty 3298.720456 = -771113.282686 nChanged 662 SP:Iteration 4F (3891.901748 sec): 3 clusters Score: Raw -774794.652571 + Penalty 3298.720456 = -771495.932115 nChanged 682 SP:Iteration 5F (3892.034842 sec): 3 clusters Score: Raw -775216.126408 + Penalty 3298.720456 = -771917.405951 nChanged 700 SP:Iteration 6F (3892.165591 sec): 3 clusters Score: Raw -775711.865620 + Penalty 3298.720456 = -772413.145164 nChanged 690 SP:Iteration 7F (3892.304019 sec): 3 clusters Score: Raw -776314.587307 + Penalty 3298.720456 = -773015.866851 nChanged 691 SP:Iteration 8F (3892.445784 sec): 3 clusters Score: Raw -776890.285017 + Penalty 3298.720456 = -773591.564561 nChanged 607 SP:Iteration 9F (3892.584336 sec): 3 clusters Score: Raw -777330.987165 + Penalty 3298.720456 = -774032.266708 nChanged 492 SP:Iteration 10Q (3892.719117 sec): 3 clusters Score: Raw -777671.641597 + Penalty 3298.720456 = -774372.921141 nChanged 375 SP:Iteration 11Q (3892.852241 sec): 3 clusters Score: Raw -777909.720431 + Penalty 3298.720456 = -774610.999975 nChanged 285 SP:Iteration 12Q (3892.990011 sec): 3 clusters Score: Raw -778079.654336 + Penalty 3298.720456 = -774780.933880 nChanged 263 SP:Iteration 13Q (3893.118272 sec): 3 clusters Score: Raw -778226.898664 + Penalty 3298.720456 = -774928.178207 nChanged 226 SP:Iteration 14Q (3893.251239 sec): 3 clusters Score: Raw -778361.540229 + Penalty 3298.720456 = -775062.819772 nChanged 236 SP:Iteration 15Q (3893.371623 sec): 3 clusters Score: Raw -778505.480719 + Penalty 3298.720456 = -775206.760263 nChanged 224 SP:Iteration 16Q (3893.500291 sec): 3 clusters Score: Raw -778641.537341 + Penalty 3298.720456 = -775342.816884 nChanged 207 SP:Iteration 17Q (3893.622310 sec): 3 clusters Score: Raw -778748.305042 + Penalty 3298.720456 = -775449.584586 nChanged 164 SP:Iteration 18Q (3893.750851 sec): 3 clusters Score: Raw -778826.785657 + Penalty 3298.720456 = -775528.065201 nChanged 152 SP:Iteration 19Q (3893.877771 sec): 3 clusters Score: Raw -778904.839521 + Penalty 3298.720456 = -775606.119065 nChanged 134 SP:Iteration 20F (3894.020606 sec): 3 clusters Score: Raw -778958.261921 + Penalty 3298.720456 = -775659.541465 nChanged 118 SP:Iteration 21Q (3894.152723 sec): 3 clusters Score: Raw -779006.531756 + Penalty 3298.720456 = -775707.811300 nChanged 106 SP:Iteration 22Q (3894.295350 sec): 3 clusters Score: Raw -779049.393098 + Penalty 3298.720456 = -775750.672642 nChanged 88 SP:Iteration 23Q (3894.441293 sec): 3 clusters Score: Raw -779081.600430 + Penalty 3298.720456 = -775782.879974 nChanged 75 SP:Iteration 24Q (3894.571488 sec): 3 clusters Score: Raw -779115.657605 + Penalty 3298.720456 = -775816.937149 nChanged 75 SP:Iteration 25Q (3894.717223 sec): 3 clusters Score: Raw -779148.269928 + Penalty 3298.720456 = -775849.549472 nChanged 74 SP:Iteration 26Q (3894.857896 sec): 3 clusters Score: Raw -779177.201968 + Penalty 3298.720456 = -775878.481512 nChanged 67 SP:Iteration 27Q (3895.019378 sec): 3 clusters Score: Raw -779197.641343 + Penalty 3298.720456 = -775898.920886 nChanged 52 SP:Iteration 28Q (3895.140091 sec): 3 clusters Score: Raw -779211.747633 + Penalty 3298.720456 = -775913.027177 nChanged 47 SP:Iteration 29Q (3895.272599 sec): 3 clusters Score: Raw -779223.889483 + Penalty 3298.720456 = -775925.169027 nChanged 46 SP:Iteration 30Q (3895.406799 sec): 3 clusters Score: Raw -779234.659396 + Penalty 3298.720456 = -775935.938940 nChanged 28 SP:Iteration 31Q (3895.549164 sec): 3 clusters Score: Raw -779241.184193 + Penalty 3298.720456 = -775942.463737 nChanged 28 SP:Iteration 32Q (3895.662048 sec): 3 clusters Score: Raw -779246.813340 + Penalty 3298.720456 = -775948.092883 nChanged 19 SP:Iteration 33Q (3895.775190 sec): 3 clusters Score: Raw -779249.957405 + Penalty 3298.720456 = -775951.236948 nChanged 12 SP:Iteration 34Q (3895.910247 sec): 3 clusters Score: Raw -779251.689207 + Penalty 3298.720456 = -775952.968751 nChanged 6 SP:Iteration 35Q (3896.049639 sec): 3 clusters Score: Raw -779252.219735 + Penalty 3298.720456 = -775953.499279 nChanged 8 SP:Iteration 36Q (3896.186395 sec): 3 clusters Score: Raw -779253.163664 + Penalty 3298.720456 = -775954.443208 nChanged 4 SP:Iteration 37Q (3896.357857 sec): 3 clusters Score: Raw -779253.693164 + Penalty 3298.720456 = -775954.972707 nChanged 6 SP:Iteration 38Q (3896.472496 sec): 3 clusters Score: Raw -779254.328466 + Penalty 3298.720456 = -775955.608010 nChanged 2 SP:Iteration 39Q (3896.584949 sec): 3 clusters Score: Raw -779254.813599 + Penalty 3298.720456 = -775956.093142 nChanged 4 SP:Iteration 40F (3896.729967 sec): 3 clusters Score: Raw -779255.451786 + Penalty 3298.720456 = -775956.731330 nChanged 2 SP:Iteration 41Q (3896.834454 sec): 3 clusters Score: Raw -779255.755397 + Penalty 3298.720456 = -775957.034940 nChanged 5 SP:Iteration 42Q (3896.967440 sec): 3 clusters Score: Raw -779256.438168 + Penalty 3298.720456 = -775957.717712 nChanged 5 SP:Iteration 43Q (3897.102110 sec): 3 clusters Score: Raw -779257.026140 + Penalty 3298.720456 = -775958.305684 nChanged 2 SP:Iteration 44Q (3897.252732 sec): 3 clusters Score: Raw -779257.420538 + Penalty 3298.720456 = -775958.700082 nChanged 2 SP:Iteration 45Q (3897.311293 sec): 3 clusters Score: Raw -779258.001336 + Penalty 3298.720456 = -775959.280879 nChanged 5 SP:Iteration 46Q (3897.433648 sec): 3 clusters Score: Raw -779258.974423 + Penalty 3298.720456 = -775960.253966 nChanged 4 SP:Iteration 47Q (3897.569705 sec): 3 clusters Score: Raw -779259.266286 + Penalty 3298.720456 = -775960.545829 nChanged 1 SP:Iteration 48Q (3897.697144 sec): 3 clusters Score: Raw -779259.327644 + Penalty 3298.720456 = -775960.607187 nChanged 0 SP:Iteration 49F (3897.819334 sec): 3 clusters Score: Raw -779259.327644 + Penalty 3298.720456 = -775960.607187 nChanged 0 Trying to split cluster 34 (13615 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3897.932855 sec): 2 clusters Score: Raw -944773.571479 + Penalty 1670.571760 = -943102.999720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3898.081296 sec): 3 clusters Score: Raw -936945.232826 + Penalty 3341.143519 = -933604.089307 nChanged 5954 SP:Iteration 1F (3898.227454 sec): 3 clusters Score: Raw -940417.060139 + Penalty 3341.143519 = -937075.916619 nChanged 895 SP:Iteration 2F (3898.333636 sec): 3 clusters Score: Raw -940895.289493 + Penalty 3341.143519 = -937554.145974 nChanged 876 SP:Iteration 3F (3898.483417 sec): 3 clusters Score: Raw -941398.549355 + Penalty 3341.143519 = -938057.405836 nChanged 833 SP:Iteration 4F (3898.617164 sec): 3 clusters Score: Raw -941915.760108 + Penalty 3341.143519 = -938574.616589 nChanged 801 SP:Iteration 5F (3898.763533 sec): 3 clusters Score: Raw -942441.008663 + Penalty 3341.143519 = -939099.865144 nChanged 759 SP:Iteration 6F (3898.925605 sec): 3 clusters Score: Raw -942958.112945 + Penalty 3341.143519 = -939616.969426 nChanged 668 SP:Iteration 7Q (3899.046841 sec): 3 clusters Score: Raw -943411.189179 + Penalty 3341.143519 = -940070.045660 nChanged 521 SP:Iteration 8Q (3899.169952 sec): 3 clusters Score: Raw -943769.461972 + Penalty 3341.143519 = -940428.318453 nChanged 440 SP:Iteration 9Q (3899.304221 sec): 3 clusters Score: Raw -944071.702381 + Penalty 3341.143519 = -940730.558862 nChanged 323 SP:Iteration 10Q (3899.440034 sec): 3 clusters Score: Raw -944297.141115 + Penalty 3341.143519 = -940955.997596 nChanged 248 SP:Iteration 11Q (3899.568299 sec): 3 clusters Score: Raw -944476.895926 + Penalty 3341.143519 = -941135.752407 nChanged 178 SP:Iteration 12Q (3899.716502 sec): 3 clusters Score: Raw -944609.670540 + Penalty 3341.143519 = -941268.527021 nChanged 125 SP:Iteration 13Q (3899.836840 sec): 3 clusters Score: Raw -944699.600144 + Penalty 3341.143519 = -941358.456625 nChanged 93 SP:Iteration 14Q (3899.994736 sec): 3 clusters Score: Raw -944769.285981 + Penalty 3341.143519 = -941428.142461 nChanged 70 SP:Iteration 15Q (3900.103612 sec): 3 clusters Score: Raw -944831.544502 + Penalty 3341.143519 = -941490.400983 nChanged 54 SP:Iteration 16Q (3900.235570 sec): 3 clusters Score: Raw -944884.160934 + Penalty 3341.143519 = -941543.017415 nChanged 40 SP:Iteration 17Q (3900.358857 sec): 3 clusters Score: Raw -944917.992996 + Penalty 3341.143519 = -941576.849477 nChanged 30 SP:Iteration 18Q (3900.503673 sec): 3 clusters Score: Raw -944942.137028 + Penalty 3341.143519 = -941600.993509 nChanged 17 SP:Iteration 19Q (3900.647068 sec): 3 clusters Score: Raw -944953.609233 + Penalty 3341.143519 = -941612.465714 nChanged 17 SP:Iteration 20F (3900.826492 sec): 3 clusters Score: Raw -944969.013265 + Penalty 3341.143519 = -941627.869746 nChanged 16 SP:Iteration 21Q (3900.870751 sec): 3 clusters Score: Raw -944986.538711 + Penalty 3341.143519 = -941645.395192 nChanged 14 SP:Iteration 22Q (3900.946232 sec): 3 clusters Score: Raw -944998.629107 + Penalty 3341.143519 = -941657.485588 nChanged 13 SP:Iteration 23Q (3901.021576 sec): 3 clusters Score: Raw -945010.943099 + Penalty 3341.143519 = -941669.799579 nChanged 13 SP:Iteration 24Q (3901.157171 sec): 3 clusters Score: Raw -945019.790747 + Penalty 3341.143519 = -941678.647228 nChanged 5 SP:Iteration 25Q (3901.307786 sec): 3 clusters Score: Raw -945023.159171 + Penalty 3341.143519 = -941682.015652 nChanged 5 SP:Iteration 26Q (3901.452294 sec): 3 clusters Score: Raw -945027.286893 + Penalty 3341.143519 = -941686.143374 nChanged 2 SP:Iteration 27Q (3901.519738 sec): 3 clusters Score: Raw -945029.346505 + Penalty 3341.143519 = -941688.202985 nChanged 3 SP:Iteration 28Q (3901.665290 sec): 3 clusters Score: Raw -945032.533731 + Penalty 3341.143519 = -941691.390211 nChanged 1 SP:Iteration 29Q (3901.802286 sec): 3 clusters Score: Raw -945033.092733 + Penalty 3341.143519 = -941691.949214 nChanged 1 SP:Iteration 30Q (3901.936956 sec): 3 clusters Score: Raw -945033.955804 + Penalty 3341.143519 = -941692.812285 nChanged 1 SP:Iteration 31Q (3902.053982 sec): 3 clusters Score: Raw -945035.106763 + Penalty 3341.143519 = -941693.963244 nChanged 1 SP:Iteration 32Q (3902.185932 sec): 3 clusters Score: Raw -945036.301305 + Penalty 3341.143519 = -941695.157785 nChanged 3 SP:Iteration 33Q (3902.323315 sec): 3 clusters Score: Raw -945039.523973 + Penalty 3341.143519 = -941698.380454 nChanged 2 SP:Iteration 34Q (3902.453041 sec): 3 clusters Score: Raw -945041.536210 + Penalty 3341.143519 = -941700.392690 nChanged 1 SP:Iteration 35Q (3902.581658 sec): 3 clusters Score: Raw -945042.105655 + Penalty 3341.143519 = -941700.962136 nChanged 0 SP:Iteration 36F (3902.722497 sec): 3 clusters Score: Raw -945042.105655 + Penalty 3341.143519 = -941700.962136 nChanged 0 Trying to split cluster 35 (2523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3902.776532 sec): 2 clusters Score: Raw -163538.634882 + Penalty 1374.727293 = -162163.907589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3902.890662 sec): 3 clusters Score: Raw -162464.899929 + Penalty 2749.454586 = -159715.445343 nChanged 914 SP:Iteration 1F (3903.063601 sec): 3 clusters Score: Raw -163079.329842 + Penalty 2749.454586 = -160329.875256 nChanged 222 SP:Iteration 2F (3903.159558 sec): 3 clusters Score: Raw -163279.292115 + Penalty 2749.454586 = -160529.837529 nChanged 157 SP:Iteration 3F (3903.256011 sec): 3 clusters Score: Raw -163418.534699 + Penalty 2749.454586 = -160669.080113 nChanged 111 SP:Iteration 4Q (3903.349600 sec): 3 clusters Score: Raw -163526.453302 + Penalty 2749.454586 = -160776.998716 nChanged 112 SP:Iteration 5Q (3903.447400 sec): 3 clusters Score: Raw -163619.348579 + Penalty 2749.454586 = -160869.893993 nChanged 103 SP:Iteration 6Q (3903.539575 sec): 3 clusters Score: Raw -163708.751998 + Penalty 2749.454586 = -160959.297412 nChanged 94 SP:Iteration 7Q (3903.645096 sec): 3 clusters Score: Raw -163800.461358 + Penalty 2749.454586 = -161051.006772 nChanged 75 SP:Iteration 8Q (3903.713240 sec): 3 clusters Score: Raw -163880.935478 + Penalty 2749.454586 = -161131.480892 nChanged 61 SP:Iteration 9Q (3903.824909 sec): 3 clusters Score: Raw -163938.943774 + Penalty 2749.454586 = -161189.489188 nChanged 62 SP:Iteration 10Q (3903.906702 sec): 3 clusters Score: Raw -163989.722546 + Penalty 2749.454586 = -161240.267960 nChanged 46 SP:Iteration 11Q (3904.020254 sec): 3 clusters Score: Raw -164024.302132 + Penalty 2749.454586 = -161274.847546 nChanged 36 SP:Iteration 12Q (3904.095098 sec): 3 clusters Score: Raw -164050.673657 + Penalty 2749.454586 = -161301.219071 nChanged 24 SP:Iteration 13Q (3904.193339 sec): 3 clusters Score: Raw -164066.409943 + Penalty 2749.454586 = -161316.955357 nChanged 25 SP:Iteration 14Q (3904.280733 sec): 3 clusters Score: Raw -164080.013711 + Penalty 2749.454586 = -161330.559125 nChanged 19 SP:Iteration 15Q (3904.384829 sec): 3 clusters Score: Raw -164088.631112 + Penalty 2749.454586 = -161339.176526 nChanged 15 SP:Iteration 16Q (3904.486777 sec): 3 clusters Score: Raw -164096.713131 + Penalty 2749.454586 = -161347.258545 nChanged 10 SP:Iteration 17Q (3904.595016 sec): 3 clusters Score: Raw -164101.758060 + Penalty 2749.454586 = -161352.303474 nChanged 7 SP:Iteration 18Q (3904.720630 sec): 3 clusters Score: Raw -164106.649351 + Penalty 2749.454586 = -161357.194765 nChanged 7 SP:Iteration 19Q (3904.822093 sec): 3 clusters Score: Raw -164112.567124 + Penalty 2749.454586 = -161363.112538 nChanged 8 SP:Iteration 20F (3904.902312 sec): 3 clusters Score: Raw -164116.809150 + Penalty 2749.454586 = -161367.354564 nChanged 10 SP:Iteration 21Q (3905.028148 sec): 3 clusters Score: Raw -164123.568594 + Penalty 2749.454586 = -161374.114008 nChanged 11 SP:Iteration 22Q (3905.117844 sec): 3 clusters Score: Raw -164129.447401 + Penalty 2749.454586 = -161379.992815 nChanged 8 SP:Iteration 23Q (3905.243157 sec): 3 clusters Score: Raw -164133.336171 + Penalty 2749.454586 = -161383.881585 nChanged 4 SP:Iteration 24Q (3905.325606 sec): 3 clusters Score: Raw -164134.965991 + Penalty 2749.454586 = -161385.511405 nChanged 1 SP:Iteration 25Q (3905.411247 sec): 3 clusters Score: Raw -164135.285687 + Penalty 2749.454586 = -161385.831101 nChanged 0 SP:Iteration 26F (3905.525300 sec): 3 clusters Score: Raw -164135.285687 + Penalty 2749.454586 = -161385.831101 nChanged 0 Trying to split cluster 36 (1182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3905.578519 sec): 2 clusters Score: Raw -39410.634913 + Penalty 1241.656041 = -38168.978872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3905.662905 sec): 3 clusters Score: Raw -39070.791057 + Penalty 2483.312082 = -36587.478975 nChanged 346 SP:Iteration 1F (3905.754844 sec): 3 clusters Score: Raw -39383.952045 + Penalty 2483.312082 = -36900.639963 nChanged 102 SP:Iteration 2F (3905.888942 sec): 3 clusters Score: Raw -39504.892799 + Penalty 2483.312082 = -37021.580717 nChanged 64 SP:Iteration 3F (3905.946930 sec): 3 clusters Score: Raw -39577.260267 + Penalty 2483.312082 = -37093.948185 nChanged 44 SP:Iteration 4Q (3906.044316 sec): 3 clusters Score: Raw -39628.302192 + Penalty 2483.312082 = -37144.990109 nChanged 48 SP:Iteration 5Q (3906.153725 sec): 3 clusters Score: Raw -39711.442023 + Penalty 2483.312082 = -37228.129940 nChanged 37 SP:Iteration 6Q (3906.251315 sec): 3 clusters Score: Raw -39752.936157 + Penalty 2483.312082 = -37269.624074 nChanged 24 SP:Iteration 7Q (3906.352813 sec): 3 clusters Score: Raw -39789.163754 + Penalty 2483.312082 = -37305.851672 nChanged 21 SP:Iteration 8Q (3906.421334 sec): 3 clusters Score: Raw -39810.562866 + Penalty 2483.312082 = -37327.250784 nChanged 14 SP:Iteration 9Q (3906.513448 sec): 3 clusters Score: Raw -39825.097392 + Penalty 2483.312082 = -37341.785309 nChanged 9 SP:Iteration 10Q (3906.604410 sec): 3 clusters Score: Raw -39832.289507 + Penalty 2483.312082 = -37348.977424 nChanged 8 SP:Iteration 11Q (3906.697595 sec): 3 clusters Score: Raw -39838.425683 + Penalty 2483.312082 = -37355.113601 nChanged 6 SP:Iteration 12Q (3906.779130 sec): 3 clusters Score: Raw -39847.275985 + Penalty 2483.312082 = -37363.963902 nChanged 7 SP:Iteration 13Q (3906.893364 sec): 3 clusters Score: Raw -39854.682236 + Penalty 2483.312082 = -37371.370153 nChanged 7 SP:Iteration 14Q (3906.971587 sec): 3 clusters Score: Raw -39866.454987 + Penalty 2483.312082 = -37383.142904 nChanged 12 SP:Iteration 15Q (3907.074890 sec): 3 clusters Score: Raw -39878.508489 + Penalty 2483.312082 = -37395.196406 nChanged 8 SP:Iteration 16Q (3907.151788 sec): 3 clusters Score: Raw -39885.836969 + Penalty 2483.312082 = -37402.524887 nChanged 14 SP:Iteration 17Q (3907.240982 sec): 3 clusters Score: Raw -39900.438918 + Penalty 2483.312082 = -37417.126836 nChanged 12 SP:Iteration 18Q (3907.314352 sec): 3 clusters Score: Raw -39911.605621 + Penalty 2483.312082 = -37428.293538 nChanged 5 SP:Iteration 19Q (3907.410631 sec): 3 clusters Score: Raw -39915.129423 + Penalty 2483.312082 = -37431.817341 nChanged 4 SP:Iteration 20F (3907.540148 sec): 3 clusters Score: Raw -39917.854736 + Penalty 2483.312082 = -37434.542654 nChanged 2 SP:Iteration 21Q (3907.643321 sec): 3 clusters Score: Raw -39920.036994 + Penalty 2483.312082 = -37436.724911 nChanged 2 SP:Iteration 22Q (3907.723553 sec): 3 clusters Score: Raw -39921.297363 + Penalty 2483.312082 = -37437.985281 nChanged 1 SP:Iteration 23Q (3907.815028 sec): 3 clusters Score: Raw -39921.861409 + Penalty 2483.312082 = -37438.549326 nChanged 0 SP:Iteration 24F (3907.923360 sec): 3 clusters Score: Raw -39921.861409 + Penalty 2483.312082 = -37438.549326 nChanged 0 Trying to split cluster 37 (4435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3907.972813 sec): 2 clusters Score: Raw -307154.906508 + Penalty 1473.723148 = -305681.183360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3908.084338 sec): 3 clusters Score: Raw -304962.192124 + Penalty 2947.446296 = -302014.745828 nChanged 1752 SP:Iteration 1F (3908.194275 sec): 3 clusters Score: Raw -305999.609181 + Penalty 2947.446296 = -303052.162885 nChanged 312 SP:Iteration 2F (3908.307958 sec): 3 clusters Score: Raw -306157.942056 + Penalty 2947.446296 = -303210.495760 nChanged 206 SP:Iteration 3Q (3908.427252 sec): 3 clusters Score: Raw -306264.959601 + Penalty 2947.446296 = -303317.513305 nChanged 172 SP:Iteration 4Q (3908.552214 sec): 3 clusters Score: Raw -306345.816568 + Penalty 2947.446296 = -303398.370272 nChanged 136 SP:Iteration 5Q (3908.656369 sec): 3 clusters Score: Raw -306416.486176 + Penalty 2947.446296 = -303469.039880 nChanged 137 SP:Iteration 6Q (3908.751504 sec): 3 clusters Score: Raw -306485.077011 + Penalty 2947.446296 = -303537.630715 nChanged 139 SP:Iteration 7Q (3908.867552 sec): 3 clusters Score: Raw -306559.047385 + Penalty 2947.446296 = -303611.601089 nChanged 133 SP:Iteration 8Q (3908.997128 sec): 3 clusters Score: Raw -306620.284049 + Penalty 2947.446296 = -303672.837753 nChanged 101 SP:Iteration 9Q (3909.117019 sec): 3 clusters Score: Raw -306660.979534 + Penalty 2947.446296 = -303713.533238 nChanged 85 SP:Iteration 10Q (3909.192386 sec): 3 clusters Score: Raw -306698.912662 + Penalty 2947.446296 = -303751.466366 nChanged 86 SP:Iteration 11Q (3909.307902 sec): 3 clusters Score: Raw -306734.180022 + Penalty 2947.446296 = -303786.733726 nChanged 82 SP:Iteration 12Q (3909.405782 sec): 3 clusters Score: Raw -306772.730405 + Penalty 2947.446296 = -303825.284109 nChanged 90 SP:Iteration 13Q (3909.518794 sec): 3 clusters Score: Raw -306823.888648 + Penalty 2947.446296 = -303876.442352 nChanged 101 SP:Iteration 14Q (3909.617025 sec): 3 clusters Score: Raw -306872.501632 + Penalty 2947.446296 = -303925.055335 nChanged 80 SP:Iteration 15Q (3909.731364 sec): 3 clusters Score: Raw -306913.066243 + Penalty 2947.446296 = -303965.619947 nChanged 72 SP:Iteration 16Q (3909.871117 sec): 3 clusters Score: Raw -306940.070224 + Penalty 2947.446296 = -303992.623927 nChanged 54 SP:Iteration 17Q (3909.963480 sec): 3 clusters Score: Raw -306963.796779 + Penalty 2947.446296 = -304016.350483 nChanged 58 SP:Iteration 18Q (3910.060650 sec): 3 clusters Score: Raw -306990.918812 + Penalty 2947.446296 = -304043.472516 nChanged 46 SP:Iteration 19Q (3910.175318 sec): 3 clusters Score: Raw -307010.224680 + Penalty 2947.446296 = -304062.778384 nChanged 49 SP:Iteration 20F (3910.285294 sec): 3 clusters Score: Raw -307035.983386 + Penalty 2947.446296 = -304088.537090 nChanged 50 SP:Iteration 21Q (3910.397915 sec): 3 clusters Score: Raw -307061.331761 + Penalty 2947.446296 = -304113.885465 nChanged 35 SP:Iteration 22Q (3910.487981 sec): 3 clusters Score: Raw -307076.846640 + Penalty 2947.446296 = -304129.400344 nChanged 40 SP:Iteration 23Q (3910.595770 sec): 3 clusters Score: Raw -307096.210531 + Penalty 2947.446296 = -304148.764235 nChanged 45 SP:Iteration 24Q (3910.717396 sec): 3 clusters Score: Raw -307119.892016 + Penalty 2947.446296 = -304172.445720 nChanged 42 SP:Iteration 25Q (3910.798418 sec): 3 clusters Score: Raw -307142.417295 + Penalty 2947.446296 = -304194.970999 nChanged 35 SP:Iteration 26Q (3910.922510 sec): 3 clusters Score: Raw -307161.716322 + Penalty 2947.446296 = -304214.270026 nChanged 36 SP:Iteration 27Q (3911.013355 sec): 3 clusters Score: Raw -307182.573156 + Penalty 2947.446296 = -304235.126860 nChanged 37 SP:Iteration 28Q (3911.130781 sec): 3 clusters Score: Raw -307201.550223 + Penalty 2947.446296 = -304254.103927 nChanged 31 SP:Iteration 29Q (3911.230404 sec): 3 clusters Score: Raw -307215.903794 + Penalty 2947.446296 = -304268.457498 nChanged 22 SP:Iteration 30Q (3911.332062 sec): 3 clusters Score: Raw -307226.791359 + Penalty 2947.446296 = -304279.345063 nChanged 18 SP:Iteration 31Q (3911.444402 sec): 3 clusters Score: Raw -307233.922998 + Penalty 2947.446296 = -304286.476702 nChanged 12 SP:Iteration 32Q (3911.548493 sec): 3 clusters Score: Raw -307238.815654 + Penalty 2947.446296 = -304291.369358 nChanged 9 SP:Iteration 33Q (3911.661791 sec): 3 clusters Score: Raw -307242.361924 + Penalty 2947.446296 = -304294.915628 nChanged 7 SP:Iteration 34Q (3911.753432 sec): 3 clusters Score: Raw -307246.696067 + Penalty 2947.446296 = -304299.249770 nChanged 7 SP:Iteration 35Q (3911.862342 sec): 3 clusters Score: Raw -307248.714467 + Penalty 2947.446296 = -304301.268170 nChanged 3 SP:Iteration 36Q (3911.981781 sec): 3 clusters Score: Raw -307250.148108 + Penalty 2947.446296 = -304302.701812 nChanged 5 SP:Iteration 37Q (3912.075930 sec): 3 clusters Score: Raw -307253.616877 + Penalty 2947.446296 = -304306.170580 nChanged 5 SP:Iteration 38Q (3912.161451 sec): 3 clusters Score: Raw -307256.247174 + Penalty 2947.446296 = -304308.800878 nChanged 3 SP:Iteration 39Q (3912.279468 sec): 3 clusters Score: Raw -307257.227204 + Penalty 2947.446296 = -304309.780908 nChanged 2 SP:Iteration 40F (3912.376172 sec): 3 clusters Score: Raw -307258.281509 + Penalty 2947.446296 = -304310.835213 nChanged 5 SP:Iteration 41Q (3912.486138 sec): 3 clusters Score: Raw -307261.850257 + Penalty 2947.446296 = -304314.403961 nChanged 6 SP:Iteration 42Q (3912.607336 sec): 3 clusters Score: Raw -307264.144673 + Penalty 2947.446296 = -304316.698377 nChanged 2 SP:Iteration 43Q (3912.706554 sec): 3 clusters Score: Raw -307265.132291 + Penalty 2947.446296 = -304317.685995 nChanged 3 SP:Iteration 44Q (3912.830030 sec): 3 clusters Score: Raw -307266.015371 + Penalty 2947.446296 = -304318.569075 nChanged 3 SP:Iteration 45Q (3912.931301 sec): 3 clusters Score: Raw -307266.766307 + Penalty 2947.446296 = -304319.320011 nChanged 2 SP:Iteration 46Q (3913.036714 sec): 3 clusters Score: Raw -307267.551229 + Penalty 2947.446296 = -304320.104933 nChanged 6 SP:Iteration 47Q (3913.140491 sec): 3 clusters Score: Raw -307269.276814 + Penalty 2947.446296 = -304321.830518 nChanged 5 SP:Iteration 48Q (3913.240327 sec): 3 clusters Score: Raw -307270.766705 + Penalty 2947.446296 = -304323.320409 nChanged 4 SP:Iteration 49Q (3913.336852 sec): 3 clusters Score: Raw -307272.920644 + Penalty 2947.446296 = -304325.474348 nChanged 6 SP:Iteration 50Q (3913.432888 sec): 3 clusters Score: Raw -307275.105747 + Penalty 2947.446296 = -304327.659451 nChanged 6 SP:Iteration 51Q (3913.558116 sec): 3 clusters Score: Raw -307276.944193 + Penalty 2947.446296 = -304329.497897 nChanged 4 SP:Iteration 52Q (3913.673574 sec): 3 clusters Score: Raw -307278.907201 + Penalty 2947.446296 = -304331.460905 nChanged 8 SP:Iteration 53Q (3913.780822 sec): 3 clusters Score: Raw -307282.948071 + Penalty 2947.446296 = -304335.501775 nChanged 11 SP:Iteration 54Q (3913.891544 sec): 3 clusters Score: Raw -307287.211394 + Penalty 2947.446296 = -304339.765097 nChanged 10 SP:Iteration 55Q (3913.991937 sec): 3 clusters Score: Raw -307293.080780 + Penalty 2947.446296 = -304345.634483 nChanged 10 SP:Iteration 56Q (3914.094577 sec): 3 clusters Score: Raw -307298.774309 + Penalty 2947.446296 = -304351.328013 nChanged 10 SP:Iteration 57Q (3914.226568 sec): 3 clusters Score: Raw -307303.126118 + Penalty 2947.446296 = -304355.679822 nChanged 5 SP:Iteration 58Q (3914.320756 sec): 3 clusters Score: Raw -307305.484608 + Penalty 2947.446296 = -304358.038312 nChanged 6 SP:Iteration 59Q (3914.459857 sec): 3 clusters Score: Raw -307307.901684 + Penalty 2947.446296 = -304360.455388 nChanged 6 SP:Iteration 60F (3914.554486 sec): 3 clusters Score: Raw -307311.282783 + Penalty 2947.446296 = -304363.836487 nChanged 8 SP:Iteration 61Q (3914.661526 sec): 3 clusters Score: Raw -307314.540456 + Penalty 2947.446296 = -304367.094160 nChanged 7 SP:Iteration 62Q (3914.761333 sec): 3 clusters Score: Raw -307318.077383 + Penalty 2947.446296 = -304370.631087 nChanged 6 SP:Iteration 63Q (3914.840826 sec): 3 clusters Score: Raw -307320.845326 + Penalty 2947.446296 = -304373.399030 nChanged 4 SP:Iteration 64Q (3914.942070 sec): 3 clusters Score: Raw -307322.355726 + Penalty 2947.446296 = -304374.909430 nChanged 3 SP:Iteration 65Q (3915.081527 sec): 3 clusters Score: Raw -307323.219689 + Penalty 2947.446296 = -304375.773393 nChanged 4 SP:Iteration 66Q (3915.170600 sec): 3 clusters Score: Raw -307325.151451 + Penalty 2947.446296 = -304377.705155 nChanged 4 SP:Iteration 67Q (3915.290260 sec): 3 clusters Score: Raw -307326.811416 + Penalty 2947.446296 = -304379.365120 nChanged 2 SP:Iteration 68Q (3915.402449 sec): 3 clusters Score: Raw -307327.955384 + Penalty 2947.446296 = -304380.509088 nChanged 4 SP:Iteration 69Q (3915.540456 sec): 3 clusters Score: Raw -307329.227564 + Penalty 2947.446296 = -304381.781268 nChanged 2 SP:Iteration 70Q (3915.627370 sec): 3 clusters Score: Raw -307329.918080 + Penalty 2947.446296 = -304382.471784 nChanged 2 SP:Iteration 71Q (3915.727262 sec): 3 clusters Score: Raw -307330.680604 + Penalty 2947.446296 = -304383.234307 nChanged 3 SP:Iteration 72Q (3915.866339 sec): 3 clusters Score: Raw -307331.902973 + Penalty 2947.446296 = -304384.456677 nChanged 4 SP:Iteration 73Q (3915.955510 sec): 3 clusters Score: Raw -307332.772737 + Penalty 2947.446296 = -304385.326441 nChanged 2 SP:Iteration 74Q (3916.055840 sec): 3 clusters Score: Raw -307333.552274 + Penalty 2947.446296 = -304386.105978 nChanged 1 SP:Iteration 75Q (3916.162194 sec): 3 clusters Score: Raw -307333.811656 + Penalty 2947.446296 = -304386.365360 nChanged 1 SP:Iteration 76Q (3916.277212 sec): 3 clusters Score: Raw -307334.034675 + Penalty 2947.446296 = -304386.588379 nChanged 1 SP:Iteration 77Q (3916.359666 sec): 3 clusters Score: Raw -307334.700484 + Penalty 2947.446296 = -304387.254188 nChanged 1 SP:Iteration 78Q (3916.452896 sec): 3 clusters Score: Raw -307335.061943 + Penalty 2947.446296 = -304387.615647 nChanged 0 SP:Iteration 79F (3916.545081 sec): 3 clusters Score: Raw -307335.061943 + Penalty 2947.446296 = -304387.615647 nChanged 0 Trying to split cluster 38 (8151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3916.641884 sec): 2 clusters Score: Raw -440853.389910 + Penalty 1580.534730 = -439272.855180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3916.767737 sec): 3 clusters Score: Raw -436392.361788 + Penalty 3161.069460 = -433231.292328 nChanged 3468 SP:Iteration 1F (3916.868314 sec): 3 clusters Score: Raw -438392.705568 + Penalty 3161.069460 = -435231.636108 nChanged 589 SP:Iteration 2F (3916.988767 sec): 3 clusters Score: Raw -438719.218074 + Penalty 3161.069460 = -435558.148614 nChanged 468 SP:Iteration 3F (3917.111934 sec): 3 clusters Score: Raw -438984.249568 + Penalty 3161.069460 = -435823.180108 nChanged 399 SP:Iteration 4Q (3917.221022 sec): 3 clusters Score: Raw -439257.646980 + Penalty 3161.069460 = -436096.577519 nChanged 457 SP:Iteration 5F (3917.338231 sec): 3 clusters Score: Raw -439617.774955 + Penalty 3161.069460 = -436456.705495 nChanged 453 SP:Iteration 6F (3917.433306 sec): 3 clusters Score: Raw -439963.061322 + Penalty 3161.069460 = -436801.991862 nChanged 390 SP:Iteration 7Q (3917.574620 sec): 3 clusters Score: Raw -440200.282794 + Penalty 3161.069460 = -437039.213334 nChanged 321 SP:Iteration 8Q (3917.708890 sec): 3 clusters Score: Raw -440403.750793 + Penalty 3161.069460 = -437242.681333 nChanged 286 SP:Iteration 9Q (3917.808599 sec): 3 clusters Score: Raw -440554.523193 + Penalty 3161.069460 = -437393.453733 nChanged 250 SP:Iteration 10Q (3917.923555 sec): 3 clusters Score: Raw -440675.474584 + Penalty 3161.069460 = -437514.405124 nChanged 190 SP:Iteration 11Q (3918.041739 sec): 3 clusters Score: Raw -440762.324716 + Penalty 3161.069460 = -437601.255256 nChanged 155 SP:Iteration 12Q (3918.149840 sec): 3 clusters Score: Raw -440816.522994 + Penalty 3161.069460 = -437655.453534 nChanged 116 SP:Iteration 13Q (3918.271202 sec): 3 clusters Score: Raw -440859.525733 + Penalty 3161.069460 = -437698.456273 nChanged 108 SP:Iteration 14Q (3918.367058 sec): 3 clusters Score: Raw -440894.336266 + Penalty 3161.069460 = -437733.266806 nChanged 65 SP:Iteration 15Q (3918.496084 sec): 3 clusters Score: Raw -440914.758752 + Penalty 3161.069460 = -437753.689291 nChanged 52 SP:Iteration 16Q (3918.615849 sec): 3 clusters Score: Raw -440930.085296 + Penalty 3161.069460 = -437769.015835 nChanged 51 SP:Iteration 17Q (3918.749311 sec): 3 clusters Score: Raw -440945.772123 + Penalty 3161.069460 = -437784.702663 nChanged 57 SP:Iteration 18Q (3918.865062 sec): 3 clusters Score: Raw -440960.720821 + Penalty 3161.069460 = -437799.651360 nChanged 44 SP:Iteration 19Q (3918.994184 sec): 3 clusters Score: Raw -440971.262759 + Penalty 3161.069460 = -437810.193299 nChanged 45 SP:Iteration 20F (3919.096919 sec): 3 clusters Score: Raw -440986.332466 + Penalty 3161.069460 = -437825.263005 nChanged 49 SP:Iteration 21Q (3919.228211 sec): 3 clusters Score: Raw -441004.094890 + Penalty 3161.069460 = -437843.025429 nChanged 41 SP:Iteration 22Q (3919.341896 sec): 3 clusters Score: Raw -441015.073143 + Penalty 3161.069460 = -437854.003683 nChanged 39 SP:Iteration 23Q (3919.489359 sec): 3 clusters Score: Raw -441024.635336 + Penalty 3161.069460 = -437863.565876 nChanged 44 SP:Iteration 24Q (3919.597934 sec): 3 clusters Score: Raw -441035.148839 + Penalty 3161.069460 = -437874.079378 nChanged 33 SP:Iteration 25Q (3919.706043 sec): 3 clusters Score: Raw -441043.153440 + Penalty 3161.069460 = -437882.083980 nChanged 22 SP:Iteration 26Q (3919.826191 sec): 3 clusters Score: Raw -441047.517473 + Penalty 3161.069460 = -437886.448013 nChanged 18 SP:Iteration 27Q (3919.929915 sec): 3 clusters Score: Raw -441050.856857 + Penalty 3161.069460 = -437889.787397 nChanged 14 SP:Iteration 28Q (3920.052182 sec): 3 clusters Score: Raw -441054.039629 + Penalty 3161.069460 = -437892.970169 nChanged 17 SP:Iteration 29Q (3920.149501 sec): 3 clusters Score: Raw -441056.828593 + Penalty 3161.069460 = -437895.759133 nChanged 11 SP:Iteration 30Q (3920.285958 sec): 3 clusters Score: Raw -441059.202766 + Penalty 3161.069460 = -437898.133306 nChanged 10 SP:Iteration 31Q (3920.384340 sec): 3 clusters Score: Raw -441061.242155 + Penalty 3161.069460 = -437900.172695 nChanged 17 SP:Iteration 32Q (3920.519920 sec): 3 clusters Score: Raw -441064.594648 + Penalty 3161.069460 = -437903.525188 nChanged 14 SP:Iteration 33Q (3920.626737 sec): 3 clusters Score: Raw -441067.369252 + Penalty 3161.069460 = -437906.299791 nChanged 16 SP:Iteration 34Q (3920.768762 sec): 3 clusters Score: Raw -441072.873602 + Penalty 3161.069460 = -437911.804142 nChanged 21 SP:Iteration 35Q (3920.883358 sec): 3 clusters Score: Raw -441078.891336 + Penalty 3161.069460 = -437917.821876 nChanged 24 SP:Iteration 36Q (3920.988208 sec): 3 clusters Score: Raw -441084.721666 + Penalty 3161.069460 = -437923.652205 nChanged 25 SP:Iteration 37Q (3921.130640 sec): 3 clusters Score: Raw -441089.785367 + Penalty 3161.069460 = -437928.715907 nChanged 19 SP:Iteration 38Q (3921.233235 sec): 3 clusters Score: Raw -441093.011857 + Penalty 3161.069460 = -437931.942396 nChanged 19 SP:Iteration 39Q (3921.324894 sec): 3 clusters Score: Raw -441097.043326 + Penalty 3161.069460 = -437935.973865 nChanged 23 SP:Iteration 40F (3921.430753 sec): 3 clusters Score: Raw -441100.968563 + Penalty 3161.069460 = -437939.899103 nChanged 11 SP:Iteration 41Q (3921.552035 sec): 3 clusters Score: Raw -441103.569382 + Penalty 3161.069460 = -437942.499922 nChanged 12 SP:Iteration 42Q (3921.676214 sec): 3 clusters Score: Raw -441106.711653 + Penalty 3161.069460 = -437945.642193 nChanged 11 SP:Iteration 43Q (3921.787064 sec): 3 clusters Score: Raw -441109.266866 + Penalty 3161.069460 = -437948.197405 nChanged 12 SP:Iteration 44Q (3921.909578 sec): 3 clusters Score: Raw -441112.449717 + Penalty 3161.069460 = -437951.380257 nChanged 23 SP:Iteration 45Q (3922.011395 sec): 3 clusters Score: Raw -441120.010129 + Penalty 3161.069460 = -437958.940669 nChanged 32 SP:Iteration 46Q (3922.139271 sec): 3 clusters Score: Raw -441130.727389 + Penalty 3161.069460 = -437969.657929 nChanged 33 SP:Iteration 47Q (3922.284136 sec): 3 clusters Score: Raw -441142.154616 + Penalty 3161.069460 = -437981.085156 nChanged 39 SP:Iteration 48Q (3922.423339 sec): 3 clusters Score: Raw -441156.107992 + Penalty 3161.069460 = -437995.038532 nChanged 40 SP:Iteration 49Q (3922.541459 sec): 3 clusters Score: Raw -441169.849466 + Penalty 3161.069460 = -438008.780005 nChanged 38 SP:Iteration 50Q (3922.670648 sec): 3 clusters Score: Raw -441180.908732 + Penalty 3161.069460 = -438019.839272 nChanged 34 SP:Iteration 51Q (3922.804256 sec): 3 clusters Score: Raw -441191.866725 + Penalty 3161.069460 = -438030.797264 nChanged 31 SP:Iteration 52Q (3922.928799 sec): 3 clusters Score: Raw -441202.201421 + Penalty 3161.069460 = -438041.131961 nChanged 36 SP:Iteration 53Q (3923.047159 sec): 3 clusters Score: Raw -441213.352117 + Penalty 3161.069460 = -438052.282657 nChanged 38 SP:Iteration 54Q (3923.192571 sec): 3 clusters Score: Raw -441224.777032 + Penalty 3161.069460 = -438063.707572 nChanged 32 SP:Iteration 55Q (3923.299612 sec): 3 clusters Score: Raw -441237.842440 + Penalty 3161.069460 = -438076.772980 nChanged 42 SP:Iteration 56Q (3923.402637 sec): 3 clusters Score: Raw -441256.984192 + Penalty 3161.069460 = -438095.914732 nChanged 41 SP:Iteration 57Q (3923.511440 sec): 3 clusters Score: Raw -441273.513727 + Penalty 3161.069460 = -438112.444266 nChanged 45 SP:Iteration 58Q (3923.637084 sec): 3 clusters Score: Raw -441289.121674 + Penalty 3161.069460 = -438128.052214 nChanged 32 SP:Iteration 59Q (3923.755937 sec): 3 clusters Score: Raw -441302.121604 + Penalty 3161.069460 = -438141.052144 nChanged 35 SP:Iteration 60F (3923.885757 sec): 3 clusters Score: Raw -441317.357421 + Penalty 3161.069460 = -438156.287961 nChanged 36 SP:Iteration 61Q (3924.024892 sec): 3 clusters Score: Raw -441334.427881 + Penalty 3161.069460 = -438173.358421 nChanged 43 SP:Iteration 62Q (3924.138242 sec): 3 clusters Score: Raw -441354.400182 + Penalty 3161.069460 = -438193.330722 nChanged 42 SP:Iteration 63Q (3924.249053 sec): 3 clusters Score: Raw -441377.639402 + Penalty 3161.069460 = -438216.569942 nChanged 40 SP:Iteration 64Q (3924.361535 sec): 3 clusters Score: Raw -441394.447799 + Penalty 3161.069460 = -438233.378339 nChanged 33 SP:Iteration 65Q (3924.447718 sec): 3 clusters Score: Raw -441410.795860 + Penalty 3161.069460 = -438249.726400 nChanged 27 SP:Iteration 66Q (3924.580586 sec): 3 clusters Score: Raw -441422.231941 + Penalty 3161.069460 = -438261.162480 nChanged 26 SP:Iteration 67Q (3924.681258 sec): 3 clusters Score: Raw -441434.630461 + Penalty 3161.069460 = -438273.561000 nChanged 29 SP:Iteration 68Q (3924.788954 sec): 3 clusters Score: Raw -441447.740068 + Penalty 3161.069460 = -438286.670608 nChanged 30 SP:Iteration 69Q (3924.921302 sec): 3 clusters Score: Raw -441461.122171 + Penalty 3161.069460 = -438300.052710 nChanged 30 SP:Iteration 70Q (3925.040505 sec): 3 clusters Score: Raw -441473.372470 + Penalty 3161.069460 = -438312.303010 nChanged 30 SP:Iteration 71Q (3925.134053 sec): 3 clusters Score: Raw -441484.237141 + Penalty 3161.069460 = -438323.167681 nChanged 26 SP:Iteration 72Q (3925.263127 sec): 3 clusters Score: Raw -441492.879298 + Penalty 3161.069460 = -438331.809838 nChanged 21 SP:Iteration 73Q (3925.358687 sec): 3 clusters Score: Raw -441500.765057 + Penalty 3161.069460 = -438339.695597 nChanged 17 SP:Iteration 74Q (3925.477610 sec): 3 clusters Score: Raw -441507.657334 + Penalty 3161.069460 = -438346.587874 nChanged 19 SP:Iteration 75Q (3925.567471 sec): 3 clusters Score: Raw -441513.961017 + Penalty 3161.069460 = -438352.891557 nChanged 13 SP:Iteration 76Q (3925.677711 sec): 3 clusters Score: Raw -441518.716999 + Penalty 3161.069460 = -438357.647539 nChanged 20 SP:Iteration 77Q (3925.808224 sec): 3 clusters Score: Raw -441525.756964 + Penalty 3161.069460 = -438364.687503 nChanged 23 SP:Iteration 78Q (3925.944545 sec): 3 clusters Score: Raw -441536.665052 + Penalty 3161.069460 = -438375.595592 nChanged 26 SP:Iteration 79Q (3926.051333 sec): 3 clusters Score: Raw -441551.959110 + Penalty 3161.069460 = -438390.889650 nChanged 29 SP:Iteration 80F (3926.194761 sec): 3 clusters Score: Raw -441569.807923 + Penalty 3161.069460 = -438408.738463 nChanged 27 SP:Iteration 81Q (3926.307621 sec): 3 clusters Score: Raw -441586.910457 + Penalty 3161.069460 = -438425.840996 nChanged 27 SP:Iteration 82Q (3926.425925 sec): 3 clusters Score: Raw -441615.047142 + Penalty 3161.069460 = -438453.977682 nChanged 34 SP:Iteration 83Q (3926.534288 sec): 3 clusters Score: Raw -441659.069945 + Penalty 3161.069460 = -438498.000484 nChanged 43 SP:Iteration 84Q (3926.649940 sec): 3 clusters Score: Raw -441720.874341 + Penalty 3161.069460 = -438559.804881 nChanged 37 SP:Iteration 85Q (3926.787274 sec): 3 clusters Score: Raw -441757.229227 + Penalty 3161.069460 = -438596.159767 nChanged 29 SP:Iteration 86Q (3926.878314 sec): 3 clusters Score: Raw -441772.367666 + Penalty 3161.069460 = -438611.298206 nChanged 19 SP:Iteration 87Q (3926.998463 sec): 3 clusters Score: Raw -441780.379118 + Penalty 3161.069460 = -438619.309658 nChanged 12 SP:Iteration 88Q (3927.112226 sec): 3 clusters Score: Raw -441786.426657 + Penalty 3161.069460 = -438625.357197 nChanged 11 SP:Iteration 89Q (3927.220987 sec): 3 clusters Score: Raw -441792.258211 + Penalty 3161.069460 = -438631.188751 nChanged 11 SP:Iteration 90Q (3927.361473 sec): 3 clusters Score: Raw -441796.831079 + Penalty 3161.069460 = -438635.761619 nChanged 1 SP:Iteration 91Q (3927.476975 sec): 3 clusters Score: Raw -441797.353710 + Penalty 3161.069460 = -438636.284250 nChanged 3 SP:Iteration 92Q (3927.587507 sec): 3 clusters Score: Raw -441798.252912 + Penalty 3161.069460 = -438637.183451 nChanged 2 SP:Iteration 93Q (3927.687303 sec): 3 clusters Score: Raw -441799.087447 + Penalty 3161.069460 = -438638.017986 nChanged 5 SP:Iteration 94Q (3927.808045 sec): 3 clusters Score: Raw -441802.070664 + Penalty 3161.069460 = -438641.001204 nChanged 4 SP:Iteration 95Q (3927.907871 sec): 3 clusters Score: Raw -441803.340701 + Penalty 3161.069460 = -438642.271241 nChanged 5 SP:Iteration 96Q (3928.028107 sec): 3 clusters Score: Raw -441805.230034 + Penalty 3161.069460 = -438644.160573 nChanged 1 SP:Iteration 97Q (3928.139820 sec): 3 clusters Score: Raw -441805.489172 + Penalty 3161.069460 = -438644.419712 nChanged 0 SP:Iteration 98F (3928.249119 sec): 3 clusters Score: Raw -441805.489172 + Penalty 3161.069460 = -438644.419712 nChanged 0 Trying to split cluster 39 (1301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3928.313834 sec): 2 clusters Score: Raw -62753.377291 + Penalty 1258.490928 = -61494.886363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3928.402686 sec): 3 clusters Score: Raw -62308.672067 + Penalty 2516.981856 = -59791.690211 nChanged 407 SP:Iteration 1F (3928.493252 sec): 3 clusters Score: Raw -62662.563845 + Penalty 2516.981856 = -60145.581989 nChanged 103 SP:Iteration 2F (3928.584598 sec): 3 clusters Score: Raw -62789.815356 + Penalty 2516.981856 = -60272.833500 nChanged 65 SP:Iteration 3Q (3928.688278 sec): 3 clusters Score: Raw -62859.495821 + Penalty 2516.981856 = -60342.513965 nChanged 40 SP:Iteration 4Q (3928.776940 sec): 3 clusters Score: Raw -62909.178461 + Penalty 2516.981856 = -60392.196605 nChanged 39 SP:Iteration 5Q (3928.906890 sec): 3 clusters Score: Raw -62953.883429 + Penalty 2516.981856 = -60436.901573 nChanged 27 SP:Iteration 6Q (3928.978452 sec): 3 clusters Score: Raw -62984.970358 + Penalty 2516.981856 = -60467.988502 nChanged 23 SP:Iteration 7Q (3929.089751 sec): 3 clusters Score: Raw -63005.213972 + Penalty 2516.981856 = -60488.232116 nChanged 19 SP:Iteration 8Q (3929.187530 sec): 3 clusters Score: Raw -63021.755335 + Penalty 2516.981856 = -60504.773479 nChanged 24 SP:Iteration 9Q (3929.302441 sec): 3 clusters Score: Raw -63041.346154 + Penalty 2516.981856 = -60524.364298 nChanged 19 SP:Iteration 10Q (3929.392007 sec): 3 clusters Score: Raw -63059.221503 + Penalty 2516.981856 = -60542.239647 nChanged 21 SP:Iteration 11Q (3929.525055 sec): 3 clusters Score: Raw -63077.391177 + Penalty 2516.981856 = -60560.409321 nChanged 23 SP:Iteration 12Q (3929.598232 sec): 3 clusters Score: Raw -63098.153588 + Penalty 2516.981856 = -60581.171732 nChanged 20 SP:Iteration 13Q (3929.723906 sec): 3 clusters Score: Raw -63115.889327 + Penalty 2516.981856 = -60598.907471 nChanged 17 SP:Iteration 14Q (3929.799345 sec): 3 clusters Score: Raw -63141.793565 + Penalty 2516.981856 = -60624.811709 nChanged 18 SP:Iteration 15Q (3929.885517 sec): 3 clusters Score: Raw -63165.675540 + Penalty 2516.981856 = -60648.693684 nChanged 20 SP:Iteration 16Q (3930.004660 sec): 3 clusters Score: Raw -63196.901202 + Penalty 2516.981856 = -60679.919346 nChanged 17 SP:Iteration 17Q (3930.085461 sec): 3 clusters Score: Raw -63219.458996 + Penalty 2516.981856 = -60702.477140 nChanged 19 SP:Iteration 18Q (3930.182803 sec): 3 clusters Score: Raw -63243.681141 + Penalty 2516.981856 = -60726.699285 nChanged 15 SP:Iteration 19Q (3930.286183 sec): 3 clusters Score: Raw -63259.168767 + Penalty 2516.981856 = -60742.186911 nChanged 14 SP:Iteration 20F (3930.372805 sec): 3 clusters Score: Raw -63276.558224 + Penalty 2516.981856 = -60759.576368 nChanged 15 SP:Iteration 21Q (3930.474007 sec): 3 clusters Score: Raw -63294.998339 + Penalty 2516.981856 = -60778.016483 nChanged 13 SP:Iteration 22Q (3930.577136 sec): 3 clusters Score: Raw -63307.087976 + Penalty 2516.981856 = -60790.106120 nChanged 15 SP:Iteration 23Q (3930.667039 sec): 3 clusters Score: Raw -63326.954046 + Penalty 2516.981856 = -60809.972190 nChanged 17 SP:Iteration 24Q (3930.760839 sec): 3 clusters Score: Raw -63343.859349 + Penalty 2516.981856 = -60826.877493 nChanged 11 SP:Iteration 25Q (3930.848221 sec): 3 clusters Score: Raw -63355.370373 + Penalty 2516.981856 = -60838.388517 nChanged 9 SP:Iteration 26Q (3930.942916 sec): 3 clusters Score: Raw -63364.344984 + Penalty 2516.981856 = -60847.363128 nChanged 4 SP:Iteration 27Q (3931.031346 sec): 3 clusters Score: Raw -63368.741507 + Penalty 2516.981856 = -60851.759651 nChanged 6 SP:Iteration 28Q (3931.107123 sec): 3 clusters Score: Raw -63374.101528 + Penalty 2516.981856 = -60857.119672 nChanged 10 SP:Iteration 29Q (3931.199803 sec): 3 clusters Score: Raw -63383.858891 + Penalty 2516.981856 = -60866.877035 nChanged 9 SP:Iteration 30Q (3931.294890 sec): 3 clusters Score: Raw -63392.624044 + Penalty 2516.981856 = -60875.642188 nChanged 4 SP:Iteration 31Q (3931.400754 sec): 3 clusters Score: Raw -63395.557408 + Penalty 2516.981856 = -60878.575553 nChanged 2 SP:Iteration 32Q (3931.480992 sec): 3 clusters Score: Raw -63397.559676 + Penalty 2516.981856 = -60880.577820 nChanged 2 SP:Iteration 33Q (3931.558219 sec): 3 clusters Score: Raw -63400.518243 + Penalty 2516.981856 = -60883.536387 nChanged 0 SP:Iteration 34F (3931.647676 sec): 3 clusters Score: Raw -63400.518243 + Penalty 2516.981856 = -60883.536387 nChanged 0 Trying to split cluster 40 (5382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3931.718545 sec): 2 clusters Score: Raw -375332.881513 + Penalty 1507.688091 = -373825.193423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3931.858266 sec): 3 clusters Score: Raw -372583.112833 + Penalty 3015.376181 = -369567.736651 nChanged 2194 SP:Iteration 1F (3931.963542 sec): 3 clusters Score: Raw -373772.817207 + Penalty 3015.376181 = -370757.441025 nChanged 372 SP:Iteration 2F (3932.068297 sec): 3 clusters Score: Raw -373974.659952 + Penalty 3015.376181 = -370959.283771 nChanged 324 SP:Iteration 3F (3932.180059 sec): 3 clusters Score: Raw -374146.549741 + Penalty 3015.376181 = -371131.173559 nChanged 265 SP:Iteration 4Q (3932.294209 sec): 3 clusters Score: Raw -374297.112878 + Penalty 3015.376181 = -371281.736697 nChanged 230 SP:Iteration 5Q (3932.404287 sec): 3 clusters Score: Raw -374422.714211 + Penalty 3015.376181 = -371407.338029 nChanged 205 SP:Iteration 6Q (3932.496986 sec): 3 clusters Score: Raw -374524.944898 + Penalty 3015.376181 = -371509.568717 nChanged 180 SP:Iteration 7Q (3932.625303 sec): 3 clusters Score: Raw -374608.064566 + Penalty 3015.376181 = -371592.688385 nChanged 171 SP:Iteration 8Q (3932.734269 sec): 3 clusters Score: Raw -374690.187803 + Penalty 3015.376181 = -371674.811622 nChanged 153 SP:Iteration 9Q (3932.858391 sec): 3 clusters Score: Raw -374765.184381 + Penalty 3015.376181 = -371749.808199 nChanged 163 SP:Iteration 10Q (3932.958532 sec): 3 clusters Score: Raw -374843.534196 + Penalty 3015.376181 = -371828.158015 nChanged 149 SP:Iteration 11Q (3933.073181 sec): 3 clusters Score: Raw -374911.430067 + Penalty 3015.376181 = -371896.053886 nChanged 130 SP:Iteration 12Q (3933.199156 sec): 3 clusters Score: Raw -374974.822430 + Penalty 3015.376181 = -371959.446249 nChanged 108 SP:Iteration 13Q (3933.296188 sec): 3 clusters Score: Raw -375031.763549 + Penalty 3015.376181 = -372016.387368 nChanged 121 SP:Iteration 14Q (3933.428917 sec): 3 clusters Score: Raw -375101.803954 + Penalty 3015.376181 = -372086.427773 nChanged 107 SP:Iteration 15Q (3933.518540 sec): 3 clusters Score: Raw -375158.400622 + Penalty 3015.376181 = -372143.024441 nChanged 89 SP:Iteration 16Q (3933.626001 sec): 3 clusters Score: Raw -375202.479710 + Penalty 3015.376181 = -372187.103528 nChanged 76 SP:Iteration 17Q (3933.710984 sec): 3 clusters Score: Raw -375243.870243 + Penalty 3015.376181 = -372228.494062 nChanged 83 SP:Iteration 18Q (3933.806188 sec): 3 clusters Score: Raw -375293.980668 + Penalty 3015.376181 = -372278.604487 nChanged 91 SP:Iteration 19Q (3933.927450 sec): 3 clusters Score: Raw -375352.790837 + Penalty 3015.376181 = -372337.414656 nChanged 98 SP:Iteration 20F (3934.053731 sec): 3 clusters Score: Raw -375420.390656 + Penalty 3015.376181 = -372405.014475 nChanged 108 SP:Iteration 21Q (3934.162468 sec): 3 clusters Score: Raw -375521.150229 + Penalty 3015.376181 = -372505.774047 nChanged 103 SP:Iteration 22Q (3934.267688 sec): 3 clusters Score: Raw -375613.282599 + Penalty 3015.376181 = -372597.906418 nChanged 101 SP:Iteration 23Q (3934.375584 sec): 3 clusters Score: Raw -375699.996253 + Penalty 3015.376181 = -372684.620072 nChanged 94 SP:Iteration 24Q (3934.485536 sec): 3 clusters Score: Raw -375781.741195 + Penalty 3015.376181 = -372766.365014 nChanged 77 SP:Iteration 25Q (3934.574777 sec): 3 clusters Score: Raw -375842.428901 + Penalty 3015.376181 = -372827.052720 nChanged 78 SP:Iteration 26Q (3934.663411 sec): 3 clusters Score: Raw -375900.646719 + Penalty 3015.376181 = -372885.270538 nChanged 67 SP:Iteration 27Q (3934.757273 sec): 3 clusters Score: Raw -375946.173991 + Penalty 3015.376181 = -372930.797810 nChanged 61 SP:Iteration 28Q (3934.868768 sec): 3 clusters Score: Raw -375985.868946 + Penalty 3015.376181 = -372970.492764 nChanged 49 SP:Iteration 29Q (3934.962530 sec): 3 clusters Score: Raw -376014.481167 + Penalty 3015.376181 = -372999.104986 nChanged 39 SP:Iteration 30Q (3935.081425 sec): 3 clusters Score: Raw -376036.932660 + Penalty 3015.376181 = -373021.556479 nChanged 33 SP:Iteration 31Q (3935.183921 sec): 3 clusters Score: Raw -376053.013442 + Penalty 3015.376181 = -373037.637260 nChanged 24 SP:Iteration 32Q (3935.297002 sec): 3 clusters Score: Raw -376059.689825 + Penalty 3015.376181 = -373044.313643 nChanged 7 SP:Iteration 33Q (3935.401487 sec): 3 clusters Score: Raw -376061.616240 + Penalty 3015.376181 = -373046.240059 nChanged 3 SP:Iteration 34Q (3935.520125 sec): 3 clusters Score: Raw -376062.219261 + Penalty 3015.376181 = -373046.843079 nChanged 2 SP:Iteration 35Q (3935.630852 sec): 3 clusters Score: Raw -376062.732593 + Penalty 3015.376181 = -373047.356412 nChanged 0 SP:Iteration 36F (3935.745294 sec): 3 clusters Score: Raw -376062.732593 + Penalty 3015.376181 = -373047.356412 nChanged 0 Trying to split cluster 41 (1532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3935.810220 sec): 2 clusters Score: Raw -71392.347254 + Penalty 1287.174801 = -70105.172453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3935.906387 sec): 3 clusters Score: Raw -70846.894357 + Penalty 2574.349602 = -68272.544755 nChanged 468 SP:Iteration 1F (3935.940475 sec): 3 clusters Score: Raw -71289.764038 + Penalty 2574.349602 = -68715.414436 nChanged 153 SP:Iteration 2F (3936.084031 sec): 3 clusters Score: Raw -71482.648450 + Penalty 2574.349602 = -68908.298848 nChanged 101 SP:Iteration 3F (3936.167105 sec): 3 clusters Score: Raw -71612.015924 + Penalty 2574.349602 = -69037.666322 nChanged 77 SP:Iteration 4F (3936.286723 sec): 3 clusters Score: Raw -71700.288336 + Penalty 2574.349602 = -69125.938734 nChanged 59 SP:Iteration 5Q (3936.364116 sec): 3 clusters Score: Raw -71771.602498 + Penalty 2574.349602 = -69197.252896 nChanged 47 SP:Iteration 6Q (3936.441489 sec): 3 clusters Score: Raw -71835.587157 + Penalty 2574.349602 = -69261.237555 nChanged 45 SP:Iteration 7Q (3936.543825 sec): 3 clusters Score: Raw -71911.199155 + Penalty 2574.349602 = -69336.849553 nChanged 26 SP:Iteration 8Q (3936.621961 sec): 3 clusters Score: Raw -71941.837982 + Penalty 2574.349602 = -69367.488380 nChanged 14 SP:Iteration 9Q (3936.741451 sec): 3 clusters Score: Raw -71957.412748 + Penalty 2574.349602 = -69383.063146 nChanged 12 SP:Iteration 10Q (3936.859461 sec): 3 clusters Score: Raw -71970.261434 + Penalty 2574.349602 = -69395.911832 nChanged 10 SP:Iteration 11Q (3936.944572 sec): 3 clusters Score: Raw -71979.380543 + Penalty 2574.349602 = -69405.030941 nChanged 10 SP:Iteration 12Q (3937.075877 sec): 3 clusters Score: Raw -71986.004396 + Penalty 2574.349602 = -69411.654794 nChanged 7 SP:Iteration 13Q (3937.153279 sec): 3 clusters Score: Raw -71993.011363 + Penalty 2574.349602 = -69418.661761 nChanged 10 SP:Iteration 14Q (3937.260890 sec): 3 clusters Score: Raw -72003.798962 + Penalty 2574.349602 = -69429.449361 nChanged 5 SP:Iteration 15Q (3937.366627 sec): 3 clusters Score: Raw -72010.012366 + Penalty 2574.349602 = -69435.662764 nChanged 7 SP:Iteration 16Q (3937.468714 sec): 3 clusters Score: Raw -72016.136018 + Penalty 2574.349602 = -69441.786416 nChanged 5 SP:Iteration 17Q (3937.586797 sec): 3 clusters Score: Raw -72020.840578 + Penalty 2574.349602 = -69446.490976 nChanged 5 SP:Iteration 18Q (3937.684355 sec): 3 clusters Score: Raw -72026.418390 + Penalty 2574.349602 = -69452.068788 nChanged 9 SP:Iteration 19Q (3937.762123 sec): 3 clusters Score: Raw -72034.839112 + Penalty 2574.349602 = -69460.489510 nChanged 11 SP:Iteration 20F (3937.827981 sec): 3 clusters Score: Raw -72042.401992 + Penalty 2574.349602 = -69468.052390 nChanged 4 SP:Iteration 21Q (3937.917584 sec): 3 clusters Score: Raw -72044.981045 + Penalty 2574.349602 = -69470.631443 nChanged 1 SP:Iteration 22Q (3937.999613 sec): 3 clusters Score: Raw -72047.210782 + Penalty 2574.349602 = -69472.861180 nChanged 5 SP:Iteration 23Q (3938.099161 sec): 3 clusters Score: Raw -72051.106773 + Penalty 2574.349602 = -69476.757171 nChanged 2 SP:Iteration 24Q (3938.197513 sec): 3 clusters Score: Raw -72052.341858 + Penalty 2574.349602 = -69477.992256 nChanged 1 SP:Iteration 25Q (3938.292638 sec): 3 clusters Score: Raw -72053.259762 + Penalty 2574.349602 = -69478.910160 nChanged 2 SP:Iteration 26Q (3938.386061 sec): 3 clusters Score: Raw -72055.059898 + Penalty 2574.349602 = -69480.710296 nChanged 3 SP:Iteration 27Q (3938.486402 sec): 3 clusters Score: Raw -72056.623072 + Penalty 2574.349602 = -69482.273470 nChanged 1 SP:Iteration 28Q (3938.573428 sec): 3 clusters Score: Raw -72057.237659 + Penalty 2574.349602 = -69482.888057 nChanged 1 SP:Iteration 29Q (3938.673623 sec): 3 clusters Score: Raw -72057.967870 + Penalty 2574.349602 = -69483.618268 nChanged 0 SP:Iteration 30F (3938.783144 sec): 3 clusters Score: Raw -72057.967870 + Penalty 2574.349602 = -69483.618268 nChanged 0 Trying to split cluster 42 (2200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3938.850834 sec): 2 clusters Score: Raw -141957.180249 + Penalty 1350.685318 = -140606.494930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3938.954378 sec): 3 clusters Score: Raw -141059.971303 + Penalty 2701.370636 = -138358.600666 nChanged 763 SP:Iteration 1F (3939.066910 sec): 3 clusters Score: Raw -141723.368052 + Penalty 2701.370636 = -139021.997416 nChanged 224 SP:Iteration 2F (3939.161264 sec): 3 clusters Score: Raw -142024.988346 + Penalty 2701.370636 = -139323.617710 nChanged 178 SP:Iteration 3F (3939.276561 sec): 3 clusters Score: Raw -142270.220145 + Penalty 2701.370636 = -139568.849509 nChanged 137 SP:Iteration 4F (3939.390100 sec): 3 clusters Score: Raw -142437.736819 + Penalty 2701.370636 = -139736.366183 nChanged 108 SP:Iteration 5Q (3939.487249 sec): 3 clusters Score: Raw -142549.179970 + Penalty 2701.370636 = -139847.809333 nChanged 71 SP:Iteration 6Q (3939.561740 sec): 3 clusters Score: Raw -142619.679101 + Penalty 2701.370636 = -139918.308464 nChanged 46 SP:Iteration 7Q (3939.658550 sec): 3 clusters Score: Raw -142653.327393 + Penalty 2701.370636 = -139951.956757 nChanged 25 SP:Iteration 8Q (3939.745458 sec): 3 clusters Score: Raw -142674.172381 + Penalty 2701.370636 = -139972.801745 nChanged 30 SP:Iteration 9Q (3939.842800 sec): 3 clusters Score: Raw -142697.021226 + Penalty 2701.370636 = -139995.650590 nChanged 16 SP:Iteration 10Q (3939.938950 sec): 3 clusters Score: Raw -142707.897431 + Penalty 2701.370636 = -140006.526795 nChanged 12 SP:Iteration 11Q (3940.019000 sec): 3 clusters Score: Raw -142715.942136 + Penalty 2701.370636 = -140014.571499 nChanged 11 SP:Iteration 12Q (3940.128179 sec): 3 clusters Score: Raw -142722.959189 + Penalty 2701.370636 = -140021.588553 nChanged 6 SP:Iteration 13Q (3940.214844 sec): 3 clusters Score: Raw -142725.569600 + Penalty 2701.370636 = -140024.198964 nChanged 5 SP:Iteration 14Q (3940.303258 sec): 3 clusters Score: Raw -142728.534438 + Penalty 2701.370636 = -140027.163801 nChanged 8 SP:Iteration 15Q (3940.411224 sec): 3 clusters Score: Raw -142736.137821 + Penalty 2701.370636 = -140034.767185 nChanged 10 SP:Iteration 16Q (3940.494872 sec): 3 clusters Score: Raw -142741.225577 + Penalty 2701.370636 = -140039.854941 nChanged 3 SP:Iteration 17Q (3940.588625 sec): 3 clusters Score: Raw -142742.675363 + Penalty 2701.370636 = -140041.304726 nChanged 1 SP:Iteration 18Q (3940.686028 sec): 3 clusters Score: Raw -142742.868567 + Penalty 2701.370636 = -140041.497930 nChanged 1 SP:Iteration 19Q (3940.785729 sec): 3 clusters Score: Raw -142743.325742 + Penalty 2701.370636 = -140041.955105 nChanged 1 SP:Iteration 20F (3940.901100 sec): 3 clusters Score: Raw -142743.548181 + Penalty 2701.370636 = -140042.177545 nChanged 2 SP:Iteration 21Q (3940.983872 sec): 3 clusters Score: Raw -142745.022621 + Penalty 2701.370636 = -140043.651985 nChanged 2 SP:Iteration 22Q (3941.090246 sec): 3 clusters Score: Raw -142746.373248 + Penalty 2701.370636 = -140045.002612 nChanged 5 SP:Iteration 23Q (3941.183750 sec): 3 clusters Score: Raw -142748.028119 + Penalty 2701.370636 = -140046.657482 nChanged 2 SP:Iteration 24Q (3941.290154 sec): 3 clusters Score: Raw -142748.721609 + Penalty 2701.370636 = -140047.350972 nChanged 2 SP:Iteration 25Q (3941.392254 sec): 3 clusters Score: Raw -142750.074190 + Penalty 2701.370636 = -140048.703554 nChanged 1 SP:Iteration 26Q (3941.481410 sec): 3 clusters Score: Raw -142750.354606 + Penalty 2701.370636 = -140048.983969 nChanged 1 SP:Iteration 27Q (3941.576197 sec): 3 clusters Score: Raw -142751.036255 + Penalty 2701.370636 = -140049.665619 nChanged 2 SP:Iteration 28Q (3941.712733 sec): 3 clusters Score: Raw -142752.987069 + Penalty 2701.370636 = -140051.616432 nChanged 2 SP:Iteration 29Q (3941.796350 sec): 3 clusters Score: Raw -142754.230956 + Penalty 2701.370636 = -140052.860320 nChanged 1 SP:Iteration 30Q (3941.904788 sec): 3 clusters Score: Raw -142754.503630 + Penalty 2701.370636 = -140053.132993 nChanged 0 SP:Iteration 31F (3942.040943 sec): 3 clusters Score: Raw -142754.503630 + Penalty 2701.370636 = -140053.132993 nChanged 0 Iteration 219Q (3949.376934 sec): 44 clusters Score: Raw -12001658.116201 + Penalty 92221.988886 = -11909436.127315 nChanged 993 Iteration 220F (3960.475952 sec): 44 clusters Score: Raw -12002319.718625 + Penalty 92221.988886 = -11910097.729739 nChanged 925 Iteration 221Q (3966.745782 sec): 44 clusters Score: Raw -12002644.041804 + Penalty 92221.988886 = -11910422.052918 nChanged 706 Iteration 222Q (3973.034489 sec): 44 clusters Score: Raw -12002867.928528 + Penalty 92221.988886 = -11910645.939642 nChanged 620 Iteration 223Q (3979.346012 sec): 44 clusters Score: Raw -12003037.918701 + Penalty 92221.988886 = -11910815.929815 nChanged 558 Iteration 224Q (3985.916544 sec): 44 clusters Score: Raw -12003181.719238 + Penalty 92221.988886 = -11910959.730352 nChanged 509 Iteration 225Q (3993.185594 sec): 44 clusters Score: Raw -12003313.565321 + Penalty 92221.988886 = -11911091.576435 nChanged 507 Iteration 226Q (4000.266100 sec): 44 clusters Score: Raw -12003439.471246 + Penalty 92221.988886 = -11911217.482360 nChanged 502 Iteration 227Q (4007.343032 sec): 44 clusters Score: Raw -12003550.131309 + Penalty 92221.988886 = -11911328.142423 nChanged 446 Iteration 228Q (4013.775132 sec): 44 clusters Score: Raw -12003645.148789 + Penalty 92221.988886 = -11911423.159903 nChanged 420 Iteration 229Q (4020.292136 sec): 44 clusters Score: Raw -12003742.079240 + Penalty 92221.988886 = -11911520.090354 nChanged 419 Iteration 230Q (4026.522125 sec): 44 clusters Score: Raw -12003832.157428 + Penalty 92221.988886 = -11911610.168542 nChanged 362 Iteration 231Q (4032.786871 sec): 44 clusters Score: Raw -12003904.800187 + Penalty 92221.988886 = -11911682.811301 nChanged 338 Iteration 232Q (4039.024246 sec): 44 clusters Score: Raw -12003967.467081 + Penalty 92221.988886 = -11911745.478195 nChanged 330 Iteration 233Q (4044.894214 sec): 44 clusters Score: Raw -12004026.526200 + Penalty 92221.988886 = -11911804.537314 nChanged 306 Iteration 234Q (4050.849179 sec): 44 clusters Score: Raw -12004078.833808 + Penalty 92221.988886 = -11911856.844922 nChanged 269 Iteration 235Q (4056.586248 sec): 44 clusters Score: Raw -12004125.034213 + Penalty 92221.988886 = -11911903.045327 nChanged 269 Iteration 236Q (4062.324817 sec): 44 clusters Score: Raw -12004167.813741 + Penalty 92221.988886 = -11911945.824855 nChanged 259 Iteration 237Q (4067.952775 sec): 44 clusters Score: Raw -12004205.345003 + Penalty 92221.988886 = -11911983.356117 nChanged 245 Iteration 238Q (4073.789684 sec): 44 clusters Score: Raw -12004243.074404 + Penalty 92221.988886 = -11912021.085518 nChanged 212 Iteration 239Q (4079.509725 sec): 44 clusters Score: Raw -12004270.502569 + Penalty 92221.988886 = -11912048.513683 nChanged 169 Iteration 240F (4088.697755 sec): 44 clusters Score: Raw -12004291.397769 + Penalty 92221.988886 = -11912069.408883 nChanged 151 Iteration 241Q (4094.690943 sec): 44 clusters Score: Raw -12004311.022053 + Penalty 92221.988886 = -11912089.033167 nChanged 133 Iteration 242Q (4101.077802 sec): 44 clusters Score: Raw -12004329.783731 + Penalty 92221.988886 = -11912107.794845 nChanged 120 Iteration 243Q (4106.274552 sec): 44 clusters Score: Raw -12004348.318327 + Penalty 92221.988886 = -11912126.329442 nChanged 100 Iteration 244Q (4111.837769 sec): 44 clusters Score: Raw -12004362.662265 + Penalty 92221.988886 = -11912140.673379 nChanged 78 Iteration 245Q (4117.201093 sec): 44 clusters Score: Raw -12004373.551933 + Penalty 92221.988886 = -11912151.563047 nChanged 63 Iteration 246Q (4122.635667 sec): 44 clusters Score: Raw -12004383.838292 + Penalty 92221.988886 = -11912161.849406 nChanged 61 Iteration 247Q (4128.343169 sec): 44 clusters Score: Raw -12004391.757166 + Penalty 92221.988886 = -11912169.768280 nChanged 50 Iteration 248Q (4134.129970 sec): 44 clusters Score: Raw -12004398.084862 + Penalty 92221.988886 = -11912176.095976 nChanged 37 Iteration 249Q (4139.644541 sec): 44 clusters Score: Raw -12004403.419350 + Penalty 92221.988886 = -11912181.430464 nChanged 27 Iteration 250Q (4145.096885 sec): 44 clusters Score: Raw -12004407.448785 + Penalty 92221.988886 = -11912185.459899 nChanged 30 Iteration 251Q (4150.724170 sec): 44 clusters Score: Raw -12004413.409964 + Penalty 92221.988886 = -11912191.421078 nChanged 27 Iteration 252Q (4156.360207 sec): 44 clusters Score: Raw -12004418.874905 + Penalty 92221.988886 = -11912196.886019 nChanged 31 Iteration 253Q (4162.024872 sec): 44 clusters Score: Raw -12004426.316733 + Penalty 92221.988886 = -11912204.327848 nChanged 37 Iteration 254Q (4167.708336 sec): 44 clusters Score: Raw -12004433.148783 + Penalty 92221.988886 = -11912211.159897 nChanged 40 Iteration 255Q (4173.321272 sec): 44 clusters Score: Raw -12004439.841144 + Penalty 92221.988886 = -11912217.852258 nChanged 30 Iteration 256Q (4178.789885 sec): 44 clusters Score: Raw -12004446.125026 + Penalty 92221.988886 = -11912224.136140 nChanged 34 Iteration 257Q (4184.351101 sec): 44 clusters Score: Raw -12004454.312540 + Penalty 92221.988886 = -11912232.323654 nChanged 34 Iteration 258Q (4190.036656 sec): 44 clusters Score: Raw -12004460.795924 + Penalty 92221.988886 = -11912238.807038 nChanged 28 Writing temp clu file Because OldScore, -11912232.323654, is greater than current (better) Score,-11912238.807038 Compute initial score before splitting: Score: Raw -12004460.795924 + Penalty 92221.988886 = -11912238.807038 Trying to split cluster 1 (4042 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4190.262721 sec): 2 clusters Score: Raw -243319.729755 + Penalty 1457.438855 = -241862.290901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4190.385829 sec): 3 clusters Score: Raw -241344.466113 + Penalty 2914.877709 = -238429.588404 nChanged 1573 SP:Iteration 1F (4190.479955 sec): 3 clusters Score: Raw -242238.376670 + Penalty 2914.877709 = -239323.498960 nChanged 310 SP:Iteration 2F (4190.574664 sec): 3 clusters Score: Raw -242436.862945 + Penalty 2914.877709 = -239521.985235 nChanged 252 SP:Iteration 3F (4190.662428 sec): 3 clusters Score: Raw -242606.951632 + Penalty 2914.877709 = -239692.073923 nChanged 228 SP:Iteration 4F (4190.788807 sec): 3 clusters Score: Raw -242752.503253 + Penalty 2914.877709 = -239837.625544 nChanged 196 SP:Iteration 5Q (4190.870656 sec): 3 clusters Score: Raw -242881.295976 + Penalty 2914.877709 = -239966.418267 nChanged 157 SP:Iteration 6Q (4190.953677 sec): 3 clusters Score: Raw -242974.643000 + Penalty 2914.877709 = -240059.765291 nChanged 135 SP:Iteration 7Q (4191.054477 sec): 3 clusters Score: Raw -243051.285929 + Penalty 2914.877709 = -240136.408220 nChanged 115 SP:Iteration 8Q (4191.155664 sec): 3 clusters Score: Raw -243110.476771 + Penalty 2914.877709 = -240195.599062 nChanged 79 SP:Iteration 9Q (4191.252669 sec): 3 clusters Score: Raw -243146.478901 + Penalty 2914.877709 = -240231.601192 nChanged 69 SP:Iteration 10Q (4191.345192 sec): 3 clusters Score: Raw -243187.791866 + Penalty 2914.877709 = -240272.914157 nChanged 77 SP:Iteration 11Q (4191.437935 sec): 3 clusters Score: Raw -243224.323661 + Penalty 2914.877709 = -240309.445952 nChanged 62 SP:Iteration 12Q (4191.541586 sec): 3 clusters Score: Raw -243255.091708 + Penalty 2914.877709 = -240340.213999 nChanged 55 SP:Iteration 13Q (4191.633773 sec): 3 clusters Score: Raw -243284.284824 + Penalty 2914.877709 = -240369.407115 nChanged 51 SP:Iteration 14Q (4191.726516 sec): 3 clusters Score: Raw -243310.279019 + Penalty 2914.877709 = -240395.401310 nChanged 56 SP:Iteration 15Q (4191.815739 sec): 3 clusters Score: Raw -243336.779516 + Penalty 2914.877709 = -240421.901807 nChanged 53 SP:Iteration 16Q (4191.911723 sec): 3 clusters Score: Raw -243362.957815 + Penalty 2914.877709 = -240448.080106 nChanged 55 SP:Iteration 17Q (4192.005952 sec): 3 clusters Score: Raw -243392.172195 + Penalty 2914.877709 = -240477.294486 nChanged 49 SP:Iteration 18Q (4192.104109 sec): 3 clusters Score: Raw -243413.844779 + Penalty 2914.877709 = -240498.967070 nChanged 38 SP:Iteration 19Q (4192.218858 sec): 3 clusters Score: Raw -243431.882613 + Penalty 2914.877709 = -240517.004903 nChanged 37 SP:Iteration 20F (4192.312439 sec): 3 clusters Score: Raw -243447.573297 + Penalty 2914.877709 = -240532.695588 nChanged 32 SP:Iteration 21Q (4192.439950 sec): 3 clusters Score: Raw -243460.742509 + Penalty 2914.877709 = -240545.864799 nChanged 21 SP:Iteration 22Q (4192.530889 sec): 3 clusters Score: Raw -243471.395731 + Penalty 2914.877709 = -240556.518021 nChanged 27 SP:Iteration 23Q (4192.642802 sec): 3 clusters Score: Raw -243483.670063 + Penalty 2914.877709 = -240568.792354 nChanged 19 SP:Iteration 24Q (4192.764611 sec): 3 clusters Score: Raw -243492.447037 + Penalty 2914.877709 = -240577.569328 nChanged 22 SP:Iteration 25Q (4192.853455 sec): 3 clusters Score: Raw -243507.109819 + Penalty 2914.877709 = -240592.232109 nChanged 29 SP:Iteration 26Q (4192.945826 sec): 3 clusters Score: Raw -243518.716188 + Penalty 2914.877709 = -240603.838479 nChanged 19 SP:Iteration 27Q (4193.061271 sec): 3 clusters Score: Raw -243527.568320 + Penalty 2914.877709 = -240612.690611 nChanged 18 SP:Iteration 28Q (4193.156140 sec): 3 clusters Score: Raw -243534.755152 + Penalty 2914.877709 = -240619.877443 nChanged 18 SP:Iteration 29Q (4193.261248 sec): 3 clusters Score: Raw -243543.177071 + Penalty 2914.877709 = -240628.299362 nChanged 19 SP:Iteration 30Q (4193.361571 sec): 3 clusters Score: Raw -243551.126493 + Penalty 2914.877709 = -240636.248784 nChanged 13 SP:Iteration 31Q (4193.461225 sec): 3 clusters Score: Raw -243556.518919 + Penalty 2914.877709 = -240641.641209 nChanged 13 SP:Iteration 32Q (4193.571950 sec): 3 clusters Score: Raw -243560.733756 + Penalty 2914.877709 = -240645.856047 nChanged 12 SP:Iteration 33Q (4193.680884 sec): 3 clusters Score: Raw -243565.679255 + Penalty 2914.877709 = -240650.801545 nChanged 12 SP:Iteration 34Q (4193.783623 sec): 3 clusters Score: Raw -243571.387451 + Penalty 2914.877709 = -240656.509742 nChanged 16 SP:Iteration 35Q (4193.904669 sec): 3 clusters Score: Raw -243580.490357 + Penalty 2914.877709 = -240665.612648 nChanged 16 SP:Iteration 36Q (4193.987941 sec): 3 clusters Score: Raw -243588.501330 + Penalty 2914.877709 = -240673.623620 nChanged 15 SP:Iteration 37Q (4194.089104 sec): 3 clusters Score: Raw -243595.142175 + Penalty 2914.877709 = -240680.264466 nChanged 17 SP:Iteration 38Q (4194.191036 sec): 3 clusters Score: Raw -243603.017474 + Penalty 2914.877709 = -240688.139765 nChanged 12 SP:Iteration 39Q (4194.300537 sec): 3 clusters Score: Raw -243608.693372 + Penalty 2914.877709 = -240693.815663 nChanged 12 SP:Iteration 40F (4194.397977 sec): 3 clusters Score: Raw -243616.019113 + Penalty 2914.877709 = -240701.141404 nChanged 14 SP:Iteration 41Q (4194.508351 sec): 3 clusters Score: Raw -243623.626026 + Penalty 2914.877709 = -240708.748317 nChanged 14 SP:Iteration 42Q (4194.615084 sec): 3 clusters Score: Raw -243629.582990 + Penalty 2914.877709 = -240714.705281 nChanged 14 SP:Iteration 43Q (4194.752294 sec): 3 clusters Score: Raw -243637.194346 + Penalty 2914.877709 = -240722.316637 nChanged 10 SP:Iteration 44Q (4194.844428 sec): 3 clusters Score: Raw -243643.183453 + Penalty 2914.877709 = -240728.305743 nChanged 12 SP:Iteration 45Q (4194.949216 sec): 3 clusters Score: Raw -243648.960943 + Penalty 2914.877709 = -240734.083234 nChanged 9 SP:Iteration 46Q (4195.073210 sec): 3 clusters Score: Raw -243653.849498 + Penalty 2914.877709 = -240738.971788 nChanged 14 SP:Iteration 47Q (4195.158328 sec): 3 clusters Score: Raw -243660.676318 + Penalty 2914.877709 = -240745.798609 nChanged 14 SP:Iteration 48Q (4195.275767 sec): 3 clusters Score: Raw -243669.810577 + Penalty 2914.877709 = -240754.932868 nChanged 17 SP:Iteration 49Q (4195.380562 sec): 3 clusters Score: Raw -243680.066670 + Penalty 2914.877709 = -240765.188961 nChanged 13 SP:Iteration 50Q (4195.457028 sec): 3 clusters Score: Raw -243689.013041 + Penalty 2914.877709 = -240774.135332 nChanged 13 SP:Iteration 51Q (4195.582382 sec): 3 clusters Score: Raw -243701.916759 + Penalty 2914.877709 = -240787.039049 nChanged 14 SP:Iteration 52Q (4195.702201 sec): 3 clusters Score: Raw -243709.384520 + Penalty 2914.877709 = -240794.506811 nChanged 5 SP:Iteration 53Q (4195.802171 sec): 3 clusters Score: Raw -243713.079958 + Penalty 2914.877709 = -240798.202249 nChanged 8 SP:Iteration 54Q (4195.895463 sec): 3 clusters Score: Raw -243718.404563 + Penalty 2914.877709 = -240803.526854 nChanged 4 SP:Iteration 55Q (4195.987149 sec): 3 clusters Score: Raw -243720.751462 + Penalty 2914.877709 = -240805.873752 nChanged 3 SP:Iteration 56Q (4196.110176 sec): 3 clusters Score: Raw -243723.221261 + Penalty 2914.877709 = -240808.343552 nChanged 5 SP:Iteration 57Q (4196.197117 sec): 3 clusters Score: Raw -243726.379010 + Penalty 2914.877709 = -240811.501301 nChanged 5 SP:Iteration 58Q (4196.294621 sec): 3 clusters Score: Raw -243729.538043 + Penalty 2914.877709 = -240814.660334 nChanged 3 SP:Iteration 59Q (4196.395834 sec): 3 clusters Score: Raw -243730.696304 + Penalty 2914.877709 = -240815.818595 nChanged 2 SP:Iteration 60F (4196.513410 sec): 3 clusters Score: Raw -243731.516079 + Penalty 2914.877709 = -240816.638370 nChanged 3 SP:Iteration 61Q (4196.629773 sec): 3 clusters Score: Raw -243732.959207 + Penalty 2914.877709 = -240818.081498 nChanged 0 SP:Iteration 62F (4196.713168 sec): 3 clusters Score: Raw -243732.959207 + Penalty 2914.877709 = -240818.081498 nChanged 0 Trying to split cluster 2 (5138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4196.780300 sec): 2 clusters Score: Raw -337332.943576 + Penalty 1499.545566 = -335833.398010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4196.904211 sec): 3 clusters Score: Raw -334695.136546 + Penalty 2999.091131 = -331696.045414 nChanged 2060 SP:Iteration 1F (4197.000263 sec): 3 clusters Score: Raw -335895.109276 + Penalty 2999.091131 = -332896.018145 nChanged 363 SP:Iteration 2F (4197.114679 sec): 3 clusters Score: Raw -336094.027483 + Penalty 2999.091131 = -333094.936352 nChanged 255 SP:Iteration 3Q (4197.246884 sec): 3 clusters Score: Raw -336241.649877 + Penalty 2999.091131 = -333242.558746 nChanged 220 SP:Iteration 4Q (4197.371479 sec): 3 clusters Score: Raw -336373.453352 + Penalty 2999.091131 = -333374.362221 nChanged 204 SP:Iteration 5Q (4197.473368 sec): 3 clusters Score: Raw -336488.571074 + Penalty 2999.091131 = -333489.479943 nChanged 192 SP:Iteration 6Q (4197.613992 sec): 3 clusters Score: Raw -336589.293081 + Penalty 2999.091131 = -333590.201949 nChanged 175 SP:Iteration 7Q (4197.723295 sec): 3 clusters Score: Raw -336701.534520 + Penalty 2999.091131 = -333702.443388 nChanged 188 SP:Iteration 8Q (4197.802966 sec): 3 clusters Score: Raw -336814.620592 + Penalty 2999.091131 = -333815.529461 nChanged 185 SP:Iteration 9Q (4197.848631 sec): 3 clusters Score: Raw -336916.370277 + Penalty 2999.091131 = -333917.279146 nChanged 178 SP:Iteration 10Q (4197.893892 sec): 3 clusters Score: Raw -337018.922314 + Penalty 2999.091131 = -334019.831183 nChanged 161 SP:Iteration 11Q (4197.939101 sec): 3 clusters Score: Raw -337112.726876 + Penalty 2999.091131 = -334113.635745 nChanged 166 SP:Iteration 12Q (4197.987181 sec): 3 clusters Score: Raw -337224.818245 + Penalty 2999.091131 = -334225.727114 nChanged 143 SP:Iteration 13Q (4198.053612 sec): 3 clusters Score: Raw -337306.863726 + Penalty 2999.091131 = -334307.772595 nChanged 108 SP:Iteration 14Q (4198.104721 sec): 3 clusters Score: Raw -337370.480580 + Penalty 2999.091131 = -334371.389448 nChanged 103 SP:Iteration 15Q (4198.151139 sec): 3 clusters Score: Raw -337425.525881 + Penalty 2999.091131 = -334426.434749 nChanged 87 SP:Iteration 16Q (4198.196396 sec): 3 clusters Score: Raw -337469.126216 + Penalty 2999.091131 = -334470.035084 nChanged 70 SP:Iteration 17Q (4198.290931 sec): 3 clusters Score: Raw -337493.434676 + Penalty 2999.091131 = -334494.343545 nChanged 56 SP:Iteration 18Q (4198.405895 sec): 3 clusters Score: Raw -337515.791628 + Penalty 2999.091131 = -334516.700497 nChanged 55 SP:Iteration 19Q (4198.532039 sec): 3 clusters Score: Raw -337535.101832 + Penalty 2999.091131 = -334536.010701 nChanged 46 SP:Iteration 20F (4198.634476 sec): 3 clusters Score: Raw -337551.224592 + Penalty 2999.091131 = -334552.133461 nChanged 47 SP:Iteration 21Q (4198.763105 sec): 3 clusters Score: Raw -337565.299565 + Penalty 2999.091131 = -334566.208434 nChanged 35 SP:Iteration 22Q (4198.860419 sec): 3 clusters Score: Raw -337577.374325 + Penalty 2999.091131 = -334578.283193 nChanged 32 SP:Iteration 23Q (4198.955227 sec): 3 clusters Score: Raw -337590.170595 + Penalty 2999.091131 = -334591.079464 nChanged 31 SP:Iteration 24Q (4199.036812 sec): 3 clusters Score: Raw -337598.912801 + Penalty 2999.091131 = -334599.821670 nChanged 24 SP:Iteration 25Q (4199.161906 sec): 3 clusters Score: Raw -337604.393971 + Penalty 2999.091131 = -334605.302839 nChanged 12 SP:Iteration 26Q (4199.278900 sec): 3 clusters Score: Raw -337607.156853 + Penalty 2999.091131 = -334608.065722 nChanged 8 SP:Iteration 27Q (4199.380913 sec): 3 clusters Score: Raw -337608.947840 + Penalty 2999.091131 = -334609.856708 nChanged 8 SP:Iteration 28Q (4199.479233 sec): 3 clusters Score: Raw -337610.771749 + Penalty 2999.091131 = -334611.680617 nChanged 7 SP:Iteration 29Q (4199.598302 sec): 3 clusters Score: Raw -337611.758089 + Penalty 2999.091131 = -334612.666958 nChanged 7 SP:Iteration 30Q (4199.708120 sec): 3 clusters Score: Raw -337613.106367 + Penalty 2999.091131 = -334614.015236 nChanged 5 SP:Iteration 31Q (4199.824377 sec): 3 clusters Score: Raw -337614.168620 + Penalty 2999.091131 = -334615.077489 nChanged 7 SP:Iteration 32Q (4199.958187 sec): 3 clusters Score: Raw -337616.204591 + Penalty 2999.091131 = -334617.113460 nChanged 9 SP:Iteration 33Q (4200.059034 sec): 3 clusters Score: Raw -337618.735823 + Penalty 2999.091131 = -334619.644692 nChanged 8 SP:Iteration 34Q (4200.167239 sec): 3 clusters Score: Raw -337620.521836 + Penalty 2999.091131 = -334621.430705 nChanged 9 SP:Iteration 35Q (4200.282210 sec): 3 clusters Score: Raw -337622.806740 + Penalty 2999.091131 = -334623.715609 nChanged 6 SP:Iteration 36Q (4200.390016 sec): 3 clusters Score: Raw -337624.671693 + Penalty 2999.091131 = -334625.580562 nChanged 5 SP:Iteration 37Q (4200.518829 sec): 3 clusters Score: Raw -337625.420439 + Penalty 2999.091131 = -334626.329307 nChanged 10 SP:Iteration 38Q (4200.614315 sec): 3 clusters Score: Raw -337627.212089 + Penalty 2999.091131 = -334628.120958 nChanged 4 SP:Iteration 39Q (4200.740306 sec): 3 clusters Score: Raw -337627.501714 + Penalty 2999.091131 = -334628.410582 nChanged 1 SP:Iteration 40F (4200.848418 sec): 3 clusters Score: Raw -337627.555195 + Penalty 2999.091131 = -334628.464064 nChanged 0 Trying to split cluster 3 (483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4200.911437 sec): 2 clusters Score: Raw -30510.498001 + Penalty 1084.592923 = -29425.905078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4200.989130 sec): 3 clusters Score: Raw -30464.213554 + Penalty 2169.185845 = -28295.027709 nChanged 116 SP:Iteration 1F (4201.086222 sec): 3 clusters Score: Raw -30652.837475 + Penalty 2169.185845 = -28483.651629 nChanged 27 SP:Iteration 2F (4201.175042 sec): 3 clusters Score: Raw -30706.861280 + Penalty 2169.185845 = -28537.675434 nChanged 12 SP:Iteration 3Q (4201.289485 sec): 3 clusters Score: Raw -30723.575000 + Penalty 2169.185845 = -28554.389155 nChanged 4 SP:Iteration 4Q (4201.383872 sec): 3 clusters Score: Raw -30729.687564 + Penalty 2169.185845 = -28560.501718 nChanged 1 SP:Iteration 5Q (4201.458384 sec): 3 clusters Score: Raw -30730.556607 + Penalty 2169.185845 = -28561.370762 nChanged 1 SP:Iteration 6Q (4201.537896 sec): 3 clusters Score: Raw -30734.380067 + Penalty 2169.185845 = -28565.194221 nChanged 0 SP:Iteration 7F (4201.641758 sec): 3 clusters Score: Raw -30734.380067 + Penalty 2169.185845 = -28565.194221 nChanged 0 Trying to split cluster 4 (4340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4201.710758 sec): 2 clusters Score: Raw -289895.443525 + Penalty 1469.923000 = -288425.520525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4201.818350 sec): 3 clusters Score: Raw -287706.781782 + Penalty 2939.845999 = -284766.935783 nChanged 1738 SP:Iteration 1F (4201.908250 sec): 3 clusters Score: Raw -288756.753482 + Penalty 2939.845999 = -285816.907483 nChanged 369 SP:Iteration 2F (4202.010020 sec): 3 clusters Score: Raw -289021.725080 + Penalty 2939.845999 = -286081.879081 nChanged 269 SP:Iteration 3F (4202.118404 sec): 3 clusters Score: Raw -289203.633653 + Penalty 2939.845999 = -286263.787654 nChanged 227 SP:Iteration 4F (4202.220515 sec): 3 clusters Score: Raw -289361.877911 + Penalty 2939.845999 = -286422.031912 nChanged 191 SP:Iteration 5Q (4202.325425 sec): 3 clusters Score: Raw -289493.326848 + Penalty 2939.845999 = -286553.480849 nChanged 175 SP:Iteration 6Q (4202.433817 sec): 3 clusters Score: Raw -289616.581814 + Penalty 2939.845999 = -286676.735815 nChanged 178 SP:Iteration 7Q (4202.537122 sec): 3 clusters Score: Raw -289732.966739 + Penalty 2939.845999 = -286793.120740 nChanged 157 SP:Iteration 8Q (4202.623674 sec): 3 clusters Score: Raw -289822.710288 + Penalty 2939.845999 = -286882.864289 nChanged 118 SP:Iteration 9Q (4202.730125 sec): 3 clusters Score: Raw -289898.097149 + Penalty 2939.845999 = -286958.251150 nChanged 119 SP:Iteration 10Q (4202.833814 sec): 3 clusters Score: Raw -289968.201752 + Penalty 2939.845999 = -287028.355753 nChanged 104 SP:Iteration 11Q (4202.940664 sec): 3 clusters Score: Raw -290028.765665 + Penalty 2939.845999 = -287088.919666 nChanged 88 SP:Iteration 12Q (4203.056568 sec): 3 clusters Score: Raw -290071.139907 + Penalty 2939.845999 = -287131.293908 nChanged 76 SP:Iteration 13Q (4203.157844 sec): 3 clusters Score: Raw -290105.943529 + Penalty 2939.845999 = -287166.097530 nChanged 72 SP:Iteration 14Q (4203.244347 sec): 3 clusters Score: Raw -290142.150704 + Penalty 2939.845999 = -287202.304705 nChanged 65 SP:Iteration 15Q (4203.361931 sec): 3 clusters Score: Raw -290174.578494 + Penalty 2939.845999 = -287234.732495 nChanged 52 SP:Iteration 16Q (4203.461558 sec): 3 clusters Score: Raw -290194.361539 + Penalty 2939.845999 = -287254.515540 nChanged 36 SP:Iteration 17Q (4203.545590 sec): 3 clusters Score: Raw -290206.409523 + Penalty 2939.845999 = -287266.563523 nChanged 31 SP:Iteration 18Q (4203.643822 sec): 3 clusters Score: Raw -290217.138342 + Penalty 2939.845999 = -287277.292343 nChanged 23 SP:Iteration 19Q (4203.732832 sec): 3 clusters Score: Raw -290225.020155 + Penalty 2939.845999 = -287285.174155 nChanged 22 SP:Iteration 20F (4203.834184 sec): 3 clusters Score: Raw -290232.543427 + Penalty 2939.845999 = -287292.697428 nChanged 22 SP:Iteration 21Q (4203.933835 sec): 3 clusters Score: Raw -290238.975003 + Penalty 2939.845999 = -287299.129004 nChanged 12 SP:Iteration 22Q (4204.035118 sec): 3 clusters Score: Raw -290244.738313 + Penalty 2939.845999 = -287304.892313 nChanged 10 SP:Iteration 23Q (4204.165290 sec): 3 clusters Score: Raw -290248.260755 + Penalty 2939.845999 = -287308.414756 nChanged 8 SP:Iteration 24Q (4204.248815 sec): 3 clusters Score: Raw -290251.270055 + Penalty 2939.845999 = -287311.424056 nChanged 8 SP:Iteration 25Q (4204.343243 sec): 3 clusters Score: Raw -290253.567992 + Penalty 2939.845999 = -287313.721993 nChanged 9 SP:Iteration 26Q (4204.424599 sec): 3 clusters Score: Raw -290256.532189 + Penalty 2939.845999 = -287316.686190 nChanged 8 SP:Iteration 27Q (4204.525033 sec): 3 clusters Score: Raw -290259.298687 + Penalty 2939.845999 = -287319.452688 nChanged 4 SP:Iteration 28Q (4204.637164 sec): 3 clusters Score: Raw -290260.383541 + Penalty 2939.845999 = -287320.537542 nChanged 5 SP:Iteration 29Q (4204.766789 sec): 3 clusters Score: Raw -290261.559387 + Penalty 2939.845999 = -287321.713388 nChanged 8 SP:Iteration 30Q (4204.870817 sec): 3 clusters Score: Raw -290263.260274 + Penalty 2939.845999 = -287323.414275 nChanged 9 SP:Iteration 31Q (4204.962025 sec): 3 clusters Score: Raw -290266.274512 + Penalty 2939.845999 = -287326.428513 nChanged 9 SP:Iteration 32Q (4205.078642 sec): 3 clusters Score: Raw -290269.090395 + Penalty 2939.845999 = -287329.244396 nChanged 6 SP:Iteration 33Q (4205.186043 sec): 3 clusters Score: Raw -290270.637326 + Penalty 2939.845999 = -287330.791327 nChanged 7 SP:Iteration 34Q (4205.320080 sec): 3 clusters Score: Raw -290272.494969 + Penalty 2939.845999 = -287332.648970 nChanged 4 SP:Iteration 35Q (4205.406910 sec): 3 clusters Score: Raw -290273.193240 + Penalty 2939.845999 = -287333.347240 nChanged 1 SP:Iteration 36Q (4205.530371 sec): 3 clusters Score: Raw -290273.542162 + Penalty 2939.845999 = -287333.696162 nChanged 1 SP:Iteration 37Q (4205.647965 sec): 3 clusters Score: Raw -290274.100966 + Penalty 2939.845999 = -287334.254967 nChanged 2 SP:Iteration 38Q (4205.753153 sec): 3 clusters Score: Raw -290275.213864 + Penalty 2939.845999 = -287335.367865 nChanged 3 SP:Iteration 39Q (4205.868410 sec): 3 clusters Score: Raw -290275.926520 + Penalty 2939.845999 = -287336.080521 nChanged 2 SP:Iteration 40F (4205.981487 sec): 3 clusters Score: Raw -290276.352710 + Penalty 2939.845999 = -287336.506711 nChanged 1 SP:Iteration 41Q (4206.090402 sec): 3 clusters Score: Raw -290276.604235 + Penalty 2939.845999 = -287336.758236 nChanged 1 SP:Iteration 42Q (4206.192884 sec): 3 clusters Score: Raw -290276.771566 + Penalty 2939.845999 = -287336.925567 nChanged 1 SP:Iteration 43Q (4206.326483 sec): 3 clusters Score: Raw -290276.883125 + Penalty 2939.845999 = -287337.037126 nChanged 0 SP:Iteration 44F (4206.413422 sec): 3 clusters Score: Raw -290276.883125 + Penalty 2939.845999 = -287337.037126 nChanged 0 Trying to split cluster 5 (3789 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4206.471901 sec): 2 clusters Score: Raw -208676.549436 + Penalty 1446.094976 = -207230.454460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4206.595497 sec): 3 clusters Score: Raw -206842.315839 + Penalty 2892.189951 = -203950.125888 nChanged 1462 SP:Iteration 1F (4206.707993 sec): 3 clusters Score: Raw -207737.741389 + Penalty 2892.189951 = -204845.551438 nChanged 315 SP:Iteration 2F (4206.814269 sec): 3 clusters Score: Raw -207925.241424 + Penalty 2892.189951 = -205033.051473 nChanged 208 SP:Iteration 3F (4206.939712 sec): 3 clusters Score: Raw -208057.362981 + Penalty 2892.189951 = -205165.173030 nChanged 164 SP:Iteration 4Q (4207.049604 sec): 3 clusters Score: Raw -208163.079071 + Penalty 2892.189951 = -205270.889120 nChanged 147 SP:Iteration 5Q (4207.144006 sec): 3 clusters Score: Raw -208261.137386 + Penalty 2892.189951 = -205368.947435 nChanged 129 SP:Iteration 6Q (4207.251049 sec): 3 clusters Score: Raw -208341.638489 + Penalty 2892.189951 = -205449.448538 nChanged 117 SP:Iteration 7Q (4207.372810 sec): 3 clusters Score: Raw -208414.238560 + Penalty 2892.189951 = -205522.048609 nChanged 102 SP:Iteration 8Q (4207.453895 sec): 3 clusters Score: Raw -208476.902191 + Penalty 2892.189951 = -205584.712240 nChanged 91 SP:Iteration 9Q (4207.559126 sec): 3 clusters Score: Raw -208536.938662 + Penalty 2892.189951 = -205644.748711 nChanged 90 SP:Iteration 10Q (4207.653319 sec): 3 clusters Score: Raw -208590.483491 + Penalty 2892.189951 = -205698.293540 nChanged 94 SP:Iteration 11Q (4207.770935 sec): 3 clusters Score: Raw -208649.266764 + Penalty 2892.189951 = -205757.076812 nChanged 84 SP:Iteration 12Q (4207.861705 sec): 3 clusters Score: Raw -208690.347097 + Penalty 2892.189951 = -205798.157146 nChanged 71 SP:Iteration 13Q (4207.982680 sec): 3 clusters Score: Raw -208724.159816 + Penalty 2892.189951 = -205831.969865 nChanged 61 SP:Iteration 14Q (4208.107668 sec): 3 clusters Score: Raw -208750.658616 + Penalty 2892.189951 = -205858.468664 nChanged 56 SP:Iteration 15Q (4208.204586 sec): 3 clusters Score: Raw -208778.759343 + Penalty 2892.189951 = -205886.569392 nChanged 41 SP:Iteration 16Q (4208.292648 sec): 3 clusters Score: Raw -208796.208560 + Penalty 2892.189951 = -205904.018609 nChanged 41 SP:Iteration 17Q (4208.382934 sec): 3 clusters Score: Raw -208815.765635 + Penalty 2892.189951 = -205923.575683 nChanged 31 SP:Iteration 18Q (4208.474956 sec): 3 clusters Score: Raw -208828.892447 + Penalty 2892.189951 = -205936.702496 nChanged 32 SP:Iteration 19Q (4208.582274 sec): 3 clusters Score: Raw -208843.435994 + Penalty 2892.189951 = -205951.246042 nChanged 33 SP:Iteration 20F (4208.700401 sec): 3 clusters Score: Raw -208853.806425 + Penalty 2892.189951 = -205961.616473 nChanged 28 SP:Iteration 21Q (4208.814397 sec): 3 clusters Score: Raw -208864.939221 + Penalty 2892.189951 = -205972.749269 nChanged 28 SP:Iteration 22Q (4208.903927 sec): 3 clusters Score: Raw -208874.984893 + Penalty 2892.189951 = -205982.794942 nChanged 19 SP:Iteration 23Q (4209.019832 sec): 3 clusters Score: Raw -208881.944578 + Penalty 2892.189951 = -205989.754627 nChanged 19 SP:Iteration 24Q (4209.143483 sec): 3 clusters Score: Raw -208888.398210 + Penalty 2892.189951 = -205996.208259 nChanged 19 SP:Iteration 25Q (4209.251659 sec): 3 clusters Score: Raw -208895.591222 + Penalty 2892.189951 = -206003.401271 nChanged 20 SP:Iteration 26Q (4209.365622 sec): 3 clusters Score: Raw -208902.753860 + Penalty 2892.189951 = -206010.563909 nChanged 16 SP:Iteration 27Q (4209.491904 sec): 3 clusters Score: Raw -208910.853748 + Penalty 2892.189951 = -206018.663797 nChanged 18 SP:Iteration 28Q (4209.610855 sec): 3 clusters Score: Raw -208917.615515 + Penalty 2892.189951 = -206025.425564 nChanged 17 SP:Iteration 29Q (4209.708916 sec): 3 clusters Score: Raw -208925.284700 + Penalty 2892.189951 = -206033.094748 nChanged 23 SP:Iteration 30Q (4209.811748 sec): 3 clusters Score: Raw -208936.478504 + Penalty 2892.189951 = -206044.288552 nChanged 25 SP:Iteration 31Q (4209.916809 sec): 3 clusters Score: Raw -208953.552060 + Penalty 2892.189951 = -206061.362109 nChanged 39 SP:Iteration 32Q (4210.051219 sec): 3 clusters Score: Raw -208973.644176 + Penalty 2892.189951 = -206081.454224 nChanged 39 SP:Iteration 33Q (4210.160116 sec): 3 clusters Score: Raw -208993.917131 + Penalty 2892.189951 = -206101.727180 nChanged 32 SP:Iteration 34Q (4210.255853 sec): 3 clusters Score: Raw -209012.373180 + Penalty 2892.189951 = -206120.183229 nChanged 42 SP:Iteration 35Q (4210.377293 sec): 3 clusters Score: Raw -209029.942863 + Penalty 2892.189951 = -206137.752912 nChanged 40 SP:Iteration 36Q (4210.496260 sec): 3 clusters Score: Raw -209050.143310 + Penalty 2892.189951 = -206157.953358 nChanged 42 SP:Iteration 37Q (4210.613358 sec): 3 clusters Score: Raw -209064.139585 + Penalty 2892.189951 = -206171.949633 nChanged 26 SP:Iteration 38Q (4210.713024 sec): 3 clusters Score: Raw -209077.176430 + Penalty 2892.189951 = -206184.986478 nChanged 26 SP:Iteration 39Q (4210.809247 sec): 3 clusters Score: Raw -209088.493274 + Penalty 2892.189951 = -206196.303323 nChanged 21 SP:Iteration 40F (4210.904505 sec): 3 clusters Score: Raw -209096.639840 + Penalty 2892.189951 = -206204.449889 nChanged 25 SP:Iteration 41Q (4211.008280 sec): 3 clusters Score: Raw -209107.270557 + Penalty 2892.189951 = -206215.080606 nChanged 18 SP:Iteration 42Q (4211.105774 sec): 3 clusters Score: Raw -209115.978147 + Penalty 2892.189951 = -206223.788196 nChanged 20 SP:Iteration 43Q (4211.204383 sec): 3 clusters Score: Raw -209124.124314 + Penalty 2892.189951 = -206231.934362 nChanged 25 SP:Iteration 44Q (4211.303869 sec): 3 clusters Score: Raw -209133.885784 + Penalty 2892.189951 = -206241.695832 nChanged 20 SP:Iteration 45Q (4211.406316 sec): 3 clusters Score: Raw -209142.829722 + Penalty 2892.189951 = -206250.639771 nChanged 17 SP:Iteration 46Q (4211.509254 sec): 3 clusters Score: Raw -209150.519067 + Penalty 2892.189951 = -206258.329115 nChanged 19 SP:Iteration 47Q (4211.647390 sec): 3 clusters Score: Raw -209160.817312 + Penalty 2892.189951 = -206268.627361 nChanged 23 SP:Iteration 48Q (4211.742701 sec): 3 clusters Score: Raw -209174.606825 + Penalty 2892.189951 = -206282.416874 nChanged 19 SP:Iteration 49Q (4211.846416 sec): 3 clusters Score: Raw -209181.696620 + Penalty 2892.189951 = -206289.506669 nChanged 11 SP:Iteration 50Q (4211.972503 sec): 3 clusters Score: Raw -209184.797497 + Penalty 2892.189951 = -206292.607545 nChanged 12 SP:Iteration 51Q (4212.061245 sec): 3 clusters Score: Raw -209189.032403 + Penalty 2892.189951 = -206296.842452 nChanged 14 SP:Iteration 52Q (4212.177022 sec): 3 clusters Score: Raw -209194.100170 + Penalty 2892.189951 = -206301.910218 nChanged 13 SP:Iteration 53Q (4212.284079 sec): 3 clusters Score: Raw -209198.986882 + Penalty 2892.189951 = -206306.796931 nChanged 12 SP:Iteration 54Q (4212.403545 sec): 3 clusters Score: Raw -209203.259370 + Penalty 2892.189951 = -206311.069419 nChanged 7 SP:Iteration 55Q (4212.443654 sec): 3 clusters Score: Raw -209207.013352 + Penalty 2892.189951 = -206314.823400 nChanged 7 SP:Iteration 56Q (4212.484190 sec): 3 clusters Score: Raw -209210.342328 + Penalty 2892.189951 = -206318.152377 nChanged 9 SP:Iteration 57Q (4212.524427 sec): 3 clusters Score: Raw -209214.379841 + Penalty 2892.189951 = -206322.189889 nChanged 6 SP:Iteration 58Q (4212.648967 sec): 3 clusters Score: Raw -209216.477476 + Penalty 2892.189951 = -206324.287525 nChanged 6 SP:Iteration 59Q (4212.738088 sec): 3 clusters Score: Raw -209218.772348 + Penalty 2892.189951 = -206326.582397 nChanged 6 SP:Iteration 60F (4212.832688 sec): 3 clusters Score: Raw -209220.816387 + Penalty 2892.189951 = -206328.626436 nChanged 6 SP:Iteration 61Q (4212.964128 sec): 3 clusters Score: Raw -209223.242704 + Penalty 2892.189951 = -206331.052753 nChanged 9 SP:Iteration 62Q (4213.065196 sec): 3 clusters Score: Raw -209226.576594 + Penalty 2892.189951 = -206334.386643 nChanged 6 SP:Iteration 63Q (4213.172587 sec): 3 clusters Score: Raw -209228.677885 + Penalty 2892.189951 = -206336.487934 nChanged 8 SP:Iteration 64Q (4213.258214 sec): 3 clusters Score: Raw -209231.560687 + Penalty 2892.189951 = -206339.370735 nChanged 9 SP:Iteration 65Q (4213.376279 sec): 3 clusters Score: Raw -209234.223066 + Penalty 2892.189951 = -206342.033115 nChanged 5 SP:Iteration 66Q (4213.467455 sec): 3 clusters Score: Raw -209235.655688 + Penalty 2892.189951 = -206343.465737 nChanged 5 SP:Iteration 67Q (4213.590996 sec): 3 clusters Score: Raw -209236.735644 + Penalty 2892.189951 = -206344.545693 nChanged 2 SP:Iteration 68Q (4213.677489 sec): 3 clusters Score: Raw -209237.226678 + Penalty 2892.189951 = -206345.036727 nChanged 2 SP:Iteration 69Q (4213.805263 sec): 3 clusters Score: Raw -209237.953800 + Penalty 2892.189951 = -206345.763849 nChanged 4 SP:Iteration 70Q (4213.897344 sec): 3 clusters Score: Raw -209238.996309 + Penalty 2892.189951 = -206346.806358 nChanged 1 SP:Iteration 71Q (4213.996594 sec): 3 clusters Score: Raw -209239.126818 + Penalty 2892.189951 = -206346.936867 nChanged 0 SP:Iteration 72F (4214.095780 sec): 3 clusters Score: Raw -209239.126818 + Penalty 2892.189951 = -206346.936867 nChanged 0 Trying to split cluster 6 (10506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4214.167650 sec): 2 clusters Score: Raw -738639.465979 + Penalty 1625.077666 = -737014.388313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4214.285641 sec): 3 clusters Score: Raw -732662.069908 + Penalty 3250.155332 = -729411.914576 nChanged 4475 SP:Iteration 1F (4214.413897 sec): 3 clusters Score: Raw -735050.306086 + Penalty 3250.155332 = -731800.150754 nChanged 672 SP:Iteration 2F (4214.568031 sec): 3 clusters Score: Raw -735371.632323 + Penalty 3250.155332 = -732121.476991 nChanged 585 SP:Iteration 3F (4214.679323 sec): 3 clusters Score: Raw -735589.330224 + Penalty 3250.155332 = -732339.174892 nChanged 464 SP:Iteration 4Q (4214.806055 sec): 3 clusters Score: Raw -735784.589676 + Penalty 3250.155332 = -732534.434344 nChanged 421 SP:Iteration 5Q (4214.937395 sec): 3 clusters Score: Raw -735967.148030 + Penalty 3250.155332 = -732716.992698 nChanged 377 SP:Iteration 6Q (4215.068540 sec): 3 clusters Score: Raw -736126.380149 + Penalty 3250.155332 = -732876.224817 nChanged 336 SP:Iteration 7Q (4215.190266 sec): 3 clusters Score: Raw -736269.156793 + Penalty 3250.155332 = -733019.001460 nChanged 324 SP:Iteration 8Q (4215.333881 sec): 3 clusters Score: Raw -736399.287568 + Penalty 3250.155332 = -733149.132236 nChanged 313 SP:Iteration 9Q (4215.464791 sec): 3 clusters Score: Raw -736525.255212 + Penalty 3250.155332 = -733275.099880 nChanged 295 SP:Iteration 10Q (4215.563541 sec): 3 clusters Score: Raw -736637.213119 + Penalty 3250.155332 = -733387.057786 nChanged 275 SP:Iteration 11Q (4215.716911 sec): 3 clusters Score: Raw -736745.316968 + Penalty 3250.155332 = -733495.161635 nChanged 309 SP:Iteration 12Q (4215.853001 sec): 3 clusters Score: Raw -736885.025237 + Penalty 3250.155332 = -733634.869904 nChanged 307 SP:Iteration 13Q (4215.987354 sec): 3 clusters Score: Raw -737003.971535 + Penalty 3250.155332 = -733753.816203 nChanged 280 SP:Iteration 14Q (4216.100454 sec): 3 clusters Score: Raw -737110.533826 + Penalty 3250.155332 = -733860.378493 nChanged 251 SP:Iteration 15Q (4216.223637 sec): 3 clusters Score: Raw -737196.670943 + Penalty 3250.155332 = -733946.515611 nChanged 201 SP:Iteration 16Q (4216.340452 sec): 3 clusters Score: Raw -737253.526286 + Penalty 3250.155332 = -734003.370953 nChanged 171 SP:Iteration 17Q (4216.465650 sec): 3 clusters Score: Raw -737301.349108 + Penalty 3250.155332 = -734051.193775 nChanged 160 SP:Iteration 18Q (4216.608187 sec): 3 clusters Score: Raw -737356.666620 + Penalty 3250.155332 = -734106.511287 nChanged 160 SP:Iteration 19Q (4216.720485 sec): 3 clusters Score: Raw -737410.525897 + Penalty 3250.155332 = -734160.370565 nChanged 142 SP:Iteration 20F (4216.863033 sec): 3 clusters Score: Raw -737454.721863 + Penalty 3250.155332 = -734204.566531 nChanged 130 SP:Iteration 21Q (4217.007906 sec): 3 clusters Score: Raw -737492.516670 + Penalty 3250.155332 = -734242.361338 nChanged 127 SP:Iteration 22Q (4217.114685 sec): 3 clusters Score: Raw -737529.878697 + Penalty 3250.155332 = -734279.723364 nChanged 119 SP:Iteration 23Q (4217.255286 sec): 3 clusters Score: Raw -737566.685329 + Penalty 3250.155332 = -734316.529996 nChanged 133 SP:Iteration 24Q (4217.375093 sec): 3 clusters Score: Raw -737610.859012 + Penalty 3250.155332 = -734360.703680 nChanged 151 SP:Iteration 25Q (4217.518020 sec): 3 clusters Score: Raw -737670.593226 + Penalty 3250.155332 = -734420.437894 nChanged 166 SP:Iteration 26Q (4217.664041 sec): 3 clusters Score: Raw -737736.578936 + Penalty 3250.155332 = -734486.423604 nChanged 157 SP:Iteration 27Q (4217.790693 sec): 3 clusters Score: Raw -737795.385755 + Penalty 3250.155332 = -734545.230423 nChanged 151 SP:Iteration 28Q (4217.932106 sec): 3 clusters Score: Raw -737857.632766 + Penalty 3250.155332 = -734607.477433 nChanged 140 SP:Iteration 29Q (4218.065261 sec): 3 clusters Score: Raw -737920.707137 + Penalty 3250.155332 = -734670.551805 nChanged 164 SP:Iteration 30Q (4218.203134 sec): 3 clusters Score: Raw -738003.330168 + Penalty 3250.155332 = -734753.174836 nChanged 164 SP:Iteration 31Q (4218.323172 sec): 3 clusters Score: Raw -738081.884175 + Penalty 3250.155332 = -734831.728843 nChanged 147 SP:Iteration 32Q (4218.470137 sec): 3 clusters Score: Raw -738149.099714 + Penalty 3250.155332 = -734898.944381 nChanged 147 SP:Iteration 33Q (4218.579529 sec): 3 clusters Score: Raw -738223.863108 + Penalty 3250.155332 = -734973.707776 nChanged 126 SP:Iteration 34Q (4218.706931 sec): 3 clusters Score: Raw -738291.726046 + Penalty 3250.155332 = -735041.570714 nChanged 128 SP:Iteration 35Q (4218.856896 sec): 3 clusters Score: Raw -738364.981778 + Penalty 3250.155332 = -735114.826446 nChanged 143 SP:Iteration 36Q (4218.988342 sec): 3 clusters Score: Raw -738445.038211 + Penalty 3250.155332 = -735194.882878 nChanged 140 SP:Iteration 37Q (4219.129556 sec): 3 clusters Score: Raw -738524.845583 + Penalty 3250.155332 = -735274.690251 nChanged 132 SP:Iteration 38Q (4219.247194 sec): 3 clusters Score: Raw -738594.845910 + Penalty 3250.155332 = -735344.690578 nChanged 117 SP:Iteration 39Q (4219.382541 sec): 3 clusters Score: Raw -738652.013986 + Penalty 3250.155332 = -735401.858654 nChanged 96 SP:Iteration 40F (4219.505219 sec): 3 clusters Score: Raw -738700.250699 + Penalty 3250.155332 = -735450.095367 nChanged 90 SP:Iteration 41Q (4219.630764 sec): 3 clusters Score: Raw -738742.754203 + Penalty 3250.155332 = -735492.598871 nChanged 79 SP:Iteration 42Q (4219.782516 sec): 3 clusters Score: Raw -738779.107750 + Penalty 3250.155332 = -735528.952418 nChanged 75 SP:Iteration 43Q (4219.896801 sec): 3 clusters Score: Raw -738811.313392 + Penalty 3250.155332 = -735561.158060 nChanged 75 SP:Iteration 44Q (4220.013897 sec): 3 clusters Score: Raw -738844.509659 + Penalty 3250.155332 = -735594.354327 nChanged 76 SP:Iteration 45Q (4220.147659 sec): 3 clusters Score: Raw -738886.398848 + Penalty 3250.155332 = -735636.243516 nChanged 79 SP:Iteration 46Q (4220.262108 sec): 3 clusters Score: Raw -738934.423138 + Penalty 3250.155332 = -735684.267806 nChanged 84 SP:Iteration 47Q (4220.411661 sec): 3 clusters Score: Raw -738993.164762 + Penalty 3250.155332 = -735743.009430 nChanged 93 SP:Iteration 48Q (4220.531887 sec): 3 clusters Score: Raw -739067.662959 + Penalty 3250.155332 = -735817.507626 nChanged 83 SP:Iteration 49Q (4220.682209 sec): 3 clusters Score: Raw -739158.156194 + Penalty 3250.155332 = -735908.000861 nChanged 106 SP:Iteration 50Q (4220.763421 sec): 3 clusters Score: Raw -739381.898190 + Penalty 3250.155332 = -736131.742857 nChanged 126 SP:Iteration 51Q (4220.882554 sec): 3 clusters Score: Raw -739840.123335 + Penalty 3250.155332 = -736589.968003 nChanged 160 SP:Iteration 52Q (4220.999786 sec): 3 clusters Score: Raw -740137.639986 + Penalty 3250.155332 = -736887.484654 nChanged 153 SP:Iteration 53Q (4221.136532 sec): 3 clusters Score: Raw -740272.350729 + Penalty 3250.155332 = -737022.195396 nChanged 112 SP:Iteration 54Q (4221.269750 sec): 3 clusters Score: Raw -740351.726665 + Penalty 3250.155332 = -737101.571332 nChanged 80 SP:Iteration 55Q (4221.380007 sec): 3 clusters Score: Raw -740389.651813 + Penalty 3250.155332 = -737139.496481 nChanged 52 SP:Iteration 56Q (4221.511166 sec): 3 clusters Score: Raw -740413.236932 + Penalty 3250.155332 = -737163.081600 nChanged 44 SP:Iteration 57Q (4221.627250 sec): 3 clusters Score: Raw -740438.949759 + Penalty 3250.155332 = -737188.794427 nChanged 52 SP:Iteration 58Q (4221.744383 sec): 3 clusters Score: Raw -740463.760387 + Penalty 3250.155332 = -737213.605055 nChanged 65 SP:Iteration 59Q (4221.872695 sec): 3 clusters Score: Raw -740496.796808 + Penalty 3250.155332 = -737246.641476 nChanged 61 SP:Iteration 60F (4221.991732 sec): 3 clusters Score: Raw -740638.464398 + Penalty 3250.155332 = -737388.309066 nChanged 158 SP:Iteration 61Q (4222.138644 sec): 3 clusters Score: Raw -740781.847454 + Penalty 3250.155332 = -737531.692121 nChanged 141 SP:Iteration 62Q (4222.275621 sec): 3 clusters Score: Raw -740894.370935 + Penalty 3250.155332 = -737644.215603 nChanged 147 SP:Iteration 63Q (4222.400362 sec): 3 clusters Score: Raw -741007.152395 + Penalty 3250.155332 = -737756.997063 nChanged 131 SP:Iteration 64Q (4222.530248 sec): 3 clusters Score: Raw -741103.068354 + Penalty 3250.155332 = -737852.913021 nChanged 122 SP:Iteration 65Q (4222.661490 sec): 3 clusters Score: Raw -741202.240066 + Penalty 3250.155332 = -737952.084734 nChanged 139 SP:Iteration 66Q (4222.798686 sec): 3 clusters Score: Raw -741336.032911 + Penalty 3250.155332 = -738085.877579 nChanged 144 SP:Iteration 67Q (4222.934768 sec): 3 clusters Score: Raw -741478.004578 + Penalty 3250.155332 = -738227.849246 nChanged 104 SP:Iteration 68Q (4223.075194 sec): 3 clusters Score: Raw -741549.690364 + Penalty 3250.155332 = -738299.535032 nChanged 56 SP:Iteration 69Q (4223.177036 sec): 3 clusters Score: Raw -741581.199698 + Penalty 3250.155332 = -738331.044366 nChanged 34 SP:Iteration 70Q (4223.308929 sec): 3 clusters Score: Raw -741593.366657 + Penalty 3250.155332 = -738343.211325 nChanged 15 SP:Iteration 71Q (4223.425873 sec): 3 clusters Score: Raw -741596.554902 + Penalty 3250.155332 = -738346.399570 nChanged 11 SP:Iteration 72Q (4223.568715 sec): 3 clusters Score: Raw -741598.544651 + Penalty 3250.155332 = -738348.389318 nChanged 6 SP:Iteration 73Q (4223.699661 sec): 3 clusters Score: Raw -741599.529833 + Penalty 3250.155332 = -738349.374500 nChanged 8 SP:Iteration 74Q (4223.844021 sec): 3 clusters Score: Raw -741603.028173 + Penalty 3250.155332 = -738352.872840 nChanged 8 SP:Iteration 75Q (4223.951839 sec): 3 clusters Score: Raw -741604.277823 + Penalty 3250.155332 = -738354.122491 nChanged 7 SP:Iteration 76Q (4224.084753 sec): 3 clusters Score: Raw -741605.830841 + Penalty 3250.155332 = -738355.675509 nChanged 5 SP:Iteration 77Q (4224.230214 sec): 3 clusters Score: Raw -741607.489481 + Penalty 3250.155332 = -738357.334148 nChanged 3 SP:Iteration 78Q (4224.357939 sec): 3 clusters Score: Raw -741607.976543 + Penalty 3250.155332 = -738357.821210 nChanged 1 SP:Iteration 79Q (4224.454914 sec): 3 clusters Score: Raw -741608.170101 + Penalty 3250.155332 = -738358.014769 nChanged 0 SP:Iteration 80F (4224.568694 sec): 3 clusters Score: Raw -741687.962534 + Penalty 3250.155332 = -738437.807202 nChanged 61 SP:Iteration 81Q (4224.682726 sec): 3 clusters Score: Raw -741766.426329 + Penalty 3250.155332 = -738516.270996 nChanged 46 SP:Iteration 82Q (4224.825229 sec): 3 clusters Score: Raw -741792.921672 + Penalty 3250.155332 = -738542.766340 nChanged 23 SP:Iteration 83Q (4224.971865 sec): 3 clusters Score: Raw -741801.267217 + Penalty 3250.155332 = -738551.111884 nChanged 18 SP:Iteration 84Q (4225.097125 sec): 3 clusters Score: Raw -741805.969995 + Penalty 3250.155332 = -738555.814662 nChanged 7 SP:Iteration 85Q (4225.233579 sec): 3 clusters Score: Raw -741807.479877 + Penalty 3250.155332 = -738557.324545 nChanged 6 SP:Iteration 86Q (4225.364204 sec): 3 clusters Score: Raw -741808.400859 + Penalty 3250.155332 = -738558.245526 nChanged 2 SP:Iteration 87Q (4225.493589 sec): 3 clusters Score: Raw -741808.791086 + Penalty 3250.155332 = -738558.635754 nChanged 1 SP:Iteration 88Q (4225.629446 sec): 3 clusters Score: Raw -741808.889111 + Penalty 3250.155332 = -738558.733778 nChanged 1 SP:Iteration 89Q (4225.801921 sec): 3 clusters Score: Raw -741808.970721 + Penalty 3250.155332 = -738558.815389 nChanged 0 SP:Iteration 90F (4225.925407 sec): 3 clusters Score: Raw -741808.970721 + Penalty 3250.155332 = -738558.815389 nChanged 0 Score: Raw -12007634.941083 + Penalty 94366.686302 = -11913268.254781 Splitting cluster 6 changes total score from -11912238.807038 to -11913268.254781 So it's getting split into cluster 44. Trying to split cluster 7 (3425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4237.606466 sec): 2 clusters Score: Raw -148286.302867 + Penalty 1428.369360 = -146857.933507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4237.694054 sec): 3 clusters Score: Raw -146718.880396 + Penalty 2856.738719 = -143862.141677 nChanged 1270 SP:Iteration 1F (4237.830321 sec): 3 clusters Score: Raw -147634.600437 + Penalty 2856.738719 = -144777.861718 nChanged 332 SP:Iteration 2F (4237.899570 sec): 3 clusters Score: Raw -147893.788947 + Penalty 2856.738719 = -145037.050228 nChanged 235 SP:Iteration 3F (4238.000388 sec): 3 clusters Score: Raw -148106.693219 + Penalty 2856.738719 = -145249.954499 nChanged 210 SP:Iteration 4F (4238.107137 sec): 3 clusters Score: Raw -148292.520551 + Penalty 2856.738719 = -145435.781831 nChanged 173 SP:Iteration 5F (4238.210147 sec): 3 clusters Score: Raw -148428.196374 + Penalty 2856.738719 = -145571.457654 nChanged 134 SP:Iteration 6Q (4238.294554 sec): 3 clusters Score: Raw -148530.559058 + Penalty 2856.738719 = -145673.820338 nChanged 100 SP:Iteration 7Q (4238.399285 sec): 3 clusters Score: Raw -148595.833695 + Penalty 2856.738719 = -145739.094975 nChanged 74 SP:Iteration 8Q (4238.493037 sec): 3 clusters Score: Raw -148643.152701 + Penalty 2856.738719 = -145786.413982 nChanged 69 SP:Iteration 9Q (4238.594032 sec): 3 clusters Score: Raw -148681.242553 + Penalty 2856.738719 = -145824.503834 nChanged 47 SP:Iteration 10Q (4238.680709 sec): 3 clusters Score: Raw -148703.502181 + Penalty 2856.738719 = -145846.763461 nChanged 43 SP:Iteration 11Q (4238.763141 sec): 3 clusters Score: Raw -148730.154071 + Penalty 2856.738719 = -145873.415352 nChanged 38 SP:Iteration 12Q (4238.855442 sec): 3 clusters Score: Raw -148747.835536 + Penalty 2856.738719 = -145891.096816 nChanged 40 SP:Iteration 13Q (4238.952566 sec): 3 clusters Score: Raw -148765.462101 + Penalty 2856.738719 = -145908.723381 nChanged 40 SP:Iteration 14Q (4239.047632 sec): 3 clusters Score: Raw -148785.673740 + Penalty 2856.738719 = -145928.935021 nChanged 34 SP:Iteration 15Q (4239.140950 sec): 3 clusters Score: Raw -148802.993074 + Penalty 2856.738719 = -145946.254354 nChanged 33 SP:Iteration 16Q (4239.225943 sec): 3 clusters Score: Raw -148814.070000 + Penalty 2856.738719 = -145957.331281 nChanged 16 SP:Iteration 17Q (4239.324425 sec): 3 clusters Score: Raw -148819.804042 + Penalty 2856.738719 = -145963.065322 nChanged 19 SP:Iteration 18Q (4239.437300 sec): 3 clusters Score: Raw -148827.054703 + Penalty 2856.738719 = -145970.315984 nChanged 10 SP:Iteration 19Q (4239.553688 sec): 3 clusters Score: Raw -148829.159805 + Penalty 2856.738719 = -145972.421085 nChanged 3 SP:Iteration 20F (4239.650564 sec): 3 clusters Score: Raw -148830.218627 + Penalty 2856.738719 = -145973.479907 nChanged 2 SP:Iteration 21Q (4239.753565 sec): 3 clusters Score: Raw -148830.675521 + Penalty 2856.738719 = -145973.936802 nChanged 4 SP:Iteration 22Q (4239.841243 sec): 3 clusters Score: Raw -148831.695385 + Penalty 2856.738719 = -145974.956666 nChanged 3 SP:Iteration 23Q (4239.931805 sec): 3 clusters Score: Raw -148832.760294 + Penalty 2856.738719 = -145976.021574 nChanged 4 SP:Iteration 24Q (4240.027343 sec): 3 clusters Score: Raw -148833.995897 + Penalty 2856.738719 = -145977.257178 nChanged 2 SP:Iteration 25Q (4240.130747 sec): 3 clusters Score: Raw -148834.645847 + Penalty 2856.738719 = -145977.907128 nChanged 1 SP:Iteration 26Q (4240.208957 sec): 3 clusters Score: Raw -148834.799935 + Penalty 2856.738719 = -145978.061216 nChanged 1 SP:Iteration 27Q (4240.312944 sec): 3 clusters Score: Raw -148835.031315 + Penalty 2856.738719 = -145978.292596 nChanged 0 SP:Iteration 28F (4240.392608 sec): 3 clusters Score: Raw -148835.031315 + Penalty 2856.738719 = -145978.292596 nChanged 0 Trying to split cluster 8 (4908 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4240.458251 sec): 2 clusters Score: Raw -324821.602147 + Penalty 1491.508127 = -323330.094020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4240.575282 sec): 3 clusters Score: Raw -322350.599213 + Penalty 2983.016254 = -319367.582960 nChanged 1953 SP:Iteration 1F (4240.673227 sec): 3 clusters Score: Raw -323534.194462 + Penalty 2983.016254 = -320551.178208 nChanged 405 SP:Iteration 2F (4240.796099 sec): 3 clusters Score: Raw -323832.770078 + Penalty 2983.016254 = -320849.753824 nChanged 331 SP:Iteration 3F (4240.876231 sec): 3 clusters Score: Raw -324097.910242 + Penalty 2983.016254 = -321114.893988 nChanged 336 SP:Iteration 4F (4240.968946 sec): 3 clusters Score: Raw -324397.029520 + Penalty 2983.016254 = -321414.013267 nChanged 284 SP:Iteration 5F (4241.054075 sec): 3 clusters Score: Raw -324626.748318 + Penalty 2983.016254 = -321643.732064 nChanged 225 SP:Iteration 6Q (4241.147803 sec): 3 clusters Score: Raw -324786.497076 + Penalty 2983.016254 = -321803.480822 nChanged 166 SP:Iteration 7Q (4241.250829 sec): 3 clusters Score: Raw -324898.596495 + Penalty 2983.016254 = -321915.580241 nChanged 127 SP:Iteration 8Q (4241.357387 sec): 3 clusters Score: Raw -324998.667966 + Penalty 2983.016254 = -322015.651712 nChanged 99 SP:Iteration 9Q (4241.470305 sec): 3 clusters Score: Raw -325064.506330 + Penalty 2983.016254 = -322081.490076 nChanged 72 SP:Iteration 10Q (4241.567132 sec): 3 clusters Score: Raw -325116.202307 + Penalty 2983.016254 = -322133.186053 nChanged 75 SP:Iteration 11Q (4241.659677 sec): 3 clusters Score: Raw -325176.726416 + Penalty 2983.016254 = -322193.710163 nChanged 69 SP:Iteration 12Q (4241.791968 sec): 3 clusters Score: Raw -325255.973461 + Penalty 2983.016254 = -322272.957207 nChanged 61 SP:Iteration 13Q (4241.893220 sec): 3 clusters Score: Raw -325325.077741 + Penalty 2983.016254 = -322342.061487 nChanged 56 SP:Iteration 14Q (4241.976888 sec): 3 clusters Score: Raw -325373.139326 + Penalty 2983.016254 = -322390.123072 nChanged 49 SP:Iteration 15Q (4242.060568 sec): 3 clusters Score: Raw -325405.285786 + Penalty 2983.016254 = -322422.269532 nChanged 35 SP:Iteration 16Q (4242.163516 sec): 3 clusters Score: Raw -325430.654840 + Penalty 2983.016254 = -322447.638586 nChanged 33 SP:Iteration 17Q (4242.267683 sec): 3 clusters Score: Raw -325452.080012 + Penalty 2983.016254 = -322469.063759 nChanged 17 SP:Iteration 18Q (4242.382328 sec): 3 clusters Score: Raw -325462.064336 + Penalty 2983.016254 = -322479.048082 nChanged 10 SP:Iteration 19Q (4242.470696 sec): 3 clusters Score: Raw -325466.905359 + Penalty 2983.016254 = -322483.889105 nChanged 7 SP:Iteration 20F (4242.580281 sec): 3 clusters Score: Raw -325472.346453 + Penalty 2983.016254 = -322489.330200 nChanged 7 SP:Iteration 21Q (4242.711367 sec): 3 clusters Score: Raw -325475.305394 + Penalty 2983.016254 = -322492.289140 nChanged 7 SP:Iteration 22Q (4242.800701 sec): 3 clusters Score: Raw -325479.729406 + Penalty 2983.016254 = -322496.713153 nChanged 6 SP:Iteration 23Q (4242.915353 sec): 3 clusters Score: Raw -325481.855806 + Penalty 2983.016254 = -322498.839552 nChanged 3 SP:Iteration 24Q (4243.048471 sec): 3 clusters Score: Raw -325484.224963 + Penalty 2983.016254 = -322501.208709 nChanged 5 SP:Iteration 25Q (4243.122672 sec): 3 clusters Score: Raw -325488.587702 + Penalty 2983.016254 = -322505.571448 nChanged 8 SP:Iteration 26Q (4243.212723 sec): 3 clusters Score: Raw -325494.676297 + Penalty 2983.016254 = -322511.660043 nChanged 1 SP:Iteration 27Q (4243.303470 sec): 3 clusters Score: Raw -325495.255820 + Penalty 2983.016254 = -322512.239566 nChanged 0 SP:Iteration 28F (4243.414902 sec): 3 clusters Score: Raw -325495.255820 + Penalty 2983.016254 = -322512.239566 nChanged 0 Trying to split cluster 9 (8086 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4243.486635 sec): 2 clusters Score: Raw -475715.568287 + Penalty 1579.129599 = -474136.438689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4243.609260 sec): 3 clusters Score: Raw -471277.625400 + Penalty 3158.259197 = -468119.366203 nChanged 3489 SP:Iteration 1F (4243.713867 sec): 3 clusters Score: Raw -473225.781980 + Penalty 3158.259197 = -470067.522783 nChanged 635 SP:Iteration 2F (4243.833176 sec): 3 clusters Score: Raw -473596.617455 + Penalty 3158.259197 = -470438.358258 nChanged 484 SP:Iteration 3F (4243.960897 sec): 3 clusters Score: Raw -473884.956344 + Penalty 3158.259197 = -470726.697147 nChanged 448 SP:Iteration 4F (4244.112690 sec): 3 clusters Score: Raw -474157.778161 + Penalty 3158.259197 = -470999.518964 nChanged 420 SP:Iteration 5F (4244.208491 sec): 3 clusters Score: Raw -474388.231733 + Penalty 3158.259197 = -471229.972536 nChanged 331 SP:Iteration 6Q (4244.324724 sec): 3 clusters Score: Raw -474545.479280 + Penalty 3158.259197 = -471387.220083 nChanged 290 SP:Iteration 7Q (4244.440286 sec): 3 clusters Score: Raw -474694.539814 + Penalty 3158.259197 = -471536.280617 nChanged 255 SP:Iteration 8Q (4244.535841 sec): 3 clusters Score: Raw -474808.903602 + Penalty 3158.259197 = -471650.644405 nChanged 238 SP:Iteration 9Q (4244.662629 sec): 3 clusters Score: Raw -474912.726170 + Penalty 3158.259197 = -471754.466973 nChanged 205 SP:Iteration 10Q (4244.783741 sec): 3 clusters Score: Raw -474994.834541 + Penalty 3158.259197 = -471836.575344 nChanged 189 SP:Iteration 11Q (4244.914617 sec): 3 clusters Score: Raw -475066.801257 + Penalty 3158.259197 = -471908.542060 nChanged 175 SP:Iteration 12Q (4245.045773 sec): 3 clusters Score: Raw -475136.082997 + Penalty 3158.259197 = -471977.823800 nChanged 165 SP:Iteration 13Q (4245.182357 sec): 3 clusters Score: Raw -475208.260608 + Penalty 3158.259197 = -472050.001411 nChanged 166 SP:Iteration 14Q (4245.291355 sec): 3 clusters Score: Raw -475269.379248 + Penalty 3158.259197 = -472111.120051 nChanged 145 SP:Iteration 15Q (4245.436409 sec): 3 clusters Score: Raw -475333.550463 + Penalty 3158.259197 = -472175.291266 nChanged 147 SP:Iteration 16Q (4245.546842 sec): 3 clusters Score: Raw -475398.669367 + Penalty 3158.259197 = -472240.410170 nChanged 144 SP:Iteration 17Q (4245.658726 sec): 3 clusters Score: Raw -475463.976674 + Penalty 3158.259197 = -472305.717477 nChanged 132 SP:Iteration 18Q (4245.797151 sec): 3 clusters Score: Raw -475529.948728 + Penalty 3158.259197 = -472371.689531 nChanged 123 SP:Iteration 19Q (4245.909141 sec): 3 clusters Score: Raw -475616.044959 + Penalty 3158.259197 = -472457.785762 nChanged 141 SP:Iteration 20F (4246.042189 sec): 3 clusters Score: Raw -475712.471578 + Penalty 3158.259197 = -472554.212381 nChanged 128 SP:Iteration 21Q (4246.134929 sec): 3 clusters Score: Raw -475779.801469 + Penalty 3158.259197 = -472621.542272 nChanged 102 SP:Iteration 22Q (4246.243615 sec): 3 clusters Score: Raw -475830.103693 + Penalty 3158.259197 = -472671.844496 nChanged 85 SP:Iteration 23Q (4246.355687 sec): 3 clusters Score: Raw -475865.876615 + Penalty 3158.259197 = -472707.617418 nChanged 65 SP:Iteration 24Q (4246.474282 sec): 3 clusters Score: Raw -475903.279851 + Penalty 3158.259197 = -472745.020654 nChanged 64 SP:Iteration 25Q (4246.591221 sec): 3 clusters Score: Raw -475932.643140 + Penalty 3158.259197 = -472774.383943 nChanged 62 SP:Iteration 26Q (4246.718565 sec): 3 clusters Score: Raw -475961.081730 + Penalty 3158.259197 = -472802.822533 nChanged 55 SP:Iteration 27Q (4246.825290 sec): 3 clusters Score: Raw -475985.883350 + Penalty 3158.259197 = -472827.624153 nChanged 49 SP:Iteration 28Q (4246.931458 sec): 3 clusters Score: Raw -476005.083530 + Penalty 3158.259197 = -472846.824333 nChanged 43 SP:Iteration 29Q (4247.068016 sec): 3 clusters Score: Raw -476020.552626 + Penalty 3158.259197 = -472862.293429 nChanged 29 SP:Iteration 30Q (4247.159208 sec): 3 clusters Score: Raw -476029.351925 + Penalty 3158.259197 = -472871.092728 nChanged 23 SP:Iteration 31Q (4247.268049 sec): 3 clusters Score: Raw -476036.526501 + Penalty 3158.259197 = -472878.267304 nChanged 17 SP:Iteration 32Q (4247.394028 sec): 3 clusters Score: Raw -476041.656079 + Penalty 3158.259197 = -472883.396882 nChanged 16 SP:Iteration 33Q (4247.499945 sec): 3 clusters Score: Raw -476046.306058 + Penalty 3158.259197 = -472888.046861 nChanged 14 SP:Iteration 34Q (4247.654935 sec): 3 clusters Score: Raw -476050.745870 + Penalty 3158.259197 = -472892.486673 nChanged 16 SP:Iteration 35Q (4247.788883 sec): 3 clusters Score: Raw -476056.180398 + Penalty 3158.259197 = -472897.921201 nChanged 15 SP:Iteration 36Q (4247.901895 sec): 3 clusters Score: Raw -476062.395475 + Penalty 3158.259197 = -472904.136278 nChanged 17 SP:Iteration 37Q (4248.006795 sec): 3 clusters Score: Raw -476068.839377 + Penalty 3158.259197 = -472910.580180 nChanged 14 SP:Iteration 38Q (4248.124106 sec): 3 clusters Score: Raw -476074.093115 + Penalty 3158.259197 = -472915.833918 nChanged 10 SP:Iteration 39Q (4248.222330 sec): 3 clusters Score: Raw -476077.734370 + Penalty 3158.259197 = -472919.475173 nChanged 9 SP:Iteration 40F (4248.319023 sec): 3 clusters Score: Raw -476080.717986 + Penalty 3158.259197 = -472922.458789 nChanged 9 SP:Iteration 41Q (4248.425166 sec): 3 clusters Score: Raw -476083.892316 + Penalty 3158.259197 = -472925.633119 nChanged 10 SP:Iteration 42Q (4248.543960 sec): 3 clusters Score: Raw -476086.526841 + Penalty 3158.259197 = -472928.267644 nChanged 5 SP:Iteration 43Q (4248.694713 sec): 3 clusters Score: Raw -476088.340094 + Penalty 3158.259197 = -472930.080897 nChanged 4 SP:Iteration 44Q (4248.789225 sec): 3 clusters Score: Raw -476089.334045 + Penalty 3158.259197 = -472931.074848 nChanged 1 SP:Iteration 45Q (4248.917352 sec): 3 clusters Score: Raw -476089.929734 + Penalty 3158.259197 = -472931.670537 nChanged 4 SP:Iteration 46Q (4249.020654 sec): 3 clusters Score: Raw -476091.469494 + Penalty 3158.259197 = -472933.210297 nChanged 10 SP:Iteration 47Q (4249.138735 sec): 3 clusters Score: Raw -476093.791264 + Penalty 3158.259197 = -472935.532067 nChanged 8 SP:Iteration 48Q (4249.251565 sec): 3 clusters Score: Raw -476095.913435 + Penalty 3158.259197 = -472937.654238 nChanged 6 SP:Iteration 49Q (4249.389186 sec): 3 clusters Score: Raw -476097.113601 + Penalty 3158.259197 = -472938.854404 nChanged 2 SP:Iteration 50Q (4249.491936 sec): 3 clusters Score: Raw -476098.431203 + Penalty 3158.259197 = -472940.172006 nChanged 7 SP:Iteration 51Q (4249.602888 sec): 3 clusters Score: Raw -476101.247532 + Penalty 3158.259197 = -472942.988335 nChanged 4 SP:Iteration 52Q (4249.738611 sec): 3 clusters Score: Raw -476102.864072 + Penalty 3158.259197 = -472944.604875 nChanged 2 SP:Iteration 53Q (4249.841514 sec): 3 clusters Score: Raw -476103.500510 + Penalty 3158.259197 = -472945.241313 nChanged 3 SP:Iteration 54Q (4249.944999 sec): 3 clusters Score: Raw -476104.709904 + Penalty 3158.259197 = -472946.450707 nChanged 5 SP:Iteration 55Q (4250.052326 sec): 3 clusters Score: Raw -476106.734699 + Penalty 3158.259197 = -472948.475502 nChanged 1 SP:Iteration 56Q (4250.186971 sec): 3 clusters Score: Raw -476106.842659 + Penalty 3158.259197 = -472948.583462 nChanged 0 SP:Iteration 57F (4250.329677 sec): 3 clusters Score: Raw -476106.842659 + Penalty 3158.259197 = -472948.583462 nChanged 0 Trying to split cluster 10 (5938 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4250.402941 sec): 2 clusters Score: Raw -359352.336749 + Penalty 1524.941904 = -357827.394845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4250.518610 sec): 3 clusters Score: Raw -356283.762314 + Penalty 3049.883807 = -353233.878507 nChanged 2407 SP:Iteration 1F (4250.624609 sec): 3 clusters Score: Raw -357709.385565 + Penalty 3049.883807 = -354659.501758 nChanged 499 SP:Iteration 2F (4250.753922 sec): 3 clusters Score: Raw -358050.245472 + Penalty 3049.883807 = -355000.361665 nChanged 385 SP:Iteration 3F (4250.858956 sec): 3 clusters Score: Raw -358322.949656 + Penalty 3049.883807 = -355273.065849 nChanged 342 SP:Iteration 4F (4250.971090 sec): 3 clusters Score: Raw -358565.418400 + Penalty 3049.883807 = -355515.534593 nChanged 319 SP:Iteration 5F (4251.096221 sec): 3 clusters Score: Raw -358756.777522 + Penalty 3049.883807 = -355706.893715 nChanged 237 SP:Iteration 6Q (4251.196520 sec): 3 clusters Score: Raw -358887.307585 + Penalty 3049.883807 = -355837.423778 nChanged 194 SP:Iteration 7Q (4251.308603 sec): 3 clusters Score: Raw -358990.348198 + Penalty 3049.883807 = -355940.464391 nChanged 160 SP:Iteration 8Q (4251.406985 sec): 3 clusters Score: Raw -359067.033635 + Penalty 3049.883807 = -356017.149828 nChanged 117 SP:Iteration 9Q (4251.527527 sec): 3 clusters Score: Raw -359123.747985 + Penalty 3049.883807 = -356073.864177 nChanged 115 SP:Iteration 10Q (4251.667456 sec): 3 clusters Score: Raw -359171.424645 + Penalty 3049.883807 = -356121.540838 nChanged 88 SP:Iteration 11Q (4251.797428 sec): 3 clusters Score: Raw -359198.201641 + Penalty 3049.883807 = -356148.317834 nChanged 71 SP:Iteration 12Q (4251.891119 sec): 3 clusters Score: Raw -359223.399995 + Penalty 3049.883807 = -356173.516188 nChanged 70 SP:Iteration 13Q (4252.010405 sec): 3 clusters Score: Raw -359247.175408 + Penalty 3049.883807 = -356197.291601 nChanged 69 SP:Iteration 14Q (4252.137832 sec): 3 clusters Score: Raw -359264.861629 + Penalty 3049.883807 = -356214.977822 nChanged 48 SP:Iteration 15Q (4252.278694 sec): 3 clusters Score: Raw -359278.464806 + Penalty 3049.883807 = -356228.580999 nChanged 38 SP:Iteration 16Q (4252.366071 sec): 3 clusters Score: Raw -359287.262089 + Penalty 3049.883807 = -356237.378282 nChanged 36 SP:Iteration 17Q (4252.467434 sec): 3 clusters Score: Raw -359294.769084 + Penalty 3049.883807 = -356244.885277 nChanged 30 SP:Iteration 18Q (4252.591342 sec): 3 clusters Score: Raw -359301.864086 + Penalty 3049.883807 = -356251.980279 nChanged 29 SP:Iteration 19Q (4252.700330 sec): 3 clusters Score: Raw -359309.618500 + Penalty 3049.883807 = -356259.734693 nChanged 34 SP:Iteration 20F (4252.821833 sec): 3 clusters Score: Raw -359320.225611 + Penalty 3049.883807 = -356270.341804 nChanged 34 SP:Iteration 21Q (4252.943445 sec): 3 clusters Score: Raw -359327.267484 + Penalty 3049.883807 = -356277.383677 nChanged 27 SP:Iteration 22Q (4253.072313 sec): 3 clusters Score: Raw -359335.031409 + Penalty 3049.883807 = -356285.147602 nChanged 35 SP:Iteration 23Q (4253.169745 sec): 3 clusters Score: Raw -359346.828930 + Penalty 3049.883807 = -356296.945123 nChanged 38 SP:Iteration 24Q (4253.301523 sec): 3 clusters Score: Raw -359355.973101 + Penalty 3049.883807 = -356306.089294 nChanged 24 SP:Iteration 25Q (4253.398186 sec): 3 clusters Score: Raw -359360.754466 + Penalty 3049.883807 = -356310.870659 nChanged 12 SP:Iteration 26Q (4253.521960 sec): 3 clusters Score: Raw -359363.602180 + Penalty 3049.883807 = -356313.718373 nChanged 22 SP:Iteration 27Q (4253.623779 sec): 3 clusters Score: Raw -359369.492060 + Penalty 3049.883807 = -356319.608253 nChanged 23 SP:Iteration 28Q (4253.742125 sec): 3 clusters Score: Raw -359375.265746 + Penalty 3049.883807 = -356325.381939 nChanged 24 SP:Iteration 29Q (4253.855511 sec): 3 clusters Score: Raw -359381.900319 + Penalty 3049.883807 = -356332.016512 nChanged 23 SP:Iteration 30Q (4253.982617 sec): 3 clusters Score: Raw -359386.523306 + Penalty 3049.883807 = -356336.639499 nChanged 18 SP:Iteration 31Q (4254.085179 sec): 3 clusters Score: Raw -359391.144145 + Penalty 3049.883807 = -356341.260338 nChanged 24 SP:Iteration 32Q (4254.192840 sec): 3 clusters Score: Raw -359396.055880 + Penalty 3049.883807 = -356346.172073 nChanged 11 SP:Iteration 33Q (4254.331192 sec): 3 clusters Score: Raw -359398.200836 + Penalty 3049.883807 = -356348.317029 nChanged 7 SP:Iteration 34Q (4254.405927 sec): 3 clusters Score: Raw -359399.398732 + Penalty 3049.883807 = -356349.514925 nChanged 10 SP:Iteration 35Q (4254.519648 sec): 3 clusters Score: Raw -359401.179486 + Penalty 3049.883807 = -356351.295679 nChanged 9 SP:Iteration 36Q (4254.632891 sec): 3 clusters Score: Raw -359402.931878 + Penalty 3049.883807 = -356353.048071 nChanged 8 SP:Iteration 37Q (4254.737651 sec): 3 clusters Score: Raw -359404.304207 + Penalty 3049.883807 = -356354.420400 nChanged 7 SP:Iteration 38Q (4254.843700 sec): 3 clusters Score: Raw -359406.242789 + Penalty 3049.883807 = -356356.358982 nChanged 9 SP:Iteration 39Q (4254.980151 sec): 3 clusters Score: Raw -359408.238267 + Penalty 3049.883807 = -356358.354460 nChanged 11 SP:Iteration 40F (4255.086486 sec): 3 clusters Score: Raw -359409.840308 + Penalty 3049.883807 = -356359.956501 nChanged 4 SP:Iteration 41Q (4255.185896 sec): 3 clusters Score: Raw -359410.271911 + Penalty 3049.883807 = -356360.388104 nChanged 7 SP:Iteration 42Q (4255.308259 sec): 3 clusters Score: Raw -359411.386225 + Penalty 3049.883807 = -356361.502418 nChanged 4 SP:Iteration 43Q (4255.411016 sec): 3 clusters Score: Raw -359412.145212 + Penalty 3049.883807 = -356362.261405 nChanged 2 SP:Iteration 44Q (4255.520908 sec): 3 clusters Score: Raw -359412.463962 + Penalty 3049.883807 = -356362.580155 nChanged 4 SP:Iteration 45Q (4255.614017 sec): 3 clusters Score: Raw -359413.451918 + Penalty 3049.883807 = -356363.568111 nChanged 4 SP:Iteration 46Q (4255.728108 sec): 3 clusters Score: Raw -359414.115098 + Penalty 3049.883807 = -356364.231291 nChanged 6 SP:Iteration 47Q (4255.840290 sec): 3 clusters Score: Raw -359415.848402 + Penalty 3049.883807 = -356365.964595 nChanged 6 SP:Iteration 48Q (4255.942695 sec): 3 clusters Score: Raw -359417.041513 + Penalty 3049.883807 = -356367.157706 nChanged 7 SP:Iteration 49Q (4256.039069 sec): 3 clusters Score: Raw -359418.135072 + Penalty 3049.883807 = -356368.251265 nChanged 7 SP:Iteration 50Q (4256.142122 sec): 3 clusters Score: Raw -359419.130097 + Penalty 3049.883807 = -356369.246290 nChanged 4 SP:Iteration 51Q (4256.255903 sec): 3 clusters Score: Raw -359419.701594 + Penalty 3049.883807 = -356369.817787 nChanged 4 SP:Iteration 52Q (4256.331108 sec): 3 clusters Score: Raw -359420.171455 + Penalty 3049.883807 = -356370.287648 nChanged 2 SP:Iteration 53Q (4256.435720 sec): 3 clusters Score: Raw -359420.323804 + Penalty 3049.883807 = -356370.439997 nChanged 1 SP:Iteration 54Q (4256.564392 sec): 3 clusters Score: Raw -359420.487424 + Penalty 3049.883807 = -356370.603617 nChanged 0 SP:Iteration 55F (4256.659692 sec): 3 clusters Score: Raw -359420.487424 + Penalty 3049.883807 = -356370.603617 nChanged 0 Trying to split cluster 11 (1225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4256.714830 sec): 2 clusters Score: Raw -47298.450549 + Penalty 1247.927170 = -46050.523380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4256.828516 sec): 3 clusters Score: Raw -46906.731319 + Penalty 2495.854339 = -44410.876980 nChanged 407 SP:Iteration 1F (4256.912598 sec): 3 clusters Score: Raw -47285.737477 + Penalty 2495.854339 = -44789.883138 nChanged 102 SP:Iteration 2F (4257.028799 sec): 3 clusters Score: Raw -47423.827632 + Penalty 2495.854339 = -44927.973293 nChanged 72 SP:Iteration 3F (4257.133776 sec): 3 clusters Score: Raw -47527.015288 + Penalty 2495.854339 = -45031.160948 nChanged 52 SP:Iteration 4Q (4257.219356 sec): 3 clusters Score: Raw -47602.651334 + Penalty 2495.854339 = -45106.796994 nChanged 45 SP:Iteration 5Q (4257.314724 sec): 3 clusters Score: Raw -47679.000142 + Penalty 2495.854339 = -45183.145803 nChanged 46 SP:Iteration 6Q (4257.430438 sec): 3 clusters Score: Raw -47747.092454 + Penalty 2495.854339 = -45251.238115 nChanged 29 SP:Iteration 7Q (4257.504994 sec): 3 clusters Score: Raw -47817.358550 + Penalty 2495.854339 = -45321.504211 nChanged 32 SP:Iteration 8Q (4257.602536 sec): 3 clusters Score: Raw -47898.687899 + Penalty 2495.854339 = -45402.833560 nChanged 21 SP:Iteration 9Q (4257.733048 sec): 3 clusters Score: Raw -47950.986829 + Penalty 2495.854339 = -45455.132490 nChanged 20 SP:Iteration 10Q (4257.809277 sec): 3 clusters Score: Raw -47975.451656 + Penalty 2495.854339 = -45479.597317 nChanged 19 SP:Iteration 11Q (4257.886445 sec): 3 clusters Score: Raw -48007.450324 + Penalty 2495.854339 = -45511.595985 nChanged 17 SP:Iteration 12Q (4257.999042 sec): 3 clusters Score: Raw -48033.278694 + Penalty 2495.854339 = -45537.424355 nChanged 15 SP:Iteration 13Q (4258.083000 sec): 3 clusters Score: Raw -48056.200610 + Penalty 2495.854339 = -45560.346271 nChanged 11 SP:Iteration 14Q (4258.192132 sec): 3 clusters Score: Raw -48067.306017 + Penalty 2495.854339 = -45571.451678 nChanged 4 SP:Iteration 15Q (4258.284671 sec): 3 clusters Score: Raw -48071.034144 + Penalty 2495.854339 = -45575.179805 nChanged 5 SP:Iteration 16Q (4258.396230 sec): 3 clusters Score: Raw -48074.758045 + Penalty 2495.854339 = -45578.903706 nChanged 2 SP:Iteration 17Q (4258.465719 sec): 3 clusters Score: Raw -48077.612310 + Penalty 2495.854339 = -45581.757970 nChanged 5 SP:Iteration 18Q (4258.568308 sec): 3 clusters Score: Raw -48081.599688 + Penalty 2495.854339 = -45585.745349 nChanged 2 SP:Iteration 19Q (4258.682164 sec): 3 clusters Score: Raw -48082.584540 + Penalty 2495.854339 = -45586.730200 nChanged 1 SP:Iteration 20F (4258.749766 sec): 3 clusters Score: Raw -48083.601810 + Penalty 2495.854339 = -45587.747471 nChanged 1 SP:Iteration 21Q (4258.835777 sec): 3 clusters Score: Raw -48084.249688 + Penalty 2495.854339 = -45588.395349 nChanged 1 SP:Iteration 22Q (4258.919536 sec): 3 clusters Score: Raw -48084.655053 + Penalty 2495.854339 = -45588.800714 nChanged 0 SP:Iteration 23F (4259.011383 sec): 3 clusters Score: Raw -48084.655053 + Penalty 2495.854339 = -45588.800714 nChanged 0 Trying to split cluster 12 (4059 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4259.104537 sec): 2 clusters Score: Raw -252458.548132 + Penalty 1458.175431 = -251000.372701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4259.203716 sec): 3 clusters Score: Raw -250503.106414 + Penalty 2916.350863 = -247586.755551 nChanged 1632 SP:Iteration 1F (4259.299944 sec): 3 clusters Score: Raw -251678.678623 + Penalty 2916.350863 = -248762.327760 nChanged 421 SP:Iteration 2F (4259.394209 sec): 3 clusters Score: Raw -252082.343839 + Penalty 2916.350863 = -249165.992977 nChanged 320 SP:Iteration 3F (4259.516768 sec): 3 clusters Score: Raw -252382.380569 + Penalty 2916.350863 = -249466.029706 nChanged 236 SP:Iteration 4F (4259.601487 sec): 3 clusters Score: Raw -252604.910261 + Penalty 2916.350863 = -249688.559398 nChanged 174 SP:Iteration 5Q (4259.713100 sec): 3 clusters Score: Raw -252757.702667 + Penalty 2916.350863 = -249841.351804 nChanged 133 SP:Iteration 6Q (4259.834801 sec): 3 clusters Score: Raw -252878.353168 + Penalty 2916.350863 = -249962.002305 nChanged 112 SP:Iteration 7Q (4259.947377 sec): 3 clusters Score: Raw -252970.687750 + Penalty 2916.350863 = -250054.336887 nChanged 104 SP:Iteration 8Q (4260.044252 sec): 3 clusters Score: Raw -253042.785278 + Penalty 2916.350863 = -250126.434415 nChanged 84 SP:Iteration 9Q (4260.135565 sec): 3 clusters Score: Raw -253095.995904 + Penalty 2916.350863 = -250179.645041 nChanged 59 SP:Iteration 10Q (4260.272203 sec): 3 clusters Score: Raw -253133.509672 + Penalty 2916.350863 = -250217.158809 nChanged 53 SP:Iteration 11Q (4260.348924 sec): 3 clusters Score: Raw -253163.186558 + Penalty 2916.350863 = -250246.835696 nChanged 43 SP:Iteration 12Q (4260.487439 sec): 3 clusters Score: Raw -253190.290415 + Penalty 2916.350863 = -250273.939552 nChanged 46 SP:Iteration 13Q (4260.580471 sec): 3 clusters Score: Raw -253215.431618 + Penalty 2916.350863 = -250299.080755 nChanged 38 SP:Iteration 14Q (4260.676576 sec): 3 clusters Score: Raw -253239.092359 + Penalty 2916.350863 = -250322.741496 nChanged 44 SP:Iteration 15Q (4260.796067 sec): 3 clusters Score: Raw -253260.863939 + Penalty 2916.350863 = -250344.513076 nChanged 44 SP:Iteration 16Q (4260.929355 sec): 3 clusters Score: Raw -253280.311998 + Penalty 2916.350863 = -250363.961135 nChanged 31 SP:Iteration 17Q (4261.013980 sec): 3 clusters Score: Raw -253296.013518 + Penalty 2916.350863 = -250379.662655 nChanged 33 SP:Iteration 18Q (4261.140515 sec): 3 clusters Score: Raw -253312.736440 + Penalty 2916.350863 = -250396.385577 nChanged 30 SP:Iteration 19Q (4261.237703 sec): 3 clusters Score: Raw -253324.967802 + Penalty 2916.350863 = -250408.616939 nChanged 22 SP:Iteration 20F (4261.358096 sec): 3 clusters Score: Raw -253333.891907 + Penalty 2916.350863 = -250417.541044 nChanged 24 SP:Iteration 21Q (4261.445450 sec): 3 clusters Score: Raw -253343.713819 + Penalty 2916.350863 = -250427.362956 nChanged 18 SP:Iteration 22Q (4261.530935 sec): 3 clusters Score: Raw -253350.979551 + Penalty 2916.350863 = -250434.628688 nChanged 23 SP:Iteration 23Q (4261.630722 sec): 3 clusters Score: Raw -253358.658019 + Penalty 2916.350863 = -250442.307156 nChanged 17 SP:Iteration 24Q (4261.732954 sec): 3 clusters Score: Raw -253363.118296 + Penalty 2916.350863 = -250446.767434 nChanged 16 SP:Iteration 25Q (4261.843829 sec): 3 clusters Score: Raw -253367.028730 + Penalty 2916.350863 = -250450.677867 nChanged 12 SP:Iteration 26Q (4261.948758 sec): 3 clusters Score: Raw -253370.834968 + Penalty 2916.350863 = -250454.484106 nChanged 12 SP:Iteration 27Q (4262.056003 sec): 3 clusters Score: Raw -253375.085253 + Penalty 2916.350863 = -250458.734390 nChanged 9 SP:Iteration 28Q (4262.162481 sec): 3 clusters Score: Raw -253377.787563 + Penalty 2916.350863 = -250461.436700 nChanged 11 SP:Iteration 29Q (4262.275698 sec): 3 clusters Score: Raw -253382.665428 + Penalty 2916.350863 = -250466.314566 nChanged 11 SP:Iteration 30Q (4262.350744 sec): 3 clusters Score: Raw -253388.841516 + Penalty 2916.350863 = -250472.490653 nChanged 18 SP:Iteration 31Q (4262.458806 sec): 3 clusters Score: Raw -253396.952804 + Penalty 2916.350863 = -250480.601941 nChanged 17 SP:Iteration 32Q (4262.535136 sec): 3 clusters Score: Raw -253400.502529 + Penalty 2916.350863 = -250484.151666 nChanged 8 SP:Iteration 33Q (4262.669688 sec): 3 clusters Score: Raw -253402.556253 + Penalty 2916.350863 = -250486.205391 nChanged 14 SP:Iteration 34Q (4262.753000 sec): 3 clusters Score: Raw -253407.185254 + Penalty 2916.350863 = -250490.834391 nChanged 15 SP:Iteration 35Q (4262.862442 sec): 3 clusters Score: Raw -253413.007341 + Penalty 2916.350863 = -250496.656478 nChanged 17 SP:Iteration 36Q (4262.966371 sec): 3 clusters Score: Raw -253418.965289 + Penalty 2916.350863 = -250502.614426 nChanged 16 SP:Iteration 37Q (4263.058535 sec): 3 clusters Score: Raw -253425.291917 + Penalty 2916.350863 = -250508.941054 nChanged 18 SP:Iteration 38Q (4263.166187 sec): 3 clusters Score: Raw -253432.359402 + Penalty 2916.350863 = -250516.008540 nChanged 22 SP:Iteration 39Q (4263.268728 sec): 3 clusters Score: Raw -253438.740440 + Penalty 2916.350863 = -250522.389578 nChanged 15 SP:Iteration 40F (4263.362497 sec): 3 clusters Score: Raw -253442.591097 + Penalty 2916.350863 = -250526.240234 nChanged 12 SP:Iteration 41Q (4263.465790 sec): 3 clusters Score: Raw -253446.300807 + Penalty 2916.350863 = -250529.949944 nChanged 8 SP:Iteration 42Q (4263.558837 sec): 3 clusters Score: Raw -253448.214628 + Penalty 2916.350863 = -250531.863765 nChanged 2 SP:Iteration 43Q (4263.670617 sec): 3 clusters Score: Raw -253448.397829 + Penalty 2916.350863 = -250532.046967 nChanged 0 SP:Iteration 44F (4263.777662 sec): 3 clusters Score: Raw -253448.397829 + Penalty 2916.350863 = -250532.046967 nChanged 0 Trying to split cluster 13 (2399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4263.828170 sec): 2 clusters Score: Raw -140110.552765 + Penalty 1365.882675 = -138744.670090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4263.921944 sec): 3 clusters Score: Raw -139096.779352 + Penalty 2731.765349 = -136365.014003 nChanged 860 SP:Iteration 1F (4264.028368 sec): 3 clusters Score: Raw -139693.131608 + Penalty 2731.765349 = -136961.366258 nChanged 211 SP:Iteration 2F (4264.130685 sec): 3 clusters Score: Raw -139891.842830 + Penalty 2731.765349 = -137160.077481 nChanged 148 SP:Iteration 3F (4264.230151 sec): 3 clusters Score: Raw -139992.861250 + Penalty 2731.765349 = -137261.095901 nChanged 77 SP:Iteration 4Q (4264.328218 sec): 3 clusters Score: Raw -140047.212108 + Penalty 2731.765349 = -137315.446759 nChanged 56 SP:Iteration 5Q (4264.426861 sec): 3 clusters Score: Raw -140082.104305 + Penalty 2731.765349 = -137350.338956 nChanged 40 SP:Iteration 6Q (4264.520162 sec): 3 clusters Score: Raw -140107.435028 + Penalty 2731.765349 = -137375.669679 nChanged 34 SP:Iteration 7Q (4264.608205 sec): 3 clusters Score: Raw -140126.070477 + Penalty 2731.765349 = -137394.305127 nChanged 29 SP:Iteration 8Q (4264.718964 sec): 3 clusters Score: Raw -140152.004813 + Penalty 2731.765349 = -137420.239464 nChanged 37 SP:Iteration 9Q (4264.821334 sec): 3 clusters Score: Raw -140177.745022 + Penalty 2731.765349 = -137445.979673 nChanged 31 SP:Iteration 10Q (4264.910616 sec): 3 clusters Score: Raw -140200.498787 + Penalty 2731.765349 = -137468.733438 nChanged 33 SP:Iteration 11Q (4265.014285 sec): 3 clusters Score: Raw -140218.745781 + Penalty 2731.765349 = -137486.980432 nChanged 27 SP:Iteration 12Q (4265.149453 sec): 3 clusters Score: Raw -140232.471151 + Penalty 2731.765349 = -137500.705801 nChanged 20 SP:Iteration 13Q (4265.246397 sec): 3 clusters Score: Raw -140242.916987 + Penalty 2731.765349 = -137511.151637 nChanged 23 SP:Iteration 14Q (4265.337678 sec): 3 clusters Score: Raw -140256.498416 + Penalty 2731.765349 = -137524.733067 nChanged 18 SP:Iteration 15Q (4265.449601 sec): 3 clusters Score: Raw -140262.575873 + Penalty 2731.765349 = -137530.810524 nChanged 10 SP:Iteration 16Q (4265.521820 sec): 3 clusters Score: Raw -140268.029617 + Penalty 2731.765349 = -137536.264268 nChanged 10 SP:Iteration 17Q (4265.647716 sec): 3 clusters Score: Raw -140273.725226 + Penalty 2731.765349 = -137541.959876 nChanged 10 SP:Iteration 18Q (4265.708245 sec): 3 clusters Score: Raw -140278.355298 + Penalty 2731.765349 = -137546.589948 nChanged 12 SP:Iteration 19Q (4265.800527 sec): 3 clusters Score: Raw -140286.593841 + Penalty 2731.765349 = -137554.828492 nChanged 12 SP:Iteration 20F (4265.901905 sec): 3 clusters Score: Raw -140292.421347 + Penalty 2731.765349 = -137560.655997 nChanged 9 SP:Iteration 21Q (4265.918586 sec): 3 clusters Score: Raw -140298.823001 + Penalty 2731.765349 = -137567.057652 nChanged 12 SP:Iteration 22Q (4265.949388 sec): 3 clusters Score: Raw -140305.662851 + Penalty 2731.765349 = -137573.897502 nChanged 13 SP:Iteration 23Q (4266.024841 sec): 3 clusters Score: Raw -140311.366194 + Penalty 2731.765349 = -137579.600845 nChanged 12 SP:Iteration 24Q (4266.055517 sec): 3 clusters Score: Raw -140316.231092 + Penalty 2731.765349 = -137584.465742 nChanged 12 SP:Iteration 25Q (4266.086161 sec): 3 clusters Score: Raw -140321.664360 + Penalty 2731.765349 = -137589.899011 nChanged 10 SP:Iteration 26Q (4266.117983 sec): 3 clusters Score: Raw -140326.517468 + Penalty 2731.765349 = -137594.752119 nChanged 14 SP:Iteration 27Q (4266.148728 sec): 3 clusters Score: Raw -140333.513081 + Penalty 2731.765349 = -137601.747732 nChanged 14 SP:Iteration 28Q (4266.228436 sec): 3 clusters Score: Raw -140338.747030 + Penalty 2731.765349 = -137606.981681 nChanged 17 SP:Iteration 29Q (4266.314175 sec): 3 clusters Score: Raw -140344.763296 + Penalty 2731.765349 = -137612.997946 nChanged 7 SP:Iteration 30Q (4266.411775 sec): 3 clusters Score: Raw -140348.109700 + Penalty 2731.765349 = -137616.344351 nChanged 8 SP:Iteration 31Q (4266.487919 sec): 3 clusters Score: Raw -140350.864119 + Penalty 2731.765349 = -137619.098770 nChanged 4 SP:Iteration 32Q (4266.575069 sec): 3 clusters Score: Raw -140353.212297 + Penalty 2731.765349 = -137621.446948 nChanged 5 SP:Iteration 33Q (4266.697229 sec): 3 clusters Score: Raw -140356.306321 + Penalty 2731.765349 = -137624.540972 nChanged 8 SP:Iteration 34Q (4266.776067 sec): 3 clusters Score: Raw -140359.220231 + Penalty 2731.765349 = -137627.454882 nChanged 5 SP:Iteration 35Q (4266.900588 sec): 3 clusters Score: Raw -140360.844787 + Penalty 2731.765349 = -137629.079438 nChanged 5 SP:Iteration 36Q (4266.994365 sec): 3 clusters Score: Raw -140363.043380 + Penalty 2731.765349 = -137631.278031 nChanged 7 SP:Iteration 37Q (4267.098410 sec): 3 clusters Score: Raw -140366.578687 + Penalty 2731.765349 = -137634.813338 nChanged 7 SP:Iteration 38Q (4267.165472 sec): 3 clusters Score: Raw -140369.124832 + Penalty 2731.765349 = -137637.359482 nChanged 5 SP:Iteration 39Q (4267.273785 sec): 3 clusters Score: Raw -140371.898231 + Penalty 2731.765349 = -137640.132881 nChanged 11 SP:Iteration 40F (4267.383011 sec): 3 clusters Score: Raw -140375.488240 + Penalty 2731.765349 = -137643.722891 nChanged 12 SP:Iteration 41Q (4267.486757 sec): 3 clusters Score: Raw -140380.314148 + Penalty 2731.765349 = -137648.548799 nChanged 7 SP:Iteration 42Q (4267.567026 sec): 3 clusters Score: Raw -140383.791390 + Penalty 2731.765349 = -137652.026040 nChanged 10 SP:Iteration 43Q (4267.684034 sec): 3 clusters Score: Raw -140387.485074 + Penalty 2731.765349 = -137655.719725 nChanged 6 SP:Iteration 44Q (4267.778628 sec): 3 clusters Score: Raw -140390.449930 + Penalty 2731.765349 = -137658.684581 nChanged 3 SP:Iteration 45Q (4267.890468 sec): 3 clusters Score: Raw -140392.397752 + Penalty 2731.765349 = -137660.632403 nChanged 3 SP:Iteration 46Q (4268.004650 sec): 3 clusters Score: Raw -140393.902000 + Penalty 2731.765349 = -137662.136651 nChanged 2 SP:Iteration 47Q (4268.109017 sec): 3 clusters Score: Raw -140395.050657 + Penalty 2731.765349 = -137663.285307 nChanged 0 SP:Iteration 48F (4268.194826 sec): 3 clusters Score: Raw -140395.050657 + Penalty 2731.765349 = -137663.285307 nChanged 0 Trying to split cluster 14 (4560 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4268.274361 sec): 2 clusters Score: Raw -322348.795710 + Penalty 1478.601172 = -320870.194538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4268.369160 sec): 3 clusters Score: Raw -320076.070256 + Penalty 2957.202344 = -317118.867912 nChanged 1811 SP:Iteration 1F (4268.462037 sec): 3 clusters Score: Raw -321088.686762 + Penalty 2957.202344 = -318131.484418 nChanged 317 SP:Iteration 2F (4268.573140 sec): 3 clusters Score: Raw -321260.723272 + Penalty 2957.202344 = -318303.520928 nChanged 238 SP:Iteration 3F (4268.685871 sec): 3 clusters Score: Raw -321399.980972 + Penalty 2957.202344 = -318442.778628 nChanged 193 SP:Iteration 4Q (4268.798874 sec): 3 clusters Score: Raw -321505.180847 + Penalty 2957.202344 = -318547.978503 nChanged 163 SP:Iteration 5Q (4268.923065 sec): 3 clusters Score: Raw -321597.692485 + Penalty 2957.202344 = -318640.490141 nChanged 174 SP:Iteration 6Q (4269.022806 sec): 3 clusters Score: Raw -321688.065779 + Penalty 2957.202344 = -318730.863435 nChanged 132 SP:Iteration 7Q (4269.136242 sec): 3 clusters Score: Raw -321767.405514 + Penalty 2957.202344 = -318810.203170 nChanged 133 SP:Iteration 8Q (4269.246127 sec): 3 clusters Score: Raw -321837.569994 + Penalty 2957.202344 = -318880.367650 nChanged 109 SP:Iteration 9Q (4269.345762 sec): 3 clusters Score: Raw -321883.023661 + Penalty 2957.202344 = -318925.821317 nChanged 88 SP:Iteration 10Q (4269.476828 sec): 3 clusters Score: Raw -321920.938033 + Penalty 2957.202344 = -318963.735689 nChanged 90 SP:Iteration 11Q (4269.582762 sec): 3 clusters Score: Raw -321963.899979 + Penalty 2957.202344 = -319006.697635 nChanged 88 SP:Iteration 12Q (4269.681295 sec): 3 clusters Score: Raw -322009.267535 + Penalty 2957.202344 = -319052.065192 nChanged 92 SP:Iteration 13Q (4269.786732 sec): 3 clusters Score: Raw -322048.779786 + Penalty 2957.202344 = -319091.577442 nChanged 72 SP:Iteration 14Q (4269.877793 sec): 3 clusters Score: Raw -322077.304791 + Penalty 2957.202344 = -319120.102447 nChanged 49 SP:Iteration 15Q (4269.990899 sec): 3 clusters Score: Raw -322099.424454 + Penalty 2957.202344 = -319142.222111 nChanged 53 SP:Iteration 16Q (4270.126906 sec): 3 clusters Score: Raw -322122.228544 + Penalty 2957.202344 = -319165.026200 nChanged 51 SP:Iteration 17Q (4270.232359 sec): 3 clusters Score: Raw -322141.440478 + Penalty 2957.202344 = -319184.238135 nChanged 43 SP:Iteration 18Q (4270.349165 sec): 3 clusters Score: Raw -322161.104299 + Penalty 2957.202344 = -319203.901955 nChanged 50 SP:Iteration 19Q (4270.459654 sec): 3 clusters Score: Raw -322184.306291 + Penalty 2957.202344 = -319227.103947 nChanged 48 SP:Iteration 20F (4270.537308 sec): 3 clusters Score: Raw -322208.782738 + Penalty 2957.202344 = -319251.580394 nChanged 56 SP:Iteration 21Q (4270.656791 sec): 3 clusters Score: Raw -322237.204106 + Penalty 2957.202344 = -319280.001762 nChanged 51 SP:Iteration 22Q (4270.763524 sec): 3 clusters Score: Raw -322263.738790 + Penalty 2957.202344 = -319306.536446 nChanged 54 SP:Iteration 23Q (4270.864585 sec): 3 clusters Score: Raw -322293.956934 + Penalty 2957.202344 = -319336.754590 nChanged 46 SP:Iteration 24Q (4270.978647 sec): 3 clusters Score: Raw -322320.043614 + Penalty 2957.202344 = -319362.841270 nChanged 47 SP:Iteration 25Q (4271.078014 sec): 3 clusters Score: Raw -322342.570726 + Penalty 2957.202344 = -319385.368382 nChanged 36 SP:Iteration 26Q (4271.207940 sec): 3 clusters Score: Raw -322359.912692 + Penalty 2957.202344 = -319402.710348 nChanged 39 SP:Iteration 27Q (4271.326085 sec): 3 clusters Score: Raw -322383.590149 + Penalty 2957.202344 = -319426.387805 nChanged 38 SP:Iteration 28Q (4271.424879 sec): 3 clusters Score: Raw -322408.960187 + Penalty 2957.202344 = -319451.757843 nChanged 38 SP:Iteration 29Q (4271.528781 sec): 3 clusters Score: Raw -322427.649391 + Penalty 2957.202344 = -319470.447047 nChanged 22 SP:Iteration 30Q (4271.656113 sec): 3 clusters Score: Raw -322440.955776 + Penalty 2957.202344 = -319483.753432 nChanged 20 SP:Iteration 31Q (4271.766151 sec): 3 clusters Score: Raw -322454.655682 + Penalty 2957.202344 = -319497.453338 nChanged 22 SP:Iteration 32Q (4271.891714 sec): 3 clusters Score: Raw -322470.175405 + Penalty 2957.202344 = -319512.973061 nChanged 16 SP:Iteration 33Q (4272.008059 sec): 3 clusters Score: Raw -322479.515137 + Penalty 2957.202344 = -319522.312793 nChanged 15 SP:Iteration 34Q (4272.091792 sec): 3 clusters Score: Raw -322487.833406 + Penalty 2957.202344 = -319530.631062 nChanged 11 SP:Iteration 35Q (4272.215216 sec): 3 clusters Score: Raw -322493.239880 + Penalty 2957.202344 = -319536.037536 nChanged 8 SP:Iteration 36Q (4272.320047 sec): 3 clusters Score: Raw -322497.205202 + Penalty 2957.202344 = -319540.002858 nChanged 8 SP:Iteration 37Q (4272.432118 sec): 3 clusters Score: Raw -322503.548675 + Penalty 2957.202344 = -319546.346332 nChanged 10 SP:Iteration 38Q (4272.521044 sec): 3 clusters Score: Raw -322511.019487 + Penalty 2957.202344 = -319553.817143 nChanged 12 SP:Iteration 39Q (4272.631883 sec): 3 clusters Score: Raw -322518.749344 + Penalty 2957.202344 = -319561.547001 nChanged 8 SP:Iteration 40F (4272.734927 sec): 3 clusters Score: Raw -322524.191552 + Penalty 2957.202344 = -319566.989209 nChanged 8 SP:Iteration 41Q (4272.837770 sec): 3 clusters Score: Raw -322529.953552 + Penalty 2957.202344 = -319572.751208 nChanged 6 SP:Iteration 42Q (4272.942413 sec): 3 clusters Score: Raw -322533.736670 + Penalty 2957.202344 = -319576.534326 nChanged 8 SP:Iteration 43Q (4273.054636 sec): 3 clusters Score: Raw -322538.542808 + Penalty 2957.202344 = -319581.340464 nChanged 7 SP:Iteration 44Q (4273.168323 sec): 3 clusters Score: Raw -322543.295926 + Penalty 2957.202344 = -319586.093583 nChanged 4 SP:Iteration 45Q (4273.268200 sec): 3 clusters Score: Raw -322545.991342 + Penalty 2957.202344 = -319588.788998 nChanged 2 SP:Iteration 46Q (4273.385794 sec): 3 clusters Score: Raw -322546.827507 + Penalty 2957.202344 = -319589.625164 nChanged 3 SP:Iteration 47Q (4273.491803 sec): 3 clusters Score: Raw -322547.985246 + Penalty 2957.202344 = -319590.782903 nChanged 5 SP:Iteration 48Q (4273.594789 sec): 3 clusters Score: Raw -322549.581019 + Penalty 2957.202344 = -319592.378676 nChanged 2 SP:Iteration 49Q (4273.700267 sec): 3 clusters Score: Raw -322550.471754 + Penalty 2957.202344 = -319593.269411 nChanged 0 SP:Iteration 50F (4273.806715 sec): 3 clusters Score: Raw -322550.471754 + Penalty 2957.202344 = -319593.269411 nChanged 0 Trying to split cluster 15 (2862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4273.863133 sec): 2 clusters Score: Raw -145233.205297 + Penalty 1396.852931 = -143836.352366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4273.976807 sec): 3 clusters Score: Raw -143965.933295 + Penalty 2793.705862 = -141172.227433 nChanged 1060 SP:Iteration 1F (4274.088447 sec): 3 clusters Score: Raw -144911.809812 + Penalty 2793.705862 = -142118.103950 nChanged 327 SP:Iteration 2F (4274.197162 sec): 3 clusters Score: Raw -145330.966935 + Penalty 2793.705862 = -142537.261073 nChanged 232 SP:Iteration 3F (4274.308030 sec): 3 clusters Score: Raw -145649.303308 + Penalty 2793.705862 = -142855.597446 nChanged 188 SP:Iteration 4F (4274.422537 sec): 3 clusters Score: Raw -145916.641159 + Penalty 2793.705862 = -143122.935297 nChanged 145 SP:Iteration 5F (4274.533141 sec): 3 clusters Score: Raw -146071.027375 + Penalty 2793.705862 = -143277.321513 nChanged 81 SP:Iteration 6Q (4274.668016 sec): 3 clusters Score: Raw -146147.057663 + Penalty 2793.705862 = -143353.351801 nChanged 66 SP:Iteration 7Q (4274.743423 sec): 3 clusters Score: Raw -146202.310472 + Penalty 2793.705862 = -143408.604610 nChanged 55 SP:Iteration 8Q (4274.847654 sec): 3 clusters Score: Raw -146246.544208 + Penalty 2793.705862 = -143452.838346 nChanged 44 SP:Iteration 9Q (4274.958497 sec): 3 clusters Score: Raw -146278.153512 + Penalty 2793.705862 = -143484.447650 nChanged 31 SP:Iteration 10Q (4275.049155 sec): 3 clusters Score: Raw -146296.573219 + Penalty 2793.705862 = -143502.867357 nChanged 24 SP:Iteration 11Q (4275.130210 sec): 3 clusters Score: Raw -146314.010038 + Penalty 2793.705862 = -143520.304176 nChanged 20 SP:Iteration 12Q (4275.236626 sec): 3 clusters Score: Raw -146333.529354 + Penalty 2793.705862 = -143539.823492 nChanged 18 SP:Iteration 13Q (4275.325584 sec): 3 clusters Score: Raw -146346.019706 + Penalty 2793.705862 = -143552.313844 nChanged 21 SP:Iteration 14Q (4275.436177 sec): 3 clusters Score: Raw -146361.039076 + Penalty 2793.705862 = -143567.333214 nChanged 17 SP:Iteration 15Q (4275.552564 sec): 3 clusters Score: Raw -146368.835182 + Penalty 2793.705862 = -143575.129320 nChanged 10 SP:Iteration 16Q (4275.669736 sec): 3 clusters Score: Raw -146373.379573 + Penalty 2793.705862 = -143579.673711 nChanged 8 SP:Iteration 17Q (4275.789426 sec): 3 clusters Score: Raw -146377.294454 + Penalty 2793.705862 = -143583.588592 nChanged 8 SP:Iteration 18Q (4275.907959 sec): 3 clusters Score: Raw -146381.290261 + Penalty 2793.705862 = -143587.584399 nChanged 7 SP:Iteration 19Q (4276.022684 sec): 3 clusters Score: Raw -146383.806675 + Penalty 2793.705862 = -143590.100813 nChanged 8 SP:Iteration 20F (4276.140487 sec): 3 clusters Score: Raw -146386.547765 + Penalty 2793.705862 = -143592.841903 nChanged 5 SP:Iteration 21Q (4276.258280 sec): 3 clusters Score: Raw -146387.850262 + Penalty 2793.705862 = -143594.144400 nChanged 3 SP:Iteration 22Q (4276.377055 sec): 3 clusters Score: Raw -146389.676147 + Penalty 2793.705862 = -143595.970285 nChanged 4 SP:Iteration 23Q (4276.480850 sec): 3 clusters Score: Raw -146390.450952 + Penalty 2793.705862 = -143596.745090 nChanged 3 SP:Iteration 24Q (4276.605278 sec): 3 clusters Score: Raw -146391.099203 + Penalty 2793.705862 = -143597.393341 nChanged 2 SP:Iteration 25Q (4276.723031 sec): 3 clusters Score: Raw -146393.170462 + Penalty 2793.705862 = -143599.464600 nChanged 5 SP:Iteration 26Q (4276.860726 sec): 3 clusters Score: Raw -146394.811010 + Penalty 2793.705862 = -143601.105148 nChanged 1 SP:Iteration 27Q (4276.976232 sec): 3 clusters Score: Raw -146395.001654 + Penalty 2793.705862 = -143601.295792 nChanged 0 SP:Iteration 28F (4277.062611 sec): 3 clusters Score: Raw -146395.001654 + Penalty 2793.705862 = -143601.295792 nChanged 0 Trying to split cluster 16 (5107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4277.163925 sec): 2 clusters Score: Raw -338874.017800 + Penalty 1498.483483 = -337375.534317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4277.295744 sec): 3 clusters Score: Raw -336254.268825 + Penalty 2996.966967 = -333257.301858 nChanged 2035 SP:Iteration 1F (4277.406267 sec): 3 clusters Score: Raw -337425.600401 + Penalty 2996.966967 = -334428.633434 nChanged 414 SP:Iteration 2F (4277.512700 sec): 3 clusters Score: Raw -337719.246826 + Penalty 2996.966967 = -334722.279859 nChanged 336 SP:Iteration 3F (4277.640871 sec): 3 clusters Score: Raw -337973.835103 + Penalty 2996.966967 = -334976.868136 nChanged 324 SP:Iteration 4F (4277.770227 sec): 3 clusters Score: Raw -338274.544620 + Penalty 2996.966967 = -335277.577654 nChanged 347 SP:Iteration 5F (4277.882774 sec): 3 clusters Score: Raw -338623.449481 + Penalty 2996.966967 = -335626.482514 nChanged 336 SP:Iteration 6F (4278.009054 sec): 3 clusters Score: Raw -338925.508568 + Penalty 2996.966967 = -335928.541601 nChanged 273 SP:Iteration 7F (4278.134516 sec): 3 clusters Score: Raw -339121.564625 + Penalty 2996.966967 = -336124.597658 nChanged 200 SP:Iteration 8Q (4278.246250 sec): 3 clusters Score: Raw -339243.341728 + Penalty 2996.966967 = -336246.374761 nChanged 153 SP:Iteration 9Q (4278.352143 sec): 3 clusters Score: Raw -339324.467196 + Penalty 2996.966967 = -336327.500230 nChanged 105 SP:Iteration 10Q (4278.492387 sec): 3 clusters Score: Raw -339367.362568 + Penalty 2996.966967 = -336370.395601 nChanged 74 SP:Iteration 11Q (4278.605156 sec): 3 clusters Score: Raw -339396.310725 + Penalty 2996.966967 = -336399.343758 nChanged 52 SP:Iteration 12Q (4278.720929 sec): 3 clusters Score: Raw -339415.227187 + Penalty 2996.966967 = -336418.260220 nChanged 35 SP:Iteration 13Q (4278.815483 sec): 3 clusters Score: Raw -339429.009539 + Penalty 2996.966967 = -336432.042572 nChanged 34 SP:Iteration 14Q (4278.956425 sec): 3 clusters Score: Raw -339442.592941 + Penalty 2996.966967 = -336445.625974 nChanged 33 SP:Iteration 15Q (4279.075120 sec): 3 clusters Score: Raw -339455.099677 + Penalty 2996.966967 = -336458.132710 nChanged 43 SP:Iteration 16Q (4279.190225 sec): 3 clusters Score: Raw -339469.328764 + Penalty 2996.966967 = -336472.361797 nChanged 22 SP:Iteration 17Q (4279.285390 sec): 3 clusters Score: Raw -339475.301234 + Penalty 2996.966967 = -336478.334267 nChanged 18 SP:Iteration 18Q (4279.386134 sec): 3 clusters Score: Raw -339479.763625 + Penalty 2996.966967 = -336482.796658 nChanged 10 SP:Iteration 19Q (4279.533121 sec): 3 clusters Score: Raw -339481.421851 + Penalty 2996.966967 = -336484.454885 nChanged 4 SP:Iteration 20F (4279.651829 sec): 3 clusters Score: Raw -339482.137850 + Penalty 2996.966967 = -336485.170883 nChanged 2 SP:Iteration 21Q (4279.765758 sec): 3 clusters Score: Raw -339482.499639 + Penalty 2996.966967 = -336485.532672 nChanged 2 SP:Iteration 22Q (4279.869346 sec): 3 clusters Score: Raw -339482.884198 + Penalty 2996.966967 = -336485.917231 nChanged 4 SP:Iteration 23Q (4280.007453 sec): 3 clusters Score: Raw -339483.676650 + Penalty 2996.966967 = -336486.709683 nChanged 4 SP:Iteration 24Q (4280.112054 sec): 3 clusters Score: Raw -339484.442061 + Penalty 2996.966967 = -336487.475094 nChanged 3 SP:Iteration 25Q (4280.264060 sec): 3 clusters Score: Raw -339485.564055 + Penalty 2996.966967 = -336488.597088 nChanged 4 SP:Iteration 26Q (4280.372492 sec): 3 clusters Score: Raw -339486.028221 + Penalty 2996.966967 = -336489.061254 nChanged 1 SP:Iteration 27Q (4280.490838 sec): 3 clusters Score: Raw -339486.513048 + Penalty 2996.966967 = -336489.546081 nChanged 2 SP:Iteration 28Q (4280.600300 sec): 3 clusters Score: Raw -339486.956126 + Penalty 2996.966967 = -336489.989160 nChanged 0 SP:Iteration 29F (4280.707797 sec): 3 clusters Score: Raw -339486.956126 + Penalty 2996.966967 = -336489.989160 nChanged 0 Trying to split cluster 17 (1802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4280.746846 sec): 2 clusters Score: Raw -101567.934090 + Penalty 1315.662503 = -100252.271587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4280.849741 sec): 3 clusters Score: Raw -100860.000150 + Penalty 2631.325006 = -98228.675144 nChanged 602 SP:Iteration 1F (4280.947588 sec): 3 clusters Score: Raw -101324.755780 + Penalty 2631.325006 = -98693.430774 nChanged 157 SP:Iteration 2F (4281.033763 sec): 3 clusters Score: Raw -101496.593706 + Penalty 2631.325006 = -98865.268700 nChanged 108 SP:Iteration 3F (4281.127813 sec): 3 clusters Score: Raw -101614.344379 + Penalty 2631.325006 = -98983.019373 nChanged 95 SP:Iteration 4F (4281.214629 sec): 3 clusters Score: Raw -101707.898734 + Penalty 2631.325006 = -99076.573728 nChanged 65 SP:Iteration 5Q (4281.302431 sec): 3 clusters Score: Raw -101772.409100 + Penalty 2631.325006 = -99141.084094 nChanged 54 SP:Iteration 6Q (4281.394383 sec): 3 clusters Score: Raw -101836.878835 + Penalty 2631.325006 = -99205.553829 nChanged 49 SP:Iteration 7Q (4281.499355 sec): 3 clusters Score: Raw -101875.284580 + Penalty 2631.325006 = -99243.959574 nChanged 28 SP:Iteration 8Q (4281.590014 sec): 3 clusters Score: Raw -101905.317764 + Penalty 2631.325006 = -99273.992758 nChanged 31 SP:Iteration 9Q (4281.691397 sec): 3 clusters Score: Raw -101933.182581 + Penalty 2631.325006 = -99301.857575 nChanged 22 SP:Iteration 10Q (4281.802325 sec): 3 clusters Score: Raw -101952.205956 + Penalty 2631.325006 = -99320.880950 nChanged 17 SP:Iteration 11Q (4281.901472 sec): 3 clusters Score: Raw -101970.001552 + Penalty 2631.325006 = -99338.676546 nChanged 15 SP:Iteration 12Q (4281.990925 sec): 3 clusters Score: Raw -101976.594167 + Penalty 2631.325006 = -99345.269161 nChanged 7 SP:Iteration 13Q (4282.087072 sec): 3 clusters Score: Raw -101981.534309 + Penalty 2631.325006 = -99350.209303 nChanged 8 SP:Iteration 14Q (4282.178207 sec): 3 clusters Score: Raw -101986.682160 + Penalty 2631.325006 = -99355.357154 nChanged 10 SP:Iteration 15Q (4282.307035 sec): 3 clusters Score: Raw -101991.355475 + Penalty 2631.325006 = -99360.030469 nChanged 6 SP:Iteration 16Q (4282.442649 sec): 3 clusters Score: Raw -101993.746895 + Penalty 2631.325006 = -99362.421889 nChanged 7 SP:Iteration 17Q (4282.508690 sec): 3 clusters Score: Raw -101999.676209 + Penalty 2631.325006 = -99368.351204 nChanged 12 SP:Iteration 18Q (4282.605292 sec): 3 clusters Score: Raw -102009.471166 + Penalty 2631.325006 = -99378.146160 nChanged 10 SP:Iteration 19Q (4282.692695 sec): 3 clusters Score: Raw -102014.679882 + Penalty 2631.325006 = -99383.354876 nChanged 12 SP:Iteration 20F (4282.775999 sec): 3 clusters Score: Raw -102023.331317 + Penalty 2631.325006 = -99392.006311 nChanged 12 SP:Iteration 21Q (4282.872235 sec): 3 clusters Score: Raw -102030.136845 + Penalty 2631.325006 = -99398.811839 nChanged 13 SP:Iteration 22Q (4282.950650 sec): 3 clusters Score: Raw -102037.417688 + Penalty 2631.325006 = -99406.092683 nChanged 9 SP:Iteration 23Q (4283.040458 sec): 3 clusters Score: Raw -102043.417027 + Penalty 2631.325006 = -99412.092022 nChanged 8 SP:Iteration 24Q (4283.118176 sec): 3 clusters Score: Raw -102046.891427 + Penalty 2631.325006 = -99415.566421 nChanged 9 SP:Iteration 25Q (4283.185849 sec): 3 clusters Score: Raw -102051.258878 + Penalty 2631.325006 = -99419.933872 nChanged 7 SP:Iteration 26Q (4283.286930 sec): 3 clusters Score: Raw -102058.294262 + Penalty 2631.325006 = -99426.969257 nChanged 12 SP:Iteration 27Q (4283.391425 sec): 3 clusters Score: Raw -102071.376929 + Penalty 2631.325006 = -99440.051923 nChanged 15 SP:Iteration 28Q (4283.477510 sec): 3 clusters Score: Raw -102084.003711 + Penalty 2631.325006 = -99452.678705 nChanged 16 SP:Iteration 29Q (4283.561427 sec): 3 clusters Score: Raw -102093.689622 + Penalty 2631.325006 = -99462.364617 nChanged 7 SP:Iteration 30Q (4283.640154 sec): 3 clusters Score: Raw -102097.353498 + Penalty 2631.325006 = -99466.028492 nChanged 9 SP:Iteration 31Q (4283.726248 sec): 3 clusters Score: Raw -102102.044063 + Penalty 2631.325006 = -99470.719057 nChanged 6 SP:Iteration 32Q (4283.792934 sec): 3 clusters Score: Raw -102106.341104 + Penalty 2631.325006 = -99475.016099 nChanged 7 SP:Iteration 33Q (4283.865605 sec): 3 clusters Score: Raw -102111.918114 + Penalty 2631.325006 = -99480.593108 nChanged 5 SP:Iteration 34Q (4283.967667 sec): 3 clusters Score: Raw -102115.354361 + Penalty 2631.325006 = -99484.029355 nChanged 7 SP:Iteration 35Q (4284.031950 sec): 3 clusters Score: Raw -102119.185318 + Penalty 2631.325006 = -99487.860312 nChanged 3 SP:Iteration 36Q (4284.114643 sec): 3 clusters Score: Raw -102120.726494 + Penalty 2631.325006 = -99489.401489 nChanged 5 SP:Iteration 37Q (4284.204197 sec): 3 clusters Score: Raw -102122.342813 + Penalty 2631.325006 = -99491.017807 nChanged 0 SP:Iteration 38F (4284.280766 sec): 3 clusters Score: Raw -102122.342813 + Penalty 2631.325006 = -99491.017807 nChanged 0 Trying to split cluster 18 (1034 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4284.325395 sec): 2 clusters Score: Raw -53282.939673 + Penalty 1218.178855 = -52064.760818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4284.427589 sec): 3 clusters Score: Raw -53012.191803 + Penalty 2436.357709 = -50575.834094 nChanged 305 SP:Iteration 1F (4284.508746 sec): 3 clusters Score: Raw -53346.897238 + Penalty 2436.357709 = -50910.539528 nChanged 78 SP:Iteration 2F (4284.591613 sec): 3 clusters Score: Raw -53448.483127 + Penalty 2436.357709 = -51012.125418 nChanged 41 SP:Iteration 3Q (4284.667880 sec): 3 clusters Score: Raw -53504.184458 + Penalty 2436.357709 = -51067.826749 nChanged 30 SP:Iteration 4Q (4284.735025 sec): 3 clusters Score: Raw -53538.798450 + Penalty 2436.357709 = -51102.440741 nChanged 25 SP:Iteration 5Q (4284.821526 sec): 3 clusters Score: Raw -53578.135724 + Penalty 2436.357709 = -51141.778015 nChanged 26 SP:Iteration 6Q (4284.907495 sec): 3 clusters Score: Raw -53608.827318 + Penalty 2436.357709 = -51172.469609 nChanged 21 SP:Iteration 7Q (4284.993758 sec): 3 clusters Score: Raw -53632.015939 + Penalty 2436.357709 = -51195.658230 nChanged 18 SP:Iteration 8Q (4285.080561 sec): 3 clusters Score: Raw -53653.613282 + Penalty 2436.357709 = -51217.255573 nChanged 24 SP:Iteration 9Q (4285.177897 sec): 3 clusters Score: Raw -53688.675215 + Penalty 2436.357709 = -51252.317506 nChanged 19 SP:Iteration 10Q (4285.262245 sec): 3 clusters Score: Raw -53714.696928 + Penalty 2436.357709 = -51278.339219 nChanged 22 SP:Iteration 11Q (4285.342754 sec): 3 clusters Score: Raw -53747.770095 + Penalty 2436.357709 = -51311.412386 nChanged 14 SP:Iteration 12Q (4285.416587 sec): 3 clusters Score: Raw -53764.242168 + Penalty 2436.357709 = -51327.884458 nChanged 10 SP:Iteration 13Q (4285.508700 sec): 3 clusters Score: Raw -53775.588485 + Penalty 2436.357709 = -51339.230776 nChanged 7 SP:Iteration 14Q (4285.573198 sec): 3 clusters Score: Raw -53780.724282 + Penalty 2436.357709 = -51344.366573 nChanged 7 SP:Iteration 15Q (4285.644125 sec): 3 clusters Score: Raw -53788.777004 + Penalty 2436.357709 = -51352.419295 nChanged 7 SP:Iteration 16Q (4285.736805 sec): 3 clusters Score: Raw -53795.146579 + Penalty 2436.357709 = -51358.788870 nChanged 5 SP:Iteration 17Q (4285.814647 sec): 3 clusters Score: Raw -53801.659125 + Penalty 2436.357709 = -51365.301416 nChanged 5 SP:Iteration 18Q (4285.904595 sec): 3 clusters Score: Raw -53809.105833 + Penalty 2436.357709 = -51372.748124 nChanged 4 SP:Iteration 19Q (4285.998312 sec): 3 clusters Score: Raw -53812.872601 + Penalty 2436.357709 = -51376.514892 nChanged 4 SP:Iteration 20F (4286.079982 sec): 3 clusters Score: Raw -53817.520716 + Penalty 2436.357709 = -51381.163007 nChanged 8 SP:Iteration 21Q (4286.166287 sec): 3 clusters Score: Raw -53830.882570 + Penalty 2436.357709 = -51394.524860 nChanged 11 SP:Iteration 22Q (4286.246291 sec): 3 clusters Score: Raw -53848.137677 + Penalty 2436.357709 = -51411.779968 nChanged 12 SP:Iteration 23Q (4286.332132 sec): 3 clusters Score: Raw -53866.386573 + Penalty 2436.357709 = -51430.028864 nChanged 13 SP:Iteration 24Q (4286.418917 sec): 3 clusters Score: Raw -53890.178308 + Penalty 2436.357709 = -51453.820598 nChanged 14 SP:Iteration 25Q (4286.498708 sec): 3 clusters Score: Raw -53914.334058 + Penalty 2436.357709 = -51477.976349 nChanged 9 SP:Iteration 26Q (4286.561902 sec): 3 clusters Score: Raw -53924.425585 + Penalty 2436.357709 = -51488.067876 nChanged 8 SP:Iteration 27Q (4286.646212 sec): 3 clusters Score: Raw -53937.631123 + Penalty 2436.357709 = -51501.273413 nChanged 6 SP:Iteration 28Q (4286.726529 sec): 3 clusters Score: Raw -53949.555629 + Penalty 2436.357709 = -51513.197920 nChanged 5 SP:Iteration 29Q (4286.811914 sec): 3 clusters Score: Raw -53957.468830 + Penalty 2436.357709 = -51521.111121 nChanged 5 SP:Iteration 30Q (4286.905609 sec): 3 clusters Score: Raw -53962.251387 + Penalty 2436.357709 = -51525.893677 nChanged 3 SP:Iteration 31Q (4286.965494 sec): 3 clusters Score: Raw -53965.520085 + Penalty 2436.357709 = -51529.162375 nChanged 2 SP:Iteration 32Q (4287.050023 sec): 3 clusters Score: Raw -53966.370541 + Penalty 2436.357709 = -51530.012832 nChanged 1 SP:Iteration 33Q (4287.154777 sec): 3 clusters Score: Raw -53968.693915 + Penalty 2436.357709 = -51532.336206 nChanged 4 SP:Iteration 34Q (4287.239963 sec): 3 clusters Score: Raw -53973.056436 + Penalty 2436.357709 = -51536.698727 nChanged 2 SP:Iteration 35Q (4287.319945 sec): 3 clusters Score: Raw -53974.181143 + Penalty 2436.357709 = -51537.823434 nChanged 1 SP:Iteration 36Q (4287.401485 sec): 3 clusters Score: Raw -53975.924754 + Penalty 2436.357709 = -51539.567045 nChanged 2 SP:Iteration 37Q (4287.478837 sec): 3 clusters Score: Raw -53977.266231 + Penalty 2436.357709 = -51540.908522 nChanged 0 SP:Iteration 38F (4287.560965 sec): 3 clusters Score: Raw -53977.266231 + Penalty 2436.357709 = -51540.908522 nChanged 0 Trying to split cluster 19 (4854 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4287.614084 sec): 2 clusters Score: Raw -290191.955714 + Penalty 1489.566497 = -288702.389217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4287.700949 sec): 3 clusters Score: Raw -287725.170812 + Penalty 2979.132994 = -284746.037818 nChanged 1972 SP:Iteration 1F (4287.781192 sec): 3 clusters Score: Raw -288948.831855 + Penalty 2979.132994 = -285969.698862 nChanged 400 SP:Iteration 2F (4287.846066 sec): 3 clusters Score: Raw -289255.794598 + Penalty 2979.132994 = -286276.661605 nChanged 319 SP:Iteration 3F (4287.951078 sec): 3 clusters Score: Raw -289488.416285 + Penalty 2979.132994 = -286509.283292 nChanged 261 SP:Iteration 4F (4288.034878 sec): 3 clusters Score: Raw -289672.531107 + Penalty 2979.132994 = -286693.398113 nChanged 222 SP:Iteration 5Q (4288.123150 sec): 3 clusters Score: Raw -289805.950794 + Penalty 2979.132994 = -286826.817800 nChanged 194 SP:Iteration 6Q (4288.221669 sec): 3 clusters Score: Raw -289927.911730 + Penalty 2979.132994 = -286948.778736 nChanged 155 SP:Iteration 7Q (4288.313010 sec): 3 clusters Score: Raw -290029.087452 + Penalty 2979.132994 = -287049.954458 nChanged 158 SP:Iteration 8Q (4288.406755 sec): 3 clusters Score: Raw -290115.136448 + Penalty 2979.132994 = -287136.003455 nChanged 134 SP:Iteration 9Q (4288.477431 sec): 3 clusters Score: Raw -290179.293253 + Penalty 2979.132994 = -287200.160259 nChanged 110 SP:Iteration 10Q (4288.576477 sec): 3 clusters Score: Raw -290233.688350 + Penalty 2979.132994 = -287254.555357 nChanged 83 SP:Iteration 11Q (4288.650798 sec): 3 clusters Score: Raw -290271.851792 + Penalty 2979.132994 = -287292.718799 nChanged 79 SP:Iteration 12Q (4288.736329 sec): 3 clusters Score: Raw -290306.218889 + Penalty 2979.132994 = -287327.085895 nChanged 71 SP:Iteration 13Q (4288.827431 sec): 3 clusters Score: Raw -290336.766173 + Penalty 2979.132994 = -287357.633180 nChanged 53 SP:Iteration 14Q (4288.922176 sec): 3 clusters Score: Raw -290359.171856 + Penalty 2979.132994 = -287380.038863 nChanged 59 SP:Iteration 15Q (4289.026280 sec): 3 clusters Score: Raw -290378.594201 + Penalty 2979.132994 = -287399.461208 nChanged 44 SP:Iteration 16Q (4289.123072 sec): 3 clusters Score: Raw -290394.094320 + Penalty 2979.132994 = -287414.961326 nChanged 35 SP:Iteration 17Q (4289.187813 sec): 3 clusters Score: Raw -290406.490357 + Penalty 2979.132994 = -287427.357363 nChanged 35 SP:Iteration 18Q (4289.281543 sec): 3 clusters Score: Raw -290416.948509 + Penalty 2979.132994 = -287437.815515 nChanged 30 SP:Iteration 19Q (4289.388675 sec): 3 clusters Score: Raw -290425.427364 + Penalty 2979.132994 = -287446.294370 nChanged 30 SP:Iteration 20F (4289.476302 sec): 3 clusters Score: Raw -290437.732119 + Penalty 2979.132994 = -287458.599126 nChanged 32 SP:Iteration 21Q (4289.557182 sec): 3 clusters Score: Raw -290451.837313 + Penalty 2979.132994 = -287472.704319 nChanged 33 SP:Iteration 22Q (4289.666887 sec): 3 clusters Score: Raw -290466.191242 + Penalty 2979.132994 = -287487.058249 nChanged 33 SP:Iteration 23Q (4289.755977 sec): 3 clusters Score: Raw -290477.494942 + Penalty 2979.132994 = -287498.361949 nChanged 27 SP:Iteration 24Q (4289.845753 sec): 3 clusters Score: Raw -290486.924543 + Penalty 2979.132994 = -287507.791549 nChanged 24 SP:Iteration 25Q (4289.920769 sec): 3 clusters Score: Raw -290493.382696 + Penalty 2979.132994 = -287514.249702 nChanged 21 SP:Iteration 26Q (4290.033696 sec): 3 clusters Score: Raw -290502.720571 + Penalty 2979.132994 = -287523.587577 nChanged 23 SP:Iteration 27Q (4290.124238 sec): 3 clusters Score: Raw -290511.464991 + Penalty 2979.132994 = -287532.331998 nChanged 22 SP:Iteration 28Q (4290.216489 sec): 3 clusters Score: Raw -290522.488407 + Penalty 2979.132994 = -287543.355413 nChanged 25 SP:Iteration 29Q (4290.300902 sec): 3 clusters Score: Raw -290536.945774 + Penalty 2979.132994 = -287557.812781 nChanged 27 SP:Iteration 30Q (4290.397590 sec): 3 clusters Score: Raw -290544.302836 + Penalty 2979.132994 = -287565.169842 nChanged 17 SP:Iteration 31Q (4290.484920 sec): 3 clusters Score: Raw -290549.194893 + Penalty 2979.132994 = -287570.061899 nChanged 26 SP:Iteration 32Q (4290.558945 sec): 3 clusters Score: Raw -290558.104167 + Penalty 2979.132994 = -287578.971173 nChanged 26 SP:Iteration 33Q (4290.670075 sec): 3 clusters Score: Raw -290567.872270 + Penalty 2979.132994 = -287588.739277 nChanged 31 SP:Iteration 34Q (4290.765160 sec): 3 clusters Score: Raw -290579.039242 + Penalty 2979.132994 = -287599.906249 nChanged 35 SP:Iteration 35Q (4290.858103 sec): 3 clusters Score: Raw -290594.009763 + Penalty 2979.132994 = -287614.876769 nChanged 38 SP:Iteration 36Q (4290.949348 sec): 3 clusters Score: Raw -290609.054522 + Penalty 2979.132994 = -287629.921529 nChanged 38 SP:Iteration 37Q (4291.037536 sec): 3 clusters Score: Raw -290622.930691 + Penalty 2979.132994 = -287643.797697 nChanged 31 SP:Iteration 38Q (4291.136276 sec): 3 clusters Score: Raw -290632.400994 + Penalty 2979.132994 = -287653.268000 nChanged 29 SP:Iteration 39Q (4291.221567 sec): 3 clusters Score: Raw -290643.507326 + Penalty 2979.132994 = -287664.374332 nChanged 34 SP:Iteration 40F (4291.290695 sec): 3 clusters Score: Raw -290654.223117 + Penalty 2979.132994 = -287675.090124 nChanged 25 SP:Iteration 41Q (4291.404980 sec): 3 clusters Score: Raw -290662.416330 + Penalty 2979.132994 = -287683.283337 nChanged 30 SP:Iteration 42Q (4291.470922 sec): 3 clusters Score: Raw -290669.825502 + Penalty 2979.132994 = -287690.692509 nChanged 25 SP:Iteration 43Q (4291.570364 sec): 3 clusters Score: Raw -290678.234130 + Penalty 2979.132994 = -287699.101137 nChanged 28 SP:Iteration 44Q (4291.627628 sec): 3 clusters Score: Raw -290687.353362 + Penalty 2979.132994 = -287708.220368 nChanged 29 SP:Iteration 45Q (4291.705813 sec): 3 clusters Score: Raw -290696.117838 + Penalty 2979.132994 = -287716.984844 nChanged 21 SP:Iteration 46Q (4291.801379 sec): 3 clusters Score: Raw -290701.005458 + Penalty 2979.132994 = -287721.872464 nChanged 12 SP:Iteration 47Q (4291.897396 sec): 3 clusters Score: Raw -290702.990221 + Penalty 2979.132994 = -287723.857228 nChanged 10 SP:Iteration 48Q (4291.984919 sec): 3 clusters Score: Raw -290705.413161 + Penalty 2979.132994 = -287726.280167 nChanged 10 SP:Iteration 49Q (4292.074164 sec): 3 clusters Score: Raw -290707.641483 + Penalty 2979.132994 = -287728.508489 nChanged 5 SP:Iteration 50Q (4292.166870 sec): 3 clusters Score: Raw -290708.382693 + Penalty 2979.132994 = -287729.249699 nChanged 2 SP:Iteration 51Q (4292.235936 sec): 3 clusters Score: Raw -290708.691439 + Penalty 2979.132994 = -287729.558445 nChanged 1 SP:Iteration 52Q (4292.340958 sec): 3 clusters Score: Raw -290708.853220 + Penalty 2979.132994 = -287729.720226 nChanged 2 SP:Iteration 53Q (4292.418817 sec): 3 clusters Score: Raw -290709.384806 + Penalty 2979.132994 = -287730.251813 nChanged 5 SP:Iteration 54Q (4292.509577 sec): 3 clusters Score: Raw -290710.062869 + Penalty 2979.132994 = -287730.929876 nChanged 3 SP:Iteration 55Q (4292.594110 sec): 3 clusters Score: Raw -290710.462740 + Penalty 2979.132994 = -287731.329746 nChanged 2 SP:Iteration 56Q (4292.696119 sec): 3 clusters Score: Raw -290710.676747 + Penalty 2979.132994 = -287731.543754 nChanged 0 SP:Iteration 57F (4292.782801 sec): 3 clusters Score: Raw -290710.676747 + Penalty 2979.132994 = -287731.543754 nChanged 0 Trying to split cluster 20 (5016 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4292.853211 sec): 2 clusters Score: Raw -288439.723626 + Penalty 1495.328108 = -286944.395518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4292.943579 sec): 3 clusters Score: Raw -285882.898459 + Penalty 2990.656217 = -282892.242242 nChanged 2008 SP:Iteration 1F (4293.030419 sec): 3 clusters Score: Raw -287049.089344 + Penalty 2990.656217 = -284058.433127 nChanged 399 SP:Iteration 2F (4293.106135 sec): 3 clusters Score: Raw -287354.284519 + Penalty 2990.656217 = -284363.628302 nChanged 355 SP:Iteration 3F (4293.207179 sec): 3 clusters Score: Raw -287647.869206 + Penalty 2990.656217 = -284657.212989 nChanged 323 SP:Iteration 4F (4293.283659 sec): 3 clusters Score: Raw -287902.943591 + Penalty 2990.656217 = -284912.287374 nChanged 262 SP:Iteration 5F (4293.373683 sec): 3 clusters Score: Raw -288107.032326 + Penalty 2990.656217 = -285116.376109 nChanged 238 SP:Iteration 6Q (4293.466355 sec): 3 clusters Score: Raw -288280.118290 + Penalty 2990.656217 = -285289.462073 nChanged 180 SP:Iteration 7Q (4293.556955 sec): 3 clusters Score: Raw -288394.492873 + Penalty 2990.656217 = -285403.836656 nChanged 166 SP:Iteration 8Q (4293.651542 sec): 3 clusters Score: Raw -288492.216000 + Penalty 2990.656217 = -285501.559783 nChanged 137 SP:Iteration 9Q (4293.744255 sec): 3 clusters Score: Raw -288571.118848 + Penalty 2990.656217 = -285580.462631 nChanged 125 SP:Iteration 10Q (4293.842994 sec): 3 clusters Score: Raw -288647.429476 + Penalty 2990.656217 = -285656.773259 nChanged 111 SP:Iteration 11Q (4293.928495 sec): 3 clusters Score: Raw -288706.660671 + Penalty 2990.656217 = -285716.004454 nChanged 78 SP:Iteration 12Q (4294.016678 sec): 3 clusters Score: Raw -288741.666116 + Penalty 2990.656217 = -285751.009899 nChanged 65 SP:Iteration 13Q (4294.121248 sec): 3 clusters Score: Raw -288768.898629 + Penalty 2990.656217 = -285778.242412 nChanged 52 SP:Iteration 14Q (4294.216754 sec): 3 clusters Score: Raw -288788.431268 + Penalty 2990.656217 = -285797.775051 nChanged 39 SP:Iteration 15Q (4294.307338 sec): 3 clusters Score: Raw -288805.314179 + Penalty 2990.656217 = -285814.657962 nChanged 38 SP:Iteration 16Q (4294.392503 sec): 3 clusters Score: Raw -288819.384595 + Penalty 2990.656217 = -285828.728378 nChanged 27 SP:Iteration 17Q (4294.466195 sec): 3 clusters Score: Raw -288826.591618 + Penalty 2990.656217 = -285835.935401 nChanged 26 SP:Iteration 18Q (4294.554124 sec): 3 clusters Score: Raw -288833.576871 + Penalty 2990.656217 = -285842.920654 nChanged 15 SP:Iteration 19Q (4294.645401 sec): 3 clusters Score: Raw -288838.823183 + Penalty 2990.656217 = -285848.166966 nChanged 14 SP:Iteration 20F (4294.748987 sec): 3 clusters Score: Raw -288843.097527 + Penalty 2990.656217 = -285852.441310 nChanged 12 SP:Iteration 21Q (4294.843246 sec): 3 clusters Score: Raw -288845.697873 + Penalty 2990.656217 = -285855.041656 nChanged 9 SP:Iteration 22Q (4294.912882 sec): 3 clusters Score: Raw -288847.607759 + Penalty 2990.656217 = -285856.951542 nChanged 9 SP:Iteration 23Q (4295.022963 sec): 3 clusters Score: Raw -288850.148268 + Penalty 2990.656217 = -285859.492052 nChanged 10 SP:Iteration 24Q (4295.112869 sec): 3 clusters Score: Raw -288852.603494 + Penalty 2990.656217 = -285861.947277 nChanged 13 SP:Iteration 25Q (4295.209776 sec): 3 clusters Score: Raw -288856.626125 + Penalty 2990.656217 = -285865.969908 nChanged 13 SP:Iteration 26Q (4295.301581 sec): 3 clusters Score: Raw -288860.022541 + Penalty 2990.656217 = -285869.366324 nChanged 10 SP:Iteration 27Q (4295.373990 sec): 3 clusters Score: Raw -288863.433411 + Penalty 2990.656217 = -285872.777194 nChanged 14 SP:Iteration 28Q (4295.469068 sec): 3 clusters Score: Raw -288868.169638 + Penalty 2990.656217 = -285877.513422 nChanged 11 SP:Iteration 29Q (4295.556787 sec): 3 clusters Score: Raw -288871.172212 + Penalty 2990.656217 = -285880.515995 nChanged 10 SP:Iteration 30Q (4295.661738 sec): 3 clusters Score: Raw -288873.246878 + Penalty 2990.656217 = -285882.590662 nChanged 8 SP:Iteration 31Q (4295.739966 sec): 3 clusters Score: Raw -288874.917481 + Penalty 2990.656217 = -285884.261264 nChanged 3 SP:Iteration 32Q (4295.843046 sec): 3 clusters Score: Raw -288875.107885 + Penalty 2990.656217 = -285884.451668 nChanged 3 SP:Iteration 33Q (4295.918433 sec): 3 clusters Score: Raw -288875.484431 + Penalty 2990.656217 = -285884.828214 nChanged 1 SP:Iteration 34Q (4296.021802 sec): 3 clusters Score: Raw -288875.545441 + Penalty 2990.656217 = -285884.889224 nChanged 1 SP:Iteration 35Q (4296.125088 sec): 3 clusters Score: Raw -288875.766987 + Penalty 2990.656217 = -285885.110770 nChanged 1 SP:Iteration 36Q (4296.226901 sec): 3 clusters Score: Raw -288875.875994 + Penalty 2990.656217 = -285885.219777 nChanged 0 SP:Iteration 37F (4296.323518 sec): 3 clusters Score: Raw -288875.875994 + Penalty 2990.656217 = -285885.219777 nChanged 0 Trying to split cluster 21 (4017 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4296.376714 sec): 2 clusters Score: Raw -276262.771939 + Penalty 1456.350006 = -274806.421932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4296.473117 sec): 3 clusters Score: Raw -274216.227372 + Penalty 2912.700013 = -271303.527360 nChanged 1599 SP:Iteration 1F (4296.618274 sec): 3 clusters Score: Raw -275075.116132 + Penalty 2912.700013 = -272162.416119 nChanged 282 SP:Iteration 2F (4296.725807 sec): 3 clusters Score: Raw -275254.971838 + Penalty 2912.700013 = -272342.271825 nChanged 198 SP:Iteration 3Q (4296.818340 sec): 3 clusters Score: Raw -275368.415247 + Penalty 2912.700013 = -272455.715234 nChanged 156 SP:Iteration 4Q (4296.921596 sec): 3 clusters Score: Raw -275449.637957 + Penalty 2912.700013 = -272536.937944 nChanged 143 SP:Iteration 5Q (4297.039954 sec): 3 clusters Score: Raw -275515.592314 + Penalty 2912.700013 = -272602.892302 nChanged 106 SP:Iteration 6Q (4297.134117 sec): 3 clusters Score: Raw -275568.690320 + Penalty 2912.700013 = -272655.990307 nChanged 109 SP:Iteration 7Q (4297.241511 sec): 3 clusters Score: Raw -275624.896061 + Penalty 2912.700013 = -272712.196048 nChanged 103 SP:Iteration 8Q (4297.362822 sec): 3 clusters Score: Raw -275669.619917 + Penalty 2912.700013 = -272756.919905 nChanged 91 SP:Iteration 9Q (4297.440372 sec): 3 clusters Score: Raw -275708.148047 + Penalty 2912.700013 = -272795.448034 nChanged 74 SP:Iteration 10Q (4297.554808 sec): 3 clusters Score: Raw -275735.090510 + Penalty 2912.700013 = -272822.390497 nChanged 54 SP:Iteration 11Q (4297.679897 sec): 3 clusters Score: Raw -275759.850302 + Penalty 2912.700013 = -272847.150290 nChanged 50 SP:Iteration 12Q (4297.774456 sec): 3 clusters Score: Raw -275783.648569 + Penalty 2912.700013 = -272870.948557 nChanged 43 SP:Iteration 13Q (4297.882841 sec): 3 clusters Score: Raw -275802.996079 + Penalty 2912.700013 = -272890.296067 nChanged 45 SP:Iteration 14Q (4297.969655 sec): 3 clusters Score: Raw -275827.680889 + Penalty 2912.700013 = -272914.980876 nChanged 60 SP:Iteration 15Q (4298.101017 sec): 3 clusters Score: Raw -275856.777386 + Penalty 2912.700013 = -272944.077373 nChanged 50 SP:Iteration 16Q (4298.181996 sec): 3 clusters Score: Raw -275881.952241 + Penalty 2912.700013 = -272969.252228 nChanged 57 SP:Iteration 17Q (4298.280321 sec): 3 clusters Score: Raw -275909.645033 + Penalty 2912.700013 = -272996.945020 nChanged 65 SP:Iteration 18Q (4298.381165 sec): 3 clusters Score: Raw -275938.986243 + Penalty 2912.700013 = -273026.286231 nChanged 58 SP:Iteration 19Q (4298.480384 sec): 3 clusters Score: Raw -275972.292437 + Penalty 2912.700013 = -273059.592425 nChanged 73 SP:Iteration 20F (4298.558392 sec): 3 clusters Score: Raw -276024.950668 + Penalty 2912.700013 = -273112.250656 nChanged 92 SP:Iteration 21Q (4298.657714 sec): 3 clusters Score: Raw -276093.864973 + Penalty 2912.700013 = -273181.164961 nChanged 96 SP:Iteration 22Q (4298.759312 sec): 3 clusters Score: Raw -276172.482902 + Penalty 2912.700013 = -273259.782889 nChanged 98 SP:Iteration 23Q (4298.882332 sec): 3 clusters Score: Raw -276237.901098 + Penalty 2912.700013 = -273325.201085 nChanged 84 SP:Iteration 24Q (4298.978299 sec): 3 clusters Score: Raw -276289.149998 + Penalty 2912.700013 = -273376.449985 nChanged 67 SP:Iteration 25Q (4299.074330 sec): 3 clusters Score: Raw -276331.448538 + Penalty 2912.700013 = -273418.748526 nChanged 52 SP:Iteration 26Q (4299.212663 sec): 3 clusters Score: Raw -276362.543045 + Penalty 2912.700013 = -273449.843032 nChanged 50 SP:Iteration 27Q (4299.304184 sec): 3 clusters Score: Raw -276389.473640 + Penalty 2912.700013 = -273476.773628 nChanged 41 SP:Iteration 28Q (4299.408219 sec): 3 clusters Score: Raw -276410.973959 + Penalty 2912.700013 = -273498.273947 nChanged 25 SP:Iteration 29Q (4299.507354 sec): 3 clusters Score: Raw -276425.113354 + Penalty 2912.700013 = -273512.413341 nChanged 20 SP:Iteration 30Q (4299.620936 sec): 3 clusters Score: Raw -276431.974962 + Penalty 2912.700013 = -273519.274950 nChanged 15 SP:Iteration 31Q (4299.697872 sec): 3 clusters Score: Raw -276438.583182 + Penalty 2912.700013 = -273525.883170 nChanged 10 SP:Iteration 32Q (4299.810632 sec): 3 clusters Score: Raw -276442.697277 + Penalty 2912.700013 = -273529.997265 nChanged 9 SP:Iteration 33Q (4299.892141 sec): 3 clusters Score: Raw -276446.098995 + Penalty 2912.700013 = -273533.398982 nChanged 7 SP:Iteration 34Q (4300.011591 sec): 3 clusters Score: Raw -276448.163369 + Penalty 2912.700013 = -273535.463357 nChanged 2 SP:Iteration 35Q (4300.095273 sec): 3 clusters Score: Raw -276448.390567 + Penalty 2912.700013 = -273535.690555 nChanged 2 SP:Iteration 36Q (4300.201599 sec): 3 clusters Score: Raw -276449.327425 + Penalty 2912.700013 = -273536.627412 nChanged 6 SP:Iteration 37Q (4300.278628 sec): 3 clusters Score: Raw -276451.669444 + Penalty 2912.700013 = -273538.969431 nChanged 3 SP:Iteration 38Q (4300.382767 sec): 3 clusters Score: Raw -276452.954081 + Penalty 2912.700013 = -273540.254068 nChanged 2 SP:Iteration 39Q (4300.486047 sec): 3 clusters Score: Raw -276454.105825 + Penalty 2912.700013 = -273541.405813 nChanged 3 SP:Iteration 40F (4300.599304 sec): 3 clusters Score: Raw -276455.266323 + Penalty 2912.700013 = -273542.566310 nChanged 4 SP:Iteration 41Q (4300.702920 sec): 3 clusters Score: Raw -276456.391410 + Penalty 2912.700013 = -273543.691397 nChanged 4 SP:Iteration 42Q (4300.788709 sec): 3 clusters Score: Raw -276459.844989 + Penalty 2912.700013 = -273547.144976 nChanged 10 SP:Iteration 43Q (4300.877215 sec): 3 clusters Score: Raw -276464.720049 + Penalty 2912.700013 = -273552.020036 nChanged 7 SP:Iteration 44Q (4300.966198 sec): 3 clusters Score: Raw -276467.305367 + Penalty 2912.700013 = -273554.605354 nChanged 4 SP:Iteration 45Q (4301.063742 sec): 3 clusters Score: Raw -276470.056913 + Penalty 2912.700013 = -273557.356900 nChanged 4 SP:Iteration 46Q (4301.150469 sec): 3 clusters Score: Raw -276471.762709 + Penalty 2912.700013 = -273559.062697 nChanged 2 SP:Iteration 47Q (4301.235400 sec): 3 clusters Score: Raw -276473.035379 + Penalty 2912.700013 = -273560.335366 nChanged 3 SP:Iteration 48Q (4301.308029 sec): 3 clusters Score: Raw -276474.282804 + Penalty 2912.700013 = -273561.582791 nChanged 3 SP:Iteration 49Q (4301.398260 sec): 3 clusters Score: Raw -276475.492083 + Penalty 2912.700013 = -273562.792070 nChanged 8 SP:Iteration 50Q (4301.487910 sec): 3 clusters Score: Raw -276478.895963 + Penalty 2912.700013 = -273566.195950 nChanged 5 SP:Iteration 51Q (4301.594748 sec): 3 clusters Score: Raw -276481.539457 + Penalty 2912.700013 = -273568.839444 nChanged 7 SP:Iteration 52Q (4301.685650 sec): 3 clusters Score: Raw -276485.843714 + Penalty 2912.700013 = -273573.143701 nChanged 7 SP:Iteration 53Q (4301.777453 sec): 3 clusters Score: Raw -276491.368612 + Penalty 2912.700013 = -273578.668600 nChanged 9 SP:Iteration 54Q (4301.844151 sec): 3 clusters Score: Raw -276495.671241 + Penalty 2912.700013 = -273582.971228 nChanged 6 SP:Iteration 55Q (4301.929932 sec): 3 clusters Score: Raw -276497.853850 + Penalty 2912.700013 = -273585.153838 nChanged 2 SP:Iteration 56Q (4302.040533 sec): 3 clusters Score: Raw -276498.773146 + Penalty 2912.700013 = -273586.073133 nChanged 4 SP:Iteration 57Q (4302.122919 sec): 3 clusters Score: Raw -276499.983192 + Penalty 2912.700013 = -273587.283179 nChanged 4 SP:Iteration 58Q (4302.211662 sec): 3 clusters Score: Raw -276501.251663 + Penalty 2912.700013 = -273588.551650 nChanged 5 SP:Iteration 59Q (4302.301529 sec): 3 clusters Score: Raw -276504.586116 + Penalty 2912.700013 = -273591.886104 nChanged 9 SP:Iteration 60F (4302.373845 sec): 3 clusters Score: Raw -276509.313859 + Penalty 2912.700013 = -273596.613847 nChanged 7 SP:Iteration 61Q (4302.460837 sec): 3 clusters Score: Raw -276512.123238 + Penalty 2912.700013 = -273599.423226 nChanged 5 SP:Iteration 62Q (4302.571767 sec): 3 clusters Score: Raw -276515.077455 + Penalty 2912.700013 = -273602.377443 nChanged 5 SP:Iteration 63Q (4302.636575 sec): 3 clusters Score: Raw -276516.915882 + Penalty 2912.700013 = -273604.215869 nChanged 2 SP:Iteration 64Q (4302.743133 sec): 3 clusters Score: Raw -276517.469694 + Penalty 2912.700013 = -273604.769681 nChanged 1 SP:Iteration 65Q (4302.817364 sec): 3 clusters Score: Raw -276517.701314 + Penalty 2912.700013 = -273605.001301 nChanged 0 SP:Iteration 66F (4302.912096 sec): 3 clusters Score: Raw -276517.701314 + Penalty 2912.700013 = -273605.001301 nChanged 0 Trying to split cluster 22 (416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4302.959008 sec): 2 clusters Score: Raw -19213.862450 + Penalty 1058.385263 = -18155.477187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4303.043600 sec): 3 clusters Score: Raw -19262.336402 + Penalty 2116.770526 = -17145.565876 nChanged 112 SP:Iteration 1F (4303.123601 sec): 3 clusters Score: Raw -19475.367896 + Penalty 2116.770526 = -17358.597370 nChanged 28 SP:Iteration 2F (4303.202932 sec): 3 clusters Score: Raw -19566.540588 + Penalty 2116.770526 = -17449.770061 nChanged 24 SP:Iteration 3F (4303.284315 sec): 3 clusters Score: Raw -19634.076375 + Penalty 2116.770526 = -17517.305848 nChanged 20 SP:Iteration 4Q (4303.370162 sec): 3 clusters Score: Raw -19695.756347 + Penalty 2116.770526 = -17578.985821 nChanged 12 SP:Iteration 5Q (4303.428752 sec): 3 clusters Score: Raw -19742.871352 + Penalty 2116.770526 = -17626.100826 nChanged 9 SP:Iteration 6Q (4303.508271 sec): 3 clusters Score: Raw -19758.889916 + Penalty 2116.770526 = -17642.119389 nChanged 8 SP:Iteration 7Q (4303.599329 sec): 3 clusters Score: Raw -19777.715419 + Penalty 2116.770526 = -17660.944893 nChanged 4 SP:Iteration 8Q (4303.681965 sec): 3 clusters Score: Raw -19786.992940 + Penalty 2116.770526 = -17670.222414 nChanged 3 SP:Iteration 9Q (4303.761763 sec): 3 clusters Score: Raw -19790.212595 + Penalty 2116.770526 = -17673.442069 nChanged 1 SP:Iteration 10Q (4303.825209 sec): 3 clusters Score: Raw -19790.621655 + Penalty 2116.770526 = -17673.851128 nChanged 0 SP:Iteration 11F (4303.910862 sec): 3 clusters Score: Raw -19790.621655 + Penalty 2116.770526 = -17673.851128 nChanged 0 Trying to split cluster 23 (5455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4303.982973 sec): 2 clusters Score: Raw -349502.113872 + Penalty 1510.052526 = -347992.061346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4304.075354 sec): 3 clusters Score: Raw -346663.578601 + Penalty 3020.105052 = -343643.473548 nChanged 2160 SP:Iteration 1F (4304.166250 sec): 3 clusters Score: Raw -348032.919036 + Penalty 3020.105052 = -345012.813984 nChanged 489 SP:Iteration 2F (4304.255253 sec): 3 clusters Score: Raw -348420.363358 + Penalty 3020.105052 = -345400.258306 nChanged 386 SP:Iteration 3F (4304.342677 sec): 3 clusters Score: Raw -348727.367911 + Penalty 3020.105052 = -345707.262859 nChanged 348 SP:Iteration 4F (4304.436827 sec): 3 clusters Score: Raw -348982.679675 + Penalty 3020.105052 = -345962.574623 nChanged 293 SP:Iteration 5F (4304.532335 sec): 3 clusters Score: Raw -349175.358659 + Penalty 3020.105052 = -346155.253606 nChanged 231 SP:Iteration 6Q (4304.603723 sec): 3 clusters Score: Raw -349297.645662 + Penalty 3020.105052 = -346277.540610 nChanged 157 SP:Iteration 7Q (4304.691059 sec): 3 clusters Score: Raw -349372.272984 + Penalty 3020.105052 = -346352.167932 nChanged 110 SP:Iteration 8Q (4304.787325 sec): 3 clusters Score: Raw -349419.301978 + Penalty 3020.105052 = -346399.196926 nChanged 79 SP:Iteration 9Q (4304.875630 sec): 3 clusters Score: Raw -349446.960539 + Penalty 3020.105052 = -346426.855487 nChanged 53 SP:Iteration 10Q (4304.952995 sec): 3 clusters Score: Raw -349465.087909 + Penalty 3020.105052 = -346444.982857 nChanged 44 SP:Iteration 11Q (4305.041841 sec): 3 clusters Score: Raw -349481.151804 + Penalty 3020.105052 = -346461.046752 nChanged 48 SP:Iteration 12Q (4305.134333 sec): 3 clusters Score: Raw -349498.898052 + Penalty 3020.105052 = -346478.793000 nChanged 42 SP:Iteration 13Q (4305.243164 sec): 3 clusters Score: Raw -349511.525447 + Penalty 3020.105052 = -346491.420395 nChanged 35 SP:Iteration 14Q (4305.318394 sec): 3 clusters Score: Raw -349522.276031 + Penalty 3020.105052 = -346502.170979 nChanged 33 SP:Iteration 15Q (4305.428776 sec): 3 clusters Score: Raw -349533.172657 + Penalty 3020.105052 = -346513.067604 nChanged 27 SP:Iteration 16Q (4305.498910 sec): 3 clusters Score: Raw -349539.964175 + Penalty 3020.105052 = -346519.859123 nChanged 24 SP:Iteration 17Q (4305.582498 sec): 3 clusters Score: Raw -349546.573088 + Penalty 3020.105052 = -346526.468036 nChanged 24 SP:Iteration 18Q (4305.676014 sec): 3 clusters Score: Raw -349553.290755 + Penalty 3020.105052 = -346533.185703 nChanged 18 SP:Iteration 19Q (4305.766774 sec): 3 clusters Score: Raw -349557.255636 + Penalty 3020.105052 = -346537.150584 nChanged 17 SP:Iteration 20F (4305.874871 sec): 3 clusters Score: Raw -349561.366596 + Penalty 3020.105052 = -346541.261544 nChanged 13 SP:Iteration 21Q (4305.960249 sec): 3 clusters Score: Raw -349564.867312 + Penalty 3020.105052 = -346544.762260 nChanged 9 SP:Iteration 22Q (4306.061746 sec): 3 clusters Score: Raw -349566.855350 + Penalty 3020.105052 = -346546.750298 nChanged 12 SP:Iteration 23Q (4306.154885 sec): 3 clusters Score: Raw -349569.705610 + Penalty 3020.105052 = -346549.600557 nChanged 10 SP:Iteration 24Q (4306.240072 sec): 3 clusters Score: Raw -349572.522666 + Penalty 3020.105052 = -346552.417614 nChanged 8 SP:Iteration 25Q (4306.309558 sec): 3 clusters Score: Raw -349573.942967 + Penalty 3020.105052 = -346553.837915 nChanged 6 SP:Iteration 26Q (4306.407508 sec): 3 clusters Score: Raw -349575.079248 + Penalty 3020.105052 = -346554.974195 nChanged 5 SP:Iteration 27Q (4306.479509 sec): 3 clusters Score: Raw -349576.485405 + Penalty 3020.105052 = -346556.380352 nChanged 6 SP:Iteration 28Q (4306.559937 sec): 3 clusters Score: Raw -349577.579079 + Penalty 3020.105052 = -346557.474027 nChanged 6 SP:Iteration 29Q (4306.644205 sec): 3 clusters Score: Raw -349578.477217 + Penalty 3020.105052 = -346558.372164 nChanged 8 SP:Iteration 30Q (4306.733000 sec): 3 clusters Score: Raw -349580.077212 + Penalty 3020.105052 = -346559.972159 nChanged 3 SP:Iteration 31Q (4306.826012 sec): 3 clusters Score: Raw -349580.559600 + Penalty 3020.105052 = -346560.454547 nChanged 3 SP:Iteration 32Q (4306.907196 sec): 3 clusters Score: Raw -349580.988862 + Penalty 3020.105052 = -346560.883810 nChanged 3 SP:Iteration 33Q (4306.980535 sec): 3 clusters Score: Raw -349581.382232 + Penalty 3020.105052 = -346561.277180 nChanged 1 SP:Iteration 34Q (4307.080706 sec): 3 clusters Score: Raw -349581.500376 + Penalty 3020.105052 = -346561.395324 nChanged 0 SP:Iteration 35F (4307.156500 sec): 3 clusters Score: Raw -349581.500376 + Penalty 3020.105052 = -346561.395324 nChanged 0 Trying to split cluster 24 (2008 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4307.220545 sec): 2 clusters Score: Raw -116656.609061 + Penalty 1334.658981 = -115321.950079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4307.294985 sec): 3 clusters Score: Raw -115848.548011 + Penalty 2669.317963 = -113179.230048 nChanged 691 SP:Iteration 1F (4307.361921 sec): 3 clusters Score: Raw -116309.911253 + Penalty 2669.317963 = -113640.593291 nChanged 174 SP:Iteration 2F (4307.452350 sec): 3 clusters Score: Raw -116497.853422 + Penalty 2669.317963 = -113828.535460 nChanged 134 SP:Iteration 3F (4307.530332 sec): 3 clusters Score: Raw -116655.914256 + Penalty 2669.317963 = -113986.596293 nChanged 96 SP:Iteration 4Q (4307.616668 sec): 3 clusters Score: Raw -116756.618806 + Penalty 2669.317963 = -114087.300843 nChanged 75 SP:Iteration 5Q (4307.694895 sec): 3 clusters Score: Raw -116828.234681 + Penalty 2669.317963 = -114158.916718 nChanged 47 SP:Iteration 6Q (4307.775425 sec): 3 clusters Score: Raw -116865.898495 + Penalty 2669.317963 = -114196.580532 nChanged 49 SP:Iteration 7Q (4307.857061 sec): 3 clusters Score: Raw -116908.965126 + Penalty 2669.317963 = -114239.647163 nChanged 40 SP:Iteration 8Q (4307.933529 sec): 3 clusters Score: Raw -116940.289194 + Penalty 2669.317963 = -114270.971231 nChanged 32 SP:Iteration 9Q (4308.014648 sec): 3 clusters Score: Raw -116971.354364 + Penalty 2669.317963 = -114302.036402 nChanged 34 SP:Iteration 10Q (4308.086170 sec): 3 clusters Score: Raw -117000.921903 + Penalty 2669.317963 = -114331.603940 nChanged 31 SP:Iteration 11Q (4308.179209 sec): 3 clusters Score: Raw -117031.419762 + Penalty 2669.317963 = -114362.101799 nChanged 32 SP:Iteration 12Q (4308.278027 sec): 3 clusters Score: Raw -117061.608024 + Penalty 2669.317963 = -114392.290061 nChanged 25 SP:Iteration 13Q (4308.350889 sec): 3 clusters Score: Raw -117083.500829 + Penalty 2669.317963 = -114414.182866 nChanged 27 SP:Iteration 14Q (4308.431580 sec): 3 clusters Score: Raw -117113.175771 + Penalty 2669.317963 = -114443.857808 nChanged 24 SP:Iteration 15Q (4308.503578 sec): 3 clusters Score: Raw -117133.300177 + Penalty 2669.317963 = -114463.982215 nChanged 26 SP:Iteration 16Q (4308.581951 sec): 3 clusters Score: Raw -117153.937489 + Penalty 2669.317963 = -114484.619527 nChanged 21 SP:Iteration 17Q (4308.654141 sec): 3 clusters Score: Raw -117172.726013 + Penalty 2669.317963 = -114503.408050 nChanged 16 SP:Iteration 18Q (4308.739162 sec): 3 clusters Score: Raw -117188.097743 + Penalty 2669.317963 = -114518.779780 nChanged 17 SP:Iteration 19Q (4308.840205 sec): 3 clusters Score: Raw -117201.530094 + Penalty 2669.317963 = -114532.212131 nChanged 13 SP:Iteration 20F (4308.923074 sec): 3 clusters Score: Raw -117212.942956 + Penalty 2669.317963 = -114543.624993 nChanged 10 SP:Iteration 21Q (4309.009834 sec): 3 clusters Score: Raw -117226.684925 + Penalty 2669.317963 = -114557.366963 nChanged 16 SP:Iteration 22Q (4309.084349 sec): 3 clusters Score: Raw -117241.658517 + Penalty 2669.317963 = -114572.340554 nChanged 9 SP:Iteration 23Q (4309.175171 sec): 3 clusters Score: Raw -117249.992179 + Penalty 2669.317963 = -114580.674216 nChanged 18 SP:Iteration 24Q (4309.243970 sec): 3 clusters Score: Raw -117267.436222 + Penalty 2669.317963 = -114598.118260 nChanged 15 SP:Iteration 25Q (4309.328991 sec): 3 clusters Score: Raw -117278.676914 + Penalty 2669.317963 = -114609.358951 nChanged 9 SP:Iteration 26Q (4309.399592 sec): 3 clusters Score: Raw -117283.363257 + Penalty 2669.317963 = -114614.045295 nChanged 9 SP:Iteration 27Q (4309.485165 sec): 3 clusters Score: Raw -117294.102669 + Penalty 2669.317963 = -114624.784706 nChanged 16 SP:Iteration 28Q (4309.573162 sec): 3 clusters Score: Raw -117311.151318 + Penalty 2669.317963 = -114641.833356 nChanged 13 SP:Iteration 29Q (4309.656863 sec): 3 clusters Score: Raw -117322.163693 + Penalty 2669.317963 = -114652.845730 nChanged 12 SP:Iteration 30Q (4309.743640 sec): 3 clusters Score: Raw -117329.653502 + Penalty 2669.317963 = -114660.335540 nChanged 11 SP:Iteration 31Q (4309.829855 sec): 3 clusters Score: Raw -117337.141226 + Penalty 2669.317963 = -114667.823263 nChanged 10 SP:Iteration 32Q (4309.922364 sec): 3 clusters Score: Raw -117345.314906 + Penalty 2669.317963 = -114675.996944 nChanged 9 SP:Iteration 33Q (4310.008408 sec): 3 clusters Score: Raw -117354.556733 + Penalty 2669.317963 = -114685.238770 nChanged 10 SP:Iteration 34Q (4310.092982 sec): 3 clusters Score: Raw -117364.280365 + Penalty 2669.317963 = -114694.962402 nChanged 8 SP:Iteration 35Q (4310.175446 sec): 3 clusters Score: Raw -117371.537302 + Penalty 2669.317963 = -114702.219339 nChanged 5 SP:Iteration 36Q (4310.240460 sec): 3 clusters Score: Raw -117374.617032 + Penalty 2669.317963 = -114705.299069 nChanged 2 SP:Iteration 37Q (4310.332737 sec): 3 clusters Score: Raw -117376.909811 + Penalty 2669.317963 = -114707.591849 nChanged 3 SP:Iteration 38Q (4310.395664 sec): 3 clusters Score: Raw -117378.718720 + Penalty 2669.317963 = -114709.400758 nChanged 0 SP:Iteration 39F (4310.496554 sec): 3 clusters Score: Raw -117378.718720 + Penalty 2669.317963 = -114709.400758 nChanged 0 Trying to split cluster 25 (8519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4310.566872 sec): 2 clusters Score: Raw -547231.840960 + Penalty 1588.284519 = -545643.556441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4310.669915 sec): 3 clusters Score: Raw -542480.309831 + Penalty 3176.569039 = -539303.740792 nChanged 3615 SP:Iteration 1F (4310.770237 sec): 3 clusters Score: Raw -544534.109108 + Penalty 3176.569039 = -541357.540069 nChanged 588 SP:Iteration 2F (4310.871932 sec): 3 clusters Score: Raw -544881.106778 + Penalty 3176.569039 = -541704.537739 nChanged 523 SP:Iteration 3F (4310.961825 sec): 3 clusters Score: Raw -545191.540771 + Penalty 3176.569039 = -542014.971732 nChanged 482 SP:Iteration 4F (4311.044583 sec): 3 clusters Score: Raw -545485.422732 + Penalty 3176.569039 = -542308.853693 nChanged 451 SP:Iteration 5F (4311.135014 sec): 3 clusters Score: Raw -545752.786160 + Penalty 3176.569039 = -542576.217121 nChanged 399 SP:Iteration 6Q (4311.240787 sec): 3 clusters Score: Raw -545973.411872 + Penalty 3176.569039 = -542796.842833 nChanged 344 SP:Iteration 7Q (4311.338504 sec): 3 clusters Score: Raw -546167.778258 + Penalty 3176.569039 = -542991.209219 nChanged 317 SP:Iteration 8Q (4311.426408 sec): 3 clusters Score: Raw -546341.257701 + Penalty 3176.569039 = -543164.688662 nChanged 282 SP:Iteration 9Q (4311.492770 sec): 3 clusters Score: Raw -546478.368643 + Penalty 3176.569039 = -543301.799604 nChanged 223 SP:Iteration 10Q (4311.588353 sec): 3 clusters Score: Raw -546580.165856 + Penalty 3176.569039 = -543403.596817 nChanged 183 SP:Iteration 11Q (4311.684340 sec): 3 clusters Score: Raw -546651.142830 + Penalty 3176.569039 = -543474.573791 nChanged 150 SP:Iteration 12Q (4311.811625 sec): 3 clusters Score: Raw -546704.304069 + Penalty 3176.569039 = -543527.735030 nChanged 128 SP:Iteration 13Q (4311.937193 sec): 3 clusters Score: Raw -546745.519888 + Penalty 3176.569039 = -543568.950849 nChanged 107 SP:Iteration 14Q (4312.064989 sec): 3 clusters Score: Raw -546782.696824 + Penalty 3176.569039 = -543606.127785 nChanged 96 SP:Iteration 15Q (4312.190683 sec): 3 clusters Score: Raw -546811.390463 + Penalty 3176.569039 = -543634.821424 nChanged 79 SP:Iteration 16Q (4312.307434 sec): 3 clusters Score: Raw -546831.462389 + Penalty 3176.569039 = -543654.893350 nChanged 61 SP:Iteration 17Q (4312.424804 sec): 3 clusters Score: Raw -546846.528783 + Penalty 3176.569039 = -543669.959744 nChanged 40 SP:Iteration 18Q (4312.541948 sec): 3 clusters Score: Raw -546855.984901 + Penalty 3176.569039 = -543679.415862 nChanged 43 SP:Iteration 19Q (4312.663482 sec): 3 clusters Score: Raw -546865.240764 + Penalty 3176.569039 = -543688.671725 nChanged 35 SP:Iteration 20F (4312.768553 sec): 3 clusters Score: Raw -546870.946058 + Penalty 3176.569039 = -543694.377019 nChanged 37 SP:Iteration 21Q (4312.901807 sec): 3 clusters Score: Raw -546877.444405 + Penalty 3176.569039 = -543700.875366 nChanged 29 SP:Iteration 22Q (4312.997027 sec): 3 clusters Score: Raw -546881.925645 + Penalty 3176.569039 = -543705.356606 nChanged 23 SP:Iteration 23Q (4313.102632 sec): 3 clusters Score: Raw -546886.173980 + Penalty 3176.569039 = -543709.604941 nChanged 29 SP:Iteration 24Q (4313.219285 sec): 3 clusters Score: Raw -546891.289743 + Penalty 3176.569039 = -543714.720705 nChanged 37 SP:Iteration 25Q (4313.334836 sec): 3 clusters Score: Raw -546897.184425 + Penalty 3176.569039 = -543720.615386 nChanged 28 SP:Iteration 26Q (4313.428886 sec): 3 clusters Score: Raw -546902.020796 + Penalty 3176.569039 = -543725.451757 nChanged 31 SP:Iteration 27Q (4313.546904 sec): 3 clusters Score: Raw -546909.068545 + Penalty 3176.569039 = -543732.499506 nChanged 36 SP:Iteration 28Q (4313.660528 sec): 3 clusters Score: Raw -546918.230200 + Penalty 3176.569039 = -543741.661161 nChanged 38 SP:Iteration 29Q (4313.793553 sec): 3 clusters Score: Raw -546928.582071 + Penalty 3176.569039 = -543752.013032 nChanged 40 SP:Iteration 30Q (4313.923712 sec): 3 clusters Score: Raw -546939.089235 + Penalty 3176.569039 = -543762.520196 nChanged 50 SP:Iteration 31Q (4314.049160 sec): 3 clusters Score: Raw -546951.337851 + Penalty 3176.569039 = -543774.768813 nChanged 51 SP:Iteration 32Q (4314.152705 sec): 3 clusters Score: Raw -546964.099296 + Penalty 3176.569039 = -543787.530257 nChanged 57 SP:Iteration 33Q (4314.277288 sec): 3 clusters Score: Raw -546981.939510 + Penalty 3176.569039 = -543805.370471 nChanged 61 SP:Iteration 34Q (4314.394275 sec): 3 clusters Score: Raw -547006.550776 + Penalty 3176.569039 = -543829.981737 nChanged 93 SP:Iteration 35Q (4314.509783 sec): 3 clusters Score: Raw -547050.462496 + Penalty 3176.569039 = -543873.893457 nChanged 103 SP:Iteration 36Q (4314.625859 sec): 3 clusters Score: Raw -547089.381833 + Penalty 3176.569039 = -543912.812794 nChanged 92 SP:Iteration 37Q (4314.756953 sec): 3 clusters Score: Raw -547121.565615 + Penalty 3176.569039 = -543944.996576 nChanged 88 SP:Iteration 38Q (4314.883813 sec): 3 clusters Score: Raw -547152.484678 + Penalty 3176.569039 = -543975.915639 nChanged 91 SP:Iteration 39Q (4314.991415 sec): 3 clusters Score: Raw -547187.577176 + Penalty 3176.569039 = -544011.008137 nChanged 97 SP:Iteration 40F (4315.110072 sec): 3 clusters Score: Raw -547222.925663 + Penalty 3176.569039 = -544046.356624 nChanged 96 SP:Iteration 41Q (4315.249527 sec): 3 clusters Score: Raw -547260.469760 + Penalty 3176.569039 = -544083.900721 nChanged 89 SP:Iteration 42Q (4315.372210 sec): 3 clusters Score: Raw -547292.852480 + Penalty 3176.569039 = -544116.283441 nChanged 81 SP:Iteration 43Q (4315.481972 sec): 3 clusters Score: Raw -547323.139535 + Penalty 3176.569039 = -544146.570496 nChanged 82 SP:Iteration 44Q (4315.592926 sec): 3 clusters Score: Raw -547351.390157 + Penalty 3176.569039 = -544174.821118 nChanged 73 SP:Iteration 45Q (4315.709857 sec): 3 clusters Score: Raw -547375.588831 + Penalty 3176.569039 = -544199.019792 nChanged 77 SP:Iteration 46Q (4315.835827 sec): 3 clusters Score: Raw -547401.793394 + Penalty 3176.569039 = -544225.224355 nChanged 70 SP:Iteration 47Q (4315.930038 sec): 3 clusters Score: Raw -547423.178686 + Penalty 3176.569039 = -544246.609647 nChanged 70 SP:Iteration 48Q (4316.063206 sec): 3 clusters Score: Raw -547447.772260 + Penalty 3176.569039 = -544271.203221 nChanged 62 SP:Iteration 49Q (4316.176746 sec): 3 clusters Score: Raw -547467.141731 + Penalty 3176.569039 = -544290.572692 nChanged 57 SP:Iteration 50Q (4316.296481 sec): 3 clusters Score: Raw -547482.005773 + Penalty 3176.569039 = -544305.436734 nChanged 38 SP:Iteration 51Q (4316.408872 sec): 3 clusters Score: Raw -547489.684385 + Penalty 3176.569039 = -544313.115346 nChanged 31 SP:Iteration 52Q (4316.523695 sec): 3 clusters Score: Raw -547496.229863 + Penalty 3176.569039 = -544319.660824 nChanged 32 SP:Iteration 53Q (4316.635540 sec): 3 clusters Score: Raw -547503.067608 + Penalty 3176.569039 = -544326.498569 nChanged 39 SP:Iteration 54Q (4316.740281 sec): 3 clusters Score: Raw -547511.589782 + Penalty 3176.569039 = -544335.020743 nChanged 42 SP:Iteration 55Q (4316.849384 sec): 3 clusters Score: Raw -547522.217771 + Penalty 3176.569039 = -544345.648732 nChanged 39 SP:Iteration 56Q (4316.973943 sec): 3 clusters Score: Raw -547533.301890 + Penalty 3176.569039 = -544356.732851 nChanged 33 SP:Iteration 57Q (4317.073609 sec): 3 clusters Score: Raw -547539.253734 + Penalty 3176.569039 = -544362.684695 nChanged 25 SP:Iteration 58Q (4317.203429 sec): 3 clusters Score: Raw -547544.788500 + Penalty 3176.569039 = -544368.219461 nChanged 23 SP:Iteration 59Q (4317.323768 sec): 3 clusters Score: Raw -547548.586443 + Penalty 3176.569039 = -544372.017404 nChanged 17 SP:Iteration 60F (4317.413509 sec): 3 clusters Score: Raw -547552.552873 + Penalty 3176.569039 = -544375.983834 nChanged 19 SP:Iteration 61Q (4317.552551 sec): 3 clusters Score: Raw -547556.271048 + Penalty 3176.569039 = -544379.702009 nChanged 19 SP:Iteration 62Q (4317.675060 sec): 3 clusters Score: Raw -547560.031584 + Penalty 3176.569039 = -544383.462545 nChanged 15 SP:Iteration 63Q (4317.768234 sec): 3 clusters Score: Raw -547562.854776 + Penalty 3176.569039 = -544386.285737 nChanged 13 SP:Iteration 64Q (4317.896342 sec): 3 clusters Score: Raw -547564.703704 + Penalty 3176.569039 = -544388.134665 nChanged 10 SP:Iteration 65Q (4318.012974 sec): 3 clusters Score: Raw -547565.616903 + Penalty 3176.569039 = -544389.047864 nChanged 9 SP:Iteration 66Q (4318.118336 sec): 3 clusters Score: Raw -547566.902639 + Penalty 3176.569039 = -544390.333600 nChanged 7 SP:Iteration 67Q (4318.237152 sec): 3 clusters Score: Raw -547567.977956 + Penalty 3176.569039 = -544391.408917 nChanged 7 SP:Iteration 68Q (4318.345226 sec): 3 clusters Score: Raw -547569.012881 + Penalty 3176.569039 = -544392.443842 nChanged 8 SP:Iteration 69Q (4318.452986 sec): 3 clusters Score: Raw -547569.743523 + Penalty 3176.569039 = -544393.174484 nChanged 4 SP:Iteration 70Q (4318.564867 sec): 3 clusters Score: Raw -547570.106610 + Penalty 3176.569039 = -544393.537572 nChanged 3 SP:Iteration 71Q (4318.688152 sec): 3 clusters Score: Raw -547570.593562 + Penalty 3176.569039 = -544394.024523 nChanged 5 SP:Iteration 72Q (4318.785920 sec): 3 clusters Score: Raw -547571.288516 + Penalty 3176.569039 = -544394.719477 nChanged 6 SP:Iteration 73Q (4318.924440 sec): 3 clusters Score: Raw -547572.030751 + Penalty 3176.569039 = -544395.461712 nChanged 9 SP:Iteration 74Q (4319.037417 sec): 3 clusters Score: Raw -547572.968982 + Penalty 3176.569039 = -544396.399943 nChanged 4 SP:Iteration 75Q (4319.129426 sec): 3 clusters Score: Raw -547573.340480 + Penalty 3176.569039 = -544396.771441 nChanged 2 SP:Iteration 76Q (4319.237664 sec): 3 clusters Score: Raw -547573.595512 + Penalty 3176.569039 = -544397.026473 nChanged 1 SP:Iteration 77Q (4319.362540 sec): 3 clusters Score: Raw -547573.681334 + Penalty 3176.569039 = -544397.112295 nChanged 0 SP:Iteration 78F (4319.450414 sec): 3 clusters Score: Raw -547573.681334 + Penalty 3176.569039 = -544397.112295 nChanged 0 Trying to split cluster 26 (3526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4319.522572 sec): 2 clusters Score: Raw -159495.561820 + Penalty 1433.469848 = -158062.091972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4319.608885 sec): 3 clusters Score: Raw -157809.610038 + Penalty 2866.939696 = -154942.670342 nChanged 1382 SP:Iteration 1F (4319.699976 sec): 3 clusters Score: Raw -158878.255273 + Penalty 2866.939696 = -156011.315577 nChanged 356 SP:Iteration 2F (4319.785160 sec): 3 clusters Score: Raw -159207.309190 + Penalty 2866.939696 = -156340.369493 nChanged 273 SP:Iteration 3F (4319.872505 sec): 3 clusters Score: Raw -159500.310831 + Penalty 2866.939696 = -156633.371135 nChanged 237 SP:Iteration 4F (4319.956484 sec): 3 clusters Score: Raw -159746.053649 + Penalty 2866.939696 = -156879.113953 nChanged 200 SP:Iteration 5F (4320.037636 sec): 3 clusters Score: Raw -159908.211321 + Penalty 2866.939696 = -157041.271624 nChanged 159 SP:Iteration 6Q (4320.127080 sec): 3 clusters Score: Raw -160028.842525 + Penalty 2866.939696 = -157161.902828 nChanged 111 SP:Iteration 7Q (4320.211542 sec): 3 clusters Score: Raw -160097.237903 + Penalty 2866.939696 = -157230.298207 nChanged 88 SP:Iteration 8Q (4320.295301 sec): 3 clusters Score: Raw -160152.047430 + Penalty 2866.939696 = -157285.107734 nChanged 74 SP:Iteration 9Q (4320.385700 sec): 3 clusters Score: Raw -160193.755607 + Penalty 2866.939696 = -157326.815911 nChanged 60 SP:Iteration 10Q (4320.473926 sec): 3 clusters Score: Raw -160223.181299 + Penalty 2866.939696 = -157356.241602 nChanged 46 SP:Iteration 11Q (4320.555587 sec): 3 clusters Score: Raw -160247.812445 + Penalty 2866.939696 = -157380.872749 nChanged 38 SP:Iteration 12Q (4320.642364 sec): 3 clusters Score: Raw -160267.371854 + Penalty 2866.939696 = -157400.432158 nChanged 37 SP:Iteration 13Q (4320.730380 sec): 3 clusters Score: Raw -160292.338955 + Penalty 2866.939696 = -157425.399259 nChanged 30 SP:Iteration 14Q (4320.817363 sec): 3 clusters Score: Raw -160305.767076 + Penalty 2866.939696 = -157438.827379 nChanged 31 SP:Iteration 15Q (4320.905665 sec): 3 clusters Score: Raw -160325.453055 + Penalty 2866.939696 = -157458.513359 nChanged 31 SP:Iteration 16Q (4320.995782 sec): 3 clusters Score: Raw -160341.590178 + Penalty 2866.939696 = -157474.650481 nChanged 32 SP:Iteration 17Q (4321.061503 sec): 3 clusters Score: Raw -160361.763637 + Penalty 2866.939696 = -157494.823940 nChanged 35 SP:Iteration 18Q (4321.145604 sec): 3 clusters Score: Raw -160378.791774 + Penalty 2866.939696 = -157511.852077 nChanged 32 SP:Iteration 19Q (4321.231188 sec): 3 clusters Score: Raw -160394.715588 + Penalty 2866.939696 = -157527.775892 nChanged 21 SP:Iteration 20F (4321.319451 sec): 3 clusters Score: Raw -160403.236252 + Penalty 2866.939696 = -157536.296555 nChanged 18 SP:Iteration 21Q (4321.407918 sec): 3 clusters Score: Raw -160411.021928 + Penalty 2866.939696 = -157544.082231 nChanged 14 SP:Iteration 22Q (4321.493749 sec): 3 clusters Score: Raw -160414.388365 + Penalty 2866.939696 = -157547.448668 nChanged 6 SP:Iteration 23Q (4321.584347 sec): 3 clusters Score: Raw -160415.575704 + Penalty 2866.939696 = -157548.636007 nChanged 3 SP:Iteration 24Q (4321.676413 sec): 3 clusters Score: Raw -160416.271463 + Penalty 2866.939696 = -157549.331767 nChanged 4 SP:Iteration 25Q (4321.769738 sec): 3 clusters Score: Raw -160417.386249 + Penalty 2866.939696 = -157550.446553 nChanged 4 SP:Iteration 26Q (4321.860627 sec): 3 clusters Score: Raw -160419.769873 + Penalty 2866.939696 = -157552.830176 nChanged 4 SP:Iteration 27Q (4321.970414 sec): 3 clusters Score: Raw -160420.852060 + Penalty 2866.939696 = -157553.912364 nChanged 6 SP:Iteration 28Q (4322.056681 sec): 3 clusters Score: Raw -160422.624201 + Penalty 2866.939696 = -157555.684505 nChanged 7 SP:Iteration 29Q (4322.134333 sec): 3 clusters Score: Raw -160424.537730 + Penalty 2866.939696 = -157557.598033 nChanged 7 SP:Iteration 30Q (4322.229705 sec): 3 clusters Score: Raw -160427.227242 + Penalty 2866.939696 = -157560.287545 nChanged 10 SP:Iteration 31Q (4322.310734 sec): 3 clusters Score: Raw -160431.246385 + Penalty 2866.939696 = -157564.306689 nChanged 12 SP:Iteration 32Q (4322.389973 sec): 3 clusters Score: Raw -160434.616668 + Penalty 2866.939696 = -157567.676971 nChanged 11 SP:Iteration 33Q (4322.474395 sec): 3 clusters Score: Raw -160437.117230 + Penalty 2866.939696 = -157570.177534 nChanged 7 SP:Iteration 34Q (4322.561906 sec): 3 clusters Score: Raw -160439.702826 + Penalty 2866.939696 = -157572.763129 nChanged 10 SP:Iteration 35Q (4322.637261 sec): 3 clusters Score: Raw -160443.344748 + Penalty 2866.939696 = -157576.405052 nChanged 8 SP:Iteration 36Q (4322.719603 sec): 3 clusters Score: Raw -160447.392740 + Penalty 2866.939696 = -157580.453044 nChanged 8 SP:Iteration 37Q (4322.803218 sec): 3 clusters Score: Raw -160450.828016 + Penalty 2866.939696 = -157583.888319 nChanged 9 SP:Iteration 38Q (4322.888020 sec): 3 clusters Score: Raw -160453.938426 + Penalty 2866.939696 = -157586.998730 nChanged 6 SP:Iteration 39Q (4322.994881 sec): 3 clusters Score: Raw -160456.142812 + Penalty 2866.939696 = -157589.203115 nChanged 6 SP:Iteration 40F (4323.080899 sec): 3 clusters Score: Raw -160457.828796 + Penalty 2866.939696 = -157590.889100 nChanged 7 SP:Iteration 41Q (4323.153033 sec): 3 clusters Score: Raw -160459.222787 + Penalty 2866.939696 = -157592.283090 nChanged 4 SP:Iteration 42Q (4323.243178 sec): 3 clusters Score: Raw -160460.578138 + Penalty 2866.939696 = -157593.638442 nChanged 7 SP:Iteration 43Q (4323.339959 sec): 3 clusters Score: Raw -160464.058599 + Penalty 2866.939696 = -157597.118902 nChanged 7 SP:Iteration 44Q (4323.458584 sec): 3 clusters Score: Raw -160466.305161 + Penalty 2866.939696 = -157599.365465 nChanged 3 SP:Iteration 45Q (4323.538198 sec): 3 clusters Score: Raw -160467.140318 + Penalty 2866.939696 = -157600.200622 nChanged 4 SP:Iteration 46Q (4323.603355 sec): 3 clusters Score: Raw -160467.775964 + Penalty 2866.939696 = -157600.836268 nChanged 4 SP:Iteration 47Q (4323.701012 sec): 3 clusters Score: Raw -160468.963260 + Penalty 2866.939696 = -157602.023564 nChanged 4 SP:Iteration 48Q (4323.775487 sec): 3 clusters Score: Raw -160470.479679 + Penalty 2866.939696 = -157603.539983 nChanged 2 SP:Iteration 49Q (4323.850036 sec): 3 clusters Score: Raw -160471.089739 + Penalty 2866.939696 = -157604.150042 nChanged 3 SP:Iteration 50Q (4323.947788 sec): 3 clusters Score: Raw -160472.301390 + Penalty 2866.939696 = -157605.361694 nChanged 3 SP:Iteration 51Q (4324.015215 sec): 3 clusters Score: Raw -160473.078591 + Penalty 2866.939696 = -157606.138895 nChanged 3 SP:Iteration 52Q (4324.097519 sec): 3 clusters Score: Raw -160474.052921 + Penalty 2866.939696 = -157607.113225 nChanged 1 SP:Iteration 53Q (4324.178567 sec): 3 clusters Score: Raw -160474.297968 + Penalty 2866.939696 = -157607.358272 nChanged 0 SP:Iteration 54F (4324.264762 sec): 3 clusters Score: Raw -160474.297968 + Penalty 2866.939696 = -157607.358272 nChanged 0 Trying to split cluster 27 (3995 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4324.331595 sec): 2 clusters Score: Raw -245225.650654 + Penalty 1455.386200 = -243770.264454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4324.421853 sec): 3 clusters Score: Raw -243295.701709 + Penalty 2910.772399 = -240384.929309 nChanged 1551 SP:Iteration 1F (4324.508980 sec): 3 clusters Score: Raw -244280.100522 + Penalty 2910.772399 = -241369.328123 nChanged 363 SP:Iteration 2F (4324.592514 sec): 3 clusters Score: Raw -244561.433060 + Penalty 2910.772399 = -241650.660660 nChanged 262 SP:Iteration 3F (4324.664404 sec): 3 clusters Score: Raw -244746.824891 + Penalty 2910.772399 = -241836.052492 nChanged 208 SP:Iteration 4F (4324.771305 sec): 3 clusters Score: Raw -244902.111848 + Penalty 2910.772399 = -241991.339449 nChanged 160 SP:Iteration 5Q (4324.857498 sec): 3 clusters Score: Raw -245037.600620 + Penalty 2910.772399 = -242126.828220 nChanged 168 SP:Iteration 6Q (4324.946575 sec): 3 clusters Score: Raw -245159.623189 + Penalty 2910.772399 = -242248.850790 nChanged 138 SP:Iteration 7Q (4325.031486 sec): 3 clusters Score: Raw -245250.445656 + Penalty 2910.772399 = -242339.673256 nChanged 125 SP:Iteration 8Q (4325.103905 sec): 3 clusters Score: Raw -245332.763490 + Penalty 2910.772399 = -242421.991090 nChanged 105 SP:Iteration 9Q (4325.212094 sec): 3 clusters Score: Raw -245405.352391 + Penalty 2910.772399 = -242494.579992 nChanged 93 SP:Iteration 10Q (4325.299310 sec): 3 clusters Score: Raw -245467.916927 + Penalty 2910.772399 = -242557.144528 nChanged 79 SP:Iteration 11Q (4325.401103 sec): 3 clusters Score: Raw -245508.040531 + Penalty 2910.772399 = -242597.268131 nChanged 55 SP:Iteration 12Q (4325.499782 sec): 3 clusters Score: Raw -245534.480018 + Penalty 2910.772399 = -242623.707619 nChanged 48 SP:Iteration 13Q (4325.589810 sec): 3 clusters Score: Raw -245553.303464 + Penalty 2910.772399 = -242642.531065 nChanged 30 SP:Iteration 14Q (4325.677371 sec): 3 clusters Score: Raw -245565.040698 + Penalty 2910.772399 = -242654.268299 nChanged 27 SP:Iteration 15Q (4325.770932 sec): 3 clusters Score: Raw -245574.230063 + Penalty 2910.772399 = -242663.457664 nChanged 16 SP:Iteration 16Q (4325.854270 sec): 3 clusters Score: Raw -245579.570002 + Penalty 2910.772399 = -242668.797603 nChanged 14 SP:Iteration 17Q (4325.943420 sec): 3 clusters Score: Raw -245584.639992 + Penalty 2910.772399 = -242673.867593 nChanged 11 SP:Iteration 18Q (4326.027926 sec): 3 clusters Score: Raw -245588.180576 + Penalty 2910.772399 = -242677.408177 nChanged 4 SP:Iteration 19Q (4326.109892 sec): 3 clusters Score: Raw -245589.420502 + Penalty 2910.772399 = -242678.648103 nChanged 3 SP:Iteration 20F (4326.204437 sec): 3 clusters Score: Raw -245590.309055 + Penalty 2910.772399 = -242679.536656 nChanged 5 SP:Iteration 21Q (4326.270370 sec): 3 clusters Score: Raw -245592.338150 + Penalty 2910.772399 = -242681.565751 nChanged 6 SP:Iteration 22Q (4326.369498 sec): 3 clusters Score: Raw -245594.515503 + Penalty 2910.772399 = -242683.743104 nChanged 6 SP:Iteration 23Q (4326.455982 sec): 3 clusters Score: Raw -245595.471374 + Penalty 2910.772399 = -242684.698975 nChanged 5 SP:Iteration 24Q (4326.539815 sec): 3 clusters Score: Raw -245596.871056 + Penalty 2910.772399 = -242686.098656 nChanged 3 SP:Iteration 25Q (4326.627861 sec): 3 clusters Score: Raw -245597.467947 + Penalty 2910.772399 = -242686.695548 nChanged 3 SP:Iteration 26Q (4326.698692 sec): 3 clusters Score: Raw -245597.917699 + Penalty 2910.772399 = -242687.145300 nChanged 4 SP:Iteration 27Q (4326.785363 sec): 3 clusters Score: Raw -245598.829907 + Penalty 2910.772399 = -242688.057507 nChanged 3 SP:Iteration 28Q (4326.886895 sec): 3 clusters Score: Raw -245599.835709 + Penalty 2910.772399 = -242689.063310 nChanged 7 SP:Iteration 29Q (4326.971908 sec): 3 clusters Score: Raw -245602.187305 + Penalty 2910.772399 = -242691.414906 nChanged 10 SP:Iteration 30Q (4327.054923 sec): 3 clusters Score: Raw -245604.238844 + Penalty 2910.772399 = -242693.466445 nChanged 4 SP:Iteration 31Q (4327.129583 sec): 3 clusters Score: Raw -245605.027644 + Penalty 2910.772399 = -242694.255245 nChanged 6 SP:Iteration 32Q (4327.211546 sec): 3 clusters Score: Raw -245606.486162 + Penalty 2910.772399 = -242695.713763 nChanged 4 SP:Iteration 33Q (4327.297426 sec): 3 clusters Score: Raw -245608.133585 + Penalty 2910.772399 = -242697.361185 nChanged 5 SP:Iteration 34Q (4327.385544 sec): 3 clusters Score: Raw -245609.397655 + Penalty 2910.772399 = -242698.625256 nChanged 5 SP:Iteration 35Q (4327.493119 sec): 3 clusters Score: Raw -245610.397720 + Penalty 2910.772399 = -242699.625320 nChanged 3 SP:Iteration 36Q (4327.558482 sec): 3 clusters Score: Raw -245610.952391 + Penalty 2910.772399 = -242700.179991 nChanged 3 SP:Iteration 37Q (4327.653960 sec): 3 clusters Score: Raw -245611.509387 + Penalty 2910.772399 = -242700.736987 nChanged 2 SP:Iteration 38Q (4327.731639 sec): 3 clusters Score: Raw -245611.804364 + Penalty 2910.772399 = -242701.031965 nChanged 0 SP:Iteration 39F (4327.840992 sec): 3 clusters Score: Raw -245611.804364 + Penalty 2910.772399 = -242701.031965 nChanged 0 Trying to split cluster 28 (4917 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4327.880124 sec): 2 clusters Score: Raw -264518.554129 + Penalty 1491.829654 = -263026.724475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4327.992046 sec): 3 clusters Score: Raw -262049.740880 + Penalty 2983.659307 = -259066.081573 nChanged 1977 SP:Iteration 1F (4328.121592 sec): 3 clusters Score: Raw -263250.321696 + Penalty 2983.659307 = -260266.662388 nChanged 433 SP:Iteration 2F (4328.231247 sec): 3 clusters Score: Raw -263540.396655 + Penalty 2983.659307 = -260556.737347 nChanged 284 SP:Iteration 3F (4328.336866 sec): 3 clusters Score: Raw -263704.495535 + Penalty 2983.659307 = -260720.836228 nChanged 210 SP:Iteration 4Q (4328.437358 sec): 3 clusters Score: Raw -263824.634243 + Penalty 2983.659307 = -260840.974935 nChanged 178 SP:Iteration 5Q (4328.533190 sec): 3 clusters Score: Raw -263923.674793 + Penalty 2983.659307 = -260940.015485 nChanged 166 SP:Iteration 6Q (4328.620009 sec): 3 clusters Score: Raw -264011.122249 + Penalty 2983.659307 = -261027.462941 nChanged 140 SP:Iteration 7Q (4328.756467 sec): 3 clusters Score: Raw -264083.379993 + Penalty 2983.659307 = -261099.720685 nChanged 129 SP:Iteration 8Q (4328.861819 sec): 3 clusters Score: Raw -264146.344954 + Penalty 2983.659307 = -261162.685647 nChanged 129 SP:Iteration 9Q (4328.974534 sec): 3 clusters Score: Raw -264204.841958 + Penalty 2983.659307 = -261221.182650 nChanged 106 SP:Iteration 10Q (4329.091867 sec): 3 clusters Score: Raw -264256.945162 + Penalty 2983.659307 = -261273.285855 nChanged 114 SP:Iteration 11Q (4329.223021 sec): 3 clusters Score: Raw -264313.050415 + Penalty 2983.659307 = -261329.391108 nChanged 118 SP:Iteration 12Q (4329.332980 sec): 3 clusters Score: Raw -264358.752676 + Penalty 2983.659307 = -261375.093369 nChanged 75 SP:Iteration 13Q (4329.435488 sec): 3 clusters Score: Raw -264394.030584 + Penalty 2983.659307 = -261410.371277 nChanged 85 SP:Iteration 14Q (4329.559451 sec): 3 clusters Score: Raw -264432.487566 + Penalty 2983.659307 = -261448.828258 nChanged 71 SP:Iteration 15Q (4329.682151 sec): 3 clusters Score: Raw -264461.993853 + Penalty 2983.659307 = -261478.334546 nChanged 66 SP:Iteration 16Q (4329.762336 sec): 3 clusters Score: Raw -264489.321248 + Penalty 2983.659307 = -261505.661941 nChanged 69 SP:Iteration 17Q (4329.891384 sec): 3 clusters Score: Raw -264514.774640 + Penalty 2983.659307 = -261531.115332 nChanged 68 SP:Iteration 18Q (4329.990195 sec): 3 clusters Score: Raw -264539.647047 + Penalty 2983.659307 = -261555.987739 nChanged 61 SP:Iteration 19Q (4330.099726 sec): 3 clusters Score: Raw -264564.947663 + Penalty 2983.659307 = -261581.288355 nChanged 62 SP:Iteration 20F (4330.175946 sec): 3 clusters Score: Raw -264592.397576 + Penalty 2983.659307 = -261608.738269 nChanged 62 SP:Iteration 21Q (4330.296551 sec): 3 clusters Score: Raw -264620.251110 + Penalty 2983.659307 = -261636.591803 nChanged 50 SP:Iteration 22Q (4330.416305 sec): 3 clusters Score: Raw -264642.689492 + Penalty 2983.659307 = -261659.030185 nChanged 58 SP:Iteration 23Q (4330.518669 sec): 3 clusters Score: Raw -264668.817217 + Penalty 2983.659307 = -261685.157910 nChanged 61 SP:Iteration 24Q (4330.640330 sec): 3 clusters Score: Raw -264695.561797 + Penalty 2983.659307 = -261711.902489 nChanged 59 SP:Iteration 25Q (4330.762552 sec): 3 clusters Score: Raw -264717.538197 + Penalty 2983.659307 = -261733.878890 nChanged 40 SP:Iteration 26Q (4330.863594 sec): 3 clusters Score: Raw -264731.551511 + Penalty 2983.659307 = -261747.892203 nChanged 41 SP:Iteration 27Q (4330.970750 sec): 3 clusters Score: Raw -264743.181033 + Penalty 2983.659307 = -261759.521725 nChanged 36 SP:Iteration 28Q (4331.072750 sec): 3 clusters Score: Raw -264758.723923 + Penalty 2983.659307 = -261775.064616 nChanged 39 SP:Iteration 29Q (4331.177381 sec): 3 clusters Score: Raw -264774.807727 + Penalty 2983.659307 = -261791.148420 nChanged 44 SP:Iteration 30Q (4331.294360 sec): 3 clusters Score: Raw -264790.977613 + Penalty 2983.659307 = -261807.318305 nChanged 30 SP:Iteration 31Q (4331.399439 sec): 3 clusters Score: Raw -264800.764742 + Penalty 2983.659307 = -261817.105434 nChanged 28 SP:Iteration 32Q (4331.514050 sec): 3 clusters Score: Raw -264809.221976 + Penalty 2983.659307 = -261825.562669 nChanged 24 SP:Iteration 33Q (4331.626025 sec): 3 clusters Score: Raw -264815.612977 + Penalty 2983.659307 = -261831.953670 nChanged 11 SP:Iteration 34Q (4331.722263 sec): 3 clusters Score: Raw -264817.799383 + Penalty 2983.659307 = -261834.140076 nChanged 12 SP:Iteration 35Q (4331.824690 sec): 3 clusters Score: Raw -264821.562786 + Penalty 2983.659307 = -261837.903479 nChanged 10 SP:Iteration 36Q (4331.928390 sec): 3 clusters Score: Raw -264824.177618 + Penalty 2983.659307 = -261840.518310 nChanged 13 SP:Iteration 37Q (4332.033110 sec): 3 clusters Score: Raw -264828.672635 + Penalty 2983.659307 = -261845.013327 nChanged 19 SP:Iteration 38Q (4332.158554 sec): 3 clusters Score: Raw -264835.314807 + Penalty 2983.659307 = -261851.655500 nChanged 17 SP:Iteration 39Q (4332.263248 sec): 3 clusters Score: Raw -264840.918994 + Penalty 2983.659307 = -261857.259686 nChanged 16 SP:Iteration 40F (4332.386163 sec): 3 clusters Score: Raw -264845.559213 + Penalty 2983.659307 = -261861.899906 nChanged 13 SP:Iteration 41Q (4332.494379 sec): 3 clusters Score: Raw -264848.697154 + Penalty 2983.659307 = -261865.037847 nChanged 6 SP:Iteration 42Q (4332.599550 sec): 3 clusters Score: Raw -264850.415310 + Penalty 2983.659307 = -261866.756002 nChanged 9 SP:Iteration 43Q (4332.711998 sec): 3 clusters Score: Raw -264852.198828 + Penalty 2983.659307 = -261868.539521 nChanged 11 SP:Iteration 44Q (4332.816956 sec): 3 clusters Score: Raw -264855.616663 + Penalty 2983.659307 = -261871.957356 nChanged 15 SP:Iteration 45Q (4332.915720 sec): 3 clusters Score: Raw -264860.250419 + Penalty 2983.659307 = -261876.591111 nChanged 16 SP:Iteration 46Q (4333.042344 sec): 3 clusters Score: Raw -264862.673704 + Penalty 2983.659307 = -261879.014397 nChanged 6 SP:Iteration 47Q (4333.150938 sec): 3 clusters Score: Raw -264864.496102 + Penalty 2983.659307 = -261880.836794 nChanged 7 SP:Iteration 48Q (4333.254378 sec): 3 clusters Score: Raw -264866.302684 + Penalty 2983.659307 = -261882.643377 nChanged 10 SP:Iteration 49Q (4333.354062 sec): 3 clusters Score: Raw -264868.847037 + Penalty 2983.659307 = -261885.187729 nChanged 11 SP:Iteration 50Q (4333.468721 sec): 3 clusters Score: Raw -264872.200040 + Penalty 2983.659307 = -261888.540733 nChanged 11 SP:Iteration 51Q (4333.573148 sec): 3 clusters Score: Raw -264874.653257 + Penalty 2983.659307 = -261890.993950 nChanged 9 SP:Iteration 52Q (4333.678721 sec): 3 clusters Score: Raw -264876.407789 + Penalty 2983.659307 = -261892.748482 nChanged 8 SP:Iteration 53Q (4333.767850 sec): 3 clusters Score: Raw -264878.091076 + Penalty 2983.659307 = -261894.431769 nChanged 8 SP:Iteration 54Q (4333.870937 sec): 3 clusters Score: Raw -264879.686966 + Penalty 2983.659307 = -261896.027659 nChanged 4 SP:Iteration 55Q (4333.975676 sec): 3 clusters Score: Raw -264880.406898 + Penalty 2983.659307 = -261896.747590 nChanged 2 SP:Iteration 56Q (4334.078923 sec): 3 clusters Score: Raw -264880.885911 + Penalty 2983.659307 = -261897.226603 nChanged 1 SP:Iteration 57Q (4334.204460 sec): 3 clusters Score: Raw -264881.051954 + Penalty 2983.659307 = -261897.392646 nChanged 0 SP:Iteration 58F (4334.319364 sec): 3 clusters Score: Raw -264881.051954 + Penalty 2983.659307 = -261897.392646 nChanged 0 Trying to split cluster 29 (12611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4334.411403 sec): 2 clusters Score: Raw -872706.976409 + Penalty 1657.127990 = -871049.848419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4334.545112 sec): 3 clusters Score: Raw -865467.731669 + Penalty 3314.255980 = -862153.475689 nChanged 5500 SP:Iteration 1F (4334.677346 sec): 3 clusters Score: Raw -868496.963975 + Penalty 3314.255980 = -865182.707996 nChanged 787 SP:Iteration 2F (4334.808496 sec): 3 clusters Score: Raw -868917.715751 + Penalty 3314.255980 = -865603.459771 nChanged 742 SP:Iteration 3F (4334.933863 sec): 3 clusters Score: Raw -869289.475225 + Penalty 3314.255980 = -865975.219245 nChanged 686 SP:Iteration 4F (4335.061499 sec): 3 clusters Score: Raw -869622.152467 + Penalty 3314.255980 = -866307.896487 nChanged 571 SP:Iteration 5Q (4335.180091 sec): 3 clusters Score: Raw -869865.953415 + Penalty 3314.255980 = -866551.697436 nChanged 483 SP:Iteration 6Q (4335.285431 sec): 3 clusters Score: Raw -870058.972414 + Penalty 3314.255980 = -866744.716435 nChanged 451 SP:Iteration 7Q (4335.390067 sec): 3 clusters Score: Raw -870261.431662 + Penalty 3314.255980 = -866947.175683 nChanged 452 SP:Iteration 8Q (4335.532426 sec): 3 clusters Score: Raw -870478.795004 + Penalty 3314.255980 = -867164.539025 nChanged 464 SP:Iteration 9Q (4335.655010 sec): 3 clusters Score: Raw -870728.903253 + Penalty 3314.255980 = -867414.647274 nChanged 486 SP:Iteration 10Q (4335.755860 sec): 3 clusters Score: Raw -871035.940547 + Penalty 3314.255980 = -867721.684568 nChanged 529 SP:Iteration 11Q (4335.897327 sec): 3 clusters Score: Raw -871416.909726 + Penalty 3314.255980 = -868102.653746 nChanged 524 SP:Iteration 12Q (4336.020493 sec): 3 clusters Score: Raw -871774.782231 + Penalty 3314.255980 = -868460.526251 nChanged 457 SP:Iteration 13Q (4336.135472 sec): 3 clusters Score: Raw -872113.185944 + Penalty 3314.255980 = -868798.929964 nChanged 420 SP:Iteration 14Q (4336.248767 sec): 3 clusters Score: Raw -872448.848725 + Penalty 3314.255980 = -869134.592746 nChanged 382 SP:Iteration 15Q (4336.361767 sec): 3 clusters Score: Raw -872738.828756 + Penalty 3314.255980 = -869424.572777 nChanged 327 SP:Iteration 16Q (4336.464786 sec): 3 clusters Score: Raw -872954.449426 + Penalty 3314.255980 = -869640.193446 nChanged 295 SP:Iteration 17Q (4336.559223 sec): 3 clusters Score: Raw -873155.867105 + Penalty 3314.255980 = -869841.611126 nChanged 281 SP:Iteration 18Q (4336.691211 sec): 3 clusters Score: Raw -873345.428478 + Penalty 3314.255980 = -870031.172499 nChanged 274 SP:Iteration 19Q (4336.812489 sec): 3 clusters Score: Raw -873522.103563 + Penalty 3314.255980 = -870207.847584 nChanged 236 SP:Iteration 20F (4336.912723 sec): 3 clusters Score: Raw -873670.934149 + Penalty 3314.255980 = -870356.678169 nChanged 220 SP:Iteration 21Q (4337.049890 sec): 3 clusters Score: Raw -873801.127847 + Penalty 3314.255980 = -870486.871868 nChanged 201 SP:Iteration 22Q (4337.146627 sec): 3 clusters Score: Raw -873912.200436 + Penalty 3314.255980 = -870597.944456 nChanged 203 SP:Iteration 23Q (4337.281023 sec): 3 clusters Score: Raw -874052.925719 + Penalty 3314.255980 = -870738.669740 nChanged 185 SP:Iteration 24Q (4337.392388 sec): 3 clusters Score: Raw -874183.924453 + Penalty 3314.255980 = -870869.668474 nChanged 169 SP:Iteration 25Q (4337.494456 sec): 3 clusters Score: Raw -874290.532566 + Penalty 3314.255980 = -870976.276586 nChanged 146 SP:Iteration 26Q (4337.595937 sec): 3 clusters Score: Raw -874372.226941 + Penalty 3314.255980 = -871057.970962 nChanged 125 SP:Iteration 27Q (4337.695665 sec): 3 clusters Score: Raw -874427.662748 + Penalty 3314.255980 = -871113.406768 nChanged 100 SP:Iteration 28Q (4337.801406 sec): 3 clusters Score: Raw -874464.671564 + Penalty 3314.255980 = -871150.415584 nChanged 79 SP:Iteration 29Q (4337.906506 sec): 3 clusters Score: Raw -874488.009613 + Penalty 3314.255980 = -871173.753634 nChanged 68 SP:Iteration 30Q (4338.008648 sec): 3 clusters Score: Raw -874508.417180 + Penalty 3314.255980 = -871194.161200 nChanged 56 SP:Iteration 31Q (4338.107489 sec): 3 clusters Score: Raw -874524.173670 + Penalty 3314.255980 = -871209.917691 nChanged 52 SP:Iteration 32Q (4338.185008 sec): 3 clusters Score: Raw -874536.076015 + Penalty 3314.255980 = -871221.820036 nChanged 47 SP:Iteration 33Q (4338.303286 sec): 3 clusters Score: Raw -874545.101891 + Penalty 3314.255980 = -871230.845911 nChanged 34 SP:Iteration 34Q (4338.379980 sec): 3 clusters Score: Raw -874551.691851 + Penalty 3314.255980 = -871237.435872 nChanged 29 SP:Iteration 35Q (4338.487331 sec): 3 clusters Score: Raw -874556.032532 + Penalty 3314.255980 = -871241.776553 nChanged 21 SP:Iteration 36Q (4338.584143 sec): 3 clusters Score: Raw -874558.917080 + Penalty 3314.255980 = -871244.661101 nChanged 22 SP:Iteration 37Q (4338.683154 sec): 3 clusters Score: Raw -874561.635644 + Penalty 3314.255980 = -871247.379664 nChanged 14 SP:Iteration 38Q (4338.781586 sec): 3 clusters Score: Raw -874563.184930 + Penalty 3314.255980 = -871248.928951 nChanged 10 SP:Iteration 39Q (4338.892389 sec): 3 clusters Score: Raw -874564.404659 + Penalty 3314.255980 = -871250.148679 nChanged 9 SP:Iteration 40F (4338.979552 sec): 3 clusters Score: Raw -874565.827011 + Penalty 3314.255980 = -871251.571031 nChanged 8 SP:Iteration 41Q (4339.100904 sec): 3 clusters Score: Raw -874566.517912 + Penalty 3314.255980 = -871252.261932 nChanged 4 SP:Iteration 42Q (4339.196794 sec): 3 clusters Score: Raw -874566.877285 + Penalty 3314.255980 = -871252.621306 nChanged 3 SP:Iteration 43Q (4339.297600 sec): 3 clusters Score: Raw -874567.217165 + Penalty 3314.255980 = -871252.961185 nChanged 4 SP:Iteration 44Q (4339.397267 sec): 3 clusters Score: Raw -874567.601295 + Penalty 3314.255980 = -871253.345315 nChanged 4 SP:Iteration 45Q (4339.495194 sec): 3 clusters Score: Raw -874567.986121 + Penalty 3314.255980 = -871253.730142 nChanged 4 SP:Iteration 46Q (4339.605407 sec): 3 clusters Score: Raw -874568.473672 + Penalty 3314.255980 = -871254.217692 nChanged 4 SP:Iteration 47Q (4339.708505 sec): 3 clusters Score: Raw -874568.834836 + Penalty 3314.255980 = -871254.578856 nChanged 3 SP:Iteration 48Q (4339.800975 sec): 3 clusters Score: Raw -874569.206975 + Penalty 3314.255980 = -871254.950995 nChanged 2 SP:Iteration 49Q (4339.893551 sec): 3 clusters Score: Raw -874569.574382 + Penalty 3314.255980 = -871255.318402 nChanged 5 SP:Iteration 50Q (4340.004197 sec): 3 clusters Score: Raw -874570.260728 + Penalty 3314.255980 = -871256.004748 nChanged 4 SP:Iteration 51Q (4340.105555 sec): 3 clusters Score: Raw -874570.698696 + Penalty 3314.255980 = -871256.442717 nChanged 2 SP:Iteration 52Q (4340.203380 sec): 3 clusters Score: Raw -874570.953275 + Penalty 3314.255980 = -871256.697295 nChanged 4 SP:Iteration 53Q (4340.286777 sec): 3 clusters Score: Raw -874571.371586 + Penalty 3314.255980 = -871257.115607 nChanged 5 SP:Iteration 54Q (4340.407583 sec): 3 clusters Score: Raw -874571.975121 + Penalty 3314.255980 = -871257.719141 nChanged 4 SP:Iteration 55Q (4340.513919 sec): 3 clusters Score: Raw -874572.329503 + Penalty 3314.255980 = -871258.073524 nChanged 2 SP:Iteration 56Q (4340.621840 sec): 3 clusters Score: Raw -874572.517363 + Penalty 3314.255980 = -871258.261384 nChanged 0 SP:Iteration 57F (4340.732519 sec): 3 clusters Score: Raw -874572.517363 + Penalty 3314.255980 = -871258.261384 nChanged 0 Score: Raw -12009500.482037 + Penalty 96511.383718 = -11912989.098320 Splitting cluster 29 changes total score from -11912238.807038 to -11912989.098320 So it's getting split into cluster 45. Trying to split cluster 30 (2402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4350.046569 sec): 2 clusters Score: Raw -125848.794719 + Penalty 1366.102004 = -124482.692715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4350.166783 sec): 3 clusters Score: Raw -124808.589439 + Penalty 2732.204008 = -122076.385431 nChanged 832 SP:Iteration 1F (4350.241947 sec): 3 clusters Score: Raw -125417.752338 + Penalty 2732.204008 = -122685.548330 nChanged 243 SP:Iteration 2F (4350.332994 sec): 3 clusters Score: Raw -125715.495330 + Penalty 2732.204008 = -122983.291323 nChanged 211 SP:Iteration 3F (4350.422725 sec): 3 clusters Score: Raw -126017.383973 + Penalty 2732.204008 = -123285.179965 nChanged 182 SP:Iteration 4F (4350.530306 sec): 3 clusters Score: Raw -126265.132653 + Penalty 2732.204008 = -123532.928645 nChanged 139 SP:Iteration 5F (4350.621512 sec): 3 clusters Score: Raw -126449.166832 + Penalty 2732.204008 = -123716.962824 nChanged 99 SP:Iteration 6Q (4350.720204 sec): 3 clusters Score: Raw -126541.159840 + Penalty 2732.204008 = -123808.955832 nChanged 76 SP:Iteration 7Q (4350.823825 sec): 3 clusters Score: Raw -126611.856450 + Penalty 2732.204008 = -123879.652442 nChanged 45 SP:Iteration 8Q (4350.901158 sec): 3 clusters Score: Raw -126647.399904 + Penalty 2732.204008 = -123915.195896 nChanged 31 SP:Iteration 9Q (4350.993412 sec): 3 clusters Score: Raw -126668.658663 + Penalty 2732.204008 = -123936.454655 nChanged 22 SP:Iteration 10Q (4351.091023 sec): 3 clusters Score: Raw -126678.341568 + Penalty 2732.204008 = -123946.137560 nChanged 6 SP:Iteration 11Q (4351.191034 sec): 3 clusters Score: Raw -126680.502227 + Penalty 2732.204008 = -123948.298220 nChanged 6 SP:Iteration 12Q (4351.287821 sec): 3 clusters Score: Raw -126683.342870 + Penalty 2732.204008 = -123951.138862 nChanged 5 SP:Iteration 13Q (4351.393649 sec): 3 clusters Score: Raw -126686.564760 + Penalty 2732.204008 = -123954.360752 nChanged 6 SP:Iteration 14Q (4351.487173 sec): 3 clusters Score: Raw -126688.845138 + Penalty 2732.204008 = -123956.641130 nChanged 3 SP:Iteration 15Q (4351.573584 sec): 3 clusters Score: Raw -126689.687942 + Penalty 2732.204008 = -123957.483934 nChanged 1 SP:Iteration 16Q (4351.647297 sec): 3 clusters Score: Raw -126690.221000 + Penalty 2732.204008 = -123958.016993 nChanged 0 SP:Iteration 17F (4351.745211 sec): 3 clusters Score: Raw -126690.221000 + Penalty 2732.204008 = -123958.016993 nChanged 0 Trying to split cluster 31 (6835 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4351.821990 sec): 2 clusters Score: Raw -450816.680515 + Penalty 1549.631962 = -449267.048553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4351.941495 sec): 3 clusters Score: Raw -447208.041739 + Penalty 3099.263924 = -444108.777815 nChanged 2834 SP:Iteration 1F (4352.033733 sec): 3 clusters Score: Raw -448798.438697 + Penalty 3099.263924 = -445699.174773 nChanged 488 SP:Iteration 2F (4352.133045 sec): 3 clusters Score: Raw -449104.824038 + Penalty 3099.263924 = -446005.560114 nChanged 439 SP:Iteration 3F (4352.232903 sec): 3 clusters Score: Raw -449439.062783 + Penalty 3099.263924 = -446339.798859 nChanged 402 SP:Iteration 4F (4352.323674 sec): 3 clusters Score: Raw -449713.621004 + Penalty 3099.263924 = -446614.357080 nChanged 350 SP:Iteration 5F (4352.396418 sec): 3 clusters Score: Raw -449964.341857 + Penalty 3099.263924 = -446865.077933 nChanged 331 SP:Iteration 6Q (4352.508759 sec): 3 clusters Score: Raw -450185.909383 + Penalty 3099.263924 = -447086.645459 nChanged 295 SP:Iteration 7Q (4352.588210 sec): 3 clusters Score: Raw -450352.394818 + Penalty 3099.263924 = -447253.130894 nChanged 265 SP:Iteration 8Q (4352.693763 sec): 3 clusters Score: Raw -450510.112682 + Penalty 3099.263924 = -447410.848758 nChanged 252 SP:Iteration 9Q (4352.765130 sec): 3 clusters Score: Raw -450657.663807 + Penalty 3099.263924 = -447558.399883 nChanged 212 SP:Iteration 10Q (4352.858314 sec): 3 clusters Score: Raw -450797.048208 + Penalty 3099.263924 = -447697.784284 nChanged 187 SP:Iteration 11Q (4352.965883 sec): 3 clusters Score: Raw -450904.470283 + Penalty 3099.263924 = -447805.206359 nChanged 156 SP:Iteration 12Q (4353.048116 sec): 3 clusters Score: Raw -450992.284435 + Penalty 3099.263924 = -447893.020511 nChanged 136 SP:Iteration 13Q (4353.153449 sec): 3 clusters Score: Raw -451057.507821 + Penalty 3099.263924 = -447958.243897 nChanged 122 SP:Iteration 14Q (4353.249097 sec): 3 clusters Score: Raw -451122.433660 + Penalty 3099.263924 = -448023.169736 nChanged 119 SP:Iteration 15Q (4353.332539 sec): 3 clusters Score: Raw -451181.750889 + Penalty 3099.263924 = -448082.486965 nChanged 96 SP:Iteration 16Q (4353.421317 sec): 3 clusters Score: Raw -451224.467855 + Penalty 3099.263924 = -448125.203931 nChanged 95 SP:Iteration 17Q (4353.497207 sec): 3 clusters Score: Raw -451274.884544 + Penalty 3099.263924 = -448175.620620 nChanged 87 SP:Iteration 18Q (4353.595534 sec): 3 clusters Score: Raw -451320.922201 + Penalty 3099.263924 = -448221.658277 nChanged 89 SP:Iteration 19Q (4353.692841 sec): 3 clusters Score: Raw -451367.282088 + Penalty 3099.263924 = -448268.018164 nChanged 103 SP:Iteration 20F (4353.791739 sec): 3 clusters Score: Raw -451421.397709 + Penalty 3099.263924 = -448322.133785 nChanged 83 SP:Iteration 21Q (4353.889927 sec): 3 clusters Score: Raw -451462.901566 + Penalty 3099.263924 = -448363.637642 nChanged 73 SP:Iteration 22Q (4353.991714 sec): 3 clusters Score: Raw -451500.676307 + Penalty 3099.263924 = -448401.412383 nChanged 73 SP:Iteration 23Q (4354.081291 sec): 3 clusters Score: Raw -451531.896870 + Penalty 3099.263924 = -448432.632946 nChanged 53 SP:Iteration 24Q (4354.159376 sec): 3 clusters Score: Raw -451555.063875 + Penalty 3099.263924 = -448455.799952 nChanged 53 SP:Iteration 25Q (4354.268701 sec): 3 clusters Score: Raw -451571.709088 + Penalty 3099.263924 = -448472.445164 nChanged 37 SP:Iteration 26Q (4354.350685 sec): 3 clusters Score: Raw -451583.949117 + Penalty 3099.263924 = -448484.685193 nChanged 30 SP:Iteration 27Q (4354.441396 sec): 3 clusters Score: Raw -451593.244638 + Penalty 3099.263924 = -448493.980714 nChanged 30 SP:Iteration 28Q (4354.521563 sec): 3 clusters Score: Raw -451603.895976 + Penalty 3099.263924 = -448504.632052 nChanged 25 SP:Iteration 29Q (4354.614969 sec): 3 clusters Score: Raw -451612.005192 + Penalty 3099.263924 = -448512.741268 nChanged 21 SP:Iteration 30Q (4354.704770 sec): 3 clusters Score: Raw -451617.260533 + Penalty 3099.263924 = -448517.996609 nChanged 11 SP:Iteration 31Q (4354.813036 sec): 3 clusters Score: Raw -451620.719654 + Penalty 3099.263924 = -448521.455730 nChanged 17 SP:Iteration 32Q (4354.889481 sec): 3 clusters Score: Raw -451625.348558 + Penalty 3099.263924 = -448526.084634 nChanged 9 SP:Iteration 33Q (4354.996014 sec): 3 clusters Score: Raw -451627.010188 + Penalty 3099.263924 = -448527.746264 nChanged 7 SP:Iteration 34Q (4355.087975 sec): 3 clusters Score: Raw -451627.969959 + Penalty 3099.263924 = -448528.706035 nChanged 4 SP:Iteration 35Q (4355.184753 sec): 3 clusters Score: Raw -451628.608123 + Penalty 3099.263924 = -448529.344199 nChanged 0 SP:Iteration 36F (4355.275775 sec): 3 clusters Score: Raw -451628.608123 + Penalty 3099.263924 = -448529.344199 nChanged 0 Trying to split cluster 32 (1251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4355.325321 sec): 2 clusters Score: Raw -64832.759225 + Penalty 1251.613089 = -63581.146136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4355.390678 sec): 3 clusters Score: Raw -64386.657066 + Penalty 2503.226177 = -61883.430889 nChanged 424 SP:Iteration 1F (4355.490436 sec): 3 clusters Score: Raw -64751.329809 + Penalty 2503.226177 = -62248.103632 nChanged 104 SP:Iteration 2F (4355.575205 sec): 3 clusters Score: Raw -64872.919895 + Penalty 2503.226177 = -62369.693718 nChanged 72 SP:Iteration 3F (4355.639613 sec): 3 clusters Score: Raw -64949.730139 + Penalty 2503.226177 = -62446.503962 nChanged 55 SP:Iteration 4Q (4355.734886 sec): 3 clusters Score: Raw -65017.358798 + Penalty 2503.226177 = -62514.132621 nChanged 40 SP:Iteration 5Q (4355.812577 sec): 3 clusters Score: Raw -65067.065648 + Penalty 2503.226177 = -62563.839471 nChanged 34 SP:Iteration 6Q (4355.875010 sec): 3 clusters Score: Raw -65103.661172 + Penalty 2503.226177 = -62600.434995 nChanged 15 SP:Iteration 7Q (4355.963249 sec): 3 clusters Score: Raw -65117.346325 + Penalty 2503.226177 = -62614.120148 nChanged 11 SP:Iteration 8Q (4356.052558 sec): 3 clusters Score: Raw -65127.060872 + Penalty 2503.226177 = -62623.834695 nChanged 11 SP:Iteration 9Q (4356.116368 sec): 3 clusters Score: Raw -65140.901275 + Penalty 2503.226177 = -62637.675098 nChanged 12 SP:Iteration 10Q (4356.196460 sec): 3 clusters Score: Raw -65154.317713 + Penalty 2503.226177 = -62651.091536 nChanged 9 SP:Iteration 11Q (4356.273840 sec): 3 clusters Score: Raw -65162.200936 + Penalty 2503.226177 = -62658.974759 nChanged 6 SP:Iteration 12Q (4356.366914 sec): 3 clusters Score: Raw -65170.551901 + Penalty 2503.226177 = -62667.325724 nChanged 8 SP:Iteration 13Q (4356.446772 sec): 3 clusters Score: Raw -65176.988052 + Penalty 2503.226177 = -62673.761875 nChanged 5 SP:Iteration 14Q (4356.517310 sec): 3 clusters Score: Raw -65181.012257 + Penalty 2503.226177 = -62677.786080 nChanged 7 SP:Iteration 15Q (4356.599675 sec): 3 clusters Score: Raw -65183.983129 + Penalty 2503.226177 = -62680.756952 nChanged 4 SP:Iteration 16Q (4356.682478 sec): 3 clusters Score: Raw -65186.503220 + Penalty 2503.226177 = -62683.277042 nChanged 1 SP:Iteration 17Q (4356.766729 sec): 3 clusters Score: Raw -65187.388758 + Penalty 2503.226177 = -62684.162581 nChanged 0 SP:Iteration 18F (4356.848389 sec): 3 clusters Score: Raw -65187.388758 + Penalty 2503.226177 = -62684.162581 nChanged 0 Trying to split cluster 33 (11686 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4356.939846 sec): 2 clusters Score: Raw -753684.980677 + Penalty 1643.758767 = -752041.221909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4357.042522 sec): 3 clusters Score: Raw -747001.685806 + Penalty 3287.517535 = -743714.168271 nChanged 5052 SP:Iteration 1F (4357.125953 sec): 3 clusters Score: Raw -750134.110281 + Penalty 3287.517535 = -746846.592746 nChanged 963 SP:Iteration 2F (4357.247178 sec): 3 clusters Score: Raw -750833.755629 + Penalty 3287.517535 = -747546.238094 nChanged 896 SP:Iteration 3F (4357.351010 sec): 3 clusters Score: Raw -751477.662811 + Penalty 3287.517535 = -748190.145276 nChanged 792 SP:Iteration 4F (4357.455459 sec): 3 clusters Score: Raw -752014.847437 + Penalty 3287.517535 = -748727.329902 nChanged 667 SP:Iteration 5F (4357.549045 sec): 3 clusters Score: Raw -752431.357065 + Penalty 3287.517535 = -749143.839530 nChanged 520 SP:Iteration 6Q (4357.655664 sec): 3 clusters Score: Raw -752724.386697 + Penalty 3287.517535 = -749436.869162 nChanged 410 SP:Iteration 7Q (4357.741145 sec): 3 clusters Score: Raw -752940.803210 + Penalty 3287.517535 = -749653.285675 nChanged 377 SP:Iteration 8Q (4357.868352 sec): 3 clusters Score: Raw -753125.970373 + Penalty 3287.517535 = -749838.452838 nChanged 331 SP:Iteration 9Q (4357.969336 sec): 3 clusters Score: Raw -753271.241424 + Penalty 3287.517535 = -749983.723889 nChanged 264 SP:Iteration 10Q (4358.047637 sec): 3 clusters Score: Raw -753385.458287 + Penalty 3287.517535 = -750097.940752 nChanged 239 SP:Iteration 11Q (4358.160322 sec): 3 clusters Score: Raw -753484.474343 + Penalty 3287.517535 = -750196.956808 nChanged 221 SP:Iteration 12Q (4358.244700 sec): 3 clusters Score: Raw -753567.511011 + Penalty 3287.517535 = -750279.993476 nChanged 179 SP:Iteration 13Q (4358.351880 sec): 3 clusters Score: Raw -753636.402995 + Penalty 3287.517535 = -750348.885461 nChanged 181 SP:Iteration 14Q (4358.444231 sec): 3 clusters Score: Raw -753704.038024 + Penalty 3287.517535 = -750416.520489 nChanged 161 SP:Iteration 15Q (4358.558731 sec): 3 clusters Score: Raw -753760.795145 + Penalty 3287.517535 = -750473.277610 nChanged 157 SP:Iteration 16Q (4358.642841 sec): 3 clusters Score: Raw -753811.408912 + Penalty 3287.517535 = -750523.891377 nChanged 139 SP:Iteration 17Q (4358.758045 sec): 3 clusters Score: Raw -753858.167149 + Penalty 3287.517535 = -750570.649614 nChanged 145 SP:Iteration 18Q (4358.861860 sec): 3 clusters Score: Raw -753907.758566 + Penalty 3287.517535 = -750620.241031 nChanged 144 SP:Iteration 19Q (4358.944468 sec): 3 clusters Score: Raw -753957.162766 + Penalty 3287.517535 = -750669.645232 nChanged 124 SP:Iteration 20F (4359.069310 sec): 3 clusters Score: Raw -753998.712890 + Penalty 3287.517535 = -750711.195355 nChanged 121 SP:Iteration 21Q (4359.170468 sec): 3 clusters Score: Raw -754032.456071 + Penalty 3287.517535 = -750744.938536 nChanged 87 SP:Iteration 22Q (4359.278475 sec): 3 clusters Score: Raw -754057.237180 + Penalty 3287.517535 = -750769.719645 nChanged 90 SP:Iteration 23Q (4359.374374 sec): 3 clusters Score: Raw -754080.418197 + Penalty 3287.517535 = -750792.900662 nChanged 86 SP:Iteration 24Q (4359.476053 sec): 3 clusters Score: Raw -754097.171603 + Penalty 3287.517535 = -750809.654068 nChanged 72 SP:Iteration 25Q (4359.574135 sec): 3 clusters Score: Raw -754116.718961 + Penalty 3287.517535 = -750829.201426 nChanged 79 SP:Iteration 26Q (4359.667544 sec): 3 clusters Score: Raw -754134.742214 + Penalty 3287.517535 = -750847.224679 nChanged 70 SP:Iteration 27Q (4359.770205 sec): 3 clusters Score: Raw -754150.312510 + Penalty 3287.517535 = -750862.794975 nChanged 66 SP:Iteration 28Q (4359.851340 sec): 3 clusters Score: Raw -754162.863491 + Penalty 3287.517535 = -750875.345956 nChanged 55 SP:Iteration 29Q (4359.949460 sec): 3 clusters Score: Raw -754178.645558 + Penalty 3287.517535 = -750891.128023 nChanged 77 SP:Iteration 30Q (4360.064282 sec): 3 clusters Score: Raw -754201.744599 + Penalty 3287.517535 = -750914.227064 nChanged 92 SP:Iteration 31Q (4360.158920 sec): 3 clusters Score: Raw -754228.097120 + Penalty 3287.517535 = -750940.579586 nChanged 96 SP:Iteration 32Q (4360.258138 sec): 3 clusters Score: Raw -754256.024401 + Penalty 3287.517535 = -750968.506866 nChanged 106 SP:Iteration 33Q (4360.362853 sec): 3 clusters Score: Raw -754291.872005 + Penalty 3287.517535 = -751004.354470 nChanged 119 SP:Iteration 34Q (4360.459773 sec): 3 clusters Score: Raw -754330.811093 + Penalty 3287.517535 = -751043.293558 nChanged 115 SP:Iteration 35Q (4360.561581 sec): 3 clusters Score: Raw -754371.082330 + Penalty 3287.517535 = -751083.564795 nChanged 108 SP:Iteration 36Q (4360.661897 sec): 3 clusters Score: Raw -754413.879086 + Penalty 3287.517535 = -751126.361552 nChanged 114 SP:Iteration 37Q (4360.762048 sec): 3 clusters Score: Raw -754460.836198 + Penalty 3287.517535 = -751173.318663 nChanged 126 SP:Iteration 38Q (4360.860256 sec): 3 clusters Score: Raw -754517.171934 + Penalty 3287.517535 = -751229.654399 nChanged 124 SP:Iteration 39Q (4360.942199 sec): 3 clusters Score: Raw -754579.703231 + Penalty 3287.517535 = -751292.185696 nChanged 127 SP:Iteration 40F (4361.050742 sec): 3 clusters Score: Raw -754639.519039 + Penalty 3287.517535 = -751352.001504 nChanged 112 SP:Iteration 41Q (4361.150792 sec): 3 clusters Score: Raw -754696.559513 + Penalty 3287.517535 = -751409.041978 nChanged 140 SP:Iteration 42Q (4361.249039 sec): 3 clusters Score: Raw -754770.836883 + Penalty 3287.517535 = -751483.319348 nChanged 122 SP:Iteration 43Q (4361.349063 sec): 3 clusters Score: Raw -754841.265929 + Penalty 3287.517535 = -751553.748394 nChanged 121 SP:Iteration 44Q (4361.431404 sec): 3 clusters Score: Raw -754906.917643 + Penalty 3287.517535 = -751619.400108 nChanged 112 SP:Iteration 45Q (4361.524913 sec): 3 clusters Score: Raw -754958.960294 + Penalty 3287.517535 = -751671.442759 nChanged 99 SP:Iteration 46Q (4361.623342 sec): 3 clusters Score: Raw -754991.399888 + Penalty 3287.517535 = -751703.882353 nChanged 97 SP:Iteration 47Q (4361.737222 sec): 3 clusters Score: Raw -755015.289128 + Penalty 3287.517535 = -751727.771593 nChanged 50 SP:Iteration 48Q (4361.838145 sec): 3 clusters Score: Raw -755028.950215 + Penalty 3287.517535 = -751741.432680 nChanged 48 SP:Iteration 49Q (4361.945851 sec): 3 clusters Score: Raw -755042.029421 + Penalty 3287.517535 = -751754.511886 nChanged 39 SP:Iteration 50Q (4362.025366 sec): 3 clusters Score: Raw -755055.565611 + Penalty 3287.517535 = -751768.048076 nChanged 55 SP:Iteration 51Q (4362.158513 sec): 3 clusters Score: Raw -755071.774499 + Penalty 3287.517535 = -751784.256964 nChanged 44 SP:Iteration 52Q (4362.315604 sec): 3 clusters Score: Raw -755084.286803 + Penalty 3287.517535 = -751796.769268 nChanged 44 SP:Iteration 53Q (4362.434126 sec): 3 clusters Score: Raw -755097.489737 + Penalty 3287.517535 = -751809.972202 nChanged 42 SP:Iteration 54Q (4362.561397 sec): 3 clusters Score: Raw -755108.601184 + Penalty 3287.517535 = -751821.083649 nChanged 33 SP:Iteration 55Q (4362.682656 sec): 3 clusters Score: Raw -755116.709460 + Penalty 3287.517535 = -751829.191925 nChanged 36 SP:Iteration 56Q (4362.830057 sec): 3 clusters Score: Raw -755125.595124 + Penalty 3287.517535 = -751838.077589 nChanged 40 SP:Iteration 57Q (4362.955906 sec): 3 clusters Score: Raw -755134.997209 + Penalty 3287.517535 = -751847.479674 nChanged 41 SP:Iteration 58Q (4363.082815 sec): 3 clusters Score: Raw -755145.776876 + Penalty 3287.517535 = -751858.259341 nChanged 42 SP:Iteration 59Q (4363.227216 sec): 3 clusters Score: Raw -755155.330935 + Penalty 3287.517535 = -751867.813400 nChanged 36 SP:Iteration 60F (4363.341426 sec): 3 clusters Score: Raw -755164.027097 + Penalty 3287.517535 = -751876.509562 nChanged 34 SP:Iteration 61Q (4363.470493 sec): 3 clusters Score: Raw -755173.953879 + Penalty 3287.517535 = -751886.436344 nChanged 50 SP:Iteration 62Q (4363.594634 sec): 3 clusters Score: Raw -755188.463494 + Penalty 3287.517535 = -751900.945959 nChanged 51 SP:Iteration 63Q (4363.706880 sec): 3 clusters Score: Raw -755200.703007 + Penalty 3287.517535 = -751913.185472 nChanged 41 SP:Iteration 64Q (4363.820448 sec): 3 clusters Score: Raw -755210.821679 + Penalty 3287.517535 = -751923.304144 nChanged 46 SP:Iteration 65Q (4363.942476 sec): 3 clusters Score: Raw -755228.940589 + Penalty 3287.517535 = -751941.423054 nChanged 66 SP:Iteration 66Q (4364.068160 sec): 3 clusters Score: Raw -755262.760876 + Penalty 3287.517535 = -751975.243341 nChanged 79 SP:Iteration 67Q (4364.193017 sec): 3 clusters Score: Raw -755300.839291 + Penalty 3287.517535 = -752013.321756 nChanged 80 SP:Iteration 68Q (4364.318568 sec): 3 clusters Score: Raw -755343.715020 + Penalty 3287.517535 = -752056.197485 nChanged 86 SP:Iteration 69Q (4364.453333 sec): 3 clusters Score: Raw -755381.563715 + Penalty 3287.517535 = -752094.046180 nChanged 72 SP:Iteration 70Q (4364.566299 sec): 3 clusters Score: Raw -755412.807335 + Penalty 3287.517535 = -752125.289800 nChanged 66 SP:Iteration 71Q (4364.695559 sec): 3 clusters Score: Raw -755446.228909 + Penalty 3287.517535 = -752158.711374 nChanged 76 SP:Iteration 72Q (4364.811580 sec): 3 clusters Score: Raw -755488.099742 + Penalty 3287.517535 = -752200.582207 nChanged 72 SP:Iteration 73Q (4364.932486 sec): 3 clusters Score: Raw -755531.466137 + Penalty 3287.517535 = -752243.948602 nChanged 79 SP:Iteration 74Q (4365.052368 sec): 3 clusters Score: Raw -755581.374273 + Penalty 3287.517535 = -752293.856739 nChanged 96 SP:Iteration 75Q (4365.176227 sec): 3 clusters Score: Raw -755635.595303 + Penalty 3287.517535 = -752348.077769 nChanged 68 SP:Iteration 76Q (4365.299849 sec): 3 clusters Score: Raw -755667.473482 + Penalty 3287.517535 = -752379.955947 nChanged 55 SP:Iteration 77Q (4365.435828 sec): 3 clusters Score: Raw -755686.468039 + Penalty 3287.517535 = -752398.950504 nChanged 43 SP:Iteration 78Q (4365.564535 sec): 3 clusters Score: Raw -755702.819007 + Penalty 3287.517535 = -752415.301472 nChanged 35 SP:Iteration 79Q (4365.692914 sec): 3 clusters Score: Raw -755710.766163 + Penalty 3287.517535 = -752423.248628 nChanged 24 SP:Iteration 80F (4365.821696 sec): 3 clusters Score: Raw -755720.890344 + Penalty 3287.517535 = -752433.372810 nChanged 17 SP:Iteration 81Q (4365.943279 sec): 3 clusters Score: Raw -755725.040050 + Penalty 3287.517535 = -752437.522515 nChanged 16 SP:Iteration 82Q (4366.068742 sec): 3 clusters Score: Raw -755727.715249 + Penalty 3287.517535 = -752440.197714 nChanged 11 SP:Iteration 83Q (4366.181411 sec): 3 clusters Score: Raw -755729.452459 + Penalty 3287.517535 = -752441.934924 nChanged 11 SP:Iteration 84Q (4366.288126 sec): 3 clusters Score: Raw -755730.955538 + Penalty 3287.517535 = -752443.438003 nChanged 7 SP:Iteration 85Q (4366.396796 sec): 3 clusters Score: Raw -755731.921681 + Penalty 3287.517535 = -752444.404147 nChanged 3 SP:Iteration 86Q (4366.507989 sec): 3 clusters Score: Raw -755732.283143 + Penalty 3287.517535 = -752444.765608 nChanged 3 SP:Iteration 87Q (4366.628332 sec): 3 clusters Score: Raw -755732.837216 + Penalty 3287.517535 = -752445.319681 nChanged 4 SP:Iteration 88Q (4366.712048 sec): 3 clusters Score: Raw -755733.461451 + Penalty 3287.517535 = -752445.943916 nChanged 6 SP:Iteration 89Q (4366.838978 sec): 3 clusters Score: Raw -755734.224738 + Penalty 3287.517535 = -752446.707203 nChanged 6 SP:Iteration 90Q (4366.941391 sec): 3 clusters Score: Raw -755735.104909 + Penalty 3287.517535 = -752447.587374 nChanged 8 SP:Iteration 91Q (4367.067600 sec): 3 clusters Score: Raw -755736.216128 + Penalty 3287.517535 = -752448.698593 nChanged 6 SP:Iteration 92Q (4367.162839 sec): 3 clusters Score: Raw -755736.804686 + Penalty 3287.517535 = -752449.287151 nChanged 3 SP:Iteration 93Q (4367.295729 sec): 3 clusters Score: Raw -755737.159413 + Penalty 3287.517535 = -752449.641878 nChanged 2 SP:Iteration 94Q (4367.425747 sec): 3 clusters Score: Raw -755737.310264 + Penalty 3287.517535 = -752449.792729 nChanged 3 SP:Iteration 95Q (4367.533687 sec): 3 clusters Score: Raw -755737.581893 + Penalty 3287.517535 = -752450.064358 nChanged 2 SP:Iteration 96Q (4367.653172 sec): 3 clusters Score: Raw -755737.710956 + Penalty 3287.517535 = -752450.193421 nChanged 1 SP:Iteration 97Q (4367.785934 sec): 3 clusters Score: Raw -755737.784688 + Penalty 3287.517535 = -752450.267153 nChanged 0 SP:Iteration 98F (4367.876369 sec): 3 clusters Score: Raw -755737.784688 + Penalty 3287.517535 = -752450.267153 nChanged 0 Score: Raw -12011553.286049 + Penalty 98656.081134 = -11912897.204915 Splitting cluster 33 changes total score from -11912238.807038 to -11912897.204915 So it's getting split into cluster 46. Trying to split cluster 34 (13778 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4377.340750 sec): 2 clusters Score: Raw -955116.007741 + Penalty 1672.660384 = -953443.347358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4377.474664 sec): 3 clusters Score: Raw -947051.982208 + Penalty 3345.320767 = -943706.661440 nChanged 6125 SP:Iteration 1F (4377.589068 sec): 3 clusters Score: Raw -950572.510521 + Penalty 3345.320767 = -947227.189754 nChanged 818 SP:Iteration 2F (4377.698223 sec): 3 clusters Score: Raw -950955.806454 + Penalty 3345.320767 = -947610.485687 nChanged 734 SP:Iteration 3F (4377.793253 sec): 3 clusters Score: Raw -951310.681152 + Penalty 3345.320767 = -947965.360385 nChanged 711 SP:Iteration 4F (4377.915571 sec): 3 clusters Score: Raw -951666.961147 + Penalty 3345.320767 = -948321.640380 nChanged 712 SP:Iteration 5F (4378.015445 sec): 3 clusters Score: Raw -952042.230950 + Penalty 3345.320767 = -948696.910183 nChanged 718 SP:Iteration 6F (4378.127646 sec): 3 clusters Score: Raw -952428.828398 + Penalty 3345.320767 = -949083.507631 nChanged 682 SP:Iteration 7Q (4378.219214 sec): 3 clusters Score: Raw -952780.190700 + Penalty 3345.320767 = -949434.869933 nChanged 606 SP:Iteration 8Q (4378.339109 sec): 3 clusters Score: Raw -953110.020993 + Penalty 3345.320767 = -949764.700225 nChanged 525 SP:Iteration 9Q (4378.445015 sec): 3 clusters Score: Raw -953374.456862 + Penalty 3345.320767 = -950029.136095 nChanged 433 SP:Iteration 10Q (4378.530392 sec): 3 clusters Score: Raw -953589.286028 + Penalty 3345.320767 = -950243.965261 nChanged 390 SP:Iteration 11Q (4378.645565 sec): 3 clusters Score: Raw -953806.838545 + Penalty 3345.320767 = -950461.517778 nChanged 327 SP:Iteration 12Q (4378.736336 sec): 3 clusters Score: Raw -954002.492887 + Penalty 3345.320767 = -950657.172120 nChanged 293 SP:Iteration 13Q (4378.856796 sec): 3 clusters Score: Raw -954185.373453 + Penalty 3345.320767 = -950840.052686 nChanged 258 SP:Iteration 14Q (4378.971339 sec): 3 clusters Score: Raw -954355.549620 + Penalty 3345.320767 = -951010.228853 nChanged 241 SP:Iteration 15Q (4379.087926 sec): 3 clusters Score: Raw -954505.295660 + Penalty 3345.320767 = -951159.974893 nChanged 226 SP:Iteration 16Q (4379.184866 sec): 3 clusters Score: Raw -954629.612664 + Penalty 3345.320767 = -951284.291897 nChanged 196 SP:Iteration 17Q (4379.299425 sec): 3 clusters Score: Raw -954732.011034 + Penalty 3345.320767 = -951386.690267 nChanged 155 SP:Iteration 18Q (4379.398822 sec): 3 clusters Score: Raw -954802.725418 + Penalty 3345.320767 = -951457.404651 nChanged 123 SP:Iteration 19Q (4379.507226 sec): 3 clusters Score: Raw -954860.381160 + Penalty 3345.320767 = -951515.060393 nChanged 99 SP:Iteration 20F (4379.609106 sec): 3 clusters Score: Raw -954897.436720 + Penalty 3345.320767 = -951552.115953 nChanged 86 SP:Iteration 21Q (4379.719332 sec): 3 clusters Score: Raw -954929.976103 + Penalty 3345.320767 = -951584.655336 nChanged 81 SP:Iteration 22Q (4379.826998 sec): 3 clusters Score: Raw -954958.940458 + Penalty 3345.320767 = -951613.619691 nChanged 61 SP:Iteration 23Q (4379.933636 sec): 3 clusters Score: Raw -954979.137056 + Penalty 3345.320767 = -951633.816289 nChanged 51 SP:Iteration 24Q (4380.031804 sec): 3 clusters Score: Raw -955004.032651 + Penalty 3345.320767 = -951658.711884 nChanged 58 SP:Iteration 25Q (4380.131461 sec): 3 clusters Score: Raw -955032.863165 + Penalty 3345.320767 = -951687.542398 nChanged 76 SP:Iteration 26Q (4380.242739 sec): 3 clusters Score: Raw -955073.534226 + Penalty 3345.320767 = -951728.213459 nChanged 72 SP:Iteration 27Q (4380.329995 sec): 3 clusters Score: Raw -955126.023096 + Penalty 3345.320767 = -951780.702329 nChanged 82 SP:Iteration 28Q (4380.442311 sec): 3 clusters Score: Raw -955187.120680 + Penalty 3345.320767 = -951841.799913 nChanged 88 SP:Iteration 29Q (4380.543946 sec): 3 clusters Score: Raw -955265.222860 + Penalty 3345.320767 = -951919.902093 nChanged 94 SP:Iteration 30Q (4380.662051 sec): 3 clusters Score: Raw -955370.380646 + Penalty 3345.320767 = -952025.059879 nChanged 111 SP:Iteration 31Q (4380.746081 sec): 3 clusters Score: Raw -955466.039710 + Penalty 3345.320767 = -952120.718943 nChanged 97 SP:Iteration 32Q (4380.855394 sec): 3 clusters Score: Raw -955582.006472 + Penalty 3345.320767 = -952236.685705 nChanged 115 SP:Iteration 33Q (4380.954217 sec): 3 clusters Score: Raw -955700.687744 + Penalty 3345.320767 = -952355.366977 nChanged 109 SP:Iteration 34Q (4381.043020 sec): 3 clusters Score: Raw -955781.436253 + Penalty 3345.320767 = -952436.115486 nChanged 94 SP:Iteration 35Q (4381.142754 sec): 3 clusters Score: Raw -955850.668310 + Penalty 3345.320767 = -952505.347543 nChanged 96 SP:Iteration 36Q (4381.260416 sec): 3 clusters Score: Raw -955913.402187 + Penalty 3345.320767 = -952568.081420 nChanged 86 SP:Iteration 37Q (4381.370301 sec): 3 clusters Score: Raw -955969.629780 + Penalty 3345.320767 = -952624.309012 nChanged 89 SP:Iteration 38Q (4381.457293 sec): 3 clusters Score: Raw -956014.387898 + Penalty 3345.320767 = -952669.067131 nChanged 65 SP:Iteration 39Q (4381.576193 sec): 3 clusters Score: Raw -956042.542237 + Penalty 3345.320767 = -952697.221469 nChanged 42 SP:Iteration 40F (4381.679837 sec): 3 clusters Score: Raw -956060.619449 + Penalty 3345.320767 = -952715.298682 nChanged 44 SP:Iteration 41Q (4381.781879 sec): 3 clusters Score: Raw -956077.573174 + Penalty 3345.320767 = -952732.252407 nChanged 36 SP:Iteration 42Q (4381.861472 sec): 3 clusters Score: Raw -956092.754154 + Penalty 3345.320767 = -952747.433387 nChanged 34 SP:Iteration 43Q (4381.990597 sec): 3 clusters Score: Raw -956105.434832 + Penalty 3345.320767 = -952760.114065 nChanged 28 SP:Iteration 44Q (4382.071875 sec): 3 clusters Score: Raw -956117.012137 + Penalty 3345.320767 = -952771.691370 nChanged 29 SP:Iteration 45Q (4382.209339 sec): 3 clusters Score: Raw -956126.905228 + Penalty 3345.320767 = -952781.584461 nChanged 32 SP:Iteration 46Q (4382.350129 sec): 3 clusters Score: Raw -956138.143201 + Penalty 3345.320767 = -952792.822434 nChanged 28 SP:Iteration 47Q (4382.504871 sec): 3 clusters Score: Raw -956146.410754 + Penalty 3345.320767 = -952801.089987 nChanged 27 SP:Iteration 48Q (4382.665605 sec): 3 clusters Score: Raw -956156.471692 + Penalty 3345.320767 = -952811.150925 nChanged 24 SP:Iteration 49Q (4382.797579 sec): 3 clusters Score: Raw -956163.772911 + Penalty 3345.320767 = -952818.452144 nChanged 13 SP:Iteration 50Q (4382.920919 sec): 3 clusters Score: Raw -956166.658058 + Penalty 3345.320767 = -952821.337291 nChanged 12 SP:Iteration 51Q (4383.045063 sec): 3 clusters Score: Raw -956169.291665 + Penalty 3345.320767 = -952823.970897 nChanged 11 SP:Iteration 52Q (4383.165844 sec): 3 clusters Score: Raw -956172.206300 + Penalty 3345.320767 = -952826.885533 nChanged 10 SP:Iteration 53Q (4383.310088 sec): 3 clusters Score: Raw -956174.665876 + Penalty 3345.320767 = -952829.345109 nChanged 11 SP:Iteration 54Q (4383.438737 sec): 3 clusters Score: Raw -956177.187111 + Penalty 3345.320767 = -952831.866344 nChanged 8 SP:Iteration 55Q (4383.580668 sec): 3 clusters Score: Raw -956179.410514 + Penalty 3345.320767 = -952834.089747 nChanged 9 SP:Iteration 56Q (4383.717583 sec): 3 clusters Score: Raw -956181.384289 + Penalty 3345.320767 = -952836.063522 nChanged 6 SP:Iteration 57Q (4383.835730 sec): 3 clusters Score: Raw -956182.414854 + Penalty 3345.320767 = -952837.094087 nChanged 6 SP:Iteration 58Q (4383.971964 sec): 3 clusters Score: Raw -956183.507744 + Penalty 3345.320767 = -952838.186977 nChanged 5 SP:Iteration 59Q (4384.087952 sec): 3 clusters Score: Raw -956184.654005 + Penalty 3345.320767 = -952839.333238 nChanged 3 SP:Iteration 60F (4384.214386 sec): 3 clusters Score: Raw -956184.979869 + Penalty 3345.320767 = -952839.659102 nChanged 1 SP:Iteration 61Q (4384.338427 sec): 3 clusters Score: Raw -956185.162287 + Penalty 3345.320767 = -952839.841520 nChanged 2 SP:Iteration 62Q (4384.484229 sec): 3 clusters Score: Raw -956185.382132 + Penalty 3345.320767 = -952840.061365 nChanged 2 SP:Iteration 63Q (4384.618990 sec): 3 clusters Score: Raw -956185.576771 + Penalty 3345.320767 = -952840.256004 nChanged 1 SP:Iteration 64Q (4384.747585 sec): 3 clusters Score: Raw -956185.788727 + Penalty 3345.320767 = -952840.467960 nChanged 2 SP:Iteration 65Q (4384.875729 sec): 3 clusters Score: Raw -956186.216579 + Penalty 3345.320767 = -952840.895812 nChanged 2 SP:Iteration 66Q (4385.020719 sec): 3 clusters Score: Raw -956186.603230 + Penalty 3345.320767 = -952841.282463 nChanged 0 SP:Iteration 67F (4385.154426 sec): 3 clusters Score: Raw -956186.603230 + Penalty 3345.320767 = -952841.282463 nChanged 0 Trying to split cluster 35 (2426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4385.221181 sec): 2 clusters Score: Raw -157592.888480 + Penalty 1367.846840 = -156225.041640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4385.290315 sec): 3 clusters Score: Raw -156547.221927 + Penalty 2735.693680 = -153811.528247 nChanged 853 SP:Iteration 1F (4385.384838 sec): 3 clusters Score: Raw -157198.837130 + Penalty 2735.693680 = -154463.143450 nChanged 218 SP:Iteration 2F (4385.479859 sec): 3 clusters Score: Raw -157370.530486 + Penalty 2735.693680 = -154634.836806 nChanged 147 SP:Iteration 3F (4385.570458 sec): 3 clusters Score: Raw -157490.903377 + Penalty 2735.693680 = -154755.209697 nChanged 120 SP:Iteration 4Q (4385.662094 sec): 3 clusters Score: Raw -157588.386770 + Penalty 2735.693680 = -154852.693090 nChanged 103 SP:Iteration 5Q (4385.757694 sec): 3 clusters Score: Raw -157679.896925 + Penalty 2735.693680 = -154944.203244 nChanged 96 SP:Iteration 6Q (4385.851998 sec): 3 clusters Score: Raw -157773.857589 + Penalty 2735.693680 = -155038.163909 nChanged 96 SP:Iteration 7Q (4385.940229 sec): 3 clusters Score: Raw -157870.224594 + Penalty 2735.693680 = -155134.530914 nChanged 96 SP:Iteration 8Q (4386.037732 sec): 3 clusters Score: Raw -157940.818199 + Penalty 2735.693680 = -155205.124519 nChanged 65 SP:Iteration 9Q (4386.116808 sec): 3 clusters Score: Raw -157993.973244 + Penalty 2735.693680 = -155258.279563 nChanged 51 SP:Iteration 10Q (4386.242208 sec): 3 clusters Score: Raw -158030.443475 + Penalty 2735.693680 = -155294.749795 nChanged 43 SP:Iteration 11Q (4386.361093 sec): 3 clusters Score: Raw -158054.174178 + Penalty 2735.693680 = -155318.480498 nChanged 25 SP:Iteration 12Q (4386.444461 sec): 3 clusters Score: Raw -158069.724322 + Penalty 2735.693680 = -155334.030641 nChanged 20 SP:Iteration 13Q (4386.570538 sec): 3 clusters Score: Raw -158079.175421 + Penalty 2735.693680 = -155343.481741 nChanged 17 SP:Iteration 14Q (4386.651570 sec): 3 clusters Score: Raw -158087.001766 + Penalty 2735.693680 = -155351.308086 nChanged 9 SP:Iteration 15Q (4386.769011 sec): 3 clusters Score: Raw -158090.750761 + Penalty 2735.693680 = -155355.057081 nChanged 6 SP:Iteration 16Q (4386.854539 sec): 3 clusters Score: Raw -158093.745940 + Penalty 2735.693680 = -155358.052259 nChanged 3 SP:Iteration 17Q (4386.957040 sec): 3 clusters Score: Raw -158095.072561 + Penalty 2735.693680 = -155359.378881 nChanged 4 SP:Iteration 18Q (4387.045877 sec): 3 clusters Score: Raw -158096.217134 + Penalty 2735.693680 = -155360.523454 nChanged 2 SP:Iteration 19Q (4387.141719 sec): 3 clusters Score: Raw -158097.617542 + Penalty 2735.693680 = -155361.923861 nChanged 2 SP:Iteration 20F (4387.226151 sec): 3 clusters Score: Raw -158098.376537 + Penalty 2735.693680 = -155362.682856 nChanged 2 SP:Iteration 21Q (4387.324090 sec): 3 clusters Score: Raw -158099.217106 + Penalty 2735.693680 = -155363.523425 nChanged 2 SP:Iteration 22Q (4387.404856 sec): 3 clusters Score: Raw -158099.958696 + Penalty 2735.693680 = -155364.265015 nChanged 2 SP:Iteration 23Q (4387.517559 sec): 3 clusters Score: Raw -158100.684377 + Penalty 2735.693680 = -155364.990696 nChanged 1 SP:Iteration 24Q (4387.629015 sec): 3 clusters Score: Raw -158100.894170 + Penalty 2735.693680 = -155365.200489 nChanged 1 SP:Iteration 25Q (4387.710365 sec): 3 clusters Score: Raw -158101.704503 + Penalty 2735.693680 = -155366.010822 nChanged 0 SP:Iteration 26F (4387.825311 sec): 3 clusters Score: Raw -158101.704503 + Penalty 2735.693680 = -155366.010822 nChanged 0 Trying to split cluster 36 (1217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4387.887009 sec): 2 clusters Score: Raw -40518.826131 + Penalty 1246.777288 = -39272.048843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4387.984282 sec): 3 clusters Score: Raw -40110.535696 + Penalty 2493.554577 = -37616.981120 nChanged 387 SP:Iteration 1F (4388.090870 sec): 3 clusters Score: Raw -40515.832337 + Penalty 2493.554577 = -38022.277760 nChanged 116 SP:Iteration 2F (4388.171152 sec): 3 clusters Score: Raw -40649.802758 + Penalty 2493.554577 = -38156.248182 nChanged 59 SP:Iteration 3Q (4388.279341 sec): 3 clusters Score: Raw -40720.970089 + Penalty 2493.554577 = -38227.415513 nChanged 42 SP:Iteration 4Q (4388.411950 sec): 3 clusters Score: Raw -40769.815938 + Penalty 2493.554577 = -38276.261361 nChanged 26 SP:Iteration 5Q (4388.519737 sec): 3 clusters Score: Raw -40794.000855 + Penalty 2493.554577 = -38300.446278 nChanged 19 SP:Iteration 6Q (4388.619518 sec): 3 clusters Score: Raw -40810.831413 + Penalty 2493.554577 = -38317.276837 nChanged 22 SP:Iteration 7Q (4388.711318 sec): 3 clusters Score: Raw -40838.078940 + Penalty 2493.554577 = -38344.524364 nChanged 14 SP:Iteration 8Q (4388.793796 sec): 3 clusters Score: Raw -40853.095673 + Penalty 2493.554577 = -38359.541097 nChanged 19 SP:Iteration 9Q (4388.900180 sec): 3 clusters Score: Raw -40872.174874 + Penalty 2493.554577 = -38378.620298 nChanged 13 SP:Iteration 10Q (4388.998183 sec): 3 clusters Score: Raw -40881.707302 + Penalty 2493.554577 = -38388.152725 nChanged 11 SP:Iteration 11Q (4389.092577 sec): 3 clusters Score: Raw -40892.582453 + Penalty 2493.554577 = -38399.027876 nChanged 12 SP:Iteration 12Q (4389.194269 sec): 3 clusters Score: Raw -40911.021880 + Penalty 2493.554577 = -38417.467304 nChanged 15 SP:Iteration 13Q (4389.285105 sec): 3 clusters Score: Raw -40930.861301 + Penalty 2493.554577 = -38437.306724 nChanged 11 SP:Iteration 14Q (4389.377118 sec): 3 clusters Score: Raw -40940.787368 + Penalty 2493.554577 = -38447.232792 nChanged 5 SP:Iteration 15Q (4389.459892 sec): 3 clusters Score: Raw -40944.537914 + Penalty 2493.554577 = -38450.983337 nChanged 2 SP:Iteration 16Q (4389.542913 sec): 3 clusters Score: Raw -40945.646661 + Penalty 2493.554577 = -38452.092084 nChanged 2 SP:Iteration 17Q (4389.634207 sec): 3 clusters Score: Raw -40947.920175 + Penalty 2493.554577 = -38454.365599 nChanged 3 SP:Iteration 18Q (4389.729008 sec): 3 clusters Score: Raw -40951.527761 + Penalty 2493.554577 = -38457.973185 nChanged 3 SP:Iteration 19Q (4389.825446 sec): 3 clusters Score: Raw -40956.582103 + Penalty 2493.554577 = -38463.027527 nChanged 8 SP:Iteration 20F (4389.919028 sec): 3 clusters Score: Raw -40962.956183 + Penalty 2493.554577 = -38469.401606 nChanged 4 SP:Iteration 21Q (4390.024339 sec): 3 clusters Score: Raw -40966.968513 + Penalty 2493.554577 = -38473.413936 nChanged 5 SP:Iteration 22Q (4390.115840 sec): 3 clusters Score: Raw -40973.489648 + Penalty 2493.554577 = -38479.935071 nChanged 5 SP:Iteration 23Q (4390.214459 sec): 3 clusters Score: Raw -40976.480623 + Penalty 2493.554577 = -38482.926046 nChanged 1 SP:Iteration 24Q (4390.314663 sec): 3 clusters Score: Raw -40977.395182 + Penalty 2493.554577 = -38483.840605 nChanged 3 SP:Iteration 25Q (4390.411294 sec): 3 clusters Score: Raw -40980.559312 + Penalty 2493.554577 = -38487.004735 nChanged 2 SP:Iteration 26Q (4390.505388 sec): 3 clusters Score: Raw -40982.261681 + Penalty 2493.554577 = -38488.707104 nChanged 1 SP:Iteration 27Q (4390.590418 sec): 3 clusters Score: Raw -40982.994498 + Penalty 2493.554577 = -38489.439922 nChanged 0 SP:Iteration 28F (4390.691442 sec): 3 clusters Score: Raw -40982.994498 + Penalty 2493.554577 = -38489.439922 nChanged 0 Trying to split cluster 37 (4466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4390.772694 sec): 2 clusters Score: Raw -309150.815373 + Penalty 1474.945600 = -307675.869773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4390.860118 sec): 3 clusters Score: Raw -306964.537103 + Penalty 2949.891200 = -304014.645904 nChanged 1729 SP:Iteration 1F (4390.955005 sec): 3 clusters Score: Raw -307949.086000 + Penalty 2949.891200 = -304999.194800 nChanged 347 SP:Iteration 2F (4391.050107 sec): 3 clusters Score: Raw -308153.786662 + Penalty 2949.891200 = -305203.895462 nChanged 240 SP:Iteration 3F (4391.145124 sec): 3 clusters Score: Raw -308286.445388 + Penalty 2949.891200 = -305336.554188 nChanged 180 SP:Iteration 4Q (4391.236540 sec): 3 clusters Score: Raw -308388.134181 + Penalty 2949.891200 = -305438.242981 nChanged 169 SP:Iteration 5Q (4391.317129 sec): 3 clusters Score: Raw -308466.373134 + Penalty 2949.891200 = -305516.481934 nChanged 125 SP:Iteration 6Q (4391.410948 sec): 3 clusters Score: Raw -308525.895754 + Penalty 2949.891200 = -305576.004555 nChanged 107 SP:Iteration 7Q (4391.496476 sec): 3 clusters Score: Raw -308573.878153 + Penalty 2949.891200 = -305623.986953 nChanged 101 SP:Iteration 8Q (4391.589890 sec): 3 clusters Score: Raw -308615.617668 + Penalty 2949.891200 = -305665.726468 nChanged 82 SP:Iteration 9Q (4391.681918 sec): 3 clusters Score: Raw -308653.398455 + Penalty 2949.891200 = -305703.507255 nChanged 82 SP:Iteration 10Q (4391.762043 sec): 3 clusters Score: Raw -308689.572256 + Penalty 2949.891200 = -305739.681056 nChanged 83 SP:Iteration 11Q (4391.833916 sec): 3 clusters Score: Raw -308729.264941 + Penalty 2949.891200 = -305779.373741 nChanged 84 SP:Iteration 12Q (4391.917680 sec): 3 clusters Score: Raw -308767.141592 + Penalty 2949.891200 = -305817.250392 nChanged 66 SP:Iteration 13Q (4392.012249 sec): 3 clusters Score: Raw -308797.913629 + Penalty 2949.891200 = -305848.022429 nChanged 73 SP:Iteration 14Q (4392.106170 sec): 3 clusters Score: Raw -308837.270528 + Penalty 2949.891200 = -305887.379328 nChanged 85 SP:Iteration 15Q (4392.189576 sec): 3 clusters Score: Raw -308882.022671 + Penalty 2949.891200 = -305932.131472 nChanged 80 SP:Iteration 16Q (4392.273245 sec): 3 clusters Score: Raw -308924.127613 + Penalty 2949.891200 = -305974.236413 nChanged 89 SP:Iteration 17Q (4392.361903 sec): 3 clusters Score: Raw -308963.760771 + Penalty 2949.891200 = -306013.869572 nChanged 67 SP:Iteration 18Q (4392.444882 sec): 3 clusters Score: Raw -308991.856498 + Penalty 2949.891200 = -306041.965298 nChanged 60 SP:Iteration 19Q (4392.521923 sec): 3 clusters Score: Raw -309016.244256 + Penalty 2949.891200 = -306066.353057 nChanged 54 SP:Iteration 20F (4392.609719 sec): 3 clusters Score: Raw -309039.781519 + Penalty 2949.891200 = -306089.890319 nChanged 57 SP:Iteration 21Q (4392.693845 sec): 3 clusters Score: Raw -309063.972696 + Penalty 2949.891200 = -306114.081496 nChanged 51 SP:Iteration 22Q (4392.782098 sec): 3 clusters Score: Raw -309091.854851 + Penalty 2949.891200 = -306141.963652 nChanged 56 SP:Iteration 23Q (4392.854208 sec): 3 clusters Score: Raw -309120.814518 + Penalty 2949.891200 = -306170.923318 nChanged 64 SP:Iteration 24Q (4392.963150 sec): 3 clusters Score: Raw -309149.866016 + Penalty 2949.891200 = -306199.974816 nChanged 53 SP:Iteration 25Q (4393.055114 sec): 3 clusters Score: Raw -309177.968084 + Penalty 2949.891200 = -306228.076884 nChanged 47 SP:Iteration 26Q (4393.140741 sec): 3 clusters Score: Raw -309199.967250 + Penalty 2949.891200 = -306250.076050 nChanged 43 SP:Iteration 27Q (4393.232862 sec): 3 clusters Score: Raw -309222.209589 + Penalty 2949.891200 = -306272.318389 nChanged 41 SP:Iteration 28Q (4393.314836 sec): 3 clusters Score: Raw -309240.900890 + Penalty 2949.891200 = -306291.009690 nChanged 36 SP:Iteration 29Q (4393.381154 sec): 3 clusters Score: Raw -309258.371838 + Penalty 2949.891200 = -306308.480638 nChanged 28 SP:Iteration 30Q (4393.483795 sec): 3 clusters Score: Raw -309274.183795 + Penalty 2949.891200 = -306324.292595 nChanged 26 SP:Iteration 31Q (4393.571375 sec): 3 clusters Score: Raw -309286.052923 + Penalty 2949.891200 = -306336.161723 nChanged 19 SP:Iteration 32Q (4393.662372 sec): 3 clusters Score: Raw -309295.637793 + Penalty 2949.891200 = -306345.746594 nChanged 23 SP:Iteration 33Q (4393.753195 sec): 3 clusters Score: Raw -309307.326706 + Penalty 2949.891200 = -306357.435506 nChanged 22 SP:Iteration 34Q (4393.820752 sec): 3 clusters Score: Raw -309320.066662 + Penalty 2949.891200 = -306370.175462 nChanged 24 SP:Iteration 35Q (4393.926842 sec): 3 clusters Score: Raw -309335.754922 + Penalty 2949.891200 = -306385.863722 nChanged 17 SP:Iteration 36Q (4394.017968 sec): 3 clusters Score: Raw -309342.916350 + Penalty 2949.891200 = -306393.025151 nChanged 8 SP:Iteration 37Q (4394.105499 sec): 3 clusters Score: Raw -309346.981539 + Penalty 2949.891200 = -306397.090340 nChanged 7 SP:Iteration 38Q (4394.183148 sec): 3 clusters Score: Raw -309350.251460 + Penalty 2949.891200 = -306400.360260 nChanged 3 SP:Iteration 39Q (4394.269981 sec): 3 clusters Score: Raw -309351.214241 + Penalty 2949.891200 = -306401.323041 nChanged 0 SP:Iteration 40F (4394.340685 sec): 3 clusters Score: Raw -309351.214241 + Penalty 2949.891200 = -306401.323041 nChanged 0 Trying to split cluster 38 (8141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4394.419718 sec): 2 clusters Score: Raw -441811.063147 + Penalty 1580.319287 = -440230.743860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4394.514729 sec): 3 clusters Score: Raw -437292.526383 + Penalty 3160.638574 = -434131.887809 nChanged 3534 SP:Iteration 1F (4394.607615 sec): 3 clusters Score: Raw -439440.192741 + Penalty 3160.638574 = -436279.554167 nChanged 683 SP:Iteration 2F (4394.705532 sec): 3 clusters Score: Raw -439897.348979 + Penalty 3160.638574 = -436736.710405 nChanged 565 SP:Iteration 3F (4394.793259 sec): 3 clusters Score: Raw -440287.235847 + Penalty 3160.638574 = -437126.597273 nChanged 480 SP:Iteration 4F (4394.890537 sec): 3 clusters Score: Raw -440610.762647 + Penalty 3160.638574 = -437450.124073 nChanged 411 SP:Iteration 5F (4394.989151 sec): 3 clusters Score: Raw -440885.787650 + Penalty 3160.638574 = -437725.149076 nChanged 359 SP:Iteration 6Q (4395.089133 sec): 3 clusters Score: Raw -441088.628573 + Penalty 3160.638574 = -437927.989999 nChanged 287 SP:Iteration 7Q (4395.187927 sec): 3 clusters Score: Raw -441220.817171 + Penalty 3160.638574 = -438060.178597 nChanged 213 SP:Iteration 8Q (4395.269712 sec): 3 clusters Score: Raw -441317.039229 + Penalty 3160.638574 = -438156.400655 nChanged 174 SP:Iteration 9Q (4395.390296 sec): 3 clusters Score: Raw -441396.675447 + Penalty 3160.638574 = -438236.036873 nChanged 167 SP:Iteration 10Q (4395.489977 sec): 3 clusters Score: Raw -441468.415686 + Penalty 3160.638574 = -438307.777112 nChanged 141 SP:Iteration 11Q (4395.574210 sec): 3 clusters Score: Raw -441523.200194 + Penalty 3160.638574 = -438362.561620 nChanged 112 SP:Iteration 12Q (4395.665697 sec): 3 clusters Score: Raw -441563.702973 + Penalty 3160.638574 = -438403.064399 nChanged 91 SP:Iteration 13Q (4395.767038 sec): 3 clusters Score: Raw -441594.048201 + Penalty 3160.638574 = -438433.409627 nChanged 81 SP:Iteration 14Q (4395.862068 sec): 3 clusters Score: Raw -441617.026327 + Penalty 3160.638574 = -438456.387753 nChanged 63 SP:Iteration 15Q (4395.961518 sec): 3 clusters Score: Raw -441636.830646 + Penalty 3160.638574 = -438476.192072 nChanged 67 SP:Iteration 16Q (4396.053988 sec): 3 clusters Score: Raw -441662.003909 + Penalty 3160.638574 = -438501.365335 nChanged 65 SP:Iteration 17Q (4396.134346 sec): 3 clusters Score: Raw -441678.858705 + Penalty 3160.638574 = -438518.220131 nChanged 53 SP:Iteration 18Q (4396.239628 sec): 3 clusters Score: Raw -441689.026668 + Penalty 3160.638574 = -438528.388094 nChanged 38 SP:Iteration 19Q (4396.331752 sec): 3 clusters Score: Raw -441695.891619 + Penalty 3160.638574 = -438535.253045 nChanged 38 SP:Iteration 20F (4396.425173 sec): 3 clusters Score: Raw -441705.616815 + Penalty 3160.638574 = -438544.978241 nChanged 36 SP:Iteration 21Q (4396.518245 sec): 3 clusters Score: Raw -441713.470351 + Penalty 3160.638574 = -438552.831778 nChanged 34 SP:Iteration 22Q (4396.603414 sec): 3 clusters Score: Raw -441720.439305 + Penalty 3160.638574 = -438559.800731 nChanged 38 SP:Iteration 23Q (4396.709201 sec): 3 clusters Score: Raw -441729.469195 + Penalty 3160.638574 = -438568.830621 nChanged 32 SP:Iteration 24Q (4396.800125 sec): 3 clusters Score: Raw -441736.583980 + Penalty 3160.638574 = -438575.945406 nChanged 33 SP:Iteration 25Q (4396.896495 sec): 3 clusters Score: Raw -441744.585221 + Penalty 3160.638574 = -438583.946647 nChanged 40 SP:Iteration 26Q (4396.977280 sec): 3 clusters Score: Raw -441753.476463 + Penalty 3160.638574 = -438592.837889 nChanged 41 SP:Iteration 27Q (4397.096939 sec): 3 clusters Score: Raw -441763.232693 + Penalty 3160.638574 = -438602.594119 nChanged 46 SP:Iteration 28Q (4397.195393 sec): 3 clusters Score: Raw -441773.931642 + Penalty 3160.638574 = -438613.293068 nChanged 45 SP:Iteration 29Q (4397.291245 sec): 3 clusters Score: Raw -441785.784885 + Penalty 3160.638574 = -438625.146311 nChanged 42 SP:Iteration 30Q (4397.386176 sec): 3 clusters Score: Raw -441797.742323 + Penalty 3160.638574 = -438637.103749 nChanged 55 SP:Iteration 31Q (4397.482987 sec): 3 clusters Score: Raw -441810.595198 + Penalty 3160.638574 = -438649.956625 nChanged 52 SP:Iteration 32Q (4397.586450 sec): 3 clusters Score: Raw -441820.211590 + Penalty 3160.638574 = -438659.573016 nChanged 42 SP:Iteration 33Q (4397.678751 sec): 3 clusters Score: Raw -441830.191139 + Penalty 3160.638574 = -438669.552565 nChanged 36 SP:Iteration 34Q (4397.777109 sec): 3 clusters Score: Raw -441838.656104 + Penalty 3160.638574 = -438678.017530 nChanged 35 SP:Iteration 35Q (4397.854835 sec): 3 clusters Score: Raw -441846.774032 + Penalty 3160.638574 = -438686.135458 nChanged 41 SP:Iteration 36Q (4397.957801 sec): 3 clusters Score: Raw -441858.051613 + Penalty 3160.638574 = -438697.413039 nChanged 49 SP:Iteration 37Q (4398.063313 sec): 3 clusters Score: Raw -441873.041719 + Penalty 3160.638574 = -438712.403145 nChanged 43 SP:Iteration 38Q (4398.155131 sec): 3 clusters Score: Raw -441883.328919 + Penalty 3160.638574 = -438722.690345 nChanged 39 SP:Iteration 39Q (4398.245704 sec): 3 clusters Score: Raw -441892.040659 + Penalty 3160.638574 = -438731.402085 nChanged 36 SP:Iteration 40F (4398.329043 sec): 3 clusters Score: Raw -441898.491406 + Penalty 3160.638574 = -438737.852832 nChanged 20 SP:Iteration 41Q (4398.428121 sec): 3 clusters Score: Raw -441902.817097 + Penalty 3160.638574 = -438742.178523 nChanged 23 SP:Iteration 42Q (4398.543110 sec): 3 clusters Score: Raw -441909.235031 + Penalty 3160.638574 = -438748.596457 nChanged 34 SP:Iteration 43Q (4398.637770 sec): 3 clusters Score: Raw -441917.423837 + Penalty 3160.638574 = -438756.785263 nChanged 29 SP:Iteration 44Q (4398.718322 sec): 3 clusters Score: Raw -441924.564987 + Penalty 3160.638574 = -438763.926413 nChanged 31 SP:Iteration 45Q (4398.825893 sec): 3 clusters Score: Raw -441930.313247 + Penalty 3160.638574 = -438769.674673 nChanged 24 SP:Iteration 46Q (4398.946962 sec): 3 clusters Score: Raw -441934.546912 + Penalty 3160.638574 = -438773.908338 nChanged 11 SP:Iteration 47Q (4399.071799 sec): 3 clusters Score: Raw -441936.593716 + Penalty 3160.638574 = -438775.955142 nChanged 7 SP:Iteration 48Q (4399.186562 sec): 3 clusters Score: Raw -441937.829797 + Penalty 3160.638574 = -438777.191223 nChanged 7 SP:Iteration 49Q (4399.295624 sec): 3 clusters Score: Raw -441939.249723 + Penalty 3160.638574 = -438778.611149 nChanged 6 SP:Iteration 50Q (4399.412541 sec): 3 clusters Score: Raw -441940.225082 + Penalty 3160.638574 = -438779.586508 nChanged 7 SP:Iteration 51Q (4399.536712 sec): 3 clusters Score: Raw -441941.450244 + Penalty 3160.638574 = -438780.811670 nChanged 6 SP:Iteration 52Q (4399.649098 sec): 3 clusters Score: Raw -441942.235457 + Penalty 3160.638574 = -438781.596883 nChanged 4 SP:Iteration 53Q (4399.759228 sec): 3 clusters Score: Raw -441942.682574 + Penalty 3160.638574 = -438782.044001 nChanged 2 SP:Iteration 54Q (4399.870504 sec): 3 clusters Score: Raw -441942.936284 + Penalty 3160.638574 = -438782.297710 nChanged 3 SP:Iteration 55Q (4399.984941 sec): 3 clusters Score: Raw -441943.405498 + Penalty 3160.638574 = -438782.766924 nChanged 3 SP:Iteration 56Q (4400.100379 sec): 3 clusters Score: Raw -441943.732966 + Penalty 3160.638574 = -438783.094392 nChanged 3 SP:Iteration 57Q (4400.216178 sec): 3 clusters Score: Raw -441943.922136 + Penalty 3160.638574 = -438783.283563 nChanged 1 SP:Iteration 58Q (4400.338650 sec): 3 clusters Score: Raw -441944.003510 + Penalty 3160.638574 = -438783.364936 nChanged 1 SP:Iteration 59Q (4400.453237 sec): 3 clusters Score: Raw -441944.111305 + Penalty 3160.638574 = -438783.472731 nChanged 0 SP:Iteration 60F (4400.578626 sec): 3 clusters Score: Raw -441944.111305 + Penalty 3160.638574 = -438783.472731 nChanged 0 Trying to split cluster 39 (1355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4400.633492 sec): 2 clusters Score: Raw -65070.173835 + Penalty 1265.628207 = -63804.545628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4400.722170 sec): 3 clusters Score: Raw -64618.694051 + Penalty 2531.256413 = -62087.437637 nChanged 417 SP:Iteration 1F (4400.810114 sec): 3 clusters Score: Raw -65036.126078 + Penalty 2531.256413 = -62504.869664 nChanged 120 SP:Iteration 2F (4400.890733 sec): 3 clusters Score: Raw -65186.880656 + Penalty 2531.256413 = -62655.624242 nChanged 69 SP:Iteration 3F (4400.973686 sec): 3 clusters Score: Raw -65279.151639 + Penalty 2531.256413 = -62747.895225 nChanged 60 SP:Iteration 4Q (4401.063466 sec): 3 clusters Score: Raw -65345.833677 + Penalty 2531.256413 = -62814.577264 nChanged 43 SP:Iteration 5Q (4401.144371 sec): 3 clusters Score: Raw -65390.740581 + Penalty 2531.256413 = -62859.484168 nChanged 28 SP:Iteration 6Q (4401.240353 sec): 3 clusters Score: Raw -65420.328468 + Penalty 2531.256413 = -62889.072055 nChanged 14 SP:Iteration 7Q (4401.329661 sec): 3 clusters Score: Raw -65430.113408 + Penalty 2531.256413 = -62898.856994 nChanged 14 SP:Iteration 8Q (4401.426583 sec): 3 clusters Score: Raw -65440.951566 + Penalty 2531.256413 = -62909.695153 nChanged 10 SP:Iteration 9Q (4401.526919 sec): 3 clusters Score: Raw -65452.583279 + Penalty 2531.256413 = -62921.326866 nChanged 8 SP:Iteration 10Q (4401.636533 sec): 3 clusters Score: Raw -65459.700144 + Penalty 2531.256413 = -62928.443730 nChanged 5 SP:Iteration 11Q (4401.744448 sec): 3 clusters Score: Raw -65462.451233 + Penalty 2531.256413 = -62931.194820 nChanged 5 SP:Iteration 12Q (4401.854280 sec): 3 clusters Score: Raw -65466.917907 + Penalty 2531.256413 = -62935.661493 nChanged 1 SP:Iteration 13Q (4401.917959 sec): 3 clusters Score: Raw -65467.271337 + Penalty 2531.256413 = -62936.014924 nChanged 0 SP:Iteration 14F (4402.022317 sec): 3 clusters Score: Raw -65467.271337 + Penalty 2531.256413 = -62936.014924 nChanged 0 Trying to split cluster 40 (6978 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4402.085816 sec): 2 clusters Score: Raw -485185.912176 + Penalty 1553.265843 = -483632.646333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4402.200139 sec): 3 clusters Score: Raw -481447.814018 + Penalty 3106.531685 = -478341.282332 nChanged 2894 SP:Iteration 1F (4402.311251 sec): 3 clusters Score: Raw -483145.116084 + Penalty 3106.531685 = -480038.584399 nChanged 557 SP:Iteration 2F (4402.405035 sec): 3 clusters Score: Raw -483491.424010 + Penalty 3106.531685 = -480384.892325 nChanged 474 SP:Iteration 3F (4402.531945 sec): 3 clusters Score: Raw -483778.179694 + Penalty 3106.531685 = -480671.648009 nChanged 361 SP:Iteration 4F (4402.635936 sec): 3 clusters Score: Raw -483973.826604 + Penalty 3106.531685 = -480867.294919 nChanged 283 SP:Iteration 5Q (4402.748698 sec): 3 clusters Score: Raw -484116.161356 + Penalty 3106.531685 = -481009.629671 nChanged 237 SP:Iteration 6Q (4402.868600 sec): 3 clusters Score: Raw -484229.971291 + Penalty 3106.531685 = -481123.439606 nChanged 220 SP:Iteration 7Q (4402.965246 sec): 3 clusters Score: Raw -484327.456762 + Penalty 3106.531685 = -481220.925077 nChanged 186 SP:Iteration 8Q (4403.085231 sec): 3 clusters Score: Raw -484408.335838 + Penalty 3106.531685 = -481301.804152 nChanged 164 SP:Iteration 9Q (4403.208870 sec): 3 clusters Score: Raw -484475.428664 + Penalty 3106.531685 = -481368.896979 nChanged 143 SP:Iteration 10Q (4403.338269 sec): 3 clusters Score: Raw -484531.696120 + Penalty 3106.531685 = -481425.164435 nChanged 134 SP:Iteration 11Q (4403.464292 sec): 3 clusters Score: Raw -484592.363514 + Penalty 3106.531685 = -481485.831829 nChanged 130 SP:Iteration 12Q (4403.588913 sec): 3 clusters Score: Raw -484648.488709 + Penalty 3106.531685 = -481541.957024 nChanged 129 SP:Iteration 13Q (4403.700821 sec): 3 clusters Score: Raw -484714.366186 + Penalty 3106.531685 = -481607.834501 nChanged 121 SP:Iteration 14Q (4403.780028 sec): 3 clusters Score: Raw -484777.967281 + Penalty 3106.531685 = -481671.435596 nChanged 97 SP:Iteration 15Q (4403.902158 sec): 3 clusters Score: Raw -484824.639802 + Penalty 3106.531685 = -481718.108117 nChanged 82 SP:Iteration 16Q (4403.985962 sec): 3 clusters Score: Raw -484866.863943 + Penalty 3106.531685 = -481760.332258 nChanged 87 SP:Iteration 17Q (4404.109674 sec): 3 clusters Score: Raw -484921.988090 + Penalty 3106.531685 = -481815.456405 nChanged 89 SP:Iteration 18Q (4404.215241 sec): 3 clusters Score: Raw -484976.481009 + Penalty 3106.531685 = -481869.949323 nChanged 83 SP:Iteration 19Q (4404.314065 sec): 3 clusters Score: Raw -485022.944271 + Penalty 3106.531685 = -481916.412585 nChanged 62 SP:Iteration 20F (4404.431385 sec): 3 clusters Score: Raw -485059.068507 + Penalty 3106.531685 = -481952.536822 nChanged 59 SP:Iteration 21Q (4404.519335 sec): 3 clusters Score: Raw -485094.664002 + Penalty 3106.531685 = -481988.132317 nChanged 56 SP:Iteration 22Q (4404.633359 sec): 3 clusters Score: Raw -485130.251143 + Penalty 3106.531685 = -482023.719458 nChanged 48 SP:Iteration 23Q (4404.742561 sec): 3 clusters Score: Raw -485156.349907 + Penalty 3106.531685 = -482049.818222 nChanged 35 SP:Iteration 24Q (4404.861936 sec): 3 clusters Score: Raw -485177.793852 + Penalty 3106.531685 = -482071.262167 nChanged 32 SP:Iteration 25Q (4404.957747 sec): 3 clusters Score: Raw -485196.955099 + Penalty 3106.531685 = -482090.423414 nChanged 33 SP:Iteration 26Q (4405.071308 sec): 3 clusters Score: Raw -485221.190642 + Penalty 3106.531685 = -482114.658957 nChanged 34 SP:Iteration 27Q (4405.118020 sec): 3 clusters Score: Raw -485243.831251 + Penalty 3106.531685 = -482137.299566 nChanged 27 SP:Iteration 28Q (4405.159927 sec): 3 clusters Score: Raw -485260.547417 + Penalty 3106.531685 = -482154.015732 nChanged 22 SP:Iteration 29Q (4405.201780 sec): 3 clusters Score: Raw -485273.985601 + Penalty 3106.531685 = -482167.453916 nChanged 18 SP:Iteration 30Q (4405.243317 sec): 3 clusters Score: Raw -485286.498504 + Penalty 3106.531685 = -482179.966819 nChanged 25 SP:Iteration 31Q (4405.363041 sec): 3 clusters Score: Raw -485303.088488 + Penalty 3106.531685 = -482196.556803 nChanged 23 SP:Iteration 32Q (4405.467849 sec): 3 clusters Score: Raw -485317.231736 + Penalty 3106.531685 = -482210.700051 nChanged 23 SP:Iteration 33Q (4405.548106 sec): 3 clusters Score: Raw -485331.109888 + Penalty 3106.531685 = -482224.578203 nChanged 19 SP:Iteration 34Q (4405.665485 sec): 3 clusters Score: Raw -485343.512544 + Penalty 3106.531685 = -482236.980859 nChanged 12 SP:Iteration 35Q (4405.771220 sec): 3 clusters Score: Raw -485352.432696 + Penalty 3106.531685 = -482245.901011 nChanged 9 SP:Iteration 36Q (4405.871257 sec): 3 clusters Score: Raw -485360.142253 + Penalty 3106.531685 = -482253.610568 nChanged 13 SP:Iteration 37Q (4405.975639 sec): 3 clusters Score: Raw -485368.926683 + Penalty 3106.531685 = -482262.394998 nChanged 12 SP:Iteration 38Q (4406.058288 sec): 3 clusters Score: Raw -485375.946954 + Penalty 3106.531685 = -482269.415269 nChanged 6 SP:Iteration 39Q (4406.173124 sec): 3 clusters Score: Raw -485381.029207 + Penalty 3106.531685 = -482274.497521 nChanged 9 SP:Iteration 40F (4406.268174 sec): 3 clusters Score: Raw -485387.716009 + Penalty 3106.531685 = -482281.184324 nChanged 7 SP:Iteration 41Q (4406.366763 sec): 3 clusters Score: Raw -485391.385281 + Penalty 3106.531685 = -482284.853596 nChanged 5 SP:Iteration 42Q (4406.474275 sec): 3 clusters Score: Raw -485394.445497 + Penalty 3106.531685 = -482287.913812 nChanged 2 SP:Iteration 43Q (4406.548928 sec): 3 clusters Score: Raw -485395.412737 + Penalty 3106.531685 = -482288.881052 nChanged 0 SP:Iteration 44F (4406.655256 sec): 3 clusters Score: Raw -485395.412737 + Penalty 3106.531685 = -482288.881052 nChanged 0 Trying to split cluster 41 (1580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4406.733193 sec): 2 clusters Score: Raw -73887.906024 + Penalty 1292.589112 = -72595.316912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4406.805228 sec): 3 clusters Score: Raw -73311.282248 + Penalty 2585.178224 = -70726.104023 nChanged 525 SP:Iteration 1F (4406.829605 sec): 3 clusters Score: Raw -73761.793828 + Penalty 2585.178224 = -71176.615604 nChanged 149 SP:Iteration 2F (4406.927853 sec): 3 clusters Score: Raw -73954.425964 + Penalty 2585.178224 = -71369.247740 nChanged 92 SP:Iteration 3F (4407.029868 sec): 3 clusters Score: Raw -74069.055207 + Penalty 2585.178224 = -71483.876983 nChanged 76 SP:Iteration 4Q (4407.100164 sec): 3 clusters Score: Raw -74151.752584 + Penalty 2585.178224 = -71566.574360 nChanged 51 SP:Iteration 5Q (4407.189714 sec): 3 clusters Score: Raw -74200.078885 + Penalty 2585.178224 = -71614.900661 nChanged 41 SP:Iteration 6Q (4407.304012 sec): 3 clusters Score: Raw -74238.621795 + Penalty 2585.178224 = -71653.443570 nChanged 37 SP:Iteration 7Q (4407.380608 sec): 3 clusters Score: Raw -74264.043900 + Penalty 2585.178224 = -71678.865675 nChanged 27 SP:Iteration 8Q (4407.472921 sec): 3 clusters Score: Raw -74281.223750 + Penalty 2585.178224 = -71696.045526 nChanged 13 SP:Iteration 9Q (4407.570770 sec): 3 clusters Score: Raw -74289.642844 + Penalty 2585.178224 = -71704.464620 nChanged 9 SP:Iteration 10Q (4407.665094 sec): 3 clusters Score: Raw -74294.686796 + Penalty 2585.178224 = -71709.508572 nChanged 4 SP:Iteration 11Q (4407.760039 sec): 3 clusters Score: Raw -74296.595565 + Penalty 2585.178224 = -71711.417341 nChanged 3 SP:Iteration 12Q (4407.850054 sec): 3 clusters Score: Raw -74298.049691 + Penalty 2585.178224 = -71712.871466 nChanged 4 SP:Iteration 13Q (4407.929110 sec): 3 clusters Score: Raw -74299.849535 + Penalty 2585.178224 = -71714.671311 nChanged 5 SP:Iteration 14Q (4408.015208 sec): 3 clusters Score: Raw -74302.320481 + Penalty 2585.178224 = -71717.142257 nChanged 0 SP:Iteration 15F (4408.110370 sec): 3 clusters Score: Raw -74302.320481 + Penalty 2585.178224 = -71717.142257 nChanged 0 Trying to split cluster 42 (2229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4408.183366 sec): 2 clusters Score: Raw -143673.475722 + Penalty 1352.983613 = -142320.492109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4408.256947 sec): 3 clusters Score: Raw -142733.212984 + Penalty 2705.967225 = -140027.245759 nChanged 789 SP:Iteration 1F (4408.353836 sec): 3 clusters Score: Raw -143310.232037 + Penalty 2705.967225 = -140604.264812 nChanged 208 SP:Iteration 2F (4408.436071 sec): 3 clusters Score: Raw -143493.168406 + Penalty 2705.967225 = -140787.201181 nChanged 148 SP:Iteration 3F (4408.520447 sec): 3 clusters Score: Raw -143644.452072 + Penalty 2705.967225 = -140938.484847 nChanged 124 SP:Iteration 4F (4408.601761 sec): 3 clusters Score: Raw -143790.087179 + Penalty 2705.967225 = -141084.119954 nChanged 143 SP:Iteration 5F (4408.676667 sec): 3 clusters Score: Raw -143980.203373 + Penalty 2705.967225 = -141274.236148 nChanged 127 SP:Iteration 6F (4408.777532 sec): 3 clusters Score: Raw -144133.229737 + Penalty 2705.967225 = -141427.262512 nChanged 95 SP:Iteration 7Q (4408.844381 sec): 3 clusters Score: Raw -144242.346961 + Penalty 2705.967225 = -141536.379736 nChanged 67 SP:Iteration 8Q (4408.919091 sec): 3 clusters Score: Raw -144310.019223 + Penalty 2705.967225 = -141604.051998 nChanged 45 SP:Iteration 9Q (4409.007792 sec): 3 clusters Score: Raw -144347.657264 + Penalty 2705.967225 = -141641.690039 nChanged 35 SP:Iteration 10Q (4409.087359 sec): 3 clusters Score: Raw -144377.200581 + Penalty 2705.967225 = -141671.233356 nChanged 26 SP:Iteration 11Q (4409.165992 sec): 3 clusters Score: Raw -144393.305998 + Penalty 2705.967225 = -141687.338773 nChanged 21 SP:Iteration 12Q (4409.254008 sec): 3 clusters Score: Raw -144411.968158 + Penalty 2705.967225 = -141706.000933 nChanged 21 SP:Iteration 13Q (4409.344495 sec): 3 clusters Score: Raw -144427.241272 + Penalty 2705.967225 = -141721.274047 nChanged 15 SP:Iteration 14Q (4409.432499 sec): 3 clusters Score: Raw -144438.422048 + Penalty 2705.967225 = -141732.454823 nChanged 11 SP:Iteration 15Q (4409.522020 sec): 3 clusters Score: Raw -144447.886680 + Penalty 2705.967225 = -141741.919455 nChanged 11 SP:Iteration 16Q (4409.609888 sec): 3 clusters Score: Raw -144455.495293 + Penalty 2705.967225 = -141749.528068 nChanged 6 SP:Iteration 17Q (4409.692951 sec): 3 clusters Score: Raw -144460.436960 + Penalty 2705.967225 = -141754.469735 nChanged 4 SP:Iteration 18Q (4409.757296 sec): 3 clusters Score: Raw -144463.669122 + Penalty 2705.967225 = -141757.701897 nChanged 5 SP:Iteration 19Q (4409.845391 sec): 3 clusters Score: Raw -144465.969025 + Penalty 2705.967225 = -141760.001800 nChanged 3 SP:Iteration 20F (4409.937363 sec): 3 clusters Score: Raw -144467.365484 + Penalty 2705.967225 = -141761.398259 nChanged 0 Trying to split cluster 43 (9490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4410.026175 sec): 2 clusters Score: Raw -667424.756303 + Penalty 1607.227928 = -665817.528375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4410.126322 sec): 3 clusters Score: Raw -662209.445164 + Penalty 3214.455856 = -658994.989308 nChanged 3953 SP:Iteration 1F (4410.237140 sec): 3 clusters Score: Raw -664269.869968 + Penalty 3214.455856 = -661055.414112 nChanged 587 SP:Iteration 2F (4410.344418 sec): 3 clusters Score: Raw -664508.316631 + Penalty 3214.455856 = -661293.860775 nChanged 468 SP:Iteration 3Q (4410.431959 sec): 3 clusters Score: Raw -664699.823327 + Penalty 3214.455856 = -661485.367471 nChanged 443 SP:Iteration 4Q (4410.533260 sec): 3 clusters Score: Raw -664898.915198 + Penalty 3214.455856 = -661684.459342 nChanged 404 SP:Iteration 5Q (4410.654043 sec): 3 clusters Score: Raw -665099.582220 + Penalty 3214.455856 = -661885.126364 nChanged 427 SP:Iteration 6Q (4410.749187 sec): 3 clusters Score: Raw -665344.607474 + Penalty 3214.455856 = -662130.151618 nChanged 461 SP:Iteration 7Q (4410.845614 sec): 3 clusters Score: Raw -665614.560075 + Penalty 3214.455856 = -662400.104219 nChanged 446 SP:Iteration 8Q (4410.948069 sec): 3 clusters Score: Raw -665867.081952 + Penalty 3214.455856 = -662652.626096 nChanged 411 SP:Iteration 9Q (4411.039735 sec): 3 clusters Score: Raw -666097.569234 + Penalty 3214.455856 = -662883.113378 nChanged 390 SP:Iteration 10Q (4411.121559 sec): 3 clusters Score: Raw -666340.970649 + Penalty 3214.455856 = -663126.514793 nChanged 356 SP:Iteration 11Q (4411.216496 sec): 3 clusters Score: Raw -666569.450646 + Penalty 3214.455856 = -663354.994790 nChanged 324 SP:Iteration 12Q (4411.321799 sec): 3 clusters Score: Raw -666772.979651 + Penalty 3214.455856 = -663558.523795 nChanged 283 SP:Iteration 13Q (4411.414645 sec): 3 clusters Score: Raw -666974.970199 + Penalty 3214.455856 = -663760.514343 nChanged 224 SP:Iteration 14Q (4411.507980 sec): 3 clusters Score: Raw -667111.998311 + Penalty 3214.455856 = -663897.542455 nChanged 182 SP:Iteration 15Q (4411.605998 sec): 3 clusters Score: Raw -667204.806127 + Penalty 3214.455856 = -663990.350271 nChanged 130 SP:Iteration 16Q (4411.684547 sec): 3 clusters Score: Raw -667267.886599 + Penalty 3214.455856 = -664053.430744 nChanged 119 SP:Iteration 17Q (4411.806986 sec): 3 clusters Score: Raw -667317.545316 + Penalty 3214.455856 = -664103.089460 nChanged 103 SP:Iteration 18Q (4411.902132 sec): 3 clusters Score: Raw -667364.445129 + Penalty 3214.455856 = -664149.989273 nChanged 111 SP:Iteration 19Q (4411.996799 sec): 3 clusters Score: Raw -667419.672758 + Penalty 3214.455856 = -664205.216902 nChanged 86 SP:Iteration 20F (4412.074438 sec): 3 clusters Score: Raw -667459.086206 + Penalty 3214.455856 = -664244.630350 nChanged 79 SP:Iteration 21Q (4412.183496 sec): 3 clusters Score: Raw -667498.581192 + Penalty 3214.455856 = -664284.125336 nChanged 88 SP:Iteration 22Q (4412.283209 sec): 3 clusters Score: Raw -667542.684673 + Penalty 3214.455856 = -664328.228818 nChanged 78 SP:Iteration 23Q (4412.356918 sec): 3 clusters Score: Raw -667581.319015 + Penalty 3214.455856 = -664366.863159 nChanged 77 SP:Iteration 24Q (4412.457368 sec): 3 clusters Score: Raw -667617.841388 + Penalty 3214.455856 = -664403.385532 nChanged 69 SP:Iteration 25Q (4412.558364 sec): 3 clusters Score: Raw -667650.599515 + Penalty 3214.455856 = -664436.143659 nChanged 68 SP:Iteration 26Q (4412.658942 sec): 3 clusters Score: Raw -667683.575285 + Penalty 3214.455856 = -664469.119429 nChanged 42 SP:Iteration 27Q (4412.725995 sec): 3 clusters Score: Raw -667701.723535 + Penalty 3214.455856 = -664487.267679 nChanged 39 SP:Iteration 28Q (4412.831419 sec): 3 clusters Score: Raw -667719.925661 + Penalty 3214.455856 = -664505.469805 nChanged 40 SP:Iteration 29Q (4412.947521 sec): 3 clusters Score: Raw -667737.928881 + Penalty 3214.455856 = -664523.473025 nChanged 36 SP:Iteration 30Q (4413.020555 sec): 3 clusters Score: Raw -667753.851979 + Penalty 3214.455856 = -664539.396123 nChanged 27 SP:Iteration 31Q (4413.114480 sec): 3 clusters Score: Raw -667762.483083 + Penalty 3214.455856 = -664548.027227 nChanged 22 SP:Iteration 32Q (4413.209859 sec): 3 clusters Score: Raw -667771.252200 + Penalty 3214.455856 = -664556.796344 nChanged 24 SP:Iteration 33Q (4413.301148 sec): 3 clusters Score: Raw -667780.590379 + Penalty 3214.455856 = -664566.134523 nChanged 15 SP:Iteration 34Q (4413.401493 sec): 3 clusters Score: Raw -667786.182030 + Penalty 3214.455856 = -664571.726174 nChanged 10 SP:Iteration 35Q (4413.489148 sec): 3 clusters Score: Raw -667789.161756 + Penalty 3214.455856 = -664574.705900 nChanged 10 SP:Iteration 36Q (4413.583422 sec): 3 clusters Score: Raw -667791.863369 + Penalty 3214.455856 = -664577.407513 nChanged 12 SP:Iteration 37Q (4413.668853 sec): 3 clusters Score: Raw -667795.163652 + Penalty 3214.455856 = -664580.707796 nChanged 10 SP:Iteration 38Q (4413.784850 sec): 3 clusters Score: Raw -667798.375157 + Penalty 3214.455856 = -664583.919301 nChanged 6 SP:Iteration 39Q (4413.870154 sec): 3 clusters Score: Raw -667800.347082 + Penalty 3214.455856 = -664585.891226 nChanged 5 SP:Iteration 40F (4413.974792 sec): 3 clusters Score: Raw -667802.056601 + Penalty 3214.455856 = -664587.600745 nChanged 7 SP:Iteration 41Q (4414.077750 sec): 3 clusters Score: Raw -667804.548415 + Penalty 3214.455856 = -664590.092559 nChanged 9 SP:Iteration 42Q (4414.180058 sec): 3 clusters Score: Raw -667807.548604 + Penalty 3214.455856 = -664593.092748 nChanged 8 SP:Iteration 43Q (4414.267878 sec): 3 clusters Score: Raw -667810.117735 + Penalty 3214.455856 = -664595.661879 nChanged 8 SP:Iteration 44Q (4414.324345 sec): 3 clusters Score: Raw -667812.365611 + Penalty 3214.455856 = -664597.909755 nChanged 8 SP:Iteration 45Q (4414.438033 sec): 3 clusters Score: Raw -667815.370255 + Penalty 3214.455856 = -664600.914399 nChanged 8 SP:Iteration 46Q (4414.528153 sec): 3 clusters Score: Raw -667818.209207 + Penalty 3214.455856 = -664603.753351 nChanged 9 SP:Iteration 47Q (4414.628905 sec): 3 clusters Score: Raw -667820.914956 + Penalty 3214.455856 = -664606.459100 nChanged 8 SP:Iteration 48Q (4414.728134 sec): 3 clusters Score: Raw -667822.534782 + Penalty 3214.455856 = -664608.078926 nChanged 3 SP:Iteration 49Q (4414.819295 sec): 3 clusters Score: Raw -667823.732859 + Penalty 3214.455856 = -664609.277003 nChanged 3 SP:Iteration 50Q (4414.913764 sec): 3 clusters Score: Raw -667824.876031 + Penalty 3214.455856 = -664610.420175 nChanged 3 SP:Iteration 51Q (4415.007627 sec): 3 clusters Score: Raw -667825.405140 + Penalty 3214.455856 = -664610.949284 nChanged 4 SP:Iteration 52Q (4415.083403 sec): 3 clusters Score: Raw -667827.066029 + Penalty 3214.455856 = -664612.610173 nChanged 2 SP:Iteration 53Q (4415.194800 sec): 3 clusters Score: Raw -667827.816563 + Penalty 3214.455856 = -664613.360707 nChanged 3 SP:Iteration 54Q (4415.293599 sec): 3 clusters Score: Raw -667829.200652 + Penalty 3214.455856 = -664614.744796 nChanged 5 SP:Iteration 55Q (4415.360194 sec): 3 clusters Score: Raw -667831.011334 + Penalty 3214.455856 = -664616.555478 nChanged 3 SP:Iteration 56Q (4415.454798 sec): 3 clusters Score: Raw -667831.764149 + Penalty 3214.455856 = -664617.308293 nChanged 4 SP:Iteration 57Q (4415.588380 sec): 3 clusters Score: Raw -667833.702152 + Penalty 3214.455856 = -664619.246296 nChanged 2 SP:Iteration 58Q (4415.730320 sec): 3 clusters Score: Raw -667834.027629 + Penalty 3214.455856 = -664619.571773 nChanged 1 SP:Iteration 59Q (4415.828025 sec): 3 clusters Score: Raw -667834.186048 + Penalty 3214.455856 = -664619.730192 nChanged 1 SP:Iteration 60F (4415.951556 sec): 3 clusters Score: Raw -667834.406030 + Penalty 3214.455856 = -664619.950174 nChanged 0 Iteration 259Q (4422.795468 sec): 47 clusters Score: Raw -12012836.785367 + Penalty 98656.081134 = -11914180.704233 nChanged 1901 Iteration 260F (4431.645530 sec): 47 clusters Score: Raw -12014153.314571 + Penalty 98656.081134 = -11915497.233437 nChanged 1861 Iteration 261Q (4437.556061 sec): 47 clusters Score: Raw -12014757.746601 + Penalty 98656.081134 = -11916101.665467 nChanged 1128 Iteration 262Q (4444.343461 sec): 47 clusters Score: Raw -12015049.937160 + Penalty 98656.081134 = -11916393.856026 nChanged 831 Iteration 263Q (4450.210674 sec): 47 clusters Score: Raw -12015239.077668 + Penalty 98656.081134 = -11916582.996535 nChanged 655 Iteration 264Q (4455.850497 sec): 47 clusters Score: Raw -12015370.027602 + Penalty 98656.081134 = -11916713.946468 nChanged 570 Iteration 265Q (4462.210619 sec): 47 clusters Score: Raw -12015471.263118 + Penalty 98656.081134 = -11916815.181984 nChanged 457 Iteration 266Q (4468.191474 sec): 47 clusters Score: Raw -12015546.737135 + Penalty 98656.081134 = -11916890.656001 nChanged 375 Iteration 267Q (4473.940910 sec): 47 clusters Score: Raw -12015609.459460 + Penalty 98656.081134 = -11916953.378326 nChanged 331 Iteration 268Q (4479.602941 sec): 47 clusters Score: Raw -12015660.882992 + Penalty 98656.081134 = -11917004.801858 nChanged 264 Iteration 269Q (4486.353128 sec): 47 clusters Score: Raw -12015698.715189 + Penalty 98656.081134 = -11917042.634055 nChanged 223 Iteration 270Q (4492.918993 sec): 47 clusters Score: Raw -12015728.316129 + Penalty 98656.081134 = -11917072.234995 nChanged 195 Iteration 271Q (4498.882257 sec): 47 clusters Score: Raw -12015752.773988 + Penalty 98656.081134 = -11917096.692855 nChanged 181 Iteration 272Q (4504.854013 sec): 47 clusters Score: Raw -12015778.897608 + Penalty 98656.081134 = -11917122.816474 nChanged 164 Iteration 273Q (4510.694359 sec): 47 clusters Score: Raw -12015802.897367 + Penalty 98656.081134 = -11917146.816233 nChanged 151 Iteration 274Q (4516.592074 sec): 47 clusters Score: Raw -12015824.701039 + Penalty 98656.081134 = -11917168.619906 nChanged 106 Iteration 275Q (4522.505261 sec): 47 clusters Score: Raw -12015841.178627 + Penalty 98656.081134 = -11917185.097493 nChanged 97 Iteration 276Q (4528.453350 sec): 47 clusters Score: Raw -12015855.175570 + Penalty 98656.081134 = -11917199.094436 nChanged 91 Iteration 277Q (4534.494053 sec): 47 clusters Score: Raw -12015869.336587 + Penalty 98656.081134 = -11917213.255453 nChanged 87 Iteration 278Q (4540.353106 sec): 47 clusters Score: Raw -12015880.965380 + Penalty 98656.081134 = -11917224.884246 nChanged 72 Iteration 279Q (4546.530754 sec): 47 clusters Score: Raw -12015890.461200 + Penalty 98656.081134 = -11917234.380066 nChanged 65 Iteration 280F (4556.047382 sec): 47 clusters Score: Raw -12015898.646135 + Penalty 98656.081134 = -11917242.565001 nChanged 57 Iteration 281Q (4562.192769 sec): 47 clusters Score: Raw -12015905.485882 + Penalty 98656.081134 = -11917249.404748 nChanged 61 Iteration 282Q (4568.149236 sec): 47 clusters Score: Raw -12015913.165936 + Penalty 98656.081134 = -11917257.084803 nChanged 48 Iteration 283Q (4574.133703 sec): 47 clusters Score: Raw -12015918.694194 + Penalty 98656.081134 = -11917262.613061 nChanged 54 Iteration 284Q (4580.096619 sec): 47 clusters Score: Raw -12015924.851301 + Penalty 98656.081134 = -11917268.770168 nChanged 58 Iteration 285Q (4586.191278 sec): 47 clusters Score: Raw -12015932.424051 + Penalty 98656.081134 = -11917276.342917 nChanged 60 Iteration 286Q (4592.320502 sec): 47 clusters Score: Raw -12015938.848613 + Penalty 98656.081134 = -11917282.767479 nChanged 39 Iteration 287Q (4598.124960 sec): 47 clusters Score: Raw -12015942.778135 + Penalty 98656.081134 = -11917286.697002 nChanged 37 Iteration 288Q (4604.018963 sec): 47 clusters Score: Raw -12015947.480696 + Penalty 98656.081134 = -11917291.399562 nChanged 34 Iteration 289Q (4610.227891 sec): 47 clusters Score: Raw -12015952.304848 + Penalty 98656.081134 = -11917296.223714 nChanged 32 Iteration 290Q (4616.339622 sec): 47 clusters Score: Raw -12015955.976511 + Penalty 98656.081134 = -11917299.895378 nChanged 25 Iteration 291Q (4622.257331 sec): 47 clusters Score: Raw -12015958.415180 + Penalty 98656.081134 = -11917302.334047 nChanged 25 Iteration 292Q (4628.094143 sec): 47 clusters Score: Raw -12015960.483155 + Penalty 98656.081134 = -11917304.402021 nChanged 28 Iteration 293Q (4634.175204 sec): 47 clusters Score: Raw -12015962.664598 + Penalty 98656.081134 = -11917306.583464 nChanged 25 Iteration 294Q (4640.075333 sec): 47 clusters Score: Raw -12015964.602628 + Penalty 98656.081134 = -11917308.521494 nChanged 31 Iteration 295Q (4646.078806 sec): 47 clusters Score: Raw -12015967.164378 + Penalty 98656.081134 = -11917311.083244 nChanged 25 Iteration 296Q (4652.097789 sec): 47 clusters Score: Raw -12015969.251247 + Penalty 98656.081134 = -11917313.170113 nChanged 21 Iteration 297Q (4658.089616 sec): 47 clusters Score: Raw -12015971.082708 + Penalty 98656.081134 = -11917315.001574 nChanged 22 Iteration 298Q (4664.046147 sec): 47 clusters Score: Raw -12015973.677019 + Penalty 98656.081134 = -11917317.595885 nChanged 23 Writing temp clu file Because OldScore, -11917315.001574, is greater than current (better) Score,-11917317.595885 Compute initial score before splitting: Score: Raw -12015973.677019 + Penalty 98656.081134 = -11917317.595885 Trying to split cluster 1 (3951 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4664.292074 sec): 2 clusters Score: Raw -238229.480766 + Penalty 1453.442560 = -236776.038206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4664.394887 sec): 3 clusters Score: Raw -236310.046970 + Penalty 2906.885121 = -233403.161850 nChanged 1529 SP:Iteration 1F (4664.516161 sec): 3 clusters Score: Raw -237229.714791 + Penalty 2906.885121 = -234322.829671 nChanged 328 SP:Iteration 2F (4664.607505 sec): 3 clusters Score: Raw -237490.658142 + Penalty 2906.885121 = -234583.773022 nChanged 276 SP:Iteration 3F (4664.729619 sec): 3 clusters Score: Raw -237692.250231 + Penalty 2906.885121 = -234785.365110 nChanged 223 SP:Iteration 4F (4664.802144 sec): 3 clusters Score: Raw -237847.990083 + Penalty 2906.885121 = -234941.104962 nChanged 190 SP:Iteration 5Q (4664.891357 sec): 3 clusters Score: Raw -237979.610519 + Penalty 2906.885121 = -235072.725398 nChanged 147 SP:Iteration 6Q (4665.011808 sec): 3 clusters Score: Raw -238080.235440 + Penalty 2906.885121 = -235173.350319 nChanged 130 SP:Iteration 7Q (4665.105463 sec): 3 clusters Score: Raw -238161.214980 + Penalty 2906.885121 = -235254.329859 nChanged 110 SP:Iteration 8Q (4665.213415 sec): 3 clusters Score: Raw -238221.515168 + Penalty 2906.885121 = -235314.630047 nChanged 82 SP:Iteration 9Q (4665.311417 sec): 3 clusters Score: Raw -238267.886406 + Penalty 2906.885121 = -235361.001285 nChanged 73 SP:Iteration 10Q (4665.418007 sec): 3 clusters Score: Raw -238314.849987 + Penalty 2906.885121 = -235407.964866 nChanged 62 SP:Iteration 11Q (4665.518588 sec): 3 clusters Score: Raw -238354.692967 + Penalty 2906.885121 = -235447.807847 nChanged 60 SP:Iteration 12Q (4665.642457 sec): 3 clusters Score: Raw -238384.057080 + Penalty 2906.885121 = -235477.171959 nChanged 44 SP:Iteration 13Q (4665.726947 sec): 3 clusters Score: Raw -238401.306444 + Penalty 2906.885121 = -235494.421323 nChanged 38 SP:Iteration 14Q (4665.825756 sec): 3 clusters Score: Raw -238416.269228 + Penalty 2906.885121 = -235509.384107 nChanged 30 SP:Iteration 15Q (4665.960941 sec): 3 clusters Score: Raw -238428.510583 + Penalty 2906.885121 = -235521.625462 nChanged 27 SP:Iteration 16Q (4666.047940 sec): 3 clusters Score: Raw -238436.004605 + Penalty 2906.885121 = -235529.119484 nChanged 16 SP:Iteration 17Q (4666.159357 sec): 3 clusters Score: Raw -238440.680894 + Penalty 2906.885121 = -235533.795773 nChanged 16 SP:Iteration 18Q (4666.279779 sec): 3 clusters Score: Raw -238447.363616 + Penalty 2906.885121 = -235540.478496 nChanged 12 SP:Iteration 19Q (4666.351128 sec): 3 clusters Score: Raw -238450.823512 + Penalty 2906.885121 = -235543.938391 nChanged 1 SP:Iteration 20F (4666.404273 sec): 3 clusters Score: Raw -238451.172866 + Penalty 2906.885121 = -235544.287745 nChanged 1 SP:Iteration 21Q (4666.458848 sec): 3 clusters Score: Raw -238451.454247 + Penalty 2906.885121 = -235544.569126 nChanged 2 SP:Iteration 22Q (4666.495083 sec): 3 clusters Score: Raw -238452.070886 + Penalty 2906.885121 = -235545.185765 nChanged 3 SP:Iteration 23Q (4666.600216 sec): 3 clusters Score: Raw -238452.668244 + Penalty 2906.885121 = -235545.783123 nChanged 2 SP:Iteration 24Q (4666.707148 sec): 3 clusters Score: Raw -238453.067204 + Penalty 2906.885121 = -235546.182083 nChanged 2 SP:Iteration 25Q (4666.816576 sec): 3 clusters Score: Raw -238454.082915 + Penalty 2906.885121 = -235547.197794 nChanged 4 SP:Iteration 26Q (4666.914935 sec): 3 clusters Score: Raw -238455.333749 + Penalty 2906.885121 = -235548.448629 nChanged 4 SP:Iteration 27Q (4667.019813 sec): 3 clusters Score: Raw -238456.363763 + Penalty 2906.885121 = -235549.478642 nChanged 3 SP:Iteration 28Q (4667.097470 sec): 3 clusters Score: Raw -238457.381082 + Penalty 2906.885121 = -235550.495961 nChanged 2 SP:Iteration 29Q (4667.196243 sec): 3 clusters Score: Raw -238458.396840 + Penalty 2906.885121 = -235551.511719 nChanged 2 SP:Iteration 30Q (4667.311325 sec): 3 clusters Score: Raw -238459.151342 + Penalty 2906.885121 = -235552.266221 nChanged 1 SP:Iteration 31Q (4667.408835 sec): 3 clusters Score: Raw -238459.289704 + Penalty 2906.885121 = -235552.404584 nChanged 0 SP:Iteration 32F (4667.510788 sec): 3 clusters Score: Raw -238459.289704 + Penalty 2906.885121 = -235552.404584 nChanged 0 Trying to split cluster 2 (4931 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4667.591710 sec): 2 clusters Score: Raw -323387.866269 + Penalty 1492.328639 = -321895.537630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4667.668357 sec): 3 clusters Score: Raw -320909.462740 + Penalty 2984.657277 = -317924.805463 nChanged 1952 SP:Iteration 1F (4667.790783 sec): 3 clusters Score: Raw -322066.214441 + Penalty 2984.657277 = -319081.557164 nChanged 400 SP:Iteration 2F (4667.893596 sec): 3 clusters Score: Raw -322327.991767 + Penalty 2984.657277 = -319343.334490 nChanged 282 SP:Iteration 3F (4667.973297 sec): 3 clusters Score: Raw -322493.210281 + Penalty 2984.657277 = -319508.553004 nChanged 230 SP:Iteration 4Q (4668.070686 sec): 3 clusters Score: Raw -322620.747213 + Penalty 2984.657277 = -319636.089936 nChanged 177 SP:Iteration 5Q (4668.172712 sec): 3 clusters Score: Raw -322712.064679 + Penalty 2984.657277 = -319727.407402 nChanged 139 SP:Iteration 6Q (4668.264486 sec): 3 clusters Score: Raw -322772.130283 + Penalty 2984.657277 = -319787.473006 nChanged 112 SP:Iteration 7Q (4668.377094 sec): 3 clusters Score: Raw -322817.450629 + Penalty 2984.657277 = -319832.793352 nChanged 92 SP:Iteration 8Q (4668.483890 sec): 3 clusters Score: Raw -322852.744886 + Penalty 2984.657277 = -319868.087608 nChanged 81 SP:Iteration 9Q (4668.600768 sec): 3 clusters Score: Raw -322880.523781 + Penalty 2984.657277 = -319895.866504 nChanged 58 SP:Iteration 10Q (4668.723558 sec): 3 clusters Score: Raw -322902.058313 + Penalty 2984.657277 = -319917.401036 nChanged 50 SP:Iteration 11Q (4668.836246 sec): 3 clusters Score: Raw -322917.147928 + Penalty 2984.657277 = -319932.490651 nChanged 39 SP:Iteration 12Q (4668.928627 sec): 3 clusters Score: Raw -322929.770774 + Penalty 2984.657277 = -319945.113497 nChanged 36 SP:Iteration 13Q (4669.035276 sec): 3 clusters Score: Raw -322940.192616 + Penalty 2984.657277 = -319955.535339 nChanged 29 SP:Iteration 14Q (4669.149479 sec): 3 clusters Score: Raw -322947.403119 + Penalty 2984.657277 = -319962.745842 nChanged 29 SP:Iteration 15Q (4669.263804 sec): 3 clusters Score: Raw -322953.433754 + Penalty 2984.657277 = -319968.776476 nChanged 20 SP:Iteration 16Q (4669.381076 sec): 3 clusters Score: Raw -322959.070072 + Penalty 2984.657277 = -319974.412795 nChanged 31 SP:Iteration 17Q (4669.493685 sec): 3 clusters Score: Raw -322970.704205 + Penalty 2984.657277 = -319986.046927 nChanged 35 SP:Iteration 18Q (4669.617048 sec): 3 clusters Score: Raw -322980.992098 + Penalty 2984.657277 = -319996.334821 nChanged 28 SP:Iteration 19Q (4669.745017 sec): 3 clusters Score: Raw -322988.965927 + Penalty 2984.657277 = -320004.308650 nChanged 27 SP:Iteration 20F (4669.851600 sec): 3 clusters Score: Raw -322996.965058 + Penalty 2984.657277 = -320012.307781 nChanged 24 SP:Iteration 21Q (4669.983193 sec): 3 clusters Score: Raw -323003.166430 + Penalty 2984.657277 = -320018.509153 nChanged 25 SP:Iteration 22Q (4670.082334 sec): 3 clusters Score: Raw -323009.404402 + Penalty 2984.657277 = -320024.747125 nChanged 22 SP:Iteration 23Q (4670.191132 sec): 3 clusters Score: Raw -323015.980651 + Penalty 2984.657277 = -320031.323374 nChanged 34 SP:Iteration 24Q (4670.283385 sec): 3 clusters Score: Raw -323026.478099 + Penalty 2984.657277 = -320041.820822 nChanged 27 SP:Iteration 25Q (4670.407049 sec): 3 clusters Score: Raw -323034.254102 + Penalty 2984.657277 = -320049.596825 nChanged 26 SP:Iteration 26Q (4670.509055 sec): 3 clusters Score: Raw -323042.265189 + Penalty 2984.657277 = -320057.607912 nChanged 30 SP:Iteration 27Q (4670.614354 sec): 3 clusters Score: Raw -323049.730334 + Penalty 2984.657277 = -320065.073056 nChanged 27 SP:Iteration 28Q (4670.737492 sec): 3 clusters Score: Raw -323057.133533 + Penalty 2984.657277 = -320072.476256 nChanged 34 SP:Iteration 29Q (4670.824118 sec): 3 clusters Score: Raw -323067.290424 + Penalty 2984.657277 = -320082.633147 nChanged 32 SP:Iteration 30Q (4670.928001 sec): 3 clusters Score: Raw -323075.909591 + Penalty 2984.657277 = -320091.252314 nChanged 32 SP:Iteration 31Q (4671.044445 sec): 3 clusters Score: Raw -323083.744162 + Penalty 2984.657277 = -320099.086884 nChanged 32 SP:Iteration 32Q (4671.129673 sec): 3 clusters Score: Raw -323090.636598 + Penalty 2984.657277 = -320105.979320 nChanged 27 SP:Iteration 33Q (4671.237097 sec): 3 clusters Score: Raw -323096.788035 + Penalty 2984.657277 = -320112.130758 nChanged 17 SP:Iteration 34Q (4671.330188 sec): 3 clusters Score: Raw -323100.576051 + Penalty 2984.657277 = -320115.918774 nChanged 19 SP:Iteration 35Q (4671.429350 sec): 3 clusters Score: Raw -323104.375040 + Penalty 2984.657277 = -320119.717763 nChanged 15 SP:Iteration 36Q (4671.548271 sec): 3 clusters Score: Raw -323107.512397 + Penalty 2984.657277 = -320122.855120 nChanged 13 SP:Iteration 37Q (4671.652530 sec): 3 clusters Score: Raw -323109.342340 + Penalty 2984.657277 = -320124.685063 nChanged 9 SP:Iteration 38Q (4671.760182 sec): 3 clusters Score: Raw -323110.937941 + Penalty 2984.657277 = -320126.280664 nChanged 7 SP:Iteration 39Q (4671.881468 sec): 3 clusters Score: Raw -323112.560294 + Penalty 2984.657277 = -320127.903017 nChanged 11 SP:Iteration 40F (4671.988143 sec): 3 clusters Score: Raw -323115.515495 + Penalty 2984.657277 = -320130.858217 nChanged 15 SP:Iteration 41Q (4672.071389 sec): 3 clusters Score: Raw -323118.377590 + Penalty 2984.657277 = -320133.720313 nChanged 10 SP:Iteration 42Q (4672.225280 sec): 3 clusters Score: Raw -323119.926636 + Penalty 2984.657277 = -320135.269359 nChanged 5 SP:Iteration 43Q (4672.341845 sec): 3 clusters Score: Raw -323120.738341 + Penalty 2984.657277 = -320136.081064 nChanged 6 SP:Iteration 44Q (4672.455614 sec): 3 clusters Score: Raw -323121.923696 + Penalty 2984.657277 = -320137.266419 nChanged 8 SP:Iteration 45Q (4672.535964 sec): 3 clusters Score: Raw -323123.814547 + Penalty 2984.657277 = -320139.157270 nChanged 8 SP:Iteration 46Q (4672.644427 sec): 3 clusters Score: Raw -323125.251960 + Penalty 2984.657277 = -320140.594683 nChanged 4 SP:Iteration 47Q (4672.757657 sec): 3 clusters Score: Raw -323125.733438 + Penalty 2984.657277 = -320141.076161 nChanged 5 SP:Iteration 48Q (4672.856844 sec): 3 clusters Score: Raw -323126.788653 + Penalty 2984.657277 = -320142.131376 nChanged 6 SP:Iteration 49Q (4672.955549 sec): 3 clusters Score: Raw -323127.695507 + Penalty 2984.657277 = -320143.038229 nChanged 2 SP:Iteration 50Q (4673.094569 sec): 3 clusters Score: Raw -323127.953428 + Penalty 2984.657277 = -320143.296151 nChanged 5 SP:Iteration 51Q (4673.197964 sec): 3 clusters Score: Raw -323128.348302 + Penalty 2984.657277 = -320143.691025 nChanged 3 SP:Iteration 52Q (4673.298968 sec): 3 clusters Score: Raw -323128.631465 + Penalty 2984.657277 = -320143.974188 nChanged 3 SP:Iteration 53Q (4673.417240 sec): 3 clusters Score: Raw -323128.999683 + Penalty 2984.657277 = -320144.342405 nChanged 2 SP:Iteration 54Q (4673.543602 sec): 3 clusters Score: Raw -323129.152007 + Penalty 2984.657277 = -320144.494730 nChanged 3 SP:Iteration 55Q (4673.666672 sec): 3 clusters Score: Raw -323129.647366 + Penalty 2984.657277 = -320144.990089 nChanged 6 SP:Iteration 56Q (4673.781908 sec): 3 clusters Score: Raw -323130.592965 + Penalty 2984.657277 = -320145.935688 nChanged 5 SP:Iteration 57Q (4673.884102 sec): 3 clusters Score: Raw -323131.298905 + Penalty 2984.657277 = -320146.641628 nChanged 7 SP:Iteration 58Q (4673.995224 sec): 3 clusters Score: Raw -323132.454261 + Penalty 2984.657277 = -320147.796983 nChanged 5 SP:Iteration 59Q (4674.106564 sec): 3 clusters Score: Raw -323133.015988 + Penalty 2984.657277 = -320148.358710 nChanged 6 SP:Iteration 60F (4674.221031 sec): 3 clusters Score: Raw -323133.988037 + Penalty 2984.657277 = -320149.330760 nChanged 7 SP:Iteration 61Q (4674.340090 sec): 3 clusters Score: Raw -323135.117557 + Penalty 2984.657277 = -320150.460280 nChanged 4 SP:Iteration 62Q (4674.473734 sec): 3 clusters Score: Raw -323135.549051 + Penalty 2984.657277 = -320150.891774 nChanged 2 SP:Iteration 63Q (4674.572196 sec): 3 clusters Score: Raw -323135.767038 + Penalty 2984.657277 = -320151.109761 nChanged 1 SP:Iteration 64Q (4674.699994 sec): 3 clusters Score: Raw -323135.932218 + Penalty 2984.657277 = -320151.274941 nChanged 0 SP:Iteration 65F (4674.818791 sec): 3 clusters Score: Raw -323135.932218 + Penalty 2984.657277 = -320151.274941 nChanged 0 Trying to split cluster 3 (481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4674.870798 sec): 2 clusters Score: Raw -30393.513988 + Penalty 1083.864706 = -29309.649282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4674.971757 sec): 3 clusters Score: Raw -30383.473342 + Penalty 2167.729412 = -28215.743930 nChanged 112 SP:Iteration 1F (4675.044079 sec): 3 clusters Score: Raw -30547.920990 + Penalty 2167.729412 = -28380.191579 nChanged 31 SP:Iteration 2F (4675.141165 sec): 3 clusters Score: Raw -30597.396306 + Penalty 2167.729412 = -28429.666895 nChanged 12 SP:Iteration 3Q (4675.226003 sec): 3 clusters Score: Raw -30625.483742 + Penalty 2167.729412 = -28457.754330 nChanged 5 SP:Iteration 4Q (4675.324247 sec): 3 clusters Score: Raw -30630.979878 + Penalty 2167.729412 = -28463.250466 nChanged 1 SP:Iteration 5Q (4675.444250 sec): 3 clusters Score: Raw -30632.876420 + Penalty 2167.729412 = -28465.147008 nChanged 1 SP:Iteration 6Q (4675.511400 sec): 3 clusters Score: Raw -30634.584987 + Penalty 2167.729412 = -28466.855575 nChanged 1 SP:Iteration 7Q (4675.606775 sec): 3 clusters Score: Raw -30635.655330 + Penalty 2167.729412 = -28467.925918 nChanged 2 SP:Iteration 8Q (4675.708089 sec): 3 clusters Score: Raw -30637.418225 + Penalty 2167.729412 = -28469.688813 nChanged 1 SP:Iteration 9Q (4675.801377 sec): 3 clusters Score: Raw -30639.192229 + Penalty 2167.729412 = -28471.462817 nChanged 0 SP:Iteration 10F (4675.911154 sec): 3 clusters Score: Raw -30639.192229 + Penalty 2167.729412 = -28471.462817 nChanged 0 Trying to split cluster 4 (5040 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4675.995067 sec): 2 clusters Score: Raw -334331.695888 + Penalty 1496.165819 = -332835.530069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4676.108306 sec): 3 clusters Score: Raw -331785.960253 + Penalty 2992.331638 = -328793.628615 nChanged 2013 SP:Iteration 1F (4676.203777 sec): 3 clusters Score: Raw -332908.589145 + Penalty 2992.331638 = -329916.257507 nChanged 374 SP:Iteration 2F (4676.287480 sec): 3 clusters Score: Raw -333129.569772 + Penalty 2992.331638 = -330137.238135 nChanged 295 SP:Iteration 3F (4676.415615 sec): 3 clusters Score: Raw -333293.771367 + Penalty 2992.331638 = -330301.439729 nChanged 249 SP:Iteration 4Q (4676.570128 sec): 3 clusters Score: Raw -333422.746955 + Penalty 2992.331638 = -330430.415317 nChanged 181 SP:Iteration 5Q (4676.672227 sec): 3 clusters Score: Raw -333515.990501 + Penalty 2992.331638 = -330523.658863 nChanged 174 SP:Iteration 6Q (4676.788823 sec): 3 clusters Score: Raw -333612.372455 + Penalty 2992.331638 = -330620.040817 nChanged 173 SP:Iteration 7Q (4676.914203 sec): 3 clusters Score: Raw -333714.519195 + Penalty 2992.331638 = -330722.187557 nChanged 172 SP:Iteration 8Q (4676.993740 sec): 3 clusters Score: Raw -333809.789812 + Penalty 2992.331638 = -330817.458174 nChanged 171 SP:Iteration 9Q (4677.103045 sec): 3 clusters Score: Raw -333900.969753 + Penalty 2992.331638 = -330908.638116 nChanged 151 SP:Iteration 10Q (4677.211056 sec): 3 clusters Score: Raw -333982.826186 + Penalty 2992.331638 = -330990.494548 nChanged 133 SP:Iteration 11Q (4677.324852 sec): 3 clusters Score: Raw -334059.318178 + Penalty 2992.331638 = -331066.986541 nChanged 134 SP:Iteration 12Q (4677.446991 sec): 3 clusters Score: Raw -334136.525854 + Penalty 2992.331638 = -331144.194217 nChanged 129 SP:Iteration 13Q (4677.531374 sec): 3 clusters Score: Raw -334214.784906 + Penalty 2992.331638 = -331222.453268 nChanged 124 SP:Iteration 14Q (4677.641707 sec): 3 clusters Score: Raw -334290.860378 + Penalty 2992.331638 = -331298.528741 nChanged 121 SP:Iteration 15Q (4677.759181 sec): 3 clusters Score: Raw -334358.262908 + Penalty 2992.331638 = -331365.931271 nChanged 114 SP:Iteration 16Q (4677.850091 sec): 3 clusters Score: Raw -334414.717552 + Penalty 2992.331638 = -331422.385914 nChanged 83 SP:Iteration 17Q (4677.979951 sec): 3 clusters Score: Raw -334455.601028 + Penalty 2992.331638 = -331463.269391 nChanged 62 SP:Iteration 18Q (4678.079405 sec): 3 clusters Score: Raw -334482.895293 + Penalty 2992.331638 = -331490.563655 nChanged 52 SP:Iteration 19Q (4678.195250 sec): 3 clusters Score: Raw -334504.096971 + Penalty 2992.331638 = -331511.765333 nChanged 46 SP:Iteration 20F (4678.308133 sec): 3 clusters Score: Raw -334522.966489 + Penalty 2992.331638 = -331530.634852 nChanged 46 SP:Iteration 21Q (4678.415402 sec): 3 clusters Score: Raw -334539.507419 + Penalty 2992.331638 = -331547.175781 nChanged 42 SP:Iteration 22Q (4678.530564 sec): 3 clusters Score: Raw -334551.389694 + Penalty 2992.331638 = -331559.058056 nChanged 30 SP:Iteration 23Q (4678.625380 sec): 3 clusters Score: Raw -334561.532846 + Penalty 2992.331638 = -331569.201208 nChanged 30 SP:Iteration 24Q (4678.727355 sec): 3 clusters Score: Raw -334571.173903 + Penalty 2992.331638 = -331578.842265 nChanged 24 SP:Iteration 25Q (4678.872612 sec): 3 clusters Score: Raw -334577.872793 + Penalty 2992.331638 = -331585.541156 nChanged 25 SP:Iteration 26Q (4678.987746 sec): 3 clusters Score: Raw -334586.933218 + Penalty 2992.331638 = -331594.601581 nChanged 26 SP:Iteration 27Q (4679.081157 sec): 3 clusters Score: Raw -334594.948609 + Penalty 2992.331638 = -331602.616971 nChanged 25 SP:Iteration 28Q (4679.191329 sec): 3 clusters Score: Raw -334602.095294 + Penalty 2992.331638 = -331609.763656 nChanged 20 SP:Iteration 29Q (4679.291706 sec): 3 clusters Score: Raw -334606.061089 + Penalty 2992.331638 = -331613.729452 nChanged 13 SP:Iteration 30Q (4679.405473 sec): 3 clusters Score: Raw -334609.384163 + Penalty 2992.331638 = -331617.052526 nChanged 17 SP:Iteration 31Q (4679.493656 sec): 3 clusters Score: Raw -334613.174990 + Penalty 2992.331638 = -331620.843352 nChanged 11 SP:Iteration 32Q (4679.591318 sec): 3 clusters Score: Raw -334615.632570 + Penalty 2992.331638 = -331623.300932 nChanged 8 SP:Iteration 33Q (4679.687719 sec): 3 clusters Score: Raw -334617.784331 + Penalty 2992.331638 = -331625.452693 nChanged 13 SP:Iteration 34Q (4679.787261 sec): 3 clusters Score: Raw -334620.700195 + Penalty 2992.331638 = -331628.368557 nChanged 9 SP:Iteration 35Q (4679.891857 sec): 3 clusters Score: Raw -334622.521757 + Penalty 2992.331638 = -331630.190119 nChanged 6 SP:Iteration 36Q (4679.990201 sec): 3 clusters Score: Raw -334623.934604 + Penalty 2992.331638 = -331631.602966 nChanged 5 SP:Iteration 37Q (4680.111086 sec): 3 clusters Score: Raw -334625.766453 + Penalty 2992.331638 = -331633.434816 nChanged 8 SP:Iteration 38Q (4680.184034 sec): 3 clusters Score: Raw -334628.722377 + Penalty 2992.331638 = -331636.390740 nChanged 7 SP:Iteration 39Q (4680.286613 sec): 3 clusters Score: Raw -334630.056416 + Penalty 2992.331638 = -331637.724778 nChanged 1 SP:Iteration 40F (4680.420495 sec): 3 clusters Score: Raw -334630.146879 + Penalty 2992.331638 = -331637.815241 nChanged 2 SP:Iteration 41Q (4680.542122 sec): 3 clusters Score: Raw -334630.445237 + Penalty 2992.331638 = -331638.113599 nChanged 1 SP:Iteration 42Q (4680.645653 sec): 3 clusters Score: Raw -334630.878812 + Penalty 2992.331638 = -331638.547174 nChanged 4 SP:Iteration 43Q (4680.746117 sec): 3 clusters Score: Raw -334631.580233 + Penalty 2992.331638 = -331639.248595 nChanged 4 SP:Iteration 44Q (4680.852267 sec): 3 clusters Score: Raw -334632.404751 + Penalty 2992.331638 = -331640.073114 nChanged 1 SP:Iteration 45Q (4680.969232 sec): 3 clusters Score: Raw -334632.505517 + Penalty 2992.331638 = -331640.173879 nChanged 1 SP:Iteration 46Q (4681.069309 sec): 3 clusters Score: Raw -334632.627023 + Penalty 2992.331638 = -331640.295385 nChanged 0 SP:Iteration 47F (4681.192712 sec): 3 clusters Score: Raw -334632.627023 + Penalty 2992.331638 = -331640.295385 nChanged 0 Trying to split cluster 5 (3799 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4681.253041 sec): 2 clusters Score: Raw -209851.990579 + Penalty 1446.557548 = -208405.433031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4681.344321 sec): 3 clusters Score: Raw -208039.159333 + Penalty 2893.115097 = -205146.044237 nChanged 1485 SP:Iteration 1F (4681.469434 sec): 3 clusters Score: Raw -208992.437943 + Penalty 2893.115097 = -206099.322846 nChanged 305 SP:Iteration 2F (4681.569465 sec): 3 clusters Score: Raw -209221.815067 + Penalty 2893.115097 = -206328.699970 nChanged 232 SP:Iteration 3F (4681.664328 sec): 3 clusters Score: Raw -209408.066230 + Penalty 2893.115097 = -206514.951133 nChanged 208 SP:Iteration 4F (4681.773371 sec): 3 clusters Score: Raw -209600.850079 + Penalty 2893.115097 = -206707.734982 nChanged 197 SP:Iteration 5F (4681.880731 sec): 3 clusters Score: Raw -209764.966611 + Penalty 2893.115097 = -206871.851514 nChanged 140 SP:Iteration 6Q (4681.971764 sec): 3 clusters Score: Raw -209872.037556 + Penalty 2893.115097 = -206978.922459 nChanged 117 SP:Iteration 7Q (4682.090239 sec): 3 clusters Score: Raw -209941.500984 + Penalty 2893.115097 = -207048.385887 nChanged 76 SP:Iteration 8Q (4682.185813 sec): 3 clusters Score: Raw -209985.384713 + Penalty 2893.115097 = -207092.269616 nChanged 61 SP:Iteration 9Q (4682.313049 sec): 3 clusters Score: Raw -210018.053464 + Penalty 2893.115097 = -207124.938367 nChanged 50 SP:Iteration 10Q (4682.408149 sec): 3 clusters Score: Raw -210043.487940 + Penalty 2893.115097 = -207150.372843 nChanged 45 SP:Iteration 11Q (4682.519419 sec): 3 clusters Score: Raw -210067.781353 + Penalty 2893.115097 = -207174.666256 nChanged 36 SP:Iteration 12Q (4682.618742 sec): 3 clusters Score: Raw -210086.124789 + Penalty 2893.115097 = -207193.009692 nChanged 34 SP:Iteration 13Q (4682.753047 sec): 3 clusters Score: Raw -210109.589339 + Penalty 2893.115097 = -207216.474243 nChanged 41 SP:Iteration 14Q (4682.842572 sec): 3 clusters Score: Raw -210133.803312 + Penalty 2893.115097 = -207240.688216 nChanged 39 SP:Iteration 15Q (4682.983470 sec): 3 clusters Score: Raw -210156.660510 + Penalty 2893.115097 = -207263.545413 nChanged 36 SP:Iteration 16Q (4683.056046 sec): 3 clusters Score: Raw -210178.672485 + Penalty 2893.115097 = -207285.557388 nChanged 41 SP:Iteration 17Q (4683.184904 sec): 3 clusters Score: Raw -210200.476034 + Penalty 2893.115097 = -207307.360937 nChanged 37 SP:Iteration 18Q (4683.293494 sec): 3 clusters Score: Raw -210216.709578 + Penalty 2893.115097 = -207323.594482 nChanged 24 SP:Iteration 19Q (4683.392720 sec): 3 clusters Score: Raw -210227.782059 + Penalty 2893.115097 = -207334.666962 nChanged 22 SP:Iteration 20F (4683.500703 sec): 3 clusters Score: Raw -210236.938214 + Penalty 2893.115097 = -207343.823117 nChanged 23 SP:Iteration 21Q (4683.595959 sec): 3 clusters Score: Raw -210248.787022 + Penalty 2893.115097 = -207355.671926 nChanged 14 SP:Iteration 22Q (4683.730972 sec): 3 clusters Score: Raw -210253.402502 + Penalty 2893.115097 = -207360.287405 nChanged 8 SP:Iteration 23Q (4683.825459 sec): 3 clusters Score: Raw -210256.821734 + Penalty 2893.115097 = -207363.706637 nChanged 11 SP:Iteration 24Q (4683.943982 sec): 3 clusters Score: Raw -210262.598737 + Penalty 2893.115097 = -207369.483640 nChanged 11 SP:Iteration 25Q (4684.034011 sec): 3 clusters Score: Raw -210266.480433 + Penalty 2893.115097 = -207373.365336 nChanged 13 SP:Iteration 26Q (4684.143730 sec): 3 clusters Score: Raw -210272.390790 + Penalty 2893.115097 = -207379.275693 nChanged 12 SP:Iteration 27Q (4684.205477 sec): 3 clusters Score: Raw -210277.583679 + Penalty 2893.115097 = -207384.468582 nChanged 13 SP:Iteration 28Q (4684.316279 sec): 3 clusters Score: Raw -210282.550254 + Penalty 2893.115097 = -207389.435157 nChanged 15 SP:Iteration 29Q (4684.416260 sec): 3 clusters Score: Raw -210289.267130 + Penalty 2893.115097 = -207396.152033 nChanged 13 SP:Iteration 30Q (4684.531317 sec): 3 clusters Score: Raw -210295.041874 + Penalty 2893.115097 = -207401.926777 nChanged 11 SP:Iteration 31Q (4684.572893 sec): 3 clusters Score: Raw -210298.612012 + Penalty 2893.115097 = -207405.496915 nChanged 7 SP:Iteration 32Q (4684.616274 sec): 3 clusters Score: Raw -210300.991018 + Penalty 2893.115097 = -207407.875921 nChanged 6 SP:Iteration 33Q (4684.735718 sec): 3 clusters Score: Raw -210304.334096 + Penalty 2893.115097 = -207411.218999 nChanged 3 SP:Iteration 34Q (4684.849766 sec): 3 clusters Score: Raw -210306.001117 + Penalty 2893.115097 = -207412.886020 nChanged 6 SP:Iteration 35Q (4684.979845 sec): 3 clusters Score: Raw -210308.596944 + Penalty 2893.115097 = -207415.481847 nChanged 0 SP:Iteration 36F (4685.071660 sec): 3 clusters Score: Raw -210308.596944 + Penalty 2893.115097 = -207415.481847 nChanged 0 Trying to split cluster 6 (7633 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4685.183827 sec): 2 clusters Score: Raw -541696.225762 + Penalty 1569.011459 = -540127.214304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4685.305828 sec): 3 clusters Score: Raw -537490.969756 + Penalty 3138.022917 = -534352.946838 nChanged 3223 SP:Iteration 1F (4685.404042 sec): 3 clusters Score: Raw -539292.499268 + Penalty 3138.022917 = -536154.476351 nChanged 550 SP:Iteration 2F (4685.521334 sec): 3 clusters Score: Raw -539598.540296 + Penalty 3138.022917 = -536460.517379 nChanged 469 SP:Iteration 3F (4685.649072 sec): 3 clusters Score: Raw -539837.959159 + Penalty 3138.022917 = -536699.936242 nChanged 393 SP:Iteration 4F (4685.791268 sec): 3 clusters Score: Raw -540064.756343 + Penalty 3138.022917 = -536926.733425 nChanged 392 SP:Iteration 5F (4685.925320 sec): 3 clusters Score: Raw -540287.035444 + Penalty 3138.022917 = -537149.012527 nChanged 367 SP:Iteration 6Q (4686.043662 sec): 3 clusters Score: Raw -540508.615315 + Penalty 3138.022917 = -537370.592398 nChanged 356 SP:Iteration 7Q (4686.161356 sec): 3 clusters Score: Raw -540717.485020 + Penalty 3138.022917 = -537579.462102 nChanged 309 SP:Iteration 8Q (4686.289065 sec): 3 clusters Score: Raw -540884.981742 + Penalty 3138.022917 = -537746.958825 nChanged 237 SP:Iteration 9Q (4686.422243 sec): 3 clusters Score: Raw -541010.559488 + Penalty 3138.022917 = -537872.536571 nChanged 204 SP:Iteration 10Q (4686.536154 sec): 3 clusters Score: Raw -541120.534542 + Penalty 3138.022917 = -537982.511624 nChanged 179 SP:Iteration 11Q (4686.669631 sec): 3 clusters Score: Raw -541218.864792 + Penalty 3138.022917 = -538080.841875 nChanged 162 SP:Iteration 12Q (4686.785452 sec): 3 clusters Score: Raw -541313.660945 + Penalty 3138.022917 = -538175.638028 nChanged 149 SP:Iteration 13Q (4686.905321 sec): 3 clusters Score: Raw -541405.390449 + Penalty 3138.022917 = -538267.367531 nChanged 131 SP:Iteration 14Q (4687.005448 sec): 3 clusters Score: Raw -541490.595988 + Penalty 3138.022917 = -538352.573071 nChanged 107 SP:Iteration 15Q (4687.122279 sec): 3 clusters Score: Raw -541564.945339 + Penalty 3138.022917 = -538426.922421 nChanged 98 SP:Iteration 16Q (4687.236037 sec): 3 clusters Score: Raw -541633.171281 + Penalty 3138.022917 = -538495.148364 nChanged 79 SP:Iteration 17Q (4687.352486 sec): 3 clusters Score: Raw -541685.125475 + Penalty 3138.022917 = -538547.102558 nChanged 61 SP:Iteration 18Q (4687.500615 sec): 3 clusters Score: Raw -541728.020908 + Penalty 3138.022917 = -538589.997991 nChanged 51 SP:Iteration 19Q (4687.617296 sec): 3 clusters Score: Raw -541765.145822 + Penalty 3138.022917 = -538627.122905 nChanged 33 SP:Iteration 20F (4687.703396 sec): 3 clusters Score: Raw -541789.331348 + Penalty 3138.022917 = -538651.308431 nChanged 27 SP:Iteration 21Q (4687.832914 sec): 3 clusters Score: Raw -541810.389115 + Penalty 3138.022917 = -538672.366197 nChanged 13 SP:Iteration 22Q (4687.939169 sec): 3 clusters Score: Raw -541818.950569 + Penalty 3138.022917 = -538680.927652 nChanged 8 SP:Iteration 23Q (4688.053636 sec): 3 clusters Score: Raw -541824.927277 + Penalty 3138.022917 = -538686.904360 nChanged 10 SP:Iteration 24Q (4688.175466 sec): 3 clusters Score: Raw -541833.413410 + Penalty 3138.022917 = -538695.390493 nChanged 12 SP:Iteration 25Q (4688.283220 sec): 3 clusters Score: Raw -541840.818047 + Penalty 3138.022917 = -538702.795130 nChanged 10 SP:Iteration 26Q (4688.391471 sec): 3 clusters Score: Raw -541847.184259 + Penalty 3138.022917 = -538709.161342 nChanged 10 SP:Iteration 27Q (4688.528375 sec): 3 clusters Score: Raw -541855.754490 + Penalty 3138.022917 = -538717.731573 nChanged 5 SP:Iteration 28Q (4688.637596 sec): 3 clusters Score: Raw -541860.649934 + Penalty 3138.022917 = -538722.627016 nChanged 7 SP:Iteration 29Q (4688.755102 sec): 3 clusters Score: Raw -541865.718398 + Penalty 3138.022917 = -538727.695480 nChanged 3 SP:Iteration 30Q (4688.853516 sec): 3 clusters Score: Raw -541868.080276 + Penalty 3138.022917 = -538730.057359 nChanged 4 SP:Iteration 31Q (4688.995775 sec): 3 clusters Score: Raw -541870.680942 + Penalty 3138.022917 = -538732.658025 nChanged 3 SP:Iteration 32Q (4689.111783 sec): 3 clusters Score: Raw -541872.606130 + Penalty 3138.022917 = -538734.583212 nChanged 2 SP:Iteration 33Q (4689.230435 sec): 3 clusters Score: Raw -541873.883902 + Penalty 3138.022917 = -538735.860985 nChanged 1 SP:Iteration 34Q (4689.371702 sec): 3 clusters Score: Raw -541874.550581 + Penalty 3138.022917 = -538736.527664 nChanged 1 SP:Iteration 35Q (4689.480008 sec): 3 clusters Score: Raw -541874.835456 + Penalty 3138.022917 = -538736.812538 nChanged 0 SP:Iteration 36F (4689.589678 sec): 3 clusters Score: Raw -541874.835456 + Penalty 3138.022917 = -538736.812538 nChanged 0 Trying to split cluster 7 (3460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4689.655620 sec): 2 clusters Score: Raw -150047.870657 + Penalty 1430.153689 = -148617.716968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4689.763531 sec): 3 clusters Score: Raw -148381.746922 + Penalty 2860.307378 = -145521.439544 nChanged 1308 SP:Iteration 1F (4689.893905 sec): 3 clusters Score: Raw -149237.127495 + Penalty 2860.307378 = -146376.820118 nChanged 314 SP:Iteration 2F (4689.967682 sec): 3 clusters Score: Raw -149565.118721 + Penalty 2860.307378 = -146704.811343 nChanged 255 SP:Iteration 3F (4690.079187 sec): 3 clusters Score: Raw -149799.590398 + Penalty 2860.307378 = -146939.283020 nChanged 193 SP:Iteration 4F (4690.162600 sec): 3 clusters Score: Raw -149950.620959 + Penalty 2860.307378 = -147090.313581 nChanged 180 SP:Iteration 5F (4690.254706 sec): 3 clusters Score: Raw -150070.994414 + Penalty 2860.307378 = -147210.687037 nChanged 119 SP:Iteration 6Q (4690.336248 sec): 3 clusters Score: Raw -150152.846537 + Penalty 2860.307378 = -147292.539160 nChanged 98 SP:Iteration 7Q (4690.421465 sec): 3 clusters Score: Raw -150212.628787 + Penalty 2860.307378 = -147352.321409 nChanged 71 SP:Iteration 8Q (4690.511868 sec): 3 clusters Score: Raw -150249.874000 + Penalty 2860.307378 = -147389.566622 nChanged 55 SP:Iteration 9Q (4690.618109 sec): 3 clusters Score: Raw -150275.224280 + Penalty 2860.307378 = -147414.916902 nChanged 54 SP:Iteration 10Q (4690.723466 sec): 3 clusters Score: Raw -150301.369523 + Penalty 2860.307378 = -147441.062145 nChanged 41 SP:Iteration 11Q (4690.821194 sec): 3 clusters Score: Raw -150314.768613 + Penalty 2860.307378 = -147454.461236 nChanged 21 SP:Iteration 12Q (4690.925548 sec): 3 clusters Score: Raw -150321.367436 + Penalty 2860.307378 = -147461.060059 nChanged 15 SP:Iteration 13Q (4691.035279 sec): 3 clusters Score: Raw -150326.605091 + Penalty 2860.307378 = -147466.297713 nChanged 17 SP:Iteration 14Q (4691.159712 sec): 3 clusters Score: Raw -150334.399385 + Penalty 2860.307378 = -147474.092008 nChanged 16 SP:Iteration 15Q (4691.252416 sec): 3 clusters Score: Raw -150340.100746 + Penalty 2860.307378 = -147479.793368 nChanged 12 SP:Iteration 16Q (4691.361290 sec): 3 clusters Score: Raw -150345.242860 + Penalty 2860.307378 = -147484.935482 nChanged 16 SP:Iteration 17Q (4691.493473 sec): 3 clusters Score: Raw -150353.195915 + Penalty 2860.307378 = -147492.888537 nChanged 21 SP:Iteration 18Q (4691.591489 sec): 3 clusters Score: Raw -150365.670305 + Penalty 2860.307378 = -147505.362927 nChanged 21 SP:Iteration 19Q (4691.689355 sec): 3 clusters Score: Raw -150378.116220 + Penalty 2860.307378 = -147517.808842 nChanged 25 SP:Iteration 20F (4691.777317 sec): 3 clusters Score: Raw -150391.734245 + Penalty 2860.307378 = -147531.426867 nChanged 21 SP:Iteration 21Q (4691.883995 sec): 3 clusters Score: Raw -150402.905972 + Penalty 2860.307378 = -147542.598594 nChanged 22 SP:Iteration 22Q (4691.991507 sec): 3 clusters Score: Raw -150412.939556 + Penalty 2860.307378 = -147552.632178 nChanged 13 SP:Iteration 23Q (4692.095329 sec): 3 clusters Score: Raw -150420.581822 + Penalty 2860.307378 = -147560.274445 nChanged 21 SP:Iteration 24Q (4692.207531 sec): 3 clusters Score: Raw -150430.359442 + Penalty 2860.307378 = -147570.052065 nChanged 14 SP:Iteration 25Q (4692.322589 sec): 3 clusters Score: Raw -150434.796652 + Penalty 2860.307378 = -147574.489274 nChanged 11 SP:Iteration 26Q (4692.418565 sec): 3 clusters Score: Raw -150438.577473 + Penalty 2860.307378 = -147578.270095 nChanged 10 SP:Iteration 27Q (4692.506616 sec): 3 clusters Score: Raw -150442.470504 + Penalty 2860.307378 = -147582.163126 nChanged 9 SP:Iteration 28Q (4692.608820 sec): 3 clusters Score: Raw -150447.046186 + Penalty 2860.307378 = -147586.738809 nChanged 12 SP:Iteration 29Q (4692.695760 sec): 3 clusters Score: Raw -150450.265953 + Penalty 2860.307378 = -147589.958575 nChanged 8 SP:Iteration 30Q (4692.829242 sec): 3 clusters Score: Raw -150453.052665 + Penalty 2860.307378 = -147592.745288 nChanged 8 SP:Iteration 31Q (4692.921163 sec): 3 clusters Score: Raw -150456.287490 + Penalty 2860.307378 = -147595.980113 nChanged 8 SP:Iteration 32Q (4693.025306 sec): 3 clusters Score: Raw -150459.530718 + Penalty 2860.307378 = -147599.223341 nChanged 9 SP:Iteration 33Q (4693.146150 sec): 3 clusters Score: Raw -150461.957245 + Penalty 2860.307378 = -147601.649868 nChanged 6 SP:Iteration 34Q (4693.255687 sec): 3 clusters Score: Raw -150464.120296 + Penalty 2860.307378 = -147603.812919 nChanged 7 SP:Iteration 35Q (4693.386656 sec): 3 clusters Score: Raw -150466.231813 + Penalty 2860.307378 = -147605.924436 nChanged 8 SP:Iteration 36Q (4693.471742 sec): 3 clusters Score: Raw -150469.298704 + Penalty 2860.307378 = -147608.991327 nChanged 6 SP:Iteration 37Q (4693.566475 sec): 3 clusters Score: Raw -150471.375066 + Penalty 2860.307378 = -147611.067689 nChanged 10 SP:Iteration 38Q (4693.684125 sec): 3 clusters Score: Raw -150477.705828 + Penalty 2860.307378 = -147617.398451 nChanged 10 SP:Iteration 39Q (4693.788708 sec): 3 clusters Score: Raw -150481.190451 + Penalty 2860.307378 = -147620.883074 nChanged 10 SP:Iteration 40F (4693.898892 sec): 3 clusters Score: Raw -150484.076854 + Penalty 2860.307378 = -147623.769476 nChanged 9 SP:Iteration 41Q (4693.983464 sec): 3 clusters Score: Raw -150486.847679 + Penalty 2860.307378 = -147626.540301 nChanged 5 SP:Iteration 42Q (4694.067900 sec): 3 clusters Score: Raw -150487.646710 + Penalty 2860.307378 = -147627.339333 nChanged 3 SP:Iteration 43Q (4694.208305 sec): 3 clusters Score: Raw -150488.208714 + Penalty 2860.307378 = -147627.901336 nChanged 1 SP:Iteration 44Q (4694.308181 sec): 3 clusters Score: Raw -150488.472543 + Penalty 2860.307378 = -147628.165165 nChanged 2 SP:Iteration 45Q (4694.388297 sec): 3 clusters Score: Raw -150488.860429 + Penalty 2860.307378 = -147628.553051 nChanged 5 SP:Iteration 46Q (4694.502432 sec): 3 clusters Score: Raw -150490.809202 + Penalty 2860.307378 = -147630.501824 nChanged 6 SP:Iteration 47Q (4694.593577 sec): 3 clusters Score: Raw -150492.281809 + Penalty 2860.307378 = -147631.974431 nChanged 6 SP:Iteration 48Q (4694.703029 sec): 3 clusters Score: Raw -150494.277305 + Penalty 2860.307378 = -147633.969927 nChanged 8 SP:Iteration 49Q (4694.808764 sec): 3 clusters Score: Raw -150497.162939 + Penalty 2860.307378 = -147636.855561 nChanged 6 SP:Iteration 50Q (4694.892254 sec): 3 clusters Score: Raw -150500.082679 + Penalty 2860.307378 = -147639.775301 nChanged 8 SP:Iteration 51Q (4694.982744 sec): 3 clusters Score: Raw -150503.613798 + Penalty 2860.307378 = -147643.306420 nChanged 10 SP:Iteration 52Q (4695.095170 sec): 3 clusters Score: Raw -150508.888198 + Penalty 2860.307378 = -147648.580820 nChanged 10 SP:Iteration 53Q (4695.202769 sec): 3 clusters Score: Raw -150511.837587 + Penalty 2860.307378 = -147651.530209 nChanged 10 SP:Iteration 54Q (4695.298134 sec): 3 clusters Score: Raw -150516.983000 + Penalty 2860.307378 = -147656.675622 nChanged 9 SP:Iteration 55Q (4695.418734 sec): 3 clusters Score: Raw -150520.834775 + Penalty 2860.307378 = -147660.527397 nChanged 7 SP:Iteration 56Q (4695.519214 sec): 3 clusters Score: Raw -150522.961775 + Penalty 2860.307378 = -147662.654398 nChanged 6 SP:Iteration 57Q (4695.610927 sec): 3 clusters Score: Raw -150524.105120 + Penalty 2860.307378 = -147663.797742 nChanged 4 SP:Iteration 58Q (4695.716508 sec): 3 clusters Score: Raw -150526.155261 + Penalty 2860.307378 = -147665.847883 nChanged 1 SP:Iteration 59Q (4695.818994 sec): 3 clusters Score: Raw -150526.794016 + Penalty 2860.307378 = -147666.486639 nChanged 3 SP:Iteration 60F (4695.935618 sec): 3 clusters Score: Raw -150527.551716 + Penalty 2860.307378 = -147667.244338 nChanged 1 SP:Iteration 61Q (4696.056641 sec): 3 clusters Score: Raw -150527.911729 + Penalty 2860.307378 = -147667.604351 nChanged 2 SP:Iteration 62Q (4696.187702 sec): 3 clusters Score: Raw -150528.278823 + Penalty 2860.307378 = -147667.971445 nChanged 0 SP:Iteration 63F (4696.283399 sec): 3 clusters Score: Raw -150528.278823 + Penalty 2860.307378 = -147667.971445 nChanged 0 Trying to split cluster 8 (4879 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4696.331418 sec): 2 clusters Score: Raw -322903.011511 + Penalty 1490.468071 = -321412.543440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4696.458305 sec): 3 clusters Score: Raw -320395.333304 + Penalty 2980.936141 = -317414.397163 nChanged 1969 SP:Iteration 1F (4696.541006 sec): 3 clusters Score: Raw -321487.607874 + Penalty 2980.936141 = -318506.671732 nChanged 381 SP:Iteration 2F (4696.681900 sec): 3 clusters Score: Raw -321727.512454 + Penalty 2980.936141 = -318746.576312 nChanged 329 SP:Iteration 3F (4696.768758 sec): 3 clusters Score: Raw -321963.538260 + Penalty 2980.936141 = -318982.602119 nChanged 275 SP:Iteration 4F (4696.871266 sec): 3 clusters Score: Raw -322147.274020 + Penalty 2980.936141 = -319166.337879 nChanged 263 SP:Iteration 5F (4696.976681 sec): 3 clusters Score: Raw -322327.827397 + Penalty 2980.936141 = -319346.891256 nChanged 226 SP:Iteration 6Q (4697.065224 sec): 3 clusters Score: Raw -322470.475878 + Penalty 2980.936141 = -319489.539737 nChanged 189 SP:Iteration 7Q (4697.187773 sec): 3 clusters Score: Raw -322596.823041 + Penalty 2980.936141 = -319615.886899 nChanged 164 SP:Iteration 8Q (4697.307073 sec): 3 clusters Score: Raw -322701.174501 + Penalty 2980.936141 = -319720.238360 nChanged 141 SP:Iteration 9Q (4697.432763 sec): 3 clusters Score: Raw -322792.275431 + Penalty 2980.936141 = -319811.339290 nChanged 130 SP:Iteration 10Q (4697.564417 sec): 3 clusters Score: Raw -322875.965807 + Penalty 2980.936141 = -319895.029665 nChanged 108 SP:Iteration 11Q (4697.688567 sec): 3 clusters Score: Raw -322940.022771 + Penalty 2980.936141 = -319959.086629 nChanged 101 SP:Iteration 12Q (4697.807704 sec): 3 clusters Score: Raw -322992.247023 + Penalty 2980.936141 = -320011.310882 nChanged 78 SP:Iteration 13Q (4697.953398 sec): 3 clusters Score: Raw -323034.381697 + Penalty 2980.936141 = -320053.445555 nChanged 71 SP:Iteration 14Q (4698.046274 sec): 3 clusters Score: Raw -323062.994431 + Penalty 2980.936141 = -320082.058289 nChanged 57 SP:Iteration 15Q (4698.168041 sec): 3 clusters Score: Raw -323088.897851 + Penalty 2980.936141 = -320107.961709 nChanged 56 SP:Iteration 16Q (4698.297673 sec): 3 clusters Score: Raw -323116.302933 + Penalty 2980.936141 = -320135.366792 nChanged 49 SP:Iteration 17Q (4698.419992 sec): 3 clusters Score: Raw -323133.545461 + Penalty 2980.936141 = -320152.609320 nChanged 24 SP:Iteration 18Q (4698.501315 sec): 3 clusters Score: Raw -323143.149190 + Penalty 2980.936141 = -320162.213049 nChanged 24 SP:Iteration 19Q (4698.612251 sec): 3 clusters Score: Raw -323151.499119 + Penalty 2980.936141 = -320170.562977 nChanged 23 SP:Iteration 20F (4698.723005 sec): 3 clusters Score: Raw -323160.341585 + Penalty 2980.936141 = -320179.405444 nChanged 23 SP:Iteration 21Q (4698.823645 sec): 3 clusters Score: Raw -323172.060788 + Penalty 2980.936141 = -320191.124647 nChanged 36 SP:Iteration 22Q (4698.935809 sec): 3 clusters Score: Raw -323192.114986 + Penalty 2980.936141 = -320211.178844 nChanged 45 SP:Iteration 23Q (4699.070315 sec): 3 clusters Score: Raw -323218.201184 + Penalty 2980.936141 = -320237.265042 nChanged 37 SP:Iteration 24Q (4699.165512 sec): 3 clusters Score: Raw -323240.599970 + Penalty 2980.936141 = -320259.663828 nChanged 38 SP:Iteration 25Q (4699.271415 sec): 3 clusters Score: Raw -323261.243778 + Penalty 2980.936141 = -320280.307636 nChanged 37 SP:Iteration 26Q (4699.388704 sec): 3 clusters Score: Raw -323282.047096 + Penalty 2980.936141 = -320301.110955 nChanged 37 SP:Iteration 27Q (4699.435194 sec): 3 clusters Score: Raw -323303.538745 + Penalty 2980.936141 = -320322.602604 nChanged 34 SP:Iteration 28Q (4699.482937 sec): 3 clusters Score: Raw -323320.792483 + Penalty 2980.936141 = -320339.856342 nChanged 29 SP:Iteration 29Q (4699.531173 sec): 3 clusters Score: Raw -323342.195987 + Penalty 2980.936141 = -320361.259846 nChanged 35 SP:Iteration 30Q (4699.641010 sec): 3 clusters Score: Raw -323373.028814 + Penalty 2980.936141 = -320392.092672 nChanged 40 SP:Iteration 31Q (4699.747525 sec): 3 clusters Score: Raw -323394.772635 + Penalty 2980.936141 = -320413.836494 nChanged 31 SP:Iteration 32Q (4699.871106 sec): 3 clusters Score: Raw -323411.775275 + Penalty 2980.936141 = -320430.839133 nChanged 26 SP:Iteration 33Q (4699.967481 sec): 3 clusters Score: Raw -323428.440996 + Penalty 2980.936141 = -320447.504855 nChanged 33 SP:Iteration 34Q (4700.086625 sec): 3 clusters Score: Raw -323450.048361 + Penalty 2980.936141 = -320469.112220 nChanged 32 SP:Iteration 35Q (4700.185983 sec): 3 clusters Score: Raw -323469.502207 + Penalty 2980.936141 = -320488.566066 nChanged 24 SP:Iteration 36Q (4700.304533 sec): 3 clusters Score: Raw -323481.958083 + Penalty 2980.936141 = -320501.021941 nChanged 20 SP:Iteration 37Q (4700.413206 sec): 3 clusters Score: Raw -323489.647089 + Penalty 2980.936141 = -320508.710948 nChanged 18 SP:Iteration 38Q (4700.510623 sec): 3 clusters Score: Raw -323496.697953 + Penalty 2980.936141 = -320515.761811 nChanged 13 SP:Iteration 39Q (4700.614563 sec): 3 clusters Score: Raw -323500.765365 + Penalty 2980.936141 = -320519.829224 nChanged 11 SP:Iteration 40F (4700.709404 sec): 3 clusters Score: Raw -323505.195950 + Penalty 2980.936141 = -320524.259809 nChanged 8 SP:Iteration 41Q (4700.814623 sec): 3 clusters Score: Raw -323507.472038 + Penalty 2980.936141 = -320526.535896 nChanged 8 SP:Iteration 42Q (4700.940200 sec): 3 clusters Score: Raw -323509.768434 + Penalty 2980.936141 = -320528.832293 nChanged 2 SP:Iteration 43Q (4701.040096 sec): 3 clusters Score: Raw -323510.476650 + Penalty 2980.936141 = -320529.540509 nChanged 3 SP:Iteration 44Q (4701.147379 sec): 3 clusters Score: Raw -323511.339435 + Penalty 2980.936141 = -320530.403294 nChanged 4 SP:Iteration 45Q (4701.247608 sec): 3 clusters Score: Raw -323512.603082 + Penalty 2980.936141 = -320531.666940 nChanged 4 SP:Iteration 46Q (4701.357641 sec): 3 clusters Score: Raw -323513.168914 + Penalty 2980.936141 = -320532.232773 nChanged 2 SP:Iteration 47Q (4701.490775 sec): 3 clusters Score: Raw -323513.609386 + Penalty 2980.936141 = -320532.673245 nChanged 0 SP:Iteration 48F (4701.609905 sec): 3 clusters Score: Raw -323513.609386 + Penalty 2980.936141 = -320532.673245 nChanged 0 Trying to split cluster 9 (7748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4701.697648 sec): 2 clusters Score: Raw -455728.761463 + Penalty 1571.635849 = -454157.125614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4701.816138 sec): 3 clusters Score: Raw -451518.141159 + Penalty 3143.271699 = -448374.869461 nChanged 3242 SP:Iteration 1F (4701.958599 sec): 3 clusters Score: Raw -453396.875208 + Penalty 3143.271699 = -450253.603510 nChanged 568 SP:Iteration 2F (4702.073821 sec): 3 clusters Score: Raw -453707.192393 + Penalty 3143.271699 = -450563.920694 nChanged 411 SP:Iteration 3F (4702.194139 sec): 3 clusters Score: Raw -453903.724591 + Penalty 3143.271699 = -450760.452892 nChanged 315 SP:Iteration 4Q (4702.335112 sec): 3 clusters Score: Raw -454053.481946 + Penalty 3143.271699 = -450910.210247 nChanged 313 SP:Iteration 5Q (4702.465239 sec): 3 clusters Score: Raw -454216.543377 + Penalty 3143.271699 = -451073.271678 nChanged 303 SP:Iteration 6Q (4702.606719 sec): 3 clusters Score: Raw -454368.359045 + Penalty 3143.271699 = -451225.087346 nChanged 278 SP:Iteration 7Q (4702.708353 sec): 3 clusters Score: Raw -454511.814736 + Penalty 3143.271699 = -451368.543037 nChanged 289 SP:Iteration 8Q (4702.832153 sec): 3 clusters Score: Raw -454668.201497 + Penalty 3143.271699 = -451524.929798 nChanged 251 SP:Iteration 9Q (4702.944924 sec): 3 clusters Score: Raw -454796.205993 + Penalty 3143.271699 = -451652.934295 nChanged 246 SP:Iteration 10Q (4703.064323 sec): 3 clusters Score: Raw -454928.023400 + Penalty 3143.271699 = -451784.751702 nChanged 240 SP:Iteration 11Q (4703.189634 sec): 3 clusters Score: Raw -455057.253831 + Penalty 3143.271699 = -451913.982132 nChanged 244 SP:Iteration 12Q (4703.309790 sec): 3 clusters Score: Raw -455185.818287 + Penalty 3143.271699 = -452042.546588 nChanged 230 SP:Iteration 13Q (4703.409156 sec): 3 clusters Score: Raw -455317.248573 + Penalty 3143.271699 = -452173.976874 nChanged 233 SP:Iteration 14Q (4703.526629 sec): 3 clusters Score: Raw -455443.566500 + Penalty 3143.271699 = -452300.294801 nChanged 208 SP:Iteration 15Q (4703.618401 sec): 3 clusters Score: Raw -455571.892281 + Penalty 3143.271699 = -452428.620583 nChanged 186 SP:Iteration 16Q (4703.732625 sec): 3 clusters Score: Raw -455672.708797 + Penalty 3143.271699 = -452529.437098 nChanged 153 SP:Iteration 17Q (4703.835548 sec): 3 clusters Score: Raw -455758.213514 + Penalty 3143.271699 = -452614.941815 nChanged 145 SP:Iteration 18Q (4703.964934 sec): 3 clusters Score: Raw -455831.902096 + Penalty 3143.271699 = -452688.630397 nChanged 118 SP:Iteration 19Q (4704.080954 sec): 3 clusters Score: Raw -455885.750227 + Penalty 3143.271699 = -452742.478528 nChanged 90 SP:Iteration 20F (4704.203367 sec): 3 clusters Score: Raw -455916.173576 + Penalty 3143.271699 = -452772.901878 nChanged 79 SP:Iteration 21Q (4704.321701 sec): 3 clusters Score: Raw -455947.981011 + Penalty 3143.271699 = -452804.709312 nChanged 68 SP:Iteration 22Q (4704.424534 sec): 3 clusters Score: Raw -455974.827969 + Penalty 3143.271699 = -452831.556270 nChanged 70 SP:Iteration 23Q (4704.539581 sec): 3 clusters Score: Raw -456006.846023 + Penalty 3143.271699 = -452863.574324 nChanged 82 SP:Iteration 24Q (4704.676851 sec): 3 clusters Score: Raw -456040.980573 + Penalty 3143.271699 = -452897.708875 nChanged 70 SP:Iteration 25Q (4704.787278 sec): 3 clusters Score: Raw -456074.370860 + Penalty 3143.271699 = -452931.099161 nChanged 78 SP:Iteration 26Q (4704.908100 sec): 3 clusters Score: Raw -456109.170964 + Penalty 3143.271699 = -452965.899266 nChanged 74 SP:Iteration 27Q (4705.038117 sec): 3 clusters Score: Raw -456137.714159 + Penalty 3143.271699 = -452994.442461 nChanged 57 SP:Iteration 28Q (4705.146621 sec): 3 clusters Score: Raw -456156.945196 + Penalty 3143.271699 = -453013.673497 nChanged 44 SP:Iteration 29Q (4705.284321 sec): 3 clusters Score: Raw -456167.970112 + Penalty 3143.271699 = -453024.698414 nChanged 37 SP:Iteration 30Q (4705.384745 sec): 3 clusters Score: Raw -456179.548837 + Penalty 3143.271699 = -453036.277139 nChanged 36 SP:Iteration 31Q (4705.477943 sec): 3 clusters Score: Raw -456190.988850 + Penalty 3143.271699 = -453047.717152 nChanged 32 SP:Iteration 32Q (4705.616934 sec): 3 clusters Score: Raw -456202.576397 + Penalty 3143.271699 = -453059.304699 nChanged 31 SP:Iteration 33Q (4705.737114 sec): 3 clusters Score: Raw -456213.591451 + Penalty 3143.271699 = -453070.319753 nChanged 34 SP:Iteration 34Q (4705.849474 sec): 3 clusters Score: Raw -456220.812728 + Penalty 3143.271699 = -453077.541029 nChanged 30 SP:Iteration 35Q (4705.950861 sec): 3 clusters Score: Raw -456227.984076 + Penalty 3143.271699 = -453084.712377 nChanged 28 SP:Iteration 36Q (4706.069614 sec): 3 clusters Score: Raw -456235.943040 + Penalty 3143.271699 = -453092.671342 nChanged 33 SP:Iteration 37Q (4706.209674 sec): 3 clusters Score: Raw -456246.739677 + Penalty 3143.271699 = -453103.467978 nChanged 26 SP:Iteration 38Q (4706.316696 sec): 3 clusters Score: Raw -456253.808551 + Penalty 3143.271699 = -453110.536852 nChanged 33 SP:Iteration 39Q (4706.461025 sec): 3 clusters Score: Raw -456262.753723 + Penalty 3143.271699 = -453119.482025 nChanged 33 SP:Iteration 40F (4706.536294 sec): 3 clusters Score: Raw -456270.882945 + Penalty 3143.271699 = -453127.611247 nChanged 26 SP:Iteration 41Q (4706.588308 sec): 3 clusters Score: Raw -456278.213123 + Penalty 3143.271699 = -453134.941424 nChanged 20 SP:Iteration 42Q (4706.664588 sec): 3 clusters Score: Raw -456283.070693 + Penalty 3143.271699 = -453139.798994 nChanged 20 SP:Iteration 43Q (4706.811451 sec): 3 clusters Score: Raw -456287.458473 + Penalty 3143.271699 = -453144.186774 nChanged 16 SP:Iteration 44Q (4706.908736 sec): 3 clusters Score: Raw -456291.681915 + Penalty 3143.271699 = -453148.410217 nChanged 17 SP:Iteration 45Q (4707.031568 sec): 3 clusters Score: Raw -456295.357770 + Penalty 3143.271699 = -453152.086071 nChanged 14 SP:Iteration 46Q (4707.126360 sec): 3 clusters Score: Raw -456298.513133 + Penalty 3143.271699 = -453155.241434 nChanged 17 SP:Iteration 47Q (4707.231736 sec): 3 clusters Score: Raw -456302.261380 + Penalty 3143.271699 = -453158.989682 nChanged 11 SP:Iteration 48Q (4707.354392 sec): 3 clusters Score: Raw -456304.392835 + Penalty 3143.271699 = -453161.121137 nChanged 10 SP:Iteration 49Q (4707.469292 sec): 3 clusters Score: Raw -456307.440811 + Penalty 3143.271699 = -453164.169112 nChanged 13 SP:Iteration 50Q (4707.608745 sec): 3 clusters Score: Raw -456310.882525 + Penalty 3143.271699 = -453167.610827 nChanged 12 SP:Iteration 51Q (4707.723479 sec): 3 clusters Score: Raw -456313.254142 + Penalty 3143.271699 = -453169.982444 nChanged 15 SP:Iteration 52Q (4707.858358 sec): 3 clusters Score: Raw -456316.947206 + Penalty 3143.271699 = -453173.675507 nChanged 13 SP:Iteration 53Q (4707.989920 sec): 3 clusters Score: Raw -456319.827875 + Penalty 3143.271699 = -453176.556177 nChanged 8 SP:Iteration 54Q (4708.091768 sec): 3 clusters Score: Raw -456320.981913 + Penalty 3143.271699 = -453177.710214 nChanged 6 SP:Iteration 55Q (4708.203930 sec): 3 clusters Score: Raw -456322.217366 + Penalty 3143.271699 = -453178.945667 nChanged 2 SP:Iteration 56Q (4708.322637 sec): 3 clusters Score: Raw -456322.706553 + Penalty 3143.271699 = -453179.434855 nChanged 4 SP:Iteration 57Q (4708.440978 sec): 3 clusters Score: Raw -456323.969722 + Penalty 3143.271699 = -453180.698023 nChanged 1 SP:Iteration 58Q (4708.562809 sec): 3 clusters Score: Raw -456324.132981 + Penalty 3143.271699 = -453180.861282 nChanged 3 SP:Iteration 59Q (4708.668027 sec): 3 clusters Score: Raw -456324.975169 + Penalty 3143.271699 = -453181.703470 nChanged 6 SP:Iteration 60F (4708.790908 sec): 3 clusters Score: Raw -456326.266192 + Penalty 3143.271699 = -453182.994493 nChanged 8 SP:Iteration 61Q (4708.919359 sec): 3 clusters Score: Raw -456327.540965 + Penalty 3143.271699 = -453184.269266 nChanged 6 SP:Iteration 62Q (4709.017242 sec): 3 clusters Score: Raw -456328.929318 + Penalty 3143.271699 = -453185.657619 nChanged 8 SP:Iteration 63Q (4709.130245 sec): 3 clusters Score: Raw -456330.219241 + Penalty 3143.271699 = -453186.947543 nChanged 2 SP:Iteration 64Q (4709.265562 sec): 3 clusters Score: Raw -456330.813894 + Penalty 3143.271699 = -453187.542195 nChanged 3 SP:Iteration 65Q (4709.374911 sec): 3 clusters Score: Raw -456331.302079 + Penalty 3143.271699 = -453188.030380 nChanged 5 SP:Iteration 66Q (4709.482064 sec): 3 clusters Score: Raw -456332.227233 + Penalty 3143.271699 = -453188.955534 nChanged 3 SP:Iteration 67Q (4709.607103 sec): 3 clusters Score: Raw -456333.107859 + Penalty 3143.271699 = -453189.836160 nChanged 6 SP:Iteration 68Q (4709.722370 sec): 3 clusters Score: Raw -456334.040412 + Penalty 3143.271699 = -453190.768713 nChanged 6 SP:Iteration 69Q (4709.824047 sec): 3 clusters Score: Raw -456335.002778 + Penalty 3143.271699 = -453191.731079 nChanged 5 SP:Iteration 70Q (4709.962045 sec): 3 clusters Score: Raw -456335.962384 + Penalty 3143.271699 = -453192.690686 nChanged 4 SP:Iteration 71Q (4710.067838 sec): 3 clusters Score: Raw -456336.983805 + Penalty 3143.271699 = -453193.712107 nChanged 8 SP:Iteration 72Q (4710.184010 sec): 3 clusters Score: Raw -456338.695222 + Penalty 3143.271699 = -453195.423523 nChanged 13 SP:Iteration 73Q (4710.306417 sec): 3 clusters Score: Raw -456342.349948 + Penalty 3143.271699 = -453199.078250 nChanged 16 SP:Iteration 74Q (4710.412370 sec): 3 clusters Score: Raw -456344.940078 + Penalty 3143.271699 = -453201.668380 nChanged 11 SP:Iteration 75Q (4710.514687 sec): 3 clusters Score: Raw -456346.834687 + Penalty 3143.271699 = -453203.562988 nChanged 7 SP:Iteration 76Q (4710.633213 sec): 3 clusters Score: Raw -456347.973310 + Penalty 3143.271699 = -453204.701612 nChanged 2 SP:Iteration 77Q (4710.753079 sec): 3 clusters Score: Raw -456348.168673 + Penalty 3143.271699 = -453204.896975 nChanged 1 SP:Iteration 78Q (4710.900714 sec): 3 clusters Score: Raw -456348.198841 + Penalty 3143.271699 = -453204.927143 nChanged 0 SP:Iteration 79F (4711.006857 sec): 3 clusters Score: Raw -456348.198841 + Penalty 3143.271699 = -453204.927143 nChanged 0 Trying to split cluster 10 (5697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4711.081835 sec): 2 clusters Score: Raw -344412.189047 + Penalty 1517.670472 = -342894.518575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4711.215543 sec): 3 clusters Score: Raw -341402.670598 + Penalty 3035.340945 = -338367.329654 nChanged 2368 SP:Iteration 1F (4711.337955 sec): 3 clusters Score: Raw -342825.525436 + Penalty 3035.340945 = -339790.184491 nChanged 446 SP:Iteration 2F (4711.451747 sec): 3 clusters Score: Raw -343124.816369 + Penalty 3035.340945 = -340089.475424 nChanged 356 SP:Iteration 3F (4711.570278 sec): 3 clusters Score: Raw -343351.925316 + Penalty 3035.340945 = -340316.584371 nChanged 307 SP:Iteration 4F (4711.670491 sec): 3 clusters Score: Raw -343539.674406 + Penalty 3035.340945 = -340504.333462 nChanged 238 SP:Iteration 5Q (4711.797479 sec): 3 clusters Score: Raw -343661.757269 + Penalty 3035.340945 = -340626.416324 nChanged 180 SP:Iteration 6Q (4711.912818 sec): 3 clusters Score: Raw -343745.415545 + Penalty 3035.340945 = -340710.074601 nChanged 140 SP:Iteration 7Q (4712.022195 sec): 3 clusters Score: Raw -343800.534644 + Penalty 3035.340945 = -340765.193699 nChanged 102 SP:Iteration 8Q (4712.151894 sec): 3 clusters Score: Raw -343839.226064 + Penalty 3035.340945 = -340803.885119 nChanged 87 SP:Iteration 9Q (4712.250049 sec): 3 clusters Score: Raw -343879.600043 + Penalty 3035.340945 = -340844.259098 nChanged 84 SP:Iteration 10Q (4712.374831 sec): 3 clusters Score: Raw -343911.009585 + Penalty 3035.340945 = -340875.668641 nChanged 89 SP:Iteration 11Q (4712.465777 sec): 3 clusters Score: Raw -343942.367195 + Penalty 3035.340945 = -340907.026250 nChanged 84 SP:Iteration 12Q (4712.567436 sec): 3 clusters Score: Raw -343971.811911 + Penalty 3035.340945 = -340936.470966 nChanged 73 SP:Iteration 13Q (4712.690923 sec): 3 clusters Score: Raw -343995.814881 + Penalty 3035.340945 = -340960.473937 nChanged 68 SP:Iteration 14Q (4712.777803 sec): 3 clusters Score: Raw -344014.413184 + Penalty 3035.340945 = -340979.072239 nChanged 58 SP:Iteration 15Q (4712.887765 sec): 3 clusters Score: Raw -344030.065368 + Penalty 3035.340945 = -340994.724423 nChanged 51 SP:Iteration 16Q (4713.017580 sec): 3 clusters Score: Raw -344045.843860 + Penalty 3035.340945 = -341010.502915 nChanged 58 SP:Iteration 17Q (4713.114855 sec): 3 clusters Score: Raw -344062.952011 + Penalty 3035.340945 = -341027.611066 nChanged 56 SP:Iteration 18Q (4713.219943 sec): 3 clusters Score: Raw -344077.048421 + Penalty 3035.340945 = -341041.707477 nChanged 40 SP:Iteration 19Q (4713.325259 sec): 3 clusters Score: Raw -344085.986670 + Penalty 3035.340945 = -341050.645725 nChanged 29 SP:Iteration 20F (4713.434054 sec): 3 clusters Score: Raw -344092.675419 + Penalty 3035.340945 = -341057.334474 nChanged 28 SP:Iteration 21Q (4713.534185 sec): 3 clusters Score: Raw -344100.984768 + Penalty 3035.340945 = -341065.643824 nChanged 29 SP:Iteration 22Q (4713.654151 sec): 3 clusters Score: Raw -344108.739276 + Penalty 3035.340945 = -341073.398331 nChanged 31 SP:Iteration 23Q (4713.763321 sec): 3 clusters Score: Raw -344120.239379 + Penalty 3035.340945 = -341084.898434 nChanged 33 SP:Iteration 24Q (4713.875671 sec): 3 clusters Score: Raw -344130.317431 + Penalty 3035.340945 = -341094.976486 nChanged 30 SP:Iteration 25Q (4713.967914 sec): 3 clusters Score: Raw -344140.718705 + Penalty 3035.340945 = -341105.377761 nChanged 39 SP:Iteration 26Q (4714.085535 sec): 3 clusters Score: Raw -344150.099650 + Penalty 3035.340945 = -341114.758705 nChanged 26 SP:Iteration 27Q (4714.193654 sec): 3 clusters Score: Raw -344160.233417 + Penalty 3035.340945 = -341124.892472 nChanged 41 SP:Iteration 28Q (4714.315667 sec): 3 clusters Score: Raw -344172.833299 + Penalty 3035.340945 = -341137.492354 nChanged 33 SP:Iteration 29Q (4714.452912 sec): 3 clusters Score: Raw -344181.325554 + Penalty 3035.340945 = -341145.984610 nChanged 26 SP:Iteration 30Q (4714.534688 sec): 3 clusters Score: Raw -344191.920129 + Penalty 3035.340945 = -341156.579184 nChanged 35 SP:Iteration 31Q (4714.656815 sec): 3 clusters Score: Raw -344204.477744 + Penalty 3035.340945 = -341169.136799 nChanged 37 SP:Iteration 32Q (4714.756399 sec): 3 clusters Score: Raw -344214.029848 + Penalty 3035.340945 = -341178.688904 nChanged 32 SP:Iteration 33Q (4714.877169 sec): 3 clusters Score: Raw -344222.515590 + Penalty 3035.340945 = -341187.174645 nChanged 27 SP:Iteration 34Q (4714.984701 sec): 3 clusters Score: Raw -344228.579175 + Penalty 3035.340945 = -341193.238231 nChanged 22 SP:Iteration 35Q (4715.097885 sec): 3 clusters Score: Raw -344235.469052 + Penalty 3035.340945 = -341200.128107 nChanged 28 SP:Iteration 36Q (4715.193306 sec): 3 clusters Score: Raw -344246.184773 + Penalty 3035.340945 = -341210.843828 nChanged 30 SP:Iteration 37Q (4715.309038 sec): 3 clusters Score: Raw -344256.885658 + Penalty 3035.340945 = -341221.544713 nChanged 39 SP:Iteration 38Q (4715.444306 sec): 3 clusters Score: Raw -344271.458572 + Penalty 3035.340945 = -341236.117627 nChanged 51 SP:Iteration 39Q (4715.561519 sec): 3 clusters Score: Raw -344292.670980 + Penalty 3035.340945 = -341257.330035 nChanged 57 SP:Iteration 40F (4715.669417 sec): 3 clusters Score: Raw -344321.805620 + Penalty 3035.340945 = -341286.464675 nChanged 60 SP:Iteration 41Q (4715.776582 sec): 3 clusters Score: Raw -344359.677121 + Penalty 3035.340945 = -341324.336176 nChanged 74 SP:Iteration 42Q (4715.890128 sec): 3 clusters Score: Raw -344393.429110 + Penalty 3035.340945 = -341358.088165 nChanged 62 SP:Iteration 43Q (4715.994261 sec): 3 clusters Score: Raw -344417.267682 + Penalty 3035.340945 = -341381.926737 nChanged 60 SP:Iteration 44Q (4716.104478 sec): 3 clusters Score: Raw -344438.594279 + Penalty 3035.340945 = -341403.253334 nChanged 47 SP:Iteration 45Q (4716.202380 sec): 3 clusters Score: Raw -344457.550623 + Penalty 3035.340945 = -341422.209678 nChanged 58 SP:Iteration 46Q (4716.323438 sec): 3 clusters Score: Raw -344480.114209 + Penalty 3035.340945 = -341444.773265 nChanged 61 SP:Iteration 47Q (4716.429441 sec): 3 clusters Score: Raw -344503.699904 + Penalty 3035.340945 = -341468.358960 nChanged 57 SP:Iteration 48Q (4716.546807 sec): 3 clusters Score: Raw -344530.276021 + Penalty 3035.340945 = -341494.935076 nChanged 59 SP:Iteration 49Q (4716.668017 sec): 3 clusters Score: Raw -344555.321485 + Penalty 3035.340945 = -341519.980540 nChanged 66 SP:Iteration 50Q (4716.756405 sec): 3 clusters Score: Raw -344588.581082 + Penalty 3035.340945 = -341553.240137 nChanged 55 SP:Iteration 51Q (4716.870111 sec): 3 clusters Score: Raw -344614.141107 + Penalty 3035.340945 = -341578.800162 nChanged 59 SP:Iteration 52Q (4716.986611 sec): 3 clusters Score: Raw -344639.905279 + Penalty 3035.340945 = -341604.564335 nChanged 47 SP:Iteration 53Q (4717.105531 sec): 3 clusters Score: Raw -344658.088395 + Penalty 3035.340945 = -341622.747450 nChanged 41 SP:Iteration 54Q (4717.224120 sec): 3 clusters Score: Raw -344674.087569 + Penalty 3035.340945 = -341638.746625 nChanged 49 SP:Iteration 55Q (4717.325679 sec): 3 clusters Score: Raw -344693.887569 + Penalty 3035.340945 = -341658.546624 nChanged 39 SP:Iteration 56Q (4717.441671 sec): 3 clusters Score: Raw -344707.283101 + Penalty 3035.340945 = -341671.942156 nChanged 36 SP:Iteration 57Q (4717.547679 sec): 3 clusters Score: Raw -344716.886331 + Penalty 3035.340945 = -341681.545387 nChanged 26 SP:Iteration 58Q (4717.658787 sec): 3 clusters Score: Raw -344723.736935 + Penalty 3035.340945 = -341688.395990 nChanged 26 SP:Iteration 59Q (4717.771784 sec): 3 clusters Score: Raw -344730.260520 + Penalty 3035.340945 = -341694.919575 nChanged 20 SP:Iteration 60F (4717.878698 sec): 3 clusters Score: Raw -344735.044408 + Penalty 3035.340945 = -341699.703463 nChanged 21 SP:Iteration 61Q (4717.960239 sec): 3 clusters Score: Raw -344739.297936 + Penalty 3035.340945 = -341703.956991 nChanged 20 SP:Iteration 62Q (4718.056846 sec): 3 clusters Score: Raw -344743.641580 + Penalty 3035.340945 = -341708.300636 nChanged 12 SP:Iteration 63Q (4718.176373 sec): 3 clusters Score: Raw -344746.593694 + Penalty 3035.340945 = -341711.252749 nChanged 9 SP:Iteration 64Q (4718.263725 sec): 3 clusters Score: Raw -344749.272316 + Penalty 3035.340945 = -341713.931371 nChanged 9 SP:Iteration 65Q (4718.384555 sec): 3 clusters Score: Raw -344750.955013 + Penalty 3035.340945 = -341715.614068 nChanged 9 SP:Iteration 66Q (4718.472319 sec): 3 clusters Score: Raw -344752.657418 + Penalty 3035.340945 = -341717.316473 nChanged 4 SP:Iteration 67Q (4718.578036 sec): 3 clusters Score: Raw -344753.979153 + Penalty 3035.340945 = -341718.638208 nChanged 4 SP:Iteration 68Q (4718.690987 sec): 3 clusters Score: Raw -344754.475813 + Penalty 3035.340945 = -341719.134868 nChanged 4 SP:Iteration 69Q (4718.797701 sec): 3 clusters Score: Raw -344755.024221 + Penalty 3035.340945 = -341719.683276 nChanged 2 SP:Iteration 70Q (4718.912474 sec): 3 clusters Score: Raw -344755.316384 + Penalty 3035.340945 = -341719.975439 nChanged 4 SP:Iteration 71Q (4719.025595 sec): 3 clusters Score: Raw -344755.769090 + Penalty 3035.340945 = -341720.428145 nChanged 3 SP:Iteration 72Q (4719.119703 sec): 3 clusters Score: Raw -344756.312076 + Penalty 3035.340945 = -341720.971131 nChanged 4 SP:Iteration 73Q (4719.203047 sec): 3 clusters Score: Raw -344756.946696 + Penalty 3035.340945 = -341721.605751 nChanged 2 SP:Iteration 74Q (4719.338745 sec): 3 clusters Score: Raw -344757.229921 + Penalty 3035.340945 = -341721.888976 nChanged 2 SP:Iteration 75Q (4719.427885 sec): 3 clusters Score: Raw -344757.774969 + Penalty 3035.340945 = -341722.434024 nChanged 2 SP:Iteration 76Q (4719.581742 sec): 3 clusters Score: Raw -344758.081183 + Penalty 3035.340945 = -341722.740238 nChanged 1 SP:Iteration 77Q (4719.711785 sec): 3 clusters Score: Raw -344758.139045 + Penalty 3035.340945 = -341722.798100 nChanged 1 SP:Iteration 78Q (4719.810070 sec): 3 clusters Score: Raw -344758.227594 + Penalty 3035.340945 = -341722.886649 nChanged 1 SP:Iteration 79Q (4719.923567 sec): 3 clusters Score: Raw -344758.430407 + Penalty 3035.340945 = -341723.089462 nChanged 1 SP:Iteration 80F (4720.043335 sec): 3 clusters Score: Raw -344758.483536 + Penalty 3035.340945 = -341723.142591 nChanged 0 Trying to split cluster 11 (1254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4720.107676 sec): 2 clusters Score: Raw -48484.223058 + Penalty 1252.033448 = -47232.189610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4720.209730 sec): 3 clusters Score: Raw -48027.381332 + Penalty 2504.066896 = -45523.314436 nChanged 414 SP:Iteration 1F (4720.296128 sec): 3 clusters Score: Raw -48471.634963 + Penalty 2504.066896 = -45967.568067 nChanged 130 SP:Iteration 2F (4720.401312 sec): 3 clusters Score: Raw -48695.835578 + Penalty 2504.066896 = -46191.768682 nChanged 87 SP:Iteration 3F (4720.499738 sec): 3 clusters Score: Raw -48867.565042 + Penalty 2504.066896 = -46363.498146 nChanged 70 SP:Iteration 4F (4720.581480 sec): 3 clusters Score: Raw -48978.904890 + Penalty 2504.066896 = -46474.837994 nChanged 47 SP:Iteration 5Q (4720.679629 sec): 3 clusters Score: Raw -49063.402643 + Penalty 2504.066896 = -46559.335747 nChanged 49 SP:Iteration 6Q (4720.788907 sec): 3 clusters Score: Raw -49127.814172 + Penalty 2504.066896 = -46623.747276 nChanged 33 SP:Iteration 7Q (4720.891493 sec): 3 clusters Score: Raw -49183.512437 + Penalty 2504.066896 = -46679.445540 nChanged 39 SP:Iteration 8Q (4721.003568 sec): 3 clusters Score: Raw -49249.410811 + Penalty 2504.066896 = -46745.343915 nChanged 23 SP:Iteration 9Q (4721.119363 sec): 3 clusters Score: Raw -49278.899035 + Penalty 2504.066896 = -46774.832139 nChanged 17 SP:Iteration 10Q (4721.211676 sec): 3 clusters Score: Raw -49295.962282 + Penalty 2504.066896 = -46791.895386 nChanged 10 SP:Iteration 11Q (4721.318479 sec): 3 clusters Score: Raw -49305.574410 + Penalty 2504.066896 = -46801.507514 nChanged 11 SP:Iteration 12Q (4721.419998 sec): 3 clusters Score: Raw -49314.478961 + Penalty 2504.066896 = -46810.412065 nChanged 6 SP:Iteration 13Q (4721.443544 sec): 3 clusters Score: Raw -49324.047306 + Penalty 2504.066896 = -46819.980410 nChanged 9 SP:Iteration 14Q (4721.461798 sec): 3 clusters Score: Raw -49337.561961 + Penalty 2504.066896 = -46833.495065 nChanged 10 SP:Iteration 15Q (4721.480752 sec): 3 clusters Score: Raw -49351.589682 + Penalty 2504.066896 = -46847.522786 nChanged 9 SP:Iteration 16Q (4721.498893 sec): 3 clusters Score: Raw -49369.652858 + Penalty 2504.066896 = -46865.585962 nChanged 9 SP:Iteration 17Q (4721.517403 sec): 3 clusters Score: Raw -49383.185698 + Penalty 2504.066896 = -46879.118802 nChanged 4 SP:Iteration 18Q (4721.535613 sec): 3 clusters Score: Raw -49386.310401 + Penalty 2504.066896 = -46882.243505 nChanged 4 SP:Iteration 19Q (4721.553780 sec): 3 clusters Score: Raw -49390.254705 + Penalty 2504.066896 = -46886.187809 nChanged 3 SP:Iteration 20F (4721.572138 sec): 3 clusters Score: Raw -49393.164720 + Penalty 2504.066896 = -46889.097823 nChanged 4 SP:Iteration 21Q (4721.590365 sec): 3 clusters Score: Raw -49398.175242 + Penalty 2504.066896 = -46894.108346 nChanged 4 SP:Iteration 22Q (4721.608419 sec): 3 clusters Score: Raw -49402.928548 + Penalty 2504.066896 = -46898.861652 nChanged 3 SP:Iteration 23Q (4721.626571 sec): 3 clusters Score: Raw -49403.925257 + Penalty 2504.066896 = -46899.858361 nChanged 0 SP:Iteration 24F (4721.644799 sec): 3 clusters Score: Raw -49403.925257 + Penalty 2504.066896 = -46899.858361 nChanged 0 Trying to split cluster 12 (3929 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4721.712496 sec): 2 clusters Score: Raw -244266.638088 + Penalty 1452.462609 = -242814.175480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4721.849588 sec): 3 clusters Score: Raw -242344.020966 + Penalty 2904.925217 = -239439.095749 nChanged 1502 SP:Iteration 1F (4721.942269 sec): 3 clusters Score: Raw -243412.994361 + Penalty 2904.925217 = -240508.069144 nChanged 371 SP:Iteration 2F (4722.053613 sec): 3 clusters Score: Raw -243759.081041 + Penalty 2904.925217 = -240854.155824 nChanged 282 SP:Iteration 3F (4722.187702 sec): 3 clusters Score: Raw -244008.484603 + Penalty 2904.925217 = -241103.559386 nChanged 216 SP:Iteration 4F (4722.274790 sec): 3 clusters Score: Raw -244207.487301 + Penalty 2904.925217 = -241302.562084 nChanged 200 SP:Iteration 5F (4722.397889 sec): 3 clusters Score: Raw -244377.647749 + Penalty 2904.925217 = -241472.722532 nChanged 162 SP:Iteration 6Q (4722.498656 sec): 3 clusters Score: Raw -244485.155892 + Penalty 2904.925217 = -241580.230675 nChanged 115 SP:Iteration 7Q (4722.601344 sec): 3 clusters Score: Raw -244557.097290 + Penalty 2904.925217 = -241652.172073 nChanged 75 SP:Iteration 8Q (4722.705873 sec): 3 clusters Score: Raw -244600.689538 + Penalty 2904.925217 = -241695.764321 nChanged 59 SP:Iteration 9Q (4722.804780 sec): 3 clusters Score: Raw -244629.819048 + Penalty 2904.925217 = -241724.893830 nChanged 46 SP:Iteration 10Q (4722.908940 sec): 3 clusters Score: Raw -244648.991263 + Penalty 2904.925217 = -241744.066046 nChanged 44 SP:Iteration 11Q (4723.042330 sec): 3 clusters Score: Raw -244666.516081 + Penalty 2904.925217 = -241761.590864 nChanged 39 SP:Iteration 12Q (4723.113106 sec): 3 clusters Score: Raw -244683.707203 + Penalty 2904.925217 = -241778.781986 nChanged 41 SP:Iteration 13Q (4723.240122 sec): 3 clusters Score: Raw -244702.797651 + Penalty 2904.925217 = -241797.872434 nChanged 42 SP:Iteration 14Q (4723.320583 sec): 3 clusters Score: Raw -244722.550969 + Penalty 2904.925217 = -241817.625752 nChanged 37 SP:Iteration 15Q (4723.424576 sec): 3 clusters Score: Raw -244738.817344 + Penalty 2904.925217 = -241833.892127 nChanged 39 SP:Iteration 16Q (4723.517357 sec): 3 clusters Score: Raw -244758.672362 + Penalty 2904.925217 = -241853.747145 nChanged 44 SP:Iteration 17Q (4723.608366 sec): 3 clusters Score: Raw -244780.974586 + Penalty 2904.925217 = -241876.049369 nChanged 48 SP:Iteration 18Q (4723.714947 sec): 3 clusters Score: Raw -244803.471240 + Penalty 2904.925217 = -241898.546023 nChanged 42 SP:Iteration 19Q (4723.812202 sec): 3 clusters Score: Raw -244824.018494 + Penalty 2904.925217 = -241919.093277 nChanged 39 SP:Iteration 20F (4723.935966 sec): 3 clusters Score: Raw -244843.548186 + Penalty 2904.925217 = -241938.622969 nChanged 41 SP:Iteration 21Q (4724.054544 sec): 3 clusters Score: Raw -244867.003660 + Penalty 2904.925217 = -241962.078443 nChanged 35 SP:Iteration 22Q (4724.181406 sec): 3 clusters Score: Raw -244881.519810 + Penalty 2904.925217 = -241976.594592 nChanged 38 SP:Iteration 23Q (4724.265244 sec): 3 clusters Score: Raw -244898.980491 + Penalty 2904.925217 = -241994.055273 nChanged 34 SP:Iteration 24Q (4724.392367 sec): 3 clusters Score: Raw -244913.294880 + Penalty 2904.925217 = -242008.369663 nChanged 23 SP:Iteration 25Q (4724.486651 sec): 3 clusters Score: Raw -244921.973456 + Penalty 2904.925217 = -242017.048239 nChanged 14 SP:Iteration 26Q (4724.613238 sec): 3 clusters Score: Raw -244930.074049 + Penalty 2904.925217 = -242025.148832 nChanged 25 SP:Iteration 27Q (4724.701716 sec): 3 clusters Score: Raw -244941.316079 + Penalty 2904.925217 = -242036.390862 nChanged 25 SP:Iteration 28Q (4724.816103 sec): 3 clusters Score: Raw -244949.679227 + Penalty 2904.925217 = -242044.754010 nChanged 15 SP:Iteration 29Q (4724.911911 sec): 3 clusters Score: Raw -244956.375325 + Penalty 2904.925217 = -242051.450108 nChanged 11 SP:Iteration 30Q (4725.056813 sec): 3 clusters Score: Raw -244959.643918 + Penalty 2904.925217 = -242054.718701 nChanged 5 SP:Iteration 31Q (4725.138990 sec): 3 clusters Score: Raw -244960.952946 + Penalty 2904.925217 = -242056.027729 nChanged 3 SP:Iteration 32Q (4725.269631 sec): 3 clusters Score: Raw -244961.492181 + Penalty 2904.925217 = -242056.566964 nChanged 3 SP:Iteration 33Q (4725.359487 sec): 3 clusters Score: Raw -244962.361365 + Penalty 2904.925217 = -242057.436148 nChanged 3 SP:Iteration 34Q (4725.462254 sec): 3 clusters Score: Raw -244962.746849 + Penalty 2904.925217 = -242057.821631 nChanged 2 SP:Iteration 35Q (4725.573121 sec): 3 clusters Score: Raw -244963.049051 + Penalty 2904.925217 = -242058.123834 nChanged 1 SP:Iteration 36Q (4725.707671 sec): 3 clusters Score: Raw -244963.963310 + Penalty 2904.925217 = -242059.038093 nChanged 4 SP:Iteration 37Q (4725.818069 sec): 3 clusters Score: Raw -244965.302142 + Penalty 2904.925217 = -242060.376925 nChanged 4 SP:Iteration 38Q (4725.911704 sec): 3 clusters Score: Raw -244966.608159 + Penalty 2904.925217 = -242061.682942 nChanged 2 SP:Iteration 39Q (4726.018489 sec): 3 clusters Score: Raw -244967.669257 + Penalty 2904.925217 = -242062.744040 nChanged 5 SP:Iteration 40F (4726.103790 sec): 3 clusters Score: Raw -244968.952892 + Penalty 2904.925217 = -242064.027675 nChanged 7 SP:Iteration 41Q (4726.206313 sec): 3 clusters Score: Raw -244970.264547 + Penalty 2904.925217 = -242065.339330 nChanged 6 SP:Iteration 42Q (4726.303146 sec): 3 clusters Score: Raw -244971.739694 + Penalty 2904.925217 = -242066.814477 nChanged 11 SP:Iteration 43Q (4726.392545 sec): 3 clusters Score: Raw -244974.890864 + Penalty 2904.925217 = -242069.965647 nChanged 11 SP:Iteration 44Q (4726.508743 sec): 3 clusters Score: Raw -244978.360079 + Penalty 2904.925217 = -242073.434862 nChanged 13 SP:Iteration 45Q (4726.595448 sec): 3 clusters Score: Raw -244982.071826 + Penalty 2904.925217 = -242077.146608 nChanged 13 SP:Iteration 46Q (4726.690372 sec): 3 clusters Score: Raw -244986.051125 + Penalty 2904.925217 = -242081.125908 nChanged 13 SP:Iteration 47Q (4726.808275 sec): 3 clusters Score: Raw -244991.758488 + Penalty 2904.925217 = -242086.833270 nChanged 21 SP:Iteration 48Q (4726.941258 sec): 3 clusters Score: Raw -244999.472741 + Penalty 2904.925217 = -242094.547524 nChanged 15 SP:Iteration 49Q (4727.053594 sec): 3 clusters Score: Raw -245006.535146 + Penalty 2904.925217 = -242101.609929 nChanged 17 SP:Iteration 50Q (4727.144622 sec): 3 clusters Score: Raw -245013.058759 + Penalty 2904.925217 = -242108.133542 nChanged 13 SP:Iteration 51Q (4727.261305 sec): 3 clusters Score: Raw -245016.768931 + Penalty 2904.925217 = -242111.843714 nChanged 12 SP:Iteration 52Q (4727.374249 sec): 3 clusters Score: Raw -245020.032571 + Penalty 2904.925217 = -242115.107354 nChanged 6 SP:Iteration 53Q (4727.466481 sec): 3 clusters Score: Raw -245023.402002 + Penalty 2904.925217 = -242118.476785 nChanged 12 SP:Iteration 54Q (4727.563325 sec): 3 clusters Score: Raw -245029.259973 + Penalty 2904.925217 = -242124.334756 nChanged 13 SP:Iteration 55Q (4727.666015 sec): 3 clusters Score: Raw -245033.900113 + Penalty 2904.925217 = -242128.974896 nChanged 2 SP:Iteration 56Q (4727.779265 sec): 3 clusters Score: Raw -245034.934444 + Penalty 2904.925217 = -242130.009227 nChanged 2 SP:Iteration 57Q (4727.885689 sec): 3 clusters Score: Raw -245035.724184 + Penalty 2904.925217 = -242130.798967 nChanged 5 SP:Iteration 58Q (4727.973096 sec): 3 clusters Score: Raw -245036.938480 + Penalty 2904.925217 = -242132.013263 nChanged 3 SP:Iteration 59Q (4728.074718 sec): 3 clusters Score: Raw -245037.337533 + Penalty 2904.925217 = -242132.412316 nChanged 2 SP:Iteration 60F (4728.153436 sec): 3 clusters Score: Raw -245037.564837 + Penalty 2904.925217 = -242132.639620 nChanged 1 SP:Iteration 61Q (4728.297916 sec): 3 clusters Score: Raw -245037.875015 + Penalty 2904.925217 = -242132.949798 nChanged 1 SP:Iteration 62Q (4728.386567 sec): 3 clusters Score: Raw -245038.263427 + Penalty 2904.925217 = -242133.338210 nChanged 3 SP:Iteration 63Q (4728.505412 sec): 3 clusters Score: Raw -245039.150982 + Penalty 2904.925217 = -242134.225765 nChanged 3 SP:Iteration 64Q (4728.632057 sec): 3 clusters Score: Raw -245039.800170 + Penalty 2904.925217 = -242134.874953 nChanged 6 SP:Iteration 65Q (4728.742566 sec): 3 clusters Score: Raw -245041.561834 + Penalty 2904.925217 = -242136.636617 nChanged 3 SP:Iteration 66Q (4728.868651 sec): 3 clusters Score: Raw -245042.372501 + Penalty 2904.925217 = -242137.447284 nChanged 1 SP:Iteration 67Q (4728.964314 sec): 3 clusters Score: Raw -245042.547127 + Penalty 2904.925217 = -242137.621910 nChanged 2 SP:Iteration 68Q (4729.055122 sec): 3 clusters Score: Raw -245043.176905 + Penalty 2904.925217 = -242138.251688 nChanged 2 SP:Iteration 69Q (4729.164006 sec): 3 clusters Score: Raw -245044.056257 + Penalty 2904.925217 = -242139.131040 nChanged 1 SP:Iteration 70Q (4729.249114 sec): 3 clusters Score: Raw -245044.403854 + Penalty 2904.925217 = -242139.478637 nChanged 1 SP:Iteration 71Q (4729.358827 sec): 3 clusters Score: Raw -245044.505949 + Penalty 2904.925217 = -242139.580732 nChanged 2 SP:Iteration 72Q (4729.477121 sec): 3 clusters Score: Raw -245044.954626 + Penalty 2904.925217 = -242140.029409 nChanged 3 SP:Iteration 73Q (4729.575908 sec): 3 clusters Score: Raw -245045.654909 + Penalty 2904.925217 = -242140.729692 nChanged 0 SP:Iteration 74F (4729.683538 sec): 3 clusters Score: Raw -245045.654909 + Penalty 2904.925217 = -242140.729692 nChanged 0 Trying to split cluster 13 (2414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4729.750976 sec): 2 clusters Score: Raw -141118.771909 + Penalty 1366.976590 = -139751.795318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4729.853218 sec): 3 clusters Score: Raw -140039.864282 + Penalty 2733.953181 = -137305.911101 nChanged 875 SP:Iteration 1F (4729.969562 sec): 3 clusters Score: Raw -140614.441803 + Penalty 2733.953181 = -137880.488622 nChanged 186 SP:Iteration 2F (4730.068203 sec): 3 clusters Score: Raw -140768.068432 + Penalty 2733.953181 = -138034.115251 nChanged 136 SP:Iteration 3F (4730.175251 sec): 3 clusters Score: Raw -140873.507556 + Penalty 2733.953181 = -138139.554375 nChanged 97 SP:Iteration 4Q (4730.289196 sec): 3 clusters Score: Raw -140942.951325 + Penalty 2733.953181 = -138208.998144 nChanged 85 SP:Iteration 5Q (4730.362500 sec): 3 clusters Score: Raw -141007.405260 + Penalty 2733.953181 = -138273.452079 nChanged 73 SP:Iteration 6Q (4730.470398 sec): 3 clusters Score: Raw -141066.261017 + Penalty 2733.953181 = -138332.307836 nChanged 70 SP:Iteration 7Q (4730.584837 sec): 3 clusters Score: Raw -141127.321608 + Penalty 2733.953181 = -138393.368427 nChanged 70 SP:Iteration 8Q (4730.660696 sec): 3 clusters Score: Raw -141195.540414 + Penalty 2733.953181 = -138461.587233 nChanged 85 SP:Iteration 9Q (4730.768613 sec): 3 clusters Score: Raw -141264.930724 + Penalty 2733.953181 = -138530.977543 nChanged 73 SP:Iteration 10Q (4730.862576 sec): 3 clusters Score: Raw -141326.874839 + Penalty 2733.953181 = -138592.921658 nChanged 66 SP:Iteration 11Q (4730.957397 sec): 3 clusters Score: Raw -141379.405978 + Penalty 2733.953181 = -138645.452797 nChanged 69 SP:Iteration 12Q (4731.059517 sec): 3 clusters Score: Raw -141446.691311 + Penalty 2733.953181 = -138712.738130 nChanged 48 SP:Iteration 13Q (4731.158878 sec): 3 clusters Score: Raw -141494.563624 + Penalty 2733.953181 = -138760.610443 nChanged 47 SP:Iteration 14Q (4731.278517 sec): 3 clusters Score: Raw -141525.993982 + Penalty 2733.953181 = -138792.040801 nChanged 37 SP:Iteration 15Q (4731.368512 sec): 3 clusters Score: Raw -141552.367917 + Penalty 2733.953181 = -138818.414736 nChanged 42 SP:Iteration 16Q (4731.473180 sec): 3 clusters Score: Raw -141583.956807 + Penalty 2733.953181 = -138850.003626 nChanged 26 SP:Iteration 17Q (4731.617212 sec): 3 clusters Score: Raw -141600.811818 + Penalty 2733.953181 = -138866.858637 nChanged 16 SP:Iteration 18Q (4731.704650 sec): 3 clusters Score: Raw -141612.016886 + Penalty 2733.953181 = -138878.063705 nChanged 16 SP:Iteration 19Q (4731.816869 sec): 3 clusters Score: Raw -141618.059521 + Penalty 2733.953181 = -138884.106340 nChanged 7 SP:Iteration 20F (4731.919915 sec): 3 clusters Score: Raw -141622.166897 + Penalty 2733.953181 = -138888.213716 nChanged 6 SP:Iteration 21Q (4732.027264 sec): 3 clusters Score: Raw -141625.597574 + Penalty 2733.953181 = -138891.644393 nChanged 5 SP:Iteration 22Q (4732.118546 sec): 3 clusters Score: Raw -141628.855974 + Penalty 2733.953181 = -138894.902793 nChanged 7 SP:Iteration 23Q (4732.200796 sec): 3 clusters Score: Raw -141633.498711 + Penalty 2733.953181 = -138899.545530 nChanged 3 SP:Iteration 24Q (4732.313657 sec): 3 clusters Score: Raw -141634.796417 + Penalty 2733.953181 = -138900.843236 nChanged 2 SP:Iteration 25Q (4732.383931 sec): 3 clusters Score: Raw -141635.880082 + Penalty 2733.953181 = -138901.926901 nChanged 2 SP:Iteration 26Q (4732.466463 sec): 3 clusters Score: Raw -141636.837259 + Penalty 2733.953181 = -138902.884078 nChanged 1 SP:Iteration 27Q (4732.566098 sec): 3 clusters Score: Raw -141636.977777 + Penalty 2733.953181 = -138903.024596 nChanged 0 SP:Iteration 28F (4732.659818 sec): 3 clusters Score: Raw -141636.977777 + Penalty 2733.953181 = -138903.024596 nChanged 0 Trying to split cluster 14 (3953 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4732.704225 sec): 2 clusters Score: Raw -280803.686029 + Penalty 1453.531376 = -279350.154652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4732.817499 sec): 3 clusters Score: Raw -278849.190396 + Penalty 2907.062752 = -275942.127643 nChanged 1540 SP:Iteration 1F (4732.928690 sec): 3 clusters Score: Raw -279701.576163 + Penalty 2907.062752 = -276794.513411 nChanged 287 SP:Iteration 2F (4733.041316 sec): 3 clusters Score: Raw -279868.339257 + Penalty 2907.062752 = -276961.276505 nChanged 224 SP:Iteration 3F (4733.139498 sec): 3 clusters Score: Raw -280000.942414 + Penalty 2907.062752 = -277093.879662 nChanged 207 SP:Iteration 4F (4733.252737 sec): 3 clusters Score: Raw -280133.728660 + Penalty 2907.062752 = -277226.665908 nChanged 188 SP:Iteration 5Q (4733.379471 sec): 3 clusters Score: Raw -280241.701161 + Penalty 2907.062752 = -277334.638409 nChanged 161 SP:Iteration 6Q (4733.472489 sec): 3 clusters Score: Raw -280331.994763 + Penalty 2907.062752 = -277424.932011 nChanged 130 SP:Iteration 7Q (4733.556286 sec): 3 clusters Score: Raw -280405.722480 + Penalty 2907.062752 = -277498.659728 nChanged 124 SP:Iteration 8Q (4733.662271 sec): 3 clusters Score: Raw -280483.175388 + Penalty 2907.062752 = -277576.112636 nChanged 122 SP:Iteration 9Q (4733.764610 sec): 3 clusters Score: Raw -280560.012055 + Penalty 2907.062752 = -277652.949303 nChanged 112 SP:Iteration 10Q (4733.871334 sec): 3 clusters Score: Raw -280639.498639 + Penalty 2907.062752 = -277732.435887 nChanged 98 SP:Iteration 11Q (4734.013737 sec): 3 clusters Score: Raw -280707.551322 + Penalty 2907.062752 = -277800.488570 nChanged 77 SP:Iteration 12Q (4734.105753 sec): 3 clusters Score: Raw -280762.483528 + Penalty 2907.062752 = -277855.420776 nChanged 61 SP:Iteration 13Q (4734.197970 sec): 3 clusters Score: Raw -280803.843523 + Penalty 2907.062752 = -277896.780771 nChanged 58 SP:Iteration 14Q (4734.297225 sec): 3 clusters Score: Raw -280838.429437 + Penalty 2907.062752 = -277931.366685 nChanged 43 SP:Iteration 15Q (4734.372460 sec): 3 clusters Score: Raw -280866.430440 + Penalty 2907.062752 = -277959.367688 nChanged 31 SP:Iteration 16Q (4734.497352 sec): 3 clusters Score: Raw -280886.724003 + Penalty 2907.062752 = -277979.661251 nChanged 25 SP:Iteration 17Q (4734.599590 sec): 3 clusters Score: Raw -280904.600775 + Penalty 2907.062752 = -277997.538022 nChanged 23 SP:Iteration 18Q (4734.720822 sec): 3 clusters Score: Raw -280920.450066 + Penalty 2907.062752 = -278013.387314 nChanged 18 SP:Iteration 19Q (4734.840589 sec): 3 clusters Score: Raw -280933.163340 + Penalty 2907.062752 = -278026.100588 nChanged 19 SP:Iteration 20F (4734.943368 sec): 3 clusters Score: Raw -280946.968397 + Penalty 2907.062752 = -278039.905644 nChanged 17 SP:Iteration 21Q (4735.042496 sec): 3 clusters Score: Raw -280958.836510 + Penalty 2907.062752 = -278051.773758 nChanged 8 SP:Iteration 22Q (4735.166945 sec): 3 clusters Score: Raw -280966.708558 + Penalty 2907.062752 = -278059.645806 nChanged 10 SP:Iteration 23Q (4735.284595 sec): 3 clusters Score: Raw -280976.536540 + Penalty 2907.062752 = -278069.473788 nChanged 5 SP:Iteration 24Q (4735.378198 sec): 3 clusters Score: Raw -280980.439589 + Penalty 2907.062752 = -278073.376836 nChanged 4 SP:Iteration 25Q (4735.466863 sec): 3 clusters Score: Raw -280983.010870 + Penalty 2907.062752 = -278075.948117 nChanged 5 SP:Iteration 26Q (4735.609869 sec): 3 clusters Score: Raw -280985.394004 + Penalty 2907.062752 = -278078.331252 nChanged 3 SP:Iteration 27Q (4735.712638 sec): 3 clusters Score: Raw -280987.263938 + Penalty 2907.062752 = -278080.201185 nChanged 0 SP:Iteration 28F (4735.851105 sec): 3 clusters Score: Raw -280987.263938 + Penalty 2907.062752 = -278080.201185 nChanged 0 Trying to split cluster 15 (2768 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4735.889933 sec): 2 clusters Score: Raw -140353.957413 + Penalty 1390.991996 = -138962.965418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4735.996667 sec): 3 clusters Score: Raw -139155.220895 + Penalty 2781.983991 = -136373.236904 nChanged 1045 SP:Iteration 1F (4736.091741 sec): 3 clusters Score: Raw -139985.168304 + Penalty 2781.983991 = -137203.184313 nChanged 262 SP:Iteration 2F (4736.231317 sec): 3 clusters Score: Raw -140379.039378 + Penalty 2781.983991 = -137597.055387 nChanged 227 SP:Iteration 3F (4736.264747 sec): 3 clusters Score: Raw -140745.430405 + Penalty 2781.983991 = -137963.446414 nChanged 202 SP:Iteration 4F (4736.298970 sec): 3 clusters Score: Raw -141038.917526 + Penalty 2781.983991 = -138256.933535 nChanged 140 SP:Iteration 5F (4736.333160 sec): 3 clusters Score: Raw -141175.597678 + Penalty 2781.983991 = -138393.613687 nChanged 102 SP:Iteration 6Q (4736.431714 sec): 3 clusters Score: Raw -141280.384291 + Penalty 2781.983991 = -138498.400300 nChanged 81 SP:Iteration 7Q (4736.515655 sec): 3 clusters Score: Raw -141334.477644 + Penalty 2781.983991 = -138552.493652 nChanged 57 SP:Iteration 8Q (4736.616559 sec): 3 clusters Score: Raw -141371.657334 + Penalty 2781.983991 = -138589.673343 nChanged 42 SP:Iteration 9Q (4736.708942 sec): 3 clusters Score: Raw -141401.366764 + Penalty 2781.983991 = -138619.382772 nChanged 27 SP:Iteration 10Q (4736.827035 sec): 3 clusters Score: Raw -141420.831055 + Penalty 2781.983991 = -138638.847064 nChanged 26 SP:Iteration 11Q (4736.919046 sec): 3 clusters Score: Raw -141441.469578 + Penalty 2781.983991 = -138659.485587 nChanged 22 SP:Iteration 12Q (4737.013772 sec): 3 clusters Score: Raw -141457.445409 + Penalty 2781.983991 = -138675.461418 nChanged 26 SP:Iteration 13Q (4737.117765 sec): 3 clusters Score: Raw -141474.052565 + Penalty 2781.983991 = -138692.068574 nChanged 21 SP:Iteration 14Q (4737.186161 sec): 3 clusters Score: Raw -141485.825286 + Penalty 2781.983991 = -138703.841295 nChanged 19 SP:Iteration 15Q (4737.264279 sec): 3 clusters Score: Raw -141497.349563 + Penalty 2781.983991 = -138715.365571 nChanged 19 SP:Iteration 16Q (4737.379854 sec): 3 clusters Score: Raw -141511.959337 + Penalty 2781.983991 = -138729.975346 nChanged 23 SP:Iteration 17Q (4737.464164 sec): 3 clusters Score: Raw -141526.200620 + Penalty 2781.983991 = -138744.216629 nChanged 15 SP:Iteration 18Q (4737.572705 sec): 3 clusters Score: Raw -141536.880627 + Penalty 2781.983991 = -138754.896636 nChanged 17 SP:Iteration 19Q (4737.698348 sec): 3 clusters Score: Raw -141547.118789 + Penalty 2781.983991 = -138765.134798 nChanged 17 SP:Iteration 20F (4737.773404 sec): 3 clusters Score: Raw -141561.351825 + Penalty 2781.983991 = -138779.367834 nChanged 20 SP:Iteration 21Q (4737.884445 sec): 3 clusters Score: Raw -141579.300056 + Penalty 2781.983991 = -138797.316065 nChanged 18 SP:Iteration 22Q (4737.997035 sec): 3 clusters Score: Raw -141591.108093 + Penalty 2781.983991 = -138809.124102 nChanged 14 SP:Iteration 23Q (4738.116762 sec): 3 clusters Score: Raw -141598.912688 + Penalty 2781.983991 = -138816.928696 nChanged 8 SP:Iteration 24Q (4738.214826 sec): 3 clusters Score: Raw -141603.849254 + Penalty 2781.983991 = -138821.865262 nChanged 8 SP:Iteration 25Q (4738.283705 sec): 3 clusters Score: Raw -141608.314598 + Penalty 2781.983991 = -138826.330607 nChanged 5 SP:Iteration 26Q (4738.362570 sec): 3 clusters Score: Raw -141610.315446 + Penalty 2781.983991 = -138828.331455 nChanged 1 SP:Iteration 27Q (4738.438542 sec): 3 clusters Score: Raw -141610.486464 + Penalty 2781.983991 = -138828.502473 nChanged 0 SP:Iteration 28F (4738.534180 sec): 3 clusters Score: Raw -141610.486464 + Penalty 2781.983991 = -138828.502473 nChanged 0 Trying to split cluster 16 (5071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4738.598733 sec): 2 clusters Score: Raw -336611.365910 + Penalty 1497.241977 = -335114.123934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4738.716437 sec): 3 clusters Score: Raw -333987.285780 + Penalty 2994.483954 = -330992.801826 nChanged 2042 SP:Iteration 1F (4738.835381 sec): 3 clusters Score: Raw -335354.008876 + Penalty 2994.483954 = -332359.524922 nChanged 498 SP:Iteration 2F (4738.924639 sec): 3 clusters Score: Raw -335836.772527 + Penalty 2994.483954 = -332842.288573 nChanged 429 SP:Iteration 3F (4739.024061 sec): 3 clusters Score: Raw -336277.242870 + Penalty 2994.483954 = -333282.758916 nChanged 376 SP:Iteration 4F (4739.128692 sec): 3 clusters Score: Raw -336632.217800 + Penalty 2994.483954 = -333637.733847 nChanged 305 SP:Iteration 5F (4739.254529 sec): 3 clusters Score: Raw -336863.976103 + Penalty 2994.483954 = -333869.492149 nChanged 211 SP:Iteration 6Q (4739.328790 sec): 3 clusters Score: Raw -336986.201584 + Penalty 2994.483954 = -333991.717630 nChanged 140 SP:Iteration 7Q (4739.447670 sec): 3 clusters Score: Raw -337050.843813 + Penalty 2994.483954 = -334056.359859 nChanged 112 SP:Iteration 8Q (4739.554156 sec): 3 clusters Score: Raw -337113.421440 + Penalty 2994.483954 = -334118.937486 nChanged 91 SP:Iteration 9Q (4739.669116 sec): 3 clusters Score: Raw -337157.115240 + Penalty 2994.483954 = -334162.631286 nChanged 71 SP:Iteration 10Q (4739.795957 sec): 3 clusters Score: Raw -337186.464417 + Penalty 2994.483954 = -334191.980463 nChanged 47 SP:Iteration 11Q (4739.887980 sec): 3 clusters Score: Raw -337205.166819 + Penalty 2994.483954 = -334210.682865 nChanged 41 SP:Iteration 12Q (4740.001002 sec): 3 clusters Score: Raw -337220.588280 + Penalty 2994.483954 = -334226.104326 nChanged 30 SP:Iteration 13Q (4740.117732 sec): 3 clusters Score: Raw -337231.231927 + Penalty 2994.483954 = -334236.747973 nChanged 28 SP:Iteration 14Q (4740.207070 sec): 3 clusters Score: Raw -337240.747987 + Penalty 2994.483954 = -334246.264033 nChanged 16 SP:Iteration 15Q (4740.326232 sec): 3 clusters Score: Raw -337245.119533 + Penalty 2994.483954 = -334250.635579 nChanged 15 SP:Iteration 16Q (4740.427791 sec): 3 clusters Score: Raw -337248.953561 + Penalty 2994.483954 = -334254.469607 nChanged 12 SP:Iteration 17Q (4740.533967 sec): 3 clusters Score: Raw -337252.297614 + Penalty 2994.483954 = -334257.813660 nChanged 7 SP:Iteration 18Q (4740.628912 sec): 3 clusters Score: Raw -337254.159108 + Penalty 2994.483954 = -334259.675154 nChanged 5 SP:Iteration 19Q (4740.746725 sec): 3 clusters Score: Raw -337255.208272 + Penalty 2994.483954 = -334260.724319 nChanged 6 SP:Iteration 20F (4740.877041 sec): 3 clusters Score: Raw -337256.508841 + Penalty 2994.483954 = -334262.024887 nChanged 0 Trying to split cluster 17 (1867 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4740.920134 sec): 2 clusters Score: Raw -105129.269089 + Penalty 1321.881469 = -103807.387620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4741.019728 sec): 3 clusters Score: Raw -104410.658722 + Penalty 2643.762938 = -101766.895784 nChanged 621 SP:Iteration 1F (4741.117993 sec): 3 clusters Score: Raw -104860.641761 + Penalty 2643.762938 = -102216.878823 nChanged 150 SP:Iteration 2F (4741.220421 sec): 3 clusters Score: Raw -104982.438877 + Penalty 2643.762938 = -102338.675938 nChanged 85 SP:Iteration 3Q (4741.316835 sec): 3 clusters Score: Raw -105053.484361 + Penalty 2643.762938 = -102409.721423 nChanged 70 SP:Iteration 4Q (4741.441405 sec): 3 clusters Score: Raw -105111.481398 + Penalty 2643.762938 = -102467.718460 nChanged 49 SP:Iteration 5Q (4741.520333 sec): 3 clusters Score: Raw -105146.313694 + Penalty 2643.762938 = -102502.550756 nChanged 49 SP:Iteration 6Q (4741.618864 sec): 3 clusters Score: Raw -105187.499164 + Penalty 2643.762938 = -102543.736226 nChanged 37 SP:Iteration 7Q (4741.697339 sec): 3 clusters Score: Raw -105215.974760 + Penalty 2643.762938 = -102572.211821 nChanged 33 SP:Iteration 8Q (4741.822814 sec): 3 clusters Score: Raw -105241.836181 + Penalty 2643.762938 = -102598.073243 nChanged 24 SP:Iteration 9Q (4741.911243 sec): 3 clusters Score: Raw -105258.945881 + Penalty 2643.762938 = -102615.182943 nChanged 23 SP:Iteration 10Q (4742.003704 sec): 3 clusters Score: Raw -105277.958656 + Penalty 2643.762938 = -102634.195717 nChanged 30 SP:Iteration 11Q (4742.090198 sec): 3 clusters Score: Raw -105302.320491 + Penalty 2643.762938 = -102658.557552 nChanged 22 SP:Iteration 12Q (4742.214101 sec): 3 clusters Score: Raw -105317.434601 + Penalty 2643.762938 = -102673.671663 nChanged 20 SP:Iteration 13Q (4742.315097 sec): 3 clusters Score: Raw -105329.318846 + Penalty 2643.762938 = -102685.555907 nChanged 15 SP:Iteration 14Q (4742.419516 sec): 3 clusters Score: Raw -105339.583330 + Penalty 2643.762938 = -102695.820391 nChanged 20 SP:Iteration 15Q (4742.521056 sec): 3 clusters Score: Raw -105352.156195 + Penalty 2643.762938 = -102708.393256 nChanged 19 SP:Iteration 16Q (4742.616948 sec): 3 clusters Score: Raw -105369.412996 + Penalty 2643.762938 = -102725.650057 nChanged 16 SP:Iteration 17Q (4742.730211 sec): 3 clusters Score: Raw -105384.788320 + Penalty 2643.762938 = -102741.025381 nChanged 14 SP:Iteration 18Q (4742.837023 sec): 3 clusters Score: Raw -105395.818712 + Penalty 2643.762938 = -102752.055773 nChanged 12 SP:Iteration 19Q (4742.952700 sec): 3 clusters Score: Raw -105405.676108 + Penalty 2643.762938 = -102761.913169 nChanged 10 SP:Iteration 20F (4743.040166 sec): 3 clusters Score: Raw -105413.084635 + Penalty 2643.762938 = -102769.321696 nChanged 10 SP:Iteration 21Q (4743.140793 sec): 3 clusters Score: Raw -105418.409916 + Penalty 2643.762938 = -102774.646978 nChanged 11 SP:Iteration 22Q (4743.247432 sec): 3 clusters Score: Raw -105423.122743 + Penalty 2643.762938 = -102779.359805 nChanged 4 SP:Iteration 23Q (4743.341545 sec): 3 clusters Score: Raw -105426.066064 + Penalty 2643.762938 = -102782.303126 nChanged 3 SP:Iteration 24Q (4743.445931 sec): 3 clusters Score: Raw -105427.474775 + Penalty 2643.762938 = -102783.711837 nChanged 1 SP:Iteration 25Q (4743.554842 sec): 3 clusters Score: Raw -105428.253401 + Penalty 2643.762938 = -102784.490462 nChanged 1 SP:Iteration 26Q (4743.662293 sec): 3 clusters Score: Raw -105428.843443 + Penalty 2643.762938 = -102785.080505 nChanged 2 SP:Iteration 27Q (4743.773368 sec): 3 clusters Score: Raw -105430.779981 + Penalty 2643.762938 = -102787.017043 nChanged 2 SP:Iteration 28Q (4743.893132 sec): 3 clusters Score: Raw -105431.385847 + Penalty 2643.762938 = -102787.622909 nChanged 1 SP:Iteration 29Q (4743.974224 sec): 3 clusters Score: Raw -105431.550169 + Penalty 2643.762938 = -102787.787230 nChanged 2 SP:Iteration 30Q (4744.064006 sec): 3 clusters Score: Raw -105432.272941 + Penalty 2643.762938 = -102788.510003 nChanged 3 SP:Iteration 31Q (4744.171095 sec): 3 clusters Score: Raw -105434.358994 + Penalty 2643.762938 = -102790.596056 nChanged 2 SP:Iteration 32Q (4744.294117 sec): 3 clusters Score: Raw -105435.383737 + Penalty 2643.762938 = -102791.620799 nChanged 3 SP:Iteration 33Q (4744.373041 sec): 3 clusters Score: Raw -105437.431714 + Penalty 2643.762938 = -102793.668776 nChanged 6 SP:Iteration 34Q (4744.510607 sec): 3 clusters Score: Raw -105444.539204 + Penalty 2643.762938 = -102800.776265 nChanged 9 SP:Iteration 35Q (4744.593464 sec): 3 clusters Score: Raw -105452.043106 + Penalty 2643.762938 = -102808.280167 nChanged 16 SP:Iteration 36Q (4744.675269 sec): 3 clusters Score: Raw -105463.201638 + Penalty 2643.762938 = -102819.438700 nChanged 13 SP:Iteration 37Q (4744.779466 sec): 3 clusters Score: Raw -105473.186013 + Penalty 2643.762938 = -102829.423074 nChanged 8 SP:Iteration 38Q (4744.871326 sec): 3 clusters Score: Raw -105480.072533 + Penalty 2643.762938 = -102836.309594 nChanged 10 SP:Iteration 39Q (4744.996082 sec): 3 clusters Score: Raw -105484.591431 + Penalty 2643.762938 = -102840.828493 nChanged 5 SP:Iteration 40F (4745.096979 sec): 3 clusters Score: Raw -105487.603482 + Penalty 2643.762938 = -102843.840543 nChanged 13 SP:Iteration 41Q (4745.194567 sec): 3 clusters Score: Raw -105497.536823 + Penalty 2643.762938 = -102853.773885 nChanged 14 SP:Iteration 42Q (4745.305700 sec): 3 clusters Score: Raw -105507.407281 + Penalty 2643.762938 = -102863.644342 nChanged 13 SP:Iteration 43Q (4745.414912 sec): 3 clusters Score: Raw -105517.030746 + Penalty 2643.762938 = -102873.267807 nChanged 15 SP:Iteration 44Q (4745.514162 sec): 3 clusters Score: Raw -105528.631478 + Penalty 2643.762938 = -102884.868540 nChanged 9 SP:Iteration 45Q (4745.602150 sec): 3 clusters Score: Raw -105535.311485 + Penalty 2643.762938 = -102891.548547 nChanged 11 SP:Iteration 46Q (4745.681863 sec): 3 clusters Score: Raw -105541.955855 + Penalty 2643.762938 = -102898.192916 nChanged 9 SP:Iteration 47Q (4745.772151 sec): 3 clusters Score: Raw -105547.066616 + Penalty 2643.762938 = -102903.303677 nChanged 6 SP:Iteration 48Q (4745.882633 sec): 3 clusters Score: Raw -105549.418986 + Penalty 2643.762938 = -102905.656048 nChanged 3 SP:Iteration 49Q (4745.982195 sec): 3 clusters Score: Raw -105551.019891 + Penalty 2643.762938 = -102907.256953 nChanged 4 SP:Iteration 50Q (4746.060747 sec): 3 clusters Score: Raw -105554.268101 + Penalty 2643.762938 = -102910.505162 nChanged 4 SP:Iteration 51Q (4746.151743 sec): 3 clusters Score: Raw -105557.958612 + Penalty 2643.762938 = -102914.195673 nChanged 5 SP:Iteration 52Q (4746.243010 sec): 3 clusters Score: Raw -105561.274395 + Penalty 2643.762938 = -102917.511457 nChanged 2 SP:Iteration 53Q (4746.335277 sec): 3 clusters Score: Raw -105562.461710 + Penalty 2643.762938 = -102918.698772 nChanged 2 SP:Iteration 54Q (4746.459178 sec): 3 clusters Score: Raw -105562.783064 + Penalty 2643.762938 = -102919.020125 nChanged 1 SP:Iteration 55Q (4746.523212 sec): 3 clusters Score: Raw -105563.545641 + Penalty 2643.762938 = -102919.782703 nChanged 2 SP:Iteration 56Q (4746.612151 sec): 3 clusters Score: Raw -105565.254540 + Penalty 2643.762938 = -102921.491601 nChanged 3 SP:Iteration 57Q (4746.693022 sec): 3 clusters Score: Raw -105566.519608 + Penalty 2643.762938 = -102922.756670 nChanged 4 SP:Iteration 58Q (4746.774208 sec): 3 clusters Score: Raw -105568.297530 + Penalty 2643.762938 = -102924.534591 nChanged 3 SP:Iteration 59Q (4746.866233 sec): 3 clusters Score: Raw -105569.347308 + Penalty 2643.762938 = -102925.584369 nChanged 1 SP:Iteration 60F (4746.994503 sec): 3 clusters Score: Raw -105569.885462 + Penalty 2643.762938 = -102926.122523 nChanged 3 SP:Iteration 61Q (4747.083703 sec): 3 clusters Score: Raw -105570.781396 + Penalty 2643.762938 = -102927.018458 nChanged 3 SP:Iteration 62Q (4747.189792 sec): 3 clusters Score: Raw -105571.722172 + Penalty 2643.762938 = -102927.959234 nChanged 1 SP:Iteration 63Q (4747.308406 sec): 3 clusters Score: Raw -105572.022549 + Penalty 2643.762938 = -102928.259610 nChanged 1 SP:Iteration 64Q (4747.387813 sec): 3 clusters Score: Raw -105573.849593 + Penalty 2643.762938 = -102930.086655 nChanged 3 SP:Iteration 65Q (4747.485102 sec): 3 clusters Score: Raw -105575.113971 + Penalty 2643.762938 = -102931.351032 nChanged 2 SP:Iteration 66Q (4747.597522 sec): 3 clusters Score: Raw -105575.551995 + Penalty 2643.762938 = -102931.789056 nChanged 1 SP:Iteration 67Q (4747.697610 sec): 3 clusters Score: Raw -105575.841367 + Penalty 2643.762938 = -102932.078429 nChanged 0 SP:Iteration 68F (4747.788787 sec): 3 clusters Score: Raw -105575.841367 + Penalty 2643.762938 = -102932.078429 nChanged 0 Trying to split cluster 18 (1034 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4747.844565 sec): 2 clusters Score: Raw -53287.244036 + Penalty 1218.178855 = -52069.065182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4747.950205 sec): 3 clusters Score: Raw -52972.540388 + Penalty 2436.357709 = -50536.182678 nChanged 313 SP:Iteration 1F (4748.037978 sec): 3 clusters Score: Raw -53349.047392 + Penalty 2436.357709 = -50912.689683 nChanged 98 SP:Iteration 2F (4748.132243 sec): 3 clusters Score: Raw -53476.847448 + Penalty 2436.357709 = -51040.489739 nChanged 41 SP:Iteration 3Q (4748.224551 sec): 3 clusters Score: Raw -53536.315826 + Penalty 2436.357709 = -51099.958117 nChanged 28 SP:Iteration 4Q (4748.325560 sec): 3 clusters Score: Raw -53575.241097 + Penalty 2436.357709 = -51138.883388 nChanged 26 SP:Iteration 5Q (4748.410668 sec): 3 clusters Score: Raw -53606.003838 + Penalty 2436.357709 = -51169.646128 nChanged 19 SP:Iteration 6Q (4748.509251 sec): 3 clusters Score: Raw -53626.302207 + Penalty 2436.357709 = -51189.944497 nChanged 16 SP:Iteration 7Q (4748.604447 sec): 3 clusters Score: Raw -53645.640255 + Penalty 2436.357709 = -51209.282546 nChanged 11 SP:Iteration 8Q (4748.711217 sec): 3 clusters Score: Raw -53665.385281 + Penalty 2436.357709 = -51229.027572 nChanged 11 SP:Iteration 9Q (4748.814208 sec): 3 clusters Score: Raw -53678.797023 + Penalty 2436.357709 = -51242.439314 nChanged 8 SP:Iteration 10Q (4748.902119 sec): 3 clusters Score: Raw -53694.182153 + Penalty 2436.357709 = -51257.824444 nChanged 7 SP:Iteration 11Q (4748.998052 sec): 3 clusters Score: Raw -53703.867002 + Penalty 2436.357709 = -51267.509293 nChanged 5 SP:Iteration 12Q (4749.093287 sec): 3 clusters Score: Raw -53712.235188 + Penalty 2436.357709 = -51275.877478 nChanged 5 SP:Iteration 13Q (4749.183783 sec): 3 clusters Score: Raw -53717.948394 + Penalty 2436.357709 = -51281.590684 nChanged 5 SP:Iteration 14Q (4749.265510 sec): 3 clusters Score: Raw -53723.409301 + Penalty 2436.357709 = -51287.051592 nChanged 3 SP:Iteration 15Q (4749.360661 sec): 3 clusters Score: Raw -53726.325420 + Penalty 2436.357709 = -51289.967710 nChanged 1 SP:Iteration 16Q (4749.467929 sec): 3 clusters Score: Raw -53726.967935 + Penalty 2436.357709 = -51290.610225 nChanged 2 SP:Iteration 17Q (4749.575104 sec): 3 clusters Score: Raw -53729.458972 + Penalty 2436.357709 = -51293.101263 nChanged 2 SP:Iteration 18Q (4749.678233 sec): 3 clusters Score: Raw -53731.885002 + Penalty 2436.357709 = -51295.527293 nChanged 1 SP:Iteration 19Q (4749.780983 sec): 3 clusters Score: Raw -53732.882061 + Penalty 2436.357709 = -51296.524351 nChanged 2 SP:Iteration 20F (4749.905731 sec): 3 clusters Score: Raw -53735.465494 + Penalty 2436.357709 = -51299.107785 nChanged 4 SP:Iteration 21Q (4750.009596 sec): 3 clusters Score: Raw -53738.862791 + Penalty 2436.357709 = -51302.505082 nChanged 2 SP:Iteration 22Q (4750.098930 sec): 3 clusters Score: Raw -53741.376698 + Penalty 2436.357709 = -51305.018989 nChanged 1 SP:Iteration 23Q (4750.184267 sec): 3 clusters Score: Raw -53741.847377 + Penalty 2436.357709 = -51305.489668 nChanged 0 SP:Iteration 24F (4750.289327 sec): 3 clusters Score: Raw -53741.847377 + Penalty 2436.357709 = -51305.489668 nChanged 0 Trying to split cluster 19 (4879 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4750.367758 sec): 2 clusters Score: Raw -291070.153727 + Penalty 1490.468071 = -289579.685656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4750.497309 sec): 3 clusters Score: Raw -288673.152730 + Penalty 2980.936141 = -285692.216589 nChanged 1956 SP:Iteration 1F (4750.592155 sec): 3 clusters Score: Raw -289927.599317 + Penalty 2980.936141 = -286946.663175 nChanged 390 SP:Iteration 2F (4750.710440 sec): 3 clusters Score: Raw -290193.187154 + Penalty 2980.936141 = -287212.251012 nChanged 290 SP:Iteration 3F (4750.818607 sec): 3 clusters Score: Raw -290404.788938 + Penalty 2980.936141 = -287423.852796 nChanged 245 SP:Iteration 4F (4750.932100 sec): 3 clusters Score: Raw -290604.166816 + Penalty 2980.936141 = -287623.230674 nChanged 224 SP:Iteration 5Q (4751.056889 sec): 3 clusters Score: Raw -290781.071092 + Penalty 2980.936141 = -287800.134951 nChanged 206 SP:Iteration 6Q (4751.182063 sec): 3 clusters Score: Raw -290964.471967 + Penalty 2980.936141 = -287983.535825 nChanged 210 SP:Iteration 7Q (4751.278620 sec): 3 clusters Score: Raw -291160.241319 + Penalty 2980.936141 = -288179.305178 nChanged 191 SP:Iteration 8Q (4751.371347 sec): 3 clusters Score: Raw -291309.046885 + Penalty 2980.936141 = -288328.110744 nChanged 155 SP:Iteration 9Q (4751.459785 sec): 3 clusters Score: Raw -291418.771467 + Penalty 2980.936141 = -288437.835326 nChanged 120 SP:Iteration 10Q (4751.568532 sec): 3 clusters Score: Raw -291488.431942 + Penalty 2980.936141 = -288507.495801 nChanged 96 SP:Iteration 11Q (4751.674246 sec): 3 clusters Score: Raw -291549.232219 + Penalty 2980.936141 = -288568.296077 nChanged 88 SP:Iteration 12Q (4751.786548 sec): 3 clusters Score: Raw -291597.048268 + Penalty 2980.936141 = -288616.112126 nChanged 78 SP:Iteration 13Q (4751.857038 sec): 3 clusters Score: Raw -291626.464349 + Penalty 2980.936141 = -288645.528207 nChanged 47 SP:Iteration 14Q (4751.967932 sec): 3 clusters Score: Raw -291650.140538 + Penalty 2980.936141 = -288669.204396 nChanged 38 SP:Iteration 15Q (4752.057220 sec): 3 clusters Score: Raw -291667.491475 + Penalty 2980.936141 = -288686.555334 nChanged 31 SP:Iteration 16Q (4752.191707 sec): 3 clusters Score: Raw -291680.231552 + Penalty 2980.936141 = -288699.295411 nChanged 27 SP:Iteration 17Q (4752.295730 sec): 3 clusters Score: Raw -291689.105028 + Penalty 2980.936141 = -288708.168887 nChanged 27 SP:Iteration 18Q (4752.390525 sec): 3 clusters Score: Raw -291696.651599 + Penalty 2980.936141 = -288715.715458 nChanged 20 SP:Iteration 19Q (4752.492071 sec): 3 clusters Score: Raw -291701.745399 + Penalty 2980.936141 = -288720.809258 nChanged 12 SP:Iteration 20F (4752.615235 sec): 3 clusters Score: Raw -291705.607740 + Penalty 2980.936141 = -288724.671599 nChanged 9 SP:Iteration 21Q (4752.712867 sec): 3 clusters Score: Raw -291707.652704 + Penalty 2980.936141 = -288726.716562 nChanged 4 SP:Iteration 22Q (4752.833987 sec): 3 clusters Score: Raw -291708.553248 + Penalty 2980.936141 = -288727.617106 nChanged 3 SP:Iteration 23Q (4752.982995 sec): 3 clusters Score: Raw -291709.620526 + Penalty 2980.936141 = -288728.684384 nChanged 6 SP:Iteration 24Q (4753.078896 sec): 3 clusters Score: Raw -291711.046472 + Penalty 2980.936141 = -288730.110331 nChanged 4 SP:Iteration 25Q (4753.174505 sec): 3 clusters Score: Raw -291711.673041 + Penalty 2980.936141 = -288730.736900 nChanged 4 SP:Iteration 26Q (4753.294772 sec): 3 clusters Score: Raw -291712.975748 + Penalty 2980.936141 = -288732.039606 nChanged 8 SP:Iteration 27Q (4753.412458 sec): 3 clusters Score: Raw -291714.164549 + Penalty 2980.936141 = -288733.228408 nChanged 5 SP:Iteration 28Q (4753.534426 sec): 3 clusters Score: Raw -291714.827018 + Penalty 2980.936141 = -288733.890876 nChanged 5 SP:Iteration 29Q (4753.651879 sec): 3 clusters Score: Raw -291715.669337 + Penalty 2980.936141 = -288734.733196 nChanged 2 SP:Iteration 30Q (4753.764707 sec): 3 clusters Score: Raw -291716.147394 + Penalty 2980.936141 = -288735.211252 nChanged 2 SP:Iteration 31Q (4753.886091 sec): 3 clusters Score: Raw -291717.112594 + Penalty 2980.936141 = -288736.176452 nChanged 6 SP:Iteration 32Q (4754.006324 sec): 3 clusters Score: Raw -291718.335488 + Penalty 2980.936141 = -288737.399347 nChanged 5 SP:Iteration 33Q (4754.133125 sec): 3 clusters Score: Raw -291719.163282 + Penalty 2980.936141 = -288738.227141 nChanged 1 SP:Iteration 34Q (4754.235099 sec): 3 clusters Score: Raw -291719.237270 + Penalty 2980.936141 = -288738.301129 nChanged 1 SP:Iteration 35Q (4754.358521 sec): 3 clusters Score: Raw -291719.320509 + Penalty 2980.936141 = -288738.384367 nChanged 1 SP:Iteration 36Q (4754.479482 sec): 3 clusters Score: Raw -291719.642560 + Penalty 2980.936141 = -288738.706418 nChanged 1 SP:Iteration 37Q (4754.600329 sec): 3 clusters Score: Raw -291719.813288 + Penalty 2980.936141 = -288738.877146 nChanged 1 SP:Iteration 38Q (4754.729115 sec): 3 clusters Score: Raw -291720.286540 + Penalty 2980.936141 = -288739.350399 nChanged 3 SP:Iteration 39Q (4754.833713 sec): 3 clusters Score: Raw -291721.057210 + Penalty 2980.936141 = -288740.121069 nChanged 2 SP:Iteration 40F (4754.959075 sec): 3 clusters Score: Raw -291721.598458 + Penalty 2980.936141 = -288740.662317 nChanged 1 SP:Iteration 41Q (4755.073155 sec): 3 clusters Score: Raw -291721.695478 + Penalty 2980.936141 = -288740.759337 nChanged 0 SP:Iteration 42F (4755.187020 sec): 3 clusters Score: Raw -291721.695478 + Penalty 2980.936141 = -288740.759337 nChanged 0 Trying to split cluster 20 (4993 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4755.283860 sec): 2 clusters Score: Raw -287400.405294 + Penalty 1494.521533 = -285905.883761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4755.389142 sec): 3 clusters Score: Raw -284813.344537 + Penalty 2989.043066 = -281824.301471 nChanged 2009 SP:Iteration 1F (4755.531776 sec): 3 clusters Score: Raw -286136.544037 + Penalty 2989.043066 = -283147.500971 nChanged 468 SP:Iteration 2F (4755.650345 sec): 3 clusters Score: Raw -286533.288074 + Penalty 2989.043066 = -283544.245008 nChanged 372 SP:Iteration 3F (4755.755316 sec): 3 clusters Score: Raw -286852.101072 + Penalty 2989.043066 = -283863.058006 nChanged 326 SP:Iteration 4F (4755.873360 sec): 3 clusters Score: Raw -287104.510199 + Penalty 2989.043066 = -284115.467133 nChanged 241 SP:Iteration 5Q (4755.997301 sec): 3 clusters Score: Raw -287265.003290 + Penalty 2989.043066 = -284275.960224 nChanged 184 SP:Iteration 6Q (4756.091469 sec): 3 clusters Score: Raw -287375.949974 + Penalty 2989.043066 = -284386.906908 nChanged 134 SP:Iteration 7Q (4756.213833 sec): 3 clusters Score: Raw -287453.450098 + Penalty 2989.043066 = -284464.407032 nChanged 135 SP:Iteration 8Q (4756.330095 sec): 3 clusters Score: Raw -287528.346890 + Penalty 2989.043066 = -284539.303824 nChanged 114 SP:Iteration 9Q (4756.451793 sec): 3 clusters Score: Raw -287594.566510 + Penalty 2989.043066 = -284605.523444 nChanged 100 SP:Iteration 10Q (4756.580128 sec): 3 clusters Score: Raw -287643.034277 + Penalty 2989.043066 = -284653.991211 nChanged 75 SP:Iteration 11Q (4756.705390 sec): 3 clusters Score: Raw -287673.123791 + Penalty 2989.043066 = -284684.080725 nChanged 67 SP:Iteration 12Q (4756.812853 sec): 3 clusters Score: Raw -287706.770472 + Penalty 2989.043066 = -284717.727406 nChanged 63 SP:Iteration 13Q (4756.924171 sec): 3 clusters Score: Raw -287738.284224 + Penalty 2989.043066 = -284749.241158 nChanged 66 SP:Iteration 14Q (4757.069512 sec): 3 clusters Score: Raw -287768.197064 + Penalty 2989.043066 = -284779.153998 nChanged 48 SP:Iteration 15Q (4757.161664 sec): 3 clusters Score: Raw -287789.565611 + Penalty 2989.043066 = -284800.522545 nChanged 55 SP:Iteration 16Q (4757.289393 sec): 3 clusters Score: Raw -287814.165620 + Penalty 2989.043066 = -284825.122554 nChanged 57 SP:Iteration 17Q (4757.394563 sec): 3 clusters Score: Raw -287844.065121 + Penalty 2989.043066 = -284855.022055 nChanged 46 SP:Iteration 18Q (4757.515286 sec): 3 clusters Score: Raw -287869.660712 + Penalty 2989.043066 = -284880.617646 nChanged 51 SP:Iteration 19Q (4757.631638 sec): 3 clusters Score: Raw -287892.385286 + Penalty 2989.043066 = -284903.342220 nChanged 56 SP:Iteration 20F (4757.746959 sec): 3 clusters Score: Raw -287917.378193 + Penalty 2989.043066 = -284928.335127 nChanged 41 SP:Iteration 21Q (4757.882529 sec): 3 clusters Score: Raw -287930.809241 + Penalty 2989.043066 = -284941.766176 nChanged 29 SP:Iteration 22Q (4757.998455 sec): 3 clusters Score: Raw -287939.859388 + Penalty 2989.043066 = -284950.816322 nChanged 22 SP:Iteration 23Q (4758.115674 sec): 3 clusters Score: Raw -287946.545682 + Penalty 2989.043066 = -284957.502616 nChanged 23 SP:Iteration 24Q (4758.225425 sec): 3 clusters Score: Raw -287955.126924 + Penalty 2989.043066 = -284966.083858 nChanged 23 SP:Iteration 25Q (4758.328805 sec): 3 clusters Score: Raw -287965.069102 + Penalty 2989.043066 = -284976.026036 nChanged 22 SP:Iteration 26Q (4758.448281 sec): 3 clusters Score: Raw -287972.801330 + Penalty 2989.043066 = -284983.758264 nChanged 21 SP:Iteration 27Q (4758.555514 sec): 3 clusters Score: Raw -287978.924833 + Penalty 2989.043066 = -284989.881767 nChanged 20 SP:Iteration 28Q (4758.643909 sec): 3 clusters Score: Raw -287984.224982 + Penalty 2989.043066 = -284995.181916 nChanged 14 SP:Iteration 29Q (4758.751000 sec): 3 clusters Score: Raw -287987.260612 + Penalty 2989.043066 = -284998.217546 nChanged 15 SP:Iteration 30Q (4758.876427 sec): 3 clusters Score: Raw -287992.789819 + Penalty 2989.043066 = -285003.746753 nChanged 17 SP:Iteration 31Q (4758.984342 sec): 3 clusters Score: Raw -287998.946864 + Penalty 2989.043066 = -285009.903798 nChanged 22 SP:Iteration 32Q (4759.066970 sec): 3 clusters Score: Raw -288008.220905 + Penalty 2989.043066 = -285019.177839 nChanged 20 SP:Iteration 33Q (4759.158237 sec): 3 clusters Score: Raw -288015.939635 + Penalty 2989.043066 = -285026.896569 nChanged 24 SP:Iteration 34Q (4759.264611 sec): 3 clusters Score: Raw -288023.568324 + Penalty 2989.043066 = -285034.525258 nChanged 19 SP:Iteration 35Q (4759.345539 sec): 3 clusters Score: Raw -288032.269022 + Penalty 2989.043066 = -285043.225956 nChanged 24 SP:Iteration 36Q (4759.435303 sec): 3 clusters Score: Raw -288041.718481 + Penalty 2989.043066 = -285052.675415 nChanged 23 SP:Iteration 37Q (4759.547542 sec): 3 clusters Score: Raw -288051.580363 + Penalty 2989.043066 = -285062.537297 nChanged 19 SP:Iteration 38Q (4759.640388 sec): 3 clusters Score: Raw -288059.039388 + Penalty 2989.043066 = -285069.996322 nChanged 23 SP:Iteration 39Q (4759.728792 sec): 3 clusters Score: Raw -288070.059286 + Penalty 2989.043066 = -285081.016220 nChanged 30 SP:Iteration 40F (4759.814713 sec): 3 clusters Score: Raw -288084.360763 + Penalty 2989.043066 = -285095.317697 nChanged 23 SP:Iteration 41Q (4759.890877 sec): 3 clusters Score: Raw -288095.253991 + Penalty 2989.043066 = -285106.210925 nChanged 24 SP:Iteration 42Q (4760.001584 sec): 3 clusters Score: Raw -288104.618331 + Penalty 2989.043066 = -285115.575265 nChanged 24 SP:Iteration 43Q (4760.095669 sec): 3 clusters Score: Raw -288116.774721 + Penalty 2989.043066 = -285127.731655 nChanged 24 SP:Iteration 44Q (4760.190551 sec): 3 clusters Score: Raw -288127.690174 + Penalty 2989.043066 = -285138.647108 nChanged 27 SP:Iteration 45Q (4760.267258 sec): 3 clusters Score: Raw -288146.884493 + Penalty 2989.043066 = -285157.841427 nChanged 32 SP:Iteration 46Q (4760.358929 sec): 3 clusters Score: Raw -288169.236095 + Penalty 2989.043066 = -285180.193029 nChanged 29 SP:Iteration 47Q (4760.472368 sec): 3 clusters Score: Raw -288186.331539 + Penalty 2989.043066 = -285197.288473 nChanged 31 SP:Iteration 48Q (4760.551428 sec): 3 clusters Score: Raw -288199.159294 + Penalty 2989.043066 = -285210.116229 nChanged 29 SP:Iteration 49Q (4760.648386 sec): 3 clusters Score: Raw -288208.835190 + Penalty 2989.043066 = -285219.792124 nChanged 27 SP:Iteration 50Q (4760.743251 sec): 3 clusters Score: Raw -288223.810182 + Penalty 2989.043066 = -285234.767116 nChanged 28 SP:Iteration 51Q (4760.835686 sec): 3 clusters Score: Raw -288237.757083 + Penalty 2989.043066 = -285248.714017 nChanged 20 SP:Iteration 52Q (4760.908593 sec): 3 clusters Score: Raw -288247.701136 + Penalty 2989.043066 = -285258.658070 nChanged 25 SP:Iteration 53Q (4761.015429 sec): 3 clusters Score: Raw -288257.407371 + Penalty 2989.043066 = -285268.364305 nChanged 17 SP:Iteration 54Q (4761.088855 sec): 3 clusters Score: Raw -288262.464842 + Penalty 2989.043066 = -285273.421776 nChanged 19 SP:Iteration 55Q (4761.180868 sec): 3 clusters Score: Raw -288269.797320 + Penalty 2989.043066 = -285280.754255 nChanged 19 SP:Iteration 56Q (4761.291817 sec): 3 clusters Score: Raw -288275.204736 + Penalty 2989.043066 = -285286.161670 nChanged 18 SP:Iteration 57Q (4761.356957 sec): 3 clusters Score: Raw -288283.103754 + Penalty 2989.043066 = -285294.060688 nChanged 16 SP:Iteration 58Q (4761.458948 sec): 3 clusters Score: Raw -288290.414411 + Penalty 2989.043066 = -285301.371345 nChanged 17 SP:Iteration 59Q (4761.555698 sec): 3 clusters Score: Raw -288294.337301 + Penalty 2989.043066 = -285305.294235 nChanged 9 SP:Iteration 60F (4761.646424 sec): 3 clusters Score: Raw -288296.598039 + Penalty 2989.043066 = -285307.554974 nChanged 5 SP:Iteration 61Q (4761.738150 sec): 3 clusters Score: Raw -288298.260771 + Penalty 2989.043066 = -285309.217705 nChanged 5 SP:Iteration 62Q (4761.827324 sec): 3 clusters Score: Raw -288299.039841 + Penalty 2989.043066 = -285309.996775 nChanged 5 SP:Iteration 63Q (4761.917657 sec): 3 clusters Score: Raw -288301.053863 + Penalty 2989.043066 = -285312.010798 nChanged 4 SP:Iteration 64Q (4762.011437 sec): 3 clusters Score: Raw -288301.979755 + Penalty 2989.043066 = -285312.936690 nChanged 1 SP:Iteration 65Q (4762.081516 sec): 3 clusters Score: Raw -288302.232605 + Penalty 2989.043066 = -285313.189539 nChanged 0 SP:Iteration 66F (4762.198603 sec): 3 clusters Score: Raw -288302.232605 + Penalty 2989.043066 = -285313.189539 nChanged 0 Trying to split cluster 21 (3953 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4762.249103 sec): 2 clusters Score: Raw -271865.361703 + Penalty 1453.531376 = -270411.830327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4762.334879 sec): 3 clusters Score: Raw -269898.690391 + Penalty 2907.062752 = -266991.627638 nChanged 1528 SP:Iteration 1F (4762.423460 sec): 3 clusters Score: Raw -270794.678636 + Penalty 2907.062752 = -267887.615884 nChanged 322 SP:Iteration 2F (4762.509501 sec): 3 clusters Score: Raw -270985.194055 + Penalty 2907.062752 = -268078.131303 nChanged 225 SP:Iteration 3F (4762.597442 sec): 3 clusters Score: Raw -271114.921859 + Penalty 2907.062752 = -268207.859107 nChanged 165 SP:Iteration 4Q (4762.671060 sec): 3 clusters Score: Raw -271201.096070 + Penalty 2907.062752 = -268294.033318 nChanged 125 SP:Iteration 5Q (4762.779742 sec): 3 clusters Score: Raw -271258.923356 + Penalty 2907.062752 = -268351.860604 nChanged 110 SP:Iteration 6Q (4762.870801 sec): 3 clusters Score: Raw -271308.787746 + Penalty 2907.062752 = -268401.724994 nChanged 99 SP:Iteration 7Q (4762.964467 sec): 3 clusters Score: Raw -271363.309302 + Penalty 2907.062752 = -268456.246549 nChanged 104 SP:Iteration 8Q (4763.037263 sec): 3 clusters Score: Raw -271419.678467 + Penalty 2907.062752 = -268512.615715 nChanged 97 SP:Iteration 9Q (4763.149193 sec): 3 clusters Score: Raw -271472.200664 + Penalty 2907.062752 = -268565.137912 nChanged 101 SP:Iteration 10Q (4763.236006 sec): 3 clusters Score: Raw -271525.763293 + Penalty 2907.062752 = -268618.700541 nChanged 87 SP:Iteration 11Q (4763.327701 sec): 3 clusters Score: Raw -271571.984285 + Penalty 2907.062752 = -268664.921532 nChanged 66 SP:Iteration 12Q (4763.424181 sec): 3 clusters Score: Raw -271610.008579 + Penalty 2907.062752 = -268702.945827 nChanged 73 SP:Iteration 13Q (4763.493539 sec): 3 clusters Score: Raw -271656.648876 + Penalty 2907.062752 = -268749.586124 nChanged 69 SP:Iteration 14Q (4763.597735 sec): 3 clusters Score: Raw -271695.854047 + Penalty 2907.062752 = -268788.791295 nChanged 64 SP:Iteration 15Q (4763.690270 sec): 3 clusters Score: Raw -271733.796687 + Penalty 2907.062752 = -268826.733935 nChanged 63 SP:Iteration 16Q (4763.771310 sec): 3 clusters Score: Raw -271769.525925 + Penalty 2907.062752 = -268862.463173 nChanged 56 SP:Iteration 17Q (4763.850547 sec): 3 clusters Score: Raw -271803.421615 + Penalty 2907.062752 = -268896.358863 nChanged 45 SP:Iteration 18Q (4763.934523 sec): 3 clusters Score: Raw -271830.995823 + Penalty 2907.062752 = -268923.933071 nChanged 41 SP:Iteration 19Q (4764.026620 sec): 3 clusters Score: Raw -271859.101608 + Penalty 2907.062752 = -268952.038856 nChanged 33 SP:Iteration 20F (4764.103596 sec): 3 clusters Score: Raw -271877.291234 + Penalty 2907.062752 = -268970.228481 nChanged 30 SP:Iteration 21Q (4764.189764 sec): 3 clusters Score: Raw -271893.804892 + Penalty 2907.062752 = -268986.742139 nChanged 24 SP:Iteration 22Q (4764.265069 sec): 3 clusters Score: Raw -271906.969388 + Penalty 2907.062752 = -268999.906635 nChanged 17 SP:Iteration 23Q (4764.357303 sec): 3 clusters Score: Raw -271917.854485 + Penalty 2907.062752 = -269010.791733 nChanged 15 SP:Iteration 24Q (4764.446776 sec): 3 clusters Score: Raw -271929.478531 + Penalty 2907.062752 = -269022.415779 nChanged 16 SP:Iteration 25Q (4764.535450 sec): 3 clusters Score: Raw -271940.476976 + Penalty 2907.062752 = -269033.414224 nChanged 14 SP:Iteration 26Q (4764.641545 sec): 3 clusters Score: Raw -271950.018325 + Penalty 2907.062752 = -269042.955573 nChanged 15 SP:Iteration 27Q (4764.733769 sec): 3 clusters Score: Raw -271958.706870 + Penalty 2907.062752 = -269051.644118 nChanged 7 SP:Iteration 28Q (4764.824285 sec): 3 clusters Score: Raw -271961.986409 + Penalty 2907.062752 = -269054.923657 nChanged 5 SP:Iteration 29Q (4764.915887 sec): 3 clusters Score: Raw -271964.242042 + Penalty 2907.062752 = -269057.179290 nChanged 5 SP:Iteration 30Q (4765.004028 sec): 3 clusters Score: Raw -271966.420345 + Penalty 2907.062752 = -269059.357593 nChanged 6 SP:Iteration 31Q (4765.089777 sec): 3 clusters Score: Raw -271971.568765 + Penalty 2907.062752 = -269064.506013 nChanged 7 SP:Iteration 32Q (4765.179407 sec): 3 clusters Score: Raw -271976.204343 + Penalty 2907.062752 = -269069.141591 nChanged 6 SP:Iteration 33Q (4765.249628 sec): 3 clusters Score: Raw -271979.500944 + Penalty 2907.062752 = -269072.438192 nChanged 4 SP:Iteration 34Q (4765.334672 sec): 3 clusters Score: Raw -271982.202663 + Penalty 2907.062752 = -269075.139911 nChanged 4 SP:Iteration 35Q (4765.423816 sec): 3 clusters Score: Raw -271986.398517 + Penalty 2907.062752 = -269079.335765 nChanged 7 SP:Iteration 36Q (4765.518847 sec): 3 clusters Score: Raw -271991.198679 + Penalty 2907.062752 = -269084.135927 nChanged 6 SP:Iteration 37Q (4765.630142 sec): 3 clusters Score: Raw -271995.983866 + Penalty 2907.062752 = -269088.921114 nChanged 3 SP:Iteration 38Q (4765.712143 sec): 3 clusters Score: Raw -271999.835875 + Penalty 2907.062752 = -269092.773123 nChanged 4 SP:Iteration 39Q (4765.807442 sec): 3 clusters Score: Raw -272002.965610 + Penalty 2907.062752 = -269095.902858 nChanged 6 SP:Iteration 40F (4765.883958 sec): 3 clusters Score: Raw -272008.039930 + Penalty 2907.062752 = -269100.977178 nChanged 5 SP:Iteration 41Q (4765.969367 sec): 3 clusters Score: Raw -272011.005202 + Penalty 2907.062752 = -269103.942449 nChanged 6 SP:Iteration 42Q (4766.039851 sec): 3 clusters Score: Raw -272015.027632 + Penalty 2907.062752 = -269107.964880 nChanged 4 SP:Iteration 43Q (4766.121604 sec): 3 clusters Score: Raw -272018.121061 + Penalty 2907.062752 = -269111.058309 nChanged 3 SP:Iteration 44Q (4766.216441 sec): 3 clusters Score: Raw -272021.279231 + Penalty 2907.062752 = -269114.216479 nChanged 2 SP:Iteration 45Q (4766.287919 sec): 3 clusters Score: Raw -272023.411291 + Penalty 2907.062752 = -269116.348539 nChanged 0 SP:Iteration 46F (4766.375282 sec): 3 clusters Score: Raw -272023.411291 + Penalty 2907.062752 = -269116.348539 nChanged 0 Trying to split cluster 22 (418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4766.431199 sec): 2 clusters Score: Raw -19303.218288 + Penalty 1059.226991 = -18243.991297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4766.515274 sec): 3 clusters Score: Raw -19387.282242 + Penalty 2118.453983 = -17268.828259 nChanged 116 SP:Iteration 1F (4766.601997 sec): 3 clusters Score: Raw -19648.044772 + Penalty 2118.453983 = -17529.590789 nChanged 26 SP:Iteration 2F (4766.665590 sec): 3 clusters Score: Raw -19718.760680 + Penalty 2118.453983 = -17600.306697 nChanged 19 SP:Iteration 3Q (4766.747738 sec): 3 clusters Score: Raw -19829.627697 + Penalty 2118.453983 = -17711.173715 nChanged 15 SP:Iteration 4Q (4766.828545 sec): 3 clusters Score: Raw -19890.831271 + Penalty 2118.453983 = -17772.377288 nChanged 17 SP:Iteration 5Q (4766.905242 sec): 3 clusters Score: Raw -19943.167013 + Penalty 2118.453983 = -17824.713030 nChanged 7 SP:Iteration 6Q (4766.990663 sec): 3 clusters Score: Raw -19963.588763 + Penalty 2118.453983 = -17845.134780 nChanged 7 SP:Iteration 7Q (4767.066779 sec): 3 clusters Score: Raw -19978.770121 + Penalty 2118.453983 = -17860.316138 nChanged 4 SP:Iteration 8Q (4767.154123 sec): 3 clusters Score: Raw -20000.854649 + Penalty 2118.453983 = -17882.400667 nChanged 7 SP:Iteration 9Q (4767.244227 sec): 3 clusters Score: Raw -20023.766387 + Penalty 2118.453983 = -17905.312405 nChanged 5 SP:Iteration 10Q (4767.317320 sec): 3 clusters Score: Raw -20041.451435 + Penalty 2118.453983 = -17922.997453 nChanged 6 SP:Iteration 11Q (4767.407954 sec): 3 clusters Score: Raw -20058.433162 + Penalty 2118.453983 = -17939.979179 nChanged 2 SP:Iteration 12Q (4767.478156 sec): 3 clusters Score: Raw -20062.649687 + Penalty 2118.453983 = -17944.195704 nChanged 3 SP:Iteration 13Q (4767.575946 sec): 3 clusters Score: Raw -20065.407087 + Penalty 2118.453983 = -17946.953104 nChanged 0 SP:Iteration 14F (4767.640040 sec): 3 clusters Score: Raw -20066.044358 + Penalty 2118.453983 = -17947.590375 nChanged 1 SP:Iteration 15Q (4767.723981 sec): 3 clusters Score: Raw -20076.067162 + Penalty 2118.453983 = -17957.613179 nChanged 2 SP:Iteration 16Q (4767.804674 sec): 3 clusters Score: Raw -20081.391976 + Penalty 2118.453983 = -17962.937994 nChanged 0 SP:Iteration 17F (4767.888834 sec): 3 clusters Score: Raw -20081.391976 + Penalty 2118.453983 = -17962.937994 nChanged 0 Trying to split cluster 23 (5405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4767.962431 sec): 2 clusters Score: Raw -346114.941107 + Penalty 1508.436493 = -344606.504614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4768.062984 sec): 3 clusters Score: Raw -343265.129021 + Penalty 3016.872985 = -340248.256036 nChanged 2168 SP:Iteration 1F (4768.154432 sec): 3 clusters Score: Raw -344577.746198 + Penalty 3016.872985 = -341560.873213 nChanged 439 SP:Iteration 2F (4768.239902 sec): 3 clusters Score: Raw -344865.461593 + Penalty 3016.872985 = -341848.588608 nChanged 346 SP:Iteration 3F (4768.327271 sec): 3 clusters Score: Raw -345082.738556 + Penalty 3016.872985 = -342065.865571 nChanged 283 SP:Iteration 4F (4768.425511 sec): 3 clusters Score: Raw -345268.557953 + Penalty 3016.872985 = -342251.684968 nChanged 258 SP:Iteration 5Q (4768.506513 sec): 3 clusters Score: Raw -345443.333377 + Penalty 3016.872985 = -342426.460392 nChanged 223 SP:Iteration 6Q (4768.606338 sec): 3 clusters Score: Raw -345586.193546 + Penalty 3016.872985 = -342569.320561 nChanged 206 SP:Iteration 7Q (4768.698106 sec): 3 clusters Score: Raw -345721.031824 + Penalty 3016.872985 = -342704.158839 nChanged 192 SP:Iteration 8Q (4768.791634 sec): 3 clusters Score: Raw -345831.554500 + Penalty 3016.872985 = -342814.681515 nChanged 158 SP:Iteration 9Q (4768.884674 sec): 3 clusters Score: Raw -345919.727383 + Penalty 3016.872985 = -342902.854398 nChanged 145 SP:Iteration 10Q (4768.953494 sec): 3 clusters Score: Raw -346002.522674 + Penalty 3016.872985 = -342985.649688 nChanged 127 SP:Iteration 11Q (4769.050329 sec): 3 clusters Score: Raw -346081.074660 + Penalty 3016.872985 = -343064.201675 nChanged 146 SP:Iteration 12Q (4769.156835 sec): 3 clusters Score: Raw -346189.047730 + Penalty 3016.872985 = -343172.174745 nChanged 163 SP:Iteration 13Q (4769.248403 sec): 3 clusters Score: Raw -346340.201948 + Penalty 3016.872985 = -343323.328962 nChanged 187 SP:Iteration 14Q (4769.330174 sec): 3 clusters Score: Raw -346575.362801 + Penalty 3016.872985 = -343558.489816 nChanged 194 SP:Iteration 15Q (4769.429570 sec): 3 clusters Score: Raw -346848.063894 + Penalty 3016.872985 = -343831.190909 nChanged 187 SP:Iteration 16Q (4769.512251 sec): 3 clusters Score: Raw -347052.211579 + Penalty 3016.872985 = -344035.338594 nChanged 163 SP:Iteration 17Q (4769.607798 sec): 3 clusters Score: Raw -347192.297556 + Penalty 3016.872985 = -344175.424571 nChanged 112 SP:Iteration 18Q (4769.701033 sec): 3 clusters Score: Raw -347286.325534 + Penalty 3016.872985 = -344269.452549 nChanged 101 SP:Iteration 19Q (4769.790914 sec): 3 clusters Score: Raw -347366.641749 + Penalty 3016.872985 = -344349.768764 nChanged 83 SP:Iteration 20F (4769.876678 sec): 3 clusters Score: Raw -347428.270100 + Penalty 3016.872985 = -344411.397115 nChanged 85 SP:Iteration 21Q (4769.944060 sec): 3 clusters Score: Raw -347490.186720 + Penalty 3016.872985 = -344473.313734 nChanged 86 SP:Iteration 22Q (4770.062484 sec): 3 clusters Score: Raw -347549.537478 + Penalty 3016.872985 = -344532.664493 nChanged 59 SP:Iteration 23Q (4770.125690 sec): 3 clusters Score: Raw -347591.569906 + Penalty 3016.872985 = -344574.696921 nChanged 60 SP:Iteration 24Q (4770.234059 sec): 3 clusters Score: Raw -347637.424332 + Penalty 3016.872985 = -344620.551347 nChanged 40 SP:Iteration 25Q (4770.322839 sec): 3 clusters Score: Raw -347659.162922 + Penalty 3016.872985 = -344642.289937 nChanged 30 SP:Iteration 26Q (4770.424627 sec): 3 clusters Score: Raw -347672.998367 + Penalty 3016.872985 = -344656.125381 nChanged 21 SP:Iteration 27Q (4770.517757 sec): 3 clusters Score: Raw -347679.347120 + Penalty 3016.872985 = -344662.474135 nChanged 10 SP:Iteration 28Q (4770.619850 sec): 3 clusters Score: Raw -347682.658900 + Penalty 3016.872985 = -344665.785915 nChanged 5 SP:Iteration 29Q (4770.709758 sec): 3 clusters Score: Raw -347683.622705 + Penalty 3016.872985 = -344666.749719 nChanged 0 SP:Iteration 30F (4770.796274 sec): 3 clusters Score: Raw -347683.622705 + Penalty 3016.872985 = -344666.749719 nChanged 0 Score: Raw -12017544.470579 + Penalty 100800.778550 = -11916743.692029 Splitting cluster 23 changes total score from -11917317.595885 to -11916743.692029 So it's not getting split. Trying to split cluster 24 (2019 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4780.237093 sec): 2 clusters Score: Raw -117248.225258 + Penalty 1335.617762 = -115912.607496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4780.331299 sec): 3 clusters Score: Raw -116447.300670 + Penalty 2671.235524 = -113776.065146 nChanged 686 SP:Iteration 1F (4780.411824 sec): 3 clusters Score: Raw -116888.263472 + Penalty 2671.235524 = -114217.027948 nChanged 143 SP:Iteration 2F (4780.482689 sec): 3 clusters Score: Raw -117003.874913 + Penalty 2671.235524 = -114332.639389 nChanged 103 SP:Iteration 3F (4780.543211 sec): 3 clusters Score: Raw -117075.833652 + Penalty 2671.235524 = -114404.598128 nChanged 74 SP:Iteration 4Q (4780.632001 sec): 3 clusters Score: Raw -117127.639159 + Penalty 2671.235524 = -114456.403635 nChanged 54 SP:Iteration 5Q (4780.697063 sec): 3 clusters Score: Raw -117173.814035 + Penalty 2671.235524 = -114502.578511 nChanged 49 SP:Iteration 6Q (4780.780993 sec): 3 clusters Score: Raw -117217.517777 + Penalty 2671.235524 = -114546.282253 nChanged 54 SP:Iteration 7Q (4780.874941 sec): 3 clusters Score: Raw -117265.165244 + Penalty 2671.235524 = -114593.929720 nChanged 45 SP:Iteration 8Q (4780.965150 sec): 3 clusters Score: Raw -117296.201623 + Penalty 2671.235524 = -114624.966099 nChanged 37 SP:Iteration 9Q (4781.076227 sec): 3 clusters Score: Raw -117318.368054 + Penalty 2671.235524 = -114647.132530 nChanged 31 SP:Iteration 10Q (4781.149440 sec): 3 clusters Score: Raw -117342.137163 + Penalty 2671.235524 = -114670.901639 nChanged 32 SP:Iteration 11Q (4781.227176 sec): 3 clusters Score: Raw -117361.513217 + Penalty 2671.235524 = -114690.277693 nChanged 31 SP:Iteration 12Q (4781.305186 sec): 3 clusters Score: Raw -117382.785380 + Penalty 2671.235524 = -114711.549856 nChanged 26 SP:Iteration 13Q (4781.399228 sec): 3 clusters Score: Raw -117405.369587 + Penalty 2671.235524 = -114734.134063 nChanged 21 SP:Iteration 14Q (4781.507229 sec): 3 clusters Score: Raw -117417.343028 + Penalty 2671.235524 = -114746.107504 nChanged 15 SP:Iteration 15Q (4781.574395 sec): 3 clusters Score: Raw -117428.435753 + Penalty 2671.235524 = -114757.200229 nChanged 15 SP:Iteration 16Q (4781.646278 sec): 3 clusters Score: Raw -117438.039487 + Penalty 2671.235524 = -114766.803963 nChanged 14 SP:Iteration 17Q (4781.742849 sec): 3 clusters Score: Raw -117446.987226 + Penalty 2671.235524 = -114775.751702 nChanged 12 SP:Iteration 18Q (4781.809479 sec): 3 clusters Score: Raw -117453.085315 + Penalty 2671.235524 = -114781.849791 nChanged 16 SP:Iteration 19Q (4781.898273 sec): 3 clusters Score: Raw -117468.675988 + Penalty 2671.235524 = -114797.440464 nChanged 20 SP:Iteration 20F (4782.006315 sec): 3 clusters Score: Raw -117485.133761 + Penalty 2671.235524 = -114813.898237 nChanged 22 SP:Iteration 21Q (4782.077690 sec): 3 clusters Score: Raw -117496.986877 + Penalty 2671.235524 = -114825.751353 nChanged 20 SP:Iteration 22Q (4782.152241 sec): 3 clusters Score: Raw -117507.860971 + Penalty 2671.235524 = -114836.625447 nChanged 11 SP:Iteration 23Q (4782.235942 sec): 3 clusters Score: Raw -117514.971763 + Penalty 2671.235524 = -114843.736239 nChanged 8 SP:Iteration 24Q (4782.321627 sec): 3 clusters Score: Raw -117518.284258 + Penalty 2671.235524 = -114847.048734 nChanged 5 SP:Iteration 25Q (4782.431598 sec): 3 clusters Score: Raw -117522.028266 + Penalty 2671.235524 = -114850.792742 nChanged 9 SP:Iteration 26Q (4782.533689 sec): 3 clusters Score: Raw -117527.707440 + Penalty 2671.235524 = -114856.471916 nChanged 16 SP:Iteration 27Q (4782.648052 sec): 3 clusters Score: Raw -117538.418559 + Penalty 2671.235524 = -114867.183035 nChanged 16 SP:Iteration 28Q (4782.716096 sec): 3 clusters Score: Raw -117551.832005 + Penalty 2671.235524 = -114880.596481 nChanged 21 SP:Iteration 29Q (4782.802377 sec): 3 clusters Score: Raw -117568.634977 + Penalty 2671.235524 = -114897.399453 nChanged 29 SP:Iteration 30Q (4782.897950 sec): 3 clusters Score: Raw -117595.333638 + Penalty 2671.235524 = -114924.098114 nChanged 39 SP:Iteration 31Q (4782.983142 sec): 3 clusters Score: Raw -117635.720755 + Penalty 2671.235524 = -114964.485231 nChanged 40 SP:Iteration 32Q (4783.078908 sec): 3 clusters Score: Raw -117685.088639 + Penalty 2671.235524 = -115013.853115 nChanged 44 SP:Iteration 33Q (4783.160164 sec): 3 clusters Score: Raw -117731.630504 + Penalty 2671.235524 = -115060.394980 nChanged 51 SP:Iteration 34Q (4783.266325 sec): 3 clusters Score: Raw -117788.747154 + Penalty 2671.235524 = -115117.511630 nChanged 41 SP:Iteration 35Q (4783.328726 sec): 3 clusters Score: Raw -117833.620562 + Penalty 2671.235524 = -115162.385038 nChanged 34 SP:Iteration 36Q (4783.411005 sec): 3 clusters Score: Raw -117873.630629 + Penalty 2671.235524 = -115202.395105 nChanged 35 SP:Iteration 37Q (4783.493019 sec): 3 clusters Score: Raw -117908.729444 + Penalty 2671.235524 = -115237.493920 nChanged 28 SP:Iteration 38Q (4783.590189 sec): 3 clusters Score: Raw -117944.240601 + Penalty 2671.235524 = -115273.005077 nChanged 24 SP:Iteration 39Q (4783.667444 sec): 3 clusters Score: Raw -117969.936626 + Penalty 2671.235524 = -115298.701102 nChanged 24 SP:Iteration 40F (4783.769085 sec): 3 clusters Score: Raw -117991.298550 + Penalty 2671.235524 = -115320.063026 nChanged 19 SP:Iteration 41Q (4783.831406 sec): 3 clusters Score: Raw -118011.534459 + Penalty 2671.235524 = -115340.298935 nChanged 12 SP:Iteration 42Q (4783.920433 sec): 3 clusters Score: Raw -118021.964056 + Penalty 2671.235524 = -115350.728532 nChanged 6 SP:Iteration 43Q (4784.004153 sec): 3 clusters Score: Raw -118025.631121 + Penalty 2671.235524 = -115354.395597 nChanged 4 SP:Iteration 44Q (4784.087086 sec): 3 clusters Score: Raw -118028.262260 + Penalty 2671.235524 = -115357.026736 nChanged 4 SP:Iteration 45Q (4784.173806 sec): 3 clusters Score: Raw -118030.785495 + Penalty 2671.235524 = -115359.549971 nChanged 4 SP:Iteration 46Q (4784.265142 sec): 3 clusters Score: Raw -118034.903730 + Penalty 2671.235524 = -115363.668206 nChanged 8 SP:Iteration 47Q (4784.339885 sec): 3 clusters Score: Raw -118042.564446 + Penalty 2671.235524 = -115371.328922 nChanged 7 SP:Iteration 48Q (4784.429997 sec): 3 clusters Score: Raw -118048.267946 + Penalty 2671.235524 = -115377.032422 nChanged 2 SP:Iteration 49Q (4784.526907 sec): 3 clusters Score: Raw -118049.461237 + Penalty 2671.235524 = -115378.225713 nChanged 3 SP:Iteration 50Q (4784.618645 sec): 3 clusters Score: Raw -118051.879679 + Penalty 2671.235524 = -115380.644155 nChanged 0 SP:Iteration 51F (4784.732850 sec): 3 clusters Score: Raw -118051.879679 + Penalty 2671.235524 = -115380.644155 nChanged 0 Trying to split cluster 25 (8467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4784.820756 sec): 2 clusters Score: Raw -544104.307211 + Penalty 1587.209984 = -542517.097227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4784.940338 sec): 3 clusters Score: Raw -539400.511059 + Penalty 3174.419968 = -536226.091091 nChanged 3603 SP:Iteration 1F (4785.037078 sec): 3 clusters Score: Raw -541388.453973 + Penalty 3174.419968 = -538214.034005 nChanged 627 SP:Iteration 2F (4785.153093 sec): 3 clusters Score: Raw -541715.356530 + Penalty 3174.419968 = -538540.936561 nChanged 496 SP:Iteration 3F (4785.278695 sec): 3 clusters Score: Raw -541970.748908 + Penalty 3174.419968 = -538796.328939 nChanged 437 SP:Iteration 4F (4785.364971 sec): 3 clusters Score: Raw -542216.197525 + Penalty 3174.419968 = -539041.777556 nChanged 409 SP:Iteration 5Q (4785.489583 sec): 3 clusters Score: Raw -542447.537013 + Penalty 3174.419968 = -539273.117045 nChanged 374 SP:Iteration 6Q (4785.594632 sec): 3 clusters Score: Raw -542687.581234 + Penalty 3174.419968 = -539513.161266 nChanged 378 SP:Iteration 7Q (4785.720886 sec): 3 clusters Score: Raw -542937.464569 + Penalty 3174.419968 = -539763.044600 nChanged 361 SP:Iteration 8Q (4785.833976 sec): 3 clusters Score: Raw -543149.315329 + Penalty 3174.419968 = -539974.895360 nChanged 316 SP:Iteration 9Q (4785.959321 sec): 3 clusters Score: Raw -543336.308221 + Penalty 3174.419968 = -540161.888253 nChanged 276 SP:Iteration 10Q (4786.077024 sec): 3 clusters Score: Raw -543484.727027 + Penalty 3174.419968 = -540310.307059 nChanged 211 SP:Iteration 11Q (4786.193169 sec): 3 clusters Score: Raw -543593.714340 + Penalty 3174.419968 = -540419.294372 nChanged 182 SP:Iteration 12Q (4786.322779 sec): 3 clusters Score: Raw -543682.551997 + Penalty 3174.419968 = -540508.132029 nChanged 172 SP:Iteration 13Q (4786.422014 sec): 3 clusters Score: Raw -543771.778308 + Penalty 3174.419968 = -540597.358340 nChanged 168 SP:Iteration 14Q (4786.539948 sec): 3 clusters Score: Raw -543858.284182 + Penalty 3174.419968 = -540683.864214 nChanged 149 SP:Iteration 15Q (4786.639565 sec): 3 clusters Score: Raw -543920.743583 + Penalty 3174.419968 = -540746.323615 nChanged 114 SP:Iteration 16Q (4786.772105 sec): 3 clusters Score: Raw -543976.117664 + Penalty 3174.419968 = -540801.697695 nChanged 111 SP:Iteration 17Q (4786.874216 sec): 3 clusters Score: Raw -544020.427761 + Penalty 3174.419968 = -540846.007792 nChanged 93 SP:Iteration 18Q (4786.973997 sec): 3 clusters Score: Raw -544059.567482 + Penalty 3174.419968 = -540885.147514 nChanged 96 SP:Iteration 19Q (4787.085694 sec): 3 clusters Score: Raw -544096.121702 + Penalty 3174.419968 = -540921.701734 nChanged 98 SP:Iteration 20F (4787.193301 sec): 3 clusters Score: Raw -544131.308684 + Penalty 3174.419968 = -540956.888715 nChanged 80 SP:Iteration 21Q (4787.310634 sec): 3 clusters Score: Raw -544158.275364 + Penalty 3174.419968 = -540983.855396 nChanged 79 SP:Iteration 22Q (4787.430046 sec): 3 clusters Score: Raw -544183.226963 + Penalty 3174.419968 = -541008.806995 nChanged 73 SP:Iteration 23Q (4787.565557 sec): 3 clusters Score: Raw -544211.007822 + Penalty 3174.419968 = -541036.587854 nChanged 73 SP:Iteration 24Q (4787.674600 sec): 3 clusters Score: Raw -544234.801150 + Penalty 3174.419968 = -541060.381181 nChanged 58 SP:Iteration 25Q (4787.819530 sec): 3 clusters Score: Raw -544250.211769 + Penalty 3174.419968 = -541075.791800 nChanged 48 SP:Iteration 26Q (4787.915843 sec): 3 clusters Score: Raw -544265.856237 + Penalty 3174.419968 = -541091.436268 nChanged 51 SP:Iteration 27Q (4788.042057 sec): 3 clusters Score: Raw -544279.234393 + Penalty 3174.419968 = -541104.814424 nChanged 42 SP:Iteration 28Q (4788.149854 sec): 3 clusters Score: Raw -544288.484580 + Penalty 3174.419968 = -541114.064611 nChanged 34 SP:Iteration 29Q (4788.275136 sec): 3 clusters Score: Raw -544297.265022 + Penalty 3174.419968 = -541122.845054 nChanged 36 SP:Iteration 30Q (4788.385353 sec): 3 clusters Score: Raw -544306.955273 + Penalty 3174.419968 = -541132.535305 nChanged 40 SP:Iteration 31Q (4788.499893 sec): 3 clusters Score: Raw -544315.185613 + Penalty 3174.419968 = -541140.765644 nChanged 29 SP:Iteration 32Q (4788.615322 sec): 3 clusters Score: Raw -544321.999089 + Penalty 3174.419968 = -541147.579120 nChanged 30 SP:Iteration 33Q (4788.737854 sec): 3 clusters Score: Raw -544329.506584 + Penalty 3174.419968 = -541155.086615 nChanged 34 SP:Iteration 34Q (4788.870809 sec): 3 clusters Score: Raw -544339.131574 + Penalty 3174.419968 = -541164.711606 nChanged 34 SP:Iteration 35Q (4788.990102 sec): 3 clusters Score: Raw -544348.237409 + Penalty 3174.419968 = -541173.817440 nChanged 33 SP:Iteration 36Q (4789.094507 sec): 3 clusters Score: Raw -544355.561779 + Penalty 3174.419968 = -541181.141811 nChanged 24 SP:Iteration 37Q (4789.213559 sec): 3 clusters Score: Raw -544359.588567 + Penalty 3174.419968 = -541185.168599 nChanged 21 SP:Iteration 38Q (4789.326021 sec): 3 clusters Score: Raw -544363.020809 + Penalty 3174.419968 = -541188.600841 nChanged 17 SP:Iteration 39Q (4789.463848 sec): 3 clusters Score: Raw -544365.724772 + Penalty 3174.419968 = -541191.304804 nChanged 9 SP:Iteration 40F (4789.576658 sec): 3 clusters Score: Raw -544367.125599 + Penalty 3174.419968 = -541192.705631 nChanged 10 SP:Iteration 41Q (4789.699210 sec): 3 clusters Score: Raw -544368.536530 + Penalty 3174.419968 = -541194.116562 nChanged 9 SP:Iteration 42Q (4789.819189 sec): 3 clusters Score: Raw -544369.687516 + Penalty 3174.419968 = -541195.267547 nChanged 7 SP:Iteration 43Q (4789.960001 sec): 3 clusters Score: Raw -544370.375349 + Penalty 3174.419968 = -541195.955381 nChanged 7 SP:Iteration 44Q (4790.096946 sec): 3 clusters Score: Raw -544371.096331 + Penalty 3174.419968 = -541196.676363 nChanged 6 SP:Iteration 45Q (4790.206572 sec): 3 clusters Score: Raw -544371.781531 + Penalty 3174.419968 = -541197.361563 nChanged 3 SP:Iteration 46Q (4790.340291 sec): 3 clusters Score: Raw -544372.065227 + Penalty 3174.419968 = -541197.645259 nChanged 2 SP:Iteration 47Q (4790.494356 sec): 3 clusters Score: Raw -544372.237877 + Penalty 3174.419968 = -541197.817909 nChanged 0 SP:Iteration 48F (4790.604306 sec): 3 clusters Score: Raw -544372.237877 + Penalty 3174.419968 = -541197.817909 nChanged 0 Trying to split cluster 26 (3563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4790.692971 sec): 2 clusters Score: Raw -161478.262057 + Penalty 1435.301858 = -160042.960199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4790.791172 sec): 3 clusters Score: Raw -159725.365012 + Penalty 2870.603716 = -156854.761296 nChanged 1380 SP:Iteration 1F (4790.909428 sec): 3 clusters Score: Raw -160674.183226 + Penalty 2870.603716 = -157803.579510 nChanged 347 SP:Iteration 2F (4790.986543 sec): 3 clusters Score: Raw -161025.671994 + Penalty 2870.603716 = -158155.068278 nChanged 274 SP:Iteration 3F (4791.112076 sec): 3 clusters Score: Raw -161302.856326 + Penalty 2870.603716 = -158432.252610 nChanged 225 SP:Iteration 4F (4791.219626 sec): 3 clusters Score: Raw -161533.656719 + Penalty 2870.603716 = -158663.053003 nChanged 186 SP:Iteration 5F (4791.305377 sec): 3 clusters Score: Raw -161713.874084 + Penalty 2870.603716 = -158843.270368 nChanged 167 SP:Iteration 6Q (4791.406273 sec): 3 clusters Score: Raw -161857.184157 + Penalty 2870.603716 = -158986.580441 nChanged 142 SP:Iteration 7Q (4791.500426 sec): 3 clusters Score: Raw -161971.086639 + Penalty 2870.603716 = -159100.482923 nChanged 103 SP:Iteration 8Q (4791.600233 sec): 3 clusters Score: Raw -162043.523589 + Penalty 2870.603716 = -159172.919872 nChanged 90 SP:Iteration 9Q (4791.696010 sec): 3 clusters Score: Raw -162110.863141 + Penalty 2870.603716 = -159240.259425 nChanged 77 SP:Iteration 10Q (4791.815532 sec): 3 clusters Score: Raw -162160.676136 + Penalty 2870.603716 = -159290.072420 nChanged 71 SP:Iteration 11Q (4791.901959 sec): 3 clusters Score: Raw -162209.107487 + Penalty 2870.603716 = -159338.503771 nChanged 78 SP:Iteration 12Q (4791.998065 sec): 3 clusters Score: Raw -162260.104719 + Penalty 2870.603716 = -159389.501003 nChanged 66 SP:Iteration 13Q (4792.088352 sec): 3 clusters Score: Raw -162298.784117 + Penalty 2870.603716 = -159428.180401 nChanged 58 SP:Iteration 14Q (4792.202928 sec): 3 clusters Score: Raw -162330.488003 + Penalty 2870.603716 = -159459.884287 nChanged 59 SP:Iteration 15Q (4792.292858 sec): 3 clusters Score: Raw -162363.763415 + Penalty 2870.603716 = -159493.159699 nChanged 42 SP:Iteration 16Q (4792.391698 sec): 3 clusters Score: Raw -162384.790383 + Penalty 2870.603716 = -159514.186667 nChanged 29 SP:Iteration 17Q (4792.499937 sec): 3 clusters Score: Raw -162398.605802 + Penalty 2870.603716 = -159528.002086 nChanged 26 SP:Iteration 18Q (4792.613454 sec): 3 clusters Score: Raw -162409.314054 + Penalty 2870.603716 = -159538.710338 nChanged 20 SP:Iteration 19Q (4792.718040 sec): 3 clusters Score: Raw -162416.218410 + Penalty 2870.603716 = -159545.614693 nChanged 19 SP:Iteration 20F (4792.825812 sec): 3 clusters Score: Raw -162423.744980 + Penalty 2870.603716 = -159553.141264 nChanged 24 SP:Iteration 21Q (4792.933580 sec): 3 clusters Score: Raw -162434.249058 + Penalty 2870.603716 = -159563.645342 nChanged 21 SP:Iteration 22Q (4793.036865 sec): 3 clusters Score: Raw -162444.209945 + Penalty 2870.603716 = -159573.606228 nChanged 20 SP:Iteration 23Q (4793.132032 sec): 3 clusters Score: Raw -162453.517475 + Penalty 2870.603716 = -159582.913759 nChanged 16 SP:Iteration 24Q (4793.235199 sec): 3 clusters Score: Raw -162460.635332 + Penalty 2870.603716 = -159590.031616 nChanged 12 SP:Iteration 25Q (4793.340531 sec): 3 clusters Score: Raw -162464.367912 + Penalty 2870.603716 = -159593.764196 nChanged 9 SP:Iteration 26Q (4793.440023 sec): 3 clusters Score: Raw -162468.118567 + Penalty 2870.603716 = -159597.514851 nChanged 9 SP:Iteration 27Q (4793.545476 sec): 3 clusters Score: Raw -162473.378252 + Penalty 2870.603716 = -159602.774536 nChanged 14 SP:Iteration 28Q (4793.632430 sec): 3 clusters Score: Raw -162478.972605 + Penalty 2870.603716 = -159608.368889 nChanged 13 SP:Iteration 29Q (4793.739036 sec): 3 clusters Score: Raw -162483.293185 + Penalty 2870.603716 = -159612.689469 nChanged 11 SP:Iteration 30Q (4793.849640 sec): 3 clusters Score: Raw -162486.689833 + Penalty 2870.603716 = -159616.086117 nChanged 10 SP:Iteration 31Q (4793.930842 sec): 3 clusters Score: Raw -162489.126427 + Penalty 2870.603716 = -159618.522710 nChanged 5 SP:Iteration 32Q (4794.036115 sec): 3 clusters Score: Raw -162490.939539 + Penalty 2870.603716 = -159620.335823 nChanged 8 SP:Iteration 33Q (4794.130019 sec): 3 clusters Score: Raw -162493.063123 + Penalty 2870.603716 = -159622.459406 nChanged 6 SP:Iteration 34Q (4794.241813 sec): 3 clusters Score: Raw -162495.170541 + Penalty 2870.603716 = -159624.566824 nChanged 6 SP:Iteration 35Q (4794.347752 sec): 3 clusters Score: Raw -162497.923864 + Penalty 2870.603716 = -159627.320147 nChanged 0 SP:Iteration 36F (4794.456811 sec): 3 clusters Score: Raw -162497.923864 + Penalty 2870.603716 = -159627.320147 nChanged 0 Trying to split cluster 27 (3979 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4794.520807 sec): 2 clusters Score: Raw -244377.022972 + Penalty 1454.681910 = -242922.341063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4794.638632 sec): 3 clusters Score: Raw -242418.697411 + Penalty 2909.363819 = -239509.333591 nChanged 1560 SP:Iteration 1F (4794.753466 sec): 3 clusters Score: Raw -243344.246196 + Penalty 2909.363819 = -240434.882376 nChanged 311 SP:Iteration 2F (4794.847270 sec): 3 clusters Score: Raw -243575.027722 + Penalty 2909.363819 = -240665.663903 nChanged 236 SP:Iteration 3F (4794.942143 sec): 3 clusters Score: Raw -243720.765328 + Penalty 2909.363819 = -240811.401509 nChanged 169 SP:Iteration 4Q (4795.050809 sec): 3 clusters Score: Raw -243830.614376 + Penalty 2909.363819 = -240921.250556 nChanged 152 SP:Iteration 5Q (4795.161186 sec): 3 clusters Score: Raw -243931.700905 + Penalty 2909.363819 = -241022.337085 nChanged 137 SP:Iteration 6Q (4795.274980 sec): 3 clusters Score: Raw -244018.238798 + Penalty 2909.363819 = -241108.874979 nChanged 114 SP:Iteration 7Q (4795.355460 sec): 3 clusters Score: Raw -244084.828768 + Penalty 2909.363819 = -241175.464948 nChanged 95 SP:Iteration 8Q (4795.456838 sec): 3 clusters Score: Raw -244138.018920 + Penalty 2909.363819 = -241228.655100 nChanged 82 SP:Iteration 9Q (4795.555563 sec): 3 clusters Score: Raw -244195.729865 + Penalty 2909.363819 = -241286.366045 nChanged 101 SP:Iteration 10Q (4795.643312 sec): 3 clusters Score: Raw -244272.015389 + Penalty 2909.363819 = -241362.651570 nChanged 109 SP:Iteration 11Q (4795.766462 sec): 3 clusters Score: Raw -244357.592553 + Penalty 2909.363819 = -241448.228733 nChanged 111 SP:Iteration 12Q (4795.871584 sec): 3 clusters Score: Raw -244434.783226 + Penalty 2909.363819 = -241525.419406 nChanged 111 SP:Iteration 13Q (4795.980959 sec): 3 clusters Score: Raw -244511.824688 + Penalty 2909.363819 = -241602.460868 nChanged 83 SP:Iteration 14Q (4796.078075 sec): 3 clusters Score: Raw -244566.264347 + Penalty 2909.363819 = -241656.900528 nChanged 90 SP:Iteration 15Q (4796.186724 sec): 3 clusters Score: Raw -244622.772520 + Penalty 2909.363819 = -241713.408701 nChanged 66 SP:Iteration 16Q (4796.287360 sec): 3 clusters Score: Raw -244659.718180 + Penalty 2909.363819 = -241750.354361 nChanged 57 SP:Iteration 17Q (4796.363365 sec): 3 clusters Score: Raw -244690.425581 + Penalty 2909.363819 = -241781.061762 nChanged 44 SP:Iteration 18Q (4796.479174 sec): 3 clusters Score: Raw -244709.846806 + Penalty 2909.363819 = -241800.482987 nChanged 31 SP:Iteration 19Q (4796.578620 sec): 3 clusters Score: Raw -244728.124400 + Penalty 2909.363819 = -241818.760580 nChanged 26 SP:Iteration 20F (4796.680351 sec): 3 clusters Score: Raw -244742.432435 + Penalty 2909.363819 = -241833.068616 nChanged 22 SP:Iteration 21Q (4796.774949 sec): 3 clusters Score: Raw -244750.609972 + Penalty 2909.363819 = -241841.246153 nChanged 23 SP:Iteration 22Q (4796.918622 sec): 3 clusters Score: Raw -244759.828988 + Penalty 2909.363819 = -241850.465168 nChanged 19 SP:Iteration 23Q (4797.032705 sec): 3 clusters Score: Raw -244768.683299 + Penalty 2909.363819 = -241859.319479 nChanged 19 SP:Iteration 24Q (4797.131104 sec): 3 clusters Score: Raw -244775.979361 + Penalty 2909.363819 = -241866.615542 nChanged 20 SP:Iteration 25Q (4797.274845 sec): 3 clusters Score: Raw -244784.699808 + Penalty 2909.363819 = -241875.335988 nChanged 19 SP:Iteration 26Q (4797.310269 sec): 3 clusters Score: Raw -244793.075062 + Penalty 2909.363819 = -241883.711242 nChanged 16 SP:Iteration 27Q (4797.352245 sec): 3 clusters Score: Raw -244798.622046 + Penalty 2909.363819 = -241889.258226 nChanged 11 SP:Iteration 28Q (4797.395302 sec): 3 clusters Score: Raw -244802.547244 + Penalty 2909.363819 = -241893.183424 nChanged 6 SP:Iteration 29Q (4797.472302 sec): 3 clusters Score: Raw -244803.825828 + Penalty 2909.363819 = -241894.462008 nChanged 3 SP:Iteration 30Q (4797.559718 sec): 3 clusters Score: Raw -244804.791775 + Penalty 2909.363819 = -241895.427955 nChanged 4 SP:Iteration 31Q (4797.673322 sec): 3 clusters Score: Raw -244805.962262 + Penalty 2909.363819 = -241896.598442 nChanged 5 SP:Iteration 32Q (4797.788950 sec): 3 clusters Score: Raw -244807.058327 + Penalty 2909.363819 = -241897.694508 nChanged 3 SP:Iteration 33Q (4797.904746 sec): 3 clusters Score: Raw -244807.962164 + Penalty 2909.363819 = -241898.598344 nChanged 0 SP:Iteration 34F (4798.018300 sec): 3 clusters Score: Raw -244807.962164 + Penalty 2909.363819 = -241898.598344 nChanged 0 Trying to split cluster 28 (4924 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4798.083966 sec): 2 clusters Score: Raw -264822.674702 + Penalty 1492.079324 = -263330.595378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4798.180448 sec): 3 clusters Score: Raw -262315.993622 + Penalty 2984.158647 = -259331.834975 nChanged 1978 SP:Iteration 1F (4798.291663 sec): 3 clusters Score: Raw -263416.402243 + Penalty 2984.158647 = -260432.243596 nChanged 392 SP:Iteration 2F (4798.388807 sec): 3 clusters Score: Raw -263654.988484 + Penalty 2984.158647 = -260670.829837 nChanged 301 SP:Iteration 3F (4798.493514 sec): 3 clusters Score: Raw -263822.519167 + Penalty 2984.158647 = -260838.360519 nChanged 212 SP:Iteration 4Q (4798.593512 sec): 3 clusters Score: Raw -263941.741241 + Penalty 2984.158647 = -260957.582594 nChanged 179 SP:Iteration 5Q (4798.689040 sec): 3 clusters Score: Raw -264042.793695 + Penalty 2984.158647 = -261058.635048 nChanged 167 SP:Iteration 6Q (4798.803755 sec): 3 clusters Score: Raw -264133.883769 + Penalty 2984.158647 = -261149.725122 nChanged 148 SP:Iteration 7Q (4798.903177 sec): 3 clusters Score: Raw -264209.951583 + Penalty 2984.158647 = -261225.792936 nChanged 143 SP:Iteration 8Q (4799.009079 sec): 3 clusters Score: Raw -264292.352063 + Penalty 2984.158647 = -261308.193416 nChanged 143 SP:Iteration 9Q (4799.119525 sec): 3 clusters Score: Raw -264384.806261 + Penalty 2984.158647 = -261400.647614 nChanged 159 SP:Iteration 10Q (4799.246292 sec): 3 clusters Score: Raw -264480.422786 + Penalty 2984.158647 = -261496.264139 nChanged 147 SP:Iteration 11Q (4799.332690 sec): 3 clusters Score: Raw -264580.704527 + Penalty 2984.158647 = -261596.545880 nChanged 140 SP:Iteration 12Q (4799.422302 sec): 3 clusters Score: Raw -264676.846929 + Penalty 2984.158647 = -261692.688282 nChanged 144 SP:Iteration 13Q (4799.537469 sec): 3 clusters Score: Raw -264765.882793 + Penalty 2984.158647 = -261781.724146 nChanged 130 SP:Iteration 14Q (4799.657342 sec): 3 clusters Score: Raw -264839.411967 + Penalty 2984.158647 = -261855.253320 nChanged 135 SP:Iteration 15Q (4799.751063 sec): 3 clusters Score: Raw -264906.799502 + Penalty 2984.158647 = -261922.640855 nChanged 82 SP:Iteration 16Q (4799.877355 sec): 3 clusters Score: Raw -264952.837678 + Penalty 2984.158647 = -261968.679031 nChanged 78 SP:Iteration 17Q (4799.970916 sec): 3 clusters Score: Raw -264989.550865 + Penalty 2984.158647 = -262005.392218 nChanged 77 SP:Iteration 18Q (4800.095091 sec): 3 clusters Score: Raw -265019.981342 + Penalty 2984.158647 = -262035.822695 nChanged 59 SP:Iteration 19Q (4800.199696 sec): 3 clusters Score: Raw -265040.480443 + Penalty 2984.158647 = -262056.321796 nChanged 36 SP:Iteration 20F (4800.304897 sec): 3 clusters Score: Raw -265055.313798 + Penalty 2984.158647 = -262071.155151 nChanged 45 SP:Iteration 21Q (4800.383081 sec): 3 clusters Score: Raw -265076.399225 + Penalty 2984.158647 = -262092.240578 nChanged 48 SP:Iteration 22Q (4800.482441 sec): 3 clusters Score: Raw -265095.208663 + Penalty 2984.158647 = -262111.050016 nChanged 49 SP:Iteration 23Q (4800.576096 sec): 3 clusters Score: Raw -265113.239747 + Penalty 2984.158647 = -262129.081099 nChanged 47 SP:Iteration 24Q (4800.706272 sec): 3 clusters Score: Raw -265130.951266 + Penalty 2984.158647 = -262146.792619 nChanged 41 SP:Iteration 25Q (4800.802578 sec): 3 clusters Score: Raw -265147.118164 + Penalty 2984.158647 = -262162.959517 nChanged 38 SP:Iteration 26Q (4800.906849 sec): 3 clusters Score: Raw -265158.659169 + Penalty 2984.158647 = -262174.500522 nChanged 27 SP:Iteration 27Q (4801.016890 sec): 3 clusters Score: Raw -265167.872480 + Penalty 2984.158647 = -262183.713833 nChanged 26 SP:Iteration 28Q (4801.109358 sec): 3 clusters Score: Raw -265174.958980 + Penalty 2984.158647 = -262190.800333 nChanged 24 SP:Iteration 29Q (4801.217803 sec): 3 clusters Score: Raw -265183.271405 + Penalty 2984.158647 = -262199.112758 nChanged 26 SP:Iteration 30Q (4801.342719 sec): 3 clusters Score: Raw -265189.745354 + Penalty 2984.158647 = -262205.586707 nChanged 20 SP:Iteration 31Q (4801.454495 sec): 3 clusters Score: Raw -265195.284057 + Penalty 2984.158647 = -262211.125410 nChanged 23 SP:Iteration 32Q (4801.539037 sec): 3 clusters Score: Raw -265201.604506 + Penalty 2984.158647 = -262217.445859 nChanged 20 SP:Iteration 33Q (4801.650725 sec): 3 clusters Score: Raw -265205.397677 + Penalty 2984.158647 = -262221.239030 nChanged 18 SP:Iteration 34Q (4801.757711 sec): 3 clusters Score: Raw -265211.868447 + Penalty 2984.158647 = -262227.709800 nChanged 18 SP:Iteration 35Q (4801.840270 sec): 3 clusters Score: Raw -265216.460976 + Penalty 2984.158647 = -262232.302329 nChanged 12 SP:Iteration 36Q (4801.945683 sec): 3 clusters Score: Raw -265219.743478 + Penalty 2984.158647 = -262235.584831 nChanged 12 SP:Iteration 37Q (4802.091857 sec): 3 clusters Score: Raw -265223.214928 + Penalty 2984.158647 = -262239.056281 nChanged 15 SP:Iteration 38Q (4802.207106 sec): 3 clusters Score: Raw -265226.722464 + Penalty 2984.158647 = -262242.563817 nChanged 13 SP:Iteration 39Q (4802.316826 sec): 3 clusters Score: Raw -265228.792740 + Penalty 2984.158647 = -262244.634093 nChanged 3 SP:Iteration 40F (4802.424978 sec): 3 clusters Score: Raw -265229.584068 + Penalty 2984.158647 = -262245.425421 nChanged 2 SP:Iteration 41Q (4802.548041 sec): 3 clusters Score: Raw -265230.029559 + Penalty 2984.158647 = -262245.870912 nChanged 0 SP:Iteration 42F (4802.639375 sec): 3 clusters Score: Raw -265230.029559 + Penalty 2984.158647 = -262245.870912 nChanged 0 Trying to split cluster 29 (8458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4802.735235 sec): 2 clusters Score: Raw -592461.602536 + Penalty 1587.023337 = -590874.579199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4802.839997 sec): 3 clusters Score: Raw -587870.992016 + Penalty 3174.046674 = -584696.945341 nChanged 3532 SP:Iteration 1F (4802.963120 sec): 3 clusters Score: Raw -589701.832108 + Penalty 3174.046674 = -586527.785434 nChanged 578 SP:Iteration 2F (4803.064612 sec): 3 clusters Score: Raw -589976.939554 + Penalty 3174.046674 = -586802.892880 nChanged 493 SP:Iteration 3F (4803.202907 sec): 3 clusters Score: Raw -590196.361010 + Penalty 3174.046674 = -587022.314336 nChanged 417 SP:Iteration 4Q (4803.307872 sec): 3 clusters Score: Raw -590385.036413 + Penalty 3174.046674 = -587210.989738 nChanged 367 SP:Iteration 5Q (4803.405290 sec): 3 clusters Score: Raw -590551.621777 + Penalty 3174.046674 = -587377.575102 nChanged 320 SP:Iteration 6Q (4803.527889 sec): 3 clusters Score: Raw -590679.291927 + Penalty 3174.046674 = -587505.245253 nChanged 291 SP:Iteration 7Q (4803.662582 sec): 3 clusters Score: Raw -590794.403071 + Penalty 3174.046674 = -587620.356397 nChanged 257 SP:Iteration 8Q (4803.759805 sec): 3 clusters Score: Raw -590902.749910 + Penalty 3174.046674 = -587728.703236 nChanged 269 SP:Iteration 9Q (4803.898317 sec): 3 clusters Score: Raw -591005.777466 + Penalty 3174.046674 = -587831.730792 nChanged 226 SP:Iteration 10Q (4804.035679 sec): 3 clusters Score: Raw -591094.233654 + Penalty 3174.046674 = -587920.186980 nChanged 220 SP:Iteration 11Q (4804.150231 sec): 3 clusters Score: Raw -591177.990588 + Penalty 3174.046674 = -588003.943913 nChanged 236 SP:Iteration 12Q (4804.312607 sec): 3 clusters Score: Raw -591272.432123 + Penalty 3174.046674 = -588098.385449 nChanged 225 SP:Iteration 13Q (4804.393083 sec): 3 clusters Score: Raw -591361.083446 + Penalty 3174.046674 = -588187.036772 nChanged 221 SP:Iteration 14Q (4804.448736 sec): 3 clusters Score: Raw -591445.996948 + Penalty 3174.046674 = -588271.950274 nChanged 188 SP:Iteration 15Q (4804.507973 sec): 3 clusters Score: Raw -591517.662013 + Penalty 3174.046674 = -588343.615338 nChanged 193 SP:Iteration 16Q (4804.568291 sec): 3 clusters Score: Raw -591592.830000 + Penalty 3174.046674 = -588418.783325 nChanged 188 SP:Iteration 17Q (4804.636112 sec): 3 clusters Score: Raw -591668.735014 + Penalty 3174.046674 = -588494.688340 nChanged 183 SP:Iteration 18Q (4804.703469 sec): 3 clusters Score: Raw -591745.982367 + Penalty 3174.046674 = -588571.935693 nChanged 191 SP:Iteration 19Q (4804.838017 sec): 3 clusters Score: Raw -591837.937040 + Penalty 3174.046674 = -588663.890365 nChanged 177 SP:Iteration 20F (4804.940389 sec): 3 clusters Score: Raw -591918.028631 + Penalty 3174.046674 = -588743.981956 nChanged 165 SP:Iteration 21Q (4805.052259 sec): 3 clusters Score: Raw -591998.666853 + Penalty 3174.046674 = -588824.620178 nChanged 149 SP:Iteration 22Q (4805.182071 sec): 3 clusters Score: Raw -592070.091858 + Penalty 3174.046674 = -588896.045184 nChanged 153 SP:Iteration 23Q (4805.293919 sec): 3 clusters Score: Raw -592153.413401 + Penalty 3174.046674 = -588979.366727 nChanged 154 SP:Iteration 24Q (4805.443296 sec): 3 clusters Score: Raw -592241.908448 + Penalty 3174.046674 = -589067.861774 nChanged 135 SP:Iteration 25Q (4805.552671 sec): 3 clusters Score: Raw -592321.246325 + Penalty 3174.046674 = -589147.199651 nChanged 106 SP:Iteration 26Q (4805.675464 sec): 3 clusters Score: Raw -592385.374006 + Penalty 3174.046674 = -589211.327331 nChanged 99 SP:Iteration 27Q (4805.817338 sec): 3 clusters Score: Raw -592439.469253 + Penalty 3174.046674 = -589265.422579 nChanged 76 SP:Iteration 28Q (4805.938169 sec): 3 clusters Score: Raw -592482.073437 + Penalty 3174.046674 = -589308.026763 nChanged 62 SP:Iteration 29Q (4806.044713 sec): 3 clusters Score: Raw -592520.901502 + Penalty 3174.046674 = -589346.854827 nChanged 58 SP:Iteration 30Q (4806.161335 sec): 3 clusters Score: Raw -592558.235290 + Penalty 3174.046674 = -589384.188616 nChanged 53 SP:Iteration 31Q (4806.292044 sec): 3 clusters Score: Raw -592591.712105 + Penalty 3174.046674 = -589417.665431 nChanged 40 SP:Iteration 32Q (4806.404897 sec): 3 clusters Score: Raw -592614.807817 + Penalty 3174.046674 = -589440.761142 nChanged 30 SP:Iteration 33Q (4806.506241 sec): 3 clusters Score: Raw -592635.244107 + Penalty 3174.046674 = -589461.197433 nChanged 24 SP:Iteration 34Q (4806.628105 sec): 3 clusters Score: Raw -592651.495359 + Penalty 3174.046674 = -589477.448685 nChanged 20 SP:Iteration 35Q (4806.744001 sec): 3 clusters Score: Raw -592665.253205 + Penalty 3174.046674 = -589491.206531 nChanged 13 SP:Iteration 36Q (4806.855693 sec): 3 clusters Score: Raw -592677.113681 + Penalty 3174.046674 = -589503.067006 nChanged 16 SP:Iteration 37Q (4806.989548 sec): 3 clusters Score: Raw -592690.390782 + Penalty 3174.046674 = -589516.344108 nChanged 11 SP:Iteration 38Q (4807.109623 sec): 3 clusters Score: Raw -592698.856748 + Penalty 3174.046674 = -589524.810073 nChanged 7 SP:Iteration 39Q (4807.246685 sec): 3 clusters Score: Raw -592702.605290 + Penalty 3174.046674 = -589528.558616 nChanged 4 SP:Iteration 40F (4807.349078 sec): 3 clusters Score: Raw -592705.018275 + Penalty 3174.046674 = -589530.971600 nChanged 5 SP:Iteration 41Q (4807.472317 sec): 3 clusters Score: Raw -592706.975166 + Penalty 3174.046674 = -589532.928492 nChanged 5 SP:Iteration 42Q (4807.613749 sec): 3 clusters Score: Raw -592709.364447 + Penalty 3174.046674 = -589535.317772 nChanged 4 SP:Iteration 43Q (4807.761604 sec): 3 clusters Score: Raw -592711.391098 + Penalty 3174.046674 = -589537.344424 nChanged 1 SP:Iteration 44Q (4807.886773 sec): 3 clusters Score: Raw -592711.737112 + Penalty 3174.046674 = -589537.690437 nChanged 0 SP:Iteration 45F (4808.014106 sec): 3 clusters Score: Raw -592711.737112 + Penalty 3174.046674 = -589537.690437 nChanged 0 Trying to split cluster 30 (2391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4808.107173 sec): 2 clusters Score: Raw -125571.820899 + Penalty 1365.296453 = -124206.524446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4808.209533 sec): 3 clusters Score: Raw -124570.192419 + Penalty 2730.592906 = -121839.599514 nChanged 883 SP:Iteration 1F (4808.299082 sec): 3 clusters Score: Raw -125295.461462 + Penalty 2730.592906 = -122564.868556 nChanged 253 SP:Iteration 2F (4808.394414 sec): 3 clusters Score: Raw -125642.725720 + Penalty 2730.592906 = -122912.132815 nChanged 179 SP:Iteration 3F (4808.513404 sec): 3 clusters Score: Raw -125915.020349 + Penalty 2730.592906 = -123184.427444 nChanged 169 SP:Iteration 4F (4808.636637 sec): 3 clusters Score: Raw -126137.118203 + Penalty 2730.592906 = -123406.525297 nChanged 125 SP:Iteration 5F (4808.718662 sec): 3 clusters Score: Raw -126302.396683 + Penalty 2730.592906 = -123571.803777 nChanged 105 SP:Iteration 6Q (4808.811616 sec): 3 clusters Score: Raw -126427.130683 + Penalty 2730.592906 = -123696.537778 nChanged 80 SP:Iteration 7Q (4808.919940 sec): 3 clusters Score: Raw -126511.023763 + Penalty 2730.592906 = -123780.430857 nChanged 61 SP:Iteration 8Q (4809.024445 sec): 3 clusters Score: Raw -126566.928309 + Penalty 2730.592906 = -123836.335404 nChanged 38 SP:Iteration 9Q (4809.120080 sec): 3 clusters Score: Raw -126601.948292 + Penalty 2730.592906 = -123871.355386 nChanged 31 SP:Iteration 10Q (4809.237320 sec): 3 clusters Score: Raw -126625.033664 + Penalty 2730.592906 = -123894.440758 nChanged 28 SP:Iteration 11Q (4809.316993 sec): 3 clusters Score: Raw -126646.781389 + Penalty 2730.592906 = -123916.188483 nChanged 22 SP:Iteration 12Q (4809.433326 sec): 3 clusters Score: Raw -126666.285692 + Penalty 2730.592906 = -123935.692787 nChanged 17 SP:Iteration 13Q (4809.524169 sec): 3 clusters Score: Raw -126678.226708 + Penalty 2730.592906 = -123947.633802 nChanged 10 SP:Iteration 14Q (4809.624803 sec): 3 clusters Score: Raw -126690.754058 + Penalty 2730.592906 = -123960.161152 nChanged 13 SP:Iteration 15Q (4809.737466 sec): 3 clusters Score: Raw -126701.483175 + Penalty 2730.592906 = -123970.890270 nChanged 8 SP:Iteration 16Q (4809.850973 sec): 3 clusters Score: Raw -126706.525303 + Penalty 2730.592906 = -123975.932397 nChanged 6 SP:Iteration 17Q (4809.940920 sec): 3 clusters Score: Raw -126709.598905 + Penalty 2730.592906 = -123979.006000 nChanged 5 SP:Iteration 18Q (4810.055315 sec): 3 clusters Score: Raw -126712.216129 + Penalty 2730.592906 = -123981.623224 nChanged 3 SP:Iteration 19Q (4810.140614 sec): 3 clusters Score: Raw -126713.162468 + Penalty 2730.592906 = -123982.569562 nChanged 1 SP:Iteration 20F (4810.246104 sec): 3 clusters Score: Raw -126713.492146 + Penalty 2730.592906 = -123982.899240 nChanged 1 SP:Iteration 21Q (4810.342096 sec): 3 clusters Score: Raw -126713.937104 + Penalty 2730.592906 = -123983.344199 nChanged 4 SP:Iteration 22Q (4810.434657 sec): 3 clusters Score: Raw -126715.792140 + Penalty 2730.592906 = -123985.199234 nChanged 2 SP:Iteration 23Q (4810.528188 sec): 3 clusters Score: Raw -126717.265947 + Penalty 2730.592906 = -123986.673041 nChanged 1 SP:Iteration 24Q (4810.627995 sec): 3 clusters Score: Raw -126717.603306 + Penalty 2730.592906 = -123987.010400 nChanged 3 SP:Iteration 25Q (4810.737949 sec): 3 clusters Score: Raw -126718.367641 + Penalty 2730.592906 = -123987.774735 nChanged 0 SP:Iteration 26F (4810.854127 sec): 3 clusters Score: Raw -126718.367641 + Penalty 2730.592906 = -123987.774735 nChanged 0 Trying to split cluster 31 (6881 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4810.928162 sec): 2 clusters Score: Raw -453671.299741 + Penalty 1550.809132 = -452120.490609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4811.054581 sec): 3 clusters Score: Raw -449957.147096 + Penalty 3101.618263 = -446855.528833 nChanged 2884 SP:Iteration 1F (4811.183207 sec): 3 clusters Score: Raw -451549.475570 + Penalty 3101.618263 = -448447.857307 nChanged 493 SP:Iteration 2F (4811.336645 sec): 3 clusters Score: Raw -451810.220351 + Penalty 3101.618263 = -448708.602088 nChanged 401 SP:Iteration 3F (4811.408005 sec): 3 clusters Score: Raw -452011.701484 + Penalty 3101.618263 = -448910.083220 nChanged 333 SP:Iteration 4Q (4811.460974 sec): 3 clusters Score: Raw -452206.197387 + Penalty 3101.618263 = -449104.579124 nChanged 366 SP:Iteration 5F (4811.556777 sec): 3 clusters Score: Raw -452411.549515 + Penalty 3101.618263 = -449309.931252 nChanged 311 SP:Iteration 6Q (4811.697386 sec): 3 clusters Score: Raw -452582.870646 + Penalty 3101.618263 = -449481.252382 nChanged 300 SP:Iteration 7Q (4811.811221 sec): 3 clusters Score: Raw -452756.197607 + Penalty 3101.618263 = -449654.579344 nChanged 265 SP:Iteration 8Q (4811.945266 sec): 3 clusters Score: Raw -452909.016986 + Penalty 3101.618263 = -449807.398723 nChanged 251 SP:Iteration 9Q (4812.069928 sec): 3 clusters Score: Raw -453072.468916 + Penalty 3101.618263 = -449970.850652 nChanged 216 SP:Iteration 10Q (4812.184426 sec): 3 clusters Score: Raw -453221.257955 + Penalty 3101.618263 = -450119.639692 nChanged 192 SP:Iteration 11Q (4812.302849 sec): 3 clusters Score: Raw -453362.691818 + Penalty 3101.618263 = -450261.073555 nChanged 156 SP:Iteration 12Q (4812.418159 sec): 3 clusters Score: Raw -453475.586099 + Penalty 3101.618263 = -450373.967836 nChanged 160 SP:Iteration 13Q (4812.532048 sec): 3 clusters Score: Raw -453598.211770 + Penalty 3101.618263 = -450496.593507 nChanged 133 SP:Iteration 14Q (4812.649075 sec): 3 clusters Score: Raw -453706.095633 + Penalty 3101.618263 = -450604.477370 nChanged 101 SP:Iteration 15Q (4812.767863 sec): 3 clusters Score: Raw -453789.284787 + Penalty 3101.618263 = -450687.666524 nChanged 97 SP:Iteration 16Q (4812.882069 sec): 3 clusters Score: Raw -453870.682470 + Penalty 3101.618263 = -450769.064206 nChanged 75 SP:Iteration 17Q (4812.997358 sec): 3 clusters Score: Raw -453945.944095 + Penalty 3101.618263 = -450844.325832 nChanged 80 SP:Iteration 18Q (4813.122151 sec): 3 clusters Score: Raw -454030.977952 + Penalty 3101.618263 = -450929.359689 nChanged 78 SP:Iteration 19Q (4813.208404 sec): 3 clusters Score: Raw -454116.288157 + Penalty 3101.618263 = -451014.669894 nChanged 67 SP:Iteration 20F (4813.322305 sec): 3 clusters Score: Raw -454175.206137 + Penalty 3101.618263 = -451073.587874 nChanged 60 SP:Iteration 21Q (4813.424716 sec): 3 clusters Score: Raw -454222.541890 + Penalty 3101.618263 = -451120.923627 nChanged 53 SP:Iteration 22Q (4813.522101 sec): 3 clusters Score: Raw -454260.989589 + Penalty 3101.618263 = -451159.371325 nChanged 40 SP:Iteration 23Q (4813.630188 sec): 3 clusters Score: Raw -454290.436202 + Penalty 3101.618263 = -451188.817938 nChanged 32 SP:Iteration 24Q (4813.740330 sec): 3 clusters Score: Raw -454314.747839 + Penalty 3101.618263 = -451213.129576 nChanged 28 SP:Iteration 25Q (4813.848522 sec): 3 clusters Score: Raw -454329.821753 + Penalty 3101.618263 = -451228.203489 nChanged 30 SP:Iteration 26Q (4813.947538 sec): 3 clusters Score: Raw -454346.875764 + Penalty 3101.618263 = -451245.257501 nChanged 22 SP:Iteration 27Q (4814.059901 sec): 3 clusters Score: Raw -454358.515325 + Penalty 3101.618263 = -451256.897062 nChanged 18 SP:Iteration 28Q (4814.184865 sec): 3 clusters Score: Raw -454365.583787 + Penalty 3101.618263 = -451263.965524 nChanged 3 SP:Iteration 29Q (4814.312334 sec): 3 clusters Score: Raw -454366.290751 + Penalty 3101.618263 = -451264.672487 nChanged 0 SP:Iteration 30F (4814.399409 sec): 3 clusters Score: Raw -454366.290751 + Penalty 3101.618263 = -451264.672487 nChanged 0 Trying to split cluster 32 (1291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4814.468276 sec): 2 clusters Score: Raw -67142.056525 + Penalty 1257.136755 = -65884.919770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4814.585379 sec): 3 clusters Score: Raw -66691.601413 + Penalty 2514.273509 = -64177.327904 nChanged 398 SP:Iteration 1F (4814.692801 sec): 3 clusters Score: Raw -67066.723493 + Penalty 2514.273509 = -64552.449984 nChanged 129 SP:Iteration 2F (4814.792751 sec): 3 clusters Score: Raw -67229.969754 + Penalty 2514.273509 = -64715.696244 nChanged 87 SP:Iteration 3F (4814.892944 sec): 3 clusters Score: Raw -67341.189230 + Penalty 2514.273509 = -64826.915721 nChanged 55 SP:Iteration 4Q (4815.005982 sec): 3 clusters Score: Raw -67411.890768 + Penalty 2514.273509 = -64897.617259 nChanged 36 SP:Iteration 5Q (4815.087054 sec): 3 clusters Score: Raw -67450.479788 + Penalty 2514.273509 = -64936.206279 nChanged 22 SP:Iteration 6Q (4815.184911 sec): 3 clusters Score: Raw -67466.149860 + Penalty 2514.273509 = -64951.876351 nChanged 11 SP:Iteration 7Q (4815.281426 sec): 3 clusters Score: Raw -67475.670316 + Penalty 2514.273509 = -64961.396807 nChanged 10 SP:Iteration 8Q (4815.386714 sec): 3 clusters Score: Raw -67486.577181 + Penalty 2514.273509 = -64972.303672 nChanged 11 SP:Iteration 9Q (4815.516070 sec): 3 clusters Score: Raw -67496.349140 + Penalty 2514.273509 = -64982.075631 nChanged 14 SP:Iteration 10Q (4815.632556 sec): 3 clusters Score: Raw -67509.660944 + Penalty 2514.273509 = -64995.387435 nChanged 13 SP:Iteration 11Q (4815.717419 sec): 3 clusters Score: Raw -67523.282409 + Penalty 2514.273509 = -65009.008900 nChanged 7 SP:Iteration 12Q (4815.795503 sec): 3 clusters Score: Raw -67530.897013 + Penalty 2514.273509 = -65016.623504 nChanged 7 SP:Iteration 13Q (4815.891724 sec): 3 clusters Score: Raw -67535.459411 + Penalty 2514.273509 = -65021.185901 nChanged 2 SP:Iteration 14Q (4815.999924 sec): 3 clusters Score: Raw -67536.879967 + Penalty 2514.273509 = -65022.606458 nChanged 3 SP:Iteration 15Q (4816.114910 sec): 3 clusters Score: Raw -67539.106798 + Penalty 2514.273509 = -65024.833289 nChanged 3 SP:Iteration 16Q (4816.190048 sec): 3 clusters Score: Raw -67541.971845 + Penalty 2514.273509 = -65027.698335 nChanged 0 SP:Iteration 17F (4816.301337 sec): 3 clusters Score: Raw -67541.971845 + Penalty 2514.273509 = -65027.698335 nChanged 0 Trying to split cluster 33 (6730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4816.380109 sec): 2 clusters Score: Raw -442982.621207 + Penalty 1546.914989 = -441435.706218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4816.495261 sec): 3 clusters Score: Raw -439497.987553 + Penalty 3093.829978 = -436404.157575 nChanged 2722 SP:Iteration 1F (4816.616383 sec): 3 clusters Score: Raw -440951.339068 + Penalty 3093.829978 = -437857.509089 nChanged 521 SP:Iteration 2F (4816.726620 sec): 3 clusters Score: Raw -441245.591317 + Penalty 3093.829978 = -438151.761339 nChanged 403 SP:Iteration 3F (4816.838838 sec): 3 clusters Score: Raw -441455.326842 + Penalty 3093.829978 = -438361.496864 nChanged 332 SP:Iteration 4Q (4816.955690 sec): 3 clusters Score: Raw -441655.624991 + Penalty 3093.829978 = -438561.795013 nChanged 334 SP:Iteration 5Q (4817.078446 sec): 3 clusters Score: Raw -441857.291950 + Penalty 3093.829978 = -438763.461971 nChanged 323 SP:Iteration 6Q (4817.186464 sec): 3 clusters Score: Raw -442068.069024 + Penalty 3093.829978 = -438974.239046 nChanged 326 SP:Iteration 7Q (4817.307012 sec): 3 clusters Score: Raw -442279.541951 + Penalty 3093.829978 = -439185.711972 nChanged 287 SP:Iteration 8Q (4817.422737 sec): 3 clusters Score: Raw -442460.252950 + Penalty 3093.829978 = -439366.422971 nChanged 253 SP:Iteration 9Q (4817.539210 sec): 3 clusters Score: Raw -442588.007479 + Penalty 3093.829978 = -439494.177501 nChanged 200 SP:Iteration 10Q (4817.667338 sec): 3 clusters Score: Raw -442694.792364 + Penalty 3093.829978 = -439600.962385 nChanged 178 SP:Iteration 11Q (4817.836127 sec): 3 clusters Score: Raw -442781.452592 + Penalty 3093.829978 = -439687.622613 nChanged 156 SP:Iteration 12Q (4817.940348 sec): 3 clusters Score: Raw -442854.931559 + Penalty 3093.829978 = -439761.101581 nChanged 123 SP:Iteration 13Q (4818.068389 sec): 3 clusters Score: Raw -442920.194627 + Penalty 3093.829978 = -439826.364648 nChanged 115 SP:Iteration 14Q (4818.117960 sec): 3 clusters Score: Raw -442966.825636 + Penalty 3093.829978 = -439872.995658 nChanged 86 SP:Iteration 15Q (4818.167605 sec): 3 clusters Score: Raw -443005.242564 + Penalty 3093.829978 = -439911.412586 nChanged 67 SP:Iteration 16Q (4818.308492 sec): 3 clusters Score: Raw -443037.875671 + Penalty 3093.829978 = -439944.045693 nChanged 71 SP:Iteration 17Q (4818.424103 sec): 3 clusters Score: Raw -443064.804702 + Penalty 3093.829978 = -439970.974723 nChanged 61 SP:Iteration 18Q (4818.541409 sec): 3 clusters Score: Raw -443081.816365 + Penalty 3093.829978 = -439987.986386 nChanged 37 SP:Iteration 19Q (4818.631631 sec): 3 clusters Score: Raw -443091.456183 + Penalty 3093.829978 = -439997.626205 nChanged 34 SP:Iteration 20F (4818.788598 sec): 3 clusters Score: Raw -443099.918765 + Penalty 3093.829978 = -440006.088787 nChanged 28 SP:Iteration 21Q (4818.884711 sec): 3 clusters Score: Raw -443106.730642 + Penalty 3093.829978 = -440012.900664 nChanged 20 SP:Iteration 22Q (4819.006080 sec): 3 clusters Score: Raw -443111.440085 + Penalty 3093.829978 = -440017.610107 nChanged 16 SP:Iteration 23Q (4819.133121 sec): 3 clusters Score: Raw -443114.883374 + Penalty 3093.829978 = -440021.053395 nChanged 19 SP:Iteration 24Q (4819.256821 sec): 3 clusters Score: Raw -443119.506954 + Penalty 3093.829978 = -440025.676976 nChanged 15 SP:Iteration 25Q (4819.377966 sec): 3 clusters Score: Raw -443122.723485 + Penalty 3093.829978 = -440028.893506 nChanged 19 SP:Iteration 26Q (4819.471223 sec): 3 clusters Score: Raw -443127.184799 + Penalty 3093.829978 = -440033.354821 nChanged 18 SP:Iteration 27Q (4819.603845 sec): 3 clusters Score: Raw -443131.613134 + Penalty 3093.829978 = -440037.783155 nChanged 14 SP:Iteration 28Q (4819.704034 sec): 3 clusters Score: Raw -443134.015447 + Penalty 3093.829978 = -440040.185469 nChanged 12 SP:Iteration 29Q (4819.833806 sec): 3 clusters Score: Raw -443136.426725 + Penalty 3093.829978 = -440042.596747 nChanged 13 SP:Iteration 30Q (4819.942863 sec): 3 clusters Score: Raw -443139.740472 + Penalty 3093.829978 = -440045.910494 nChanged 11 SP:Iteration 31Q (4820.089509 sec): 3 clusters Score: Raw -443142.246742 + Penalty 3093.829978 = -440048.416764 nChanged 9 SP:Iteration 32Q (4820.196199 sec): 3 clusters Score: Raw -443143.814466 + Penalty 3093.829978 = -440049.984488 nChanged 8 SP:Iteration 33Q (4820.337397 sec): 3 clusters Score: Raw -443145.187870 + Penalty 3093.829978 = -440051.357891 nChanged 5 SP:Iteration 34Q (4820.444054 sec): 3 clusters Score: Raw -443146.096263 + Penalty 3093.829978 = -440052.266285 nChanged 3 SP:Iteration 35Q (4820.574012 sec): 3 clusters Score: Raw -443146.437400 + Penalty 3093.829978 = -440052.607421 nChanged 1 SP:Iteration 36Q (4820.708501 sec): 3 clusters Score: Raw -443146.756108 + Penalty 3093.829978 = -440052.926129 nChanged 2 SP:Iteration 37Q (4820.810493 sec): 3 clusters Score: Raw -443147.548310 + Penalty 3093.829978 = -440053.718332 nChanged 4 SP:Iteration 38Q (4820.962572 sec): 3 clusters Score: Raw -443148.224208 + Penalty 3093.829978 = -440054.394229 nChanged 3 SP:Iteration 39Q (4821.057368 sec): 3 clusters Score: Raw -443148.881140 + Penalty 3093.829978 = -440055.051161 nChanged 5 SP:Iteration 40F (4821.176301 sec): 3 clusters Score: Raw -443149.840524 + Penalty 3093.829978 = -440056.010545 nChanged 2 SP:Iteration 41Q (4821.299917 sec): 3 clusters Score: Raw -443150.102927 + Penalty 3093.829978 = -440056.272949 nChanged 0 SP:Iteration 42F (4821.404787 sec): 3 clusters Score: Raw -443150.102927 + Penalty 3093.829978 = -440056.272949 nChanged 0 Trying to split cluster 34 (13329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4821.519112 sec): 2 clusters Score: Raw -923533.853012 + Penalty 1666.845892 = -921867.007120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4821.656966 sec): 3 clusters Score: Raw -915830.717444 + Penalty 3333.691784 = -912497.025659 nChanged 5853 SP:Iteration 1F (4821.804507 sec): 3 clusters Score: Raw -918971.699142 + Penalty 3333.691784 = -915638.007358 nChanged 883 SP:Iteration 2F (4821.938638 sec): 3 clusters Score: Raw -919429.080288 + Penalty 3333.691784 = -916095.388504 nChanged 879 SP:Iteration 3F (4822.078068 sec): 3 clusters Score: Raw -919935.705896 + Penalty 3333.691784 = -916602.014111 nChanged 896 SP:Iteration 4F (4822.208546 sec): 3 clusters Score: Raw -920493.648650 + Penalty 3333.691784 = -917159.956866 nChanged 871 SP:Iteration 5F (4822.346423 sec): 3 clusters Score: Raw -920983.786303 + Penalty 3333.691784 = -917650.094518 nChanged 735 SP:Iteration 6F (4822.489663 sec): 3 clusters Score: Raw -921378.931566 + Penalty 3333.691784 = -918045.239782 nChanged 573 SP:Iteration 7Q (4822.618962 sec): 3 clusters Score: Raw -921680.845473 + Penalty 3333.691784 = -918347.153688 nChanged 465 SP:Iteration 8Q (4822.758873 sec): 3 clusters Score: Raw -921914.988712 + Penalty 3333.691784 = -918581.296928 nChanged 419 SP:Iteration 9Q (4822.912385 sec): 3 clusters Score: Raw -922146.806637 + Penalty 3333.691784 = -918813.114853 nChanged 337 SP:Iteration 10Q (4823.064339 sec): 3 clusters Score: Raw -922358.294763 + Penalty 3333.691784 = -919024.602978 nChanged 315 SP:Iteration 11Q (4823.197420 sec): 3 clusters Score: Raw -922598.038362 + Penalty 3333.691784 = -919264.346578 nChanged 313 SP:Iteration 12Q (4823.338504 sec): 3 clusters Score: Raw -922864.837703 + Penalty 3333.691784 = -919531.145918 nChanged 264 SP:Iteration 13Q (4823.486024 sec): 3 clusters Score: Raw -923092.485140 + Penalty 3333.691784 = -919758.793356 nChanged 200 SP:Iteration 14Q (4823.612458 sec): 3 clusters Score: Raw -923261.372699 + Penalty 3333.691784 = -919927.680914 nChanged 156 SP:Iteration 15Q (4823.748002 sec): 3 clusters Score: Raw -923380.856842 + Penalty 3333.691784 = -920047.165058 nChanged 126 SP:Iteration 16Q (4823.890677 sec): 3 clusters Score: Raw -923459.543319 + Penalty 3333.691784 = -920125.851535 nChanged 95 SP:Iteration 17Q (4824.026463 sec): 3 clusters Score: Raw -923508.713130 + Penalty 3333.691784 = -920175.021346 nChanged 68 SP:Iteration 18Q (4824.166642 sec): 3 clusters Score: Raw -923542.971098 + Penalty 3333.691784 = -920209.279314 nChanged 64 SP:Iteration 19Q (4824.309561 sec): 3 clusters Score: Raw -923568.898022 + Penalty 3333.691784 = -920235.206237 nChanged 49 SP:Iteration 20F (4824.445235 sec): 3 clusters Score: Raw -923598.609264 + Penalty 3333.691784 = -920264.917479 nChanged 52 SP:Iteration 21Q (4824.636671 sec): 3 clusters Score: Raw -923632.311238 + Penalty 3333.691784 = -920298.619454 nChanged 39 SP:Iteration 22Q (4824.767410 sec): 3 clusters Score: Raw -923655.608779 + Penalty 3333.691784 = -920321.916995 nChanged 48 SP:Iteration 23Q (4824.920546 sec): 3 clusters Score: Raw -923679.223909 + Penalty 3333.691784 = -920345.532124 nChanged 35 SP:Iteration 24Q (4825.078047 sec): 3 clusters Score: Raw -923694.038695 + Penalty 3333.691784 = -920360.346910 nChanged 34 SP:Iteration 25Q (4825.220424 sec): 3 clusters Score: Raw -923707.279167 + Penalty 3333.691784 = -920373.587383 nChanged 26 SP:Iteration 26Q (4825.328885 sec): 3 clusters Score: Raw -923719.985594 + Penalty 3333.691784 = -920386.293810 nChanged 25 SP:Iteration 27Q (4825.480097 sec): 3 clusters Score: Raw -923735.654549 + Penalty 3333.691784 = -920401.962764 nChanged 28 SP:Iteration 28Q (4825.605442 sec): 3 clusters Score: Raw -923750.315337 + Penalty 3333.691784 = -920416.623552 nChanged 26 SP:Iteration 29Q (4825.739387 sec): 3 clusters Score: Raw -923760.629453 + Penalty 3333.691784 = -920426.937668 nChanged 27 SP:Iteration 30Q (4825.874646 sec): 3 clusters Score: Raw -923771.707889 + Penalty 3333.691784 = -920438.016104 nChanged 20 SP:Iteration 31Q (4826.011962 sec): 3 clusters Score: Raw -923782.116535 + Penalty 3333.691784 = -920448.424750 nChanged 16 SP:Iteration 32Q (4826.141226 sec): 3 clusters Score: Raw -923789.940851 + Penalty 3333.691784 = -920456.249067 nChanged 19 SP:Iteration 33Q (4826.289998 sec): 3 clusters Score: Raw -923796.518922 + Penalty 3333.691784 = -920462.827137 nChanged 14 SP:Iteration 34Q (4826.400025 sec): 3 clusters Score: Raw -923801.060675 + Penalty 3333.691784 = -920467.368891 nChanged 8 SP:Iteration 35Q (4826.514423 sec): 3 clusters Score: Raw -923806.049067 + Penalty 3333.691784 = -920472.357283 nChanged 12 SP:Iteration 36Q (4826.643400 sec): 3 clusters Score: Raw -923812.215269 + Penalty 3333.691784 = -920478.523485 nChanged 14 SP:Iteration 37Q (4826.779223 sec): 3 clusters Score: Raw -923819.185120 + Penalty 3333.691784 = -920485.493335 nChanged 16 SP:Iteration 38Q (4826.917765 sec): 3 clusters Score: Raw -923825.706549 + Penalty 3333.691784 = -920492.014765 nChanged 11 SP:Iteration 39Q (4827.050302 sec): 3 clusters Score: Raw -923830.178282 + Penalty 3333.691784 = -920496.486497 nChanged 9 SP:Iteration 40F (4827.196279 sec): 3 clusters Score: Raw -923834.603669 + Penalty 3333.691784 = -920500.911884 nChanged 8 SP:Iteration 41Q (4827.334704 sec): 3 clusters Score: Raw -923839.740771 + Penalty 3333.691784 = -920506.048986 nChanged 10 SP:Iteration 42Q (4827.491404 sec): 3 clusters Score: Raw -923844.358157 + Penalty 3333.691784 = -920510.666373 nChanged 12 SP:Iteration 43Q (4827.614418 sec): 3 clusters Score: Raw -923849.518650 + Penalty 3333.691784 = -920515.826866 nChanged 10 SP:Iteration 44Q (4827.739443 sec): 3 clusters Score: Raw -923854.901445 + Penalty 3333.691784 = -920521.209661 nChanged 9 SP:Iteration 45Q (4827.865005 sec): 3 clusters Score: Raw -923857.473653 + Penalty 3333.691784 = -920523.781869 nChanged 5 SP:Iteration 46Q (4828.027439 sec): 3 clusters Score: Raw -923858.891655 + Penalty 3333.691784 = -920525.199870 nChanged 4 SP:Iteration 47Q (4828.139621 sec): 3 clusters Score: Raw -923860.676546 + Penalty 3333.691784 = -920526.984762 nChanged 2 SP:Iteration 48Q (4828.291866 sec): 3 clusters Score: Raw -923861.424949 + Penalty 3333.691784 = -920527.733164 nChanged 4 SP:Iteration 49Q (4828.417770 sec): 3 clusters Score: Raw -923863.112742 + Penalty 3333.691784 = -920529.420957 nChanged 5 SP:Iteration 50Q (4828.539906 sec): 3 clusters Score: Raw -923865.459715 + Penalty 3333.691784 = -920531.767930 nChanged 5 SP:Iteration 51Q (4828.666100 sec): 3 clusters Score: Raw -923867.517417 + Penalty 3333.691784 = -920533.825633 nChanged 3 SP:Iteration 52Q (4828.814848 sec): 3 clusters Score: Raw -923868.871309 + Penalty 3333.691784 = -920535.179525 nChanged 0 SP:Iteration 53F (4828.928456 sec): 3 clusters Score: Raw -923868.871309 + Penalty 3333.691784 = -920535.179525 nChanged 0 Trying to split cluster 35 (2426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4829.014689 sec): 2 clusters Score: Raw -157575.407889 + Penalty 1367.846840 = -156207.561049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4829.112559 sec): 3 clusters Score: Raw -156514.640371 + Penalty 2735.693680 = -153778.946690 nChanged 886 SP:Iteration 1F (4829.240996 sec): 3 clusters Score: Raw -157090.409411 + Penalty 2735.693680 = -154354.715730 nChanged 231 SP:Iteration 2F (4829.349667 sec): 3 clusters Score: Raw -157282.786581 + Penalty 2735.693680 = -154547.092900 nChanged 132 SP:Iteration 3F (4829.434820 sec): 3 clusters Score: Raw -157399.854223 + Penalty 2735.693680 = -154664.160542 nChanged 98 SP:Iteration 4Q (4829.526883 sec): 3 clusters Score: Raw -157475.291813 + Penalty 2735.693680 = -154739.598132 nChanged 70 SP:Iteration 5Q (4829.635242 sec): 3 clusters Score: Raw -157524.902640 + Penalty 2735.693680 = -154789.208960 nChanged 64 SP:Iteration 6Q (4829.721490 sec): 3 clusters Score: Raw -157569.409673 + Penalty 2735.693680 = -154833.715993 nChanged 54 SP:Iteration 7Q (4829.827011 sec): 3 clusters Score: Raw -157602.065359 + Penalty 2735.693680 = -154866.371679 nChanged 46 SP:Iteration 8Q (4829.905726 sec): 3 clusters Score: Raw -157626.290410 + Penalty 2735.693680 = -154890.596730 nChanged 41 SP:Iteration 9Q (4829.993796 sec): 3 clusters Score: Raw -157656.129162 + Penalty 2735.693680 = -154920.435482 nChanged 50 SP:Iteration 10Q (4830.091542 sec): 3 clusters Score: Raw -157688.601864 + Penalty 2735.693680 = -154952.908183 nChanged 47 SP:Iteration 11Q (4830.202981 sec): 3 clusters Score: Raw -157717.031394 + Penalty 2735.693680 = -154981.337713 nChanged 29 SP:Iteration 12Q (4830.315970 sec): 3 clusters Score: Raw -157732.773235 + Penalty 2735.693680 = -154997.079554 nChanged 28 SP:Iteration 13Q (4830.404106 sec): 3 clusters Score: Raw -157744.518828 + Penalty 2735.693680 = -155008.825147 nChanged 20 SP:Iteration 14Q (4830.517014 sec): 3 clusters Score: Raw -157753.543137 + Penalty 2735.693680 = -155017.849456 nChanged 19 SP:Iteration 15Q (4830.617269 sec): 3 clusters Score: Raw -157764.262283 + Penalty 2735.693680 = -155028.568603 nChanged 12 SP:Iteration 16Q (4830.724283 sec): 3 clusters Score: Raw -157771.039286 + Penalty 2735.693680 = -155035.345606 nChanged 7 SP:Iteration 17Q (4830.840305 sec): 3 clusters Score: Raw -157774.238129 + Penalty 2735.693680 = -155038.544448 nChanged 12 SP:Iteration 18Q (4830.942768 sec): 3 clusters Score: Raw -157779.441287 + Penalty 2735.693680 = -155043.747606 nChanged 7 SP:Iteration 19Q (4831.049461 sec): 3 clusters Score: Raw -157782.728443 + Penalty 2735.693680 = -155047.034763 nChanged 7 SP:Iteration 20F (4831.158928 sec): 3 clusters Score: Raw -157785.478256 + Penalty 2735.693680 = -155049.784576 nChanged 7 SP:Iteration 21Q (4831.267807 sec): 3 clusters Score: Raw -157788.351707 + Penalty 2735.693680 = -155052.658027 nChanged 3 SP:Iteration 22Q (4831.372208 sec): 3 clusters Score: Raw -157789.478619 + Penalty 2735.693680 = -155053.784939 nChanged 3 SP:Iteration 23Q (4831.473144 sec): 3 clusters Score: Raw -157789.897180 + Penalty 2735.693680 = -155054.203499 nChanged 1 SP:Iteration 24Q (4831.566494 sec): 3 clusters Score: Raw -157790.105856 + Penalty 2735.693680 = -155054.412176 nChanged 0 SP:Iteration 25F (4831.664386 sec): 3 clusters Score: Raw -157790.105856 + Penalty 2735.693680 = -155054.412176 nChanged 0 Trying to split cluster 36 (1226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4831.720206 sec): 2 clusters Score: Raw -40814.000474 + Penalty 1248.070376 = -39565.930098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4831.828927 sec): 3 clusters Score: Raw -40432.173176 + Penalty 2496.140753 = -37936.032423 nChanged 404 SP:Iteration 1F (4831.917513 sec): 3 clusters Score: Raw -40869.184318 + Penalty 2496.140753 = -38373.043565 nChanged 109 SP:Iteration 2F (4832.030214 sec): 3 clusters Score: Raw -41050.433868 + Penalty 2496.140753 = -38554.293115 nChanged 77 SP:Iteration 3F (4832.144641 sec): 3 clusters Score: Raw -41157.542919 + Penalty 2496.140753 = -38661.402166 nChanged 50 SP:Iteration 4Q (4832.209994 sec): 3 clusters Score: Raw -41213.239419 + Penalty 2496.140753 = -38717.098666 nChanged 26 SP:Iteration 5Q (4832.302626 sec): 3 clusters Score: Raw -41240.241036 + Penalty 2496.140753 = -38744.100283 nChanged 20 SP:Iteration 6Q (4832.411023 sec): 3 clusters Score: Raw -41260.091709 + Penalty 2496.140753 = -38763.950956 nChanged 14 SP:Iteration 7Q (4832.516668 sec): 3 clusters Score: Raw -41277.008283 + Penalty 2496.140753 = -38780.867531 nChanged 8 SP:Iteration 8Q (4832.613703 sec): 3 clusters Score: Raw -41283.317756 + Penalty 2496.140753 = -38787.177003 nChanged 6 SP:Iteration 9Q (4832.725456 sec): 3 clusters Score: Raw -41288.079514 + Penalty 2496.140753 = -38791.938761 nChanged 3 SP:Iteration 10Q (4832.836309 sec): 3 clusters Score: Raw -41291.440188 + Penalty 2496.140753 = -38795.299435 nChanged 3 SP:Iteration 11Q (4832.902543 sec): 3 clusters Score: Raw -41295.488173 + Penalty 2496.140753 = -38799.347420 nChanged 6 SP:Iteration 12Q (4833.001585 sec): 3 clusters Score: Raw -41299.574671 + Penalty 2496.140753 = -38803.433918 nChanged 3 SP:Iteration 13Q (4833.097265 sec): 3 clusters Score: Raw -41301.286241 + Penalty 2496.140753 = -38805.145488 nChanged 2 SP:Iteration 14Q (4833.182124 sec): 3 clusters Score: Raw -41301.904670 + Penalty 2496.140753 = -38805.763917 nChanged 0 SP:Iteration 15F (4833.249281 sec): 3 clusters Score: Raw -41301.904670 + Penalty 2496.140753 = -38805.763917 nChanged 0 Trying to split cluster 37 (4678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4833.340409 sec): 2 clusters Score: Raw -323634.590643 + Penalty 1483.084854 = -322151.505790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4833.469437 sec): 3 clusters Score: Raw -321236.677327 + Penalty 2966.169707 = -318270.507619 nChanged 1845 SP:Iteration 1F (4833.599728 sec): 3 clusters Score: Raw -322201.516948 + Penalty 2966.169707 = -319235.347241 nChanged 328 SP:Iteration 2F (4833.679745 sec): 3 clusters Score: Raw -322398.447216 + Penalty 2966.169707 = -319432.277508 nChanged 245 SP:Iteration 3F (4833.794072 sec): 3 clusters Score: Raw -322527.310251 + Penalty 2966.169707 = -319561.140544 nChanged 198 SP:Iteration 4Q (4833.934182 sec): 3 clusters Score: Raw -322624.012185 + Penalty 2966.169707 = -319657.842477 nChanged 178 SP:Iteration 5Q (4834.043050 sec): 3 clusters Score: Raw -322721.319874 + Penalty 2966.169707 = -319755.150166 nChanged 178 SP:Iteration 6Q (4834.168553 sec): 3 clusters Score: Raw -322827.443922 + Penalty 2966.169707 = -319861.274215 nChanged 192 SP:Iteration 7Q (4834.294820 sec): 3 clusters Score: Raw -322951.231160 + Penalty 2966.169707 = -319985.061453 nChanged 187 SP:Iteration 8Q (4834.391061 sec): 3 clusters Score: Raw -323074.607300 + Penalty 2966.169707 = -320108.437593 nChanged 168 SP:Iteration 9Q (4834.518210 sec): 3 clusters Score: Raw -323180.481948 + Penalty 2966.169707 = -320214.312241 nChanged 149 SP:Iteration 10Q (4834.620241 sec): 3 clusters Score: Raw -323266.547532 + Penalty 2966.169707 = -320300.377824 nChanged 132 SP:Iteration 11Q (4834.751143 sec): 3 clusters Score: Raw -323354.594414 + Penalty 2966.169707 = -320388.424706 nChanged 121 SP:Iteration 12Q (4834.833881 sec): 3 clusters Score: Raw -323433.278324 + Penalty 2966.169707 = -320467.108616 nChanged 112 SP:Iteration 13Q (4834.955632 sec): 3 clusters Score: Raw -323511.795267 + Penalty 2966.169707 = -320545.625559 nChanged 100 SP:Iteration 14Q (4835.066173 sec): 3 clusters Score: Raw -323584.086477 + Penalty 2966.169707 = -320617.916770 nChanged 81 SP:Iteration 15Q (4835.170255 sec): 3 clusters Score: Raw -323639.750570 + Penalty 2966.169707 = -320673.580862 nChanged 65 SP:Iteration 16Q (4835.276643 sec): 3 clusters Score: Raw -323682.076872 + Penalty 2966.169707 = -320715.907164 nChanged 45 SP:Iteration 17Q (4835.410702 sec): 3 clusters Score: Raw -323711.455436 + Penalty 2966.169707 = -320745.285728 nChanged 28 SP:Iteration 18Q (4835.532299 sec): 3 clusters Score: Raw -323732.245822 + Penalty 2966.169707 = -320766.076114 nChanged 25 SP:Iteration 19Q (4835.617187 sec): 3 clusters Score: Raw -323750.363723 + Penalty 2966.169707 = -320784.194016 nChanged 19 SP:Iteration 20F (4835.710750 sec): 3 clusters Score: Raw -323764.343055 + Penalty 2966.169707 = -320798.173348 nChanged 18 SP:Iteration 21Q (4835.812344 sec): 3 clusters Score: Raw -323775.141616 + Penalty 2966.169707 = -320808.971909 nChanged 12 SP:Iteration 22Q (4835.912808 sec): 3 clusters Score: Raw -323785.481771 + Penalty 2966.169707 = -320819.312063 nChanged 19 SP:Iteration 23Q (4836.043896 sec): 3 clusters Score: Raw -323800.102751 + Penalty 2966.169707 = -320833.933044 nChanged 13 SP:Iteration 24Q (4836.143521 sec): 3 clusters Score: Raw -323807.593794 + Penalty 2966.169707 = -320841.424086 nChanged 10 SP:Iteration 25Q (4836.226032 sec): 3 clusters Score: Raw -323812.929314 + Penalty 2966.169707 = -320846.759607 nChanged 8 SP:Iteration 26Q (4836.346429 sec): 3 clusters Score: Raw -323820.110751 + Penalty 2966.169707 = -320853.941044 nChanged 10 SP:Iteration 27Q (4836.435511 sec): 3 clusters Score: Raw -323826.630609 + Penalty 2966.169707 = -320860.460902 nChanged 5 SP:Iteration 28Q (4836.546393 sec): 3 clusters Score: Raw -323829.191406 + Penalty 2966.169707 = -320863.021699 nChanged 4 SP:Iteration 29Q (4836.665435 sec): 3 clusters Score: Raw -323833.831629 + Penalty 2966.169707 = -320867.661922 nChanged 6 SP:Iteration 30Q (4836.771608 sec): 3 clusters Score: Raw -323839.144081 + Penalty 2966.169707 = -320872.974374 nChanged 4 SP:Iteration 31Q (4836.887294 sec): 3 clusters Score: Raw -323841.199131 + Penalty 2966.169707 = -320875.029424 nChanged 1 SP:Iteration 32Q (4837.002881 sec): 3 clusters Score: Raw -323841.917651 + Penalty 2966.169707 = -320875.747943 nChanged 2 SP:Iteration 33Q (4837.123963 sec): 3 clusters Score: Raw -323844.000754 + Penalty 2966.169707 = -320877.831047 nChanged 4 SP:Iteration 34Q (4837.212083 sec): 3 clusters Score: Raw -323848.593547 + Penalty 2966.169707 = -320882.423839 nChanged 3 SP:Iteration 35Q (4837.347832 sec): 3 clusters Score: Raw -323850.403898 + Penalty 2966.169707 = -320884.234191 nChanged 2 SP:Iteration 36Q (4837.458550 sec): 3 clusters Score: Raw -323851.496793 + Penalty 2966.169707 = -320885.327085 nChanged 2 SP:Iteration 37Q (4837.548540 sec): 3 clusters Score: Raw -323853.494358 + Penalty 2966.169707 = -320887.324651 nChanged 2 SP:Iteration 38Q (4837.657449 sec): 3 clusters Score: Raw -323854.356023 + Penalty 2966.169707 = -320888.186315 nChanged 1 SP:Iteration 39Q (4837.791159 sec): 3 clusters Score: Raw -323854.576681 + Penalty 2966.169707 = -320888.406974 nChanged 0 SP:Iteration 40F (4837.903929 sec): 3 clusters Score: Raw -323854.576681 + Penalty 2966.169707 = -320888.406974 nChanged 0 Trying to split cluster 38 (8173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4837.966262 sec): 2 clusters Score: Raw -444426.969881 + Penalty 1581.007776 = -442845.962105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4838.101105 sec): 3 clusters Score: Raw -439952.066684 + Penalty 3162.015552 = -436790.051132 nChanged 3398 SP:Iteration 1F (4838.215934 sec): 3 clusters Score: Raw -441951.634500 + Penalty 3162.015552 = -438789.618948 nChanged 597 SP:Iteration 2F (4838.361750 sec): 3 clusters Score: Raw -442338.108401 + Penalty 3162.015552 = -439176.092849 nChanged 547 SP:Iteration 3F (4838.488301 sec): 3 clusters Score: Raw -442703.945665 + Penalty 3162.015552 = -439541.930112 nChanged 498 SP:Iteration 4F (4838.628352 sec): 3 clusters Score: Raw -443017.936384 + Penalty 3162.015552 = -439855.920832 nChanged 461 SP:Iteration 5F (4838.750271 sec): 3 clusters Score: Raw -443320.923295 + Penalty 3162.015552 = -440158.907743 nChanged 400 SP:Iteration 6Q (4838.881670 sec): 3 clusters Score: Raw -443559.903263 + Penalty 3162.015552 = -440397.887711 nChanged 327 SP:Iteration 7Q (4839.017636 sec): 3 clusters Score: Raw -443762.679630 + Penalty 3162.015552 = -440600.664077 nChanged 267 SP:Iteration 8Q (4839.149611 sec): 3 clusters Score: Raw -443945.247848 + Penalty 3162.015552 = -440783.232295 nChanged 232 SP:Iteration 9Q (4839.290219 sec): 3 clusters Score: Raw -444103.930282 + Penalty 3162.015552 = -440941.914730 nChanged 195 SP:Iteration 10Q (4839.382976 sec): 3 clusters Score: Raw -444228.045559 + Penalty 3162.015552 = -441066.030006 nChanged 155 SP:Iteration 11Q (4839.513545 sec): 3 clusters Score: Raw -444326.022304 + Penalty 3162.015552 = -441164.006751 nChanged 143 SP:Iteration 12Q (4839.644984 sec): 3 clusters Score: Raw -444412.391393 + Penalty 3162.015552 = -441250.375841 nChanged 112 SP:Iteration 13Q (4839.743193 sec): 3 clusters Score: Raw -444471.195871 + Penalty 3162.015552 = -441309.180318 nChanged 99 SP:Iteration 14Q (4839.877672 sec): 3 clusters Score: Raw -444521.353831 + Penalty 3162.015552 = -441359.338278 nChanged 89 SP:Iteration 15Q (4840.013891 sec): 3 clusters Score: Raw -444564.992460 + Penalty 3162.015552 = -441402.976908 nChanged 75 SP:Iteration 16Q (4840.131335 sec): 3 clusters Score: Raw -444602.116339 + Penalty 3162.015552 = -441440.100786 nChanged 65 SP:Iteration 17Q (4840.248039 sec): 3 clusters Score: Raw -444633.750593 + Penalty 3162.015552 = -441471.735040 nChanged 56 SP:Iteration 18Q (4840.370369 sec): 3 clusters Score: Raw -444663.050586 + Penalty 3162.015552 = -441501.035034 nChanged 59 SP:Iteration 19Q (4840.452483 sec): 3 clusters Score: Raw -444686.975989 + Penalty 3162.015552 = -441524.960436 nChanged 42 SP:Iteration 20F (4840.582556 sec): 3 clusters Score: Raw -444705.971942 + Penalty 3162.015552 = -441543.956389 nChanged 35 SP:Iteration 21Q (4840.696648 sec): 3 clusters Score: Raw -444720.168009 + Penalty 3162.015552 = -441558.152457 nChanged 38 SP:Iteration 22Q (4840.809138 sec): 3 clusters Score: Raw -444740.422178 + Penalty 3162.015552 = -441578.406625 nChanged 37 SP:Iteration 23Q (4840.937738 sec): 3 clusters Score: Raw -444757.885329 + Penalty 3162.015552 = -441595.869777 nChanged 36 SP:Iteration 24Q (4841.041090 sec): 3 clusters Score: Raw -444775.369408 + Penalty 3162.015552 = -441613.353856 nChanged 40 SP:Iteration 25Q (4841.174086 sec): 3 clusters Score: Raw -444801.292515 + Penalty 3162.015552 = -441639.276962 nChanged 38 SP:Iteration 26Q (4841.301040 sec): 3 clusters Score: Raw -444825.106188 + Penalty 3162.015552 = -441663.090636 nChanged 36 SP:Iteration 27Q (4841.429348 sec): 3 clusters Score: Raw -444850.512389 + Penalty 3162.015552 = -441688.496836 nChanged 36 SP:Iteration 28Q (4841.553805 sec): 3 clusters Score: Raw -444867.446872 + Penalty 3162.015552 = -441705.431320 nChanged 26 SP:Iteration 29Q (4841.655867 sec): 3 clusters Score: Raw -444881.169195 + Penalty 3162.015552 = -441719.153643 nChanged 32 SP:Iteration 30Q (4841.770824 sec): 3 clusters Score: Raw -444897.452263 + Penalty 3162.015552 = -441735.436711 nChanged 31 SP:Iteration 31Q (4841.892870 sec): 3 clusters Score: Raw -444917.782541 + Penalty 3162.015552 = -441755.766989 nChanged 34 SP:Iteration 32Q (4842.001466 sec): 3 clusters Score: Raw -444935.494085 + Penalty 3162.015552 = -441773.478533 nChanged 30 SP:Iteration 33Q (4842.119296 sec): 3 clusters Score: Raw -444953.452475 + Penalty 3162.015552 = -441791.436922 nChanged 28 SP:Iteration 34Q (4842.231012 sec): 3 clusters Score: Raw -444966.210648 + Penalty 3162.015552 = -441804.195096 nChanged 18 SP:Iteration 35Q (4842.367139 sec): 3 clusters Score: Raw -444974.182457 + Penalty 3162.015552 = -441812.166904 nChanged 10 SP:Iteration 36Q (4842.473059 sec): 3 clusters Score: Raw -444977.663512 + Penalty 3162.015552 = -441815.647960 nChanged 7 SP:Iteration 37Q (4842.609811 sec): 3 clusters Score: Raw -444980.723685 + Penalty 3162.015552 = -441818.708132 nChanged 4 SP:Iteration 38Q (4842.718771 sec): 3 clusters Score: Raw -444981.766855 + Penalty 3162.015552 = -441819.751303 nChanged 4 SP:Iteration 39Q (4842.837658 sec): 3 clusters Score: Raw -444982.804995 + Penalty 3162.015552 = -441820.789442 nChanged 1 SP:Iteration 40F (4842.939378 sec): 3 clusters Score: Raw -444983.187692 + Penalty 3162.015552 = -441821.172140 nChanged 1 SP:Iteration 41Q (4843.034072 sec): 3 clusters Score: Raw -444983.449090 + Penalty 3162.015552 = -441821.433537 nChanged 0 SP:Iteration 42F (4843.142301 sec): 3 clusters Score: Raw -444983.449090 + Penalty 3162.015552 = -441821.433537 nChanged 0 Trying to split cluster 39 (1411 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4843.202738 sec): 2 clusters Score: Raw -67793.841581 + Penalty 1272.735469 = -66521.106113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4843.309297 sec): 3 clusters Score: Raw -67307.689344 + Penalty 2545.470937 = -64762.218406 nChanged 443 SP:Iteration 1F (4843.397034 sec): 3 clusters Score: Raw -67657.786270 + Penalty 2545.470937 = -65112.315333 nChanged 111 SP:Iteration 2F (4843.484736 sec): 3 clusters Score: Raw -67772.661832 + Penalty 2545.470937 = -65227.190895 nChanged 65 SP:Iteration 3Q (4843.588949 sec): 3 clusters Score: Raw -67849.965263 + Penalty 2545.470937 = -65304.494326 nChanged 60 SP:Iteration 4Q (4843.694801 sec): 3 clusters Score: Raw -67930.806370 + Penalty 2545.470937 = -65385.335433 nChanged 55 SP:Iteration 5Q (4843.789791 sec): 3 clusters Score: Raw -67993.716035 + Penalty 2545.470937 = -65448.245098 nChanged 48 SP:Iteration 6Q (4843.887128 sec): 3 clusters Score: Raw -68070.450051 + Penalty 2545.470937 = -65524.979114 nChanged 50 SP:Iteration 7Q (4843.979559 sec): 3 clusters Score: Raw -68134.906896 + Penalty 2545.470937 = -65589.435959 nChanged 52 SP:Iteration 8Q (4844.089919 sec): 3 clusters Score: Raw -68202.987884 + Penalty 2545.470937 = -65657.516947 nChanged 37 SP:Iteration 9Q (4844.185875 sec): 3 clusters Score: Raw -68251.130247 + Penalty 2545.470937 = -65705.659310 nChanged 39 SP:Iteration 10Q (4844.277442 sec): 3 clusters Score: Raw -68304.566007 + Penalty 2545.470937 = -65759.095070 nChanged 35 SP:Iteration 11Q (4844.391462 sec): 3 clusters Score: Raw -68362.366964 + Penalty 2545.470937 = -65816.896027 nChanged 33 SP:Iteration 12Q (4844.485290 sec): 3 clusters Score: Raw -68408.497826 + Penalty 2545.470937 = -65863.026889 nChanged 31 SP:Iteration 13Q (4844.576067 sec): 3 clusters Score: Raw -68444.934133 + Penalty 2545.470937 = -65899.463195 nChanged 17 SP:Iteration 14Q (4844.687520 sec): 3 clusters Score: Raw -68472.485232 + Penalty 2545.470937 = -65927.014294 nChanged 19 SP:Iteration 15Q (4844.785246 sec): 3 clusters Score: Raw -68502.200824 + Penalty 2545.470937 = -65956.729887 nChanged 19 SP:Iteration 16Q (4844.878557 sec): 3 clusters Score: Raw -68526.319971 + Penalty 2545.470937 = -65980.849034 nChanged 23 SP:Iteration 17Q (4844.983231 sec): 3 clusters Score: Raw -68549.758140 + Penalty 2545.470937 = -66004.287203 nChanged 10 SP:Iteration 18Q (4845.109571 sec): 3 clusters Score: Raw -68559.769262 + Penalty 2545.470937 = -66014.298325 nChanged 8 SP:Iteration 19Q (4845.216140 sec): 3 clusters Score: Raw -68565.658716 + Penalty 2545.470937 = -66020.187779 nChanged 3 SP:Iteration 20F (4845.306532 sec): 3 clusters Score: Raw -68568.563960 + Penalty 2545.470937 = -66023.093023 nChanged 2 SP:Iteration 21Q (4845.388345 sec): 3 clusters Score: Raw -68569.294392 + Penalty 2545.470937 = -66023.823455 nChanged 3 SP:Iteration 22Q (4845.493667 sec): 3 clusters Score: Raw -68571.920357 + Penalty 2545.470937 = -66026.449420 nChanged 3 SP:Iteration 23Q (4845.620584 sec): 3 clusters Score: Raw -68574.611803 + Penalty 2545.470937 = -66029.140866 nChanged 1 SP:Iteration 24Q (4845.715845 sec): 3 clusters Score: Raw -68575.000262 + Penalty 2545.470937 = -66029.529325 nChanged 0 SP:Iteration 25F (4845.808814 sec): 3 clusters Score: Raw -68575.000262 + Penalty 2545.470937 = -66029.529325 nChanged 0 Trying to split cluster 40 (6846 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4845.904829 sec): 2 clusters Score: Raw -476705.191282 + Penalty 1549.914178 = -475155.277103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4845.999578 sec): 3 clusters Score: Raw -473013.328993 + Penalty 3099.828357 = -469913.500636 nChanged 2839 SP:Iteration 1F (4846.099101 sec): 3 clusters Score: Raw -474544.431419 + Penalty 3099.828357 = -471444.603063 nChanged 418 SP:Iteration 2F (4846.217037 sec): 3 clusters Score: Raw -474736.792530 + Penalty 3099.828357 = -471636.964174 nChanged 343 SP:Iteration 3F (4846.328079 sec): 3 clusters Score: Raw -474911.998018 + Penalty 3099.828357 = -471812.169661 nChanged 302 SP:Iteration 4Q (4846.422140 sec): 3 clusters Score: Raw -475068.561991 + Penalty 3099.828357 = -471968.733634 nChanged 290 SP:Iteration 5Q (4846.522387 sec): 3 clusters Score: Raw -475226.518065 + Penalty 3099.828357 = -472126.689709 nChanged 293 SP:Iteration 6Q (4846.632312 sec): 3 clusters Score: Raw -475381.497015 + Penalty 3099.828357 = -472281.668659 nChanged 274 SP:Iteration 7Q (4846.749154 sec): 3 clusters Score: Raw -475537.924045 + Penalty 3099.828357 = -472438.095689 nChanged 242 SP:Iteration 8Q (4846.850745 sec): 3 clusters Score: Raw -475675.932305 + Penalty 3099.828357 = -472576.103948 nChanged 230 SP:Iteration 9Q (4846.966168 sec): 3 clusters Score: Raw -475793.300976 + Penalty 3099.828357 = -472693.472619 nChanged 217 SP:Iteration 10Q (4847.091861 sec): 3 clusters Score: Raw -475914.742181 + Penalty 3099.828357 = -472814.913825 nChanged 209 SP:Iteration 11Q (4847.191837 sec): 3 clusters Score: Raw -476025.785988 + Penalty 3099.828357 = -472925.957632 nChanged 177 SP:Iteration 12Q (4847.311947 sec): 3 clusters Score: Raw -476100.212299 + Penalty 3099.828357 = -473000.383943 nChanged 154 SP:Iteration 13Q (4847.423983 sec): 3 clusters Score: Raw -476172.036654 + Penalty 3099.828357 = -473072.208297 nChanged 125 SP:Iteration 14Q (4847.537699 sec): 3 clusters Score: Raw -476243.211392 + Penalty 3099.828357 = -473143.383036 nChanged 125 SP:Iteration 15Q (4847.637976 sec): 3 clusters Score: Raw -476314.056881 + Penalty 3099.828357 = -473214.228524 nChanged 96 SP:Iteration 16Q (4847.745744 sec): 3 clusters Score: Raw -476364.472038 + Penalty 3099.828357 = -473264.643681 nChanged 95 SP:Iteration 17Q (4847.854843 sec): 3 clusters Score: Raw -476412.684590 + Penalty 3099.828357 = -473312.856234 nChanged 98 SP:Iteration 18Q (4848.005252 sec): 3 clusters Score: Raw -476463.581726 + Penalty 3099.828357 = -473363.753370 nChanged 93 SP:Iteration 19Q (4848.098745 sec): 3 clusters Score: Raw -476510.238007 + Penalty 3099.828357 = -473410.409651 nChanged 97 SP:Iteration 20F (4848.225759 sec): 3 clusters Score: Raw -476561.215557 + Penalty 3099.828357 = -473461.387201 nChanged 93 SP:Iteration 21Q (4848.344581 sec): 3 clusters Score: Raw -476615.009066 + Penalty 3099.828357 = -473515.180709 nChanged 72 SP:Iteration 22Q (4848.463925 sec): 3 clusters Score: Raw -476666.097359 + Penalty 3099.828357 = -473566.269002 nChanged 68 SP:Iteration 23Q (4848.588369 sec): 3 clusters Score: Raw -476707.298104 + Penalty 3099.828357 = -473607.469748 nChanged 67 SP:Iteration 24Q (4848.688615 sec): 3 clusters Score: Raw -476763.312353 + Penalty 3099.828357 = -473663.483996 nChanged 78 SP:Iteration 25Q (4848.825250 sec): 3 clusters Score: Raw -476829.841129 + Penalty 3099.828357 = -473730.012772 nChanged 70 SP:Iteration 26Q (4848.929406 sec): 3 clusters Score: Raw -476898.213833 + Penalty 3099.828357 = -473798.385476 nChanged 63 SP:Iteration 27Q (4849.025044 sec): 3 clusters Score: Raw -476969.393918 + Penalty 3099.828357 = -473869.565562 nChanged 63 SP:Iteration 28Q (4849.116399 sec): 3 clusters Score: Raw -477036.410640 + Penalty 3099.828357 = -473936.582283 nChanged 55 SP:Iteration 29Q (4849.227565 sec): 3 clusters Score: Raw -477083.724590 + Penalty 3099.828357 = -473983.896233 nChanged 61 SP:Iteration 30Q (4849.338337 sec): 3 clusters Score: Raw -477127.799043 + Penalty 3099.828357 = -474027.970687 nChanged 54 SP:Iteration 31Q (4849.445444 sec): 3 clusters Score: Raw -477165.267776 + Penalty 3099.828357 = -474065.439420 nChanged 49 SP:Iteration 32Q (4849.526953 sec): 3 clusters Score: Raw -477196.233130 + Penalty 3099.828357 = -474096.404773 nChanged 36 SP:Iteration 33Q (4849.652595 sec): 3 clusters Score: Raw -477217.630762 + Penalty 3099.828357 = -474117.802406 nChanged 28 SP:Iteration 34Q (4849.764572 sec): 3 clusters Score: Raw -477235.379119 + Penalty 3099.828357 = -474135.550763 nChanged 29 SP:Iteration 35Q (4849.881261 sec): 3 clusters Score: Raw -477251.689337 + Penalty 3099.828357 = -474151.860981 nChanged 20 SP:Iteration 36Q (4850.001257 sec): 3 clusters Score: Raw -477261.680517 + Penalty 3099.828357 = -474161.852161 nChanged 22 SP:Iteration 37Q (4850.133633 sec): 3 clusters Score: Raw -477273.018379 + Penalty 3099.828357 = -474173.190023 nChanged 21 SP:Iteration 38Q (4850.229126 sec): 3 clusters Score: Raw -477286.210417 + Penalty 3099.828357 = -474186.382061 nChanged 27 SP:Iteration 39Q (4850.348476 sec): 3 clusters Score: Raw -477299.701875 + Penalty 3099.828357 = -474199.873518 nChanged 20 SP:Iteration 40F (4850.446467 sec): 3 clusters Score: Raw -477325.552044 + Penalty 3099.828357 = -474225.723687 nChanged 34 SP:Iteration 41Q (4850.562668 sec): 3 clusters Score: Raw -477347.745610 + Penalty 3099.828357 = -474247.917254 nChanged 26 SP:Iteration 42Q (4850.691912 sec): 3 clusters Score: Raw -477359.714111 + Penalty 3099.828357 = -474259.885754 nChanged 17 SP:Iteration 43Q (4850.794462 sec): 3 clusters Score: Raw -477366.658428 + Penalty 3099.828357 = -474266.830072 nChanged 13 SP:Iteration 44Q (4850.911543 sec): 3 clusters Score: Raw -477371.474441 + Penalty 3099.828357 = -474271.646085 nChanged 11 SP:Iteration 45Q (4851.014692 sec): 3 clusters Score: Raw -477375.716486 + Penalty 3099.828357 = -474275.888129 nChanged 8 SP:Iteration 46Q (4851.128216 sec): 3 clusters Score: Raw -477378.499321 + Penalty 3099.828357 = -474278.670964 nChanged 5 SP:Iteration 47Q (4851.235887 sec): 3 clusters Score: Raw -477380.540368 + Penalty 3099.828357 = -474280.712011 nChanged 5 SP:Iteration 48Q (4851.341973 sec): 3 clusters Score: Raw -477382.489971 + Penalty 3099.828357 = -474282.661614 nChanged 5 SP:Iteration 49Q (4851.455147 sec): 3 clusters Score: Raw -477384.877990 + Penalty 3099.828357 = -474285.049633 nChanged 6 SP:Iteration 50Q (4851.570890 sec): 3 clusters Score: Raw -477387.424579 + Penalty 3099.828357 = -474287.596223 nChanged 8 SP:Iteration 51Q (4851.681707 sec): 3 clusters Score: Raw -477390.722378 + Penalty 3099.828357 = -474290.894022 nChanged 8 SP:Iteration 52Q (4851.831158 sec): 3 clusters Score: Raw -477395.745923 + Penalty 3099.828357 = -474295.917566 nChanged 15 SP:Iteration 53Q (4851.959923 sec): 3 clusters Score: Raw -477402.634420 + Penalty 3099.828357 = -474302.806063 nChanged 12 SP:Iteration 54Q (4852.064191 sec): 3 clusters Score: Raw -477407.993226 + Penalty 3099.828357 = -474308.164870 nChanged 16 SP:Iteration 55Q (4852.136947 sec): 3 clusters Score: Raw -477413.797237 + Penalty 3099.828357 = -474313.968881 nChanged 8 SP:Iteration 56Q (4852.220801 sec): 3 clusters Score: Raw -477416.672004 + Penalty 3099.828357 = -474316.843648 nChanged 10 SP:Iteration 57Q (4852.330923 sec): 3 clusters Score: Raw -477420.683920 + Penalty 3099.828357 = -474320.855564 nChanged 5 SP:Iteration 58Q (4852.435305 sec): 3 clusters Score: Raw -477422.715550 + Penalty 3099.828357 = -474322.887194 nChanged 4 SP:Iteration 59Q (4852.546160 sec): 3 clusters Score: Raw -477423.774459 + Penalty 3099.828357 = -474323.946103 nChanged 6 SP:Iteration 60F (4852.669220 sec): 3 clusters Score: Raw -477425.137661 + Penalty 3099.828357 = -474325.309304 nChanged 3 SP:Iteration 61Q (4852.788625 sec): 3 clusters Score: Raw -477425.399993 + Penalty 3099.828357 = -474325.571636 nChanged 0 SP:Iteration 62F (4852.881532 sec): 3 clusters Score: Raw -477425.399993 + Penalty 3099.828357 = -474325.571636 nChanged 0 Trying to split cluster 41 (1590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4852.955324 sec): 2 clusters Score: Raw -74400.836884 + Penalty 1293.696371 = -73107.140513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4853.039414 sec): 3 clusters Score: Raw -73801.837695 + Penalty 2587.392743 = -71214.444952 nChanged 534 SP:Iteration 1F (4853.135161 sec): 3 clusters Score: Raw -74246.138577 + Penalty 2587.392743 = -71658.745834 nChanged 151 SP:Iteration 2F (4853.252827 sec): 3 clusters Score: Raw -74392.279228 + Penalty 2587.392743 = -71804.886486 nChanged 89 SP:Iteration 3F (4853.327748 sec): 3 clusters Score: Raw -74469.282253 + Penalty 2587.392743 = -71881.889511 nChanged 65 SP:Iteration 4Q (4853.425609 sec): 3 clusters Score: Raw -74525.743168 + Penalty 2587.392743 = -71938.350425 nChanged 45 SP:Iteration 5Q (4853.489772 sec): 3 clusters Score: Raw -74558.267520 + Penalty 2587.392743 = -71970.874777 nChanged 28 SP:Iteration 6Q (4853.616389 sec): 3 clusters Score: Raw -74582.793978 + Penalty 2587.392743 = -71995.401235 nChanged 32 SP:Iteration 7Q (4853.712495 sec): 3 clusters Score: Raw -74616.163294 + Penalty 2587.392743 = -72028.770551 nChanged 29 SP:Iteration 8Q (4853.802869 sec): 3 clusters Score: Raw -74646.362967 + Penalty 2587.392743 = -72058.970224 nChanged 29 SP:Iteration 9Q (4853.903146 sec): 3 clusters Score: Raw -74669.810523 + Penalty 2587.392743 = -72082.417781 nChanged 22 SP:Iteration 10Q (4854.011558 sec): 3 clusters Score: Raw -74684.226655 + Penalty 2587.392743 = -72096.833913 nChanged 10 SP:Iteration 11Q (4854.119382 sec): 3 clusters Score: Raw -74695.027147 + Penalty 2587.392743 = -72107.634404 nChanged 11 SP:Iteration 12Q (4854.221766 sec): 3 clusters Score: Raw -74705.043393 + Penalty 2587.392743 = -72117.650651 nChanged 8 SP:Iteration 13Q (4854.310143 sec): 3 clusters Score: Raw -74712.181030 + Penalty 2587.392743 = -72124.788287 nChanged 7 SP:Iteration 14Q (4854.416692 sec): 3 clusters Score: Raw -74716.632905 + Penalty 2587.392743 = -72129.240162 nChanged 7 SP:Iteration 15Q (4854.539105 sec): 3 clusters Score: Raw -74720.503595 + Penalty 2587.392743 = -72133.110852 nChanged 8 SP:Iteration 16Q (4854.657257 sec): 3 clusters Score: Raw -74725.120906 + Penalty 2587.392743 = -72137.728163 nChanged 5 SP:Iteration 17Q (4854.750029 sec): 3 clusters Score: Raw -74728.022992 + Penalty 2587.392743 = -72140.630249 nChanged 6 SP:Iteration 18Q (4854.845332 sec): 3 clusters Score: Raw -74732.502219 + Penalty 2587.392743 = -72145.109477 nChanged 8 SP:Iteration 19Q (4854.918868 sec): 3 clusters Score: Raw -74739.960458 + Penalty 2587.392743 = -72152.567715 nChanged 13 SP:Iteration 20F (4855.035086 sec): 3 clusters Score: Raw -74746.488373 + Penalty 2587.392743 = -72159.095631 nChanged 7 SP:Iteration 21Q (4855.147345 sec): 3 clusters Score: Raw -74750.919253 + Penalty 2587.392743 = -72163.526511 nChanged 9 SP:Iteration 22Q (4855.226126 sec): 3 clusters Score: Raw -74754.994431 + Penalty 2587.392743 = -72167.601688 nChanged 3 SP:Iteration 23Q (4855.333042 sec): 3 clusters Score: Raw -74756.856336 + Penalty 2587.392743 = -72169.463594 nChanged 4 SP:Iteration 24Q (4855.409744 sec): 3 clusters Score: Raw -74759.633747 + Penalty 2587.392743 = -72172.241004 nChanged 4 SP:Iteration 25Q (4855.502170 sec): 3 clusters Score: Raw -74761.189894 + Penalty 2587.392743 = -72173.797151 nChanged 4 SP:Iteration 26Q (4855.599257 sec): 3 clusters Score: Raw -74765.391956 + Penalty 2587.392743 = -72177.999214 nChanged 8 SP:Iteration 27Q (4855.716832 sec): 3 clusters Score: Raw -74769.260604 + Penalty 2587.392743 = -72181.867861 nChanged 3 SP:Iteration 28Q (4855.796582 sec): 3 clusters Score: Raw -74770.596762 + Penalty 2587.392743 = -72183.204020 nChanged 4 SP:Iteration 29Q (4855.894437 sec): 3 clusters Score: Raw -74773.756587 + Penalty 2587.392743 = -72186.363845 nChanged 4 SP:Iteration 30Q (4856.003443 sec): 3 clusters Score: Raw -74776.005006 + Penalty 2587.392743 = -72188.612263 nChanged 1 SP:Iteration 31Q (4856.089269 sec): 3 clusters Score: Raw -74777.226898 + Penalty 2587.392743 = -72189.834155 nChanged 4 SP:Iteration 32Q (4856.195632 sec): 3 clusters Score: Raw -74778.938563 + Penalty 2587.392743 = -72191.545820 nChanged 3 SP:Iteration 33Q (4856.300158 sec): 3 clusters Score: Raw -74779.809252 + Penalty 2587.392743 = -72192.416509 nChanged 1 SP:Iteration 34Q (4856.392467 sec): 3 clusters Score: Raw -74779.968681 + Penalty 2587.392743 = -72192.575938 nChanged 0 SP:Iteration 35F (4856.506722 sec): 3 clusters Score: Raw -74779.968681 + Penalty 2587.392743 = -72192.575938 nChanged 0 Trying to split cluster 42 (2223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4856.559836 sec): 2 clusters Score: Raw -143311.816059 + Penalty 1352.510566 = -141959.305492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4856.680908 sec): 3 clusters Score: Raw -142366.755629 + Penalty 2705.021133 = -139661.734496 nChanged 791 SP:Iteration 1F (4856.777185 sec): 3 clusters Score: Raw -142932.282660 + Penalty 2705.021133 = -140227.261528 nChanged 192 SP:Iteration 2F (4856.881011 sec): 3 clusters Score: Raw -143155.043732 + Penalty 2705.021133 = -140450.022599 nChanged 145 SP:Iteration 3F (4856.985964 sec): 3 clusters Score: Raw -143333.323292 + Penalty 2705.021133 = -140628.302159 nChanged 132 SP:Iteration 4F (4857.085979 sec): 3 clusters Score: Raw -143484.337427 + Penalty 2705.021133 = -140779.316294 nChanged 113 SP:Iteration 5F (4857.177464 sec): 3 clusters Score: Raw -143611.354413 + Penalty 2705.021133 = -140906.333281 nChanged 105 SP:Iteration 6Q (4857.280649 sec): 3 clusters Score: Raw -143713.621854 + Penalty 2705.021133 = -141008.600721 nChanged 73 SP:Iteration 7Q (4857.396807 sec): 3 clusters Score: Raw -143791.311749 + Penalty 2705.021133 = -141086.290616 nChanged 57 SP:Iteration 8Q (4857.483005 sec): 3 clusters Score: Raw -143838.677352 + Penalty 2705.021133 = -141133.656220 nChanged 46 SP:Iteration 9Q (4857.587484 sec): 3 clusters Score: Raw -143869.310793 + Penalty 2705.021133 = -141164.289660 nChanged 38 SP:Iteration 10Q (4857.692723 sec): 3 clusters Score: Raw -143896.950455 + Penalty 2705.021133 = -141191.929322 nChanged 26 SP:Iteration 11Q (4857.776503 sec): 3 clusters Score: Raw -143912.467386 + Penalty 2705.021133 = -141207.446253 nChanged 13 SP:Iteration 12Q (4857.900308 sec): 3 clusters Score: Raw -143919.710551 + Penalty 2705.021133 = -141214.689418 nChanged 11 SP:Iteration 13Q (4857.979640 sec): 3 clusters Score: Raw -143923.817002 + Penalty 2705.021133 = -141218.795869 nChanged 8 SP:Iteration 14Q (4858.083578 sec): 3 clusters Score: Raw -143927.718434 + Penalty 2705.021133 = -141222.697301 nChanged 6 SP:Iteration 15Q (4858.190583 sec): 3 clusters Score: Raw -143931.183214 + Penalty 2705.021133 = -141226.162081 nChanged 6 SP:Iteration 16Q (4858.267572 sec): 3 clusters Score: Raw -143933.057531 + Penalty 2705.021133 = -141228.036398 nChanged 5 SP:Iteration 17Q (4858.351887 sec): 3 clusters Score: Raw -143936.268452 + Penalty 2705.021133 = -141231.247319 nChanged 2 SP:Iteration 18Q (4858.442928 sec): 3 clusters Score: Raw -143937.048024 + Penalty 2705.021133 = -141232.026891 nChanged 3 SP:Iteration 19Q (4858.564509 sec): 3 clusters Score: Raw -143938.543094 + Penalty 2705.021133 = -141233.521961 nChanged 4 SP:Iteration 20F (4858.645505 sec): 3 clusters Score: Raw -143940.131268 + Penalty 2705.021133 = -141235.110136 nChanged 2 SP:Iteration 21Q (4858.761427 sec): 3 clusters Score: Raw -143940.782336 + Penalty 2705.021133 = -141235.761204 nChanged 0 SP:Iteration 22F (4858.868418 sec): 3 clusters Score: Raw -143940.782336 + Penalty 2705.021133 = -141235.761204 nChanged 0 Trying to split cluster 43 (9125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4858.948863 sec): 2 clusters Score: Raw -643508.270168 + Penalty 1600.344693 = -641907.925475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4859.055383 sec): 3 clusters Score: Raw -638427.644057 + Penalty 3200.689386 = -635226.954672 nChanged 3902 SP:Iteration 1F (4859.196302 sec): 3 clusters Score: Raw -640503.302873 + Penalty 3200.689386 = -637302.613488 nChanged 587 SP:Iteration 2F (4859.324756 sec): 3 clusters Score: Raw -640771.906551 + Penalty 3200.689386 = -637571.217165 nChanged 473 SP:Iteration 3F (4859.451078 sec): 3 clusters Score: Raw -640972.780567 + Penalty 3200.689386 = -637772.091181 nChanged 379 SP:Iteration 4Q (4859.589427 sec): 3 clusters Score: Raw -641122.880234 + Penalty 3200.689386 = -637922.190848 nChanged 363 SP:Iteration 5Q (4859.682458 sec): 3 clusters Score: Raw -641270.651461 + Penalty 3200.689386 = -638069.962075 nChanged 312 SP:Iteration 6Q (4859.806143 sec): 3 clusters Score: Raw -641390.472875 + Penalty 3200.689386 = -638189.783489 nChanged 267 SP:Iteration 7Q (4859.928592 sec): 3 clusters Score: Raw -641493.395236 + Penalty 3200.689386 = -638292.705850 nChanged 279 SP:Iteration 8Q (4860.061405 sec): 3 clusters Score: Raw -641606.529003 + Penalty 3200.689386 = -638405.839617 nChanged 255 SP:Iteration 9Q (4860.165705 sec): 3 clusters Score: Raw -641709.197356 + Penalty 3200.689386 = -638508.507971 nChanged 271 SP:Iteration 10Q (4860.281150 sec): 3 clusters Score: Raw -641822.585244 + Penalty 3200.689386 = -638621.895858 nChanged 311 SP:Iteration 11Q (4860.397890 sec): 3 clusters Score: Raw -641966.310857 + Penalty 3200.689386 = -638765.621471 nChanged 315 SP:Iteration 12Q (4860.544071 sec): 3 clusters Score: Raw -642136.862141 + Penalty 3200.689386 = -638936.172755 nChanged 349 SP:Iteration 13Q (4860.658495 sec): 3 clusters Score: Raw -642336.355473 + Penalty 3200.689386 = -639135.666087 nChanged 329 SP:Iteration 14Q (4860.773742 sec): 3 clusters Score: Raw -642544.766510 + Penalty 3200.689386 = -639344.077124 nChanged 324 SP:Iteration 15Q (4860.881635 sec): 3 clusters Score: Raw -642765.032393 + Penalty 3200.689386 = -639564.343008 nChanged 264 SP:Iteration 16Q (4860.996966 sec): 3 clusters Score: Raw -642916.806305 + Penalty 3200.689386 = -639716.116919 nChanged 227 SP:Iteration 17Q (4861.137413 sec): 3 clusters Score: Raw -643041.434121 + Penalty 3200.689386 = -639840.744735 nChanged 195 SP:Iteration 18Q (4861.269183 sec): 3 clusters Score: Raw -643137.560601 + Penalty 3200.689386 = -639936.871216 nChanged 162 SP:Iteration 19Q (4861.391320 sec): 3 clusters Score: Raw -643200.863472 + Penalty 3200.689386 = -640000.174087 nChanged 127 SP:Iteration 20F (4861.493523 sec): 3 clusters Score: Raw -643250.734907 + Penalty 3200.689386 = -640050.045521 nChanged 95 SP:Iteration 21Q (4861.644829 sec): 3 clusters Score: Raw -643292.905458 + Penalty 3200.689386 = -640092.216072 nChanged 90 SP:Iteration 22Q (4861.741405 sec): 3 clusters Score: Raw -643332.106825 + Penalty 3200.689386 = -640131.417439 nChanged 81 SP:Iteration 23Q (4861.893740 sec): 3 clusters Score: Raw -643361.724379 + Penalty 3200.689386 = -640161.034993 nChanged 65 SP:Iteration 24Q (4861.989881 sec): 3 clusters Score: Raw -643389.592737 + Penalty 3200.689386 = -640188.903352 nChanged 72 SP:Iteration 25Q (4862.127856 sec): 3 clusters Score: Raw -643417.789354 + Penalty 3200.689386 = -640217.099969 nChanged 59 SP:Iteration 26Q (4862.247142 sec): 3 clusters Score: Raw -643439.476186 + Penalty 3200.689386 = -640238.786800 nChanged 56 SP:Iteration 27Q (4862.378026 sec): 3 clusters Score: Raw -643460.293361 + Penalty 3200.689386 = -640259.603975 nChanged 51 SP:Iteration 28Q (4862.493704 sec): 3 clusters Score: Raw -643476.258738 + Penalty 3200.689386 = -640275.569352 nChanged 41 SP:Iteration 29Q (4862.604778 sec): 3 clusters Score: Raw -643488.960180 + Penalty 3200.689386 = -640288.270794 nChanged 36 SP:Iteration 30Q (4862.711674 sec): 3 clusters Score: Raw -643499.422649 + Penalty 3200.689386 = -640298.733263 nChanged 29 SP:Iteration 31Q (4862.823233 sec): 3 clusters Score: Raw -643508.408495 + Penalty 3200.689386 = -640307.719110 nChanged 26 SP:Iteration 32Q (4862.939639 sec): 3 clusters Score: Raw -643515.528989 + Penalty 3200.689386 = -640314.839604 nChanged 29 SP:Iteration 33Q (4863.052195 sec): 3 clusters Score: Raw -643524.462257 + Penalty 3200.689386 = -640323.772872 nChanged 25 SP:Iteration 34Q (4863.194344 sec): 3 clusters Score: Raw -643532.703457 + Penalty 3200.689386 = -640332.014071 nChanged 26 SP:Iteration 35Q (4863.291735 sec): 3 clusters Score: Raw -643541.003029 + Penalty 3200.689386 = -640340.313643 nChanged 25 SP:Iteration 36Q (4863.403955 sec): 3 clusters Score: Raw -643548.738860 + Penalty 3200.689386 = -640348.049474 nChanged 23 SP:Iteration 37Q (4863.521163 sec): 3 clusters Score: Raw -643556.852066 + Penalty 3200.689386 = -640356.162680 nChanged 24 SP:Iteration 38Q (4863.653123 sec): 3 clusters Score: Raw -643565.428555 + Penalty 3200.689386 = -640364.739170 nChanged 23 SP:Iteration 39Q (4863.771419 sec): 3 clusters Score: Raw -643572.138458 + Penalty 3200.689386 = -640371.449072 nChanged 24 SP:Iteration 40F (4863.871411 sec): 3 clusters Score: Raw -643580.974579 + Penalty 3200.689386 = -640380.285193 nChanged 20 SP:Iteration 41Q (4863.997713 sec): 3 clusters Score: Raw -643587.882986 + Penalty 3200.689386 = -640387.193600 nChanged 18 SP:Iteration 42Q (4864.123957 sec): 3 clusters Score: Raw -643594.777982 + Penalty 3200.689386 = -640394.088597 nChanged 17 SP:Iteration 43Q (4864.232431 sec): 3 clusters Score: Raw -643599.921430 + Penalty 3200.689386 = -640399.232044 nChanged 16 SP:Iteration 44Q (4864.367816 sec): 3 clusters Score: Raw -643603.222012 + Penalty 3200.689386 = -640402.532626 nChanged 12 SP:Iteration 45Q (4864.476165 sec): 3 clusters Score: Raw -643605.568733 + Penalty 3200.689386 = -640404.879347 nChanged 13 SP:Iteration 46Q (4864.593835 sec): 3 clusters Score: Raw -643608.378453 + Penalty 3200.689386 = -640407.689067 nChanged 8 SP:Iteration 47Q (4864.710954 sec): 3 clusters Score: Raw -643610.182467 + Penalty 3200.689386 = -640409.493081 nChanged 6 SP:Iteration 48Q (4864.847779 sec): 3 clusters Score: Raw -643611.814290 + Penalty 3200.689386 = -640411.124905 nChanged 8 SP:Iteration 49Q (4864.975236 sec): 3 clusters Score: Raw -643613.398416 + Penalty 3200.689386 = -640412.709030 nChanged 10 SP:Iteration 50Q (4865.072485 sec): 3 clusters Score: Raw -643615.595907 + Penalty 3200.689386 = -640414.906521 nChanged 8 SP:Iteration 51Q (4865.189039 sec): 3 clusters Score: Raw -643617.320319 + Penalty 3200.689386 = -640416.630933 nChanged 7 SP:Iteration 52Q (4865.312950 sec): 3 clusters Score: Raw -643618.751395 + Penalty 3200.689386 = -640418.062009 nChanged 4 SP:Iteration 53Q (4865.431006 sec): 3 clusters Score: Raw -643619.484722 + Penalty 3200.689386 = -640418.795336 nChanged 2 SP:Iteration 54Q (4865.573102 sec): 3 clusters Score: Raw -643619.783742 + Penalty 3200.689386 = -640419.094356 nChanged 2 SP:Iteration 55Q (4865.681253 sec): 3 clusters Score: Raw -643620.171472 + Penalty 3200.689386 = -640419.482087 nChanged 1 SP:Iteration 56Q (4865.810394 sec): 3 clusters Score: Raw -643620.588234 + Penalty 3200.689386 = -640419.898848 nChanged 4 SP:Iteration 57Q (4865.951730 sec): 3 clusters Score: Raw -643621.554356 + Penalty 3200.689386 = -640420.864970 nChanged 6 SP:Iteration 58Q (4866.065371 sec): 3 clusters Score: Raw -643622.613164 + Penalty 3200.689386 = -640421.923778 nChanged 4 SP:Iteration 59Q (4866.210356 sec): 3 clusters Score: Raw -643624.109784 + Penalty 3200.689386 = -640423.420398 nChanged 8 SP:Iteration 60F (4866.308811 sec): 3 clusters Score: Raw -643626.415237 + Penalty 3200.689386 = -640425.725852 nChanged 8 SP:Iteration 61Q (4866.431052 sec): 3 clusters Score: Raw -643628.635090 + Penalty 3200.689386 = -640427.945704 nChanged 11 SP:Iteration 62Q (4866.534412 sec): 3 clusters Score: Raw -643630.744994 + Penalty 3200.689386 = -640430.055609 nChanged 13 SP:Iteration 63Q (4866.659763 sec): 3 clusters Score: Raw -643635.512142 + Penalty 3200.689386 = -640434.822757 nChanged 15 SP:Iteration 64Q (4866.800410 sec): 3 clusters Score: Raw -643639.603824 + Penalty 3200.689386 = -640438.914439 nChanged 10 SP:Iteration 65Q (4866.901331 sec): 3 clusters Score: Raw -643642.014384 + Penalty 3200.689386 = -640441.324999 nChanged 6 SP:Iteration 66Q (4867.027163 sec): 3 clusters Score: Raw -643643.314522 + Penalty 3200.689386 = -640442.625136 nChanged 5 SP:Iteration 67Q (4867.163791 sec): 3 clusters Score: Raw -643644.300784 + Penalty 3200.689386 = -640443.611398 nChanged 6 SP:Iteration 68Q (4867.285952 sec): 3 clusters Score: Raw -643645.595396 + Penalty 3200.689386 = -640444.906011 nChanged 4 SP:Iteration 69Q (4867.407191 sec): 3 clusters Score: Raw -643646.170140 + Penalty 3200.689386 = -640445.480754 nChanged 3 SP:Iteration 70Q (4867.567231 sec): 3 clusters Score: Raw -643646.933803 + Penalty 3200.689386 = -640446.244417 nChanged 5 SP:Iteration 71Q (4867.683143 sec): 3 clusters Score: Raw -643647.839157 + Penalty 3200.689386 = -640447.149772 nChanged 5 SP:Iteration 72Q (4867.802712 sec): 3 clusters Score: Raw -643648.843350 + Penalty 3200.689386 = -640448.153964 nChanged 1 SP:Iteration 73Q (4867.894151 sec): 3 clusters Score: Raw -643648.907408 + Penalty 3200.689386 = -640448.218022 nChanged 0 SP:Iteration 74F (4868.016868 sec): 3 clusters Score: Raw -643648.907408 + Penalty 3200.689386 = -640448.218022 nChanged 0 Trying to split cluster 44 (3748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4868.095728 sec): 2 clusters Score: Raw -266418.658356 + Penalty 1444.185576 = -264974.472779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4868.204927 sec): 3 clusters Score: Raw -264585.566864 + Penalty 2888.371153 = -261697.195711 nChanged 1462 SP:Iteration 1F (4868.293148 sec): 3 clusters Score: Raw -265446.448417 + Penalty 2888.371153 = -262558.077265 nChanged 282 SP:Iteration 2F (4868.379423 sec): 3 clusters Score: Raw -265607.710300 + Penalty 2888.371153 = -262719.339147 nChanged 192 SP:Iteration 3F (4868.492069 sec): 3 clusters Score: Raw -265714.328826 + Penalty 2888.371153 = -262825.957673 nChanged 130 SP:Iteration 4Q (4868.572615 sec): 3 clusters Score: Raw -265774.056940 + Penalty 2888.371153 = -262885.685788 nChanged 96 SP:Iteration 5Q (4868.682001 sec): 3 clusters Score: Raw -265816.068851 + Penalty 2888.371153 = -262927.697698 nChanged 93 SP:Iteration 6Q (4868.793862 sec): 3 clusters Score: Raw -265864.870269 + Penalty 2888.371153 = -262976.499116 nChanged 85 SP:Iteration 7Q (4868.873203 sec): 3 clusters Score: Raw -265912.774310 + Penalty 2888.371153 = -263024.403157 nChanged 82 SP:Iteration 8Q (4868.975017 sec): 3 clusters Score: Raw -265958.321395 + Penalty 2888.371153 = -263069.950242 nChanged 101 SP:Iteration 9Q (4869.064658 sec): 3 clusters Score: Raw -266009.760342 + Penalty 2888.371153 = -263121.389189 nChanged 94 SP:Iteration 10Q (4869.195211 sec): 3 clusters Score: Raw -266057.558807 + Penalty 2888.371153 = -263169.187654 nChanged 96 SP:Iteration 11Q (4869.286688 sec): 3 clusters Score: Raw -266104.818218 + Penalty 2888.371153 = -263216.447065 nChanged 96 SP:Iteration 12Q (4869.397255 sec): 3 clusters Score: Raw -266156.640669 + Penalty 2888.371153 = -263268.269517 nChanged 91 SP:Iteration 13Q (4869.509679 sec): 3 clusters Score: Raw -266213.025235 + Penalty 2888.371153 = -263324.654083 nChanged 91 SP:Iteration 14Q (4869.604631 sec): 3 clusters Score: Raw -266263.521169 + Penalty 2888.371153 = -263375.150016 nChanged 89 SP:Iteration 15Q (4869.705380 sec): 3 clusters Score: Raw -266331.919433 + Penalty 2888.371153 = -263443.548280 nChanged 85 SP:Iteration 16Q (4869.809474 sec): 3 clusters Score: Raw -266392.074051 + Penalty 2888.371153 = -263503.702898 nChanged 79 SP:Iteration 17Q (4869.913052 sec): 3 clusters Score: Raw -266434.333250 + Penalty 2888.371153 = -263545.962097 nChanged 68 SP:Iteration 18Q (4870.018195 sec): 3 clusters Score: Raw -266472.644326 + Penalty 2888.371153 = -263584.273174 nChanged 60 SP:Iteration 19Q (4870.106946 sec): 3 clusters Score: Raw -266502.801250 + Penalty 2888.371153 = -263614.430098 nChanged 45 SP:Iteration 20F (4870.222536 sec): 3 clusters Score: Raw -266525.909410 + Penalty 2888.371153 = -263637.538258 nChanged 46 SP:Iteration 21Q (4870.306317 sec): 3 clusters Score: Raw -266553.356911 + Penalty 2888.371153 = -263664.985759 nChanged 38 SP:Iteration 22Q (4870.400940 sec): 3 clusters Score: Raw -266578.302073 + Penalty 2888.371153 = -263689.930920 nChanged 43 SP:Iteration 23Q (4870.503119 sec): 3 clusters Score: Raw -266606.489143 + Penalty 2888.371153 = -263718.117990 nChanged 41 SP:Iteration 24Q (4870.604979 sec): 3 clusters Score: Raw -266629.057919 + Penalty 2888.371153 = -263740.686766 nChanged 29 SP:Iteration 25Q (4870.735230 sec): 3 clusters Score: Raw -266644.265201 + Penalty 2888.371153 = -263755.894049 nChanged 28 SP:Iteration 26Q (4870.847564 sec): 3 clusters Score: Raw -266662.928840 + Penalty 2888.371153 = -263774.557687 nChanged 32 SP:Iteration 27Q (4870.942510 sec): 3 clusters Score: Raw -266683.758769 + Penalty 2888.371153 = -263795.387616 nChanged 28 SP:Iteration 28Q (4871.076876 sec): 3 clusters Score: Raw -266704.928110 + Penalty 2888.371153 = -263816.556958 nChanged 38 SP:Iteration 29Q (4871.151231 sec): 3 clusters Score: Raw -266725.122364 + Penalty 2888.371153 = -263836.751211 nChanged 32 SP:Iteration 30Q (4871.259119 sec): 3 clusters Score: Raw -266741.294744 + Penalty 2888.371153 = -263852.923591 nChanged 29 SP:Iteration 31Q (4871.342040 sec): 3 clusters Score: Raw -266753.133321 + Penalty 2888.371153 = -263864.762168 nChanged 21 SP:Iteration 32Q (4871.432566 sec): 3 clusters Score: Raw -266760.614840 + Penalty 2888.371153 = -263872.243687 nChanged 10 SP:Iteration 33Q (4871.532025 sec): 3 clusters Score: Raw -266764.866146 + Penalty 2888.371153 = -263876.494993 nChanged 9 SP:Iteration 34Q (4871.607608 sec): 3 clusters Score: Raw -266768.705123 + Penalty 2888.371153 = -263880.333970 nChanged 11 SP:Iteration 35Q (4871.692013 sec): 3 clusters Score: Raw -266775.785720 + Penalty 2888.371153 = -263887.414567 nChanged 11 SP:Iteration 36Q (4871.812111 sec): 3 clusters Score: Raw -266781.252993 + Penalty 2888.371153 = -263892.881840 nChanged 9 SP:Iteration 37Q (4871.900494 sec): 3 clusters Score: Raw -266783.985340 + Penalty 2888.371153 = -263895.614188 nChanged 8 SP:Iteration 38Q (4872.006644 sec): 3 clusters Score: Raw -266788.284400 + Penalty 2888.371153 = -263899.913248 nChanged 4 SP:Iteration 39Q (4872.114513 sec): 3 clusters Score: Raw -266789.781741 + Penalty 2888.371153 = -263901.410588 nChanged 5 SP:Iteration 40F (4872.232081 sec): 3 clusters Score: Raw -266791.284370 + Penalty 2888.371153 = -263902.913217 nChanged 5 SP:Iteration 41Q (4872.312940 sec): 3 clusters Score: Raw -266792.640131 + Penalty 2888.371153 = -263904.268979 nChanged 1 SP:Iteration 42Q (4872.425302 sec): 3 clusters Score: Raw -266793.070819 + Penalty 2888.371153 = -263904.699666 nChanged 1 SP:Iteration 43Q (4872.548193 sec): 3 clusters Score: Raw -266793.456807 + Penalty 2888.371153 = -263905.085655 nChanged 0 SP:Iteration 44F (4872.641674 sec): 3 clusters Score: Raw -266793.456807 + Penalty 2888.371153 = -263905.085655 nChanged 0 Trying to split cluster 45 (4326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4872.705914 sec): 2 clusters Score: Raw -302780.100189 + Penalty 1469.355955 = -301310.744234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4872.816993 sec): 3 clusters Score: Raw -300618.780484 + Penalty 2938.711911 = -297680.068573 nChanged 1681 SP:Iteration 1F (4872.948175 sec): 3 clusters Score: Raw -301593.675503 + Penalty 2938.711911 = -298654.963592 nChanged 358 SP:Iteration 2F (4873.042195 sec): 3 clusters Score: Raw -301791.383294 + Penalty 2938.711911 = -298852.671383 nChanged 237 SP:Iteration 3F (4873.208580 sec): 3 clusters Score: Raw -301915.044934 + Penalty 2938.711911 = -298976.333023 nChanged 178 SP:Iteration 4Q (4873.351102 sec): 3 clusters Score: Raw -302015.439248 + Penalty 2938.711911 = -299076.727337 nChanged 171 SP:Iteration 5Q (4873.440864 sec): 3 clusters Score: Raw -302100.107898 + Penalty 2938.711911 = -299161.395987 nChanged 138 SP:Iteration 6Q (4873.539357 sec): 3 clusters Score: Raw -302172.978708 + Penalty 2938.711911 = -299234.266797 nChanged 143 SP:Iteration 7Q (4873.647687 sec): 3 clusters Score: Raw -302251.139943 + Penalty 2938.711911 = -299312.428032 nChanged 157 SP:Iteration 8Q (4873.759802 sec): 3 clusters Score: Raw -302340.899092 + Penalty 2938.711911 = -299402.187181 nChanged 160 SP:Iteration 9Q (4873.874608 sec): 3 clusters Score: Raw -302448.120455 + Penalty 2938.711911 = -299509.408544 nChanged 162 SP:Iteration 10Q (4873.983156 sec): 3 clusters Score: Raw -302554.369210 + Penalty 2938.711911 = -299615.657299 nChanged 152 SP:Iteration 11Q (4874.091269 sec): 3 clusters Score: Raw -302654.047664 + Penalty 2938.711911 = -299715.335753 nChanged 135 SP:Iteration 12Q (4874.209723 sec): 3 clusters Score: Raw -302750.498227 + Penalty 2938.711911 = -299811.786316 nChanged 117 SP:Iteration 13Q (4874.320304 sec): 3 clusters Score: Raw -302824.983818 + Penalty 2938.711911 = -299886.271907 nChanged 94 SP:Iteration 14Q (4874.412323 sec): 3 clusters Score: Raw -302880.655760 + Penalty 2938.711911 = -299941.943849 nChanged 59 SP:Iteration 15Q (4874.530283 sec): 3 clusters Score: Raw -302912.346007 + Penalty 2938.711911 = -299973.634097 nChanged 43 SP:Iteration 16Q (4874.644491 sec): 3 clusters Score: Raw -302934.656699 + Penalty 2938.711911 = -299995.944788 nChanged 37 SP:Iteration 17Q (4874.736361 sec): 3 clusters Score: Raw -302956.814428 + Penalty 2938.711911 = -300018.102517 nChanged 37 SP:Iteration 18Q (4874.845514 sec): 3 clusters Score: Raw -302976.833366 + Penalty 2938.711911 = -300038.121455 nChanged 19 SP:Iteration 19Q (4874.974008 sec): 3 clusters Score: Raw -302985.742876 + Penalty 2938.711911 = -300047.030965 nChanged 13 SP:Iteration 20F (4875.049128 sec): 3 clusters Score: Raw -302990.998705 + Penalty 2938.711911 = -300052.286794 nChanged 12 SP:Iteration 21Q (4875.143019 sec): 3 clusters Score: Raw -302995.423105 + Penalty 2938.711911 = -300056.711194 nChanged 12 SP:Iteration 22Q (4875.230981 sec): 3 clusters Score: Raw -302999.013935 + Penalty 2938.711911 = -300060.302024 nChanged 9 SP:Iteration 23Q (4875.327219 sec): 3 clusters Score: Raw -303002.002751 + Penalty 2938.711911 = -300063.290840 nChanged 10 SP:Iteration 24Q (4875.437929 sec): 3 clusters Score: Raw -303006.028816 + Penalty 2938.711911 = -300067.316905 nChanged 5 SP:Iteration 25Q (4875.515842 sec): 3 clusters Score: Raw -303007.363505 + Penalty 2938.711911 = -300068.651594 nChanged 6 SP:Iteration 26Q (4875.617150 sec): 3 clusters Score: Raw -303009.609952 + Penalty 2938.711911 = -300070.898042 nChanged 2 SP:Iteration 27Q (4875.735969 sec): 3 clusters Score: Raw -303010.567858 + Penalty 2938.711911 = -300071.855947 nChanged 1 SP:Iteration 28Q (4875.832109 sec): 3 clusters Score: Raw -303011.237518 + Penalty 2938.711911 = -300072.525607 nChanged 1 SP:Iteration 29Q (4875.953469 sec): 3 clusters Score: Raw -303011.510500 + Penalty 2938.711911 = -300072.798589 nChanged 0 SP:Iteration 30F (4876.044455 sec): 3 clusters Score: Raw -303011.510500 + Penalty 2938.711911 = -300072.798589 nChanged 0 Trying to split cluster 46 (5510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4876.119146 sec): 2 clusters Score: Raw -361275.230775 + Penalty 1511.813143 = -359763.417632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4876.249887 sec): 3 clusters Score: Raw -358446.750205 + Penalty 3023.626286 = -355423.123919 nChanged 2257 SP:Iteration 1F (4876.328556 sec): 3 clusters Score: Raw -359732.587761 + Penalty 3023.626286 = -356708.961475 nChanged 417 SP:Iteration 2F (4876.446745 sec): 3 clusters Score: Raw -359991.925031 + Penalty 3023.626286 = -356968.298746 nChanged 318 SP:Iteration 3F (4876.554116 sec): 3 clusters Score: Raw -360192.766210 + Penalty 3023.626286 = -357169.139924 nChanged 274 SP:Iteration 4Q (4876.685447 sec): 3 clusters Score: Raw -360355.676176 + Penalty 3023.626286 = -357332.049890 nChanged 256 SP:Iteration 5Q (4876.776269 sec): 3 clusters Score: Raw -360522.608651 + Penalty 3023.626286 = -357498.982366 nChanged 248 SP:Iteration 6Q (4876.920480 sec): 3 clusters Score: Raw -360698.852784 + Penalty 3023.626286 = -357675.226498 nChanged 256 SP:Iteration 7Q (4877.011434 sec): 3 clusters Score: Raw -360880.854966 + Penalty 3023.626286 = -357857.228681 nChanged 231 SP:Iteration 8Q (4877.117029 sec): 3 clusters Score: Raw -361045.454611 + Penalty 3023.626286 = -358021.828326 nChanged 190 SP:Iteration 9Q (4877.217451 sec): 3 clusters Score: Raw -361173.359683 + Penalty 3023.626286 = -358149.733398 nChanged 169 SP:Iteration 10Q (4877.311232 sec): 3 clusters Score: Raw -361278.162135 + Penalty 3023.626286 = -358254.535850 nChanged 131 SP:Iteration 11Q (4877.432453 sec): 3 clusters Score: Raw -361349.364740 + Penalty 3023.626286 = -358325.738454 nChanged 105 SP:Iteration 12Q (4877.524680 sec): 3 clusters Score: Raw -361387.958652 + Penalty 3023.626286 = -358364.332366 nChanged 53 SP:Iteration 13Q (4877.641838 sec): 3 clusters Score: Raw -361404.558427 + Penalty 3023.626286 = -358380.932141 nChanged 38 SP:Iteration 14Q (4877.739423 sec): 3 clusters Score: Raw -361416.997515 + Penalty 3023.626286 = -358393.371229 nChanged 36 SP:Iteration 15Q (4877.839101 sec): 3 clusters Score: Raw -361430.991419 + Penalty 3023.626286 = -358407.365133 nChanged 28 SP:Iteration 16Q (4877.981378 sec): 3 clusters Score: Raw -361439.840951 + Penalty 3023.626286 = -358416.214665 nChanged 22 SP:Iteration 17Q (4878.075315 sec): 3 clusters Score: Raw -361445.992703 + Penalty 3023.626286 = -358422.366418 nChanged 23 SP:Iteration 18Q (4878.204036 sec): 3 clusters Score: Raw -361453.021520 + Penalty 3023.626286 = -358429.395235 nChanged 21 SP:Iteration 19Q (4878.304278 sec): 3 clusters Score: Raw -361458.034207 + Penalty 3023.626286 = -358434.407922 nChanged 11 SP:Iteration 20F (4878.417315 sec): 3 clusters Score: Raw -361460.410185 + Penalty 3023.626286 = -358436.783899 nChanged 12 SP:Iteration 21Q (4878.553901 sec): 3 clusters Score: Raw -361462.563229 + Penalty 3023.626286 = -358438.936943 nChanged 7 SP:Iteration 22Q (4878.648385 sec): 3 clusters Score: Raw -361464.508209 + Penalty 3023.626286 = -358440.881923 nChanged 13 SP:Iteration 23Q (4878.749084 sec): 3 clusters Score: Raw -361467.693428 + Penalty 3023.626286 = -358444.067143 nChanged 11 SP:Iteration 24Q (4878.864281 sec): 3 clusters Score: Raw -361470.712325 + Penalty 3023.626286 = -358447.086039 nChanged 10 SP:Iteration 25Q (4878.959452 sec): 3 clusters Score: Raw -361472.990980 + Penalty 3023.626286 = -358449.364694 nChanged 10 SP:Iteration 26Q (4879.080157 sec): 3 clusters Score: Raw -361475.210024 + Penalty 3023.626286 = -358451.583738 nChanged 8 SP:Iteration 27Q (4879.184502 sec): 3 clusters Score: Raw -361477.535863 + Penalty 3023.626286 = -358453.909577 nChanged 6 SP:Iteration 28Q (4879.296976 sec): 3 clusters Score: Raw -361478.879625 + Penalty 3023.626286 = -358455.253339 nChanged 7 SP:Iteration 29Q (4879.402698 sec): 3 clusters Score: Raw -361480.896565 + Penalty 3023.626286 = -358457.270280 nChanged 10 SP:Iteration 30Q (4879.513356 sec): 3 clusters Score: Raw -361482.907144 + Penalty 3023.626286 = -358459.280859 nChanged 5 SP:Iteration 31Q (4879.642057 sec): 3 clusters Score: Raw -361483.611775 + Penalty 3023.626286 = -358459.985489 nChanged 7 SP:Iteration 32Q (4879.737026 sec): 3 clusters Score: Raw -361484.680029 + Penalty 3023.626286 = -358461.053743 nChanged 3 SP:Iteration 33Q (4879.841584 sec): 3 clusters Score: Raw -361484.907424 + Penalty 3023.626286 = -358461.281138 nChanged 2 SP:Iteration 34Q (4879.928985 sec): 3 clusters Score: Raw -361485.289564 + Penalty 3023.626286 = -358461.663278 nChanged 1 SP:Iteration 35Q (4880.025090 sec): 3 clusters Score: Raw -361485.520821 + Penalty 3023.626286 = -358461.894535 nChanged 3 SP:Iteration 36Q (4880.129782 sec): 3 clusters Score: Raw -361485.915969 + Penalty 3023.626286 = -358462.289683 nChanged 1 SP:Iteration 37Q (4880.234130 sec): 3 clusters Score: Raw -361485.972810 + Penalty 3023.626286 = -358462.346524 nChanged 0 SP:Iteration 38F (4880.349771 sec): 3 clusters Score: Raw -361485.972810 + Penalty 3023.626286 = -358462.346524 nChanged 0 Iteration 299Q (4887.910047 sec): 47 clusters Score: Raw -12015976.023998 + Penalty 98656.081134 = -11917319.942864 nChanged 26 Iteration 300F (4898.845490 sec): 47 clusters Score: Raw -12015978.693999 + Penalty 98656.081134 = -11917322.612865 nChanged 24 Iteration 301Q (4905.121031 sec): 47 clusters Score: Raw -12015981.161506 + Penalty 98656.081134 = -11917325.080372 nChanged 22 Iteration 302Q (4911.494394 sec): 47 clusters Score: Raw -12015983.275226 + Penalty 98656.081134 = -11917327.194092 nChanged 15 Iteration 303Q (4917.477694 sec): 47 clusters Score: Raw -12015984.852763 + Penalty 98656.081134 = -11917328.771629 nChanged 14 Iteration 304Q (4923.794915 sec): 47 clusters Score: Raw -12015986.090255 + Penalty 98656.081134 = -11917330.009122 nChanged 11 Iteration 305Q (4929.835371 sec): 47 clusters Score: Raw -12015986.973757 + Penalty 98656.081134 = -11917330.892623 nChanged 12 Iteration 306Q (4935.876856 sec): 47 clusters Score: Raw -12015988.279876 + Penalty 98656.081134 = -11917332.198742 nChanged 17 Iteration 307Q (4941.785098 sec): 47 clusters Score: Raw -12015989.778005 + Penalty 98656.081134 = -11917333.696872 nChanged 15 Iteration 308Q (4948.040803 sec): 47 clusters Score: Raw -12015991.171738 + Penalty 98656.081134 = -11917335.090604 nChanged 24 Iteration 309Q (4954.233015 sec): 47 clusters Score: Raw -12015994.199926 + Penalty 98656.081134 = -11917338.118792 nChanged 28 Iteration 310Q (4960.200092 sec): 47 clusters Score: Raw -12015996.886234 + Penalty 98656.081134 = -11917340.805100 nChanged 24 Iteration 311Q (4966.488974 sec): 47 clusters Score: Raw -12015999.234394 + Penalty 98656.081134 = -11917343.153260 nChanged 20 Iteration 312Q (4972.567810 sec): 47 clusters Score: Raw -12016001.201685 + Penalty 98656.081134 = -11917345.120552 nChanged 23 Iteration 313Q (4978.617878 sec): 47 clusters Score: Raw -12016003.823980 + Penalty 98656.081134 = -11917347.742846 nChanged 20 Iteration 314Q (4984.791223 sec): 47 clusters Score: Raw -12016006.236752 + Penalty 98656.081134 = -11917350.155619 nChanged 25 Iteration 315Q (4991.043521 sec): 47 clusters Score: Raw -12016008.654245 + Penalty 98656.081134 = -11917352.573111 nChanged 23 Iteration 316Q (4997.156784 sec): 47 clusters Score: Raw -12016011.089421 + Penalty 98656.081134 = -11917355.008288 nChanged 22 Iteration 317Q (5003.215943 sec): 47 clusters Score: Raw -12016013.431335 + Penalty 98656.081134 = -11917357.350201 nChanged 18 Iteration 318Q (5009.133717 sec): 47 clusters Score: Raw -12016015.206421 + Penalty 98656.081134 = -11917359.125287 nChanged 14 Iteration 319Q (5015.151708 sec): 47 clusters Score: Raw -12016016.346289 + Penalty 98656.081134 = -11917360.265156 nChanged 12 Iteration 320F (5025.108135 sec): 47 clusters Score: Raw -12016017.262950 + Penalty 98656.081134 = -11917361.181816 nChanged 11 Iteration 321Q (5031.148109 sec): 47 clusters Score: Raw -12016018.193803 + Penalty 98656.081134 = -11917362.112669 nChanged 6 Iteration 322Q (5036.854867 sec): 47 clusters Score: Raw -12016018.772254 + Penalty 98656.081134 = -11917362.691120 nChanged 6 Iteration 323Q (5043.106843 sec): 47 clusters Score: Raw -12016019.299978 + Penalty 98656.081134 = -11917363.218844 nChanged 7 Iteration 324Q (5048.880706 sec): 47 clusters Score: Raw -12016019.935051 + Penalty 98656.081134 = -11917363.853917 nChanged 6 Iteration 325Q (5054.737707 sec): 47 clusters Score: Raw -12016020.597176 + Penalty 98656.081134 = -11917364.516043 nChanged 7 Iteration 326Q (5060.471172 sec): 47 clusters Score: Raw -12016021.542272 + Penalty 98656.081134 = -11917365.461138 nChanged 6 Iteration 327Q (5066.126686 sec): 47 clusters Score: Raw -12016022.346291 + Penalty 98656.081134 = -11917366.265157 nChanged 4 Iteration 328Q (5072.736779 sec): 47 clusters Score: Raw -12016022.590304 + Penalty 98656.081134 = -11917366.509170 nChanged 3 Iteration 329Q (5078.540804 sec): 47 clusters Score: Raw -12016022.805757 + Penalty 98656.081134 = -11917366.724624 nChanged 1 Iteration 330Q (5084.174565 sec): 47 clusters Score: Raw -12016022.872882 + Penalty 98656.081134 = -11917366.791748 nChanged 0 Iteration 331F (5093.848656 sec): 47 clusters Score: Raw -12016022.872882 + Penalty 98656.081134 = -11917366.791748 nChanged 0 Compute initial score before splitting: Score: Raw -12016022.872882 + Penalty 98656.081134 = -11917366.791748 Trying to split cluster 1 (3954 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5094.066223 sec): 2 clusters Score: Raw -238419.716296 + Penalty 1453.575767 = -236966.140529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5094.130689 sec): 3 clusters Score: Raw -236506.364226 + Penalty 2907.151534 = -233599.212691 nChanged 1533 SP:Iteration 1F (5094.240727 sec): 3 clusters Score: Raw -237377.374563 + Penalty 2907.151534 = -234470.223029 nChanged 284 SP:Iteration 2F (5094.330492 sec): 3 clusters Score: Raw -237533.042549 + Penalty 2907.151534 = -234625.891014 nChanged 206 SP:Iteration 3F (5094.419228 sec): 3 clusters Score: Raw -237664.191788 + Penalty 2907.151534 = -234757.040254 nChanged 191 SP:Iteration 4Q (5094.499773 sec): 3 clusters Score: Raw -237780.040048 + Penalty 2907.151534 = -234872.888514 nChanged 166 SP:Iteration 5Q (5094.582180 sec): 3 clusters Score: Raw -237889.575278 + Penalty 2907.151534 = -234982.423744 nChanged 155 SP:Iteration 6Q (5094.658022 sec): 3 clusters Score: Raw -237988.043622 + Penalty 2907.151534 = -235080.892088 nChanged 150 SP:Iteration 7Q (5094.762315 sec): 3 clusters Score: Raw -238096.808097 + Penalty 2907.151534 = -235189.656563 nChanged 137 SP:Iteration 8Q (5094.852336 sec): 3 clusters Score: Raw -238204.057478 + Penalty 2907.151534 = -235296.905944 nChanged 148 SP:Iteration 9Q (5094.925990 sec): 3 clusters Score: Raw -238314.900568 + Penalty 2907.151534 = -235407.749033 nChanged 135 SP:Iteration 10Q (5095.030755 sec): 3 clusters Score: Raw -238419.004741 + Penalty 2907.151534 = -235511.853207 nChanged 137 SP:Iteration 11Q (5095.119808 sec): 3 clusters Score: Raw -238514.477062 + Penalty 2907.151534 = -235607.325528 nChanged 99 SP:Iteration 12Q (5095.193359 sec): 3 clusters Score: Raw -238589.874741 + Penalty 2907.151534 = -235682.723207 nChanged 128 SP:Iteration 13Q (5095.267343 sec): 3 clusters Score: Raw -238692.255546 + Penalty 2907.151534 = -235785.104012 nChanged 126 SP:Iteration 14Q (5095.352249 sec): 3 clusters Score: Raw -238805.656659 + Penalty 2907.151534 = -235898.505125 nChanged 128 SP:Iteration 15Q (5095.458751 sec): 3 clusters Score: Raw -238919.188808 + Penalty 2907.151534 = -236012.037273 nChanged 104 SP:Iteration 16Q (5095.552841 sec): 3 clusters Score: Raw -239012.117110 + Penalty 2907.151534 = -236104.965576 nChanged 86 SP:Iteration 17Q (5095.623670 sec): 3 clusters Score: Raw -239085.027147 + Penalty 2907.151534 = -236177.875613 nChanged 74 SP:Iteration 18Q (5095.712370 sec): 3 clusters Score: Raw -239165.535298 + Penalty 2907.151534 = -236258.383764 nChanged 82 SP:Iteration 19Q (5095.809146 sec): 3 clusters Score: Raw -239276.429789 + Penalty 2907.151534 = -236369.278255 nChanged 68 SP:Iteration 20F (5095.897979 sec): 3 clusters Score: Raw -239344.836656 + Penalty 2907.151534 = -236437.685122 nChanged 60 SP:Iteration 21Q (5095.996729 sec): 3 clusters Score: Raw -239402.348002 + Penalty 2907.151534 = -236495.196468 nChanged 54 SP:Iteration 22Q (5096.082230 sec): 3 clusters Score: Raw -239460.449115 + Penalty 2907.151534 = -236553.297581 nChanged 48 SP:Iteration 23Q (5096.172683 sec): 3 clusters Score: Raw -239496.212534 + Penalty 2907.151534 = -236589.060999 nChanged 35 SP:Iteration 24Q (5096.251658 sec): 3 clusters Score: Raw -239518.950277 + Penalty 2907.151534 = -236611.798742 nChanged 19 SP:Iteration 25Q (5096.350403 sec): 3 clusters Score: Raw -239529.192664 + Penalty 2907.151534 = -236622.041130 nChanged 9 SP:Iteration 26Q (5096.433072 sec): 3 clusters Score: Raw -239533.830904 + Penalty 2907.151534 = -236626.679370 nChanged 11 SP:Iteration 27Q (5096.534570 sec): 3 clusters Score: Raw -239538.394877 + Penalty 2907.151534 = -236631.243343 nChanged 12 SP:Iteration 28Q (5096.630329 sec): 3 clusters Score: Raw -239543.649946 + Penalty 2907.151534 = -236636.498412 nChanged 14 SP:Iteration 29Q (5096.710055 sec): 3 clusters Score: Raw -239549.731181 + Penalty 2907.151534 = -236642.579647 nChanged 6 SP:Iteration 30Q (5096.811687 sec): 3 clusters Score: Raw -239551.766450 + Penalty 2907.151534 = -236644.614916 nChanged 2 SP:Iteration 31Q (5096.871956 sec): 3 clusters Score: Raw -239552.169891 + Penalty 2907.151534 = -236645.018357 nChanged 3 SP:Iteration 32Q (5096.958642 sec): 3 clusters Score: Raw -239553.329591 + Penalty 2907.151534 = -236646.178057 nChanged 3 SP:Iteration 33Q (5097.059276 sec): 3 clusters Score: Raw -239555.024774 + Penalty 2907.151534 = -236647.873240 nChanged 1 SP:Iteration 34Q (5097.141993 sec): 3 clusters Score: Raw -239555.158265 + Penalty 2907.151534 = -236648.006730 nChanged 0 SP:Iteration 35F (5097.228134 sec): 3 clusters Score: Raw -239555.158265 + Penalty 2907.151534 = -236648.006730 nChanged 0 Trying to split cluster 2 (4920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5097.269178 sec): 2 clusters Score: Raw -322646.124695 + Penalty 1491.936699 = -321154.187997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5097.371457 sec): 3 clusters Score: Raw -320110.183042 + Penalty 2983.873397 = -317126.309645 nChanged 1929 SP:Iteration 1F (5097.459426 sec): 3 clusters Score: Raw -321214.880364 + Penalty 2983.873397 = -318231.006967 nChanged 381 SP:Iteration 2F (5097.553225 sec): 3 clusters Score: Raw -321443.434434 + Penalty 2983.873397 = -318459.561037 nChanged 273 SP:Iteration 3F (5097.643642 sec): 3 clusters Score: Raw -321598.863509 + Penalty 2983.873397 = -318614.990112 nChanged 248 SP:Iteration 4F (5097.717847 sec): 3 clusters Score: Raw -321719.697690 + Penalty 2983.873397 = -318735.824293 nChanged 181 SP:Iteration 5Q (5097.751046 sec): 3 clusters Score: Raw -321835.385297 + Penalty 2983.873397 = -318851.511900 nChanged 203 SP:Iteration 6Q (5097.792745 sec): 3 clusters Score: Raw -321971.894177 + Penalty 2983.873397 = -318988.020780 nChanged 176 SP:Iteration 7Q (5097.895327 sec): 3 clusters Score: Raw -322074.883211 + Penalty 2983.873397 = -319091.009814 nChanged 168 SP:Iteration 8Q (5097.993251 sec): 3 clusters Score: Raw -322171.286503 + Penalty 2983.873397 = -319187.413106 nChanged 168 SP:Iteration 9Q (5098.069589 sec): 3 clusters Score: Raw -322261.407057 + Penalty 2983.873397 = -319277.533660 nChanged 142 SP:Iteration 10Q (5098.164633 sec): 3 clusters Score: Raw -322338.931054 + Penalty 2983.873397 = -319355.057657 nChanged 133 SP:Iteration 11Q (5098.278433 sec): 3 clusters Score: Raw -322428.705245 + Penalty 2983.873397 = -319444.831847 nChanged 150 SP:Iteration 12Q (5098.370408 sec): 3 clusters Score: Raw -322516.488064 + Penalty 2983.873397 = -319532.614667 nChanged 119 SP:Iteration 13Q (5098.460714 sec): 3 clusters Score: Raw -322578.143489 + Penalty 2983.873397 = -319594.270092 nChanged 117 SP:Iteration 14Q (5098.549545 sec): 3 clusters Score: Raw -322644.955627 + Penalty 2983.873397 = -319661.082230 nChanged 120 SP:Iteration 15Q (5098.636022 sec): 3 clusters Score: Raw -322715.516925 + Penalty 2983.873397 = -319731.643528 nChanged 118 SP:Iteration 16Q (5098.729544 sec): 3 clusters Score: Raw -322774.709669 + Penalty 2983.873397 = -319790.836272 nChanged 110 SP:Iteration 17Q (5098.815243 sec): 3 clusters Score: Raw -322817.634685 + Penalty 2983.873397 = -319833.761288 nChanged 75 SP:Iteration 18Q (5098.911949 sec): 3 clusters Score: Raw -322845.990184 + Penalty 2983.873397 = -319862.116787 nChanged 64 SP:Iteration 19Q (5098.999644 sec): 3 clusters Score: Raw -322872.995790 + Penalty 2983.873397 = -319889.122393 nChanged 58 SP:Iteration 20F (5099.082439 sec): 3 clusters Score: Raw -322894.888416 + Penalty 2983.873397 = -319911.015019 nChanged 51 SP:Iteration 21Q (5099.165999 sec): 3 clusters Score: Raw -322912.295288 + Penalty 2983.873397 = -319928.421891 nChanged 54 SP:Iteration 22Q (5099.247441 sec): 3 clusters Score: Raw -322928.743239 + Penalty 2983.873397 = -319944.869842 nChanged 33 SP:Iteration 23Q (5099.340937 sec): 3 clusters Score: Raw -322938.033298 + Penalty 2983.873397 = -319954.159901 nChanged 28 SP:Iteration 24Q (5099.422522 sec): 3 clusters Score: Raw -322945.331950 + Penalty 2983.873397 = -319961.458553 nChanged 24 SP:Iteration 25Q (5099.511379 sec): 3 clusters Score: Raw -322951.018033 + Penalty 2983.873397 = -319967.144636 nChanged 20 SP:Iteration 26Q (5099.597814 sec): 3 clusters Score: Raw -322955.441076 + Penalty 2983.873397 = -319971.567679 nChanged 13 SP:Iteration 27Q (5099.701910 sec): 3 clusters Score: Raw -322958.257538 + Penalty 2983.873397 = -319974.384141 nChanged 11 SP:Iteration 28Q (5099.791072 sec): 3 clusters Score: Raw -322961.088450 + Penalty 2983.873397 = -319977.215052 nChanged 12 SP:Iteration 29Q (5099.852981 sec): 3 clusters Score: Raw -322963.904128 + Penalty 2983.873397 = -319980.030731 nChanged 11 SP:Iteration 30Q (5099.949631 sec): 3 clusters Score: Raw -322966.812303 + Penalty 2983.873397 = -319982.938906 nChanged 13 SP:Iteration 31Q (5100.038111 sec): 3 clusters Score: Raw -322969.116011 + Penalty 2983.873397 = -319985.242614 nChanged 7 SP:Iteration 32Q (5100.126050 sec): 3 clusters Score: Raw -322970.517274 + Penalty 2983.873397 = -319986.643877 nChanged 3 SP:Iteration 33Q (5100.223985 sec): 3 clusters Score: Raw -322971.370171 + Penalty 2983.873397 = -319987.496774 nChanged 2 SP:Iteration 34Q (5100.313644 sec): 3 clusters Score: Raw -322971.506391 + Penalty 2983.873397 = -319987.632994 nChanged 0 SP:Iteration 35F (5100.385551 sec): 3 clusters Score: Raw -322971.506391 + Penalty 2983.873397 = -319987.632994 nChanged 0 Trying to split cluster 3 (481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5100.449816 sec): 2 clusters Score: Raw -30393.513988 + Penalty 1083.864706 = -29309.649282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5100.515113 sec): 3 clusters Score: Raw -30350.019541 + Penalty 2167.729412 = -28182.290129 nChanged 107 SP:Iteration 1F (5100.614985 sec): 3 clusters Score: Raw -30506.376840 + Penalty 2167.729412 = -28338.647428 nChanged 27 SP:Iteration 2F (5100.674962 sec): 3 clusters Score: Raw -30572.074333 + Penalty 2167.729412 = -28404.344921 nChanged 16 SP:Iteration 3Q (5100.750491 sec): 3 clusters Score: Raw -30587.675052 + Penalty 2167.729412 = -28419.945640 nChanged 5 SP:Iteration 4Q (5100.845036 sec): 3 clusters Score: Raw -30591.550034 + Penalty 2167.729412 = -28423.820622 nChanged 5 SP:Iteration 5Q (5100.899978 sec): 3 clusters Score: Raw -30595.938883 + Penalty 2167.729412 = -28428.209471 nChanged 5 SP:Iteration 6Q (5100.976679 sec): 3 clusters Score: Raw -30603.365537 + Penalty 2167.729412 = -28435.636125 nChanged 8 SP:Iteration 7Q (5101.053946 sec): 3 clusters Score: Raw -30624.349389 + Penalty 2167.729412 = -28456.619978 nChanged 5 SP:Iteration 8Q (5101.129119 sec): 3 clusters Score: Raw -30638.192968 + Penalty 2167.729412 = -28470.463557 nChanged 9 SP:Iteration 9Q (5101.214601 sec): 3 clusters Score: Raw -30660.281013 + Penalty 2167.729412 = -28492.551602 nChanged 10 SP:Iteration 10Q (5101.275814 sec): 3 clusters Score: Raw -30699.763148 + Penalty 2167.729412 = -28532.033736 nChanged 12 SP:Iteration 11Q (5101.370637 sec): 3 clusters Score: Raw -30753.984282 + Penalty 2167.729412 = -28586.254871 nChanged 10 SP:Iteration 12Q (5101.430728 sec): 3 clusters Score: Raw -30791.698493 + Penalty 2167.729412 = -28623.969081 nChanged 9 SP:Iteration 13Q (5101.526578 sec): 3 clusters Score: Raw -30805.461352 + Penalty 2167.729412 = -28637.731940 nChanged 6 SP:Iteration 14Q (5101.589216 sec): 3 clusters Score: Raw -30832.463366 + Penalty 2167.729412 = -28664.733954 nChanged 9 SP:Iteration 15Q (5101.670655 sec): 3 clusters Score: Raw -30856.650631 + Penalty 2167.729412 = -28688.921219 nChanged 6 SP:Iteration 16Q (5101.752580 sec): 3 clusters Score: Raw -30872.068232 + Penalty 2167.729412 = -28704.338820 nChanged 3 SP:Iteration 17Q (5101.833713 sec): 3 clusters Score: Raw -30877.740585 + Penalty 2167.729412 = -28710.011173 nChanged 4 SP:Iteration 18Q (5101.930133 sec): 3 clusters Score: Raw -30887.518735 + Penalty 2167.729412 = -28719.789323 nChanged 3 SP:Iteration 19Q (5102.007681 sec): 3 clusters Score: Raw -30893.071571 + Penalty 2167.729412 = -28725.342159 nChanged 0 SP:Iteration 20F (5102.110748 sec): 3 clusters Score: Raw -30893.071571 + Penalty 2167.729412 = -28725.342159 nChanged 0 Trying to split cluster 4 (5059 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5102.170316 sec): 2 clusters Score: Raw -335490.516866 + Penalty 1496.826182 = -333993.690684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5102.266724 sec): 3 clusters Score: Raw -332939.353936 + Penalty 2993.652364 = -329945.701571 nChanged 2041 SP:Iteration 1F (5102.361092 sec): 3 clusters Score: Raw -334170.944027 + Penalty 2993.652364 = -331177.291662 nChanged 396 SP:Iteration 2F (5102.452211 sec): 3 clusters Score: Raw -334421.436149 + Penalty 2993.652364 = -331427.783785 nChanged 288 SP:Iteration 3F (5102.550117 sec): 3 clusters Score: Raw -334588.206642 + Penalty 2993.652364 = -331594.554278 nChanged 237 SP:Iteration 4Q (5102.644683 sec): 3 clusters Score: Raw -334722.868857 + Penalty 2993.652364 = -331729.216493 nChanged 202 SP:Iteration 5Q (5102.739205 sec): 3 clusters Score: Raw -334835.716881 + Penalty 2993.652364 = -331842.064517 nChanged 178 SP:Iteration 6Q (5102.830528 sec): 3 clusters Score: Raw -334939.819104 + Penalty 2993.652364 = -331946.166740 nChanged 149 SP:Iteration 7Q (5102.922370 sec): 3 clusters Score: Raw -335018.064577 + Penalty 2993.652364 = -332024.412213 nChanged 126 SP:Iteration 8Q (5102.997718 sec): 3 clusters Score: Raw -335089.189072 + Penalty 2993.652364 = -332095.536708 nChanged 110 SP:Iteration 9Q (5103.104453 sec): 3 clusters Score: Raw -335143.974517 + Penalty 2993.652364 = -332150.322153 nChanged 102 SP:Iteration 10Q (5103.185133 sec): 3 clusters Score: Raw -335198.113573 + Penalty 2993.652364 = -332204.461209 nChanged 109 SP:Iteration 11Q (5103.274750 sec): 3 clusters Score: Raw -335255.962147 + Penalty 2993.652364 = -332262.309783 nChanged 111 SP:Iteration 12Q (5103.367852 sec): 3 clusters Score: Raw -335315.235517 + Penalty 2993.652364 = -332321.583153 nChanged 95 SP:Iteration 13Q (5103.456605 sec): 3 clusters Score: Raw -335356.582410 + Penalty 2993.652364 = -332362.930045 nChanged 75 SP:Iteration 14Q (5103.532536 sec): 3 clusters Score: Raw -335388.934083 + Penalty 2993.652364 = -332395.281718 nChanged 60 SP:Iteration 15Q (5103.618013 sec): 3 clusters Score: Raw -335418.891156 + Penalty 2993.652364 = -332425.238792 nChanged 58 SP:Iteration 16Q (5103.724443 sec): 3 clusters Score: Raw -335443.878611 + Penalty 2993.652364 = -332450.226247 nChanged 54 SP:Iteration 17Q (5103.816874 sec): 3 clusters Score: Raw -335465.862260 + Penalty 2993.652364 = -332472.209896 nChanged 51 SP:Iteration 18Q (5103.924764 sec): 3 clusters Score: Raw -335484.621656 + Penalty 2993.652364 = -332490.969292 nChanged 46 SP:Iteration 19Q (5104.031291 sec): 3 clusters Score: Raw -335500.256232 + Penalty 2993.652364 = -332506.603868 nChanged 33 SP:Iteration 20F (5104.130036 sec): 3 clusters Score: Raw -335509.487311 + Penalty 2993.652364 = -332515.834947 nChanged 27 SP:Iteration 21Q (5104.251523 sec): 3 clusters Score: Raw -335516.796100 + Penalty 2993.652364 = -332523.143736 nChanged 22 SP:Iteration 22Q (5104.355195 sec): 3 clusters Score: Raw -335523.101417 + Penalty 2993.652364 = -332529.449052 nChanged 23 SP:Iteration 23Q (5104.454462 sec): 3 clusters Score: Raw -335528.398658 + Penalty 2993.652364 = -332534.746294 nChanged 20 SP:Iteration 24Q (5104.565776 sec): 3 clusters Score: Raw -335532.669316 + Penalty 2993.652364 = -332539.016952 nChanged 15 SP:Iteration 25Q (5104.671371 sec): 3 clusters Score: Raw -335537.743333 + Penalty 2993.652364 = -332544.090968 nChanged 20 SP:Iteration 26Q (5104.803704 sec): 3 clusters Score: Raw -335543.420673 + Penalty 2993.652364 = -332549.768309 nChanged 13 SP:Iteration 27Q (5104.904208 sec): 3 clusters Score: Raw -335546.856648 + Penalty 2993.652364 = -332553.204284 nChanged 12 SP:Iteration 28Q (5105.003340 sec): 3 clusters Score: Raw -335549.701627 + Penalty 2993.652364 = -332556.049263 nChanged 13 SP:Iteration 29Q (5105.096349 sec): 3 clusters Score: Raw -335552.261106 + Penalty 2993.652364 = -332558.608742 nChanged 8 SP:Iteration 30Q (5105.215670 sec): 3 clusters Score: Raw -335554.828863 + Penalty 2993.652364 = -332561.176499 nChanged 13 SP:Iteration 31Q (5105.306064 sec): 3 clusters Score: Raw -335557.525442 + Penalty 2993.652364 = -332563.873078 nChanged 6 SP:Iteration 32Q (5105.430999 sec): 3 clusters Score: Raw -335559.108619 + Penalty 2993.652364 = -332565.456255 nChanged 4 SP:Iteration 33Q (5105.512549 sec): 3 clusters Score: Raw -335559.700114 + Penalty 2993.652364 = -332566.047750 nChanged 2 SP:Iteration 34Q (5105.622578 sec): 3 clusters Score: Raw -335559.896240 + Penalty 2993.652364 = -332566.243876 nChanged 0 SP:Iteration 35F (5105.719484 sec): 3 clusters Score: Raw -335559.896240 + Penalty 2993.652364 = -332566.243876 nChanged 0 Trying to split cluster 5 (3796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5105.795749 sec): 2 clusters Score: Raw -209709.060050 + Penalty 1446.418905 = -208262.641145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5105.892624 sec): 3 clusters Score: Raw -207851.181850 + Penalty 2892.837809 = -204958.344041 nChanged 1483 SP:Iteration 1F (5105.999206 sec): 3 clusters Score: Raw -208789.412998 + Penalty 2892.837809 = -205896.575189 nChanged 313 SP:Iteration 2F (5106.101874 sec): 3 clusters Score: Raw -208978.718720 + Penalty 2892.837809 = -206085.880911 nChanged 210 SP:Iteration 3F (5106.220256 sec): 3 clusters Score: Raw -209107.475281 + Penalty 2892.837809 = -206214.637472 nChanged 154 SP:Iteration 4Q (5106.322290 sec): 3 clusters Score: Raw -209219.305734 + Penalty 2892.837809 = -206326.467925 nChanged 144 SP:Iteration 5Q (5106.418495 sec): 3 clusters Score: Raw -209333.849909 + Penalty 2892.837809 = -206441.012100 nChanged 134 SP:Iteration 6Q (5106.504333 sec): 3 clusters Score: Raw -209429.508956 + Penalty 2892.837809 = -206536.671147 nChanged 119 SP:Iteration 7Q (5106.599954 sec): 3 clusters Score: Raw -209500.136001 + Penalty 2892.837809 = -206607.298192 nChanged 112 SP:Iteration 8Q (5106.693974 sec): 3 clusters Score: Raw -209584.377336 + Penalty 2892.837809 = -206691.539526 nChanged 103 SP:Iteration 9Q (5106.789666 sec): 3 clusters Score: Raw -209644.004054 + Penalty 2892.837809 = -206751.166245 nChanged 98 SP:Iteration 10Q (5106.912031 sec): 3 clusters Score: Raw -209705.107225 + Penalty 2892.837809 = -206812.269416 nChanged 92 SP:Iteration 11Q (5107.006479 sec): 3 clusters Score: Raw -209760.335571 + Penalty 2892.837809 = -206867.497761 nChanged 77 SP:Iteration 12Q (5107.105654 sec): 3 clusters Score: Raw -209803.120010 + Penalty 2892.837809 = -206910.282201 nChanged 56 SP:Iteration 13Q (5107.195436 sec): 3 clusters Score: Raw -209830.502595 + Penalty 2892.837809 = -206937.664786 nChanged 55 SP:Iteration 14Q (5107.298511 sec): 3 clusters Score: Raw -209862.934751 + Penalty 2892.837809 = -206970.096942 nChanged 59 SP:Iteration 15Q (5107.392980 sec): 3 clusters Score: Raw -209897.198762 + Penalty 2892.837809 = -207004.360953 nChanged 56 SP:Iteration 16Q (5107.506407 sec): 3 clusters Score: Raw -209929.378184 + Penalty 2892.837809 = -207036.540375 nChanged 43 SP:Iteration 17Q (5107.610649 sec): 3 clusters Score: Raw -209954.471780 + Penalty 2892.837809 = -207061.633971 nChanged 34 SP:Iteration 18Q (5107.702858 sec): 3 clusters Score: Raw -209972.706034 + Penalty 2892.837809 = -207079.868225 nChanged 33 SP:Iteration 19Q (5107.794065 sec): 3 clusters Score: Raw -209990.608622 + Penalty 2892.837809 = -207097.770813 nChanged 31 SP:Iteration 20F (5107.905772 sec): 3 clusters Score: Raw -210003.558190 + Penalty 2892.837809 = -207110.720381 nChanged 30 SP:Iteration 21Q (5108.050920 sec): 3 clusters Score: Raw -210017.047721 + Penalty 2892.837809 = -207124.209912 nChanged 28 SP:Iteration 22Q (5108.132184 sec): 3 clusters Score: Raw -210028.144497 + Penalty 2892.837809 = -207135.306688 nChanged 24 SP:Iteration 23Q (5108.213738 sec): 3 clusters Score: Raw -210036.972000 + Penalty 2892.837809 = -207144.134191 nChanged 30 SP:Iteration 24Q (5108.292261 sec): 3 clusters Score: Raw -210050.914730 + Penalty 2892.837809 = -207158.076921 nChanged 19 SP:Iteration 25Q (5108.391480 sec): 3 clusters Score: Raw -210057.434463 + Penalty 2892.837809 = -207164.596654 nChanged 13 SP:Iteration 26Q (5108.475587 sec): 3 clusters Score: Raw -210062.414937 + Penalty 2892.837809 = -207169.577128 nChanged 12 SP:Iteration 27Q (5108.541146 sec): 3 clusters Score: Raw -210068.184096 + Penalty 2892.837809 = -207175.346287 nChanged 14 SP:Iteration 28Q (5108.629811 sec): 3 clusters Score: Raw -210073.783335 + Penalty 2892.837809 = -207180.945526 nChanged 15 SP:Iteration 29Q (5108.715894 sec): 3 clusters Score: Raw -210079.249785 + Penalty 2892.837809 = -207186.411976 nChanged 14 SP:Iteration 30Q (5108.799263 sec): 3 clusters Score: Raw -210084.820081 + Penalty 2892.837809 = -207191.982272 nChanged 16 SP:Iteration 31Q (5108.886978 sec): 3 clusters Score: Raw -210091.895721 + Penalty 2892.837809 = -207199.057912 nChanged 14 SP:Iteration 32Q (5108.980441 sec): 3 clusters Score: Raw -210097.893780 + Penalty 2892.837809 = -207205.055971 nChanged 11 SP:Iteration 33Q (5109.051860 sec): 3 clusters Score: Raw -210102.640823 + Penalty 2892.837809 = -207209.803014 nChanged 11 SP:Iteration 34Q (5109.144285 sec): 3 clusters Score: Raw -210105.476827 + Penalty 2892.837809 = -207212.639018 nChanged 7 SP:Iteration 35Q (5109.227552 sec): 3 clusters Score: Raw -210106.988906 + Penalty 2892.837809 = -207214.151097 nChanged 9 SP:Iteration 36Q (5109.300758 sec): 3 clusters Score: Raw -210110.212353 + Penalty 2892.837809 = -207217.374544 nChanged 9 SP:Iteration 37Q (5109.407666 sec): 3 clusters Score: Raw -210113.877076 + Penalty 2892.837809 = -207221.039267 nChanged 14 SP:Iteration 38Q (5109.499019 sec): 3 clusters Score: Raw -210121.284133 + Penalty 2892.837809 = -207228.446324 nChanged 14 SP:Iteration 39Q (5109.567902 sec): 3 clusters Score: Raw -210126.709703 + Penalty 2892.837809 = -207233.871894 nChanged 8 SP:Iteration 40F (5109.675304 sec): 3 clusters Score: Raw -210129.722439 + Penalty 2892.837809 = -207236.884630 nChanged 10 SP:Iteration 41Q (5109.742194 sec): 3 clusters Score: Raw -210135.230597 + Penalty 2892.837809 = -207242.392787 nChanged 13 SP:Iteration 42Q (5109.821912 sec): 3 clusters Score: Raw -210140.172355 + Penalty 2892.837809 = -207247.334546 nChanged 10 SP:Iteration 43Q (5109.919135 sec): 3 clusters Score: Raw -210144.540568 + Penalty 2892.837809 = -207251.702759 nChanged 8 SP:Iteration 44Q (5110.004374 sec): 3 clusters Score: Raw -210146.607267 + Penalty 2892.837809 = -207253.769458 nChanged 6 SP:Iteration 45Q (5110.093880 sec): 3 clusters Score: Raw -210148.226387 + Penalty 2892.837809 = -207255.388578 nChanged 3 SP:Iteration 46Q (5110.167824 sec): 3 clusters Score: Raw -210149.461967 + Penalty 2892.837809 = -207256.624158 nChanged 4 SP:Iteration 47Q (5110.257864 sec): 3 clusters Score: Raw -210150.767889 + Penalty 2892.837809 = -207257.930080 nChanged 3 SP:Iteration 48Q (5110.325481 sec): 3 clusters Score: Raw -210151.474152 + Penalty 2892.837809 = -207258.636343 nChanged 3 SP:Iteration 49Q (5110.413511 sec): 3 clusters Score: Raw -210152.516226 + Penalty 2892.837809 = -207259.678417 nChanged 3 SP:Iteration 50Q (5110.495693 sec): 3 clusters Score: Raw -210153.586571 + Penalty 2892.837809 = -207260.748762 nChanged 2 SP:Iteration 51Q (5110.598718 sec): 3 clusters Score: Raw -210154.013485 + Penalty 2892.837809 = -207261.175676 nChanged 2 SP:Iteration 52Q (5110.682742 sec): 3 clusters Score: Raw -210154.874200 + Penalty 2892.837809 = -207262.036391 nChanged 2 SP:Iteration 53Q (5110.775705 sec): 3 clusters Score: Raw -210155.515161 + Penalty 2892.837809 = -207262.677352 nChanged 2 SP:Iteration 54Q (5110.847159 sec): 3 clusters Score: Raw -210156.054241 + Penalty 2892.837809 = -207263.216432 nChanged 2 SP:Iteration 55Q (5110.949231 sec): 3 clusters Score: Raw -210157.149089 + Penalty 2892.837809 = -207264.311280 nChanged 2 SP:Iteration 56Q (5111.037630 sec): 3 clusters Score: Raw -210157.707564 + Penalty 2892.837809 = -207264.869755 nChanged 2 SP:Iteration 57Q (5111.128538 sec): 3 clusters Score: Raw -210158.075395 + Penalty 2892.837809 = -207265.237586 nChanged 1 SP:Iteration 58Q (5111.212582 sec): 3 clusters Score: Raw -210158.256087 + Penalty 2892.837809 = -207265.418278 nChanged 1 SP:Iteration 59Q (5111.299462 sec): 3 clusters Score: Raw -210158.679217 + Penalty 2892.837809 = -207265.841408 nChanged 1 SP:Iteration 60F (5111.386977 sec): 3 clusters Score: Raw -210158.772273 + Penalty 2892.837809 = -207265.934464 nChanged 0 Trying to split cluster 6 (7636 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5111.452879 sec): 2 clusters Score: Raw -541927.936851 + Penalty 1569.080422 = -540358.856429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5111.534874 sec): 3 clusters Score: Raw -537822.764935 + Penalty 3138.160844 = -534684.604091 nChanged 3174 SP:Iteration 1F (5111.637878 sec): 3 clusters Score: Raw -539563.122268 + Penalty 3138.160844 = -536424.961424 nChanged 584 SP:Iteration 2F (5111.729840 sec): 3 clusters Score: Raw -539871.224882 + Penalty 3138.160844 = -536733.064038 nChanged 474 SP:Iteration 3F (5111.809912 sec): 3 clusters Score: Raw -540145.656690 + Penalty 3138.160844 = -537007.495846 nChanged 428 SP:Iteration 4F (5111.925281 sec): 3 clusters Score: Raw -540386.472696 + Penalty 3138.160844 = -537248.311852 nChanged 371 SP:Iteration 5Q (5112.018538 sec): 3 clusters Score: Raw -540578.919657 + Penalty 3138.160844 = -537440.758813 nChanged 339 SP:Iteration 6Q (5112.106510 sec): 3 clusters Score: Raw -540733.445316 + Penalty 3138.160844 = -537595.284472 nChanged 283 SP:Iteration 7Q (5112.214447 sec): 3 clusters Score: Raw -540849.299546 + Penalty 3138.160844 = -537711.138702 nChanged 236 SP:Iteration 8Q (5112.306681 sec): 3 clusters Score: Raw -540950.169532 + Penalty 3138.160844 = -537812.008688 nChanged 208 SP:Iteration 9Q (5112.383777 sec): 3 clusters Score: Raw -541034.806749 + Penalty 3138.160844 = -537896.645905 nChanged 152 SP:Iteration 10Q (5112.499714 sec): 3 clusters Score: Raw -541087.009992 + Penalty 3138.160844 = -537948.849148 nChanged 134 SP:Iteration 11Q (5112.588979 sec): 3 clusters Score: Raw -541130.704422 + Penalty 3138.160844 = -537992.543578 nChanged 110 SP:Iteration 12Q (5112.672914 sec): 3 clusters Score: Raw -541164.896858 + Penalty 3138.160844 = -538026.736014 nChanged 96 SP:Iteration 13Q (5112.769965 sec): 3 clusters Score: Raw -541193.049159 + Penalty 3138.160844 = -538054.888315 nChanged 82 SP:Iteration 14Q (5112.858995 sec): 3 clusters Score: Raw -541213.857798 + Penalty 3138.160844 = -538075.696954 nChanged 78 SP:Iteration 15Q (5112.959649 sec): 3 clusters Score: Raw -541234.737467 + Penalty 3138.160844 = -538096.576623 nChanged 64 SP:Iteration 16Q (5113.051076 sec): 3 clusters Score: Raw -541246.628820 + Penalty 3138.160844 = -538108.467976 nChanged 49 SP:Iteration 17Q (5113.141805 sec): 3 clusters Score: Raw -541256.674365 + Penalty 3138.160844 = -538118.513521 nChanged 52 SP:Iteration 18Q (5113.229792 sec): 3 clusters Score: Raw -541268.150979 + Penalty 3138.160844 = -538129.990135 nChanged 42 SP:Iteration 19Q (5113.311098 sec): 3 clusters Score: Raw -541275.631510 + Penalty 3138.160844 = -538137.470666 nChanged 33 SP:Iteration 20F (5113.424707 sec): 3 clusters Score: Raw -541280.646159 + Penalty 3138.160844 = -538142.485315 nChanged 22 SP:Iteration 21Q (5113.514579 sec): 3 clusters Score: Raw -541283.484142 + Penalty 3138.160844 = -538145.323298 nChanged 10 SP:Iteration 22Q (5113.603465 sec): 3 clusters Score: Raw -541284.907495 + Penalty 3138.160844 = -538146.746651 nChanged 9 SP:Iteration 23Q (5113.695647 sec): 3 clusters Score: Raw -541286.403414 + Penalty 3138.160844 = -538148.242570 nChanged 12 SP:Iteration 24Q (5113.789861 sec): 3 clusters Score: Raw -541288.379007 + Penalty 3138.160844 = -538150.218163 nChanged 6 SP:Iteration 25Q (5113.887267 sec): 3 clusters Score: Raw -541289.537842 + Penalty 3138.160844 = -538151.376998 nChanged 6 SP:Iteration 26Q (5113.986878 sec): 3 clusters Score: Raw -541290.522950 + Penalty 3138.160844 = -538152.362107 nChanged 6 SP:Iteration 27Q (5114.088317 sec): 3 clusters Score: Raw -541291.606992 + Penalty 3138.160844 = -538153.446148 nChanged 3 SP:Iteration 28Q (5114.184481 sec): 3 clusters Score: Raw -541291.854510 + Penalty 3138.160844 = -538153.693667 nChanged 1 SP:Iteration 29Q (5114.266923 sec): 3 clusters Score: Raw -541292.010516 + Penalty 3138.160844 = -538153.849672 nChanged 2 SP:Iteration 30Q (5114.375579 sec): 3 clusters Score: Raw -541292.398258 + Penalty 3138.160844 = -538154.237414 nChanged 3 SP:Iteration 31Q (5114.479629 sec): 3 clusters Score: Raw -541292.919113 + Penalty 3138.160844 = -538154.758269 nChanged 5 SP:Iteration 32Q (5114.596284 sec): 3 clusters Score: Raw -541293.505550 + Penalty 3138.160844 = -538155.344706 nChanged 3 SP:Iteration 33Q (5114.696659 sec): 3 clusters Score: Raw -541293.729586 + Penalty 3138.160844 = -538155.568742 nChanged 3 SP:Iteration 34Q (5114.757647 sec): 3 clusters Score: Raw -541294.180535 + Penalty 3138.160844 = -538156.019691 nChanged 4 SP:Iteration 35Q (5114.875890 sec): 3 clusters Score: Raw -541294.774923 + Penalty 3138.160844 = -538156.614080 nChanged 3 SP:Iteration 36Q (5114.979680 sec): 3 clusters Score: Raw -541295.387429 + Penalty 3138.160844 = -538157.226586 nChanged 6 SP:Iteration 37Q (5115.063405 sec): 3 clusters Score: Raw -541296.609891 + Penalty 3138.160844 = -538158.449047 nChanged 6 SP:Iteration 38Q (5115.165708 sec): 3 clusters Score: Raw -541297.558126 + Penalty 3138.160844 = -538159.397282 nChanged 7 SP:Iteration 39Q (5115.266435 sec): 3 clusters Score: Raw -541298.349317 + Penalty 3138.160844 = -538160.188473 nChanged 5 SP:Iteration 40F (5115.367465 sec): 3 clusters Score: Raw -541299.150744 + Penalty 3138.160844 = -538160.989901 nChanged 6 SP:Iteration 41Q (5115.451267 sec): 3 clusters Score: Raw -541300.584896 + Penalty 3138.160844 = -538162.424052 nChanged 5 SP:Iteration 42Q (5115.552586 sec): 3 clusters Score: Raw -541301.567023 + Penalty 3138.160844 = -538163.406179 nChanged 4 SP:Iteration 43Q (5115.654727 sec): 3 clusters Score: Raw -541302.612918 + Penalty 3138.160844 = -538164.452074 nChanged 10 SP:Iteration 44Q (5115.768994 sec): 3 clusters Score: Raw -541304.680110 + Penalty 3138.160844 = -538166.519266 nChanged 8 SP:Iteration 45Q (5115.853537 sec): 3 clusters Score: Raw -541306.084799 + Penalty 3138.160844 = -538167.923955 nChanged 7 SP:Iteration 46Q (5115.957092 sec): 3 clusters Score: Raw -541307.661244 + Penalty 3138.160844 = -538169.500400 nChanged 12 SP:Iteration 47Q (5116.053246 sec): 3 clusters Score: Raw -541310.163570 + Penalty 3138.160844 = -538172.002726 nChanged 10 SP:Iteration 48Q (5116.158051 sec): 3 clusters Score: Raw -541311.336685 + Penalty 3138.160844 = -538173.175841 nChanged 3 SP:Iteration 49Q (5116.239108 sec): 3 clusters Score: Raw -541311.814048 + Penalty 3138.160844 = -538173.653205 nChanged 5 SP:Iteration 50Q (5116.338610 sec): 3 clusters Score: Raw -541312.585778 + Penalty 3138.160844 = -538174.424934 nChanged 1 SP:Iteration 51Q (5116.438341 sec): 3 clusters Score: Raw -541312.758959 + Penalty 3138.160844 = -538174.598115 nChanged 1 SP:Iteration 52Q (5116.553959 sec): 3 clusters Score: Raw -541312.998234 + Penalty 3138.160844 = -538174.837390 nChanged 2 SP:Iteration 53Q (5116.656233 sec): 3 clusters Score: Raw -541313.532994 + Penalty 3138.160844 = -538175.372150 nChanged 1 SP:Iteration 54Q (5116.739233 sec): 3 clusters Score: Raw -541313.671310 + Penalty 3138.160844 = -538175.510466 nChanged 3 SP:Iteration 55Q (5116.856840 sec): 3 clusters Score: Raw -541314.194222 + Penalty 3138.160844 = -538176.033378 nChanged 5 SP:Iteration 56Q (5116.950753 sec): 3 clusters Score: Raw -541314.879653 + Penalty 3138.160844 = -538176.718809 nChanged 4 SP:Iteration 57Q (5117.045791 sec): 3 clusters Score: Raw -541315.547263 + Penalty 3138.160844 = -538177.386419 nChanged 2 SP:Iteration 58Q (5117.138694 sec): 3 clusters Score: Raw -541315.808030 + Penalty 3138.160844 = -538177.647186 nChanged 3 SP:Iteration 59Q (5117.240150 sec): 3 clusters Score: Raw -541316.384684 + Penalty 3138.160844 = -538178.223840 nChanged 4 SP:Iteration 60F (5117.331243 sec): 3 clusters Score: Raw -541317.092889 + Penalty 3138.160844 = -538178.932045 nChanged 7 SP:Iteration 61Q (5117.420952 sec): 3 clusters Score: Raw -541318.340527 + Penalty 3138.160844 = -538180.179683 nChanged 6 SP:Iteration 62Q (5117.511382 sec): 3 clusters Score: Raw -541319.240125 + Penalty 3138.160844 = -538181.079281 nChanged 6 SP:Iteration 63Q (5117.600573 sec): 3 clusters Score: Raw -541320.300180 + Penalty 3138.160844 = -538182.139336 nChanged 7 SP:Iteration 64Q (5117.694224 sec): 3 clusters Score: Raw -541321.364134 + Penalty 3138.160844 = -538183.203290 nChanged 8 SP:Iteration 65Q (5117.790598 sec): 3 clusters Score: Raw -541322.442800 + Penalty 3138.160844 = -538184.281957 nChanged 6 SP:Iteration 66Q (5117.874180 sec): 3 clusters Score: Raw -541323.218414 + Penalty 3138.160844 = -538185.057571 nChanged 5 SP:Iteration 67Q (5117.974129 sec): 3 clusters Score: Raw -541324.063734 + Penalty 3138.160844 = -538185.902890 nChanged 7 SP:Iteration 68Q (5118.066234 sec): 3 clusters Score: Raw -541325.395532 + Penalty 3138.160844 = -538187.234688 nChanged 8 SP:Iteration 69Q (5118.147838 sec): 3 clusters Score: Raw -541326.567594 + Penalty 3138.160844 = -538188.406751 nChanged 4 SP:Iteration 70Q (5118.258048 sec): 3 clusters Score: Raw -541327.224162 + Penalty 3138.160844 = -538189.063318 nChanged 4 SP:Iteration 71Q (5118.354853 sec): 3 clusters Score: Raw -541328.052868 + Penalty 3138.160844 = -538189.892025 nChanged 2 SP:Iteration 72Q (5118.449486 sec): 3 clusters Score: Raw -541328.503293 + Penalty 3138.160844 = -538190.342449 nChanged 2 SP:Iteration 73Q (5118.552119 sec): 3 clusters Score: Raw -541328.780691 + Penalty 3138.160844 = -538190.619848 nChanged 1 SP:Iteration 74Q (5118.646733 sec): 3 clusters Score: Raw -541329.214719 + Penalty 3138.160844 = -538191.053875 nChanged 3 SP:Iteration 75Q (5118.744975 sec): 3 clusters Score: Raw -541329.645162 + Penalty 3138.160844 = -538191.484318 nChanged 3 SP:Iteration 76Q (5118.834136 sec): 3 clusters Score: Raw -541330.280121 + Penalty 3138.160844 = -538192.119277 nChanged 7 SP:Iteration 77Q (5118.926310 sec): 3 clusters Score: Raw -541331.806672 + Penalty 3138.160844 = -538193.645828 nChanged 11 SP:Iteration 78Q (5119.018095 sec): 3 clusters Score: Raw -541334.882877 + Penalty 3138.160844 = -538196.722033 nChanged 18 SP:Iteration 79Q (5119.094506 sec): 3 clusters Score: Raw -541339.776143 + Penalty 3138.160844 = -538201.615299 nChanged 28 SP:Iteration 80F (5119.209134 sec): 3 clusters Score: Raw -541347.612854 + Penalty 3138.160844 = -538209.452010 nChanged 26 SP:Iteration 81Q (5119.317107 sec): 3 clusters Score: Raw -541354.225954 + Penalty 3138.160844 = -538216.065110 nChanged 23 SP:Iteration 82Q (5119.398923 sec): 3 clusters Score: Raw -541359.525970 + Penalty 3138.160844 = -538221.365126 nChanged 28 SP:Iteration 83Q (5119.536118 sec): 3 clusters Score: Raw -541367.084153 + Penalty 3138.160844 = -538228.923309 nChanged 30 SP:Iteration 84Q (5119.690205 sec): 3 clusters Score: Raw -541375.769403 + Penalty 3138.160844 = -538237.608559 nChanged 30 SP:Iteration 85Q (5119.807044 sec): 3 clusters Score: Raw -541382.959106 + Penalty 3138.160844 = -538244.798262 nChanged 32 SP:Iteration 86Q (5119.926585 sec): 3 clusters Score: Raw -541392.590289 + Penalty 3138.160844 = -538254.429446 nChanged 38 SP:Iteration 87Q (5120.045327 sec): 3 clusters Score: Raw -541404.825465 + Penalty 3138.160844 = -538266.664621 nChanged 49 SP:Iteration 88Q (5120.152409 sec): 3 clusters Score: Raw -541423.158340 + Penalty 3138.160844 = -538284.997496 nChanged 53 SP:Iteration 89Q (5120.261298 sec): 3 clusters Score: Raw -541445.388103 + Penalty 3138.160844 = -538307.227259 nChanged 68 SP:Iteration 90Q (5120.396748 sec): 3 clusters Score: Raw -541476.725685 + Penalty 3138.160844 = -538338.564841 nChanged 74 SP:Iteration 91Q (5120.503590 sec): 3 clusters Score: Raw -541508.222882 + Penalty 3138.160844 = -538370.062038 nChanged 75 SP:Iteration 92Q (5120.623521 sec): 3 clusters Score: Raw -541541.945851 + Penalty 3138.160844 = -538403.785007 nChanged 79 SP:Iteration 93Q (5120.757601 sec): 3 clusters Score: Raw -541580.180991 + Penalty 3138.160844 = -538442.020147 nChanged 78 SP:Iteration 94Q (5120.866073 sec): 3 clusters Score: Raw -541614.323929 + Penalty 3138.160844 = -538476.163085 nChanged 84 SP:Iteration 95Q (5120.965303 sec): 3 clusters Score: Raw -541654.220126 + Penalty 3138.160844 = -538516.059282 nChanged 92 SP:Iteration 96Q (5121.076819 sec): 3 clusters Score: Raw -541702.635615 + Penalty 3138.160844 = -538564.474771 nChanged 80 SP:Iteration 97Q (5121.186303 sec): 3 clusters Score: Raw -541743.760165 + Penalty 3138.160844 = -538605.599321 nChanged 78 SP:Iteration 98Q (5121.295510 sec): 3 clusters Score: Raw -541784.595372 + Penalty 3138.160844 = -538646.434528 nChanged 77 SP:Iteration 99Q (5121.398633 sec): 3 clusters Score: Raw -541823.416975 + Penalty 3138.160844 = -538685.256131 nChanged 79 SP:Iteration 100F (5121.515975 sec): 3 clusters Score: Raw -541864.652411 + Penalty 3138.160844 = -538726.491568 nChanged 71 SP:Iteration 101Q (5121.638025 sec): 3 clusters Score: Raw -541911.509162 + Penalty 3138.160844 = -538773.348318 nChanged 72 SP:Iteration 102Q (5121.745170 sec): 3 clusters Score: Raw -541956.977983 + Penalty 3138.160844 = -538818.817139 nChanged 57 SP:Iteration 103Q (5121.849803 sec): 3 clusters Score: Raw -541995.007747 + Penalty 3138.160844 = -538856.846903 nChanged 49 SP:Iteration 104Q (5121.961686 sec): 3 clusters Score: Raw -542040.621090 + Penalty 3138.160844 = -538902.460246 nChanged 65 SP:Iteration 105Q (5122.074910 sec): 3 clusters Score: Raw -542090.204985 + Penalty 3138.160844 = -538952.044142 nChanged 62 SP:Iteration 106Q (5122.213855 sec): 3 clusters Score: Raw -542143.893800 + Penalty 3138.160844 = -539005.732956 nChanged 66 SP:Iteration 107Q (5122.318023 sec): 3 clusters Score: Raw -542189.812460 + Penalty 3138.160844 = -539051.651616 nChanged 56 SP:Iteration 108Q (5122.433742 sec): 3 clusters Score: Raw -542235.255131 + Penalty 3138.160844 = -539097.094287 nChanged 55 SP:Iteration 109Q (5122.542916 sec): 3 clusters Score: Raw -542269.234907 + Penalty 3138.160844 = -539131.074064 nChanged 40 SP:Iteration 110Q (5122.640802 sec): 3 clusters Score: Raw -542289.592373 + Penalty 3138.160844 = -539151.431529 nChanged 27 SP:Iteration 111Q (5122.753154 sec): 3 clusters Score: Raw -542303.629260 + Penalty 3138.160844 = -539165.468416 nChanged 17 SP:Iteration 112Q (5122.857937 sec): 3 clusters Score: Raw -542312.726408 + Penalty 3138.160844 = -539174.565564 nChanged 17 SP:Iteration 113Q (5122.978848 sec): 3 clusters Score: Raw -542321.805212 + Penalty 3138.160844 = -539183.644368 nChanged 12 SP:Iteration 114Q (5123.090352 sec): 3 clusters Score: Raw -542328.873546 + Penalty 3138.160844 = -539190.712702 nChanged 15 SP:Iteration 115Q (5123.245818 sec): 3 clusters Score: Raw -542334.324431 + Penalty 3138.160844 = -539196.163587 nChanged 7 SP:Iteration 116Q (5123.389449 sec): 3 clusters Score: Raw -542336.213764 + Penalty 3138.160844 = -539198.052920 nChanged 6 SP:Iteration 117Q (5123.511398 sec): 3 clusters Score: Raw -542337.521594 + Penalty 3138.160844 = -539199.360750 nChanged 3 SP:Iteration 118Q (5123.645390 sec): 3 clusters Score: Raw -542338.115376 + Penalty 3138.160844 = -539199.954533 nChanged 4 SP:Iteration 119Q (5123.743854 sec): 3 clusters Score: Raw -542339.197063 + Penalty 3138.160844 = -539201.036219 nChanged 3 SP:Iteration 120F (5123.900499 sec): 3 clusters Score: Raw -542340.106672 + Penalty 3138.160844 = -539201.945829 nChanged 1 SP:Iteration 121Q (5124.005855 sec): 3 clusters Score: Raw -542340.324442 + Penalty 3138.160844 = -539202.163598 nChanged 1 SP:Iteration 122Q (5124.116540 sec): 3 clusters Score: Raw -542340.466901 + Penalty 3138.160844 = -539202.306058 nChanged 1 SP:Iteration 123Q (5124.232532 sec): 3 clusters Score: Raw -542341.008103 + Penalty 3138.160844 = -539202.847259 nChanged 1 SP:Iteration 124Q (5124.353744 sec): 3 clusters Score: Raw -542341.342160 + Penalty 3138.160844 = -539203.181317 nChanged 0 SP:Iteration 125F (5124.467602 sec): 3 clusters Score: Raw -542341.342160 + Penalty 3138.160844 = -539203.181317 nChanged 0 Trying to split cluster 7 (3466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5124.514334 sec): 2 clusters Score: Raw -150336.438170 + Penalty 1430.457761 = -148905.980410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5124.613576 sec): 3 clusters Score: Raw -148703.140981 + Penalty 2860.915521 = -145842.225460 nChanged 1321 SP:Iteration 1F (5124.699506 sec): 3 clusters Score: Raw -149645.590363 + Penalty 2860.915521 = -146784.674842 nChanged 314 SP:Iteration 2F (5124.812459 sec): 3 clusters Score: Raw -149945.959428 + Penalty 2860.915521 = -147085.043907 nChanged 268 SP:Iteration 3F (5124.884676 sec): 3 clusters Score: Raw -150246.889335 + Penalty 2860.915521 = -147385.973814 nChanged 247 SP:Iteration 4F (5124.976521 sec): 3 clusters Score: Raw -150496.168462 + Penalty 2860.915521 = -147635.252941 nChanged 185 SP:Iteration 5F (5125.082356 sec): 3 clusters Score: Raw -150653.739000 + Penalty 2860.915521 = -147792.823479 nChanged 120 SP:Iteration 6Q (5125.176576 sec): 3 clusters Score: Raw -150727.706845 + Penalty 2860.915521 = -147866.791324 nChanged 88 SP:Iteration 7Q (5125.277653 sec): 3 clusters Score: Raw -150782.866441 + Penalty 2860.915521 = -147921.950920 nChanged 68 SP:Iteration 8Q (5125.363481 sec): 3 clusters Score: Raw -150821.053071 + Penalty 2860.915521 = -147960.137549 nChanged 45 SP:Iteration 9Q (5125.467761 sec): 3 clusters Score: Raw -150848.165526 + Penalty 2860.915521 = -147987.250005 nChanged 38 SP:Iteration 10Q (5125.552933 sec): 3 clusters Score: Raw -150865.250100 + Penalty 2860.915521 = -148004.334579 nChanged 31 SP:Iteration 11Q (5125.661553 sec): 3 clusters Score: Raw -150876.792260 + Penalty 2860.915521 = -148015.876739 nChanged 16 SP:Iteration 12Q (5125.761809 sec): 3 clusters Score: Raw -150882.219765 + Penalty 2860.915521 = -148021.304244 nChanged 10 SP:Iteration 13Q (5125.865932 sec): 3 clusters Score: Raw -150884.548408 + Penalty 2860.915521 = -148023.632887 nChanged 4 SP:Iteration 14Q (5125.936209 sec): 3 clusters Score: Raw -150885.556264 + Penalty 2860.915521 = -148024.640743 nChanged 1 SP:Iteration 15Q (5126.063087 sec): 3 clusters Score: Raw -150885.888235 + Penalty 2860.915521 = -148024.972714 nChanged 0 SP:Iteration 16F (5126.146394 sec): 3 clusters Score: Raw -150885.888235 + Penalty 2860.915521 = -148024.972714 nChanged 0 Trying to split cluster 8 (4882 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5126.227464 sec): 2 clusters Score: Raw -323088.122020 + Penalty 1490.575949 = -321597.546071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5126.311992 sec): 3 clusters Score: Raw -320529.403266 + Penalty 2981.151898 = -317548.251368 nChanged 2009 SP:Iteration 1F (5126.416615 sec): 3 clusters Score: Raw -321718.065672 + Penalty 2981.151898 = -318736.913774 nChanged 374 SP:Iteration 2F (5126.549262 sec): 3 clusters Score: Raw -321964.548519 + Penalty 2981.151898 = -318983.396621 nChanged 326 SP:Iteration 3F (5126.647205 sec): 3 clusters Score: Raw -322175.756394 + Penalty 2981.151898 = -319194.604496 nChanged 276 SP:Iteration 4F (5126.730729 sec): 3 clusters Score: Raw -322365.755492 + Penalty 2981.151898 = -319384.603593 nChanged 242 SP:Iteration 5Q (5126.843849 sec): 3 clusters Score: Raw -322530.037723 + Penalty 2981.151898 = -319548.885825 nChanged 208 SP:Iteration 6Q (5126.943637 sec): 3 clusters Score: Raw -322656.774188 + Penalty 2981.151898 = -319675.622290 nChanged 169 SP:Iteration 7Q (5127.055336 sec): 3 clusters Score: Raw -322767.901951 + Penalty 2981.151898 = -319786.750052 nChanged 161 SP:Iteration 8Q (5127.139408 sec): 3 clusters Score: Raw -322855.931054 + Penalty 2981.151898 = -319874.779156 nChanged 129 SP:Iteration 9Q (5127.240189 sec): 3 clusters Score: Raw -322924.756602 + Penalty 2981.151898 = -319943.604704 nChanged 115 SP:Iteration 10Q (5127.335369 sec): 3 clusters Score: Raw -322996.663353 + Penalty 2981.151898 = -320015.511455 nChanged 113 SP:Iteration 11Q (5127.458455 sec): 3 clusters Score: Raw -323067.592644 + Penalty 2981.151898 = -320086.440746 nChanged 95 SP:Iteration 12Q (5127.563061 sec): 3 clusters Score: Raw -323140.556726 + Penalty 2981.151898 = -320159.404828 nChanged 100 SP:Iteration 13Q (5127.657645 sec): 3 clusters Score: Raw -323202.751360 + Penalty 2981.151898 = -320221.599462 nChanged 97 SP:Iteration 14Q (5127.772271 sec): 3 clusters Score: Raw -323267.516228 + Penalty 2981.151898 = -320286.364330 nChanged 88 SP:Iteration 15Q (5127.883485 sec): 3 clusters Score: Raw -323326.812263 + Penalty 2981.151898 = -320345.660364 nChanged 79 SP:Iteration 16Q (5127.983342 sec): 3 clusters Score: Raw -323374.877315 + Penalty 2981.151898 = -320393.725417 nChanged 66 SP:Iteration 17Q (5128.094047 sec): 3 clusters Score: Raw -323427.452765 + Penalty 2981.151898 = -320446.300867 nChanged 62 SP:Iteration 18Q (5128.173234 sec): 3 clusters Score: Raw -323466.915251 + Penalty 2981.151898 = -320485.763353 nChanged 51 SP:Iteration 19Q (5128.297086 sec): 3 clusters Score: Raw -323492.328893 + Penalty 2981.151898 = -320511.176995 nChanged 47 SP:Iteration 20F (5128.390172 sec): 3 clusters Score: Raw -323518.174530 + Penalty 2981.151898 = -320537.022632 nChanged 35 SP:Iteration 21Q (5128.470046 sec): 3 clusters Score: Raw -323538.911285 + Penalty 2981.151898 = -320557.759387 nChanged 35 SP:Iteration 22Q (5128.556278 sec): 3 clusters Score: Raw -323557.976547 + Penalty 2981.151898 = -320576.824649 nChanged 42 SP:Iteration 23Q (5128.660552 sec): 3 clusters Score: Raw -323582.298115 + Penalty 2981.151898 = -320601.146216 nChanged 30 SP:Iteration 24Q (5128.736344 sec): 3 clusters Score: Raw -323604.016439 + Penalty 2981.151898 = -320622.864541 nChanged 36 SP:Iteration 25Q (5128.834257 sec): 3 clusters Score: Raw -323631.303556 + Penalty 2981.151898 = -320650.151658 nChanged 38 SP:Iteration 26Q (5128.927160 sec): 3 clusters Score: Raw -323660.872734 + Penalty 2981.151898 = -320679.720836 nChanged 34 SP:Iteration 27Q (5129.020007 sec): 3 clusters Score: Raw -323689.173429 + Penalty 2981.151898 = -320708.021531 nChanged 28 SP:Iteration 28Q (5129.112191 sec): 3 clusters Score: Raw -323704.663733 + Penalty 2981.151898 = -320723.511835 nChanged 13 SP:Iteration 29Q (5129.205756 sec): 3 clusters Score: Raw -323711.113866 + Penalty 2981.151898 = -320729.961968 nChanged 9 SP:Iteration 30Q (5129.295666 sec): 3 clusters Score: Raw -323716.306488 + Penalty 2981.151898 = -320735.154590 nChanged 9 SP:Iteration 31Q (5129.389273 sec): 3 clusters Score: Raw -323720.563501 + Penalty 2981.151898 = -320739.411603 nChanged 6 SP:Iteration 32Q (5129.477076 sec): 3 clusters Score: Raw -323722.813289 + Penalty 2981.151898 = -320741.661391 nChanged 3 SP:Iteration 33Q (5129.560272 sec): 3 clusters Score: Raw -323723.897747 + Penalty 2981.151898 = -320742.745849 nChanged 2 SP:Iteration 34Q (5129.645399 sec): 3 clusters Score: Raw -323724.647221 + Penalty 2981.151898 = -320743.495323 nChanged 2 SP:Iteration 35Q (5129.741246 sec): 3 clusters Score: Raw -323725.538646 + Penalty 2981.151898 = -320744.386748 nChanged 2 SP:Iteration 36Q (5129.838610 sec): 3 clusters Score: Raw -323726.998492 + Penalty 2981.151898 = -320745.846593 nChanged 7 SP:Iteration 37Q (5129.911468 sec): 3 clusters Score: Raw -323730.515282 + Penalty 2981.151898 = -320749.363384 nChanged 5 SP:Iteration 38Q (5130.008078 sec): 3 clusters Score: Raw -323733.236041 + Penalty 2981.151898 = -320752.084143 nChanged 5 SP:Iteration 39Q (5130.079125 sec): 3 clusters Score: Raw -323735.348132 + Penalty 2981.151898 = -320754.196234 nChanged 3 SP:Iteration 40F (5130.175137 sec): 3 clusters Score: Raw -323737.781099 + Penalty 2981.151898 = -320756.629201 nChanged 9 SP:Iteration 41Q (5130.259234 sec): 3 clusters Score: Raw -323742.958182 + Penalty 2981.151898 = -320761.806284 nChanged 6 SP:Iteration 42Q (5130.350121 sec): 3 clusters Score: Raw -323746.418110 + Penalty 2981.151898 = -320765.266212 nChanged 3 SP:Iteration 43Q (5130.458067 sec): 3 clusters Score: Raw -323747.481307 + Penalty 2981.151898 = -320766.329409 nChanged 0 SP:Iteration 44F (5130.542076 sec): 3 clusters Score: Raw -323747.481307 + Penalty 2981.151898 = -320766.329409 nChanged 0 Trying to split cluster 9 (7736 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5130.599493 sec): 2 clusters Score: Raw -455049.573748 + Penalty 1571.363827 = -453478.209921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5130.695752 sec): 3 clusters Score: Raw -450861.146760 + Penalty 3142.727653 = -447718.419107 nChanged 3204 SP:Iteration 1F (5130.791402 sec): 3 clusters Score: Raw -452740.996251 + Penalty 3142.727653 = -449598.268598 nChanged 607 SP:Iteration 2F (5130.892230 sec): 3 clusters Score: Raw -453130.916067 + Penalty 3142.727653 = -449988.188413 nChanged 535 SP:Iteration 3F (5130.980854 sec): 3 clusters Score: Raw -453459.405990 + Penalty 3142.727653 = -450316.678337 nChanged 458 SP:Iteration 4F (5131.087052 sec): 3 clusters Score: Raw -453731.604411 + Penalty 3142.727653 = -450588.876758 nChanged 349 SP:Iteration 5Q (5131.164122 sec): 3 clusters Score: Raw -453941.724189 + Penalty 3142.727653 = -450798.996536 nChanged 336 SP:Iteration 6Q (5131.273207 sec): 3 clusters Score: Raw -454128.331694 + Penalty 3142.727653 = -450985.604041 nChanged 297 SP:Iteration 7Q (5131.363899 sec): 3 clusters Score: Raw -454272.177454 + Penalty 3142.727653 = -451129.449801 nChanged 234 SP:Iteration 8Q (5131.444202 sec): 3 clusters Score: Raw -454380.930066 + Penalty 3142.727653 = -451238.202413 nChanged 222 SP:Iteration 9Q (5131.536558 sec): 3 clusters Score: Raw -454480.084637 + Penalty 3142.727653 = -451337.356984 nChanged 173 SP:Iteration 10Q (5131.640476 sec): 3 clusters Score: Raw -454537.537563 + Penalty 3142.727653 = -451394.809910 nChanged 146 SP:Iteration 11Q (5131.739499 sec): 3 clusters Score: Raw -454587.874440 + Penalty 3142.727653 = -451445.146787 nChanged 141 SP:Iteration 12Q (5131.820366 sec): 3 clusters Score: Raw -454635.472913 + Penalty 3142.727653 = -451492.745260 nChanged 125 SP:Iteration 13Q (5131.913802 sec): 3 clusters Score: Raw -454676.878686 + Penalty 3142.727653 = -451534.151033 nChanged 127 SP:Iteration 14Q (5132.027499 sec): 3 clusters Score: Raw -454719.888713 + Penalty 3142.727653 = -451577.161060 nChanged 135 SP:Iteration 15Q (5132.115003 sec): 3 clusters Score: Raw -454765.982625 + Penalty 3142.727653 = -451623.254972 nChanged 126 SP:Iteration 16Q (5132.205910 sec): 3 clusters Score: Raw -454807.720534 + Penalty 3142.727653 = -451664.992881 nChanged 118 SP:Iteration 17Q (5132.312532 sec): 3 clusters Score: Raw -454846.169053 + Penalty 3142.727653 = -451703.441400 nChanged 121 SP:Iteration 18Q (5132.404482 sec): 3 clusters Score: Raw -454891.456996 + Penalty 3142.727653 = -451748.729343 nChanged 142 SP:Iteration 19Q (5132.519296 sec): 3 clusters Score: Raw -454955.537384 + Penalty 3142.727653 = -451812.809731 nChanged 141 SP:Iteration 20F (5132.616763 sec): 3 clusters Score: Raw -455021.808674 + Penalty 3142.727653 = -451879.081021 nChanged 151 SP:Iteration 21Q (5132.706711 sec): 3 clusters Score: Raw -455094.854686 + Penalty 3142.727653 = -451952.127033 nChanged 143 SP:Iteration 22Q (5132.799876 sec): 3 clusters Score: Raw -455159.133570 + Penalty 3142.727653 = -452016.405917 nChanged 149 SP:Iteration 23Q (5132.890266 sec): 3 clusters Score: Raw -455222.333450 + Penalty 3142.727653 = -452079.605797 nChanged 128 SP:Iteration 24Q (5132.968368 sec): 3 clusters Score: Raw -455275.212163 + Penalty 3142.727653 = -452132.484510 nChanged 122 SP:Iteration 25Q (5133.072894 sec): 3 clusters Score: Raw -455330.549966 + Penalty 3142.727653 = -452187.822313 nChanged 120 SP:Iteration 26Q (5133.158871 sec): 3 clusters Score: Raw -455382.482268 + Penalty 3142.727653 = -452239.754615 nChanged 121 SP:Iteration 27Q (5133.254304 sec): 3 clusters Score: Raw -455433.582412 + Penalty 3142.727653 = -452290.854759 nChanged 105 SP:Iteration 28Q (5133.344513 sec): 3 clusters Score: Raw -455478.683175 + Penalty 3142.727653 = -452335.955522 nChanged 120 SP:Iteration 29Q (5133.440725 sec): 3 clusters Score: Raw -455535.820018 + Penalty 3142.727653 = -452393.092365 nChanged 109 SP:Iteration 30Q (5133.526039 sec): 3 clusters Score: Raw -455588.315813 + Penalty 3142.727653 = -452445.588160 nChanged 96 SP:Iteration 31Q (5133.619688 sec): 3 clusters Score: Raw -455633.097132 + Penalty 3142.727653 = -452490.369479 nChanged 78 SP:Iteration 32Q (5133.696210 sec): 3 clusters Score: Raw -455669.826476 + Penalty 3142.727653 = -452527.098823 nChanged 57 SP:Iteration 33Q (5133.808658 sec): 3 clusters Score: Raw -455693.627104 + Penalty 3142.727653 = -452550.899450 nChanged 62 SP:Iteration 34Q (5133.904351 sec): 3 clusters Score: Raw -455715.442664 + Penalty 3142.727653 = -452572.715011 nChanged 51 SP:Iteration 35Q (5134.001494 sec): 3 clusters Score: Raw -455735.783976 + Penalty 3142.727653 = -452593.056323 nChanged 48 SP:Iteration 36Q (5134.088789 sec): 3 clusters Score: Raw -455752.460952 + Penalty 3142.727653 = -452609.733299 nChanged 38 SP:Iteration 37Q (5134.188719 sec): 3 clusters Score: Raw -455763.810372 + Penalty 3142.727653 = -452621.082719 nChanged 28 SP:Iteration 38Q (5134.265685 sec): 3 clusters Score: Raw -455770.528640 + Penalty 3142.727653 = -452627.800987 nChanged 23 SP:Iteration 39Q (5134.376964 sec): 3 clusters Score: Raw -455775.759421 + Penalty 3142.727653 = -452633.031768 nChanged 21 SP:Iteration 40F (5134.498501 sec): 3 clusters Score: Raw -455782.608886 + Penalty 3142.727653 = -452639.881233 nChanged 16 SP:Iteration 41Q (5134.603093 sec): 3 clusters Score: Raw -455788.517570 + Penalty 3142.727653 = -452645.789917 nChanged 21 SP:Iteration 42Q (5134.711521 sec): 3 clusters Score: Raw -455794.927559 + Penalty 3142.727653 = -452652.199906 nChanged 25 SP:Iteration 43Q (5134.827488 sec): 3 clusters Score: Raw -455804.309877 + Penalty 3142.727653 = -452661.582224 nChanged 22 SP:Iteration 44Q (5134.935995 sec): 3 clusters Score: Raw -455810.198857 + Penalty 3142.727653 = -452667.471204 nChanged 13 SP:Iteration 45Q (5135.059221 sec): 3 clusters Score: Raw -455814.198512 + Penalty 3142.727653 = -452671.470859 nChanged 18 SP:Iteration 46Q (5135.173573 sec): 3 clusters Score: Raw -455818.319949 + Penalty 3142.727653 = -452675.592296 nChanged 17 SP:Iteration 47Q (5135.287088 sec): 3 clusters Score: Raw -455823.535322 + Penalty 3142.727653 = -452680.807669 nChanged 13 SP:Iteration 48Q (5135.414630 sec): 3 clusters Score: Raw -455827.021993 + Penalty 3142.727653 = -452684.294340 nChanged 11 SP:Iteration 49Q (5135.520921 sec): 3 clusters Score: Raw -455828.907715 + Penalty 3142.727653 = -452686.180062 nChanged 8 SP:Iteration 50Q (5135.640279 sec): 3 clusters Score: Raw -455831.379360 + Penalty 3142.727653 = -452688.651707 nChanged 12 SP:Iteration 51Q (5135.760741 sec): 3 clusters Score: Raw -455833.988335 + Penalty 3142.727653 = -452691.260682 nChanged 11 SP:Iteration 52Q (5135.864927 sec): 3 clusters Score: Raw -455836.814669 + Penalty 3142.727653 = -452694.087016 nChanged 11 SP:Iteration 53Q (5135.969376 sec): 3 clusters Score: Raw -455839.717340 + Penalty 3142.727653 = -452696.989687 nChanged 7 SP:Iteration 54Q (5136.096467 sec): 3 clusters Score: Raw -455841.098906 + Penalty 3142.727653 = -452698.371253 nChanged 7 SP:Iteration 55Q (5136.184262 sec): 3 clusters Score: Raw -455843.274999 + Penalty 3142.727653 = -452700.547346 nChanged 11 SP:Iteration 56Q (5136.299879 sec): 3 clusters Score: Raw -455846.304427 + Penalty 3142.727653 = -452703.576774 nChanged 15 SP:Iteration 57Q (5136.409771 sec): 3 clusters Score: Raw -455849.630495 + Penalty 3142.727653 = -452706.902842 nChanged 8 SP:Iteration 58Q (5136.517631 sec): 3 clusters Score: Raw -455851.722601 + Penalty 3142.727653 = -452708.994948 nChanged 5 SP:Iteration 59Q (5136.624724 sec): 3 clusters Score: Raw -455853.080260 + Penalty 3142.727653 = -452710.352607 nChanged 6 SP:Iteration 60F (5136.733327 sec): 3 clusters Score: Raw -455854.621625 + Penalty 3142.727653 = -452711.893972 nChanged 9 SP:Iteration 61Q (5136.852362 sec): 3 clusters Score: Raw -455856.385613 + Penalty 3142.727653 = -452713.657960 nChanged 2 SP:Iteration 62Q (5136.963892 sec): 3 clusters Score: Raw -455856.980631 + Penalty 3142.727653 = -452714.252978 nChanged 2 SP:Iteration 63Q (5137.077685 sec): 3 clusters Score: Raw -455857.200984 + Penalty 3142.727653 = -452714.473331 nChanged 0 SP:Iteration 64F (5137.211267 sec): 3 clusters Score: Raw -455857.200984 + Penalty 3142.727653 = -452714.473331 nChanged 0 Trying to split cluster 10 (5682 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5137.265494 sec): 2 clusters Score: Raw -343502.324907 + Penalty 1517.207778 = -341985.117130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5137.385588 sec): 3 clusters Score: Raw -340535.277651 + Penalty 3034.415555 = -337500.862096 nChanged 2334 SP:Iteration 1F (5137.485001 sec): 3 clusters Score: Raw -341940.424686 + Penalty 3034.415555 = -338906.009131 nChanged 481 SP:Iteration 2F (5137.592684 sec): 3 clusters Score: Raw -342305.203800 + Penalty 3034.415555 = -339270.788245 nChanged 406 SP:Iteration 3F (5137.699918 sec): 3 clusters Score: Raw -342583.292756 + Penalty 3034.415555 = -339548.877201 nChanged 321 SP:Iteration 4F (5137.797632 sec): 3 clusters Score: Raw -342779.838690 + Penalty 3034.415555 = -339745.423135 nChanged 262 SP:Iteration 5Q (5137.874608 sec): 3 clusters Score: Raw -342922.294469 + Penalty 3034.415555 = -339887.878914 nChanged 195 SP:Iteration 6Q (5137.980962 sec): 3 clusters Score: Raw -343023.593194 + Penalty 3034.415555 = -339989.177639 nChanged 162 SP:Iteration 7Q (5138.076643 sec): 3 clusters Score: Raw -343099.983314 + Penalty 3034.415555 = -340065.567759 nChanged 144 SP:Iteration 8Q (5138.173107 sec): 3 clusters Score: Raw -343160.427093 + Penalty 3034.415555 = -340126.011538 nChanged 120 SP:Iteration 9Q (5138.282722 sec): 3 clusters Score: Raw -343210.346579 + Penalty 3034.415555 = -340175.931023 nChanged 102 SP:Iteration 10Q (5138.391566 sec): 3 clusters Score: Raw -343249.356570 + Penalty 3034.415555 = -340214.941015 nChanged 84 SP:Iteration 11Q (5138.509528 sec): 3 clusters Score: Raw -343280.554497 + Penalty 3034.415555 = -340246.138941 nChanged 71 SP:Iteration 12Q (5138.625660 sec): 3 clusters Score: Raw -343301.216336 + Penalty 3034.415555 = -340266.800780 nChanged 50 SP:Iteration 13Q (5138.719327 sec): 3 clusters Score: Raw -343315.902474 + Penalty 3034.415555 = -340281.486918 nChanged 31 SP:Iteration 14Q (5138.827267 sec): 3 clusters Score: Raw -343323.549218 + Penalty 3034.415555 = -340289.133663 nChanged 24 SP:Iteration 15Q (5138.917483 sec): 3 clusters Score: Raw -343329.965557 + Penalty 3034.415555 = -340295.550001 nChanged 27 SP:Iteration 16Q (5139.017317 sec): 3 clusters Score: Raw -343336.853852 + Penalty 3034.415555 = -340302.438297 nChanged 34 SP:Iteration 17Q (5139.119842 sec): 3 clusters Score: Raw -343344.981184 + Penalty 3034.415555 = -340310.565628 nChanged 25 SP:Iteration 18Q (5139.220423 sec): 3 clusters Score: Raw -343351.104269 + Penalty 3034.415555 = -340316.688714 nChanged 25 SP:Iteration 19Q (5139.303062 sec): 3 clusters Score: Raw -343357.134213 + Penalty 3034.415555 = -340322.718657 nChanged 23 SP:Iteration 20F (5139.395559 sec): 3 clusters Score: Raw -343363.078661 + Penalty 3034.415555 = -340328.663106 nChanged 24 SP:Iteration 21Q (5139.478152 sec): 3 clusters Score: Raw -343368.588746 + Penalty 3034.415555 = -340334.173191 nChanged 25 SP:Iteration 22Q (5139.578578 sec): 3 clusters Score: Raw -343375.050155 + Penalty 3034.415555 = -340340.634599 nChanged 22 SP:Iteration 23Q (5139.663541 sec): 3 clusters Score: Raw -343381.792613 + Penalty 3034.415555 = -340347.377058 nChanged 22 SP:Iteration 24Q (5139.775791 sec): 3 clusters Score: Raw -343387.630128 + Penalty 3034.415555 = -340353.214573 nChanged 20 SP:Iteration 25Q (5139.860922 sec): 3 clusters Score: Raw -343392.870004 + Penalty 3034.415555 = -340358.454448 nChanged 17 SP:Iteration 26Q (5139.936849 sec): 3 clusters Score: Raw -343398.557572 + Penalty 3034.415555 = -340364.142016 nChanged 31 SP:Iteration 27Q (5140.049378 sec): 3 clusters Score: Raw -343406.533120 + Penalty 3034.415555 = -340372.117564 nChanged 21 SP:Iteration 28Q (5140.120321 sec): 3 clusters Score: Raw -343411.037759 + Penalty 3034.415555 = -340376.622204 nChanged 19 SP:Iteration 29Q (5140.230043 sec): 3 clusters Score: Raw -343414.133499 + Penalty 3034.415555 = -340379.717944 nChanged 11 SP:Iteration 30Q (5140.311987 sec): 3 clusters Score: Raw -343415.711733 + Penalty 3034.415555 = -340381.296177 nChanged 11 SP:Iteration 31Q (5140.431062 sec): 3 clusters Score: Raw -343417.044505 + Penalty 3034.415555 = -340382.628949 nChanged 5 SP:Iteration 32Q (5140.528442 sec): 3 clusters Score: Raw -343417.923181 + Penalty 3034.415555 = -340383.507626 nChanged 6 SP:Iteration 33Q (5140.601197 sec): 3 clusters Score: Raw -343419.088328 + Penalty 3034.415555 = -340384.672773 nChanged 6 SP:Iteration 34Q (5140.700021 sec): 3 clusters Score: Raw -343419.631239 + Penalty 3034.415555 = -340385.215683 nChanged 2 SP:Iteration 35Q (5140.797556 sec): 3 clusters Score: Raw -343419.790877 + Penalty 3034.415555 = -340385.375322 nChanged 2 SP:Iteration 36Q (5140.899370 sec): 3 clusters Score: Raw -343420.300727 + Penalty 3034.415555 = -340385.885171 nChanged 1 SP:Iteration 37Q (5141.012798 sec): 3 clusters Score: Raw -343420.442516 + Penalty 3034.415555 = -340386.026961 nChanged 3 SP:Iteration 38Q (5141.089478 sec): 3 clusters Score: Raw -343421.302567 + Penalty 3034.415555 = -340386.887012 nChanged 1 SP:Iteration 39Q (5141.204754 sec): 3 clusters Score: Raw -343421.665857 + Penalty 3034.415555 = -340387.250302 nChanged 1 SP:Iteration 40F (5141.279897 sec): 3 clusters Score: Raw -343421.844811 + Penalty 3034.415555 = -340387.429256 nChanged 2 SP:Iteration 41Q (5141.383835 sec): 3 clusters Score: Raw -343422.080335 + Penalty 3034.415555 = -340387.664780 nChanged 3 SP:Iteration 42Q (5141.491693 sec): 3 clusters Score: Raw -343422.865820 + Penalty 3034.415555 = -340388.450265 nChanged 3 SP:Iteration 43Q (5141.595675 sec): 3 clusters Score: Raw -343423.161312 + Penalty 3034.415555 = -340388.745756 nChanged 2 SP:Iteration 44Q (5141.673481 sec): 3 clusters Score: Raw -343423.373864 + Penalty 3034.415555 = -340388.958309 nChanged 2 SP:Iteration 45Q (5141.794627 sec): 3 clusters Score: Raw -343423.734293 + Penalty 3034.415555 = -340389.318738 nChanged 2 SP:Iteration 46Q (5141.891389 sec): 3 clusters Score: Raw -343424.202526 + Penalty 3034.415555 = -340389.786970 nChanged 1 SP:Iteration 47Q (5141.968105 sec): 3 clusters Score: Raw -343424.300072 + Penalty 3034.415555 = -340389.884516 nChanged 0 SP:Iteration 48F (5142.068098 sec): 3 clusters Score: Raw -343424.300072 + Penalty 3034.415555 = -340389.884516 nChanged 0 Trying to split cluster 11 (1254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5142.137723 sec): 2 clusters Score: Raw -48484.223058 + Penalty 1252.033448 = -47232.189610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5142.221806 sec): 3 clusters Score: Raw -48100.117268 + Penalty 2504.066896 = -45596.050372 nChanged 382 SP:Iteration 1F (5142.286066 sec): 3 clusters Score: Raw -48487.431140 + Penalty 2504.066896 = -45983.364244 nChanged 100 SP:Iteration 2F (5142.381156 sec): 3 clusters Score: Raw -48623.758495 + Penalty 2504.066896 = -46119.691599 nChanged 67 SP:Iteration 3F (5142.464796 sec): 3 clusters Score: Raw -48760.402481 + Penalty 2504.066896 = -46256.335585 nChanged 62 SP:Iteration 4Q (5142.523727 sec): 3 clusters Score: Raw -48877.072546 + Penalty 2504.066896 = -46373.005650 nChanged 50 SP:Iteration 5Q (5142.617472 sec): 3 clusters Score: Raw -48929.857804 + Penalty 2504.066896 = -46425.790908 nChanged 30 SP:Iteration 6Q (5142.714176 sec): 3 clusters Score: Raw -48959.524896 + Penalty 2504.066896 = -46455.458000 nChanged 27 SP:Iteration 7Q (5142.795178 sec): 3 clusters Score: Raw -49004.127684 + Penalty 2504.066896 = -46500.060787 nChanged 31 SP:Iteration 8Q (5142.883727 sec): 3 clusters Score: Raw -49050.644113 + Penalty 2504.066896 = -46546.577217 nChanged 31 SP:Iteration 9Q (5142.967373 sec): 3 clusters Score: Raw -49087.244874 + Penalty 2504.066896 = -46583.177978 nChanged 25 SP:Iteration 10Q (5143.030835 sec): 3 clusters Score: Raw -49115.384225 + Penalty 2504.066896 = -46611.317329 nChanged 23 SP:Iteration 11Q (5143.119902 sec): 3 clusters Score: Raw -49145.184332 + Penalty 2504.066896 = -46641.117436 nChanged 27 SP:Iteration 12Q (5143.228218 sec): 3 clusters Score: Raw -49170.252923 + Penalty 2504.066896 = -46666.186027 nChanged 17 SP:Iteration 13Q (5143.297694 sec): 3 clusters Score: Raw -49193.522659 + Penalty 2504.066896 = -46689.455763 nChanged 21 SP:Iteration 14Q (5143.400409 sec): 3 clusters Score: Raw -49229.806149 + Penalty 2504.066896 = -46725.739253 nChanged 21 SP:Iteration 15Q (5143.481491 sec): 3 clusters Score: Raw -49255.660426 + Penalty 2504.066896 = -46751.593530 nChanged 14 SP:Iteration 16Q (5143.580368 sec): 3 clusters Score: Raw -49271.409297 + Penalty 2504.066896 = -46767.342400 nChanged 9 SP:Iteration 17Q (5143.653515 sec): 3 clusters Score: Raw -49281.429019 + Penalty 2504.066896 = -46777.362122 nChanged 3 SP:Iteration 18Q (5143.743023 sec): 3 clusters Score: Raw -49283.676656 + Penalty 2504.066896 = -46779.609760 nChanged 1 SP:Iteration 19Q (5143.830069 sec): 3 clusters Score: Raw -49284.155819 + Penalty 2504.066896 = -46780.088923 nChanged 1 SP:Iteration 20F (5143.932300 sec): 3 clusters Score: Raw -49285.203552 + Penalty 2504.066896 = -46781.136655 nChanged 2 SP:Iteration 21Q (5144.003728 sec): 3 clusters Score: Raw -49285.857148 + Penalty 2504.066896 = -46781.790252 nChanged 1 SP:Iteration 22Q (5144.090802 sec): 3 clusters Score: Raw -49286.266116 + Penalty 2504.066896 = -46782.199219 nChanged 0 SP:Iteration 23F (5144.181519 sec): 3 clusters Score: Raw -49286.266116 + Penalty 2504.066896 = -46782.199219 nChanged 0 Trying to split cluster 12 (3916 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5144.236449 sec): 2 clusters Score: Raw -243426.743761 + Penalty 1451.880964 = -241974.862797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5144.346185 sec): 3 clusters Score: Raw -241530.386252 + Penalty 2903.761927 = -238626.624325 nChanged 1514 SP:Iteration 1F (5144.428688 sec): 3 clusters Score: Raw -242533.110817 + Penalty 2903.761927 = -239629.348889 nChanged 321 SP:Iteration 2F (5144.520957 sec): 3 clusters Score: Raw -242801.297163 + Penalty 2903.761927 = -239897.535236 nChanged 276 SP:Iteration 3F (5144.600908 sec): 3 clusters Score: Raw -243078.553289 + Penalty 2903.761927 = -240174.791361 nChanged 246 SP:Iteration 4F (5144.688584 sec): 3 clusters Score: Raw -243351.425625 + Penalty 2903.761927 = -240447.663697 nChanged 239 SP:Iteration 5F (5144.754765 sec): 3 clusters Score: Raw -243638.549164 + Penalty 2903.761927 = -240734.787236 nChanged 207 SP:Iteration 6F (5144.854192 sec): 3 clusters Score: Raw -243838.503381 + Penalty 2903.761927 = -240934.741454 nChanged 143 SP:Iteration 7Q (5144.924790 sec): 3 clusters Score: Raw -243953.548351 + Penalty 2903.761927 = -241049.786424 nChanged 105 SP:Iteration 8Q (5145.029598 sec): 3 clusters Score: Raw -244027.814131 + Penalty 2903.761927 = -241124.052204 nChanged 74 SP:Iteration 9Q (5145.132312 sec): 3 clusters Score: Raw -244075.489362 + Penalty 2903.761927 = -241171.727434 nChanged 55 SP:Iteration 10Q (5145.224373 sec): 3 clusters Score: Raw -244105.535477 + Penalty 2903.761927 = -241201.773550 nChanged 38 SP:Iteration 11Q (5145.316929 sec): 3 clusters Score: Raw -244131.510598 + Penalty 2903.761927 = -241227.748671 nChanged 34 SP:Iteration 12Q (5145.402102 sec): 3 clusters Score: Raw -244146.759407 + Penalty 2903.761927 = -241242.997480 nChanged 29 SP:Iteration 13Q (5145.498299 sec): 3 clusters Score: Raw -244158.689665 + Penalty 2903.761927 = -241254.927737 nChanged 21 SP:Iteration 14Q (5145.589352 sec): 3 clusters Score: Raw -244167.198457 + Penalty 2903.761927 = -241263.436529 nChanged 15 SP:Iteration 15Q (5145.659442 sec): 3 clusters Score: Raw -244172.681942 + Penalty 2903.761927 = -241268.920015 nChanged 12 SP:Iteration 16Q (5145.764234 sec): 3 clusters Score: Raw -244176.895516 + Penalty 2903.761927 = -241273.133588 nChanged 10 SP:Iteration 17Q (5145.848515 sec): 3 clusters Score: Raw -244180.349502 + Penalty 2903.761927 = -241276.587574 nChanged 11 SP:Iteration 18Q (5145.912460 sec): 3 clusters Score: Raw -244183.973107 + Penalty 2903.761927 = -241280.211180 nChanged 13 SP:Iteration 19Q (5146.006739 sec): 3 clusters Score: Raw -244189.144681 + Penalty 2903.761927 = -241285.382754 nChanged 9 SP:Iteration 20F (5146.099034 sec): 3 clusters Score: Raw -244192.734918 + Penalty 2903.761927 = -241288.972991 nChanged 6 SP:Iteration 21Q (5146.181622 sec): 3 clusters Score: Raw -244194.834529 + Penalty 2903.761927 = -241291.072601 nChanged 6 SP:Iteration 22Q (5146.272921 sec): 3 clusters Score: Raw -244196.900727 + Penalty 2903.761927 = -241293.138799 nChanged 12 SP:Iteration 23Q (5146.340853 sec): 3 clusters Score: Raw -244200.440818 + Penalty 2903.761927 = -241296.678891 nChanged 10 SP:Iteration 24Q (5146.421259 sec): 3 clusters Score: Raw -244203.705110 + Penalty 2903.761927 = -241299.943183 nChanged 5 SP:Iteration 25Q (5146.505736 sec): 3 clusters Score: Raw -244205.153169 + Penalty 2903.761927 = -241301.391242 nChanged 7 SP:Iteration 26Q (5146.580875 sec): 3 clusters Score: Raw -244208.346963 + Penalty 2903.761927 = -241304.585036 nChanged 9 SP:Iteration 27Q (5146.651289 sec): 3 clusters Score: Raw -244213.063030 + Penalty 2903.761927 = -241309.301103 nChanged 10 SP:Iteration 28Q (5146.737259 sec): 3 clusters Score: Raw -244216.614463 + Penalty 2903.761927 = -241312.852536 nChanged 4 SP:Iteration 29Q (5146.834453 sec): 3 clusters Score: Raw -244217.440020 + Penalty 2903.761927 = -241313.678093 nChanged 5 SP:Iteration 30Q (5146.909771 sec): 3 clusters Score: Raw -244218.708291 + Penalty 2903.761927 = -241314.946364 nChanged 2 SP:Iteration 31Q (5147.018044 sec): 3 clusters Score: Raw -244219.205443 + Penalty 2903.761927 = -241315.443516 nChanged 2 SP:Iteration 32Q (5147.106522 sec): 3 clusters Score: Raw -244219.575322 + Penalty 2903.761927 = -241315.813394 nChanged 0 SP:Iteration 33F (5147.198839 sec): 3 clusters Score: Raw -244219.575322 + Penalty 2903.761927 = -241315.813394 nChanged 0 Trying to split cluster 13 (2420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5147.227309 sec): 2 clusters Score: Raw -141508.644248 + Penalty 1367.412255 = -140141.231993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5147.310542 sec): 3 clusters Score: Raw -140464.437618 + Penalty 2734.824510 = -137729.613108 nChanged 862 SP:Iteration 1F (5147.400268 sec): 3 clusters Score: Raw -141101.861674 + Penalty 2734.824510 = -138367.037165 nChanged 223 SP:Iteration 2F (5147.465526 sec): 3 clusters Score: Raw -141303.811522 + Penalty 2734.824510 = -138568.987013 nChanged 156 SP:Iteration 3F (5147.570202 sec): 3 clusters Score: Raw -141420.500749 + Penalty 2734.824510 = -138685.676240 nChanged 101 SP:Iteration 4Q (5147.638485 sec): 3 clusters Score: Raw -141485.562383 + Penalty 2734.824510 = -138750.737873 nChanged 68 SP:Iteration 5Q (5147.743380 sec): 3 clusters Score: Raw -141530.954591 + Penalty 2734.824510 = -138796.130081 nChanged 62 SP:Iteration 6Q (5147.821955 sec): 3 clusters Score: Raw -141567.587921 + Penalty 2734.824510 = -138832.763411 nChanged 44 SP:Iteration 7Q (5147.899855 sec): 3 clusters Score: Raw -141599.296610 + Penalty 2734.824510 = -138864.472101 nChanged 47 SP:Iteration 8Q (5147.981505 sec): 3 clusters Score: Raw -141636.930982 + Penalty 2734.824510 = -138902.106473 nChanged 51 SP:Iteration 9Q (5148.065083 sec): 3 clusters Score: Raw -141669.614229 + Penalty 2734.824510 = -138934.789719 nChanged 38 SP:Iteration 10Q (5148.149393 sec): 3 clusters Score: Raw -141688.240850 + Penalty 2734.824510 = -138953.416340 nChanged 36 SP:Iteration 11Q (5148.243539 sec): 3 clusters Score: Raw -141706.268500 + Penalty 2734.824510 = -138971.443991 nChanged 30 SP:Iteration 12Q (5148.308991 sec): 3 clusters Score: Raw -141725.975386 + Penalty 2734.824510 = -138991.150877 nChanged 32 SP:Iteration 13Q (5148.411059 sec): 3 clusters Score: Raw -141744.657874 + Penalty 2734.824510 = -139009.833364 nChanged 22 SP:Iteration 14Q (5148.485207 sec): 3 clusters Score: Raw -141756.074271 + Penalty 2734.824510 = -139021.249762 nChanged 14 SP:Iteration 15Q (5148.554876 sec): 3 clusters Score: Raw -141762.370127 + Penalty 2734.824510 = -139027.545618 nChanged 13 SP:Iteration 16Q (5148.629987 sec): 3 clusters Score: Raw -141768.325370 + Penalty 2734.824510 = -139033.500860 nChanged 9 SP:Iteration 17Q (5148.715623 sec): 3 clusters Score: Raw -141773.780776 + Penalty 2734.824510 = -139038.956267 nChanged 9 SP:Iteration 18Q (5148.805713 sec): 3 clusters Score: Raw -141779.480706 + Penalty 2734.824510 = -139044.656197 nChanged 9 SP:Iteration 19Q (5148.904136 sec): 3 clusters Score: Raw -141783.274108 + Penalty 2734.824510 = -139048.449598 nChanged 6 SP:Iteration 20F (5148.978609 sec): 3 clusters Score: Raw -141785.241997 + Penalty 2734.824510 = -139050.417488 nChanged 4 SP:Iteration 21Q (5149.075380 sec): 3 clusters Score: Raw -141787.362202 + Penalty 2734.824510 = -139052.537692 nChanged 6 SP:Iteration 22Q (5149.146853 sec): 3 clusters Score: Raw -141788.806508 + Penalty 2734.824510 = -139053.981999 nChanged 3 SP:Iteration 23Q (5149.236214 sec): 3 clusters Score: Raw -141789.460069 + Penalty 2734.824510 = -139054.635559 nChanged 2 SP:Iteration 24Q (5149.335128 sec): 3 clusters Score: Raw -141789.802753 + Penalty 2734.824510 = -139054.978243 nChanged 3 SP:Iteration 25Q (5149.422807 sec): 3 clusters Score: Raw -141791.204756 + Penalty 2734.824510 = -139056.380246 nChanged 2 SP:Iteration 26Q (5149.485739 sec): 3 clusters Score: Raw -141792.103191 + Penalty 2734.824510 = -139057.278682 nChanged 1 SP:Iteration 27Q (5149.570268 sec): 3 clusters Score: Raw -141792.572981 + Penalty 2734.824510 = -139057.748472 nChanged 2 SP:Iteration 28Q (5149.649172 sec): 3 clusters Score: Raw -141794.594622 + Penalty 2734.824510 = -139059.770112 nChanged 3 SP:Iteration 29Q (5149.728012 sec): 3 clusters Score: Raw -141795.443074 + Penalty 2734.824510 = -139060.618564 nChanged 4 SP:Iteration 30Q (5149.829927 sec): 3 clusters Score: Raw -141797.310263 + Penalty 2734.824510 = -139062.485754 nChanged 4 SP:Iteration 31Q (5149.926226 sec): 3 clusters Score: Raw -141798.667317 + Penalty 2734.824510 = -139063.842808 nChanged 3 SP:Iteration 32Q (5150.025131 sec): 3 clusters Score: Raw -141799.096268 + Penalty 2734.824510 = -139064.271759 nChanged 2 SP:Iteration 33Q (5150.118949 sec): 3 clusters Score: Raw -141799.784577 + Penalty 2734.824510 = -139064.960067 nChanged 2 SP:Iteration 34Q (5150.211468 sec): 3 clusters Score: Raw -141800.332767 + Penalty 2734.824510 = -139065.508258 nChanged 1 SP:Iteration 35Q (5150.316801 sec): 3 clusters Score: Raw -141801.078960 + Penalty 2734.824510 = -139066.254450 nChanged 1 SP:Iteration 36Q (5150.405952 sec): 3 clusters Score: Raw -141801.388194 + Penalty 2734.824510 = -139066.563685 nChanged 0 SP:Iteration 37F (5150.498007 sec): 3 clusters Score: Raw -141801.388194 + Penalty 2734.824510 = -139066.563685 nChanged 0 Trying to split cluster 14 (3891 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5150.550183 sec): 2 clusters Score: Raw -276515.695600 + Penalty 1450.756969 = -275064.938631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5150.652089 sec): 3 clusters Score: Raw -274584.527506 + Penalty 2901.513937 = -271683.013569 nChanged 1566 SP:Iteration 1F (5150.753650 sec): 3 clusters Score: Raw -275455.057105 + Penalty 2901.513937 = -272553.543168 nChanged 283 SP:Iteration 2F (5150.855242 sec): 3 clusters Score: Raw -275589.537724 + Penalty 2901.513937 = -272688.023787 nChanged 175 SP:Iteration 3Q (5150.955836 sec): 3 clusters Score: Raw -275674.593284 + Penalty 2901.513937 = -272773.079347 nChanged 126 SP:Iteration 4Q (5151.058726 sec): 3 clusters Score: Raw -275733.619779 + Penalty 2901.513937 = -272832.105842 nChanged 105 SP:Iteration 5Q (5151.161299 sec): 3 clusters Score: Raw -275779.728770 + Penalty 2901.513937 = -272878.214833 nChanged 91 SP:Iteration 6Q (5151.279267 sec): 3 clusters Score: Raw -275813.990038 + Penalty 2901.513937 = -272912.476101 nChanged 76 SP:Iteration 7Q (5151.403325 sec): 3 clusters Score: Raw -275841.800926 + Penalty 2901.513937 = -272940.286989 nChanged 78 SP:Iteration 8Q (5151.510849 sec): 3 clusters Score: Raw -275869.564686 + Penalty 2901.513937 = -272968.050749 nChanged 67 SP:Iteration 9Q (5151.614694 sec): 3 clusters Score: Raw -275896.471060 + Penalty 2901.513937 = -272994.957123 nChanged 64 SP:Iteration 10Q (5151.744026 sec): 3 clusters Score: Raw -275919.495326 + Penalty 2901.513937 = -273017.981389 nChanged 46 SP:Iteration 11Q (5151.848921 sec): 3 clusters Score: Raw -275933.717259 + Penalty 2901.513937 = -273032.203322 nChanged 40 SP:Iteration 12Q (5151.938058 sec): 3 clusters Score: Raw -275949.037238 + Penalty 2901.513937 = -273047.523301 nChanged 48 SP:Iteration 13Q (5152.051902 sec): 3 clusters Score: Raw -275965.949317 + Penalty 2901.513937 = -273064.435380 nChanged 51 SP:Iteration 14Q (5152.156940 sec): 3 clusters Score: Raw -275986.939153 + Penalty 2901.513937 = -273085.425216 nChanged 70 SP:Iteration 15Q (5152.275172 sec): 3 clusters Score: Raw -276010.801965 + Penalty 2901.513937 = -273109.288028 nChanged 64 SP:Iteration 16Q (5152.392423 sec): 3 clusters Score: Raw -276036.841123 + Penalty 2901.513937 = -273135.327186 nChanged 74 SP:Iteration 17Q (5152.492335 sec): 3 clusters Score: Raw -276071.086210 + Penalty 2901.513937 = -273169.572273 nChanged 74 SP:Iteration 18Q (5152.599440 sec): 3 clusters Score: Raw -276109.213142 + Penalty 2901.513937 = -273207.699205 nChanged 75 SP:Iteration 19Q (5152.713794 sec): 3 clusters Score: Raw -276150.053622 + Penalty 2901.513937 = -273248.539685 nChanged 82 SP:Iteration 20F (5152.833686 sec): 3 clusters Score: Raw -276193.345854 + Penalty 2901.513937 = -273291.831917 nChanged 86 SP:Iteration 21Q (5152.904835 sec): 3 clusters Score: Raw -276248.914465 + Penalty 2901.513937 = -273347.400528 nChanged 90 SP:Iteration 22Q (5153.000144 sec): 3 clusters Score: Raw -276305.638260 + Penalty 2901.513937 = -273404.124323 nChanged 78 SP:Iteration 23Q (5153.113898 sec): 3 clusters Score: Raw -276348.583327 + Penalty 2901.513937 = -273447.069390 nChanged 59 SP:Iteration 24Q (5153.212877 sec): 3 clusters Score: Raw -276379.755958 + Penalty 2901.513937 = -273478.242021 nChanged 45 SP:Iteration 25Q (5153.336296 sec): 3 clusters Score: Raw -276406.638011 + Penalty 2901.513937 = -273505.124074 nChanged 48 SP:Iteration 26Q (5153.431883 sec): 3 clusters Score: Raw -276433.336742 + Penalty 2901.513937 = -273531.822805 nChanged 44 SP:Iteration 27Q (5153.529528 sec): 3 clusters Score: Raw -276451.498365 + Penalty 2901.513937 = -273549.984428 nChanged 28 SP:Iteration 28Q (5153.630960 sec): 3 clusters Score: Raw -276466.868856 + Penalty 2901.513937 = -273565.354919 nChanged 33 SP:Iteration 29Q (5153.713146 sec): 3 clusters Score: Raw -276484.504183 + Penalty 2901.513937 = -273582.990246 nChanged 30 SP:Iteration 30Q (5153.811226 sec): 3 clusters Score: Raw -276503.292419 + Penalty 2901.513937 = -273601.778482 nChanged 25 SP:Iteration 31Q (5153.906665 sec): 3 clusters Score: Raw -276519.384253 + Penalty 2901.513937 = -273617.870316 nChanged 27 SP:Iteration 32Q (5153.988770 sec): 3 clusters Score: Raw -276534.138403 + Penalty 2901.513937 = -273632.624466 nChanged 20 SP:Iteration 33Q (5154.081388 sec): 3 clusters Score: Raw -276542.081670 + Penalty 2901.513937 = -273640.567733 nChanged 19 SP:Iteration 34Q (5154.169820 sec): 3 clusters Score: Raw -276548.149064 + Penalty 2901.513937 = -273646.635127 nChanged 7 SP:Iteration 35Q (5154.256588 sec): 3 clusters Score: Raw -276550.286032 + Penalty 2901.513937 = -273648.772095 nChanged 10 SP:Iteration 36Q (5154.336044 sec): 3 clusters Score: Raw -276554.285240 + Penalty 2901.513937 = -273652.771303 nChanged 9 SP:Iteration 37Q (5154.435384 sec): 3 clusters Score: Raw -276556.724540 + Penalty 2901.513937 = -273655.210603 nChanged 4 SP:Iteration 38Q (5154.515747 sec): 3 clusters Score: Raw -276557.864480 + Penalty 2901.513937 = -273656.350543 nChanged 1 SP:Iteration 39Q (5154.599297 sec): 3 clusters Score: Raw -276558.016689 + Penalty 2901.513937 = -273656.502752 nChanged 1 SP:Iteration 40F (5154.694224 sec): 3 clusters Score: Raw -276558.567624 + Penalty 2901.513937 = -273657.053687 nChanged 2 SP:Iteration 41Q (5154.773849 sec): 3 clusters Score: Raw -276558.909568 + Penalty 2901.513937 = -273657.395631 nChanged 1 SP:Iteration 42Q (5154.862749 sec): 3 clusters Score: Raw -276559.429721 + Penalty 2901.513937 = -273657.915784 nChanged 0 SP:Iteration 43F (5154.965982 sec): 3 clusters Score: Raw -276559.429721 + Penalty 2901.513937 = -273657.915784 nChanged 0 Trying to split cluster 15 (2764 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5155.030435 sec): 2 clusters Score: Raw -140129.676091 + Penalty 1390.738199 = -138738.937892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5155.120333 sec): 3 clusters Score: Raw -138862.629004 + Penalty 2781.476399 = -136081.152605 nChanged 1011 SP:Iteration 1F (5155.201116 sec): 3 clusters Score: Raw -139513.880992 + Penalty 2781.476399 = -136732.404593 nChanged 255 SP:Iteration 2F (5155.286856 sec): 3 clusters Score: Raw -139733.856934 + Penalty 2781.476399 = -136952.380535 nChanged 165 SP:Iteration 3F (5155.348640 sec): 3 clusters Score: Raw -139865.105025 + Penalty 2781.476399 = -137083.628626 nChanged 123 SP:Iteration 4Q (5155.454818 sec): 3 clusters Score: Raw -139969.738960 + Penalty 2781.476399 = -137188.262561 nChanged 104 SP:Iteration 5Q (5155.541860 sec): 3 clusters Score: Raw -140056.653706 + Penalty 2781.476399 = -137275.177307 nChanged 100 SP:Iteration 6Q (5155.614063 sec): 3 clusters Score: Raw -140126.087818 + Penalty 2781.476399 = -137344.611419 nChanged 73 SP:Iteration 7Q (5155.696782 sec): 3 clusters Score: Raw -140180.728318 + Penalty 2781.476399 = -137399.251919 nChanged 64 SP:Iteration 8Q (5155.783634 sec): 3 clusters Score: Raw -140228.791598 + Penalty 2781.476399 = -137447.315199 nChanged 60 SP:Iteration 9Q (5155.877577 sec): 3 clusters Score: Raw -140271.999816 + Penalty 2781.476399 = -137490.523418 nChanged 58 SP:Iteration 10Q (5155.983843 sec): 3 clusters Score: Raw -140312.560645 + Penalty 2781.476399 = -137531.084246 nChanged 53 SP:Iteration 11Q (5156.069738 sec): 3 clusters Score: Raw -140344.823186 + Penalty 2781.476399 = -137563.346787 nChanged 36 SP:Iteration 12Q (5156.151232 sec): 3 clusters Score: Raw -140363.147525 + Penalty 2781.476399 = -137581.671126 nChanged 21 SP:Iteration 13Q (5156.230373 sec): 3 clusters Score: Raw -140370.762394 + Penalty 2781.476399 = -137589.285995 nChanged 16 SP:Iteration 14Q (5156.321187 sec): 3 clusters Score: Raw -140383.406822 + Penalty 2781.476399 = -137601.930423 nChanged 19 SP:Iteration 15Q (5156.405646 sec): 3 clusters Score: Raw -140394.138745 + Penalty 2781.476399 = -137612.662346 nChanged 26 SP:Iteration 16Q (5156.471791 sec): 3 clusters Score: Raw -140407.849518 + Penalty 2781.476399 = -137626.373119 nChanged 19 SP:Iteration 17Q (5156.561561 sec): 3 clusters Score: Raw -140418.497625 + Penalty 2781.476399 = -137637.021226 nChanged 20 SP:Iteration 18Q (5156.663678 sec): 3 clusters Score: Raw -140430.672593 + Penalty 2781.476399 = -137649.196194 nChanged 22 SP:Iteration 19Q (5156.739478 sec): 3 clusters Score: Raw -140442.736222 + Penalty 2781.476399 = -137661.259824 nChanged 14 SP:Iteration 20F (5156.827259 sec): 3 clusters Score: Raw -140449.703326 + Penalty 2781.476399 = -137668.226927 nChanged 17 SP:Iteration 21Q (5156.916807 sec): 3 clusters Score: Raw -140457.301616 + Penalty 2781.476399 = -137675.825217 nChanged 15 SP:Iteration 22Q (5157.005671 sec): 3 clusters Score: Raw -140464.071676 + Penalty 2781.476399 = -137682.595277 nChanged 7 SP:Iteration 23Q (5157.103767 sec): 3 clusters Score: Raw -140465.906262 + Penalty 2781.476399 = -137684.429863 nChanged 5 SP:Iteration 24Q (5157.189961 sec): 3 clusters Score: Raw -140467.535019 + Penalty 2781.476399 = -137686.058620 nChanged 5 SP:Iteration 25Q (5157.250155 sec): 3 clusters Score: Raw -140469.067781 + Penalty 2781.476399 = -137687.591382 nChanged 7 SP:Iteration 26Q (5157.342308 sec): 3 clusters Score: Raw -140471.685453 + Penalty 2781.476399 = -137690.209054 nChanged 6 SP:Iteration 27Q (5157.423786 sec): 3 clusters Score: Raw -140474.427123 + Penalty 2781.476399 = -137692.950724 nChanged 4 SP:Iteration 28Q (5157.497767 sec): 3 clusters Score: Raw -140478.273901 + Penalty 2781.476399 = -137696.797502 nChanged 6 SP:Iteration 29Q (5157.593249 sec): 3 clusters Score: Raw -140480.274662 + Penalty 2781.476399 = -137698.798263 nChanged 3 SP:Iteration 30Q (5157.672939 sec): 3 clusters Score: Raw -140481.502094 + Penalty 2781.476399 = -137700.025695 nChanged 5 SP:Iteration 31Q (5157.753704 sec): 3 clusters Score: Raw -140483.896349 + Penalty 2781.476399 = -137702.419950 nChanged 5 SP:Iteration 32Q (5157.838189 sec): 3 clusters Score: Raw -140486.648064 + Penalty 2781.476399 = -137705.171665 nChanged 6 SP:Iteration 33Q (5157.915527 sec): 3 clusters Score: Raw -140488.924243 + Penalty 2781.476399 = -137707.447844 nChanged 1 SP:Iteration 34Q (5158.022397 sec): 3 clusters Score: Raw -140489.223057 + Penalty 2781.476399 = -137707.746658 nChanged 2 SP:Iteration 35Q (5158.107239 sec): 3 clusters Score: Raw -140490.196504 + Penalty 2781.476399 = -137708.720105 nChanged 2 SP:Iteration 36Q (5158.196139 sec): 3 clusters Score: Raw -140491.120929 + Penalty 2781.476399 = -137709.644530 nChanged 3 SP:Iteration 37Q (5158.281533 sec): 3 clusters Score: Raw -140492.202941 + Penalty 2781.476399 = -137710.726542 nChanged 5 SP:Iteration 38Q (5158.365299 sec): 3 clusters Score: Raw -140493.782362 + Penalty 2781.476399 = -137712.305963 nChanged 5 SP:Iteration 39Q (5158.435946 sec): 3 clusters Score: Raw -140495.220728 + Penalty 2781.476399 = -137713.744329 nChanged 3 SP:Iteration 40F (5158.537022 sec): 3 clusters Score: Raw -140496.430117 + Penalty 2781.476399 = -137714.953718 nChanged 4 SP:Iteration 41Q (5158.625567 sec): 3 clusters Score: Raw -140497.648720 + Penalty 2781.476399 = -137716.172321 nChanged 4 SP:Iteration 42Q (5158.716825 sec): 3 clusters Score: Raw -140498.512753 + Penalty 2781.476399 = -137717.036354 nChanged 4 SP:Iteration 43Q (5158.804781 sec): 3 clusters Score: Raw -140499.669885 + Penalty 2781.476399 = -137718.193486 nChanged 2 SP:Iteration 44Q (5158.872401 sec): 3 clusters Score: Raw -140500.407200 + Penalty 2781.476399 = -137718.930801 nChanged 1 SP:Iteration 45Q (5158.980537 sec): 3 clusters Score: Raw -140500.802445 + Penalty 2781.476399 = -137719.326047 nChanged 3 SP:Iteration 46Q (5159.050661 sec): 3 clusters Score: Raw -140501.688600 + Penalty 2781.476399 = -137720.212201 nChanged 2 SP:Iteration 47Q (5159.164733 sec): 3 clusters Score: Raw -140502.210017 + Penalty 2781.476399 = -137720.733618 nChanged 2 SP:Iteration 48Q (5159.251186 sec): 3 clusters Score: Raw -140502.571072 + Penalty 2781.476399 = -137721.094673 nChanged 1 SP:Iteration 49Q (5159.317086 sec): 3 clusters Score: Raw -140502.804180 + Penalty 2781.476399 = -137721.327781 nChanged 2 SP:Iteration 50Q (5159.403633 sec): 3 clusters Score: Raw -140503.086353 + Penalty 2781.476399 = -137721.609954 nChanged 2 SP:Iteration 51Q (5159.494845 sec): 3 clusters Score: Raw -140503.958505 + Penalty 2781.476399 = -137722.482106 nChanged 4 SP:Iteration 52Q (5159.579154 sec): 3 clusters Score: Raw -140505.564868 + Penalty 2781.476399 = -137724.088469 nChanged 3 SP:Iteration 53Q (5159.647382 sec): 3 clusters Score: Raw -140507.003291 + Penalty 2781.476399 = -137725.526892 nChanged 1 SP:Iteration 54Q (5159.676008 sec): 3 clusters Score: Raw -140507.149457 + Penalty 2781.476399 = -137725.673058 nChanged 0 SP:Iteration 55F (5159.702031 sec): 3 clusters Score: Raw -140507.149457 + Penalty 2781.476399 = -137725.673058 nChanged 0 Trying to split cluster 16 (5064 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5159.772813 sec): 2 clusters Score: Raw -336175.073065 + Penalty 1496.999550 = -334678.073515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5159.860912 sec): 3 clusters Score: Raw -333607.742746 + Penalty 2993.999099 = -330613.743647 nChanged 2033 SP:Iteration 1F (5159.947998 sec): 3 clusters Score: Raw -334808.331039 + Penalty 2993.999099 = -331814.331940 nChanged 391 SP:Iteration 2F (5160.015805 sec): 3 clusters Score: Raw -335084.672556 + Penalty 2993.999099 = -332090.673457 nChanged 312 SP:Iteration 3F (5160.106764 sec): 3 clusters Score: Raw -335286.411598 + Penalty 2993.999099 = -332292.412498 nChanged 257 SP:Iteration 4F (5160.203361 sec): 3 clusters Score: Raw -335472.591093 + Penalty 2993.999099 = -332478.591994 nChanged 244 SP:Iteration 5Q (5160.306893 sec): 3 clusters Score: Raw -335623.918321 + Penalty 2993.999099 = -332629.919222 nChanged 207 SP:Iteration 6Q (5160.391298 sec): 3 clusters Score: Raw -335741.588949 + Penalty 2993.999099 = -332747.589850 nChanged 161 SP:Iteration 7Q (5160.488404 sec): 3 clusters Score: Raw -335841.685271 + Penalty 2993.999099 = -332847.686172 nChanged 153 SP:Iteration 8Q (5160.587162 sec): 3 clusters Score: Raw -335928.602096 + Penalty 2993.999099 = -332934.602997 nChanged 147 SP:Iteration 9Q (5160.683251 sec): 3 clusters Score: Raw -336007.376262 + Penalty 2993.999099 = -333013.377163 nChanged 129 SP:Iteration 10Q (5160.799121 sec): 3 clusters Score: Raw -336074.271120 + Penalty 2993.999099 = -333080.272020 nChanged 120 SP:Iteration 11Q (5160.896948 sec): 3 clusters Score: Raw -336122.797097 + Penalty 2993.999099 = -333128.797998 nChanged 93 SP:Iteration 12Q (5160.979401 sec): 3 clusters Score: Raw -336157.469065 + Penalty 2993.999099 = -333163.469966 nChanged 63 SP:Iteration 13Q (5161.070290 sec): 3 clusters Score: Raw -336180.366092 + Penalty 2993.999099 = -333186.366992 nChanged 56 SP:Iteration 14Q (5161.184107 sec): 3 clusters Score: Raw -336200.975274 + Penalty 2993.999099 = -333206.976175 nChanged 44 SP:Iteration 15Q (5161.277972 sec): 3 clusters Score: Raw -336215.059848 + Penalty 2993.999099 = -333221.060749 nChanged 32 SP:Iteration 16Q (5161.374269 sec): 3 clusters Score: Raw -336224.517677 + Penalty 2993.999099 = -333230.518577 nChanged 33 SP:Iteration 17Q (5161.457008 sec): 3 clusters Score: Raw -336234.757997 + Penalty 2993.999099 = -333240.758897 nChanged 33 SP:Iteration 18Q (5161.533231 sec): 3 clusters Score: Raw -336244.555374 + Penalty 2993.999099 = -333250.556275 nChanged 30 SP:Iteration 19Q (5161.637591 sec): 3 clusters Score: Raw -336253.819321 + Penalty 2993.999099 = -333259.820222 nChanged 28 SP:Iteration 20F (5161.731710 sec): 3 clusters Score: Raw -336262.098285 + Penalty 2993.999099 = -333268.099186 nChanged 30 SP:Iteration 21Q (5161.812192 sec): 3 clusters Score: Raw -336269.895997 + Penalty 2993.999099 = -333275.896898 nChanged 26 SP:Iteration 22Q (5161.887178 sec): 3 clusters Score: Raw -336277.566983 + Penalty 2993.999099 = -333283.567883 nChanged 23 SP:Iteration 23Q (5161.991549 sec): 3 clusters Score: Raw -336284.146326 + Penalty 2993.999099 = -333290.147226 nChanged 26 SP:Iteration 24Q (5162.061344 sec): 3 clusters Score: Raw -336291.303719 + Penalty 2993.999099 = -333297.304620 nChanged 24 SP:Iteration 25Q (5162.165602 sec): 3 clusters Score: Raw -336297.563678 + Penalty 2993.999099 = -333303.564579 nChanged 22 SP:Iteration 26Q (5162.234832 sec): 3 clusters Score: Raw -336302.575163 + Penalty 2993.999099 = -333308.576064 nChanged 17 SP:Iteration 27Q (5162.322298 sec): 3 clusters Score: Raw -336306.292164 + Penalty 2993.999099 = -333312.293065 nChanged 9 SP:Iteration 28Q (5162.430655 sec): 3 clusters Score: Raw -336307.743040 + Penalty 2993.999099 = -333313.743941 nChanged 8 SP:Iteration 29Q (5162.526130 sec): 3 clusters Score: Raw -336309.330990 + Penalty 2993.999099 = -333315.331890 nChanged 10 SP:Iteration 30Q (5162.596883 sec): 3 clusters Score: Raw -336310.844473 + Penalty 2993.999099 = -333316.845374 nChanged 9 SP:Iteration 31Q (5162.699642 sec): 3 clusters Score: Raw -336312.981857 + Penalty 2993.999099 = -333318.982758 nChanged 12 SP:Iteration 32Q (5162.793336 sec): 3 clusters Score: Raw -336316.312473 + Penalty 2993.999099 = -333322.313374 nChanged 10 SP:Iteration 33Q (5162.878237 sec): 3 clusters Score: Raw -336318.824765 + Penalty 2993.999099 = -333324.825666 nChanged 9 SP:Iteration 34Q (5162.956269 sec): 3 clusters Score: Raw -336320.684134 + Penalty 2993.999099 = -333326.685035 nChanged 9 SP:Iteration 35Q (5163.048166 sec): 3 clusters Score: Raw -336322.941715 + Penalty 2993.999099 = -333328.942615 nChanged 9 SP:Iteration 36Q (5163.153255 sec): 3 clusters Score: Raw -336324.615647 + Penalty 2993.999099 = -333330.616547 nChanged 7 SP:Iteration 37Q (5163.240980 sec): 3 clusters Score: Raw -336325.694354 + Penalty 2993.999099 = -333331.695255 nChanged 2 SP:Iteration 38Q (5163.336800 sec): 3 clusters Score: Raw -336325.903192 + Penalty 2993.999099 = -333331.904092 nChanged 2 SP:Iteration 39Q (5163.417206 sec): 3 clusters Score: Raw -336326.188960 + Penalty 2993.999099 = -333332.189860 nChanged 3 SP:Iteration 40F (5163.511444 sec): 3 clusters Score: Raw -336327.069368 + Penalty 2993.999099 = -333333.070269 nChanged 4 SP:Iteration 41Q (5163.601920 sec): 3 clusters Score: Raw -336327.595789 + Penalty 2993.999099 = -333333.596690 nChanged 3 SP:Iteration 42Q (5163.686271 sec): 3 clusters Score: Raw -336328.293718 + Penalty 2993.999099 = -333334.294619 nChanged 1 SP:Iteration 43Q (5163.772082 sec): 3 clusters Score: Raw -336328.537113 + Penalty 2993.999099 = -333334.538013 nChanged 2 SP:Iteration 44Q (5163.848583 sec): 3 clusters Score: Raw -336329.239227 + Penalty 2993.999099 = -333335.240127 nChanged 9 SP:Iteration 45Q (5163.943161 sec): 3 clusters Score: Raw -336330.436080 + Penalty 2993.999099 = -333336.436981 nChanged 4 SP:Iteration 46Q (5164.047329 sec): 3 clusters Score: Raw -336330.976926 + Penalty 2993.999099 = -333336.977827 nChanged 2 SP:Iteration 47Q (5164.134612 sec): 3 clusters Score: Raw -336331.562230 + Penalty 2993.999099 = -333337.563131 nChanged 4 SP:Iteration 48Q (5164.210309 sec): 3 clusters Score: Raw -336332.301639 + Penalty 2993.999099 = -333338.302539 nChanged 3 SP:Iteration 49Q (5164.310374 sec): 3 clusters Score: Raw -336333.233876 + Penalty 2993.999099 = -333339.234777 nChanged 7 SP:Iteration 50Q (5164.407955 sec): 3 clusters Score: Raw -336334.462312 + Penalty 2993.999099 = -333340.463213 nChanged 13 SP:Iteration 51Q (5164.500514 sec): 3 clusters Score: Raw -336338.093734 + Penalty 2993.999099 = -333344.094635 nChanged 12 SP:Iteration 52Q (5164.577313 sec): 3 clusters Score: Raw -336340.405793 + Penalty 2993.999099 = -333346.406694 nChanged 11 SP:Iteration 53Q (5164.655052 sec): 3 clusters Score: Raw -336342.126572 + Penalty 2993.999099 = -333348.127472 nChanged 5 SP:Iteration 54Q (5164.743651 sec): 3 clusters Score: Raw -336343.118117 + Penalty 2993.999099 = -333349.119017 nChanged 3 SP:Iteration 55Q (5164.833944 sec): 3 clusters Score: Raw -336344.020033 + Penalty 2993.999099 = -333350.020933 nChanged 7 SP:Iteration 56Q (5164.908930 sec): 3 clusters Score: Raw -336346.439817 + Penalty 2993.999099 = -333352.440718 nChanged 11 SP:Iteration 57Q (5164.999597 sec): 3 clusters Score: Raw -336348.988419 + Penalty 2993.999099 = -333354.989320 nChanged 12 SP:Iteration 58Q (5165.088551 sec): 3 clusters Score: Raw -336352.090655 + Penalty 2993.999099 = -333358.091555 nChanged 9 SP:Iteration 59Q (5165.180465 sec): 3 clusters Score: Raw -336353.924890 + Penalty 2993.999099 = -333359.925791 nChanged 9 SP:Iteration 60F (5165.277479 sec): 3 clusters Score: Raw -336356.667844 + Penalty 2993.999099 = -333362.668744 nChanged 12 SP:Iteration 61Q (5165.393941 sec): 3 clusters Score: Raw -336359.613743 + Penalty 2993.999099 = -333365.614644 nChanged 9 SP:Iteration 62Q (5165.496320 sec): 3 clusters Score: Raw -336362.398677 + Penalty 2993.999099 = -333368.399577 nChanged 12 SP:Iteration 63Q (5165.606105 sec): 3 clusters Score: Raw -336364.669885 + Penalty 2993.999099 = -333370.670786 nChanged 7 SP:Iteration 64Q (5165.750324 sec): 3 clusters Score: Raw -336366.662730 + Penalty 2993.999099 = -333372.663630 nChanged 8 SP:Iteration 65Q (5165.832025 sec): 3 clusters Score: Raw -336368.138494 + Penalty 2993.999099 = -333374.139395 nChanged 4 SP:Iteration 66Q (5165.920542 sec): 3 clusters Score: Raw -336368.896891 + Penalty 2993.999099 = -333374.897792 nChanged 3 SP:Iteration 67Q (5166.024288 sec): 3 clusters Score: Raw -336369.601928 + Penalty 2993.999099 = -333375.602828 nChanged 5 SP:Iteration 68Q (5166.139003 sec): 3 clusters Score: Raw -336370.852519 + Penalty 2993.999099 = -333376.853420 nChanged 3 SP:Iteration 69Q (5166.245576 sec): 3 clusters Score: Raw -336371.710925 + Penalty 2993.999099 = -333377.711825 nChanged 3 SP:Iteration 70Q (5166.347702 sec): 3 clusters Score: Raw -336372.523520 + Penalty 2993.999099 = -333378.524421 nChanged 3 SP:Iteration 71Q (5166.441270 sec): 3 clusters Score: Raw -336373.746004 + Penalty 2993.999099 = -333379.746905 nChanged 7 SP:Iteration 72Q (5166.574122 sec): 3 clusters Score: Raw -336376.227780 + Penalty 2993.999099 = -333382.228680 nChanged 8 SP:Iteration 73Q (5166.680771 sec): 3 clusters Score: Raw -336379.083223 + Penalty 2993.999099 = -333385.084123 nChanged 16 SP:Iteration 74Q (5166.784458 sec): 3 clusters Score: Raw -336384.011115 + Penalty 2993.999099 = -333390.012016 nChanged 10 SP:Iteration 75Q (5166.888349 sec): 3 clusters Score: Raw -336387.477035 + Penalty 2993.999099 = -333393.477936 nChanged 10 SP:Iteration 76Q (5166.988177 sec): 3 clusters Score: Raw -336392.770804 + Penalty 2993.999099 = -333398.771704 nChanged 16 SP:Iteration 77Q (5167.101129 sec): 3 clusters Score: Raw -336398.450021 + Penalty 2993.999099 = -333404.450922 nChanged 9 SP:Iteration 78Q (5167.217999 sec): 3 clusters Score: Raw -336400.869231 + Penalty 2993.999099 = -333406.870131 nChanged 10 SP:Iteration 79Q (5167.362245 sec): 3 clusters Score: Raw -336403.570826 + Penalty 2993.999099 = -333409.571727 nChanged 12 SP:Iteration 80F (5167.436093 sec): 3 clusters Score: Raw -336406.303674 + Penalty 2993.999099 = -333412.304575 nChanged 12 SP:Iteration 81Q (5167.564913 sec): 3 clusters Score: Raw -336411.154864 + Penalty 2993.999099 = -333417.155764 nChanged 23 SP:Iteration 82Q (5167.709502 sec): 3 clusters Score: Raw -336417.438008 + Penalty 2993.999099 = -333423.438909 nChanged 13 SP:Iteration 83Q (5167.788304 sec): 3 clusters Score: Raw -336421.910579 + Penalty 2993.999099 = -333427.911479 nChanged 17 SP:Iteration 84Q (5167.895531 sec): 3 clusters Score: Raw -336426.769642 + Penalty 2993.999099 = -333432.770542 nChanged 8 SP:Iteration 85Q (5168.000529 sec): 3 clusters Score: Raw -336431.368540 + Penalty 2993.999099 = -333437.369441 nChanged 15 SP:Iteration 86Q (5168.104672 sec): 3 clusters Score: Raw -336437.017535 + Penalty 2993.999099 = -333443.018435 nChanged 15 SP:Iteration 87Q (5168.185687 sec): 3 clusters Score: Raw -336442.092008 + Penalty 2993.999099 = -333448.092908 nChanged 16 SP:Iteration 88Q (5168.294420 sec): 3 clusters Score: Raw -336447.732506 + Penalty 2993.999099 = -333453.733407 nChanged 13 SP:Iteration 89Q (5168.411839 sec): 3 clusters Score: Raw -336452.485933 + Penalty 2993.999099 = -333458.486834 nChanged 20 SP:Iteration 90Q (5168.513438 sec): 3 clusters Score: Raw -336457.801166 + Penalty 2993.999099 = -333463.802067 nChanged 13 SP:Iteration 91Q (5168.634921 sec): 3 clusters Score: Raw -336461.258525 + Penalty 2993.999099 = -333467.259425 nChanged 15 SP:Iteration 92Q (5168.740593 sec): 3 clusters Score: Raw -336464.994712 + Penalty 2993.999099 = -333470.995612 nChanged 17 SP:Iteration 93Q (5168.852022 sec): 3 clusters Score: Raw -336468.693467 + Penalty 2993.999099 = -333474.694367 nChanged 6 SP:Iteration 94Q (5168.953674 sec): 3 clusters Score: Raw -336470.209034 + Penalty 2993.999099 = -333476.209934 nChanged 6 SP:Iteration 95Q (5169.065110 sec): 3 clusters Score: Raw -336471.636918 + Penalty 2993.999099 = -333477.637818 nChanged 8 SP:Iteration 96Q (5169.187937 sec): 3 clusters Score: Raw -336473.632172 + Penalty 2993.999099 = -333479.633073 nChanged 6 SP:Iteration 97Q (5169.304294 sec): 3 clusters Score: Raw -336474.305540 + Penalty 2993.999099 = -333480.306440 nChanged 1 SP:Iteration 98Q (5169.375152 sec): 3 clusters Score: Raw -336474.365434 + Penalty 2993.999099 = -333480.366335 nChanged 3 SP:Iteration 99Q (5169.467237 sec): 3 clusters Score: Raw -336474.690456 + Penalty 2993.999099 = -333480.691356 nChanged 0 SP:Iteration 100F (5169.549480 sec): 3 clusters Score: Raw -336474.690456 + Penalty 2993.999099 = -333480.691356 nChanged 0 Trying to split cluster 17 (1867 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5169.615796 sec): 2 clusters Score: Raw -105129.269089 + Penalty 1321.881469 = -103807.387620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5169.694177 sec): 3 clusters Score: Raw -104357.839173 + Penalty 2643.762938 = -101714.076234 nChanged 687 SP:Iteration 1F (5169.777283 sec): 3 clusters Score: Raw -104888.694612 + Penalty 2643.762938 = -102244.931673 nChanged 167 SP:Iteration 2F (5169.863427 sec): 3 clusters Score: Raw -105020.772315 + Penalty 2643.762938 = -102377.009376 nChanged 90 SP:Iteration 3Q (5169.929450 sec): 3 clusters Score: Raw -105085.465523 + Penalty 2643.762938 = -102441.702584 nChanged 70 SP:Iteration 4Q (5170.022947 sec): 3 clusters Score: Raw -105145.971968 + Penalty 2643.762938 = -102502.209030 nChanged 55 SP:Iteration 5Q (5170.090620 sec): 3 clusters Score: Raw -105190.991657 + Penalty 2643.762938 = -102547.228719 nChanged 51 SP:Iteration 6Q (5170.172750 sec): 3 clusters Score: Raw -105239.425253 + Penalty 2643.762938 = -102595.662315 nChanged 46 SP:Iteration 7Q (5170.256193 sec): 3 clusters Score: Raw -105290.365836 + Penalty 2643.762938 = -102646.602898 nChanged 50 SP:Iteration 8Q (5170.338007 sec): 3 clusters Score: Raw -105343.299485 + Penalty 2643.762938 = -102699.536547 nChanged 45 SP:Iteration 9Q (5170.437144 sec): 3 clusters Score: Raw -105388.547009 + Penalty 2643.762938 = -102744.784070 nChanged 50 SP:Iteration 10Q (5170.507588 sec): 3 clusters Score: Raw -105434.784620 + Penalty 2643.762938 = -102791.021681 nChanged 46 SP:Iteration 11Q (5170.609942 sec): 3 clusters Score: Raw -105480.672968 + Penalty 2643.762938 = -102836.910030 nChanged 33 SP:Iteration 12Q (5170.694501 sec): 3 clusters Score: Raw -105518.871050 + Penalty 2643.762938 = -102875.108112 nChanged 40 SP:Iteration 13Q (5170.758608 sec): 3 clusters Score: Raw -105549.594107 + Penalty 2643.762938 = -102905.831169 nChanged 24 SP:Iteration 14Q (5170.859389 sec): 3 clusters Score: Raw -105573.052066 + Penalty 2643.762938 = -102929.289127 nChanged 25 SP:Iteration 15Q (5170.948390 sec): 3 clusters Score: Raw -105595.214861 + Penalty 2643.762938 = -102951.451922 nChanged 22 SP:Iteration 16Q (5171.031821 sec): 3 clusters Score: Raw -105610.990581 + Penalty 2643.762938 = -102967.227642 nChanged 13 SP:Iteration 17Q (5171.114236 sec): 3 clusters Score: Raw -105618.915362 + Penalty 2643.762938 = -102975.152423 nChanged 9 SP:Iteration 18Q (5171.205392 sec): 3 clusters Score: Raw -105624.759120 + Penalty 2643.762938 = -102980.996182 nChanged 4 SP:Iteration 19Q (5171.285734 sec): 3 clusters Score: Raw -105626.176662 + Penalty 2643.762938 = -102982.413724 nChanged 4 SP:Iteration 20F (5171.352903 sec): 3 clusters Score: Raw -105627.700992 + Penalty 2643.762938 = -102983.938053 nChanged 4 SP:Iteration 21Q (5171.430900 sec): 3 clusters Score: Raw -105628.359964 + Penalty 2643.762938 = -102984.597025 nChanged 0 SP:Iteration 22F (5171.511011 sec): 3 clusters Score: Raw -105628.359964 + Penalty 2643.762938 = -102984.597025 nChanged 0 Trying to split cluster 18 (1034 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5171.554902 sec): 2 clusters Score: Raw -53287.244036 + Penalty 1218.178855 = -52069.065182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5171.654831 sec): 3 clusters Score: Raw -52984.003070 + Penalty 2436.357709 = -50547.645361 nChanged 308 SP:Iteration 1F (5171.719741 sec): 3 clusters Score: Raw -53316.154413 + Penalty 2436.357709 = -50879.796703 nChanged 92 SP:Iteration 2F (5171.794796 sec): 3 clusters Score: Raw -53469.539000 + Penalty 2436.357709 = -51033.181290 nChanged 58 SP:Iteration 3F (5171.891923 sec): 3 clusters Score: Raw -53573.231850 + Penalty 2436.357709 = -51136.874140 nChanged 43 SP:Iteration 4Q (5171.968755 sec): 3 clusters Score: Raw -53647.340977 + Penalty 2436.357709 = -51210.983268 nChanged 30 SP:Iteration 5Q (5172.053894 sec): 3 clusters Score: Raw -53705.423965 + Penalty 2436.357709 = -51269.066256 nChanged 30 SP:Iteration 6Q (5172.131124 sec): 3 clusters Score: Raw -53753.236625 + Penalty 2436.357709 = -51316.878915 nChanged 21 SP:Iteration 7Q (5172.218093 sec): 3 clusters Score: Raw -53782.522539 + Penalty 2436.357709 = -51346.164829 nChanged 8 SP:Iteration 8Q (5172.312206 sec): 3 clusters Score: Raw -53791.890953 + Penalty 2436.357709 = -51355.533244 nChanged 4 SP:Iteration 9Q (5172.388884 sec): 3 clusters Score: Raw -53796.304648 + Penalty 2436.357709 = -51359.946939 nChanged 4 SP:Iteration 10Q (5172.452757 sec): 3 clusters Score: Raw -53807.310795 + Penalty 2436.357709 = -51370.953085 nChanged 6 SP:Iteration 11Q (5172.541630 sec): 3 clusters Score: Raw -53816.966302 + Penalty 2436.357709 = -51380.608592 nChanged 6 SP:Iteration 12Q (5172.615066 sec): 3 clusters Score: Raw -53827.150721 + Penalty 2436.357709 = -51390.793012 nChanged 5 SP:Iteration 13Q (5172.682005 sec): 3 clusters Score: Raw -53831.723099 + Penalty 2436.357709 = -51395.365390 nChanged 3 SP:Iteration 14Q (5172.763468 sec): 3 clusters Score: Raw -53836.119101 + Penalty 2436.357709 = -51399.761391 nChanged 5 SP:Iteration 15Q (5172.823815 sec): 3 clusters Score: Raw -53844.860684 + Penalty 2436.357709 = -51408.502975 nChanged 5 SP:Iteration 16Q (5172.911554 sec): 3 clusters Score: Raw -53852.436383 + Penalty 2436.357709 = -51416.078674 nChanged 4 SP:Iteration 17Q (5173.002510 sec): 3 clusters Score: Raw -53855.792801 + Penalty 2436.357709 = -51419.435091 nChanged 2 SP:Iteration 18Q (5173.068426 sec): 3 clusters Score: Raw -53858.472478 + Penalty 2436.357709 = -51422.114768 nChanged 1 SP:Iteration 19Q (5173.160961 sec): 3 clusters Score: Raw -53858.695588 + Penalty 2436.357709 = -51422.337878 nChanged 0 SP:Iteration 20F (5173.241030 sec): 3 clusters Score: Raw -53858.695588 + Penalty 2436.357709 = -51422.337878 nChanged 0 Trying to split cluster 19 (4884 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5173.278517 sec): 2 clusters Score: Raw -291358.659663 + Penalty 1490.647831 = -289868.011832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5173.384487 sec): 3 clusters Score: Raw -288880.245657 + Penalty 2981.295662 = -285898.949994 nChanged 1977 SP:Iteration 1F (5173.472161 sec): 3 clusters Score: Raw -290026.501873 + Penalty 2981.295662 = -287045.206211 nChanged 393 SP:Iteration 2F (5173.563484 sec): 3 clusters Score: Raw -290309.048409 + Penalty 2981.295662 = -287327.752747 nChanged 352 SP:Iteration 3F (5173.654324 sec): 3 clusters Score: Raw -290566.109580 + Penalty 2981.295662 = -287584.813918 nChanged 283 SP:Iteration 4F (5173.741165 sec): 3 clusters Score: Raw -290786.402093 + Penalty 2981.295662 = -287805.106431 nChanged 283 SP:Iteration 5F (5173.829530 sec): 3 clusters Score: Raw -290988.941857 + Penalty 2981.295662 = -288007.646195 nChanged 211 SP:Iteration 6Q (5173.918247 sec): 3 clusters Score: Raw -291130.100325 + Penalty 2981.295662 = -288148.804663 nChanged 194 SP:Iteration 7Q (5174.014168 sec): 3 clusters Score: Raw -291251.880338 + Penalty 2981.295662 = -288270.584676 nChanged 146 SP:Iteration 8Q (5174.107355 sec): 3 clusters Score: Raw -291339.212062 + Penalty 2981.295662 = -288357.916399 nChanged 123 SP:Iteration 9Q (5174.197775 sec): 3 clusters Score: Raw -291405.121122 + Penalty 2981.295662 = -288423.825459 nChanged 108 SP:Iteration 10Q (5174.268842 sec): 3 clusters Score: Raw -291462.600866 + Penalty 2981.295662 = -288481.305203 nChanged 96 SP:Iteration 11Q (5174.370525 sec): 3 clusters Score: Raw -291514.531806 + Penalty 2981.295662 = -288533.236144 nChanged 106 SP:Iteration 12Q (5174.440764 sec): 3 clusters Score: Raw -291565.918210 + Penalty 2981.295662 = -288584.622548 nChanged 74 SP:Iteration 13Q (5174.536052 sec): 3 clusters Score: Raw -291597.138294 + Penalty 2981.295662 = -288615.842632 nChanged 63 SP:Iteration 14Q (5174.639591 sec): 3 clusters Score: Raw -291624.641938 + Penalty 2981.295662 = -288643.346276 nChanged 49 SP:Iteration 15Q (5174.727878 sec): 3 clusters Score: Raw -291642.606487 + Penalty 2981.295662 = -288661.310824 nChanged 44 SP:Iteration 16Q (5174.826156 sec): 3 clusters Score: Raw -291660.687062 + Penalty 2981.295662 = -288679.391399 nChanged 36 SP:Iteration 17Q (5174.909319 sec): 3 clusters Score: Raw -291676.393185 + Penalty 2981.295662 = -288695.097523 nChanged 32 SP:Iteration 18Q (5175.003472 sec): 3 clusters Score: Raw -291688.236884 + Penalty 2981.295662 = -288706.941222 nChanged 28 SP:Iteration 19Q (5175.075137 sec): 3 clusters Score: Raw -291697.348365 + Penalty 2981.295662 = -288716.052703 nChanged 25 SP:Iteration 20F (5175.158520 sec): 3 clusters Score: Raw -291704.046191 + Penalty 2981.295662 = -288722.750529 nChanged 19 SP:Iteration 21Q (5175.246233 sec): 3 clusters Score: Raw -291709.558462 + Penalty 2981.295662 = -288728.262800 nChanged 12 SP:Iteration 22Q (5175.314423 sec): 3 clusters Score: Raw -291711.899690 + Penalty 2981.295662 = -288730.604028 nChanged 10 SP:Iteration 23Q (5175.405953 sec): 3 clusters Score: Raw -291714.077566 + Penalty 2981.295662 = -288732.781904 nChanged 9 SP:Iteration 24Q (5175.501875 sec): 3 clusters Score: Raw -291715.890507 + Penalty 2981.295662 = -288734.594844 nChanged 6 SP:Iteration 25Q (5175.593001 sec): 3 clusters Score: Raw -291717.363630 + Penalty 2981.295662 = -288736.067968 nChanged 4 SP:Iteration 26Q (5175.695704 sec): 3 clusters Score: Raw -291718.252836 + Penalty 2981.295662 = -288736.957174 nChanged 3 SP:Iteration 27Q (5175.768661 sec): 3 clusters Score: Raw -291718.860495 + Penalty 2981.295662 = -288737.564833 nChanged 3 SP:Iteration 28Q (5175.861019 sec): 3 clusters Score: Raw -291719.488077 + Penalty 2981.295662 = -288738.192415 nChanged 4 SP:Iteration 29Q (5175.952555 sec): 3 clusters Score: Raw -291720.028218 + Penalty 2981.295662 = -288738.732556 nChanged 2 SP:Iteration 30Q (5176.054486 sec): 3 clusters Score: Raw -291720.354736 + Penalty 2981.295662 = -288739.059074 nChanged 2 SP:Iteration 31Q (5176.145923 sec): 3 clusters Score: Raw -291720.537160 + Penalty 2981.295662 = -288739.241498 nChanged 0 SP:Iteration 32F (5176.232906 sec): 3 clusters Score: Raw -291720.537160 + Penalty 2981.295662 = -288739.241498 nChanged 0 Trying to split cluster 20 (5007 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5176.289924 sec): 2 clusters Score: Raw -288213.130723 + Penalty 1495.012933 = -286718.117790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5176.374316 sec): 3 clusters Score: Raw -285703.482978 + Penalty 2990.025867 = -282713.457112 nChanged 1943 SP:Iteration 1F (5176.456503 sec): 3 clusters Score: Raw -287042.445278 + Penalty 2990.025867 = -284052.419411 nChanged 485 SP:Iteration 2F (5176.531869 sec): 3 clusters Score: Raw -287469.147826 + Penalty 2990.025867 = -284479.121960 nChanged 348 SP:Iteration 3F (5176.624109 sec): 3 clusters Score: Raw -287748.997088 + Penalty 2990.025867 = -284758.971222 nChanged 279 SP:Iteration 4F (5176.724329 sec): 3 clusters Score: Raw -287963.892772 + Penalty 2990.025867 = -284973.866905 nChanged 233 SP:Iteration 5Q (5176.798536 sec): 3 clusters Score: Raw -288127.698865 + Penalty 2990.025867 = -285137.672999 nChanged 198 SP:Iteration 6Q (5176.905400 sec): 3 clusters Score: Raw -288279.144746 + Penalty 2990.025867 = -285289.118880 nChanged 181 SP:Iteration 7Q (5176.997745 sec): 3 clusters Score: Raw -288408.735467 + Penalty 2990.025867 = -285418.709601 nChanged 144 SP:Iteration 8Q (5177.068970 sec): 3 clusters Score: Raw -288501.287159 + Penalty 2990.025867 = -285511.261293 nChanged 118 SP:Iteration 9Q (5177.161976 sec): 3 clusters Score: Raw -288563.132522 + Penalty 2990.025867 = -285573.106656 nChanged 106 SP:Iteration 10Q (5177.255421 sec): 3 clusters Score: Raw -288618.035686 + Penalty 2990.025867 = -285628.009820 nChanged 93 SP:Iteration 11Q (5177.346299 sec): 3 clusters Score: Raw -288658.157848 + Penalty 2990.025867 = -285668.131982 nChanged 75 SP:Iteration 12Q (5177.441539 sec): 3 clusters Score: Raw -288692.913940 + Penalty 2990.025867 = -285702.888073 nChanged 63 SP:Iteration 13Q (5177.527915 sec): 3 clusters Score: Raw -288726.334241 + Penalty 2990.025867 = -285736.308375 nChanged 60 SP:Iteration 14Q (5177.598194 sec): 3 clusters Score: Raw -288756.021927 + Penalty 2990.025867 = -285765.996060 nChanged 63 SP:Iteration 15Q (5177.680214 sec): 3 clusters Score: Raw -288781.141514 + Penalty 2990.025867 = -285791.115648 nChanged 48 SP:Iteration 16Q (5177.775780 sec): 3 clusters Score: Raw -288800.931730 + Penalty 2990.025867 = -285810.905863 nChanged 45 SP:Iteration 17Q (5177.878796 sec): 3 clusters Score: Raw -288819.550727 + Penalty 2990.025867 = -285829.524860 nChanged 41 SP:Iteration 18Q (5177.969204 sec): 3 clusters Score: Raw -288835.245613 + Penalty 2990.025867 = -285845.219746 nChanged 41 SP:Iteration 19Q (5178.045993 sec): 3 clusters Score: Raw -288853.006704 + Penalty 2990.025867 = -285862.980837 nChanged 43 SP:Iteration 20F (5178.133992 sec): 3 clusters Score: Raw -288873.511013 + Penalty 2990.025867 = -285883.485147 nChanged 36 SP:Iteration 21Q (5178.207374 sec): 3 clusters Score: Raw -288896.260327 + Penalty 2990.025867 = -285906.234461 nChanged 45 SP:Iteration 22Q (5178.318833 sec): 3 clusters Score: Raw -288920.745364 + Penalty 2990.025867 = -285930.719497 nChanged 45 SP:Iteration 23Q (5178.406713 sec): 3 clusters Score: Raw -288944.837137 + Penalty 2990.025867 = -285954.811271 nChanged 41 SP:Iteration 24Q (5178.518062 sec): 3 clusters Score: Raw -288961.157458 + Penalty 2990.025867 = -285971.131592 nChanged 31 SP:Iteration 25Q (5178.593137 sec): 3 clusters Score: Raw -288976.429836 + Penalty 2990.025867 = -285986.403970 nChanged 38 SP:Iteration 26Q (5178.681218 sec): 3 clusters Score: Raw -288993.879929 + Penalty 2990.025867 = -286003.854062 nChanged 37 SP:Iteration 27Q (5178.769044 sec): 3 clusters Score: Raw -289010.479710 + Penalty 2990.025867 = -286020.453843 nChanged 35 SP:Iteration 28Q (5178.863393 sec): 3 clusters Score: Raw -289019.382327 + Penalty 2990.025867 = -286029.356460 nChanged 22 SP:Iteration 29Q (5178.952935 sec): 3 clusters Score: Raw -289024.996653 + Penalty 2990.025867 = -286034.970786 nChanged 9 SP:Iteration 30Q (5179.044993 sec): 3 clusters Score: Raw -289026.693224 + Penalty 2990.025867 = -286036.667358 nChanged 5 SP:Iteration 31Q (5179.140552 sec): 3 clusters Score: Raw -289027.607742 + Penalty 2990.025867 = -286037.581876 nChanged 6 SP:Iteration 32Q (5179.250846 sec): 3 clusters Score: Raw -289028.634765 + Penalty 2990.025867 = -286038.608899 nChanged 3 SP:Iteration 33Q (5179.362192 sec): 3 clusters Score: Raw -289029.117566 + Penalty 2990.025867 = -286039.091700 nChanged 0 SP:Iteration 34F (5179.454865 sec): 3 clusters Score: Raw -289029.117566 + Penalty 2990.025867 = -286039.091700 nChanged 0 Trying to split cluster 21 (3949 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5179.527101 sec): 2 clusters Score: Raw -271603.597525 + Penalty 1453.353700 = -270150.243825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5179.645065 sec): 3 clusters Score: Raw -269655.220483 + Penalty 2906.707399 = -266748.513084 nChanged 1517 SP:Iteration 1F (5179.780171 sec): 3 clusters Score: Raw -270482.057664 + Penalty 2906.707399 = -267575.350265 nChanged 307 SP:Iteration 2F (5179.862411 sec): 3 clusters Score: Raw -270664.399832 + Penalty 2906.707399 = -267757.692433 nChanged 216 SP:Iteration 3F (5179.935140 sec): 3 clusters Score: Raw -270781.433214 + Penalty 2906.707399 = -267874.725815 nChanged 167 SP:Iteration 4Q (5180.065295 sec): 3 clusters Score: Raw -270874.629783 + Penalty 2906.707399 = -267967.922384 nChanged 129 SP:Iteration 5Q (5180.164649 sec): 3 clusters Score: Raw -270948.712885 + Penalty 2906.707399 = -268042.005486 nChanged 120 SP:Iteration 6Q (5180.249612 sec): 3 clusters Score: Raw -271012.067364 + Penalty 2906.707399 = -268105.359965 nChanged 95 SP:Iteration 7Q (5180.364764 sec): 3 clusters Score: Raw -271057.314305 + Penalty 2906.707399 = -268150.606906 nChanged 85 SP:Iteration 8Q (5180.509668 sec): 3 clusters Score: Raw -271097.594178 + Penalty 2906.707399 = -268190.886779 nChanged 79 SP:Iteration 9Q (5180.605963 sec): 3 clusters Score: Raw -271139.793964 + Penalty 2906.707399 = -268233.086565 nChanged 74 SP:Iteration 10Q (5180.691780 sec): 3 clusters Score: Raw -271176.533577 + Penalty 2906.707399 = -268269.826178 nChanged 78 SP:Iteration 11Q (5180.806357 sec): 3 clusters Score: Raw -271216.001774 + Penalty 2906.707399 = -268309.294375 nChanged 73 SP:Iteration 12Q (5180.907196 sec): 3 clusters Score: Raw -271251.295243 + Penalty 2906.707399 = -268344.587844 nChanged 66 SP:Iteration 13Q (5181.016662 sec): 3 clusters Score: Raw -271283.658805 + Penalty 2906.707399 = -268376.951406 nChanged 58 SP:Iteration 14Q (5181.142615 sec): 3 clusters Score: Raw -271305.389434 + Penalty 2906.707399 = -268398.682035 nChanged 41 SP:Iteration 15Q (5181.233119 sec): 3 clusters Score: Raw -271317.740701 + Penalty 2906.707399 = -268411.033302 nChanged 27 SP:Iteration 16Q (5181.324427 sec): 3 clusters Score: Raw -271326.026440 + Penalty 2906.707399 = -268419.319041 nChanged 23 SP:Iteration 17Q (5181.405491 sec): 3 clusters Score: Raw -271335.191175 + Penalty 2906.707399 = -268428.483776 nChanged 23 SP:Iteration 18Q (5181.520184 sec): 3 clusters Score: Raw -271343.604776 + Penalty 2906.707399 = -268436.897377 nChanged 22 SP:Iteration 19Q (5181.600784 sec): 3 clusters Score: Raw -271353.302511 + Penalty 2906.707399 = -268446.595112 nChanged 30 SP:Iteration 20F (5181.708867 sec): 3 clusters Score: Raw -271363.467555 + Penalty 2906.707399 = -268456.760156 nChanged 29 SP:Iteration 21Q (5181.794920 sec): 3 clusters Score: Raw -271376.005311 + Penalty 2906.707399 = -268469.297912 nChanged 41 SP:Iteration 22Q (5181.898941 sec): 3 clusters Score: Raw -271391.941036 + Penalty 2906.707399 = -268485.233636 nChanged 30 SP:Iteration 23Q (5181.967762 sec): 3 clusters Score: Raw -271403.926365 + Penalty 2906.707399 = -268497.218965 nChanged 26 SP:Iteration 24Q (5182.087480 sec): 3 clusters Score: Raw -271415.836937 + Penalty 2906.707399 = -268509.129538 nChanged 25 SP:Iteration 25Q (5182.193777 sec): 3 clusters Score: Raw -271428.136093 + Penalty 2906.707399 = -268521.428694 nChanged 26 SP:Iteration 26Q (5182.313411 sec): 3 clusters Score: Raw -271438.584918 + Penalty 2906.707399 = -268531.877519 nChanged 24 SP:Iteration 27Q (5182.399720 sec): 3 clusters Score: Raw -271445.780725 + Penalty 2906.707399 = -268539.073325 nChanged 24 SP:Iteration 28Q (5182.502037 sec): 3 clusters Score: Raw -271453.251502 + Penalty 2906.707399 = -268546.544103 nChanged 23 SP:Iteration 29Q (5182.611186 sec): 3 clusters Score: Raw -271460.092532 + Penalty 2906.707399 = -268553.385133 nChanged 18 SP:Iteration 30Q (5182.709491 sec): 3 clusters Score: Raw -271467.284809 + Penalty 2906.707399 = -268560.577410 nChanged 18 SP:Iteration 31Q (5182.803535 sec): 3 clusters Score: Raw -271474.259018 + Penalty 2906.707399 = -268567.551619 nChanged 15 SP:Iteration 32Q (5182.890464 sec): 3 clusters Score: Raw -271479.180171 + Penalty 2906.707399 = -268572.472772 nChanged 18 SP:Iteration 33Q (5182.975227 sec): 3 clusters Score: Raw -271487.664275 + Penalty 2906.707399 = -268580.956876 nChanged 20 SP:Iteration 34Q (5183.067644 sec): 3 clusters Score: Raw -271496.109535 + Penalty 2906.707399 = -268589.402136 nChanged 25 SP:Iteration 35Q (5183.161956 sec): 3 clusters Score: Raw -271506.430120 + Penalty 2906.707399 = -268599.722721 nChanged 29 SP:Iteration 36Q (5183.239710 sec): 3 clusters Score: Raw -271519.513361 + Penalty 2906.707399 = -268612.805962 nChanged 30 SP:Iteration 37Q (5183.345973 sec): 3 clusters Score: Raw -271533.326430 + Penalty 2906.707399 = -268626.619031 nChanged 27 SP:Iteration 38Q (5183.454481 sec): 3 clusters Score: Raw -271544.179222 + Penalty 2906.707399 = -268637.471823 nChanged 21 SP:Iteration 39Q (5183.571967 sec): 3 clusters Score: Raw -271552.423981 + Penalty 2906.707399 = -268645.716582 nChanged 27 SP:Iteration 40F (5183.674336 sec): 3 clusters Score: Raw -271561.494612 + Penalty 2906.707399 = -268654.787213 nChanged 19 SP:Iteration 41Q (5183.764854 sec): 3 clusters Score: Raw -271567.586132 + Penalty 2906.707399 = -268660.878733 nChanged 17 SP:Iteration 42Q (5183.869064 sec): 3 clusters Score: Raw -271574.944792 + Penalty 2906.707399 = -268668.237393 nChanged 18 SP:Iteration 43Q (5183.942716 sec): 3 clusters Score: Raw -271580.474849 + Penalty 2906.707399 = -268673.767450 nChanged 13 SP:Iteration 44Q (5184.048408 sec): 3 clusters Score: Raw -271585.494321 + Penalty 2906.707399 = -268678.786922 nChanged 14 SP:Iteration 45Q (5184.131336 sec): 3 clusters Score: Raw -271589.545017 + Penalty 2906.707399 = -268682.837618 nChanged 12 SP:Iteration 46Q (5184.217980 sec): 3 clusters Score: Raw -271594.105322 + Penalty 2906.707399 = -268687.397923 nChanged 11 SP:Iteration 47Q (5184.300359 sec): 3 clusters Score: Raw -271596.683795 + Penalty 2906.707399 = -268689.976396 nChanged 5 SP:Iteration 48Q (5184.388501 sec): 3 clusters Score: Raw -271597.713363 + Penalty 2906.707399 = -268691.005964 nChanged 2 SP:Iteration 49Q (5184.476578 sec): 3 clusters Score: Raw -271598.977814 + Penalty 2906.707399 = -268692.270415 nChanged 2 SP:Iteration 50Q (5184.553076 sec): 3 clusters Score: Raw -271599.329316 + Penalty 2906.707399 = -268692.621917 nChanged 1 SP:Iteration 51Q (5184.625670 sec): 3 clusters Score: Raw -271599.915150 + Penalty 2906.707399 = -268693.207751 nChanged 4 SP:Iteration 52Q (5184.727024 sec): 3 clusters Score: Raw -271601.860435 + Penalty 2906.707399 = -268695.153036 nChanged 5 SP:Iteration 53Q (5184.809631 sec): 3 clusters Score: Raw -271603.450852 + Penalty 2906.707399 = -268696.743453 nChanged 5 SP:Iteration 54Q (5184.886524 sec): 3 clusters Score: Raw -271605.408706 + Penalty 2906.707399 = -268698.701307 nChanged 7 SP:Iteration 55Q (5184.974160 sec): 3 clusters Score: Raw -271607.617818 + Penalty 2906.707399 = -268700.910419 nChanged 10 SP:Iteration 56Q (5185.052702 sec): 3 clusters Score: Raw -271610.941892 + Penalty 2906.707399 = -268704.234493 nChanged 4 SP:Iteration 57Q (5185.162714 sec): 3 clusters Score: Raw -271612.572057 + Penalty 2906.707399 = -268705.864658 nChanged 3 SP:Iteration 58Q (5185.229164 sec): 3 clusters Score: Raw -271614.082824 + Penalty 2906.707399 = -268707.375424 nChanged 5 SP:Iteration 59Q (5185.305858 sec): 3 clusters Score: Raw -271616.000901 + Penalty 2906.707399 = -268709.293502 nChanged 4 SP:Iteration 60F (5185.398019 sec): 3 clusters Score: Raw -271617.166838 + Penalty 2906.707399 = -268710.459439 nChanged 8 SP:Iteration 61Q (5185.493403 sec): 3 clusters Score: Raw -271619.223767 + Penalty 2906.707399 = -268712.516368 nChanged 4 SP:Iteration 62Q (5185.578416 sec): 3 clusters Score: Raw -271620.762685 + Penalty 2906.707399 = -268714.055286 nChanged 2 SP:Iteration 63Q (5185.660425 sec): 3 clusters Score: Raw -271621.481297 + Penalty 2906.707399 = -268714.773898 nChanged 5 SP:Iteration 64Q (5185.750213 sec): 3 clusters Score: Raw -271623.798344 + Penalty 2906.707399 = -268717.090945 nChanged 10 SP:Iteration 65Q (5185.837889 sec): 3 clusters Score: Raw -271626.776139 + Penalty 2906.707399 = -268720.068740 nChanged 7 SP:Iteration 66Q (5185.933279 sec): 3 clusters Score: Raw -271630.285333 + Penalty 2906.707399 = -268723.577934 nChanged 10 SP:Iteration 67Q (5186.023103 sec): 3 clusters Score: Raw -271634.420821 + Penalty 2906.707399 = -268727.713422 nChanged 8 SP:Iteration 68Q (5186.095657 sec): 3 clusters Score: Raw -271637.433261 + Penalty 2906.707399 = -268730.725861 nChanged 8 SP:Iteration 69Q (5186.170738 sec): 3 clusters Score: Raw -271639.654398 + Penalty 2906.707399 = -268732.946999 nChanged 9 SP:Iteration 70Q (5186.258570 sec): 3 clusters Score: Raw -271642.132710 + Penalty 2906.707399 = -268735.425311 nChanged 4 SP:Iteration 71Q (5186.348730 sec): 3 clusters Score: Raw -271643.919992 + Penalty 2906.707399 = -268737.212593 nChanged 9 SP:Iteration 72Q (5186.451047 sec): 3 clusters Score: Raw -271647.341747 + Penalty 2906.707399 = -268740.634348 nChanged 4 SP:Iteration 73Q (5186.520087 sec): 3 clusters Score: Raw -271648.371207 + Penalty 2906.707399 = -268741.663808 nChanged 3 SP:Iteration 74Q (5186.601479 sec): 3 clusters Score: Raw -271649.139784 + Penalty 2906.707399 = -268742.432385 nChanged 4 SP:Iteration 75Q (5186.678973 sec): 3 clusters Score: Raw -271649.848465 + Penalty 2906.707399 = -268743.141066 nChanged 5 SP:Iteration 76Q (5186.759852 sec): 3 clusters Score: Raw -271650.721181 + Penalty 2906.707399 = -268744.013782 nChanged 2 SP:Iteration 77Q (5186.855715 sec): 3 clusters Score: Raw -271651.030823 + Penalty 2906.707399 = -268744.323424 nChanged 1 SP:Iteration 78Q (5186.925168 sec): 3 clusters Score: Raw -271651.309526 + Penalty 2906.707399 = -268744.602127 nChanged 1 SP:Iteration 79Q (5187.010736 sec): 3 clusters Score: Raw -271651.431791 + Penalty 2906.707399 = -268744.724392 nChanged 1 SP:Iteration 80F (5187.110054 sec): 3 clusters Score: Raw -271651.910847 + Penalty 2906.707399 = -268745.203448 nChanged 2 SP:Iteration 81Q (5187.184360 sec): 3 clusters Score: Raw -271652.698512 + Penalty 2906.707399 = -268745.991113 nChanged 2 SP:Iteration 82Q (5187.274430 sec): 3 clusters Score: Raw -271653.524376 + Penalty 2906.707399 = -268746.816977 nChanged 3 SP:Iteration 83Q (5187.367154 sec): 3 clusters Score: Raw -271654.611641 + Penalty 2906.707399 = -268747.904242 nChanged 4 SP:Iteration 84Q (5187.451945 sec): 3 clusters Score: Raw -271657.032637 + Penalty 2906.707399 = -268750.325238 nChanged 6 SP:Iteration 85Q (5187.547098 sec): 3 clusters Score: Raw -271659.441203 + Penalty 2906.707399 = -268752.733804 nChanged 10 SP:Iteration 86Q (5187.651698 sec): 3 clusters Score: Raw -271663.600648 + Penalty 2906.707399 = -268756.893249 nChanged 6 SP:Iteration 87Q (5187.720996 sec): 3 clusters Score: Raw -271664.985962 + Penalty 2906.707399 = -268758.278563 nChanged 5 SP:Iteration 88Q (5187.826263 sec): 3 clusters Score: Raw -271667.540128 + Penalty 2906.707399 = -268760.832729 nChanged 5 SP:Iteration 89Q (5187.919082 sec): 3 clusters Score: Raw -271668.711017 + Penalty 2906.707399 = -268762.003618 nChanged 4 SP:Iteration 90Q (5188.009264 sec): 3 clusters Score: Raw -271669.881934 + Penalty 2906.707399 = -268763.174535 nChanged 3 SP:Iteration 91Q (5188.104778 sec): 3 clusters Score: Raw -271670.815443 + Penalty 2906.707399 = -268764.108044 nChanged 2 SP:Iteration 92Q (5188.198409 sec): 3 clusters Score: Raw -271672.063795 + Penalty 2906.707399 = -268765.356395 nChanged 3 SP:Iteration 93Q (5188.281133 sec): 3 clusters Score: Raw -271673.824476 + Penalty 2906.707399 = -268767.117077 nChanged 7 SP:Iteration 94Q (5188.367782 sec): 3 clusters Score: Raw -271676.471014 + Penalty 2906.707399 = -268769.763615 nChanged 7 SP:Iteration 95Q (5188.451260 sec): 3 clusters Score: Raw -271678.160260 + Penalty 2906.707399 = -268771.452861 nChanged 2 SP:Iteration 96Q (5188.539899 sec): 3 clusters Score: Raw -271679.012584 + Penalty 2906.707399 = -268772.305185 nChanged 1 SP:Iteration 97Q (5188.621192 sec): 3 clusters Score: Raw -271679.959154 + Penalty 2906.707399 = -268773.251755 nChanged 2 SP:Iteration 98Q (5188.711172 sec): 3 clusters Score: Raw -271680.854189 + Penalty 2906.707399 = -268774.146790 nChanged 3 SP:Iteration 99Q (5188.806293 sec): 3 clusters Score: Raw -271682.491030 + Penalty 2906.707399 = -268775.783631 nChanged 8 SP:Iteration 100F (5188.872981 sec): 3 clusters Score: Raw -271686.649311 + Penalty 2906.707399 = -268779.941912 nChanged 4 SP:Iteration 101Q (5188.982464 sec): 3 clusters Score: Raw -271689.495712 + Penalty 2906.707399 = -268782.788313 nChanged 7 SP:Iteration 102Q (5189.075984 sec): 3 clusters Score: Raw -271692.755497 + Penalty 2906.707399 = -268786.048097 nChanged 3 SP:Iteration 103Q (5189.163495 sec): 3 clusters Score: Raw -271694.098695 + Penalty 2906.707399 = -268787.391296 nChanged 5 SP:Iteration 104Q (5189.248076 sec): 3 clusters Score: Raw -271696.004732 + Penalty 2906.707399 = -268789.297333 nChanged 3 SP:Iteration 105Q (5189.341194 sec): 3 clusters Score: Raw -271696.832753 + Penalty 2906.707399 = -268790.125354 nChanged 2 SP:Iteration 106Q (5189.419260 sec): 3 clusters Score: Raw -271698.161131 + Penalty 2906.707399 = -268791.453732 nChanged 4 SP:Iteration 107Q (5189.510972 sec): 3 clusters Score: Raw -271700.154226 + Penalty 2906.707399 = -268793.446827 nChanged 5 SP:Iteration 108Q (5189.596032 sec): 3 clusters Score: Raw -271702.440281 + Penalty 2906.707399 = -268795.732882 nChanged 4 SP:Iteration 109Q (5189.667191 sec): 3 clusters Score: Raw -271703.599069 + Penalty 2906.707399 = -268796.891670 nChanged 3 SP:Iteration 110Q (5189.759524 sec): 3 clusters Score: Raw -271705.111076 + Penalty 2906.707399 = -268798.403677 nChanged 4 SP:Iteration 111Q (5189.838836 sec): 3 clusters Score: Raw -271707.668044 + Penalty 2906.707399 = -268800.960645 nChanged 5 SP:Iteration 112Q (5189.916094 sec): 3 clusters Score: Raw -271709.133799 + Penalty 2906.707399 = -268802.426400 nChanged 2 SP:Iteration 113Q (5190.001159 sec): 3 clusters Score: Raw -271709.907130 + Penalty 2906.707399 = -268803.199730 nChanged 2 SP:Iteration 114Q (5190.105882 sec): 3 clusters Score: Raw -271710.577167 + Penalty 2906.707399 = -268803.869768 nChanged 4 SP:Iteration 115Q (5190.187198 sec): 3 clusters Score: Raw -271711.628716 + Penalty 2906.707399 = -268804.921317 nChanged 3 SP:Iteration 116Q (5190.276996 sec): 3 clusters Score: Raw -271712.757378 + Penalty 2906.707399 = -268806.049979 nChanged 2 SP:Iteration 117Q (5190.361698 sec): 3 clusters Score: Raw -271713.342032 + Penalty 2906.707399 = -268806.634633 nChanged 0 SP:Iteration 118F (5190.451689 sec): 3 clusters Score: Raw -271713.342032 + Penalty 2906.707399 = -268806.634633 nChanged 0 Trying to split cluster 22 (418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5190.482128 sec): 2 clusters Score: Raw -19303.218288 + Penalty 1059.226991 = -18243.991297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5190.578510 sec): 3 clusters Score: Raw -19322.686547 + Penalty 2118.453983 = -17204.232565 nChanged 78 SP:Iteration 1F (5190.654423 sec): 3 clusters Score: Raw -19494.046105 + Penalty 2118.453983 = -17375.592123 nChanged 27 SP:Iteration 2F (5190.740757 sec): 3 clusters Score: Raw -19576.958523 + Penalty 2118.453983 = -17458.504540 nChanged 21 SP:Iteration 3F (5190.804389 sec): 3 clusters Score: Raw -19645.647724 + Penalty 2118.453983 = -17527.193741 nChanged 12 SP:Iteration 4Q (5190.901777 sec): 3 clusters Score: Raw -19705.676086 + Penalty 2118.453983 = -17587.222103 nChanged 14 SP:Iteration 5Q (5190.969063 sec): 3 clusters Score: Raw -19752.703232 + Penalty 2118.453983 = -17634.249249 nChanged 11 SP:Iteration 6Q (5191.055737 sec): 3 clusters Score: Raw -19805.139219 + Penalty 2118.453983 = -17686.685236 nChanged 4 SP:Iteration 7Q (5191.141533 sec): 3 clusters Score: Raw -19817.933396 + Penalty 2118.453983 = -17699.479413 nChanged 0 SP:Iteration 8F (5191.226513 sec): 3 clusters Score: Raw -19817.972277 + Penalty 2118.453983 = -17699.518294 nChanged 1 SP:Iteration 9Q (5191.295212 sec): 3 clusters Score: Raw -19830.591046 + Penalty 2118.453983 = -17712.137063 nChanged 6 SP:Iteration 10Q (5191.385546 sec): 3 clusters Score: Raw -19850.968525 + Penalty 2118.453983 = -17732.514542 nChanged 7 SP:Iteration 11Q (5191.462368 sec): 3 clusters Score: Raw -19879.959217 + Penalty 2118.453983 = -17761.505234 nChanged 6 SP:Iteration 12Q (5191.536919 sec): 3 clusters Score: Raw -19887.861597 + Penalty 2118.453983 = -17769.407614 nChanged 3 SP:Iteration 13Q (5191.614962 sec): 3 clusters Score: Raw -19889.687945 + Penalty 2118.453983 = -17771.233963 nChanged 0 SP:Iteration 14F (5191.689991 sec): 3 clusters Score: Raw -19889.687945 + Penalty 2118.453983 = -17771.233963 nChanged 0 Trying to split cluster 23 (5369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5191.758677 sec): 2 clusters Score: Raw -343592.492828 + Penalty 1507.263665 = -342085.229163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5191.838299 sec): 3 clusters Score: Raw -340829.058691 + Penalty 3014.527330 = -337814.531362 nChanged 2164 SP:Iteration 1F (5191.913504 sec): 3 clusters Score: Raw -342054.815241 + Penalty 3014.527330 = -339040.287912 nChanged 469 SP:Iteration 2F (5192.012720 sec): 3 clusters Score: Raw -342355.454889 + Penalty 3014.527330 = -339340.927559 nChanged 362 SP:Iteration 3F (5192.099685 sec): 3 clusters Score: Raw -342622.747659 + Penalty 3014.527330 = -339608.220329 nChanged 331 SP:Iteration 4F (5192.192645 sec): 3 clusters Score: Raw -342901.708038 + Penalty 3014.527330 = -339887.180708 nChanged 331 SP:Iteration 5F (5192.282025 sec): 3 clusters Score: Raw -343150.067000 + Penalty 3014.527330 = -340135.539670 nChanged 273 SP:Iteration 6F (5192.379717 sec): 3 clusters Score: Raw -343305.935304 + Penalty 3014.527330 = -340291.407975 nChanged 200 SP:Iteration 7Q (5192.468076 sec): 3 clusters Score: Raw -343418.275421 + Penalty 3014.527330 = -340403.748091 nChanged 168 SP:Iteration 8Q (5192.550878 sec): 3 clusters Score: Raw -343504.780143 + Penalty 3014.527330 = -340490.252813 nChanged 132 SP:Iteration 9Q (5192.618068 sec): 3 clusters Score: Raw -343565.994115 + Penalty 3014.527330 = -340551.466786 nChanged 98 SP:Iteration 10Q (5192.718442 sec): 3 clusters Score: Raw -343603.112526 + Penalty 3014.527330 = -340588.585197 nChanged 75 SP:Iteration 11Q (5192.809352 sec): 3 clusters Score: Raw -343627.298253 + Penalty 3014.527330 = -340612.770923 nChanged 40 SP:Iteration 12Q (5192.902759 sec): 3 clusters Score: Raw -343638.979623 + Penalty 3014.527330 = -340624.452294 nChanged 41 SP:Iteration 13Q (5192.979036 sec): 3 clusters Score: Raw -343654.021333 + Penalty 3014.527330 = -340639.494003 nChanged 38 SP:Iteration 14Q (5193.082398 sec): 3 clusters Score: Raw -343664.695334 + Penalty 3014.527330 = -340650.168004 nChanged 32 SP:Iteration 15Q (5193.154333 sec): 3 clusters Score: Raw -343674.628208 + Penalty 3014.527330 = -340660.100879 nChanged 25 SP:Iteration 16Q (5193.259683 sec): 3 clusters Score: Raw -343680.454972 + Penalty 3014.527330 = -340665.927643 nChanged 16 SP:Iteration 17Q (5193.352636 sec): 3 clusters Score: Raw -343684.115632 + Penalty 3014.527330 = -340669.588302 nChanged 11 SP:Iteration 18Q (5193.427862 sec): 3 clusters Score: Raw -343686.802031 + Penalty 3014.527330 = -340672.274702 nChanged 7 SP:Iteration 19Q (5193.520695 sec): 3 clusters Score: Raw -343688.432032 + Penalty 3014.527330 = -340673.904703 nChanged 6 SP:Iteration 20F (5193.613495 sec): 3 clusters Score: Raw -343689.944953 + Penalty 3014.527330 = -340675.417623 nChanged 10 SP:Iteration 21Q (5193.682378 sec): 3 clusters Score: Raw -343691.487647 + Penalty 3014.527330 = -340676.960317 nChanged 7 SP:Iteration 22Q (5193.771627 sec): 3 clusters Score: Raw -343693.188786 + Penalty 3014.527330 = -340678.661457 nChanged 5 SP:Iteration 23Q (5193.870071 sec): 3 clusters Score: Raw -343694.311082 + Penalty 3014.527330 = -340679.783752 nChanged 3 SP:Iteration 24Q (5193.956276 sec): 3 clusters Score: Raw -343694.897515 + Penalty 3014.527330 = -340680.370186 nChanged 5 SP:Iteration 25Q (5194.034458 sec): 3 clusters Score: Raw -343695.910656 + Penalty 3014.527330 = -340681.383327 nChanged 4 SP:Iteration 26Q (5194.122981 sec): 3 clusters Score: Raw -343696.549844 + Penalty 3014.527330 = -340682.022515 nChanged 6 SP:Iteration 27Q (5194.222141 sec): 3 clusters Score: Raw -343697.571508 + Penalty 3014.527330 = -340683.044178 nChanged 5 SP:Iteration 28Q (5194.318959 sec): 3 clusters Score: Raw -343698.345131 + Penalty 3014.527330 = -340683.817802 nChanged 8 SP:Iteration 29Q (5194.440277 sec): 3 clusters Score: Raw -343700.214650 + Penalty 3014.527330 = -340685.687320 nChanged 10 SP:Iteration 30Q (5194.542492 sec): 3 clusters Score: Raw -343702.158192 + Penalty 3014.527330 = -340687.630863 nChanged 5 SP:Iteration 31Q (5194.653342 sec): 3 clusters Score: Raw -343703.464522 + Penalty 3014.527330 = -340688.937193 nChanged 7 SP:Iteration 32Q (5194.777231 sec): 3 clusters Score: Raw -343704.737072 + Penalty 3014.527330 = -340690.209743 nChanged 7 SP:Iteration 33Q (5194.873107 sec): 3 clusters Score: Raw -343707.068128 + Penalty 3014.527330 = -340692.540798 nChanged 7 SP:Iteration 34Q (5194.999507 sec): 3 clusters Score: Raw -343709.264659 + Penalty 3014.527330 = -340694.737329 nChanged 10 SP:Iteration 35Q (5195.082881 sec): 3 clusters Score: Raw -343710.798246 + Penalty 3014.527330 = -340696.270916 nChanged 5 SP:Iteration 36Q (5195.213264 sec): 3 clusters Score: Raw -343711.732731 + Penalty 3014.527330 = -340697.205401 nChanged 4 SP:Iteration 37Q (5195.331159 sec): 3 clusters Score: Raw -343712.874536 + Penalty 3014.527330 = -340698.347206 nChanged 7 SP:Iteration 38Q (5195.440352 sec): 3 clusters Score: Raw -343715.926235 + Penalty 3014.527330 = -340701.398906 nChanged 8 SP:Iteration 39Q (5195.468582 sec): 3 clusters Score: Raw -343718.756827 + Penalty 3014.527330 = -340704.229497 nChanged 10 SP:Iteration 40F (5195.574904 sec): 3 clusters Score: Raw -343721.613697 + Penalty 3014.527330 = -340707.086367 nChanged 9 SP:Iteration 41Q (5195.682465 sec): 3 clusters Score: Raw -343724.622263 + Penalty 3014.527330 = -340710.094933 nChanged 11 SP:Iteration 42Q (5195.776031 sec): 3 clusters Score: Raw -343727.101392 + Penalty 3014.527330 = -340712.574063 nChanged 6 SP:Iteration 43Q (5195.888798 sec): 3 clusters Score: Raw -343728.495072 + Penalty 3014.527330 = -340713.967742 nChanged 8 SP:Iteration 44Q (5195.982508 sec): 3 clusters Score: Raw -343730.875476 + Penalty 3014.527330 = -340716.348146 nChanged 2 SP:Iteration 45Q (5196.117757 sec): 3 clusters Score: Raw -343731.210730 + Penalty 3014.527330 = -340716.683401 nChanged 4 SP:Iteration 46Q (5196.221962 sec): 3 clusters Score: Raw -343731.787742 + Penalty 3014.527330 = -340717.260412 nChanged 3 SP:Iteration 47Q (5196.316930 sec): 3 clusters Score: Raw -343732.571394 + Penalty 3014.527330 = -340718.044065 nChanged 8 SP:Iteration 48Q (5196.438569 sec): 3 clusters Score: Raw -343734.067058 + Penalty 3014.527330 = -340719.539729 nChanged 4 SP:Iteration 49Q (5196.535227 sec): 3 clusters Score: Raw -343734.852146 + Penalty 3014.527330 = -340720.324816 nChanged 5 SP:Iteration 50Q (5196.638312 sec): 3 clusters Score: Raw -343735.615355 + Penalty 3014.527330 = -340721.088025 nChanged 6 SP:Iteration 51Q (5196.739732 sec): 3 clusters Score: Raw -343737.258393 + Penalty 3014.527330 = -340722.731063 nChanged 6 SP:Iteration 52Q (5196.838205 sec): 3 clusters Score: Raw -343738.906648 + Penalty 3014.527330 = -340724.379318 nChanged 11 SP:Iteration 53Q (5196.956091 sec): 3 clusters Score: Raw -343741.787196 + Penalty 3014.527330 = -340727.259866 nChanged 10 SP:Iteration 54Q (5197.070192 sec): 3 clusters Score: Raw -343743.952270 + Penalty 3014.527330 = -340729.424940 nChanged 12 SP:Iteration 55Q (5197.183245 sec): 3 clusters Score: Raw -343746.650879 + Penalty 3014.527330 = -340732.123550 nChanged 6 SP:Iteration 56Q (5197.290528 sec): 3 clusters Score: Raw -343747.344629 + Penalty 3014.527330 = -340732.817299 nChanged 6 SP:Iteration 57Q (5197.415357 sec): 3 clusters Score: Raw -343748.669798 + Penalty 3014.527330 = -340734.142468 nChanged 7 SP:Iteration 58Q (5197.535225 sec): 3 clusters Score: Raw -343749.860187 + Penalty 3014.527330 = -340735.332857 nChanged 3 SP:Iteration 59Q (5197.636228 sec): 3 clusters Score: Raw -343751.368888 + Penalty 3014.527330 = -340736.841559 nChanged 7 SP:Iteration 60F (5197.735536 sec): 3 clusters Score: Raw -343753.519572 + Penalty 3014.527330 = -340738.992242 nChanged 5 SP:Iteration 61Q (5197.846503 sec): 3 clusters Score: Raw -343754.422634 + Penalty 3014.527330 = -340739.895304 nChanged 4 SP:Iteration 62Q (5197.947768 sec): 3 clusters Score: Raw -343755.539315 + Penalty 3014.527330 = -340741.011985 nChanged 5 SP:Iteration 63Q (5198.050125 sec): 3 clusters Score: Raw -343756.436382 + Penalty 3014.527330 = -340741.909053 nChanged 4 SP:Iteration 64Q (5198.169512 sec): 3 clusters Score: Raw -343757.055800 + Penalty 3014.527330 = -340742.528471 nChanged 4 SP:Iteration 65Q (5198.291989 sec): 3 clusters Score: Raw -343757.724854 + Penalty 3014.527330 = -340743.197524 nChanged 1 SP:Iteration 66Q (5198.402826 sec): 3 clusters Score: Raw -343757.826809 + Penalty 3014.527330 = -340743.299480 nChanged 0 SP:Iteration 67F (5198.524154 sec): 3 clusters Score: Raw -343757.826809 + Penalty 3014.527330 = -340743.299480 nChanged 0 Trying to split cluster 24 (2016 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5198.579886 sec): 2 clusters Score: Raw -117071.518878 + Penalty 1335.356795 = -115736.162082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5198.685568 sec): 3 clusters Score: Raw -116214.102849 + Penalty 2670.713591 = -113543.389259 nChanged 711 SP:Iteration 1F (5198.773771 sec): 3 clusters Score: Raw -116705.369831 + Penalty 2670.713591 = -114034.656240 nChanged 162 SP:Iteration 2F (5198.877689 sec): 3 clusters Score: Raw -116871.431773 + Penalty 2670.713591 = -114200.718182 nChanged 126 SP:Iteration 3F (5198.968715 sec): 3 clusters Score: Raw -117026.861338 + Penalty 2670.713591 = -114356.147747 nChanged 112 SP:Iteration 4F (5199.065684 sec): 3 clusters Score: Raw -117153.341745 + Penalty 2670.713591 = -114482.628154 nChanged 88 SP:Iteration 5Q (5199.159023 sec): 3 clusters Score: Raw -117236.737950 + Penalty 2670.713591 = -114566.024359 nChanged 66 SP:Iteration 6Q (5199.262601 sec): 3 clusters Score: Raw -117283.899331 + Penalty 2670.713591 = -114613.185740 nChanged 54 SP:Iteration 7Q (5199.357370 sec): 3 clusters Score: Raw -117320.922808 + Penalty 2670.713591 = -114650.209217 nChanged 38 SP:Iteration 8Q (5199.456792 sec): 3 clusters Score: Raw -117352.238769 + Penalty 2670.713591 = -114681.525178 nChanged 37 SP:Iteration 9Q (5199.548236 sec): 3 clusters Score: Raw -117380.267782 + Penalty 2670.713591 = -114709.554191 nChanged 32 SP:Iteration 10Q (5199.652087 sec): 3 clusters Score: Raw -117402.506130 + Penalty 2670.713591 = -114731.792540 nChanged 22 SP:Iteration 11Q (5199.747215 sec): 3 clusters Score: Raw -117417.779856 + Penalty 2670.713591 = -114747.066265 nChanged 21 SP:Iteration 12Q (5199.842151 sec): 3 clusters Score: Raw -117427.746664 + Penalty 2670.713591 = -114757.033073 nChanged 16 SP:Iteration 13Q (5199.925162 sec): 3 clusters Score: Raw -117436.333671 + Penalty 2670.713591 = -114765.620080 nChanged 14 SP:Iteration 14Q (5200.007940 sec): 3 clusters Score: Raw -117442.898762 + Penalty 2670.713591 = -114772.185172 nChanged 11 SP:Iteration 15Q (5200.132718 sec): 3 clusters Score: Raw -117448.743496 + Penalty 2670.713591 = -114778.029905 nChanged 6 SP:Iteration 16Q (5200.202743 sec): 3 clusters Score: Raw -117451.872003 + Penalty 2670.713591 = -114781.158412 nChanged 9 SP:Iteration 17Q (5200.314827 sec): 3 clusters Score: Raw -117456.979628 + Penalty 2670.713591 = -114786.266037 nChanged 7 SP:Iteration 18Q (5200.408638 sec): 3 clusters Score: Raw -117460.097483 + Penalty 2670.713591 = -114789.383892 nChanged 6 SP:Iteration 19Q (5200.473750 sec): 3 clusters Score: Raw -117462.958337 + Penalty 2670.713591 = -114792.244746 nChanged 4 SP:Iteration 20F (5200.582149 sec): 3 clusters Score: Raw -117465.453911 + Penalty 2670.713591 = -114794.740320 nChanged 8 SP:Iteration 21Q (5200.670082 sec): 3 clusters Score: Raw -117470.521961 + Penalty 2670.713591 = -114799.808370 nChanged 8 SP:Iteration 22Q (5200.764189 sec): 3 clusters Score: Raw -117476.295062 + Penalty 2670.713591 = -114805.581471 nChanged 3 SP:Iteration 23Q (5200.860373 sec): 3 clusters Score: Raw -117477.773496 + Penalty 2670.713591 = -114807.059905 nChanged 3 SP:Iteration 24Q (5200.964456 sec): 3 clusters Score: Raw -117479.236870 + Penalty 2670.713591 = -114808.523279 nChanged 2 SP:Iteration 25Q (5201.056072 sec): 3 clusters Score: Raw -117481.819016 + Penalty 2670.713591 = -114811.105425 nChanged 3 SP:Iteration 26Q (5201.155233 sec): 3 clusters Score: Raw -117482.493300 + Penalty 2670.713591 = -114811.779709 nChanged 0 SP:Iteration 27F (5201.250341 sec): 3 clusters Score: Raw -117482.493300 + Penalty 2670.713591 = -114811.779709 nChanged 0 Trying to split cluster 25 (8467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5201.339264 sec): 2 clusters Score: Raw -544087.869609 + Penalty 1587.209984 = -542500.659624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5201.441131 sec): 3 clusters Score: Raw -539459.325507 + Penalty 3174.419968 = -536284.905539 nChanged 3606 SP:Iteration 1F (5201.526825 sec): 3 clusters Score: Raw -541417.943492 + Penalty 3174.419968 = -538243.523524 nChanged 580 SP:Iteration 2F (5201.631907 sec): 3 clusters Score: Raw -541715.326126 + Penalty 3174.419968 = -538540.906158 nChanged 482 SP:Iteration 3F (5201.742237 sec): 3 clusters Score: Raw -541966.690041 + Penalty 3174.419968 = -538792.270073 nChanged 421 SP:Iteration 4Q (5201.853388 sec): 3 clusters Score: Raw -542156.653902 + Penalty 3174.419968 = -538982.233934 nChanged 363 SP:Iteration 5Q (5201.966386 sec): 3 clusters Score: Raw -542321.314746 + Penalty 3174.419968 = -539146.894778 nChanged 322 SP:Iteration 6Q (5202.049639 sec): 3 clusters Score: Raw -542458.621756 + Penalty 3174.419968 = -539284.201788 nChanged 272 SP:Iteration 7Q (5202.160595 sec): 3 clusters Score: Raw -542585.549687 + Penalty 3174.419968 = -539411.129719 nChanged 261 SP:Iteration 8Q (5202.263467 sec): 3 clusters Score: Raw -542707.160166 + Penalty 3174.419968 = -539532.740197 nChanged 262 SP:Iteration 9Q (5202.380620 sec): 3 clusters Score: Raw -542841.164785 + Penalty 3174.419968 = -539666.744817 nChanged 264 SP:Iteration 10Q (5202.500196 sec): 3 clusters Score: Raw -542971.534806 + Penalty 3174.419968 = -539797.114838 nChanged 250 SP:Iteration 11Q (5202.594301 sec): 3 clusters Score: Raw -543101.464686 + Penalty 3174.419968 = -539927.044717 nChanged 245 SP:Iteration 12Q (5202.726087 sec): 3 clusters Score: Raw -543260.490174 + Penalty 3174.419968 = -540086.070206 nChanged 258 SP:Iteration 13Q (5202.832734 sec): 3 clusters Score: Raw -543453.562340 + Penalty 3174.419968 = -540279.142372 nChanged 293 SP:Iteration 14Q (5202.953442 sec): 3 clusters Score: Raw -543680.912283 + Penalty 3174.419968 = -540506.492314 nChanged 309 SP:Iteration 15Q (5203.048187 sec): 3 clusters Score: Raw -543920.047753 + Penalty 3174.419968 = -540745.627785 nChanged 294 SP:Iteration 16Q (5203.139128 sec): 3 clusters Score: Raw -544139.143385 + Penalty 3174.419968 = -540964.723417 nChanged 248 SP:Iteration 17Q (5203.238994 sec): 3 clusters Score: Raw -544324.790403 + Penalty 3174.419968 = -541150.370435 nChanged 198 SP:Iteration 18Q (5203.335405 sec): 3 clusters Score: Raw -544462.546059 + Penalty 3174.419968 = -541288.126090 nChanged 162 SP:Iteration 19Q (5203.440737 sec): 3 clusters Score: Raw -544572.615200 + Penalty 3174.419968 = -541398.195232 nChanged 119 SP:Iteration 20F (5203.540676 sec): 3 clusters Score: Raw -544640.307579 + Penalty 3174.419968 = -541465.887611 nChanged 87 SP:Iteration 21Q (5203.643516 sec): 3 clusters Score: Raw -544688.888761 + Penalty 3174.419968 = -541514.468793 nChanged 76 SP:Iteration 22Q (5203.748822 sec): 3 clusters Score: Raw -544727.081711 + Penalty 3174.419968 = -541552.661743 nChanged 72 SP:Iteration 23Q (5203.852521 sec): 3 clusters Score: Raw -544762.761780 + Penalty 3174.419968 = -541588.341812 nChanged 59 SP:Iteration 24Q (5203.934411 sec): 3 clusters Score: Raw -544787.668886 + Penalty 3174.419968 = -541613.248917 nChanged 52 SP:Iteration 25Q (5204.049769 sec): 3 clusters Score: Raw -544808.413468 + Penalty 3174.419968 = -541633.993500 nChanged 53 SP:Iteration 26Q (5204.136074 sec): 3 clusters Score: Raw -544829.325257 + Penalty 3174.419968 = -541654.905289 nChanged 39 SP:Iteration 27Q (5204.262083 sec): 3 clusters Score: Raw -544843.435193 + Penalty 3174.419968 = -541669.015225 nChanged 32 SP:Iteration 28Q (5204.360692 sec): 3 clusters Score: Raw -544855.810412 + Penalty 3174.419968 = -541681.390444 nChanged 34 SP:Iteration 29Q (5204.445527 sec): 3 clusters Score: Raw -544872.062087 + Penalty 3174.419968 = -541697.642118 nChanged 40 SP:Iteration 30Q (5204.551576 sec): 3 clusters Score: Raw -544886.857171 + Penalty 3174.419968 = -541712.437203 nChanged 35 SP:Iteration 31Q (5204.672159 sec): 3 clusters Score: Raw -544901.172426 + Penalty 3174.419968 = -541726.752457 nChanged 30 SP:Iteration 32Q (5204.771876 sec): 3 clusters Score: Raw -544912.766797 + Penalty 3174.419968 = -541738.346829 nChanged 27 SP:Iteration 33Q (5204.868055 sec): 3 clusters Score: Raw -544921.439586 + Penalty 3174.419968 = -541747.019617 nChanged 32 SP:Iteration 34Q (5204.966672 sec): 3 clusters Score: Raw -544932.332283 + Penalty 3174.419968 = -541757.912315 nChanged 20 SP:Iteration 35Q (5205.056551 sec): 3 clusters Score: Raw -544938.911129 + Penalty 3174.419968 = -541764.491161 nChanged 14 SP:Iteration 36Q (5205.171160 sec): 3 clusters Score: Raw -544942.024833 + Penalty 3174.419968 = -541767.604864 nChanged 12 SP:Iteration 37Q (5205.265722 sec): 3 clusters Score: Raw -544944.625014 + Penalty 3174.419968 = -541770.205046 nChanged 10 SP:Iteration 38Q (5205.365492 sec): 3 clusters Score: Raw -544947.078966 + Penalty 3174.419968 = -541772.658998 nChanged 10 SP:Iteration 39Q (5205.461402 sec): 3 clusters Score: Raw -544949.744677 + Penalty 3174.419968 = -541775.324708 nChanged 7 SP:Iteration 40F (5205.556508 sec): 3 clusters Score: Raw -544951.366571 + Penalty 3174.419968 = -541776.946603 nChanged 4 SP:Iteration 41Q (5205.657216 sec): 3 clusters Score: Raw -544952.375119 + Penalty 3174.419968 = -541777.955151 nChanged 5 SP:Iteration 42Q (5205.747338 sec): 3 clusters Score: Raw -544953.626164 + Penalty 3174.419968 = -541779.206196 nChanged 5 SP:Iteration 43Q (5205.829035 sec): 3 clusters Score: Raw -544954.866982 + Penalty 3174.419968 = -541780.447014 nChanged 5 SP:Iteration 44Q (5205.942328 sec): 3 clusters Score: Raw -544956.357473 + Penalty 3174.419968 = -541781.937505 nChanged 11 SP:Iteration 45Q (5206.022010 sec): 3 clusters Score: Raw -544958.352595 + Penalty 3174.419968 = -541783.932627 nChanged 4 SP:Iteration 46Q (5206.119754 sec): 3 clusters Score: Raw -544959.210484 + Penalty 3174.419968 = -541784.790516 nChanged 5 SP:Iteration 47Q (5206.216379 sec): 3 clusters Score: Raw -544960.511888 + Penalty 3174.419968 = -541786.091920 nChanged 6 SP:Iteration 48Q (5206.341771 sec): 3 clusters Score: Raw -544962.049308 + Penalty 3174.419968 = -541787.629340 nChanged 2 SP:Iteration 49Q (5206.434884 sec): 3 clusters Score: Raw -544962.350455 + Penalty 3174.419968 = -541787.930487 nChanged 0 SP:Iteration 50F (5206.524544 sec): 3 clusters Score: Raw -544962.350455 + Penalty 3174.419968 = -541787.930487 nChanged 0 Trying to split cluster 26 (3567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5206.583349 sec): 2 clusters Score: Raw -161669.197643 + Penalty 1435.498773 = -160233.698871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5206.667702 sec): 3 clusters Score: Raw -159983.206375 + Penalty 2870.997545 = -157112.208830 nChanged 1381 SP:Iteration 1F (5206.750674 sec): 3 clusters Score: Raw -161100.272212 + Penalty 2870.997545 = -158229.274667 nChanged 370 SP:Iteration 2F (5206.835602 sec): 3 clusters Score: Raw -161492.977695 + Penalty 2870.997545 = -158621.980150 nChanged 276 SP:Iteration 3F (5206.912005 sec): 3 clusters Score: Raw -161775.693677 + Penalty 2870.997545 = -158904.696132 nChanged 192 SP:Iteration 4F (5207.000351 sec): 3 clusters Score: Raw -161960.428901 + Penalty 2870.997545 = -159089.431355 nChanged 148 SP:Iteration 5Q (5207.085411 sec): 3 clusters Score: Raw -162116.179682 + Penalty 2870.997545 = -159245.182137 nChanged 128 SP:Iteration 6Q (5207.194697 sec): 3 clusters Score: Raw -162258.562106 + Penalty 2870.997545 = -159387.564561 nChanged 113 SP:Iteration 7Q (5207.283850 sec): 3 clusters Score: Raw -162343.879256 + Penalty 2870.997545 = -159472.881711 nChanged 87 SP:Iteration 8Q (5207.371936 sec): 3 clusters Score: Raw -162399.482434 + Penalty 2870.997545 = -159528.484889 nChanged 77 SP:Iteration 9Q (5207.455648 sec): 3 clusters Score: Raw -162460.326423 + Penalty 2870.997545 = -159589.328877 nChanged 83 SP:Iteration 10Q (5207.521233 sec): 3 clusters Score: Raw -162514.403149 + Penalty 2870.997545 = -159643.405604 nChanged 56 SP:Iteration 11Q (5207.607091 sec): 3 clusters Score: Raw -162544.533289 + Penalty 2870.997545 = -159673.535744 nChanged 43 SP:Iteration 12Q (5207.710298 sec): 3 clusters Score: Raw -162567.586766 + Penalty 2870.997545 = -159696.589221 nChanged 33 SP:Iteration 13Q (5207.797139 sec): 3 clusters Score: Raw -162583.864513 + Penalty 2870.997545 = -159712.866968 nChanged 27 SP:Iteration 14Q (5207.875795 sec): 3 clusters Score: Raw -162599.576716 + Penalty 2870.997545 = -159728.579171 nChanged 20 SP:Iteration 15Q (5207.944441 sec): 3 clusters Score: Raw -162607.735617 + Penalty 2870.997545 = -159736.738072 nChanged 21 SP:Iteration 16Q (5208.029561 sec): 3 clusters Score: Raw -162616.077095 + Penalty 2870.997545 = -159745.079550 nChanged 18 SP:Iteration 17Q (5208.114981 sec): 3 clusters Score: Raw -162625.310930 + Penalty 2870.997545 = -159754.313385 nChanged 17 SP:Iteration 18Q (5208.202022 sec): 3 clusters Score: Raw -162632.074396 + Penalty 2870.997545 = -159761.076851 nChanged 14 SP:Iteration 19Q (5208.300185 sec): 3 clusters Score: Raw -162637.544970 + Penalty 2870.997545 = -159766.547425 nChanged 14 SP:Iteration 20F (5208.386287 sec): 3 clusters Score: Raw -162645.844253 + Penalty 2870.997545 = -159774.846708 nChanged 19 SP:Iteration 21Q (5208.475575 sec): 3 clusters Score: Raw -162657.856122 + Penalty 2870.997545 = -159786.858577 nChanged 19 SP:Iteration 22Q (5208.539614 sec): 3 clusters Score: Raw -162669.657254 + Penalty 2870.997545 = -159798.659709 nChanged 12 SP:Iteration 23Q (5208.623995 sec): 3 clusters Score: Raw -162678.627216 + Penalty 2870.997545 = -159807.629671 nChanged 13 SP:Iteration 24Q (5208.722870 sec): 3 clusters Score: Raw -162684.203303 + Penalty 2870.997545 = -159813.205758 nChanged 14 SP:Iteration 25Q (5208.813640 sec): 3 clusters Score: Raw -162689.935037 + Penalty 2870.997545 = -159818.937492 nChanged 7 SP:Iteration 26Q (5208.902339 sec): 3 clusters Score: Raw -162693.919487 + Penalty 2870.997545 = -159822.921942 nChanged 9 SP:Iteration 27Q (5208.992519 sec): 3 clusters Score: Raw -162697.359050 + Penalty 2870.997545 = -159826.361505 nChanged 7 SP:Iteration 28Q (5209.085898 sec): 3 clusters Score: Raw -162698.858802 + Penalty 2870.997545 = -159827.861257 nChanged 3 SP:Iteration 29Q (5209.158111 sec): 3 clusters Score: Raw -162699.840279 + Penalty 2870.997545 = -159828.842734 nChanged 3 SP:Iteration 30Q (5209.207258 sec): 3 clusters Score: Raw -162701.142873 + Penalty 2870.997545 = -159830.145328 nChanged 7 SP:Iteration 31Q (5209.237231 sec): 3 clusters Score: Raw -162705.633154 + Penalty 2870.997545 = -159834.635609 nChanged 10 SP:Iteration 32Q (5209.289015 sec): 3 clusters Score: Raw -162711.088737 + Penalty 2870.997545 = -159840.091192 nChanged 10 SP:Iteration 33Q (5209.403772 sec): 3 clusters Score: Raw -162715.000647 + Penalty 2870.997545 = -159844.003102 nChanged 4 SP:Iteration 34Q (5209.457858 sec): 3 clusters Score: Raw -162716.153099 + Penalty 2870.997545 = -159845.155554 nChanged 4 SP:Iteration 35Q (5209.543594 sec): 3 clusters Score: Raw -162717.351921 + Penalty 2870.997545 = -159846.354376 nChanged 4 SP:Iteration 36Q (5209.618433 sec): 3 clusters Score: Raw -162719.590291 + Penalty 2870.997545 = -159848.592746 nChanged 3 SP:Iteration 37Q (5209.708111 sec): 3 clusters Score: Raw -162720.274805 + Penalty 2870.997545 = -159849.277260 nChanged 5 SP:Iteration 38Q (5209.773791 sec): 3 clusters Score: Raw -162722.337773 + Penalty 2870.997545 = -159851.340228 nChanged 5 SP:Iteration 39Q (5209.866074 sec): 3 clusters Score: Raw -162724.538855 + Penalty 2870.997545 = -159853.541310 nChanged 2 SP:Iteration 40F (5209.959684 sec): 3 clusters Score: Raw -162725.505931 + Penalty 2870.997545 = -159854.508386 nChanged 1 SP:Iteration 41Q (5210.068920 sec): 3 clusters Score: Raw -162726.799867 + Penalty 2870.997545 = -159855.802322 nChanged 2 SP:Iteration 42Q (5210.157245 sec): 3 clusters Score: Raw -162727.622777 + Penalty 2870.997545 = -159856.625232 nChanged 4 SP:Iteration 43Q (5210.277667 sec): 3 clusters Score: Raw -162728.530501 + Penalty 2870.997545 = -159857.532956 nChanged 1 SP:Iteration 44Q (5210.358574 sec): 3 clusters Score: Raw -162728.656962 + Penalty 2870.997545 = -159857.659417 nChanged 1 SP:Iteration 45Q (5210.478313 sec): 3 clusters Score: Raw -162728.875589 + Penalty 2870.997545 = -159857.878044 nChanged 0 SP:Iteration 46F (5210.578732 sec): 3 clusters Score: Raw -162728.875589 + Penalty 2870.997545 = -159857.878044 nChanged 0 Trying to split cluster 27 (3980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5210.648810 sec): 2 clusters Score: Raw -244517.385962 + Penalty 1454.726011 = -243062.659952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5210.777758 sec): 3 clusters Score: Raw -242582.730431 + Penalty 2909.452021 = -239673.278410 nChanged 1511 SP:Iteration 1F (5210.876614 sec): 3 clusters Score: Raw -243469.302715 + Penalty 2909.452021 = -240559.850694 nChanged 305 SP:Iteration 2F (5210.983593 sec): 3 clusters Score: Raw -243637.951437 + Penalty 2909.452021 = -240728.499416 nChanged 209 SP:Iteration 3F (5211.083091 sec): 3 clusters Score: Raw -243766.016839 + Penalty 2909.452021 = -240856.564817 nChanged 169 SP:Iteration 4Q (5211.180952 sec): 3 clusters Score: Raw -243867.562866 + Penalty 2909.452021 = -240958.110844 nChanged 163 SP:Iteration 5Q (5211.309508 sec): 3 clusters Score: Raw -243969.387501 + Penalty 2909.452021 = -241059.935479 nChanged 172 SP:Iteration 6Q (5211.427028 sec): 3 clusters Score: Raw -244092.892943 + Penalty 2909.452021 = -241183.440922 nChanged 165 SP:Iteration 7Q (5211.545660 sec): 3 clusters Score: Raw -244220.650122 + Penalty 2909.452021 = -241311.198101 nChanged 146 SP:Iteration 8Q (5211.632297 sec): 3 clusters Score: Raw -244309.566520 + Penalty 2909.452021 = -241400.114498 nChanged 100 SP:Iteration 9Q (5211.727700 sec): 3 clusters Score: Raw -244368.065335 + Penalty 2909.452021 = -241458.613313 nChanged 86 SP:Iteration 10Q (5211.845175 sec): 3 clusters Score: Raw -244420.300902 + Penalty 2909.452021 = -241510.848881 nChanged 83 SP:Iteration 11Q (5211.947527 sec): 3 clusters Score: Raw -244472.469393 + Penalty 2909.452021 = -241563.017372 nChanged 62 SP:Iteration 12Q (5212.066902 sec): 3 clusters Score: Raw -244512.933238 + Penalty 2909.452021 = -241603.481216 nChanged 57 SP:Iteration 13Q (5212.173260 sec): 3 clusters Score: Raw -244543.340282 + Penalty 2909.452021 = -241633.888261 nChanged 31 SP:Iteration 14Q (5212.258419 sec): 3 clusters Score: Raw -244559.356366 + Penalty 2909.452021 = -241649.904344 nChanged 26 SP:Iteration 15Q (5212.370036 sec): 3 clusters Score: Raw -244572.982483 + Penalty 2909.452021 = -241663.530462 nChanged 29 SP:Iteration 16Q (5212.466115 sec): 3 clusters Score: Raw -244584.638714 + Penalty 2909.452021 = -241675.186692 nChanged 22 SP:Iteration 17Q (5212.557174 sec): 3 clusters Score: Raw -244595.304977 + Penalty 2909.452021 = -241685.852956 nChanged 26 SP:Iteration 18Q (5212.658721 sec): 3 clusters Score: Raw -244609.181593 + Penalty 2909.452021 = -241699.729571 nChanged 22 SP:Iteration 19Q (5212.770345 sec): 3 clusters Score: Raw -244619.264131 + Penalty 2909.452021 = -241709.812110 nChanged 18 SP:Iteration 20F (5212.851147 sec): 3 clusters Score: Raw -244628.314378 + Penalty 2909.452021 = -241718.862357 nChanged 12 SP:Iteration 21Q (5212.948841 sec): 3 clusters Score: Raw -244636.863003 + Penalty 2909.452021 = -241727.410982 nChanged 13 SP:Iteration 22Q (5213.054023 sec): 3 clusters Score: Raw -244646.096254 + Penalty 2909.452021 = -241736.644233 nChanged 16 SP:Iteration 23Q (5213.151583 sec): 3 clusters Score: Raw -244653.768715 + Penalty 2909.452021 = -241744.316693 nChanged 12 SP:Iteration 24Q (5213.239982 sec): 3 clusters Score: Raw -244659.416053 + Penalty 2909.452021 = -241749.964031 nChanged 10 SP:Iteration 25Q (5213.343013 sec): 3 clusters Score: Raw -244664.737603 + Penalty 2909.452021 = -241755.285581 nChanged 11 SP:Iteration 26Q (5213.436017 sec): 3 clusters Score: Raw -244669.519025 + Penalty 2909.452021 = -241760.067004 nChanged 15 SP:Iteration 27Q (5213.555650 sec): 3 clusters Score: Raw -244674.809028 + Penalty 2909.452021 = -241765.357007 nChanged 13 SP:Iteration 28Q (5213.642089 sec): 3 clusters Score: Raw -244680.792248 + Penalty 2909.452021 = -241771.340227 nChanged 4 SP:Iteration 29Q (5213.777684 sec): 3 clusters Score: Raw -244682.810570 + Penalty 2909.452021 = -241773.358549 nChanged 11 SP:Iteration 30Q (5213.862901 sec): 3 clusters Score: Raw -244688.168273 + Penalty 2909.452021 = -241778.716252 nChanged 8 SP:Iteration 31Q (5213.948808 sec): 3 clusters Score: Raw -244691.208881 + Penalty 2909.452021 = -241781.756859 nChanged 8 SP:Iteration 32Q (5214.027580 sec): 3 clusters Score: Raw -244694.820983 + Penalty 2909.452021 = -241785.368962 nChanged 10 SP:Iteration 33Q (5214.108323 sec): 3 clusters Score: Raw -244700.029917 + Penalty 2909.452021 = -241790.577895 nChanged 11 SP:Iteration 34Q (5214.191821 sec): 3 clusters Score: Raw -244708.039177 + Penalty 2909.452021 = -241798.587155 nChanged 17 SP:Iteration 35Q (5214.283867 sec): 3 clusters Score: Raw -244719.250660 + Penalty 2909.452021 = -241809.798639 nChanged 14 SP:Iteration 36Q (5214.353745 sec): 3 clusters Score: Raw -244727.694339 + Penalty 2909.452021 = -241818.242318 nChanged 11 SP:Iteration 37Q (5214.445052 sec): 3 clusters Score: Raw -244735.016895 + Penalty 2909.452021 = -241825.564874 nChanged 16 SP:Iteration 38Q (5214.535524 sec): 3 clusters Score: Raw -244745.653303 + Penalty 2909.452021 = -241836.201282 nChanged 11 SP:Iteration 39Q (5214.625516 sec): 3 clusters Score: Raw -244751.541783 + Penalty 2909.452021 = -241842.089761 nChanged 7 SP:Iteration 40F (5214.727421 sec): 3 clusters Score: Raw -244754.434206 + Penalty 2909.452021 = -241844.982185 nChanged 4 SP:Iteration 41Q (5214.793537 sec): 3 clusters Score: Raw -244755.789885 + Penalty 2909.452021 = -241846.337864 nChanged 3 SP:Iteration 42Q (5214.892309 sec): 3 clusters Score: Raw -244757.397620 + Penalty 2909.452021 = -241847.945598 nChanged 3 SP:Iteration 43Q (5214.972058 sec): 3 clusters Score: Raw -244759.893630 + Penalty 2909.452021 = -241850.441608 nChanged 2 SP:Iteration 44Q (5215.055362 sec): 3 clusters Score: Raw -244760.561271 + Penalty 2909.452021 = -241851.109249 nChanged 2 SP:Iteration 45Q (5215.152990 sec): 3 clusters Score: Raw -244761.464871 + Penalty 2909.452021 = -241852.012849 nChanged 2 SP:Iteration 46Q (5215.236519 sec): 3 clusters Score: Raw -244762.121274 + Penalty 2909.452021 = -241852.669253 nChanged 2 SP:Iteration 47Q (5215.304623 sec): 3 clusters Score: Raw -244763.562138 + Penalty 2909.452021 = -241854.110116 nChanged 3 SP:Iteration 48Q (5215.392783 sec): 3 clusters Score: Raw -244764.917549 + Penalty 2909.452021 = -241855.465528 nChanged 6 SP:Iteration 49Q (5215.475442 sec): 3 clusters Score: Raw -244767.828263 + Penalty 2909.452021 = -241858.376242 nChanged 5 SP:Iteration 50Q (5215.561159 sec): 3 clusters Score: Raw -244772.200477 + Penalty 2909.452021 = -241862.748456 nChanged 9 SP:Iteration 51Q (5215.642025 sec): 3 clusters Score: Raw -244775.662559 + Penalty 2909.452021 = -241866.210538 nChanged 3 SP:Iteration 52Q (5215.731301 sec): 3 clusters Score: Raw -244777.123748 + Penalty 2909.452021 = -241867.671726 nChanged 2 SP:Iteration 53Q (5215.819335 sec): 3 clusters Score: Raw -244777.728618 + Penalty 2909.452021 = -241868.276596 nChanged 1 SP:Iteration 54Q (5215.899665 sec): 3 clusters Score: Raw -244778.124881 + Penalty 2909.452021 = -241868.672860 nChanged 1 SP:Iteration 55Q (5215.966045 sec): 3 clusters Score: Raw -244778.522770 + Penalty 2909.452021 = -241869.070748 nChanged 2 SP:Iteration 56Q (5216.072190 sec): 3 clusters Score: Raw -244779.027081 + Penalty 2909.452021 = -241869.575059 nChanged 1 SP:Iteration 57Q (5216.139948 sec): 3 clusters Score: Raw -244779.279719 + Penalty 2909.452021 = -241869.827697 nChanged 0 SP:Iteration 58F (5216.233169 sec): 3 clusters Score: Raw -244779.279719 + Penalty 2909.452021 = -241869.827697 nChanged 0 Trying to split cluster 28 (4920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5216.295665 sec): 2 clusters Score: Raw -264596.577381 + Penalty 1491.936699 = -263104.640682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5216.391141 sec): 3 clusters Score: Raw -262142.574792 + Penalty 2983.873397 = -259158.701395 nChanged 1903 SP:Iteration 1F (5216.486154 sec): 3 clusters Score: Raw -263388.101920 + Penalty 2983.873397 = -260404.228523 nChanged 446 SP:Iteration 2F (5216.569495 sec): 3 clusters Score: Raw -263696.528479 + Penalty 2983.873397 = -260712.655081 nChanged 301 SP:Iteration 3F (5216.671887 sec): 3 clusters Score: Raw -263899.628069 + Penalty 2983.873397 = -260915.754672 nChanged 246 SP:Iteration 4Q (5216.744895 sec): 3 clusters Score: Raw -264019.410642 + Penalty 2983.873397 = -261035.537245 nChanged 176 SP:Iteration 5Q (5216.830344 sec): 3 clusters Score: Raw -264105.200473 + Penalty 2983.873397 = -261121.327075 nChanged 150 SP:Iteration 6Q (5216.935566 sec): 3 clusters Score: Raw -264183.042198 + Penalty 2983.873397 = -261199.168801 nChanged 138 SP:Iteration 7Q (5217.017428 sec): 3 clusters Score: Raw -264251.972229 + Penalty 2983.873397 = -261268.098832 nChanged 121 SP:Iteration 8Q (5217.086572 sec): 3 clusters Score: Raw -264314.711763 + Penalty 2983.873397 = -261330.838366 nChanged 101 SP:Iteration 9Q (5217.184772 sec): 3 clusters Score: Raw -264359.315767 + Penalty 2983.873397 = -261375.442370 nChanged 81 SP:Iteration 10Q (5217.268676 sec): 3 clusters Score: Raw -264394.439155 + Penalty 2983.873397 = -261410.565758 nChanged 83 SP:Iteration 11Q (5217.350922 sec): 3 clusters Score: Raw -264434.841836 + Penalty 2983.873397 = -261450.968439 nChanged 91 SP:Iteration 12Q (5217.439543 sec): 3 clusters Score: Raw -264472.244513 + Penalty 2983.873397 = -261488.371116 nChanged 75 SP:Iteration 13Q (5217.523051 sec): 3 clusters Score: Raw -264505.817954 + Penalty 2983.873397 = -261521.944557 nChanged 75 SP:Iteration 14Q (5217.595942 sec): 3 clusters Score: Raw -264535.525244 + Penalty 2983.873397 = -261551.651847 nChanged 81 SP:Iteration 15Q (5217.693525 sec): 3 clusters Score: Raw -264569.236783 + Penalty 2983.873397 = -261585.363385 nChanged 83 SP:Iteration 16Q (5217.791811 sec): 3 clusters Score: Raw -264602.679843 + Penalty 2983.873397 = -261618.806446 nChanged 80 SP:Iteration 17Q (5217.883775 sec): 3 clusters Score: Raw -264641.501669 + Penalty 2983.873397 = -261657.628272 nChanged 86 SP:Iteration 18Q (5217.973730 sec): 3 clusters Score: Raw -264685.558086 + Penalty 2983.873397 = -261701.684689 nChanged 95 SP:Iteration 19Q (5218.057388 sec): 3 clusters Score: Raw -264744.076272 + Penalty 2983.873397 = -261760.202875 nChanged 96 SP:Iteration 20F (5218.147567 sec): 3 clusters Score: Raw -264797.783412 + Penalty 2983.873397 = -261813.910015 nChanged 82 SP:Iteration 21Q (5218.235836 sec): 3 clusters Score: Raw -264840.456567 + Penalty 2983.873397 = -261856.583170 nChanged 66 SP:Iteration 22Q (5218.335089 sec): 3 clusters Score: Raw -264876.106314 + Penalty 2983.873397 = -261892.232917 nChanged 67 SP:Iteration 23Q (5218.431528 sec): 3 clusters Score: Raw -264907.702365 + Penalty 2983.873397 = -261923.828968 nChanged 56 SP:Iteration 24Q (5218.505922 sec): 3 clusters Score: Raw -264931.695358 + Penalty 2983.873397 = -261947.821961 nChanged 58 SP:Iteration 25Q (5218.614313 sec): 3 clusters Score: Raw -264955.096484 + Penalty 2983.873397 = -261971.223087 nChanged 44 SP:Iteration 26Q (5218.702511 sec): 3 clusters Score: Raw -264975.263061 + Penalty 2983.873397 = -261991.389664 nChanged 44 SP:Iteration 27Q (5218.784585 sec): 3 clusters Score: Raw -264994.001186 + Penalty 2983.873397 = -262010.127789 nChanged 42 SP:Iteration 28Q (5218.880621 sec): 3 clusters Score: Raw -265009.137677 + Penalty 2983.873397 = -262025.264280 nChanged 33 SP:Iteration 29Q (5218.973902 sec): 3 clusters Score: Raw -265019.428526 + Penalty 2983.873397 = -262035.555129 nChanged 24 SP:Iteration 30Q (5219.045492 sec): 3 clusters Score: Raw -265029.905567 + Penalty 2983.873397 = -262046.032170 nChanged 28 SP:Iteration 31Q (5219.150782 sec): 3 clusters Score: Raw -265037.959722 + Penalty 2983.873397 = -262054.086325 nChanged 24 SP:Iteration 32Q (5219.220917 sec): 3 clusters Score: Raw -265044.990697 + Penalty 2983.873397 = -262061.117300 nChanged 22 SP:Iteration 33Q (5219.330081 sec): 3 clusters Score: Raw -265052.367062 + Penalty 2983.873397 = -262068.493664 nChanged 24 SP:Iteration 34Q (5219.419695 sec): 3 clusters Score: Raw -265059.261266 + Penalty 2983.873397 = -262075.387869 nChanged 22 SP:Iteration 35Q (5219.510245 sec): 3 clusters Score: Raw -265064.157015 + Penalty 2983.873397 = -262080.283618 nChanged 7 SP:Iteration 36Q (5219.593682 sec): 3 clusters Score: Raw -265067.302215 + Penalty 2983.873397 = -262083.428818 nChanged 16 SP:Iteration 37Q (5219.671201 sec): 3 clusters Score: Raw -265072.571038 + Penalty 2983.873397 = -262088.697641 nChanged 7 SP:Iteration 38Q (5219.743080 sec): 3 clusters Score: Raw -265074.602556 + Penalty 2983.873397 = -262090.729159 nChanged 4 SP:Iteration 39Q (5219.829781 sec): 3 clusters Score: Raw -265075.797977 + Penalty 2983.873397 = -262091.924580 nChanged 8 SP:Iteration 40F (5219.923462 sec): 3 clusters Score: Raw -265077.719436 + Penalty 2983.873397 = -262093.846039 nChanged 8 SP:Iteration 41Q (5220.004834 sec): 3 clusters Score: Raw -265079.818675 + Penalty 2983.873397 = -262095.945278 nChanged 8 SP:Iteration 42Q (5220.096043 sec): 3 clusters Score: Raw -265082.426817 + Penalty 2983.873397 = -262098.553420 nChanged 6 SP:Iteration 43Q (5220.160140 sec): 3 clusters Score: Raw -265083.235047 + Penalty 2983.873397 = -262099.361650 nChanged 2 SP:Iteration 44Q (5220.263474 sec): 3 clusters Score: Raw -265083.708812 + Penalty 2983.873397 = -262099.835415 nChanged 2 SP:Iteration 45Q (5220.325185 sec): 3 clusters Score: Raw -265084.025726 + Penalty 2983.873397 = -262100.152329 nChanged 4 SP:Iteration 46Q (5220.408307 sec): 3 clusters Score: Raw -265084.737474 + Penalty 2983.873397 = -262100.864076 nChanged 4 SP:Iteration 47Q (5220.490451 sec): 3 clusters Score: Raw -265085.495272 + Penalty 2983.873397 = -262101.621874 nChanged 4 SP:Iteration 48Q (5220.574721 sec): 3 clusters Score: Raw -265086.638213 + Penalty 2983.873397 = -262102.764815 nChanged 3 SP:Iteration 49Q (5220.688271 sec): 3 clusters Score: Raw -265087.287501 + Penalty 2983.873397 = -262103.414104 nChanged 4 SP:Iteration 50Q (5220.774806 sec): 3 clusters Score: Raw -265087.638992 + Penalty 2983.873397 = -262103.765595 nChanged 4 SP:Iteration 51Q (5220.866232 sec): 3 clusters Score: Raw -265088.297125 + Penalty 2983.873397 = -262104.423728 nChanged 1 SP:Iteration 52Q (5220.934613 sec): 3 clusters Score: Raw -265088.518252 + Penalty 2983.873397 = -262104.644855 nChanged 1 SP:Iteration 53Q (5221.024513 sec): 3 clusters Score: Raw -265088.683431 + Penalty 2983.873397 = -262104.810034 nChanged 2 SP:Iteration 54Q (5221.104747 sec): 3 clusters Score: Raw -265088.928017 + Penalty 2983.873397 = -262105.054620 nChanged 2 SP:Iteration 55Q (5221.187402 sec): 3 clusters Score: Raw -265089.293865 + Penalty 2983.873397 = -262105.420468 nChanged 2 SP:Iteration 56Q (5221.279797 sec): 3 clusters Score: Raw -265089.561846 + Penalty 2983.873397 = -262105.688449 nChanged 2 SP:Iteration 57Q (5221.385815 sec): 3 clusters Score: Raw -265090.808245 + Penalty 2983.873397 = -262106.934848 nChanged 6 SP:Iteration 58Q (5221.461097 sec): 3 clusters Score: Raw -265092.411776 + Penalty 2983.873397 = -262108.538379 nChanged 3 SP:Iteration 59Q (5221.560489 sec): 3 clusters Score: Raw -265092.972097 + Penalty 2983.873397 = -262109.098700 nChanged 5 SP:Iteration 60F (5221.637861 sec): 3 clusters Score: Raw -265093.829707 + Penalty 2983.873397 = -262109.956310 nChanged 6 SP:Iteration 61Q (5221.717062 sec): 3 clusters Score: Raw -265095.154765 + Penalty 2983.873397 = -262111.281368 nChanged 5 SP:Iteration 62Q (5221.802503 sec): 3 clusters Score: Raw -265095.893618 + Penalty 2983.873397 = -262112.020221 nChanged 3 SP:Iteration 63Q (5221.901544 sec): 3 clusters Score: Raw -265097.151845 + Penalty 2983.873397 = -262113.278448 nChanged 3 SP:Iteration 64Q (5221.983794 sec): 3 clusters Score: Raw -265098.002119 + Penalty 2983.873397 = -262114.128722 nChanged 2 SP:Iteration 65Q (5222.071864 sec): 3 clusters Score: Raw -265099.052660 + Penalty 2983.873397 = -262115.179263 nChanged 9 SP:Iteration 66Q (5222.152196 sec): 3 clusters Score: Raw -265101.966301 + Penalty 2983.873397 = -262118.092904 nChanged 10 SP:Iteration 67Q (5222.244466 sec): 3 clusters Score: Raw -265104.218615 + Penalty 2983.873397 = -262120.345218 nChanged 5 SP:Iteration 68Q (5222.335164 sec): 3 clusters Score: Raw -265105.219297 + Penalty 2983.873397 = -262121.345900 nChanged 6 SP:Iteration 69Q (5222.436189 sec): 3 clusters Score: Raw -265106.751344 + Penalty 2983.873397 = -262122.877947 nChanged 7 SP:Iteration 70Q (5222.527313 sec): 3 clusters Score: Raw -265108.771935 + Penalty 2983.873397 = -262124.898538 nChanged 6 SP:Iteration 71Q (5222.616232 sec): 3 clusters Score: Raw -265110.556869 + Penalty 2983.873397 = -262126.683472 nChanged 4 SP:Iteration 72Q (5222.709639 sec): 3 clusters Score: Raw -265111.998408 + Penalty 2983.873397 = -262128.125011 nChanged 7 SP:Iteration 73Q (5222.796429 sec): 3 clusters Score: Raw -265113.670604 + Penalty 2983.873397 = -262129.797207 nChanged 7 SP:Iteration 74Q (5222.895967 sec): 3 clusters Score: Raw -265115.272167 + Penalty 2983.873397 = -262131.398770 nChanged 6 SP:Iteration 75Q (5222.982672 sec): 3 clusters Score: Raw -265116.562892 + Penalty 2983.873397 = -262132.689495 nChanged 8 SP:Iteration 76Q (5223.052694 sec): 3 clusters Score: Raw -265118.554155 + Penalty 2983.873397 = -262134.680758 nChanged 7 SP:Iteration 77Q (5223.154202 sec): 3 clusters Score: Raw -265119.896532 + Penalty 2983.873397 = -262136.023135 nChanged 6 SP:Iteration 78Q (5223.226703 sec): 3 clusters Score: Raw -265121.193362 + Penalty 2983.873397 = -262137.319964 nChanged 5 SP:Iteration 79Q (5223.333709 sec): 3 clusters Score: Raw -265122.322036 + Penalty 2983.873397 = -262138.448639 nChanged 6 SP:Iteration 80F (5223.399320 sec): 3 clusters Score: Raw -265123.405780 + Penalty 2983.873397 = -262139.532383 nChanged 8 SP:Iteration 81Q (5223.502861 sec): 3 clusters Score: Raw -265125.561695 + Penalty 2983.873397 = -262141.688298 nChanged 5 SP:Iteration 82Q (5223.585723 sec): 3 clusters Score: Raw -265126.579662 + Penalty 2983.873397 = -262142.706265 nChanged 7 SP:Iteration 83Q (5223.672049 sec): 3 clusters Score: Raw -265128.191961 + Penalty 2983.873397 = -262144.318564 nChanged 4 SP:Iteration 84Q (5223.771930 sec): 3 clusters Score: Raw -265128.987747 + Penalty 2983.873397 = -262145.114349 nChanged 5 SP:Iteration 85Q (5223.821791 sec): 3 clusters Score: Raw -265129.939620 + Penalty 2983.873397 = -262146.066223 nChanged 3 SP:Iteration 86Q (5223.929961 sec): 3 clusters Score: Raw -265130.325155 + Penalty 2983.873397 = -262146.451758 nChanged 4 SP:Iteration 87Q (5224.027463 sec): 3 clusters Score: Raw -265130.894042 + Penalty 2983.873397 = -262147.020645 nChanged 5 SP:Iteration 88Q (5224.156783 sec): 3 clusters Score: Raw -265132.568675 + Penalty 2983.873397 = -262148.695278 nChanged 7 SP:Iteration 89Q (5224.230332 sec): 3 clusters Score: Raw -265133.706005 + Penalty 2983.873397 = -262149.832608 nChanged 7 SP:Iteration 90Q (5224.356953 sec): 3 clusters Score: Raw -265134.996398 + Penalty 2983.873397 = -262151.123000 nChanged 3 SP:Iteration 91Q (5224.461955 sec): 3 clusters Score: Raw -265135.508140 + Penalty 2983.873397 = -262151.634743 nChanged 3 SP:Iteration 92Q (5224.566746 sec): 3 clusters Score: Raw -265136.070962 + Penalty 2983.873397 = -262152.197565 nChanged 2 SP:Iteration 93Q (5224.673511 sec): 3 clusters Score: Raw -265136.651964 + Penalty 2983.873397 = -262152.778567 nChanged 2 SP:Iteration 94Q (5224.783176 sec): 3 clusters Score: Raw -265136.815193 + Penalty 2983.873397 = -262152.941796 nChanged 0 SP:Iteration 95F (5224.889730 sec): 3 clusters Score: Raw -265136.815193 + Penalty 2983.873397 = -262152.941796 nChanged 0 Trying to split cluster 29 (8487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5224.955021 sec): 2 clusters Score: Raw -594493.477823 + Penalty 1587.624046 = -592905.853778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5225.062219 sec): 3 clusters Score: Raw -589872.149659 + Penalty 3175.248092 = -586696.901567 nChanged 3578 SP:Iteration 1F (5225.209153 sec): 3 clusters Score: Raw -591998.838632 + Penalty 3175.248092 = -588823.590540 nChanged 641 SP:Iteration 2F (5225.302255 sec): 3 clusters Score: Raw -592387.599124 + Penalty 3175.248092 = -589212.351032 nChanged 548 SP:Iteration 3F (5225.410668 sec): 3 clusters Score: Raw -592698.014919 + Penalty 3175.248092 = -589522.766827 nChanged 445 SP:Iteration 4F (5225.529730 sec): 3 clusters Score: Raw -592910.045256 + Penalty 3175.248092 = -589734.797164 nChanged 344 SP:Iteration 5Q (5225.655454 sec): 3 clusters Score: Raw -593072.177748 + Penalty 3175.248092 = -589896.929656 nChanged 296 SP:Iteration 6Q (5225.787351 sec): 3 clusters Score: Raw -593195.463828 + Penalty 3175.248092 = -590020.215736 nChanged 260 SP:Iteration 7Q (5225.924336 sec): 3 clusters Score: Raw -593302.564159 + Penalty 3175.248092 = -590127.316067 nChanged 219 SP:Iteration 8Q (5226.056901 sec): 3 clusters Score: Raw -593390.489930 + Penalty 3175.248092 = -590215.241839 nChanged 209 SP:Iteration 9Q (5226.192366 sec): 3 clusters Score: Raw -593473.523491 + Penalty 3175.248092 = -590298.275400 nChanged 196 SP:Iteration 10Q (5226.317129 sec): 3 clusters Score: Raw -593555.757348 + Penalty 3175.248092 = -590380.509256 nChanged 200 SP:Iteration 11Q (5226.445926 sec): 3 clusters Score: Raw -593633.396621 + Penalty 3175.248092 = -590458.148529 nChanged 198 SP:Iteration 12Q (5226.567147 sec): 3 clusters Score: Raw -593714.328077 + Penalty 3175.248092 = -590539.079986 nChanged 189 SP:Iteration 13Q (5226.681152 sec): 3 clusters Score: Raw -593797.840488 + Penalty 3175.248092 = -590622.592396 nChanged 213 SP:Iteration 14Q (5226.806193 sec): 3 clusters Score: Raw -593898.119464 + Penalty 3175.248092 = -590722.871372 nChanged 191 SP:Iteration 15Q (5226.938242 sec): 3 clusters Score: Raw -593994.001048 + Penalty 3175.248092 = -590818.752956 nChanged 193 SP:Iteration 16Q (5227.055832 sec): 3 clusters Score: Raw -594093.087774 + Penalty 3175.248092 = -590917.839683 nChanged 175 SP:Iteration 17Q (5227.182256 sec): 3 clusters Score: Raw -594182.880971 + Penalty 3175.248092 = -591007.632880 nChanged 173 SP:Iteration 18Q (5227.305940 sec): 3 clusters Score: Raw -594277.622680 + Penalty 3175.248092 = -591102.374588 nChanged 152 SP:Iteration 19Q (5227.423121 sec): 3 clusters Score: Raw -594361.060359 + Penalty 3175.248092 = -591185.812267 nChanged 128 SP:Iteration 20F (5227.543547 sec): 3 clusters Score: Raw -594430.252715 + Penalty 3175.248092 = -591255.004623 nChanged 96 SP:Iteration 21Q (5227.663061 sec): 3 clusters Score: Raw -594476.525560 + Penalty 3175.248092 = -591301.277468 nChanged 64 SP:Iteration 22Q (5227.776127 sec): 3 clusters Score: Raw -594512.786005 + Penalty 3175.248092 = -591337.537914 nChanged 59 SP:Iteration 23Q (5227.897824 sec): 3 clusters Score: Raw -594550.750837 + Penalty 3175.248092 = -591375.502745 nChanged 51 SP:Iteration 24Q (5227.998521 sec): 3 clusters Score: Raw -594580.013223 + Penalty 3175.248092 = -591404.765131 nChanged 48 SP:Iteration 25Q (5228.093089 sec): 3 clusters Score: Raw -594610.341835 + Penalty 3175.248092 = -591435.093743 nChanged 30 SP:Iteration 26Q (5228.195943 sec): 3 clusters Score: Raw -594627.184192 + Penalty 3175.248092 = -591451.936100 nChanged 23 SP:Iteration 27Q (5228.301485 sec): 3 clusters Score: Raw -594640.058643 + Penalty 3175.248092 = -591464.810551 nChanged 26 SP:Iteration 28Q (5228.399291 sec): 3 clusters Score: Raw -594657.334391 + Penalty 3175.248092 = -591482.086299 nChanged 20 SP:Iteration 29Q (5228.480617 sec): 3 clusters Score: Raw -594671.308214 + Penalty 3175.248092 = -591496.060122 nChanged 15 SP:Iteration 30Q (5228.600600 sec): 3 clusters Score: Raw -594679.105946 + Penalty 3175.248092 = -591503.857854 nChanged 17 SP:Iteration 31Q (5228.687418 sec): 3 clusters Score: Raw -594688.672958 + Penalty 3175.248092 = -591513.424866 nChanged 14 SP:Iteration 32Q (5228.787924 sec): 3 clusters Score: Raw -594698.796479 + Penalty 3175.248092 = -591523.548388 nChanged 9 SP:Iteration 33Q (5228.882010 sec): 3 clusters Score: Raw -594703.816692 + Penalty 3175.248092 = -591528.568600 nChanged 4 SP:Iteration 34Q (5228.965931 sec): 3 clusters Score: Raw -594706.145158 + Penalty 3175.248092 = -591530.897066 nChanged 6 SP:Iteration 35Q (5229.066913 sec): 3 clusters Score: Raw -594710.779421 + Penalty 3175.248092 = -591535.531329 nChanged 5 SP:Iteration 36Q (5229.165837 sec): 3 clusters Score: Raw -594712.896791 + Penalty 3175.248092 = -591537.648699 nChanged 3 SP:Iteration 37Q (5229.268816 sec): 3 clusters Score: Raw -594714.538840 + Penalty 3175.248092 = -591539.290749 nChanged 2 SP:Iteration 38Q (5229.382989 sec): 3 clusters Score: Raw -594715.873351 + Penalty 3175.248092 = -591540.625259 nChanged 1 SP:Iteration 39Q (5229.492787 sec): 3 clusters Score: Raw -594716.580479 + Penalty 3175.248092 = -591541.332387 nChanged 1 SP:Iteration 40F (5229.579456 sec): 3 clusters Score: Raw -594717.247850 + Penalty 3175.248092 = -591541.999758 nChanged 2 SP:Iteration 41Q (5229.701330 sec): 3 clusters Score: Raw -594718.088555 + Penalty 3175.248092 = -591542.840463 nChanged 3 SP:Iteration 42Q (5229.806531 sec): 3 clusters Score: Raw -594720.151824 + Penalty 3175.248092 = -591544.903733 nChanged 1 SP:Iteration 43Q (5229.898738 sec): 3 clusters Score: Raw -594720.700810 + Penalty 3175.248092 = -591545.452718 nChanged 2 SP:Iteration 44Q (5230.020986 sec): 3 clusters Score: Raw -594722.935127 + Penalty 3175.248092 = -591547.687035 nChanged 3 SP:Iteration 45Q (5230.115777 sec): 3 clusters Score: Raw -594724.200776 + Penalty 3175.248092 = -591548.952684 nChanged 3 SP:Iteration 46Q (5230.218271 sec): 3 clusters Score: Raw -594725.057712 + Penalty 3175.248092 = -591549.809620 nChanged 0 SP:Iteration 47F (5230.333500 sec): 3 clusters Score: Raw -594725.057712 + Penalty 3175.248092 = -591549.809620 nChanged 0 Trying to split cluster 30 (2392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5230.397562 sec): 2 clusters Score: Raw -125638.924015 + Penalty 1365.369838 = -124273.554177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5230.496656 sec): 3 clusters Score: Raw -124614.478437 + Penalty 2730.739675 = -121883.738761 nChanged 856 SP:Iteration 1F (5230.572972 sec): 3 clusters Score: Raw -125316.741636 + Penalty 2730.739675 = -122586.001960 nChanged 233 SP:Iteration 2F (5230.683825 sec): 3 clusters Score: Raw -125603.876583 + Penalty 2730.739675 = -122873.136908 nChanged 174 SP:Iteration 3F (5230.776456 sec): 3 clusters Score: Raw -125833.980000 + Penalty 2730.739675 = -123103.240325 nChanged 175 SP:Iteration 4F (5230.866662 sec): 3 clusters Score: Raw -126028.334167 + Penalty 2730.739675 = -123297.594492 nChanged 127 SP:Iteration 5F (5230.939873 sec): 3 clusters Score: Raw -126147.038053 + Penalty 2730.739675 = -123416.298377 nChanged 96 SP:Iteration 6Q (5231.040167 sec): 3 clusters Score: Raw -126232.349639 + Penalty 2730.739675 = -123501.609963 nChanged 62 SP:Iteration 7Q (5231.121956 sec): 3 clusters Score: Raw -126281.142001 + Penalty 2730.739675 = -123550.402326 nChanged 45 SP:Iteration 8Q (5231.236981 sec): 3 clusters Score: Raw -126314.273767 + Penalty 2730.739675 = -123583.534091 nChanged 42 SP:Iteration 9Q (5231.349775 sec): 3 clusters Score: Raw -126342.646410 + Penalty 2730.739675 = -123611.906735 nChanged 34 SP:Iteration 10Q (5231.433279 sec): 3 clusters Score: Raw -126365.817202 + Penalty 2730.739675 = -123635.077527 nChanged 27 SP:Iteration 11Q (5231.526340 sec): 3 clusters Score: Raw -126381.940458 + Penalty 2730.739675 = -123651.200783 nChanged 26 SP:Iteration 12Q (5231.624793 sec): 3 clusters Score: Raw -126396.300530 + Penalty 2730.739675 = -123665.560855 nChanged 19 SP:Iteration 13Q (5231.706191 sec): 3 clusters Score: Raw -126403.961164 + Penalty 2730.739675 = -123673.221489 nChanged 14 SP:Iteration 14Q (5231.773939 sec): 3 clusters Score: Raw -126413.782643 + Penalty 2730.739675 = -123683.042967 nChanged 22 SP:Iteration 15Q (5231.872978 sec): 3 clusters Score: Raw -126424.570880 + Penalty 2730.739675 = -123693.831205 nChanged 21 SP:Iteration 16Q (5231.942912 sec): 3 clusters Score: Raw -126434.643515 + Penalty 2730.739675 = -123703.903840 nChanged 17 SP:Iteration 17Q (5232.044598 sec): 3 clusters Score: Raw -126445.858983 + Penalty 2730.739675 = -123715.119307 nChanged 20 SP:Iteration 18Q (5232.129621 sec): 3 clusters Score: Raw -126459.349580 + Penalty 2730.739675 = -123728.609905 nChanged 20 SP:Iteration 19Q (5232.215773 sec): 3 clusters Score: Raw -126473.605704 + Penalty 2730.739675 = -123742.866029 nChanged 21 SP:Iteration 20F (5232.285236 sec): 3 clusters Score: Raw -126490.024835 + Penalty 2730.739675 = -123759.285159 nChanged 17 SP:Iteration 21Q (5232.343600 sec): 3 clusters Score: Raw -126503.248927 + Penalty 2730.739675 = -123772.509251 nChanged 17 SP:Iteration 22Q (5232.444809 sec): 3 clusters Score: Raw -126515.974221 + Penalty 2730.739675 = -123785.234546 nChanged 12 SP:Iteration 23Q (5232.510450 sec): 3 clusters Score: Raw -126523.192963 + Penalty 2730.739675 = -123792.453287 nChanged 5 SP:Iteration 24Q (5232.609060 sec): 3 clusters Score: Raw -126526.057873 + Penalty 2730.739675 = -123795.318197 nChanged 8 SP:Iteration 25Q (5232.690216 sec): 3 clusters Score: Raw -126530.343714 + Penalty 2730.739675 = -123799.604039 nChanged 7 SP:Iteration 26Q (5232.769457 sec): 3 clusters Score: Raw -126534.020366 + Penalty 2730.739675 = -123803.280690 nChanged 5 SP:Iteration 27Q (5232.844478 sec): 3 clusters Score: Raw -126535.952767 + Penalty 2730.739675 = -123805.213092 nChanged 3 SP:Iteration 28Q (5232.917137 sec): 3 clusters Score: Raw -126538.256793 + Penalty 2730.739675 = -123807.517118 nChanged 4 SP:Iteration 29Q (5232.992457 sec): 3 clusters Score: Raw -126539.286721 + Penalty 2730.739675 = -123808.547046 nChanged 2 SP:Iteration 30Q (5233.079606 sec): 3 clusters Score: Raw -126539.985624 + Penalty 2730.739675 = -123809.245949 nChanged 1 SP:Iteration 31Q (5233.162461 sec): 3 clusters Score: Raw -126540.259054 + Penalty 2730.739675 = -123809.519378 nChanged 0 SP:Iteration 32F (5233.245996 sec): 3 clusters Score: Raw -126540.259054 + Penalty 2730.739675 = -123809.519378 nChanged 0 Trying to split cluster 31 (6956 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5233.287755 sec): 2 clusters Score: Raw -458474.463839 + Penalty 1552.711658 = -456921.752181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5233.393903 sec): 3 clusters Score: Raw -454772.317937 + Penalty 3105.423316 = -451666.894620 nChanged 2876 SP:Iteration 1F (5233.483965 sec): 3 clusters Score: Raw -456491.657095 + Penalty 3105.423316 = -453386.233779 nChanged 534 SP:Iteration 2F (5233.581709 sec): 3 clusters Score: Raw -456802.423369 + Penalty 3105.423316 = -453697.000053 nChanged 403 SP:Iteration 3F (5233.668198 sec): 3 clusters Score: Raw -457018.407465 + Penalty 3105.423316 = -453912.984149 nChanged 305 SP:Iteration 4Q (5233.761212 sec): 3 clusters Score: Raw -457173.435589 + Penalty 3105.423316 = -454068.012273 nChanged 264 SP:Iteration 5Q (5233.855980 sec): 3 clusters Score: Raw -457311.918842 + Penalty 3105.423316 = -454206.495526 nChanged 241 SP:Iteration 6Q (5233.941971 sec): 3 clusters Score: Raw -457446.997391 + Penalty 3105.423316 = -454341.574075 nChanged 242 SP:Iteration 7Q (5234.049240 sec): 3 clusters Score: Raw -457576.290427 + Penalty 3105.423316 = -454470.867111 nChanged 219 SP:Iteration 8Q (5234.147968 sec): 3 clusters Score: Raw -457700.659311 + Penalty 3105.423316 = -454595.235994 nChanged 239 SP:Iteration 9Q (5234.245107 sec): 3 clusters Score: Raw -457841.267404 + Penalty 3105.423316 = -454735.844088 nChanged 222 SP:Iteration 10Q (5234.327974 sec): 3 clusters Score: Raw -457972.238432 + Penalty 3105.423316 = -454866.815116 nChanged 207 SP:Iteration 11Q (5234.426668 sec): 3 clusters Score: Raw -458094.193894 + Penalty 3105.423316 = -454988.770578 nChanged 204 SP:Iteration 12Q (5234.506017 sec): 3 clusters Score: Raw -458225.815369 + Penalty 3105.423316 = -455120.392052 nChanged 185 SP:Iteration 13Q (5234.597250 sec): 3 clusters Score: Raw -458326.826869 + Penalty 3105.423316 = -455221.403553 nChanged 157 SP:Iteration 14Q (5234.689957 sec): 3 clusters Score: Raw -458397.624197 + Penalty 3105.423316 = -455292.200881 nChanged 112 SP:Iteration 15Q (5234.800141 sec): 3 clusters Score: Raw -458439.645064 + Penalty 3105.423316 = -455334.221748 nChanged 83 SP:Iteration 16Q (5234.886308 sec): 3 clusters Score: Raw -458464.777005 + Penalty 3105.423316 = -455359.353689 nChanged 64 SP:Iteration 17Q (5234.986258 sec): 3 clusters Score: Raw -458488.231626 + Penalty 3105.423316 = -455382.808310 nChanged 75 SP:Iteration 18Q (5235.066310 sec): 3 clusters Score: Raw -458515.179617 + Penalty 3105.423316 = -455409.756301 nChanged 75 SP:Iteration 19Q (5235.144502 sec): 3 clusters Score: Raw -458538.656318 + Penalty 3105.423316 = -455433.233001 nChanged 65 SP:Iteration 20F (5235.253353 sec): 3 clusters Score: Raw -458557.817204 + Penalty 3105.423316 = -455452.393888 nChanged 65 SP:Iteration 21Q (5235.347854 sec): 3 clusters Score: Raw -458577.987000 + Penalty 3105.423316 = -455472.563684 nChanged 57 SP:Iteration 22Q (5235.421712 sec): 3 clusters Score: Raw -458597.045958 + Penalty 3105.423316 = -455491.622642 nChanged 65 SP:Iteration 23Q (5235.531234 sec): 3 clusters Score: Raw -458623.950924 + Penalty 3105.423316 = -455518.527608 nChanged 72 SP:Iteration 24Q (5235.616019 sec): 3 clusters Score: Raw -458647.933953 + Penalty 3105.423316 = -455542.510637 nChanged 68 SP:Iteration 25Q (5235.713204 sec): 3 clusters Score: Raw -458673.628737 + Penalty 3105.423316 = -455568.205421 nChanged 62 SP:Iteration 26Q (5235.808323 sec): 3 clusters Score: Raw -458697.026536 + Penalty 3105.423316 = -455591.603220 nChanged 58 SP:Iteration 27Q (5235.873452 sec): 3 clusters Score: Raw -458720.104336 + Penalty 3105.423316 = -455614.681020 nChanged 60 SP:Iteration 28Q (5235.985438 sec): 3 clusters Score: Raw -458745.100458 + Penalty 3105.423316 = -455639.677142 nChanged 62 SP:Iteration 29Q (5236.074226 sec): 3 clusters Score: Raw -458765.900802 + Penalty 3105.423316 = -455660.477486 nChanged 45 SP:Iteration 30Q (5236.162447 sec): 3 clusters Score: Raw -458782.603678 + Penalty 3105.423316 = -455677.180362 nChanged 50 SP:Iteration 31Q (5236.234110 sec): 3 clusters Score: Raw -458804.647294 + Penalty 3105.423316 = -455699.223977 nChanged 61 SP:Iteration 32Q (5236.348058 sec): 3 clusters Score: Raw -458830.867457 + Penalty 3105.423316 = -455725.444141 nChanged 57 SP:Iteration 33Q (5236.453277 sec): 3 clusters Score: Raw -458861.262443 + Penalty 3105.423316 = -455755.839126 nChanged 63 SP:Iteration 34Q (5236.523924 sec): 3 clusters Score: Raw -458897.678260 + Penalty 3105.423316 = -455792.254944 nChanged 78 SP:Iteration 35Q (5236.634076 sec): 3 clusters Score: Raw -458942.192824 + Penalty 3105.423316 = -455836.769508 nChanged 91 SP:Iteration 36Q (5236.727331 sec): 3 clusters Score: Raw -459017.407497 + Penalty 3105.423316 = -455911.984181 nChanged 92 SP:Iteration 37Q (5236.819425 sec): 3 clusters Score: Raw -459091.186964 + Penalty 3105.423316 = -455985.763647 nChanged 95 SP:Iteration 38Q (5236.906843 sec): 3 clusters Score: Raw -459156.511541 + Penalty 3105.423316 = -456051.088224 nChanged 76 SP:Iteration 39Q (5236.987418 sec): 3 clusters Score: Raw -459198.740623 + Penalty 3105.423316 = -456093.317307 nChanged 61 SP:Iteration 40F (5237.093986 sec): 3 clusters Score: Raw -459231.556138 + Penalty 3105.423316 = -456126.132822 nChanged 44 SP:Iteration 41Q (5237.184014 sec): 3 clusters Score: Raw -459250.429952 + Penalty 3105.423316 = -456145.006636 nChanged 34 SP:Iteration 42Q (5237.278471 sec): 3 clusters Score: Raw -459261.290295 + Penalty 3105.423316 = -456155.866979 nChanged 18 SP:Iteration 43Q (5237.371006 sec): 3 clusters Score: Raw -459265.777802 + Penalty 3105.423316 = -456160.354485 nChanged 12 SP:Iteration 44Q (5237.463983 sec): 3 clusters Score: Raw -459269.015408 + Penalty 3105.423316 = -456163.592092 nChanged 9 SP:Iteration 45Q (5237.545821 sec): 3 clusters Score: Raw -459270.960071 + Penalty 3105.423316 = -456165.536755 nChanged 6 SP:Iteration 46Q (5237.638657 sec): 3 clusters Score: Raw -459272.128004 + Penalty 3105.423316 = -456166.704687 nChanged 6 SP:Iteration 47Q (5237.725050 sec): 3 clusters Score: Raw -459272.771299 + Penalty 3105.423316 = -456167.347983 nChanged 4 SP:Iteration 48Q (5237.822293 sec): 3 clusters Score: Raw -459273.602538 + Penalty 3105.423316 = -456168.179222 nChanged 5 SP:Iteration 49Q (5237.895579 sec): 3 clusters Score: Raw -459274.373773 + Penalty 3105.423316 = -456168.950457 nChanged 3 SP:Iteration 50Q (5238.039821 sec): 3 clusters Score: Raw -459274.936231 + Penalty 3105.423316 = -456169.512915 nChanged 3 SP:Iteration 51Q (5238.130446 sec): 3 clusters Score: Raw -459275.643080 + Penalty 3105.423316 = -456170.219764 nChanged 0 SP:Iteration 52F (5238.294975 sec): 3 clusters Score: Raw -459275.643080 + Penalty 3105.423316 = -456170.219764 nChanged 0 Trying to split cluster 32 (1294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5238.338201 sec): 2 clusters Score: Raw -67293.397568 + Penalty 1257.544105 = -66035.853463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5238.468427 sec): 3 clusters Score: Raw -66879.521001 + Penalty 2515.088210 = -64364.432792 nChanged 390 SP:Iteration 1F (5238.592826 sec): 3 clusters Score: Raw -67182.480058 + Penalty 2515.088210 = -64667.391849 nChanged 117 SP:Iteration 2F (5238.661355 sec): 3 clusters Score: Raw -67306.474952 + Penalty 2515.088210 = -64791.386742 nChanged 71 SP:Iteration 3F (5238.743863 sec): 3 clusters Score: Raw -67388.291216 + Penalty 2515.088210 = -64873.203006 nChanged 54 SP:Iteration 4Q (5238.821866 sec): 3 clusters Score: Raw -67449.611176 + Penalty 2515.088210 = -64934.522967 nChanged 43 SP:Iteration 5Q (5238.897875 sec): 3 clusters Score: Raw -67492.952629 + Penalty 2515.088210 = -64977.864419 nChanged 29 SP:Iteration 6Q (5238.977712 sec): 3 clusters Score: Raw -67530.979394 + Penalty 2515.088210 = -65015.891185 nChanged 28 SP:Iteration 7Q (5239.066796 sec): 3 clusters Score: Raw -67558.178965 + Penalty 2515.088210 = -65043.090755 nChanged 22 SP:Iteration 8Q (5239.166280 sec): 3 clusters Score: Raw -67588.441321 + Penalty 2515.088210 = -65073.353111 nChanged 25 SP:Iteration 9Q (5239.277800 sec): 3 clusters Score: Raw -67612.947771 + Penalty 2515.088210 = -65097.859562 nChanged 23 SP:Iteration 10Q (5239.387491 sec): 3 clusters Score: Raw -67634.610321 + Penalty 2515.088210 = -65119.522111 nChanged 17 SP:Iteration 11Q (5239.487610 sec): 3 clusters Score: Raw -67648.817466 + Penalty 2515.088210 = -65133.729256 nChanged 10 SP:Iteration 12Q (5239.574331 sec): 3 clusters Score: Raw -67656.887538 + Penalty 2515.088210 = -65141.799328 nChanged 8 SP:Iteration 13Q (5239.660044 sec): 3 clusters Score: Raw -67665.221495 + Penalty 2515.088210 = -65150.133285 nChanged 7 SP:Iteration 14Q (5239.746828 sec): 3 clusters Score: Raw -67670.528507 + Penalty 2515.088210 = -65155.440297 nChanged 6 SP:Iteration 15Q (5239.832739 sec): 3 clusters Score: Raw -67674.791362 + Penalty 2515.088210 = -65159.703152 nChanged 8 SP:Iteration 16Q (5239.921551 sec): 3 clusters Score: Raw -67679.914523 + Penalty 2515.088210 = -65164.826314 nChanged 5 SP:Iteration 17Q (5240.000680 sec): 3 clusters Score: Raw -67683.814337 + Penalty 2515.088210 = -65168.726127 nChanged 8 SP:Iteration 18Q (5240.098824 sec): 3 clusters Score: Raw -67690.389863 + Penalty 2515.088210 = -65175.301653 nChanged 6 SP:Iteration 19Q (5240.191880 sec): 3 clusters Score: Raw -67697.099930 + Penalty 2515.088210 = -65182.011720 nChanged 7 SP:Iteration 20F (5240.265896 sec): 3 clusters Score: Raw -67701.234809 + Penalty 2515.088210 = -65186.146599 nChanged 4 SP:Iteration 21Q (5240.361794 sec): 3 clusters Score: Raw -67703.585801 + Penalty 2515.088210 = -65188.497591 nChanged 4 SP:Iteration 22Q (5240.454229 sec): 3 clusters Score: Raw -67707.610675 + Penalty 2515.088210 = -65192.522465 nChanged 4 SP:Iteration 23Q (5240.559572 sec): 3 clusters Score: Raw -67710.942455 + Penalty 2515.088210 = -65195.854245 nChanged 4 SP:Iteration 24Q (5240.654898 sec): 3 clusters Score: Raw -67713.767119 + Penalty 2515.088210 = -65198.678910 nChanged 3 SP:Iteration 25Q (5240.743708 sec): 3 clusters Score: Raw -67716.476274 + Penalty 2515.088210 = -65201.388064 nChanged 2 SP:Iteration 26Q (5240.832149 sec): 3 clusters Score: Raw -67717.695754 + Penalty 2515.088210 = -65202.607544 nChanged 0 SP:Iteration 27F (5240.917312 sec): 3 clusters Score: Raw -67717.695754 + Penalty 2515.088210 = -65202.607544 nChanged 0 Trying to split cluster 33 (6727 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5240.973247 sec): 2 clusters Score: Raw -442858.505343 + Penalty 1546.836740 = -441311.668603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5241.098717 sec): 3 clusters Score: Raw -439255.144192 + Penalty 3093.673480 = -436161.470712 nChanged 2838 SP:Iteration 1F (5241.219028 sec): 3 clusters Score: Raw -440798.637109 + Penalty 3093.673480 = -437704.963629 nChanged 482 SP:Iteration 2F (5241.320072 sec): 3 clusters Score: Raw -441095.850628 + Penalty 3093.673480 = -438002.177149 nChanged 419 SP:Iteration 3F (5241.461522 sec): 3 clusters Score: Raw -441350.512339 + Penalty 3093.673480 = -438256.838859 nChanged 370 SP:Iteration 4F (5241.597758 sec): 3 clusters Score: Raw -441560.693550 + Penalty 3093.673480 = -438467.020070 nChanged 284 SP:Iteration 5Q (5241.697187 sec): 3 clusters Score: Raw -441709.375295 + Penalty 3093.673480 = -438615.701815 nChanged 261 SP:Iteration 6Q (5241.819949 sec): 3 clusters Score: Raw -441857.622454 + Penalty 3093.673480 = -438763.948974 nChanged 230 SP:Iteration 7Q (5241.920319 sec): 3 clusters Score: Raw -441988.468720 + Penalty 3093.673480 = -438894.795240 nChanged 235 SP:Iteration 8Q (5242.046151 sec): 3 clusters Score: Raw -442118.851467 + Penalty 3093.673480 = -439025.177987 nChanged 223 SP:Iteration 9Q (5242.130694 sec): 3 clusters Score: Raw -442231.509317 + Penalty 3093.673480 = -439137.835837 nChanged 182 SP:Iteration 10Q (5242.257893 sec): 3 clusters Score: Raw -442322.433701 + Penalty 3093.673480 = -439228.760222 nChanged 142 SP:Iteration 11Q (5242.378548 sec): 3 clusters Score: Raw -442387.698604 + Penalty 3093.673480 = -439294.025124 nChanged 113 SP:Iteration 12Q (5242.513036 sec): 3 clusters Score: Raw -442434.351107 + Penalty 3093.673480 = -439340.677627 nChanged 92 SP:Iteration 13Q (5242.644616 sec): 3 clusters Score: Raw -442473.274243 + Penalty 3093.673480 = -439379.600763 nChanged 90 SP:Iteration 14Q (5242.768866 sec): 3 clusters Score: Raw -442506.608113 + Penalty 3093.673480 = -439412.934633 nChanged 90 SP:Iteration 15Q (5242.887505 sec): 3 clusters Score: Raw -442548.101187 + Penalty 3093.673480 = -439454.427707 nChanged 85 SP:Iteration 16Q (5242.982583 sec): 3 clusters Score: Raw -442584.050192 + Penalty 3093.673480 = -439490.376712 nChanged 87 SP:Iteration 17Q (5243.103249 sec): 3 clusters Score: Raw -442621.078809 + Penalty 3093.673480 = -439527.405329 nChanged 70 SP:Iteration 18Q (5243.198800 sec): 3 clusters Score: Raw -442643.714470 + Penalty 3093.673480 = -439550.040990 nChanged 52 SP:Iteration 19Q (5243.297338 sec): 3 clusters Score: Raw -442657.975548 + Penalty 3093.673480 = -439564.302068 nChanged 42 SP:Iteration 20F (5243.395014 sec): 3 clusters Score: Raw -442667.206553 + Penalty 3093.673480 = -439573.533073 nChanged 34 SP:Iteration 21Q (5243.476776 sec): 3 clusters Score: Raw -442675.526644 + Penalty 3093.673480 = -439581.853164 nChanged 36 SP:Iteration 22Q (5243.598910 sec): 3 clusters Score: Raw -442683.238209 + Penalty 3093.673480 = -439589.564729 nChanged 22 SP:Iteration 23Q (5243.701203 sec): 3 clusters Score: Raw -442689.338951 + Penalty 3093.673480 = -439595.665471 nChanged 26 SP:Iteration 24Q (5243.817083 sec): 3 clusters Score: Raw -442694.966862 + Penalty 3093.673480 = -439601.293382 nChanged 24 SP:Iteration 25Q (5243.902727 sec): 3 clusters Score: Raw -442699.635697 + Penalty 3093.673480 = -439605.962217 nChanged 21 SP:Iteration 26Q (5243.993325 sec): 3 clusters Score: Raw -442704.553072 + Penalty 3093.673480 = -439610.879593 nChanged 18 SP:Iteration 27Q (5244.114584 sec): 3 clusters Score: Raw -442708.081036 + Penalty 3093.673480 = -439614.407556 nChanged 14 SP:Iteration 28Q (5244.213236 sec): 3 clusters Score: Raw -442710.595184 + Penalty 3093.673480 = -439616.921704 nChanged 18 SP:Iteration 29Q (5244.303748 sec): 3 clusters Score: Raw -442714.282440 + Penalty 3093.673480 = -439620.608961 nChanged 17 SP:Iteration 30Q (5244.427942 sec): 3 clusters Score: Raw -442718.419611 + Penalty 3093.673480 = -439624.746131 nChanged 18 SP:Iteration 31Q (5244.505788 sec): 3 clusters Score: Raw -442721.295166 + Penalty 3093.673480 = -439627.621686 nChanged 12 SP:Iteration 32Q (5244.622531 sec): 3 clusters Score: Raw -442723.757429 + Penalty 3093.673480 = -439630.083949 nChanged 14 SP:Iteration 33Q (5244.720169 sec): 3 clusters Score: Raw -442726.776813 + Penalty 3093.673480 = -439633.103333 nChanged 15 SP:Iteration 34Q (5244.825991 sec): 3 clusters Score: Raw -442730.709520 + Penalty 3093.673480 = -439637.036041 nChanged 16 SP:Iteration 35Q (5244.925050 sec): 3 clusters Score: Raw -442733.767373 + Penalty 3093.673480 = -439640.093893 nChanged 18 SP:Iteration 36Q (5245.025962 sec): 3 clusters Score: Raw -442737.046417 + Penalty 3093.673480 = -439643.372937 nChanged 17 SP:Iteration 37Q (5245.128814 sec): 3 clusters Score: Raw -442739.343913 + Penalty 3093.673480 = -439645.670433 nChanged 14 SP:Iteration 38Q (5245.239573 sec): 3 clusters Score: Raw -442742.503038 + Penalty 3093.673480 = -439648.829558 nChanged 19 SP:Iteration 39Q (5245.323489 sec): 3 clusters Score: Raw -442746.688689 + Penalty 3093.673480 = -439653.015209 nChanged 15 SP:Iteration 40F (5245.448303 sec): 3 clusters Score: Raw -442750.214024 + Penalty 3093.673480 = -439656.540544 nChanged 19 SP:Iteration 41Q (5245.539559 sec): 3 clusters Score: Raw -442754.860665 + Penalty 3093.673480 = -439661.187185 nChanged 15 SP:Iteration 42Q (5245.626138 sec): 3 clusters Score: Raw -442758.525193 + Penalty 3093.673480 = -439664.851713 nChanged 21 SP:Iteration 43Q (5245.738392 sec): 3 clusters Score: Raw -442762.436377 + Penalty 3093.673480 = -439668.762897 nChanged 18 SP:Iteration 44Q (5245.820273 sec): 3 clusters Score: Raw -442766.349822 + Penalty 3093.673480 = -439672.676342 nChanged 22 SP:Iteration 45Q (5245.921098 sec): 3 clusters Score: Raw -442772.471997 + Penalty 3093.673480 = -439678.798518 nChanged 26 SP:Iteration 46Q (5246.038635 sec): 3 clusters Score: Raw -442778.805209 + Penalty 3093.673480 = -439685.131729 nChanged 27 SP:Iteration 47Q (5246.119991 sec): 3 clusters Score: Raw -442788.152388 + Penalty 3093.673480 = -439694.478908 nChanged 39 SP:Iteration 48Q (5246.235743 sec): 3 clusters Score: Raw -442800.104760 + Penalty 3093.673480 = -439706.431280 nChanged 33 SP:Iteration 49Q (5246.322655 sec): 3 clusters Score: Raw -442809.221924 + Penalty 3093.673480 = -439715.548444 nChanged 38 SP:Iteration 50Q (5246.435970 sec): 3 clusters Score: Raw -442821.080588 + Penalty 3093.673480 = -439727.407108 nChanged 42 SP:Iteration 51Q (5246.528534 sec): 3 clusters Score: Raw -442833.482660 + Penalty 3093.673480 = -439739.809181 nChanged 38 SP:Iteration 52Q (5246.627699 sec): 3 clusters Score: Raw -442844.463335 + Penalty 3093.673480 = -439750.789855 nChanged 33 SP:Iteration 53Q (5246.733969 sec): 3 clusters Score: Raw -442854.373385 + Penalty 3093.673480 = -439760.699905 nChanged 35 SP:Iteration 54Q (5246.839916 sec): 3 clusters Score: Raw -442867.494938 + Penalty 3093.673480 = -439773.821458 nChanged 36 SP:Iteration 55Q (5246.950578 sec): 3 clusters Score: Raw -442878.551658 + Penalty 3093.673480 = -439784.878178 nChanged 43 SP:Iteration 56Q (5247.059734 sec): 3 clusters Score: Raw -442890.954841 + Penalty 3093.673480 = -439797.281361 nChanged 43 SP:Iteration 57Q (5247.145951 sec): 3 clusters Score: Raw -442905.918163 + Penalty 3093.673480 = -439812.244683 nChanged 44 SP:Iteration 58Q (5247.269615 sec): 3 clusters Score: Raw -442922.487672 + Penalty 3093.673480 = -439828.814192 nChanged 46 SP:Iteration 59Q (5247.372487 sec): 3 clusters Score: Raw -442939.787035 + Penalty 3093.673480 = -439846.113555 nChanged 51 SP:Iteration 60F (5247.476334 sec): 3 clusters Score: Raw -442959.897601 + Penalty 3093.673480 = -439866.224121 nChanged 56 SP:Iteration 61Q (5247.577547 sec): 3 clusters Score: Raw -442982.439198 + Penalty 3093.673480 = -439888.765718 nChanged 53 SP:Iteration 62Q (5247.666548 sec): 3 clusters Score: Raw -443005.777260 + Penalty 3093.673480 = -439912.103780 nChanged 46 SP:Iteration 63Q (5247.768092 sec): 3 clusters Score: Raw -443022.702987 + Penalty 3093.673480 = -439929.029507 nChanged 47 SP:Iteration 64Q (5247.841764 sec): 3 clusters Score: Raw -443039.260084 + Penalty 3093.673480 = -439945.586604 nChanged 36 SP:Iteration 65Q (5247.962703 sec): 3 clusters Score: Raw -443051.651903 + Penalty 3093.673480 = -439957.978423 nChanged 32 SP:Iteration 66Q (5248.063882 sec): 3 clusters Score: Raw -443062.320459 + Penalty 3093.673480 = -439968.646979 nChanged 24 SP:Iteration 67Q (5248.159907 sec): 3 clusters Score: Raw -443072.233031 + Penalty 3093.673480 = -439978.559551 nChanged 23 SP:Iteration 68Q (5248.260043 sec): 3 clusters Score: Raw -443083.578080 + Penalty 3093.673480 = -439989.904600 nChanged 20 SP:Iteration 69Q (5248.338979 sec): 3 clusters Score: Raw -443094.455564 + Penalty 3093.673480 = -440000.782084 nChanged 32 SP:Iteration 70Q (5248.455730 sec): 3 clusters Score: Raw -443109.490154 + Penalty 3093.673480 = -440015.816674 nChanged 33 SP:Iteration 71Q (5248.551716 sec): 3 clusters Score: Raw -443125.443373 + Penalty 3093.673480 = -440031.769893 nChanged 43 SP:Iteration 72Q (5248.644014 sec): 3 clusters Score: Raw -443147.920564 + Penalty 3093.673480 = -440054.247084 nChanged 36 SP:Iteration 73Q (5248.741386 sec): 3 clusters Score: Raw -443167.395563 + Penalty 3093.673480 = -440073.722083 nChanged 31 SP:Iteration 74Q (5248.821498 sec): 3 clusters Score: Raw -443183.971358 + Penalty 3093.673480 = -440090.297878 nChanged 39 SP:Iteration 75Q (5248.939109 sec): 3 clusters Score: Raw -443210.863822 + Penalty 3093.673480 = -440117.190342 nChanged 43 SP:Iteration 76Q (5249.019292 sec): 3 clusters Score: Raw -443234.868786 + Penalty 3093.673480 = -440141.195306 nChanged 33 SP:Iteration 77Q (5249.131970 sec): 3 clusters Score: Raw -443252.567882 + Penalty 3093.673480 = -440158.894402 nChanged 36 SP:Iteration 78Q (5249.208113 sec): 3 clusters Score: Raw -443272.762716 + Penalty 3093.673480 = -440179.089236 nChanged 33 SP:Iteration 79Q (5249.310990 sec): 3 clusters Score: Raw -443294.132410 + Penalty 3093.673480 = -440200.458930 nChanged 31 SP:Iteration 80F (5249.385816 sec): 3 clusters Score: Raw -443311.314590 + Penalty 3093.673480 = -440217.641110 nChanged 30 SP:Iteration 81Q (5249.476876 sec): 3 clusters Score: Raw -443330.187785 + Penalty 3093.673480 = -440236.514305 nChanged 27 SP:Iteration 82Q (5249.566080 sec): 3 clusters Score: Raw -443343.876871 + Penalty 3093.673480 = -440250.203392 nChanged 24 SP:Iteration 83Q (5249.663588 sec): 3 clusters Score: Raw -443357.315897 + Penalty 3093.673480 = -440263.642417 nChanged 19 SP:Iteration 84Q (5249.762034 sec): 3 clusters Score: Raw -443367.769863 + Penalty 3093.673480 = -440274.096384 nChanged 17 SP:Iteration 85Q (5249.851671 sec): 3 clusters Score: Raw -443376.309480 + Penalty 3093.673480 = -440282.636001 nChanged 15 SP:Iteration 86Q (5249.936844 sec): 3 clusters Score: Raw -443383.885865 + Penalty 3093.673480 = -440290.212385 nChanged 18 SP:Iteration 87Q (5250.038269 sec): 3 clusters Score: Raw -443390.837635 + Penalty 3093.673480 = -440297.164155 nChanged 13 SP:Iteration 88Q (5250.123444 sec): 3 clusters Score: Raw -443398.231869 + Penalty 3093.673480 = -440304.558389 nChanged 13 SP:Iteration 89Q (5250.209213 sec): 3 clusters Score: Raw -443404.319781 + Penalty 3093.673480 = -440310.646302 nChanged 16 SP:Iteration 90Q (5250.302328 sec): 3 clusters Score: Raw -443414.804154 + Penalty 3093.673480 = -440321.130674 nChanged 18 SP:Iteration 91Q (5250.394047 sec): 3 clusters Score: Raw -443425.454596 + Penalty 3093.673480 = -440331.781116 nChanged 20 SP:Iteration 92Q (5250.488897 sec): 3 clusters Score: Raw -443437.383707 + Penalty 3093.673480 = -440343.710227 nChanged 17 SP:Iteration 93Q (5250.586108 sec): 3 clusters Score: Raw -443446.330930 + Penalty 3093.673480 = -440352.657450 nChanged 16 SP:Iteration 94Q (5250.679139 sec): 3 clusters Score: Raw -443455.599909 + Penalty 3093.673480 = -440361.926429 nChanged 19 SP:Iteration 95Q (5250.771424 sec): 3 clusters Score: Raw -443467.369753 + Penalty 3093.673480 = -440373.696273 nChanged 23 SP:Iteration 96Q (5250.867344 sec): 3 clusters Score: Raw -443478.967689 + Penalty 3093.673480 = -440385.294210 nChanged 19 SP:Iteration 97Q (5250.963362 sec): 3 clusters Score: Raw -443488.980420 + Penalty 3093.673480 = -440395.306941 nChanged 12 SP:Iteration 98Q (5251.057621 sec): 3 clusters Score: Raw -443493.522821 + Penalty 3093.673480 = -440399.849341 nChanged 9 SP:Iteration 99Q (5251.145709 sec): 3 clusters Score: Raw -443496.923017 + Penalty 3093.673480 = -440403.249537 nChanged 8 SP:Iteration 100F (5251.239237 sec): 3 clusters Score: Raw -443499.680834 + Penalty 3093.673480 = -440406.007354 nChanged 6 SP:Iteration 101Q (5251.335166 sec): 3 clusters Score: Raw -443501.618205 + Penalty 3093.673480 = -440407.944725 nChanged 7 SP:Iteration 102Q (5251.422935 sec): 3 clusters Score: Raw -443504.237204 + Penalty 3093.673480 = -440410.563724 nChanged 6 SP:Iteration 103Q (5251.508812 sec): 3 clusters Score: Raw -443507.005736 + Penalty 3093.673480 = -440413.332256 nChanged 4 SP:Iteration 104Q (5251.597614 sec): 3 clusters Score: Raw -443508.411492 + Penalty 3093.673480 = -440414.738013 nChanged 3 SP:Iteration 105Q (5251.692538 sec): 3 clusters Score: Raw -443509.237088 + Penalty 3093.673480 = -440415.563608 nChanged 1 SP:Iteration 106Q (5251.783080 sec): 3 clusters Score: Raw -443509.605260 + Penalty 3093.673480 = -440415.931780 nChanged 2 SP:Iteration 107Q (5251.871527 sec): 3 clusters Score: Raw -443510.750477 + Penalty 3093.673480 = -440417.076998 nChanged 3 SP:Iteration 108Q (5251.953547 sec): 3 clusters Score: Raw -443511.754737 + Penalty 3093.673480 = -440418.081257 nChanged 1 SP:Iteration 109Q (5252.031099 sec): 3 clusters Score: Raw -443512.281342 + Penalty 3093.673480 = -440418.607862 nChanged 1 SP:Iteration 110Q (5252.122337 sec): 3 clusters Score: Raw -443512.385556 + Penalty 3093.673480 = -440418.712076 nChanged 0 SP:Iteration 111F (5252.206130 sec): 3 clusters Score: Raw -443512.385556 + Penalty 3093.673480 = -440418.712076 nChanged 0 Trying to split cluster 34 (13309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5252.288338 sec): 2 clusters Score: Raw -922175.893978 + Penalty 1666.582359 = -920509.311620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5252.401990 sec): 3 clusters Score: Raw -914395.648868 + Penalty 3333.164718 = -911062.484151 nChanged 5814 SP:Iteration 1F (5252.506298 sec): 3 clusters Score: Raw -917678.791405 + Penalty 3333.164718 = -914345.626688 nChanged 847 SP:Iteration 2F (5252.597837 sec): 3 clusters Score: Raw -918057.304564 + Penalty 3333.164718 = -914724.139847 nChanged 729 SP:Iteration 3F (5252.709290 sec): 3 clusters Score: Raw -918376.837834 + Penalty 3333.164718 = -915043.673117 nChanged 580 SP:Iteration 4Q (5252.811622 sec): 3 clusters Score: Raw -918599.752284 + Penalty 3333.164718 = -915266.587566 nChanged 527 SP:Iteration 5Q (5252.925153 sec): 3 clusters Score: Raw -918798.947075 + Penalty 3333.164718 = -915465.782358 nChanged 472 SP:Iteration 6Q (5253.025787 sec): 3 clusters Score: Raw -918986.086180 + Penalty 3333.164718 = -915652.921462 nChanged 459 SP:Iteration 7Q (5253.130958 sec): 3 clusters Score: Raw -919159.927058 + Penalty 3333.164718 = -915826.762341 nChanged 399 SP:Iteration 8Q (5253.245483 sec): 3 clusters Score: Raw -919310.418411 + Penalty 3333.164718 = -915977.253694 nChanged 407 SP:Iteration 9Q (5253.340290 sec): 3 clusters Score: Raw -919462.027501 + Penalty 3333.164718 = -916128.862784 nChanged 378 SP:Iteration 10Q (5253.465365 sec): 3 clusters Score: Raw -919602.522782 + Penalty 3333.164718 = -916269.358064 nChanged 381 SP:Iteration 11Q (5253.578545 sec): 3 clusters Score: Raw -919732.601354 + Penalty 3333.164718 = -916399.436636 nChanged 331 SP:Iteration 12Q (5253.688636 sec): 3 clusters Score: Raw -919845.631664 + Penalty 3333.164718 = -916512.466946 nChanged 300 SP:Iteration 13Q (5253.802418 sec): 3 clusters Score: Raw -919953.284522 + Penalty 3333.164718 = -916620.119805 nChanged 312 SP:Iteration 14Q (5253.887088 sec): 3 clusters Score: Raw -920073.377449 + Penalty 3333.164718 = -916740.212731 nChanged 312 SP:Iteration 15Q (5254.040485 sec): 3 clusters Score: Raw -920183.795696 + Penalty 3333.164718 = -916850.630978 nChanged 290 SP:Iteration 16Q (5254.157876 sec): 3 clusters Score: Raw -920293.939174 + Penalty 3333.164718 = -916960.774456 nChanged 272 SP:Iteration 17Q (5254.290363 sec): 3 clusters Score: Raw -920388.397590 + Penalty 3333.164718 = -917055.232872 nChanged 253 SP:Iteration 18Q (5254.411177 sec): 3 clusters Score: Raw -920475.630031 + Penalty 3333.164718 = -917142.465313 nChanged 260 SP:Iteration 19Q (5254.541770 sec): 3 clusters Score: Raw -920570.548389 + Penalty 3333.164718 = -917237.383671 nChanged 253 SP:Iteration 20F (5254.687524 sec): 3 clusters Score: Raw -920674.688453 + Penalty 3333.164718 = -917341.523735 nChanged 249 SP:Iteration 21Q (5254.834167 sec): 3 clusters Score: Raw -920771.809557 + Penalty 3333.164718 = -917438.644839 nChanged 266 SP:Iteration 22Q (5254.955967 sec): 3 clusters Score: Raw -920877.125765 + Penalty 3333.164718 = -917543.961047 nChanged 245 SP:Iteration 23Q (5255.078810 sec): 3 clusters Score: Raw -920973.722979 + Penalty 3333.164718 = -917640.558261 nChanged 237 SP:Iteration 24Q (5255.200205 sec): 3 clusters Score: Raw -921076.612378 + Penalty 3333.164718 = -917743.447661 nChanged 246 SP:Iteration 25Q (5255.335297 sec): 3 clusters Score: Raw -921202.911281 + Penalty 3333.164718 = -917869.746563 nChanged 285 SP:Iteration 26Q (5255.461102 sec): 3 clusters Score: Raw -921361.139951 + Penalty 3333.164718 = -918027.975233 nChanged 246 SP:Iteration 27Q (5255.578249 sec): 3 clusters Score: Raw -921508.208958 + Penalty 3333.164718 = -918175.044240 nChanged 240 SP:Iteration 28Q (5255.707687 sec): 3 clusters Score: Raw -921654.917152 + Penalty 3333.164718 = -918321.752434 nChanged 203 SP:Iteration 29Q (5255.831703 sec): 3 clusters Score: Raw -921777.711300 + Penalty 3333.164718 = -918444.546582 nChanged 196 SP:Iteration 30Q (5255.957966 sec): 3 clusters Score: Raw -921876.408256 + Penalty 3333.164718 = -918543.243539 nChanged 163 SP:Iteration 31Q (5256.062074 sec): 3 clusters Score: Raw -921953.089886 + Penalty 3333.164718 = -918619.925168 nChanged 144 SP:Iteration 32Q (5256.198226 sec): 3 clusters Score: Raw -922029.143329 + Penalty 3333.164718 = -918695.978612 nChanged 118 SP:Iteration 33Q (5256.332955 sec): 3 clusters Score: Raw -922089.003849 + Penalty 3333.164718 = -918755.839131 nChanged 112 SP:Iteration 34Q (5256.469923 sec): 3 clusters Score: Raw -922147.510141 + Penalty 3333.164718 = -918814.345423 nChanged 95 SP:Iteration 35Q (5256.609958 sec): 3 clusters Score: Raw -922198.123159 + Penalty 3333.164718 = -918864.958441 nChanged 90 SP:Iteration 36Q (5256.738604 sec): 3 clusters Score: Raw -922240.582048 + Penalty 3333.164718 = -918907.417330 nChanged 66 SP:Iteration 37Q (5256.873274 sec): 3 clusters Score: Raw -922275.517709 + Penalty 3333.164718 = -918942.352992 nChanged 66 SP:Iteration 38Q (5257.024874 sec): 3 clusters Score: Raw -922309.622539 + Penalty 3333.164718 = -918976.457822 nChanged 71 SP:Iteration 39Q (5257.144551 sec): 3 clusters Score: Raw -922345.167289 + Penalty 3333.164718 = -919012.002571 nChanged 44 SP:Iteration 40F (5257.294992 sec): 3 clusters Score: Raw -922366.647059 + Penalty 3333.164718 = -919033.482341 nChanged 35 SP:Iteration 41Q (5257.435072 sec): 3 clusters Score: Raw -922384.698147 + Penalty 3333.164718 = -919051.533429 nChanged 34 SP:Iteration 42Q (5257.572214 sec): 3 clusters Score: Raw -922406.046082 + Penalty 3333.164718 = -919072.881365 nChanged 32 SP:Iteration 43Q (5257.703474 sec): 3 clusters Score: Raw -922424.889114 + Penalty 3333.164718 = -919091.724397 nChanged 35 SP:Iteration 44Q (5257.839031 sec): 3 clusters Score: Raw -922444.770388 + Penalty 3333.164718 = -919111.605671 nChanged 29 SP:Iteration 45Q (5257.988886 sec): 3 clusters Score: Raw -922459.417713 + Penalty 3333.164718 = -919126.252995 nChanged 33 SP:Iteration 46Q (5258.165588 sec): 3 clusters Score: Raw -922474.261963 + Penalty 3333.164718 = -919141.097246 nChanged 21 SP:Iteration 47Q (5258.300752 sec): 3 clusters Score: Raw -922482.331956 + Penalty 3333.164718 = -919149.167239 nChanged 16 SP:Iteration 48Q (5258.428829 sec): 3 clusters Score: Raw -922487.767498 + Penalty 3333.164718 = -919154.602780 nChanged 10 SP:Iteration 49Q (5258.584110 sec): 3 clusters Score: Raw -922491.699467 + Penalty 3333.164718 = -919158.534749 nChanged 9 SP:Iteration 50Q (5258.696509 sec): 3 clusters Score: Raw -922495.506662 + Penalty 3333.164718 = -919162.341945 nChanged 5 SP:Iteration 51Q (5258.822889 sec): 3 clusters Score: Raw -922497.427322 + Penalty 3333.164718 = -919164.262604 nChanged 4 SP:Iteration 52Q (5258.976141 sec): 3 clusters Score: Raw -922498.479701 + Penalty 3333.164718 = -919165.314983 nChanged 6 SP:Iteration 53Q (5259.087950 sec): 3 clusters Score: Raw -922501.460688 + Penalty 3333.164718 = -919168.295970 nChanged 8 SP:Iteration 54Q (5259.233791 sec): 3 clusters Score: Raw -922504.862444 + Penalty 3333.164718 = -919171.697726 nChanged 5 SP:Iteration 55Q (5259.372087 sec): 3 clusters Score: Raw -922506.348350 + Penalty 3333.164718 = -919173.183632 nChanged 9 SP:Iteration 56Q (5259.505176 sec): 3 clusters Score: Raw -922510.486758 + Penalty 3333.164718 = -919177.322040 nChanged 7 SP:Iteration 57Q (5259.638059 sec): 3 clusters Score: Raw -922513.722817 + Penalty 3333.164718 = -919180.558099 nChanged 4 SP:Iteration 58Q (5259.750948 sec): 3 clusters Score: Raw -922514.833270 + Penalty 3333.164718 = -919181.668552 nChanged 4 SP:Iteration 59Q (5259.902945 sec): 3 clusters Score: Raw -922516.217918 + Penalty 3333.164718 = -919183.053201 nChanged 6 SP:Iteration 60F (5260.019428 sec): 3 clusters Score: Raw -922518.372824 + Penalty 3333.164718 = -919185.208106 nChanged 3 SP:Iteration 61Q (5260.174983 sec): 3 clusters Score: Raw -922519.286281 + Penalty 3333.164718 = -919186.121563 nChanged 1 SP:Iteration 62Q (5260.297915 sec): 3 clusters Score: Raw -922519.778431 + Penalty 3333.164718 = -919186.613713 nChanged 1 SP:Iteration 63Q (5260.432888 sec): 3 clusters Score: Raw -922520.318334 + Penalty 3333.164718 = -919187.153616 nChanged 1 SP:Iteration 64Q (5260.563881 sec): 3 clusters Score: Raw -922520.678079 + Penalty 3333.164718 = -919187.513361 nChanged 2 SP:Iteration 65Q (5260.672245 sec): 3 clusters Score: Raw -922521.271933 + Penalty 3333.164718 = -919188.107216 nChanged 2 SP:Iteration 66Q (5260.827274 sec): 3 clusters Score: Raw -922522.424626 + Penalty 3333.164718 = -919189.259908 nChanged 5 SP:Iteration 67Q (5260.956314 sec): 3 clusters Score: Raw -922524.957349 + Penalty 3333.164718 = -919191.792631 nChanged 3 SP:Iteration 68Q (5261.090738 sec): 3 clusters Score: Raw -922526.004891 + Penalty 3333.164718 = -919192.840174 nChanged 4 SP:Iteration 69Q (5261.201616 sec): 3 clusters Score: Raw -922527.903903 + Penalty 3333.164718 = -919194.739185 nChanged 5 SP:Iteration 70Q (5261.336861 sec): 3 clusters Score: Raw -922529.380103 + Penalty 3333.164718 = -919196.215385 nChanged 2 SP:Iteration 71Q (5261.451636 sec): 3 clusters Score: Raw -922530.500207 + Penalty 3333.164718 = -919197.335489 nChanged 0 SP:Iteration 72F (5261.569715 sec): 3 clusters Score: Raw -922530.500207 + Penalty 3333.164718 = -919197.335489 nChanged 0 Trying to split cluster 35 (2425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5261.647740 sec): 2 clusters Score: Raw -157519.945531 + Penalty 1367.774484 = -156152.171047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5261.748456 sec): 3 clusters Score: Raw -156430.161796 + Penalty 2735.548968 = -153694.612828 nChanged 890 SP:Iteration 1F (5261.848963 sec): 3 clusters Score: Raw -156998.548886 + Penalty 2735.548968 = -154262.999918 nChanged 213 SP:Iteration 2F (5261.931931 sec): 3 clusters Score: Raw -157163.049658 + Penalty 2735.548968 = -154427.500690 nChanged 143 SP:Iteration 3F (5262.031362 sec): 3 clusters Score: Raw -157275.410728 + Penalty 2735.548968 = -154539.861760 nChanged 108 SP:Iteration 4Q (5262.156533 sec): 3 clusters Score: Raw -157355.106333 + Penalty 2735.548968 = -154619.557365 nChanged 101 SP:Iteration 5Q (5262.255950 sec): 3 clusters Score: Raw -157429.880420 + Penalty 2735.548968 = -154694.331452 nChanged 84 SP:Iteration 6Q (5262.337003 sec): 3 clusters Score: Raw -157496.035203 + Penalty 2735.548968 = -154760.486235 nChanged 77 SP:Iteration 7Q (5262.429015 sec): 3 clusters Score: Raw -157563.896033 + Penalty 2735.548968 = -154828.347065 nChanged 80 SP:Iteration 8Q (5262.522452 sec): 3 clusters Score: Raw -157638.036989 + Penalty 2735.548968 = -154902.488021 nChanged 78 SP:Iteration 9Q (5262.599680 sec): 3 clusters Score: Raw -157703.357513 + Penalty 2735.548968 = -154967.808545 nChanged 58 SP:Iteration 10Q (5262.687817 sec): 3 clusters Score: Raw -157741.929548 + Penalty 2735.548968 = -155006.380580 nChanged 40 SP:Iteration 11Q (5262.757547 sec): 3 clusters Score: Raw -157771.856325 + Penalty 2735.548968 = -155036.307357 nChanged 36 SP:Iteration 12Q (5262.857735 sec): 3 clusters Score: Raw -157797.833660 + Penalty 2735.548968 = -155062.284693 nChanged 35 SP:Iteration 13Q (5262.945237 sec): 3 clusters Score: Raw -157820.875584 + Penalty 2735.548968 = -155085.326616 nChanged 27 SP:Iteration 14Q (5263.032909 sec): 3 clusters Score: Raw -157835.285804 + Penalty 2735.548968 = -155099.736836 nChanged 20 SP:Iteration 15Q (5263.116473 sec): 3 clusters Score: Raw -157845.283291 + Penalty 2735.548968 = -155109.734323 nChanged 15 SP:Iteration 16Q (5263.204238 sec): 3 clusters Score: Raw -157853.004871 + Penalty 2735.548968 = -155117.455903 nChanged 9 SP:Iteration 17Q (5263.289925 sec): 3 clusters Score: Raw -157857.812886 + Penalty 2735.548968 = -155122.263918 nChanged 6 SP:Iteration 18Q (5263.374878 sec): 3 clusters Score: Raw -157862.069669 + Penalty 2735.548968 = -155126.520701 nChanged 6 SP:Iteration 19Q (5263.452649 sec): 3 clusters Score: Raw -157869.847753 + Penalty 2735.548968 = -155134.298785 nChanged 18 SP:Iteration 20F (5263.543068 sec): 3 clusters Score: Raw -157883.686461 + Penalty 2735.548968 = -155148.137493 nChanged 28 SP:Iteration 21Q (5263.627477 sec): 3 clusters Score: Raw -157900.427890 + Penalty 2735.548968 = -155164.878922 nChanged 23 SP:Iteration 22Q (5263.688532 sec): 3 clusters Score: Raw -157922.088367 + Penalty 2735.548968 = -155186.539399 nChanged 28 SP:Iteration 23Q (5263.785200 sec): 3 clusters Score: Raw -157941.213192 + Penalty 2735.548968 = -155205.664224 nChanged 20 SP:Iteration 24Q (5263.848713 sec): 3 clusters Score: Raw -157954.460360 + Penalty 2735.548968 = -155218.911392 nChanged 17 SP:Iteration 25Q (5263.945414 sec): 3 clusters Score: Raw -157963.255856 + Penalty 2735.548968 = -155227.706888 nChanged 15 SP:Iteration 26Q (5264.025304 sec): 3 clusters Score: Raw -157970.441755 + Penalty 2735.548968 = -155234.892787 nChanged 3 SP:Iteration 27Q (5264.096129 sec): 3 clusters Score: Raw -157971.465668 + Penalty 2735.548968 = -155235.916700 nChanged 1 SP:Iteration 28Q (5264.176205 sec): 3 clusters Score: Raw -157971.845579 + Penalty 2735.548968 = -155236.296611 nChanged 0 SP:Iteration 29F (5264.252797 sec): 3 clusters Score: Raw -157971.845579 + Penalty 2735.548968 = -155236.296611 nChanged 0 Trying to split cluster 36 (1226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5264.305002 sec): 2 clusters Score: Raw -40814.000474 + Penalty 1248.070376 = -39565.930098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5264.380271 sec): 3 clusters Score: Raw -40434.068306 + Penalty 2496.140753 = -37937.927553 nChanged 397 SP:Iteration 1F (5264.480573 sec): 3 clusters Score: Raw -40841.034708 + Penalty 2496.140753 = -38344.893955 nChanged 107 SP:Iteration 2F (5264.557104 sec): 3 clusters Score: Raw -40980.879958 + Penalty 2496.140753 = -38484.739205 nChanged 56 SP:Iteration 3Q (5264.630833 sec): 3 clusters Score: Raw -41071.707328 + Penalty 2496.140753 = -38575.566575 nChanged 45 SP:Iteration 4Q (5264.717822 sec): 3 clusters Score: Raw -41124.233030 + Penalty 2496.140753 = -38628.092277 nChanged 38 SP:Iteration 5Q (5264.782556 sec): 3 clusters Score: Raw -41185.918643 + Penalty 2496.140753 = -38689.777890 nChanged 33 SP:Iteration 6Q (5264.873063 sec): 3 clusters Score: Raw -41219.627219 + Penalty 2496.140753 = -38723.486466 nChanged 25 SP:Iteration 7Q (5264.945392 sec): 3 clusters Score: Raw -41245.819450 + Penalty 2496.140753 = -38749.678697 nChanged 26 SP:Iteration 8Q (5265.023599 sec): 3 clusters Score: Raw -41265.724279 + Penalty 2496.140753 = -38769.583526 nChanged 12 SP:Iteration 9Q (5265.120129 sec): 3 clusters Score: Raw -41278.850838 + Penalty 2496.140753 = -38782.710085 nChanged 12 SP:Iteration 10Q (5265.181963 sec): 3 clusters Score: Raw -41299.592140 + Penalty 2496.140753 = -38803.451387 nChanged 19 SP:Iteration 11Q (5265.262392 sec): 3 clusters Score: Raw -41322.436753 + Penalty 2496.140753 = -38826.296000 nChanged 18 SP:Iteration 12Q (5265.337707 sec): 3 clusters Score: Raw -41343.732609 + Penalty 2496.140753 = -38847.591856 nChanged 17 SP:Iteration 13Q (5265.416815 sec): 3 clusters Score: Raw -41363.002118 + Penalty 2496.140753 = -38866.861365 nChanged 9 SP:Iteration 14Q (5265.494029 sec): 3 clusters Score: Raw -41368.141479 + Penalty 2496.140753 = -38872.000726 nChanged 7 SP:Iteration 15Q (5265.585672 sec): 3 clusters Score: Raw -41376.278445 + Penalty 2496.140753 = -38880.137692 nChanged 2 SP:Iteration 16Q (5265.664298 sec): 3 clusters Score: Raw -41378.891062 + Penalty 2496.140753 = -38882.750309 nChanged 3 SP:Iteration 17Q (5265.744737 sec): 3 clusters Score: Raw -41382.332879 + Penalty 2496.140753 = -38886.192126 nChanged 3 SP:Iteration 18Q (5265.826997 sec): 3 clusters Score: Raw -41384.697630 + Penalty 2496.140753 = -38888.556877 nChanged 3 SP:Iteration 19Q (5265.919676 sec): 3 clusters Score: Raw -41386.341069 + Penalty 2496.140753 = -38890.200316 nChanged 0 SP:Iteration 20F (5265.985980 sec): 3 clusters Score: Raw -41386.341069 + Penalty 2496.140753 = -38890.200316 nChanged 0 Trying to split cluster 37 (4712 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5266.059437 sec): 2 clusters Score: Raw -325983.434949 + Penalty 1484.355786 = -324499.079164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5266.153776 sec): 3 clusters Score: Raw -323561.503656 + Penalty 2968.711572 = -320592.792084 nChanged 1885 SP:Iteration 1F (5266.243239 sec): 3 clusters Score: Raw -324623.564376 + Penalty 2968.711572 = -321654.852804 nChanged 359 SP:Iteration 2F (5266.334932 sec): 3 clusters Score: Raw -324797.600622 + Penalty 2968.711572 = -321828.889050 nChanged 226 SP:Iteration 3Q (5266.406248 sec): 3 clusters Score: Raw -324909.312485 + Penalty 2968.711572 = -321940.600913 nChanged 173 SP:Iteration 4Q (5266.506788 sec): 3 clusters Score: Raw -324989.534175 + Penalty 2968.711572 = -322020.822603 nChanged 141 SP:Iteration 5Q (5266.605320 sec): 3 clusters Score: Raw -325041.273521 + Penalty 2968.711572 = -322072.561949 nChanged 109 SP:Iteration 6Q (5266.678501 sec): 3 clusters Score: Raw -325084.369670 + Penalty 2968.711572 = -322115.658099 nChanged 92 SP:Iteration 7Q (5266.770516 sec): 3 clusters Score: Raw -325125.699620 + Penalty 2968.711572 = -322156.988049 nChanged 75 SP:Iteration 8Q (5266.863027 sec): 3 clusters Score: Raw -325149.735141 + Penalty 2968.711572 = -322181.023569 nChanged 65 SP:Iteration 9Q (5266.955004 sec): 3 clusters Score: Raw -325172.451229 + Penalty 2968.711572 = -322203.739658 nChanged 57 SP:Iteration 10Q (5267.068286 sec): 3 clusters Score: Raw -325189.450481 + Penalty 2968.711572 = -322220.738909 nChanged 62 SP:Iteration 11Q (5267.157507 sec): 3 clusters Score: Raw -325209.708616 + Penalty 2968.711572 = -322240.997045 nChanged 54 SP:Iteration 12Q (5267.234052 sec): 3 clusters Score: Raw -325225.311590 + Penalty 2968.711572 = -322256.600018 nChanged 48 SP:Iteration 13Q (5267.324444 sec): 3 clusters Score: Raw -325244.216597 + Penalty 2968.711572 = -322275.505025 nChanged 52 SP:Iteration 14Q (5267.409748 sec): 3 clusters Score: Raw -325264.858211 + Penalty 2968.711572 = -322296.146640 nChanged 52 SP:Iteration 15Q (5267.489302 sec): 3 clusters Score: Raw -325286.374754 + Penalty 2968.711572 = -322317.663182 nChanged 60 SP:Iteration 16Q (5267.574331 sec): 3 clusters Score: Raw -325309.901610 + Penalty 2968.711572 = -322341.190038 nChanged 73 SP:Iteration 17Q (5267.675748 sec): 3 clusters Score: Raw -325341.661101 + Penalty 2968.711572 = -322372.949529 nChanged 75 SP:Iteration 18Q (5267.740910 sec): 3 clusters Score: Raw -325368.742337 + Penalty 2968.711572 = -322400.030765 nChanged 76 SP:Iteration 19Q (5267.840279 sec): 3 clusters Score: Raw -325400.186146 + Penalty 2968.711572 = -322431.474574 nChanged 79 SP:Iteration 20F (5267.923093 sec): 3 clusters Score: Raw -325436.982670 + Penalty 2968.711572 = -322468.271099 nChanged 98 SP:Iteration 21Q (5267.999755 sec): 3 clusters Score: Raw -325479.893031 + Penalty 2968.711572 = -322511.181460 nChanged 80 SP:Iteration 22Q (5268.096598 sec): 3 clusters Score: Raw -325522.217025 + Penalty 2968.711572 = -322553.505453 nChanged 98 SP:Iteration 23Q (5268.178666 sec): 3 clusters Score: Raw -325581.212235 + Penalty 2968.711572 = -322612.500663 nChanged 102 SP:Iteration 24Q (5268.271849 sec): 3 clusters Score: Raw -325639.527410 + Penalty 2968.711572 = -322670.815838 nChanged 92 SP:Iteration 25Q (5268.353670 sec): 3 clusters Score: Raw -325686.745233 + Penalty 2968.711572 = -322718.033661 nChanged 99 SP:Iteration 26Q (5268.449607 sec): 3 clusters Score: Raw -325743.006960 + Penalty 2968.711572 = -322774.295389 nChanged 91 SP:Iteration 27Q (5268.557028 sec): 3 clusters Score: Raw -325798.159138 + Penalty 2968.711572 = -322829.447567 nChanged 85 SP:Iteration 28Q (5268.645508 sec): 3 clusters Score: Raw -325844.702980 + Penalty 2968.711572 = -322875.991408 nChanged 77 SP:Iteration 29Q (5268.721418 sec): 3 clusters Score: Raw -325891.436234 + Penalty 2968.711572 = -322922.724662 nChanged 85 SP:Iteration 30Q (5268.815491 sec): 3 clusters Score: Raw -325951.767114 + Penalty 2968.711572 = -322983.055542 nChanged 66 SP:Iteration 31Q (5268.903056 sec): 3 clusters Score: Raw -326002.840504 + Penalty 2968.711572 = -323034.128932 nChanged 47 SP:Iteration 32Q (5268.978007 sec): 3 clusters Score: Raw -326037.613127 + Penalty 2968.711572 = -323068.901556 nChanged 44 SP:Iteration 33Q (5269.064125 sec): 3 clusters Score: Raw -326073.198911 + Penalty 2968.711572 = -323104.487339 nChanged 31 SP:Iteration 34Q (5269.165940 sec): 3 clusters Score: Raw -326101.469477 + Penalty 2968.711572 = -323132.757905 nChanged 28 SP:Iteration 35Q (5269.280221 sec): 3 clusters Score: Raw -326123.710257 + Penalty 2968.711572 = -323154.998686 nChanged 20 SP:Iteration 36Q (5269.365809 sec): 3 clusters Score: Raw -326135.950648 + Penalty 2968.711572 = -323167.239076 nChanged 11 SP:Iteration 37Q (5269.440752 sec): 3 clusters Score: Raw -326146.388837 + Penalty 2968.711572 = -323177.677265 nChanged 9 SP:Iteration 38Q (5269.545978 sec): 3 clusters Score: Raw -326152.636282 + Penalty 2968.711572 = -323183.924711 nChanged 7 SP:Iteration 39Q (5269.634118 sec): 3 clusters Score: Raw -326157.818797 + Penalty 2968.711572 = -323189.107225 nChanged 4 SP:Iteration 40F (5269.715996 sec): 3 clusters Score: Raw -326160.899482 + Penalty 2968.711572 = -323192.187910 nChanged 5 SP:Iteration 41Q (5269.790945 sec): 3 clusters Score: Raw -326165.815339 + Penalty 2968.711572 = -323197.103767 nChanged 5 SP:Iteration 42Q (5269.878345 sec): 3 clusters Score: Raw -326172.394759 + Penalty 2968.711572 = -323203.683188 nChanged 6 SP:Iteration 43Q (5269.960038 sec): 3 clusters Score: Raw -326177.108095 + Penalty 2968.711572 = -323208.396524 nChanged 5 SP:Iteration 44Q (5270.053119 sec): 3 clusters Score: Raw -326180.116080 + Penalty 2968.711572 = -323211.404509 nChanged 0 SP:Iteration 45F (5270.128119 sec): 3 clusters Score: Raw -326180.116080 + Penalty 2968.711572 = -323211.404509 nChanged 0 Trying to split cluster 38 (8151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5270.184512 sec): 2 clusters Score: Raw -443340.512845 + Penalty 1580.534730 = -441759.978115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5270.359972 sec): 3 clusters Score: Raw -438931.028303 + Penalty 3161.069460 = -435769.958843 nChanged 3447 SP:Iteration 1F (5270.459802 sec): 3 clusters Score: Raw -440885.454857 + Penalty 3161.069460 = -437724.385396 nChanged 625 SP:Iteration 2F (5270.557326 sec): 3 clusters Score: Raw -441240.256372 + Penalty 3161.069460 = -438079.186912 nChanged 492 SP:Iteration 3F (5270.705496 sec): 3 clusters Score: Raw -441508.175534 + Penalty 3161.069460 = -438347.106074 nChanged 436 SP:Iteration 4F (5270.805770 sec): 3 clusters Score: Raw -441734.798708 + Penalty 3161.069460 = -438573.729247 nChanged 386 SP:Iteration 5Q (5270.937126 sec): 3 clusters Score: Raw -441919.058189 + Penalty 3161.069460 = -438757.988729 nChanged 340 SP:Iteration 6Q (5271.039505 sec): 3 clusters Score: Raw -442110.861364 + Penalty 3161.069460 = -438949.791903 nChanged 340 SP:Iteration 7Q (5271.155219 sec): 3 clusters Score: Raw -442297.397999 + Penalty 3161.069460 = -439136.328538 nChanged 298 SP:Iteration 8Q (5271.272161 sec): 3 clusters Score: Raw -442473.389979 + Penalty 3161.069460 = -439312.320519 nChanged 306 SP:Iteration 9Q (5271.384294 sec): 3 clusters Score: Raw -442634.368428 + Penalty 3161.069460 = -439473.298968 nChanged 262 SP:Iteration 10Q (5271.492590 sec): 3 clusters Score: Raw -442767.919166 + Penalty 3161.069460 = -439606.849706 nChanged 211 SP:Iteration 11Q (5271.614033 sec): 3 clusters Score: Raw -442872.114505 + Penalty 3161.069460 = -439711.045045 nChanged 175 SP:Iteration 12Q (5271.721619 sec): 3 clusters Score: Raw -442957.556910 + Penalty 3161.069460 = -439796.487450 nChanged 178 SP:Iteration 13Q (5271.834297 sec): 3 clusters Score: Raw -443048.357563 + Penalty 3161.069460 = -439887.288103 nChanged 171 SP:Iteration 14Q (5271.971818 sec): 3 clusters Score: Raw -443130.497847 + Penalty 3161.069460 = -439969.428387 nChanged 145 SP:Iteration 15Q (5272.087854 sec): 3 clusters Score: Raw -443189.334597 + Penalty 3161.069460 = -440028.265137 nChanged 138 SP:Iteration 16Q (5272.200278 sec): 3 clusters Score: Raw -443244.583385 + Penalty 3161.069460 = -440083.513925 nChanged 120 SP:Iteration 17Q (5272.329318 sec): 3 clusters Score: Raw -443290.731584 + Penalty 3161.069460 = -440129.662124 nChanged 87 SP:Iteration 18Q (5272.427999 sec): 3 clusters Score: Raw -443324.749161 + Penalty 3161.069460 = -440163.679701 nChanged 96 SP:Iteration 19Q (5272.563493 sec): 3 clusters Score: Raw -443352.766358 + Penalty 3161.069460 = -440191.696898 nChanged 72 SP:Iteration 20F (5272.699978 sec): 3 clusters Score: Raw -443370.647819 + Penalty 3161.069460 = -440209.578358 nChanged 45 SP:Iteration 21Q (5272.814709 sec): 3 clusters Score: Raw -443380.895496 + Penalty 3161.069460 = -440219.826036 nChanged 38 SP:Iteration 22Q (5272.948491 sec): 3 clusters Score: Raw -443391.454518 + Penalty 3161.069460 = -440230.385058 nChanged 49 SP:Iteration 23Q (5273.030273 sec): 3 clusters Score: Raw -443403.872125 + Penalty 3161.069460 = -440242.802665 nChanged 29 SP:Iteration 24Q (5273.143978 sec): 3 clusters Score: Raw -443409.017178 + Penalty 3161.069460 = -440247.947718 nChanged 22 SP:Iteration 25Q (5273.247503 sec): 3 clusters Score: Raw -443411.949997 + Penalty 3161.069460 = -440250.880537 nChanged 12 SP:Iteration 26Q (5273.372966 sec): 3 clusters Score: Raw -443413.592773 + Penalty 3161.069460 = -440252.523312 nChanged 6 SP:Iteration 27Q (5273.509530 sec): 3 clusters Score: Raw -443414.210254 + Penalty 3161.069460 = -440253.140793 nChanged 7 SP:Iteration 28Q (5273.636857 sec): 3 clusters Score: Raw -443415.106328 + Penalty 3161.069460 = -440254.036868 nChanged 4 SP:Iteration 29Q (5273.753281 sec): 3 clusters Score: Raw -443415.751395 + Penalty 3161.069460 = -440254.681935 nChanged 5 SP:Iteration 30Q (5273.858990 sec): 3 clusters Score: Raw -443416.374034 + Penalty 3161.069460 = -440255.304574 nChanged 4 SP:Iteration 31Q (5273.985797 sec): 3 clusters Score: Raw -443416.804412 + Penalty 3161.069460 = -440255.734952 nChanged 4 SP:Iteration 32Q (5274.112417 sec): 3 clusters Score: Raw -443417.031565 + Penalty 3161.069460 = -440255.962105 nChanged 3 SP:Iteration 33Q (5274.229285 sec): 3 clusters Score: Raw -443417.383543 + Penalty 3161.069460 = -440256.314083 nChanged 0 SP:Iteration 34F (5274.376446 sec): 3 clusters Score: Raw -443417.383543 + Penalty 3161.069460 = -440256.314083 nChanged 0 Trying to split cluster 39 (1411 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5274.395957 sec): 2 clusters Score: Raw -67793.841581 + Penalty 1272.735469 = -66521.106113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5274.514452 sec): 3 clusters Score: Raw -67298.572661 + Penalty 2545.470937 = -64753.101723 nChanged 454 SP:Iteration 1F (5274.608572 sec): 3 clusters Score: Raw -67669.657638 + Penalty 2545.470937 = -65124.186701 nChanged 131 SP:Iteration 2F (5274.706163 sec): 3 clusters Score: Raw -67845.955611 + Penalty 2545.470937 = -65300.484674 nChanged 96 SP:Iteration 3F (5274.818767 sec): 3 clusters Score: Raw -67971.525070 + Penalty 2545.470937 = -65426.054133 nChanged 71 SP:Iteration 4F (5274.930184 sec): 3 clusters Score: Raw -68071.779465 + Penalty 2545.470937 = -65526.308528 nChanged 61 SP:Iteration 5Q (5275.027343 sec): 3 clusters Score: Raw -68138.269963 + Penalty 2545.470937 = -65592.799026 nChanged 34 SP:Iteration 6Q (5275.134134 sec): 3 clusters Score: Raw -68171.878111 + Penalty 2545.470937 = -65626.407174 nChanged 27 SP:Iteration 7Q (5275.237965 sec): 3 clusters Score: Raw -68200.070778 + Penalty 2545.470937 = -65654.599841 nChanged 22 SP:Iteration 8Q (5275.319707 sec): 3 clusters Score: Raw -68224.044039 + Penalty 2545.470937 = -65678.573102 nChanged 18 SP:Iteration 9Q (5275.417934 sec): 3 clusters Score: Raw -68246.028678 + Penalty 2545.470937 = -65700.557741 nChanged 15 SP:Iteration 10Q (5275.518970 sec): 3 clusters Score: Raw -68263.285219 + Penalty 2545.470937 = -65717.814282 nChanged 12 SP:Iteration 11Q (5275.624346 sec): 3 clusters Score: Raw -68281.949488 + Penalty 2545.470937 = -65736.478551 nChanged 18 SP:Iteration 12Q (5275.731788 sec): 3 clusters Score: Raw -68303.931264 + Penalty 2545.470937 = -65758.460327 nChanged 15 SP:Iteration 13Q (5275.836009 sec): 3 clusters Score: Raw -68315.374051 + Penalty 2545.470937 = -65769.903114 nChanged 14 SP:Iteration 14Q (5275.960187 sec): 3 clusters Score: Raw -68325.734387 + Penalty 2545.470937 = -65780.263449 nChanged 12 SP:Iteration 15Q (5276.045159 sec): 3 clusters Score: Raw -68339.233253 + Penalty 2545.470937 = -65793.762316 nChanged 18 SP:Iteration 16Q (5276.170600 sec): 3 clusters Score: Raw -68364.842838 + Penalty 2545.470937 = -65819.371901 nChanged 20 SP:Iteration 17Q (5276.236508 sec): 3 clusters Score: Raw -68384.073470 + Penalty 2545.470937 = -65838.602533 nChanged 17 SP:Iteration 18Q (5276.352623 sec): 3 clusters Score: Raw -68399.870488 + Penalty 2545.470937 = -65854.399551 nChanged 11 SP:Iteration 19Q (5276.446728 sec): 3 clusters Score: Raw -68409.688426 + Penalty 2545.470937 = -65864.217489 nChanged 8 SP:Iteration 20F (5276.529662 sec): 3 clusters Score: Raw -68419.627022 + Penalty 2545.470937 = -65874.156085 nChanged 6 SP:Iteration 21Q (5276.645424 sec): 3 clusters Score: Raw -68426.882101 + Penalty 2545.470937 = -65881.411164 nChanged 5 SP:Iteration 22Q (5276.725840 sec): 3 clusters Score: Raw -68430.789307 + Penalty 2545.470937 = -65885.318370 nChanged 4 SP:Iteration 23Q (5276.827324 sec): 3 clusters Score: Raw -68434.380299 + Penalty 2545.470937 = -65888.909362 nChanged 4 SP:Iteration 24Q (5276.933454 sec): 3 clusters Score: Raw -68437.783071 + Penalty 2545.470937 = -65892.312134 nChanged 2 SP:Iteration 25Q (5277.010252 sec): 3 clusters Score: Raw -68439.481235 + Penalty 2545.470937 = -65894.010298 nChanged 1 SP:Iteration 26Q (5277.104427 sec): 3 clusters Score: Raw -68440.916445 + Penalty 2545.470937 = -65895.445508 nChanged 3 SP:Iteration 27Q (5277.217215 sec): 3 clusters Score: Raw -68442.771526 + Penalty 2545.470937 = -65897.300589 nChanged 0 SP:Iteration 28F (5277.297052 sec): 3 clusters Score: Raw -68442.771526 + Penalty 2545.470937 = -65897.300589 nChanged 0 Trying to split cluster 40 (6843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5277.380411 sec): 2 clusters Score: Raw -476520.314043 + Penalty 1549.837255 = -474970.476788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5277.500979 sec): 3 clusters Score: Raw -472842.505655 + Penalty 3099.674510 = -469742.831144 nChanged 2839 SP:Iteration 1F (5277.583931 sec): 3 clusters Score: Raw -474338.781064 + Penalty 3099.674510 = -471239.106553 nChanged 415 SP:Iteration 2F (5277.711685 sec): 3 clusters Score: Raw -474518.493125 + Penalty 3099.674510 = -471418.818615 nChanged 322 SP:Iteration 3Q (5277.797777 sec): 3 clusters Score: Raw -474641.589606 + Penalty 3099.674510 = -471541.915096 nChanged 257 SP:Iteration 4Q (5277.908631 sec): 3 clusters Score: Raw -474744.463348 + Penalty 3099.674510 = -471644.788838 nChanged 224 SP:Iteration 5Q (5278.019936 sec): 3 clusters Score: Raw -474826.060608 + Penalty 3099.674510 = -471726.386098 nChanged 193 SP:Iteration 6Q (5278.106542 sec): 3 clusters Score: Raw -474898.973559 + Penalty 3099.674510 = -471799.299049 nChanged 196 SP:Iteration 7Q (5278.207588 sec): 3 clusters Score: Raw -474968.414913 + Penalty 3099.674510 = -471868.740403 nChanged 169 SP:Iteration 8Q (5278.333500 sec): 3 clusters Score: Raw -475023.566470 + Penalty 3099.674510 = -471923.891959 nChanged 156 SP:Iteration 9Q (5278.420689 sec): 3 clusters Score: Raw -475072.795614 + Penalty 3099.674510 = -471973.121104 nChanged 157 SP:Iteration 10Q (5278.529158 sec): 3 clusters Score: Raw -475127.652862 + Penalty 3099.674510 = -472027.978352 nChanged 155 SP:Iteration 11Q (5278.641417 sec): 3 clusters Score: Raw -475177.303342 + Penalty 3099.674510 = -472077.628832 nChanged 153 SP:Iteration 12Q (5278.770506 sec): 3 clusters Score: Raw -475233.532743 + Penalty 3099.674510 = -472133.858232 nChanged 163 SP:Iteration 13Q (5278.886094 sec): 3 clusters Score: Raw -475305.557278 + Penalty 3099.674510 = -472205.882768 nChanged 182 SP:Iteration 14Q (5278.971997 sec): 3 clusters Score: Raw -475391.242774 + Penalty 3099.674510 = -472291.568264 nChanged 194 SP:Iteration 15Q (5279.078650 sec): 3 clusters Score: Raw -475479.866261 + Penalty 3099.674510 = -472380.191751 nChanged 208 SP:Iteration 16Q (5279.200625 sec): 3 clusters Score: Raw -475583.071180 + Penalty 3099.674510 = -472483.396669 nChanged 208 SP:Iteration 17Q (5279.285641 sec): 3 clusters Score: Raw -475689.239572 + Penalty 3099.674510 = -472589.565061 nChanged 207 SP:Iteration 18Q (5279.403433 sec): 3 clusters Score: Raw -475811.762721 + Penalty 3099.674510 = -472712.088210 nChanged 211 SP:Iteration 19Q (5279.478080 sec): 3 clusters Score: Raw -475937.892638 + Penalty 3099.674510 = -472838.218128 nChanged 186 SP:Iteration 20F (5279.591329 sec): 3 clusters Score: Raw -476054.427296 + Penalty 3099.674510 = -472954.752786 nChanged 183 SP:Iteration 21Q (5279.672940 sec): 3 clusters Score: Raw -476169.111556 + Penalty 3099.674510 = -473069.437046 nChanged 146 SP:Iteration 22Q (5279.792542 sec): 3 clusters Score: Raw -476276.571303 + Penalty 3099.674510 = -473176.896792 nChanged 116 SP:Iteration 23Q (5279.886016 sec): 3 clusters Score: Raw -476370.095075 + Penalty 3099.674510 = -473270.420565 nChanged 107 SP:Iteration 24Q (5279.987038 sec): 3 clusters Score: Raw -476463.195112 + Penalty 3099.674510 = -473363.520601 nChanged 85 SP:Iteration 25Q (5280.089448 sec): 3 clusters Score: Raw -476538.982501 + Penalty 3099.674510 = -473439.307991 nChanged 77 SP:Iteration 26Q (5280.187196 sec): 3 clusters Score: Raw -476599.696218 + Penalty 3099.674510 = -473500.021707 nChanged 65 SP:Iteration 27Q (5280.269731 sec): 3 clusters Score: Raw -476655.672713 + Penalty 3099.674510 = -473555.998203 nChanged 69 SP:Iteration 28Q (5280.361309 sec): 3 clusters Score: Raw -476723.002936 + Penalty 3099.674510 = -473623.328426 nChanged 73 SP:Iteration 29Q (5280.457388 sec): 3 clusters Score: Raw -476817.463670 + Penalty 3099.674510 = -473717.789160 nChanged 74 SP:Iteration 30Q (5280.531058 sec): 3 clusters Score: Raw -476903.941681 + Penalty 3099.674510 = -473804.267171 nChanged 67 SP:Iteration 31Q (5280.640168 sec): 3 clusters Score: Raw -476974.216918 + Penalty 3099.674510 = -473874.542408 nChanged 54 SP:Iteration 32Q (5280.713967 sec): 3 clusters Score: Raw -477020.322533 + Penalty 3099.674510 = -473920.648022 nChanged 49 SP:Iteration 33Q (5280.824875 sec): 3 clusters Score: Raw -477059.578931 + Penalty 3099.674510 = -473959.904420 nChanged 51 SP:Iteration 34Q (5280.915237 sec): 3 clusters Score: Raw -477094.978841 + Penalty 3099.674510 = -473995.304331 nChanged 34 SP:Iteration 35Q (5281.009895 sec): 3 clusters Score: Raw -477116.254742 + Penalty 3099.674510 = -474016.580232 nChanged 31 SP:Iteration 36Q (5281.106454 sec): 3 clusters Score: Raw -477135.238854 + Penalty 3099.674510 = -474035.564344 nChanged 28 SP:Iteration 37Q (5281.203297 sec): 3 clusters Score: Raw -477150.732273 + Penalty 3099.674510 = -474051.057762 nChanged 18 SP:Iteration 38Q (5281.294759 sec): 3 clusters Score: Raw -477159.413383 + Penalty 3099.674510 = -474059.738873 nChanged 14 SP:Iteration 39Q (5281.397713 sec): 3 clusters Score: Raw -477164.239003 + Penalty 3099.674510 = -474064.564493 nChanged 6 SP:Iteration 40F (5281.481651 sec): 3 clusters Score: Raw -477166.839137 + Penalty 3099.674510 = -474067.164627 nChanged 8 SP:Iteration 41Q (5281.557622 sec): 3 clusters Score: Raw -477169.710547 + Penalty 3099.674510 = -474070.036036 nChanged 5 SP:Iteration 42Q (5281.646950 sec): 3 clusters Score: Raw -477171.916115 + Penalty 3099.674510 = -474072.241605 nChanged 3 SP:Iteration 43Q (5281.731232 sec): 3 clusters Score: Raw -477173.221204 + Penalty 3099.674510 = -474073.546693 nChanged 4 SP:Iteration 44Q (5281.838644 sec): 3 clusters Score: Raw -477174.576865 + Penalty 3099.674510 = -474074.902355 nChanged 3 SP:Iteration 45Q (5281.926762 sec): 3 clusters Score: Raw -477175.856268 + Penalty 3099.674510 = -474076.181758 nChanged 4 SP:Iteration 46Q (5282.017357 sec): 3 clusters Score: Raw -477177.535489 + Penalty 3099.674510 = -474077.860978 nChanged 6 SP:Iteration 47Q (5282.117290 sec): 3 clusters Score: Raw -477179.438196 + Penalty 3099.674510 = -474079.763686 nChanged 8 SP:Iteration 48Q (5282.211088 sec): 3 clusters Score: Raw -477181.972400 + Penalty 3099.674510 = -474082.297890 nChanged 4 SP:Iteration 49Q (5282.307529 sec): 3 clusters Score: Raw -477182.734921 + Penalty 3099.674510 = -474083.060410 nChanged 4 SP:Iteration 50Q (5282.402377 sec): 3 clusters Score: Raw -477184.931629 + Penalty 3099.674510 = -474085.257118 nChanged 4 SP:Iteration 51Q (5282.498530 sec): 3 clusters Score: Raw -477186.383425 + Penalty 3099.674510 = -474086.708914 nChanged 6 SP:Iteration 52Q (5282.572728 sec): 3 clusters Score: Raw -477188.798032 + Penalty 3099.674510 = -474089.123521 nChanged 5 SP:Iteration 53Q (5282.683918 sec): 3 clusters Score: Raw -477190.361348 + Penalty 3099.674510 = -474090.686838 nChanged 6 SP:Iteration 54Q (5282.784231 sec): 3 clusters Score: Raw -477192.234934 + Penalty 3099.674510 = -474092.560423 nChanged 6 SP:Iteration 55Q (5282.880188 sec): 3 clusters Score: Raw -477193.566890 + Penalty 3099.674510 = -474093.892379 nChanged 3 SP:Iteration 56Q (5282.956663 sec): 3 clusters Score: Raw -477194.174551 + Penalty 3099.674510 = -474094.500041 nChanged 0 SP:Iteration 57F (5283.074175 sec): 3 clusters Score: Raw -477194.174551 + Penalty 3099.674510 = -474094.500041 nChanged 0 Trying to split cluster 41 (1593 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5283.124768 sec): 2 clusters Score: Raw -74549.758897 + Penalty 1294.027191 = -73255.731706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5283.213190 sec): 3 clusters Score: Raw -73947.534320 + Penalty 2588.054383 = -71359.479937 nChanged 550 SP:Iteration 1F (5283.297477 sec): 3 clusters Score: Raw -74366.678633 + Penalty 2588.054383 = -71778.624250 nChanged 135 SP:Iteration 2F (5283.383398 sec): 3 clusters Score: Raw -74528.616431 + Penalty 2588.054383 = -71940.562048 nChanged 103 SP:Iteration 3F (5283.465045 sec): 3 clusters Score: Raw -74633.564187 + Penalty 2588.054383 = -72045.509804 nChanged 72 SP:Iteration 4Q (5283.538788 sec): 3 clusters Score: Raw -74720.700064 + Penalty 2588.054383 = -72132.645682 nChanged 71 SP:Iteration 5Q (5283.620261 sec): 3 clusters Score: Raw -74798.858818 + Penalty 2588.054383 = -72210.804436 nChanged 49 SP:Iteration 6Q (5283.697071 sec): 3 clusters Score: Raw -74843.791303 + Penalty 2588.054383 = -72255.736920 nChanged 36 SP:Iteration 7Q (5283.770609 sec): 3 clusters Score: Raw -74874.023551 + Penalty 2588.054383 = -72285.969168 nChanged 31 SP:Iteration 8Q (5283.852286 sec): 3 clusters Score: Raw -74909.673992 + Penalty 2588.054383 = -72321.619609 nChanged 30 SP:Iteration 9Q (5283.932371 sec): 3 clusters Score: Raw -74935.816939 + Penalty 2588.054383 = -72347.762557 nChanged 26 SP:Iteration 10Q (5283.994841 sec): 3 clusters Score: Raw -74964.528696 + Penalty 2588.054383 = -72376.474313 nChanged 22 SP:Iteration 11Q (5284.073486 sec): 3 clusters Score: Raw -74979.736692 + Penalty 2588.054383 = -72391.682309 nChanged 12 SP:Iteration 12Q (5284.166014 sec): 3 clusters Score: Raw -74991.107552 + Penalty 2588.054383 = -72403.053169 nChanged 10 SP:Iteration 13Q (5284.225265 sec): 3 clusters Score: Raw -74998.976101 + Penalty 2588.054383 = -72410.921718 nChanged 7 SP:Iteration 14Q (5284.310394 sec): 3 clusters Score: Raw -75003.960785 + Penalty 2588.054383 = -72415.906402 nChanged 3 SP:Iteration 15Q (5284.391639 sec): 3 clusters Score: Raw -75007.087289 + Penalty 2588.054383 = -72419.032906 nChanged 5 SP:Iteration 16Q (5284.474123 sec): 3 clusters Score: Raw -75010.757697 + Penalty 2588.054383 = -72422.703314 nChanged 3 SP:Iteration 17Q (5284.556742 sec): 3 clusters Score: Raw -75012.424306 + Penalty 2588.054383 = -72424.369924 nChanged 2 SP:Iteration 18Q (5284.637864 sec): 3 clusters Score: Raw -75013.101613 + Penalty 2588.054383 = -72425.047231 nChanged 1 SP:Iteration 19Q (5284.720550 sec): 3 clusters Score: Raw -75013.385278 + Penalty 2588.054383 = -72425.330895 nChanged 0 SP:Iteration 20F (5284.789091 sec): 3 clusters Score: Raw -75013.385278 + Penalty 2588.054383 = -72425.330895 nChanged 0 Trying to split cluster 42 (2223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5284.831692 sec): 2 clusters Score: Raw -143314.378736 + Penalty 1352.510566 = -141961.868170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5284.906430 sec): 3 clusters Score: Raw -142366.917772 + Penalty 2705.021133 = -139661.896640 nChanged 769 SP:Iteration 1F (5285.034838 sec): 3 clusters Score: Raw -142886.537909 + Penalty 2705.021133 = -140181.516776 nChanged 180 SP:Iteration 2F (5285.124664 sec): 3 clusters Score: Raw -143041.657409 + Penalty 2705.021133 = -140336.636276 nChanged 120 SP:Iteration 3F (5285.226282 sec): 3 clusters Score: Raw -143135.029634 + Penalty 2705.021133 = -140430.008501 nChanged 97 SP:Iteration 4Q (5285.348629 sec): 3 clusters Score: Raw -143201.326269 + Penalty 2705.021133 = -140496.305136 nChanged 70 SP:Iteration 5Q (5285.434133 sec): 3 clusters Score: Raw -143253.864547 + Penalty 2705.021133 = -140548.843414 nChanged 62 SP:Iteration 6Q (5285.511204 sec): 3 clusters Score: Raw -143301.322695 + Penalty 2705.021133 = -140596.301562 nChanged 48 SP:Iteration 7Q (5285.590065 sec): 3 clusters Score: Raw -143339.881426 + Penalty 2705.021133 = -140634.860293 nChanged 37 SP:Iteration 8Q (5285.668377 sec): 3 clusters Score: Raw -143360.947821 + Penalty 2705.021133 = -140655.926688 nChanged 34 SP:Iteration 9Q (5285.745917 sec): 3 clusters Score: Raw -143380.716814 + Penalty 2705.021133 = -140675.695681 nChanged 30 SP:Iteration 10Q (5285.824616 sec): 3 clusters Score: Raw -143413.477721 + Penalty 2705.021133 = -140708.456588 nChanged 33 SP:Iteration 11Q (5285.902850 sec): 3 clusters Score: Raw -143442.976963 + Penalty 2705.021133 = -140737.955830 nChanged 42 SP:Iteration 12Q (5286.005521 sec): 3 clusters Score: Raw -143483.303199 + Penalty 2705.021133 = -140778.282066 nChanged 50 SP:Iteration 13Q (5286.071672 sec): 3 clusters Score: Raw -143523.239538 + Penalty 2705.021133 = -140818.218406 nChanged 48 SP:Iteration 14Q (5286.150819 sec): 3 clusters Score: Raw -143555.954630 + Penalty 2705.021133 = -140850.933497 nChanged 40 SP:Iteration 15Q (5286.252575 sec): 3 clusters Score: Raw -143587.038843 + Penalty 2705.021133 = -140882.017710 nChanged 65 SP:Iteration 16Q (5286.346932 sec): 3 clusters Score: Raw -143638.661300 + Penalty 2705.021133 = -140933.640167 nChanged 68 SP:Iteration 17Q (5286.436834 sec): 3 clusters Score: Raw -143697.752948 + Penalty 2705.021133 = -140992.731815 nChanged 76 SP:Iteration 18Q (5286.521128 sec): 3 clusters Score: Raw -143760.885806 + Penalty 2705.021133 = -141055.864673 nChanged 82 SP:Iteration 19Q (5286.621045 sec): 3 clusters Score: Raw -143834.835180 + Penalty 2705.021133 = -141129.814047 nChanged 79 SP:Iteration 20F (5286.681543 sec): 3 clusters Score: Raw -143910.611834 + Penalty 2705.021133 = -141205.590701 nChanged 71 SP:Iteration 21Q (5286.825850 sec): 3 clusters Score: Raw -143967.702257 + Penalty 2705.021133 = -141262.681124 nChanged 51 SP:Iteration 22Q (5286.916933 sec): 3 clusters Score: Raw -144011.150109 + Penalty 2705.021133 = -141306.128976 nChanged 41 SP:Iteration 23Q (5286.999578 sec): 3 clusters Score: Raw -144038.512517 + Penalty 2705.021133 = -141333.491384 nChanged 21 SP:Iteration 24Q (5287.084940 sec): 3 clusters Score: Raw -144052.736662 + Penalty 2705.021133 = -141347.715529 nChanged 19 SP:Iteration 25Q (5287.172436 sec): 3 clusters Score: Raw -144066.601770 + Penalty 2705.021133 = -141361.580637 nChanged 15 SP:Iteration 26Q (5287.276136 sec): 3 clusters Score: Raw -144074.077903 + Penalty 2705.021133 = -141369.056770 nChanged 7 SP:Iteration 27Q (5287.340876 sec): 3 clusters Score: Raw -144076.377892 + Penalty 2705.021133 = -141371.356760 nChanged 2 SP:Iteration 28Q (5287.430385 sec): 3 clusters Score: Raw -144077.458603 + Penalty 2705.021133 = -141372.437470 nChanged 2 SP:Iteration 29Q (5287.531427 sec): 3 clusters Score: Raw -144078.424249 + Penalty 2705.021133 = -141373.403116 nChanged 2 SP:Iteration 30Q (5287.600365 sec): 3 clusters Score: Raw -144079.492643 + Penalty 2705.021133 = -141374.471510 nChanged 3 SP:Iteration 31Q (5287.694202 sec): 3 clusters Score: Raw -144080.469876 + Penalty 2705.021133 = -141375.448743 nChanged 0 SP:Iteration 32F (5287.778349 sec): 3 clusters Score: Raw -144080.469876 + Penalty 2705.021133 = -141375.448743 nChanged 0 Trying to split cluster 43 (9123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5287.836903 sec): 2 clusters Score: Raw -643381.955971 + Penalty 1600.306223 = -641781.649749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5288.026099 sec): 3 clusters Score: Raw -638362.995779 + Penalty 3200.612446 = -635162.383333 nChanged 3885 SP:Iteration 1F (5288.152559 sec): 3 clusters Score: Raw -640485.318862 + Penalty 3200.612446 = -637284.706416 nChanged 633 SP:Iteration 2F (5288.239531 sec): 3 clusters Score: Raw -640826.360721 + Penalty 3200.612446 = -637625.748276 nChanged 535 SP:Iteration 3F (5288.354978 sec): 3 clusters Score: Raw -641108.646079 + Penalty 3200.612446 = -637908.033633 nChanged 500 SP:Iteration 4F (5288.476464 sec): 3 clusters Score: Raw -641400.033107 + Penalty 3200.612446 = -638199.420661 nChanged 463 SP:Iteration 5F (5288.571547 sec): 3 clusters Score: Raw -641662.191298 + Penalty 3200.612446 = -638461.578852 nChanged 427 SP:Iteration 6Q (5288.677647 sec): 3 clusters Score: Raw -641897.143789 + Penalty 3200.612446 = -638696.531343 nChanged 385 SP:Iteration 7Q (5288.782167 sec): 3 clusters Score: Raw -642083.504523 + Penalty 3200.612446 = -638882.892077 nChanged 330 SP:Iteration 8Q (5288.882029 sec): 3 clusters Score: Raw -642235.925543 + Penalty 3200.612446 = -639035.313097 nChanged 285 SP:Iteration 9Q (5288.983489 sec): 3 clusters Score: Raw -642387.764843 + Penalty 3200.612446 = -639187.152397 nChanged 270 SP:Iteration 10Q (5289.074502 sec): 3 clusters Score: Raw -642534.542643 + Penalty 3200.612446 = -639333.930197 nChanged 256 SP:Iteration 11Q (5289.179485 sec): 3 clusters Score: Raw -642658.222638 + Penalty 3200.612446 = -639457.610193 nChanged 227 SP:Iteration 12Q (5289.302664 sec): 3 clusters Score: Raw -642779.764212 + Penalty 3200.612446 = -639579.151766 nChanged 216 SP:Iteration 13Q (5289.408642 sec): 3 clusters Score: Raw -642882.271474 + Penalty 3200.612446 = -639681.659029 nChanged 173 SP:Iteration 14Q (5289.514346 sec): 3 clusters Score: Raw -642957.689548 + Penalty 3200.612446 = -639757.077103 nChanged 158 SP:Iteration 15Q (5289.598840 sec): 3 clusters Score: Raw -643014.091600 + Penalty 3200.612446 = -639813.479154 nChanged 127 SP:Iteration 16Q (5289.702347 sec): 3 clusters Score: Raw -643066.072689 + Penalty 3200.612446 = -639865.460244 nChanged 125 SP:Iteration 17Q (5289.825001 sec): 3 clusters Score: Raw -643112.278823 + Penalty 3200.612446 = -639911.666378 nChanged 84 SP:Iteration 18Q (5289.919575 sec): 3 clusters Score: Raw -643137.297723 + Penalty 3200.612446 = -639936.685277 nChanged 78 SP:Iteration 19Q (5290.011274 sec): 3 clusters Score: Raw -643160.399052 + Penalty 3200.612446 = -639959.786606 nChanged 72 SP:Iteration 20F (5290.089764 sec): 3 clusters Score: Raw -643181.412427 + Penalty 3200.612446 = -639980.799981 nChanged 60 SP:Iteration 21Q (5290.203153 sec): 3 clusters Score: Raw -643202.807042 + Penalty 3200.612446 = -640002.194596 nChanged 56 SP:Iteration 22Q (5290.299172 sec): 3 clusters Score: Raw -643219.930040 + Penalty 3200.612446 = -640019.317595 nChanged 60 SP:Iteration 23Q (5290.375310 sec): 3 clusters Score: Raw -643238.529292 + Penalty 3200.612446 = -640037.916846 nChanged 62 SP:Iteration 24Q (5290.470983 sec): 3 clusters Score: Raw -643254.402088 + Penalty 3200.612446 = -640053.789642 nChanged 64 SP:Iteration 25Q (5290.589116 sec): 3 clusters Score: Raw -643272.965261 + Penalty 3200.612446 = -640072.352815 nChanged 62 SP:Iteration 26Q (5290.687069 sec): 3 clusters Score: Raw -643291.653058 + Penalty 3200.612446 = -640091.040613 nChanged 53 SP:Iteration 27Q (5290.768261 sec): 3 clusters Score: Raw -643307.262743 + Penalty 3200.612446 = -640106.650297 nChanged 54 SP:Iteration 28Q (5290.866833 sec): 3 clusters Score: Raw -643323.542938 + Penalty 3200.612446 = -640122.930492 nChanged 48 SP:Iteration 29Q (5290.961285 sec): 3 clusters Score: Raw -643337.346772 + Penalty 3200.612446 = -640136.734326 nChanged 53 SP:Iteration 30Q (5291.074503 sec): 3 clusters Score: Raw -643350.267867 + Penalty 3200.612446 = -640149.655421 nChanged 41 SP:Iteration 31Q (5291.153698 sec): 3 clusters Score: Raw -643359.986247 + Penalty 3200.612446 = -640159.373801 nChanged 34 SP:Iteration 32Q (5291.272413 sec): 3 clusters Score: Raw -643369.996563 + Penalty 3200.612446 = -640169.384117 nChanged 36 SP:Iteration 33Q (5291.371479 sec): 3 clusters Score: Raw -643378.625077 + Penalty 3200.612446 = -640178.012631 nChanged 35 SP:Iteration 34Q (5291.451034 sec): 3 clusters Score: Raw -643385.369498 + Penalty 3200.612446 = -640184.757052 nChanged 30 SP:Iteration 35Q (5291.559477 sec): 3 clusters Score: Raw -643392.029541 + Penalty 3200.612446 = -640191.417096 nChanged 27 SP:Iteration 36Q (5291.651417 sec): 3 clusters Score: Raw -643397.990583 + Penalty 3200.612446 = -640197.378137 nChanged 19 SP:Iteration 37Q (5291.750102 sec): 3 clusters Score: Raw -643401.605004 + Penalty 3200.612446 = -640200.992558 nChanged 21 SP:Iteration 38Q (5291.847759 sec): 3 clusters Score: Raw -643404.914382 + Penalty 3200.612446 = -640204.301936 nChanged 12 SP:Iteration 39Q (5291.950343 sec): 3 clusters Score: Raw -643406.567039 + Penalty 3200.612446 = -640205.954593 nChanged 10 SP:Iteration 40F (5292.042142 sec): 3 clusters Score: Raw -643408.212381 + Penalty 3200.612446 = -640207.599935 nChanged 15 SP:Iteration 41Q (5292.141494 sec): 3 clusters Score: Raw -643411.954829 + Penalty 3200.612446 = -640211.342383 nChanged 22 SP:Iteration 42Q (5292.251178 sec): 3 clusters Score: Raw -643416.013514 + Penalty 3200.612446 = -640215.401068 nChanged 25 SP:Iteration 43Q (5292.344302 sec): 3 clusters Score: Raw -643420.705533 + Penalty 3200.612446 = -640220.093087 nChanged 25 SP:Iteration 44Q (5292.447667 sec): 3 clusters Score: Raw -643425.695898 + Penalty 3200.612446 = -640225.083452 nChanged 18 SP:Iteration 45Q (5292.530953 sec): 3 clusters Score: Raw -643428.987841 + Penalty 3200.612446 = -640228.375395 nChanged 18 SP:Iteration 46Q (5292.636087 sec): 3 clusters Score: Raw -643432.392587 + Penalty 3200.612446 = -640231.780142 nChanged 14 SP:Iteration 47Q (5292.707323 sec): 3 clusters Score: Raw -643434.917955 + Penalty 3200.612446 = -640234.305509 nChanged 16 SP:Iteration 48Q (5292.818301 sec): 3 clusters Score: Raw -643438.109585 + Penalty 3200.612446 = -640237.497139 nChanged 14 SP:Iteration 49Q (5292.914614 sec): 3 clusters Score: Raw -643440.709817 + Penalty 3200.612446 = -640240.097372 nChanged 8 SP:Iteration 50Q (5293.012722 sec): 3 clusters Score: Raw -643442.247431 + Penalty 3200.612446 = -640241.634986 nChanged 11 SP:Iteration 51Q (5293.121709 sec): 3 clusters Score: Raw -643444.202923 + Penalty 3200.612446 = -640243.590477 nChanged 11 SP:Iteration 52Q (5293.229908 sec): 3 clusters Score: Raw -643445.304329 + Penalty 3200.612446 = -640244.691883 nChanged 9 SP:Iteration 53Q (5293.332431 sec): 3 clusters Score: Raw -643446.530110 + Penalty 3200.612446 = -640245.917664 nChanged 8 SP:Iteration 54Q (5293.411726 sec): 3 clusters Score: Raw -643448.109593 + Penalty 3200.612446 = -640247.497147 nChanged 9 SP:Iteration 55Q (5293.532918 sec): 3 clusters Score: Raw -643449.539361 + Penalty 3200.612446 = -640248.926916 nChanged 7 SP:Iteration 56Q (5293.631361 sec): 3 clusters Score: Raw -643450.434319 + Penalty 3200.612446 = -640249.821873 nChanged 3 SP:Iteration 57Q (5293.730665 sec): 3 clusters Score: Raw -643450.899775 + Penalty 3200.612446 = -640250.287329 nChanged 3 SP:Iteration 58Q (5293.812491 sec): 3 clusters Score: Raw -643451.160660 + Penalty 3200.612446 = -640250.548214 nChanged 2 SP:Iteration 59Q (5293.918302 sec): 3 clusters Score: Raw -643451.447128 + Penalty 3200.612446 = -640250.834682 nChanged 1 SP:Iteration 60F (5294.005009 sec): 3 clusters Score: Raw -643451.529703 + Penalty 3200.612446 = -640250.917257 nChanged 0 Trying to split cluster 44 (3752 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5294.069308 sec): 2 clusters Score: Raw -266696.096770 + Penalty 1444.372776 = -265251.723993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5294.151673 sec): 3 clusters Score: Raw -264876.182701 + Penalty 2888.745553 = -261987.437148 nChanged 1423 SP:Iteration 1F (5294.232499 sec): 3 clusters Score: Raw -265686.428231 + Penalty 2888.745553 = -262797.682678 nChanged 248 SP:Iteration 2F (5294.320439 sec): 3 clusters Score: Raw -265806.824957 + Penalty 2888.745553 = -262918.079404 nChanged 170 SP:Iteration 3Q (5294.404723 sec): 3 clusters Score: Raw -265889.603701 + Penalty 2888.745553 = -263000.858148 nChanged 139 SP:Iteration 4Q (5294.480001 sec): 3 clusters Score: Raw -265965.542434 + Penalty 2888.745553 = -263076.796881 nChanged 138 SP:Iteration 5Q (5294.566050 sec): 3 clusters Score: Raw -266042.987141 + Penalty 2888.745553 = -263154.241588 nChanged 119 SP:Iteration 6Q (5294.656319 sec): 3 clusters Score: Raw -266116.188089 + Penalty 2888.745553 = -263227.442536 nChanged 126 SP:Iteration 7Q (5294.750012 sec): 3 clusters Score: Raw -266192.210892 + Penalty 2888.745553 = -263303.465339 nChanged 114 SP:Iteration 8Q (5294.836255 sec): 3 clusters Score: Raw -266261.292788 + Penalty 2888.745553 = -263372.547235 nChanged 111 SP:Iteration 9Q (5294.933081 sec): 3 clusters Score: Raw -266335.165355 + Penalty 2888.745553 = -263446.419802 nChanged 111 SP:Iteration 10Q (5295.018422 sec): 3 clusters Score: Raw -266395.868392 + Penalty 2888.745553 = -263507.122839 nChanged 78 SP:Iteration 11Q (5295.110069 sec): 3 clusters Score: Raw -266439.894205 + Penalty 2888.745553 = -263551.148652 nChanged 81 SP:Iteration 12Q (5295.186211 sec): 3 clusters Score: Raw -266484.263911 + Penalty 2888.745553 = -263595.518358 nChanged 75 SP:Iteration 13Q (5295.277837 sec): 3 clusters Score: Raw -266533.593077 + Penalty 2888.745553 = -263644.847525 nChanged 88 SP:Iteration 14Q (5295.369436 sec): 3 clusters Score: Raw -266588.404665 + Penalty 2888.745553 = -263699.659112 nChanged 78 SP:Iteration 15Q (5295.461652 sec): 3 clusters Score: Raw -266638.287728 + Penalty 2888.745553 = -263749.542175 nChanged 75 SP:Iteration 16Q (5295.553146 sec): 3 clusters Score: Raw -266686.306940 + Penalty 2888.745553 = -263797.561387 nChanged 70 SP:Iteration 17Q (5295.652161 sec): 3 clusters Score: Raw -266729.991638 + Penalty 2888.745553 = -263841.246085 nChanged 52 SP:Iteration 18Q (5295.738787 sec): 3 clusters Score: Raw -266761.926684 + Penalty 2888.745553 = -263873.181131 nChanged 51 SP:Iteration 19Q (5295.825590 sec): 3 clusters Score: Raw -266791.957040 + Penalty 2888.745553 = -263903.211487 nChanged 41 SP:Iteration 20F (5295.901963 sec): 3 clusters Score: Raw -266812.006044 + Penalty 2888.745553 = -263923.260491 nChanged 32 SP:Iteration 21Q (5295.989289 sec): 3 clusters Score: Raw -266828.264805 + Penalty 2888.745553 = -263939.519253 nChanged 28 SP:Iteration 22Q (5296.091368 sec): 3 clusters Score: Raw -266845.260352 + Penalty 2888.745553 = -263956.514799 nChanged 25 SP:Iteration 23Q (5296.162561 sec): 3 clusters Score: Raw -266857.150760 + Penalty 2888.745553 = -263968.405207 nChanged 23 SP:Iteration 24Q (5296.241828 sec): 3 clusters Score: Raw -266869.058178 + Penalty 2888.745553 = -263980.312625 nChanged 28 SP:Iteration 25Q (5296.323618 sec): 3 clusters Score: Raw -266881.928821 + Penalty 2888.745553 = -263993.183269 nChanged 20 SP:Iteration 26Q (5296.420047 sec): 3 clusters Score: Raw -266890.992386 + Penalty 2888.745553 = -264002.246833 nChanged 14 SP:Iteration 27Q (5296.506713 sec): 3 clusters Score: Raw -266895.926453 + Penalty 2888.745553 = -264007.180900 nChanged 7 SP:Iteration 28Q (5296.596541 sec): 3 clusters Score: Raw -266899.584108 + Penalty 2888.745553 = -264010.838555 nChanged 12 SP:Iteration 29Q (5296.680408 sec): 3 clusters Score: Raw -266903.926464 + Penalty 2888.745553 = -264015.180911 nChanged 9 SP:Iteration 30Q (5296.764498 sec): 3 clusters Score: Raw -266908.800224 + Penalty 2888.745553 = -264020.054671 nChanged 10 SP:Iteration 31Q (5296.858207 sec): 3 clusters Score: Raw -266913.820986 + Penalty 2888.745553 = -264025.075433 nChanged 8 SP:Iteration 32Q (5296.927828 sec): 3 clusters Score: Raw -266917.463301 + Penalty 2888.745553 = -264028.717748 nChanged 5 SP:Iteration 33Q (5297.015721 sec): 3 clusters Score: Raw -266919.855183 + Penalty 2888.745553 = -264031.109630 nChanged 5 SP:Iteration 34Q (5297.099918 sec): 3 clusters Score: Raw -266922.257960 + Penalty 2888.745553 = -264033.512407 nChanged 5 SP:Iteration 35Q (5297.204816 sec): 3 clusters Score: Raw -266923.841844 + Penalty 2888.745553 = -264035.096291 nChanged 6 SP:Iteration 36Q (5297.290957 sec): 3 clusters Score: Raw -266926.594927 + Penalty 2888.745553 = -264037.849375 nChanged 7 SP:Iteration 37Q (5297.376401 sec): 3 clusters Score: Raw -266928.398381 + Penalty 2888.745553 = -264039.652829 nChanged 3 SP:Iteration 38Q (5297.462506 sec): 3 clusters Score: Raw -266929.600370 + Penalty 2888.745553 = -264040.854817 nChanged 2 SP:Iteration 39Q (5297.555311 sec): 3 clusters Score: Raw -266931.043834 + Penalty 2888.745553 = -264042.298281 nChanged 4 SP:Iteration 40F (5297.636075 sec): 3 clusters Score: Raw -266933.528421 + Penalty 2888.745553 = -264044.782868 nChanged 5 SP:Iteration 41Q (5297.723018 sec): 3 clusters Score: Raw -266936.655923 + Penalty 2888.745553 = -264047.910370 nChanged 5 SP:Iteration 42Q (5297.790766 sec): 3 clusters Score: Raw -266939.240376 + Penalty 2888.745553 = -264050.494823 nChanged 4 SP:Iteration 43Q (5297.896890 sec): 3 clusters Score: Raw -266940.645776 + Penalty 2888.745553 = -264051.900223 nChanged 2 SP:Iteration 44Q (5297.987489 sec): 3 clusters Score: Raw -266940.940148 + Penalty 2888.745553 = -264052.194595 nChanged 1 SP:Iteration 45Q (5298.078865 sec): 3 clusters Score: Raw -266941.302376 + Penalty 2888.745553 = -264052.556824 nChanged 2 SP:Iteration 46Q (5298.166103 sec): 3 clusters Score: Raw -266942.278588 + Penalty 2888.745553 = -264053.533035 nChanged 4 SP:Iteration 47Q (5298.228564 sec): 3 clusters Score: Raw -266943.498240 + Penalty 2888.745553 = -264054.752688 nChanged 2 SP:Iteration 48Q (5298.331796 sec): 3 clusters Score: Raw -266943.982119 + Penalty 2888.745553 = -264055.236566 nChanged 0 SP:Iteration 49F (5298.422217 sec): 3 clusters Score: Raw -266943.982119 + Penalty 2888.745553 = -264055.236566 nChanged 0 Trying to split cluster 45 (4331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5298.479375 sec): 2 clusters Score: Raw -303079.771249 + Penalty 1469.558682 = -301610.212568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5298.567366 sec): 3 clusters Score: Raw -300876.373911 + Penalty 2939.117363 = -297937.256548 nChanged 1745 SP:Iteration 1F (5298.659415 sec): 3 clusters Score: Raw -301791.172502 + Penalty 2939.117363 = -298852.055138 nChanged 312 SP:Iteration 2F (5298.734415 sec): 3 clusters Score: Raw -301944.789970 + Penalty 2939.117363 = -299005.672607 nChanged 206 SP:Iteration 3Q (5298.840775 sec): 3 clusters Score: Raw -302044.729237 + Penalty 2939.117363 = -299105.611874 nChanged 176 SP:Iteration 4Q (5298.929413 sec): 3 clusters Score: Raw -302122.335348 + Penalty 2939.117363 = -299183.217985 nChanged 141 SP:Iteration 5Q (5299.018296 sec): 3 clusters Score: Raw -302189.850754 + Penalty 2939.117363 = -299250.733391 nChanged 133 SP:Iteration 6Q (5299.084908 sec): 3 clusters Score: Raw -302251.076155 + Penalty 2939.117363 = -299311.958792 nChanged 115 SP:Iteration 7Q (5299.171350 sec): 3 clusters Score: Raw -302308.026700 + Penalty 2939.117363 = -299368.909337 nChanged 123 SP:Iteration 8Q (5299.255733 sec): 3 clusters Score: Raw -302359.215439 + Penalty 2939.117363 = -299420.098076 nChanged 121 SP:Iteration 9Q (5299.358905 sec): 3 clusters Score: Raw -302417.428685 + Penalty 2939.117363 = -299478.311321 nChanged 125 SP:Iteration 10Q (5299.460931 sec): 3 clusters Score: Raw -302479.815509 + Penalty 2939.117363 = -299540.698146 nChanged 139 SP:Iteration 11Q (5299.556407 sec): 3 clusters Score: Raw -302553.121626 + Penalty 2939.117363 = -299614.004262 nChanged 137 SP:Iteration 12Q (5299.645179 sec): 3 clusters Score: Raw -302630.504930 + Penalty 2939.117363 = -299691.387567 nChanged 125 SP:Iteration 13Q (5299.777600 sec): 3 clusters Score: Raw -302696.318896 + Penalty 2939.117363 = -299757.201533 nChanged 113 SP:Iteration 14Q (5299.870970 sec): 3 clusters Score: Raw -302752.131350 + Penalty 2939.117363 = -299813.013987 nChanged 94 SP:Iteration 15Q (5299.973204 sec): 3 clusters Score: Raw -302799.099267 + Penalty 2939.117363 = -299859.981903 nChanged 85 SP:Iteration 16Q (5300.077992 sec): 3 clusters Score: Raw -302841.080195 + Penalty 2939.117363 = -299901.962832 nChanged 87 SP:Iteration 17Q (5300.210705 sec): 3 clusters Score: Raw -302888.867377 + Penalty 2939.117363 = -299949.750014 nChanged 78 SP:Iteration 18Q (5300.309498 sec): 3 clusters Score: Raw -302932.538960 + Penalty 2939.117363 = -299993.421597 nChanged 79 SP:Iteration 19Q (5300.417673 sec): 3 clusters Score: Raw -302978.618582 + Penalty 2939.117363 = -300039.501219 nChanged 80 SP:Iteration 20F (5300.529035 sec): 3 clusters Score: Raw -303022.735372 + Penalty 2939.117363 = -300083.618009 nChanged 74 SP:Iteration 21Q (5300.634463 sec): 3 clusters Score: Raw -303059.972283 + Penalty 2939.117363 = -300120.854920 nChanged 63 SP:Iteration 22Q (5300.739476 sec): 3 clusters Score: Raw -303096.520298 + Penalty 2939.117363 = -300157.402935 nChanged 53 SP:Iteration 23Q (5300.837681 sec): 3 clusters Score: Raw -303121.934904 + Penalty 2939.117363 = -300182.817541 nChanged 42 SP:Iteration 24Q (5300.942402 sec): 3 clusters Score: Raw -303141.634580 + Penalty 2939.117363 = -300202.517217 nChanged 28 SP:Iteration 25Q (5301.040929 sec): 3 clusters Score: Raw -303156.711744 + Penalty 2939.117363 = -300217.594381 nChanged 28 SP:Iteration 26Q (5301.118863 sec): 3 clusters Score: Raw -303168.751382 + Penalty 2939.117363 = -300229.634019 nChanged 21 SP:Iteration 27Q (5301.214010 sec): 3 clusters Score: Raw -303180.189086 + Penalty 2939.117363 = -300241.071723 nChanged 21 SP:Iteration 28Q (5301.311359 sec): 3 clusters Score: Raw -303190.287579 + Penalty 2939.117363 = -300251.170216 nChanged 20 SP:Iteration 29Q (5301.399058 sec): 3 clusters Score: Raw -303199.813255 + Penalty 2939.117363 = -300260.695892 nChanged 22 SP:Iteration 30Q (5301.519597 sec): 3 clusters Score: Raw -303210.202237 + Penalty 2939.117363 = -300271.084874 nChanged 12 SP:Iteration 31Q (5301.607851 sec): 3 clusters Score: Raw -303215.670132 + Penalty 2939.117363 = -300276.552769 nChanged 17 SP:Iteration 32Q (5301.707098 sec): 3 clusters Score: Raw -303222.725232 + Penalty 2939.117363 = -300283.607869 nChanged 13 SP:Iteration 33Q (5301.786592 sec): 3 clusters Score: Raw -303228.626440 + Penalty 2939.117363 = -300289.509077 nChanged 11 SP:Iteration 34Q (5301.879775 sec): 3 clusters Score: Raw -303232.445003 + Penalty 2939.117363 = -300293.327640 nChanged 10 SP:Iteration 35Q (5301.969126 sec): 3 clusters Score: Raw -303236.174475 + Penalty 2939.117363 = -300297.057112 nChanged 7 SP:Iteration 36Q (5302.067733 sec): 3 clusters Score: Raw -303238.434412 + Penalty 2939.117363 = -300299.317049 nChanged 3 SP:Iteration 37Q (5302.166557 sec): 3 clusters Score: Raw -303239.440631 + Penalty 2939.117363 = -300300.323268 nChanged 4 SP:Iteration 38Q (5302.264385 sec): 3 clusters Score: Raw -303240.641827 + Penalty 2939.117363 = -300301.524464 nChanged 2 SP:Iteration 39Q (5302.364005 sec): 3 clusters Score: Raw -303241.059811 + Penalty 2939.117363 = -300301.942448 nChanged 0 SP:Iteration 40F (5302.508184 sec): 3 clusters Score: Raw -303241.059811 + Penalty 2939.117363 = -300301.942448 nChanged 0 Trying to split cluster 46 (5517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5302.566620 sec): 2 clusters Score: Raw -361712.214403 + Penalty 1512.035960 = -360200.178443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5302.706661 sec): 3 clusters Score: Raw -358863.413631 + Penalty 3024.071919 = -355839.341712 nChanged 2249 SP:Iteration 1F (5302.822324 sec): 3 clusters Score: Raw -360133.187032 + Penalty 3024.071919 = -357109.115113 nChanged 398 SP:Iteration 2F (5302.946548 sec): 3 clusters Score: Raw -360375.016653 + Penalty 3024.071919 = -357350.944734 nChanged 319 SP:Iteration 3F (5303.049208 sec): 3 clusters Score: Raw -360577.415109 + Penalty 3024.071919 = -357553.343190 nChanged 302 SP:Iteration 4F (5303.123081 sec): 3 clusters Score: Raw -360770.266358 + Penalty 3024.071919 = -357746.194439 nChanged 267 SP:Iteration 5Q (5303.239892 sec): 3 clusters Score: Raw -360943.355984 + Penalty 3024.071919 = -357919.284065 nChanged 249 SP:Iteration 6Q (5303.345155 sec): 3 clusters Score: Raw -361096.838440 + Penalty 3024.071919 = -358072.766521 nChanged 226 SP:Iteration 7Q (5303.434671 sec): 3 clusters Score: Raw -361240.456767 + Penalty 3024.071919 = -358216.384847 nChanged 195 SP:Iteration 8Q (5303.562543 sec): 3 clusters Score: Raw -361364.524211 + Penalty 3024.071919 = -358340.452292 nChanged 152 SP:Iteration 9Q (5303.692759 sec): 3 clusters Score: Raw -361455.187148 + Penalty 3024.071919 = -358431.115229 nChanged 142 SP:Iteration 10Q (5303.779723 sec): 3 clusters Score: Raw -361538.246425 + Penalty 3024.071919 = -358514.174506 nChanged 103 SP:Iteration 11Q (5303.882166 sec): 3 clusters Score: Raw -361601.059043 + Penalty 3024.071919 = -358576.987123 nChanged 103 SP:Iteration 12Q (5303.978831 sec): 3 clusters Score: Raw -361676.541132 + Penalty 3024.071919 = -358652.469213 nChanged 74 SP:Iteration 13Q (5304.077877 sec): 3 clusters Score: Raw -361741.784158 + Penalty 3024.071919 = -358717.712239 nChanged 66 SP:Iteration 14Q (5304.179357 sec): 3 clusters Score: Raw -361781.879565 + Penalty 3024.071919 = -358757.807646 nChanged 57 SP:Iteration 15Q (5304.271830 sec): 3 clusters Score: Raw -361814.857387 + Penalty 3024.071919 = -358790.785468 nChanged 50 SP:Iteration 16Q (5304.361886 sec): 3 clusters Score: Raw -361843.820001 + Penalty 3024.071919 = -358819.748082 nChanged 35 SP:Iteration 17Q (5304.450385 sec): 3 clusters Score: Raw -361862.442555 + Penalty 3024.071919 = -358838.370636 nChanged 31 SP:Iteration 18Q (5304.529069 sec): 3 clusters Score: Raw -361880.298185 + Penalty 3024.071919 = -358856.226266 nChanged 29 SP:Iteration 19Q (5304.623021 sec): 3 clusters Score: Raw -361898.840201 + Penalty 3024.071919 = -358874.768282 nChanged 27 SP:Iteration 20F (5304.713550 sec): 3 clusters Score: Raw -361912.671436 + Penalty 3024.071919 = -358888.599517 nChanged 18 SP:Iteration 21Q (5304.821847 sec): 3 clusters Score: Raw -361919.964462 + Penalty 3024.071919 = -358895.892542 nChanged 15 SP:Iteration 22Q (5304.915009 sec): 3 clusters Score: Raw -361924.959214 + Penalty 3024.071919 = -358900.887295 nChanged 9 SP:Iteration 23Q (5305.016343 sec): 3 clusters Score: Raw -361927.907556 + Penalty 3024.071919 = -358903.835637 nChanged 6 SP:Iteration 24Q (5305.097052 sec): 3 clusters Score: Raw -361930.693611 + Penalty 3024.071919 = -358906.621691 nChanged 7 SP:Iteration 25Q (5305.199123 sec): 3 clusters Score: Raw -361933.267629 + Penalty 3024.071919 = -358909.195710 nChanged 8 SP:Iteration 26Q (5305.274171 sec): 3 clusters Score: Raw -361935.168229 + Penalty 3024.071919 = -358911.096310 nChanged 5 SP:Iteration 27Q (5305.379630 sec): 3 clusters Score: Raw -361936.738346 + Penalty 3024.071919 = -358912.666427 nChanged 4 SP:Iteration 28Q (5305.459652 sec): 3 clusters Score: Raw -361937.852174 + Penalty 3024.071919 = -358913.780255 nChanged 1 SP:Iteration 29Q (5305.567252 sec): 3 clusters Score: Raw -361938.504437 + Penalty 3024.071919 = -358914.432518 nChanged 2 SP:Iteration 30Q (5305.646090 sec): 3 clusters Score: Raw -361939.423232 + Penalty 3024.071919 = -358915.351313 nChanged 4 SP:Iteration 31Q (5305.730876 sec): 3 clusters Score: Raw -361940.874790 + Penalty 3024.071919 = -358916.802871 nChanged 4 SP:Iteration 32Q (5305.826612 sec): 3 clusters Score: Raw -361943.614004 + Penalty 3024.071919 = -358919.542084 nChanged 4 SP:Iteration 33Q (5305.909360 sec): 3 clusters Score: Raw -361945.072348 + Penalty 3024.071919 = -358921.000429 nChanged 4 SP:Iteration 34Q (5306.005057 sec): 3 clusters Score: Raw -361946.086547 + Penalty 3024.071919 = -358922.014628 nChanged 4 SP:Iteration 35Q (5306.086589 sec): 3 clusters Score: Raw -361947.753182 + Penalty 3024.071919 = -358923.681263 nChanged 4 SP:Iteration 36Q (5306.193252 sec): 3 clusters Score: Raw -361949.075045 + Penalty 3024.071919 = -358925.003126 nChanged 5 SP:Iteration 37Q (5306.264533 sec): 3 clusters Score: Raw -361950.092154 + Penalty 3024.071919 = -358926.020234 nChanged 2 SP:Iteration 38Q (5306.383062 sec): 3 clusters Score: Raw -361950.825718 + Penalty 3024.071919 = -358926.753799 nChanged 2 SP:Iteration 39Q (5306.481946 sec): 3 clusters Score: Raw -361951.815493 + Penalty 3024.071919 = -358927.743574 nChanged 0 SP:Iteration 40F (5306.574106 sec): 3 clusters Score: Raw -361951.815493 + Penalty 3024.071919 = -358927.743574 nChanged 0 Time taken for this iteration:2887.820362 seconds. 3->47 Clusters: Score -11917366.791748, best is -11912531.075382 THE BEST YET! Starting from 4 clusters... ------ Clustering full data set of 202906 points ------ SP: Assigned 4 initial classes randomly. Iteration 0F (5307.335245 sec): 4 clusters Score: Raw -10814254.888633 + Penalty 6434.092248 = -10807820.796385 nChanged 134487 Iteration 1F (5308.003014 sec): 4 clusters Score: Raw -11277306.109283 + Penalty 6434.092248 = -11270872.017035 nChanged 68287 Iteration 2F (5308.665211 sec): 4 clusters Score: Raw -11514332.462913 + Penalty 6434.092248 = -11507898.370665 nChanged 21867 Iteration 3F (5309.337922 sec): 4 clusters Score: Raw -11542458.779794 + Penalty 6434.092248 = -11536024.687546 nChanged 8473 Iteration 4Q (5309.885441 sec): 4 clusters Score: Raw -11548802.403239 + Penalty 6434.092248 = -11542368.310991 nChanged 4432 Iteration 5Q (5310.514395 sec): 4 clusters Score: Raw -11550838.622193 + Penalty 6434.092248 = -11544404.529946 nChanged 2645 Iteration 6Q (5311.100164 sec): 4 clusters Score: Raw -11551997.179707 + Penalty 6434.092248 = -11545563.087459 nChanged 2036 Iteration 7Q (5311.751709 sec): 4 clusters Score: Raw -11553324.833367 + Penalty 6434.092248 = -11546890.741120 nChanged 2007 Iteration 8Q (5312.362116 sec): 4 clusters Score: Raw -11555306.752636 + Penalty 6434.092248 = -11548872.660388 nChanged 2234 Iteration 9Q (5313.036659 sec): 4 clusters Score: Raw -11557796.990351 + Penalty 6434.092248 = -11551362.898104 nChanged 2117 Iteration 10Q (5313.747659 sec): 4 clusters Score: Raw -11559867.994833 + Penalty 6434.092248 = -11553433.902585 nChanged 1820 Iteration 11Q (5314.465045 sec): 4 clusters Score: Raw -11561274.220811 + Penalty 6434.092248 = -11554840.128563 nChanged 1496 Iteration 12Q (5315.154719 sec): 4 clusters Score: Raw -11562339.389946 + Penalty 6434.092248 = -11555905.297698 nChanged 1239 Iteration 13Q (5315.731253 sec): 4 clusters Score: Raw -11563020.043480 + Penalty 6434.092248 = -11556585.951232 nChanged 1018 Iteration 14Q (5316.352958 sec): 4 clusters Score: Raw -11563582.205089 + Penalty 6434.092248 = -11557148.112841 nChanged 850 Iteration 15Q (5316.956271 sec): 4 clusters Score: Raw -11563980.628147 + Penalty 6434.092248 = -11557546.535899 nChanged 749 Iteration 16Q (5317.522769 sec): 4 clusters Score: Raw -11564325.332142 + Penalty 6434.092248 = -11557891.239894 nChanged 621 Iteration 17Q (5318.063261 sec): 4 clusters Score: Raw -11564541.919558 + Penalty 6434.092248 = -11558107.827310 nChanged 537 Iteration 18Q (5318.597069 sec): 4 clusters Score: Raw -11564681.301144 + Penalty 6434.092248 = -11558247.208896 nChanged 452 Iteration 19Q (5319.200896 sec): 4 clusters Score: Raw -11564800.754816 + Penalty 6434.092248 = -11558366.662568 nChanged 369 Writing temp clu file Because OldScore, -11558247.208896, is greater than current (better) Score,-11558366.662568 Compute initial score before splitting: Score: Raw -11564800.754816 + Penalty 6434.092248 = -11558366.662568 Trying to split cluster 1 (41416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5319.533772 sec): 2 clusters Score: Raw -2009007.388191 + Penalty 1865.814659 = -2007141.573532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5319.709195 sec): 3 clusters Score: Raw -1984105.635125 + Penalty 3731.629318 = -1980374.005807 nChanged 19317 SP:Iteration 1F (5319.860966 sec): 3 clusters Score: Raw -2007130.923247 + Penalty 3731.629318 = -2003399.293929 nChanged 6644 SP:Iteration 2F (5320.017703 sec): 3 clusters Score: Raw -2020335.158256 + Penalty 3731.629318 = -2016603.528938 nChanged 5921 SP:Iteration 3F (5320.157616 sec): 3 clusters Score: Raw -2031476.008884 + Penalty 3731.629318 = -2027744.379565 nChanged 3582 SP:Iteration 4F (5320.306234 sec): 3 clusters Score: Raw -2037510.666554 + Penalty 3731.629318 = -2033779.037236 nChanged 2188 SP:Iteration 5F (5320.471377 sec): 3 clusters Score: Raw -2043852.701436 + Penalty 3731.629318 = -2040121.072118 nChanged 1927 SP:Iteration 6Q (5320.622338 sec): 3 clusters Score: Raw -2048937.125496 + Penalty 3731.629318 = -2045205.496178 nChanged 1753 SP:Iteration 7Q (5320.774852 sec): 3 clusters Score: Raw -2050792.573323 + Penalty 3731.629318 = -2047060.944005 nChanged 1204 SP:Iteration 8Q (5320.923432 sec): 3 clusters Score: Raw -2051808.655701 + Penalty 3731.629318 = -2048077.026382 nChanged 769 SP:Iteration 9Q (5321.053972 sec): 3 clusters Score: Raw -2052283.613284 + Penalty 3731.629318 = -2048551.983965 nChanged 468 SP:Iteration 10Q (5321.203079 sec): 3 clusters Score: Raw -2052471.582395 + Penalty 3731.629318 = -2048739.953077 nChanged 290 SP:Iteration 11Q (5321.370997 sec): 3 clusters Score: Raw -2052542.182368 + Penalty 3731.629318 = -2048810.553050 nChanged 161 SP:Iteration 12Q (5321.517834 sec): 3 clusters Score: Raw -2052569.659381 + Penalty 3731.629318 = -2048838.030063 nChanged 102 SP:Iteration 13Q (5321.679208 sec): 3 clusters Score: Raw -2052581.399266 + Penalty 3731.629318 = -2048849.769948 nChanged 58 SP:Iteration 14Q (5321.825660 sec): 3 clusters Score: Raw -2052587.139107 + Penalty 3731.629318 = -2048855.509789 nChanged 36 SP:Iteration 15Q (5322.010853 sec): 3 clusters Score: Raw -2052589.594337 + Penalty 3731.629318 = -2048857.965019 nChanged 19 SP:Iteration 16Q (5322.180467 sec): 3 clusters Score: Raw -2052590.602187 + Penalty 3731.629318 = -2048858.972869 nChanged 12 SP:Iteration 17Q (5322.361814 sec): 3 clusters Score: Raw -2052591.361071 + Penalty 3731.629318 = -2048859.731753 nChanged 8 SP:Iteration 18Q (5322.552294 sec): 3 clusters Score: Raw -2052591.847811 + Penalty 3731.629318 = -2048860.218493 nChanged 8 SP:Iteration 19Q (5322.784657 sec): 3 clusters Score: Raw -2052592.318901 + Penalty 3731.629318 = -2048860.689583 nChanged 11 SP:Iteration 20F (5322.960517 sec): 3 clusters Score: Raw -2052607.438531 + Penalty 3731.629318 = -2048875.809213 nChanged 31 SP:Iteration 21Q (5323.166619 sec): 3 clusters Score: Raw -2052611.543622 + Penalty 3731.629318 = -2048879.914304 nChanged 17 SP:Iteration 22Q (5323.366565 sec): 3 clusters Score: Raw -2052612.546391 + Penalty 3731.629318 = -2048880.917073 nChanged 8 SP:Iteration 23Q (5323.548064 sec): 3 clusters Score: Raw -2052612.860508 + Penalty 3731.629318 = -2048881.231190 nChanged 10 SP:Iteration 24Q (5323.787055 sec): 3 clusters Score: Raw -2052613.308006 + Penalty 3731.629318 = -2048881.678688 nChanged 7 SP:Iteration 25Q (5323.990486 sec): 3 clusters Score: Raw -2052613.514953 + Penalty 3731.629318 = -2048881.885635 nChanged 2 SP:Iteration 26Q (5324.175721 sec): 3 clusters Score: Raw -2052613.544676 + Penalty 3731.629318 = -2048881.915358 nChanged 0 SP:Iteration 27F (5324.358312 sec): 3 clusters Score: Raw -2052613.544676 + Penalty 3731.629318 = -2048881.915358 nChanged 0 Score: Raw -11608427.118257 + Penalty 8578.789664 = -11599848.328593 Splitting cluster 1 changes total score from -11558366.662568 to -11599848.328593 So it's getting split into cluster 4. Trying to split cluster 2 (15591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5325.337450 sec): 2 clusters Score: Raw -693414.608533 + Penalty 1694.355818 = -691720.252715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5325.458675 sec): 3 clusters Score: Raw -684620.932690 + Penalty 3388.711635 = -681232.221055 nChanged 7031 SP:Iteration 1F (5325.578551 sec): 3 clusters Score: Raw -692133.014243 + Penalty 3388.711635 = -688744.302608 nChanged 2568 SP:Iteration 2F (5325.694900 sec): 3 clusters Score: Raw -699590.558814 + Penalty 3388.711635 = -696201.847179 nChanged 2529 SP:Iteration 3F (5325.792136 sec): 3 clusters Score: Raw -706743.492803 + Penalty 3388.711635 = -703354.781168 nChanged 1377 SP:Iteration 4F (5325.922219 sec): 3 clusters Score: Raw -710067.218961 + Penalty 3388.711635 = -706678.507326 nChanged 772 SP:Iteration 5Q (5326.035834 sec): 3 clusters Score: Raw -711464.315085 + Penalty 3388.711635 = -708075.603450 nChanged 566 SP:Iteration 6Q (5326.149113 sec): 3 clusters Score: Raw -712328.361115 + Penalty 3388.711635 = -708939.649480 nChanged 434 SP:Iteration 7Q (5326.264450 sec): 3 clusters Score: Raw -712832.412185 + Penalty 3388.711635 = -709443.700550 nChanged 271 SP:Iteration 8Q (5326.370409 sec): 3 clusters Score: Raw -712974.087737 + Penalty 3388.711635 = -709585.376101 nChanged 154 SP:Iteration 9Q (5326.495313 sec): 3 clusters Score: Raw -713044.116379 + Penalty 3388.711635 = -709655.404744 nChanged 112 SP:Iteration 10Q (5326.604534 sec): 3 clusters Score: Raw -713085.216157 + Penalty 3388.711635 = -709696.504521 nChanged 81 SP:Iteration 11Q (5326.712263 sec): 3 clusters Score: Raw -713104.011988 + Penalty 3388.711635 = -709715.300352 nChanged 52 SP:Iteration 12Q (5326.830314 sec): 3 clusters Score: Raw -713114.312238 + Penalty 3388.711635 = -709725.600603 nChanged 48 SP:Iteration 13Q (5326.868258 sec): 3 clusters Score: Raw -713121.675565 + Penalty 3388.711635 = -709732.963929 nChanged 31 SP:Iteration 14Q (5326.997208 sec): 3 clusters Score: Raw -713125.989794 + Penalty 3388.711635 = -709737.278159 nChanged 27 SP:Iteration 15Q (5327.103073 sec): 3 clusters Score: Raw -713129.085684 + Penalty 3388.711635 = -709740.374049 nChanged 20 SP:Iteration 16Q (5327.210198 sec): 3 clusters Score: Raw -713131.475918 + Penalty 3388.711635 = -709742.764283 nChanged 19 SP:Iteration 17Q (5327.309684 sec): 3 clusters Score: Raw -713133.811254 + Penalty 3388.711635 = -709745.099619 nChanged 20 SP:Iteration 18Q (5327.429469 sec): 3 clusters Score: Raw -713135.532687 + Penalty 3388.711635 = -709746.821052 nChanged 5 SP:Iteration 19Q (5327.522460 sec): 3 clusters Score: Raw -713135.863626 + Penalty 3388.711635 = -709747.151991 nChanged 0 SP:Iteration 20F (5327.652908 sec): 3 clusters Score: Raw -713140.955359 + Penalty 3388.711635 = -709752.243723 nChanged 6 SP:Iteration 21Q (5327.769022 sec): 3 clusters Score: Raw -713143.413959 + Penalty 3388.711635 = -709754.702324 nChanged 8 SP:Iteration 22Q (5327.884138 sec): 3 clusters Score: Raw -713144.607098 + Penalty 3388.711635 = -709755.895462 nChanged 6 SP:Iteration 23Q (5327.996681 sec): 3 clusters Score: Raw -713145.207342 + Penalty 3388.711635 = -709756.495706 nChanged 5 SP:Iteration 24Q (5328.110996 sec): 3 clusters Score: Raw -713145.698811 + Penalty 3388.711635 = -709756.987176 nChanged 6 SP:Iteration 25Q (5328.228802 sec): 3 clusters Score: Raw -713146.472989 + Penalty 3388.711635 = -709757.761354 nChanged 4 SP:Iteration 26Q (5328.346898 sec): 3 clusters Score: Raw -713146.859474 + Penalty 3388.711635 = -709758.147839 nChanged 2 SP:Iteration 27Q (5328.470931 sec): 3 clusters Score: Raw -713147.046661 + Penalty 3388.711635 = -709758.335026 nChanged 2 SP:Iteration 28Q (5328.573993 sec): 3 clusters Score: Raw -713147.233814 + Penalty 3388.711635 = -709758.522178 nChanged 1 SP:Iteration 29Q (5328.695008 sec): 3 clusters Score: Raw -713147.315967 + Penalty 3388.711635 = -709758.604331 nChanged 2 SP:Iteration 30Q (5328.818353 sec): 3 clusters Score: Raw -713147.544947 + Penalty 3388.711635 = -709758.833311 nChanged 2 SP:Iteration 31Q (5328.931794 sec): 3 clusters Score: Raw -713147.922417 + Penalty 3388.711635 = -709759.210782 nChanged 2 SP:Iteration 32Q (5329.041354 sec): 3 clusters Score: Raw -713148.162726 + Penalty 3388.711635 = -709759.451091 nChanged 2 SP:Iteration 33Q (5329.151582 sec): 3 clusters Score: Raw -713148.290099 + Penalty 3388.711635 = -709759.578463 nChanged 1 SP:Iteration 34Q (5329.259045 sec): 3 clusters Score: Raw -713148.341522 + Penalty 3388.711635 = -709759.629887 nChanged 0 SP:Iteration 35F (5329.368336 sec): 3 clusters Score: Raw -713148.341522 + Penalty 3388.711635 = -709759.629887 nChanged 0 Score: Raw -11628160.851246 + Penalty 10723.487080 = -11617437.364166 Splitting cluster 2 changes total score from -11558366.662568 to -11617437.364166 So it's getting split into cluster 5. Trying to split cluster 3 (145558 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5330.911785 sec): 2 clusters Score: Raw -9018744.643429 + Penalty 2086.401899 = -9016658.241529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5331.254012 sec): 3 clusters Score: Raw -8923673.586460 + Penalty 4172.803799 = -8919500.782662 nChanged 70412 SP:Iteration 1F (5331.592223 sec): 3 clusters Score: Raw -8981544.946468 + Penalty 4172.803799 = -8977372.142669 nChanged 18990 SP:Iteration 2F (5331.920182 sec): 3 clusters Score: Raw -9012036.373621 + Penalty 4172.803799 = -9007863.569822 nChanged 18832 SP:Iteration 3F (5332.285824 sec): 3 clusters Score: Raw -9040021.434911 + Penalty 4172.803799 = -9035848.631112 nChanged 11914 SP:Iteration 4F (5332.652223 sec): 3 clusters Score: Raw -9051142.881005 + Penalty 4172.803799 = -9046970.077206 nChanged 6993 SP:Iteration 5Q (5333.035836 sec): 3 clusters Score: Raw -9057111.490528 + Penalty 4172.803799 = -9052938.686730 nChanged 5185 SP:Iteration 6Q (5333.421205 sec): 3 clusters Score: Raw -9062186.926821 + Penalty 4172.803799 = -9058014.123022 nChanged 4625 SP:Iteration 7Q (5333.849730 sec): 3 clusters Score: Raw -9066558.943037 + Penalty 4172.803799 = -9062386.139238 nChanged 3946 SP:Iteration 8Q (5334.285603 sec): 3 clusters Score: Raw -9069468.631331 + Penalty 4172.803799 = -9065295.827532 nChanged 2996 SP:Iteration 9Q (5334.767610 sec): 3 clusters Score: Raw -9070880.296898 + Penalty 4172.803799 = -9066707.493099 nChanged 1986 SP:Iteration 10Q (5335.274451 sec): 3 clusters Score: Raw -9071422.423726 + Penalty 4172.803799 = -9067249.619927 nChanged 1336 SP:Iteration 11Q (5335.782523 sec): 3 clusters Score: Raw -9071684.956765 + Penalty 4172.803799 = -9067512.152966 nChanged 959 SP:Iteration 12Q (5336.135547 sec): 3 clusters Score: Raw -9071896.115335 + Penalty 4172.803799 = -9067723.311536 nChanged 830 SP:Iteration 13Q (5336.448212 sec): 3 clusters Score: Raw -9072225.159091 + Penalty 4172.803799 = -9068052.355292 nChanged 905 SP:Iteration 14Q (5336.774611 sec): 3 clusters Score: Raw -9072836.344797 + Penalty 4172.803799 = -9068663.540998 nChanged 1219 SP:Iteration 15Q (5337.087906 sec): 3 clusters Score: Raw -9073866.185132 + Penalty 4172.803799 = -9069693.381333 nChanged 1580 SP:Iteration 16Q (5337.460219 sec): 3 clusters Score: Raw -9075164.659720 + Penalty 4172.803799 = -9070991.855921 nChanged 1808 SP:Iteration 17Q (5337.799865 sec): 3 clusters Score: Raw -9076485.268652 + Penalty 4172.803799 = -9072312.464853 nChanged 1932 SP:Iteration 18Q (5338.160580 sec): 3 clusters Score: Raw -9077651.364076 + Penalty 4172.803799 = -9073478.560277 nChanged 1857 SP:Iteration 19Q (5338.511548 sec): 3 clusters Score: Raw -9078582.778996 + Penalty 4172.803799 = -9074409.975197 nChanged 1627 SP:Iteration 20F (5338.892312 sec): 3 clusters Score: Raw -9079293.211980 + Penalty 4172.803799 = -9075120.408181 nChanged 1547 SP:Iteration 21Q (5339.275672 sec): 3 clusters Score: Raw -9079829.589633 + Penalty 4172.803799 = -9075656.785834 nChanged 1255 SP:Iteration 22Q (5339.661210 sec): 3 clusters Score: Raw -9080173.317397 + Penalty 4172.803799 = -9076000.513599 nChanged 1058 SP:Iteration 23Q (5340.032308 sec): 3 clusters Score: Raw -9080413.134077 + Penalty 4172.803799 = -9076240.330278 nChanged 912 SP:Iteration 24Q (5340.382038 sec): 3 clusters Score: Raw -9080603.627466 + Penalty 4172.803799 = -9076430.823667 nChanged 825 SP:Iteration 25Q (5340.748704 sec): 3 clusters Score: Raw -9080748.906512 + Penalty 4172.803799 = -9076576.102713 nChanged 717 SP:Iteration 26Q (5341.112624 sec): 3 clusters Score: Raw -9080870.643455 + Penalty 4172.803799 = -9076697.839656 nChanged 680 SP:Iteration 27Q (5341.462649 sec): 3 clusters Score: Raw -9080983.883272 + Penalty 4172.803799 = -9076811.079473 nChanged 658 SP:Iteration 28Q (5341.846977 sec): 3 clusters Score: Raw -9081087.149004 + Penalty 4172.803799 = -9076914.345205 nChanged 633 SP:Iteration 29Q (5342.198833 sec): 3 clusters Score: Raw -9081176.911319 + Penalty 4172.803799 = -9077004.107520 nChanged 584 SP:Iteration 30Q (5342.589858 sec): 3 clusters Score: Raw -9081249.524730 + Penalty 4172.803799 = -9077076.720931 nChanged 530 SP:Iteration 31Q (5342.974223 sec): 3 clusters Score: Raw -9081308.797805 + Penalty 4172.803799 = -9077135.994006 nChanged 507 SP:Iteration 32Q (5343.321560 sec): 3 clusters Score: Raw -9081360.876423 + Penalty 4172.803799 = -9077188.072624 nChanged 472 SP:Iteration 33Q (5343.678246 sec): 3 clusters Score: Raw -9081404.582781 + Penalty 4172.803799 = -9077231.778982 nChanged 440 SP:Iteration 34Q (5344.013633 sec): 3 clusters Score: Raw -9081444.161381 + Penalty 4172.803799 = -9077271.357582 nChanged 409 SP:Iteration 35Q (5344.395992 sec): 3 clusters Score: Raw -9081479.190454 + Penalty 4172.803799 = -9077306.386655 nChanged 372 SP:Iteration 36Q (5344.862048 sec): 3 clusters Score: Raw -9081506.201960 + Penalty 4172.803799 = -9077333.398161 nChanged 327 SP:Iteration 37Q (5345.284038 sec): 3 clusters Score: Raw -9081527.609943 + Penalty 4172.803799 = -9077354.806144 nChanged 318 SP:Iteration 38Q (5345.758654 sec): 3 clusters Score: Raw -9081550.286178 + Penalty 4172.803799 = -9077377.482379 nChanged 309 SP:Iteration 39Q (5346.225523 sec): 3 clusters Score: Raw -9081568.471367 + Penalty 4172.803799 = -9077395.667568 nChanged 230 SP:Iteration 40F (5346.662274 sec): 3 clusters Score: Raw -9081579.656354 + Penalty 4172.803799 = -9077406.852555 nChanged 209 SP:Iteration 41Q (5347.013849 sec): 3 clusters Score: Raw -9081588.981842 + Penalty 4172.803799 = -9077416.178043 nChanged 172 SP:Iteration 42Q (5347.350574 sec): 3 clusters Score: Raw -9081596.173577 + Penalty 4172.803799 = -9077423.369778 nChanged 158 SP:Iteration 43Q (5347.714773 sec): 3 clusters Score: Raw -9081602.475602 + Penalty 4172.803799 = -9077429.671803 nChanged 140 SP:Iteration 44Q (5348.085878 sec): 3 clusters Score: Raw -9081606.646566 + Penalty 4172.803799 = -9077433.842767 nChanged 100 SP:Iteration 45Q (5348.440684 sec): 3 clusters Score: Raw -9081609.093971 + Penalty 4172.803799 = -9077436.290172 nChanged 90 SP:Iteration 46Q (5348.791316 sec): 3 clusters Score: Raw -9081611.294095 + Penalty 4172.803799 = -9077438.490296 nChanged 91 SP:Iteration 47Q (5349.135193 sec): 3 clusters Score: Raw -9081613.884533 + Penalty 4172.803799 = -9077441.080734 nChanged 79 SP:Iteration 48Q (5349.464736 sec): 3 clusters Score: Raw -9081616.254095 + Penalty 4172.803799 = -9077443.450296 nChanged 81 SP:Iteration 49Q (5349.836292 sec): 3 clusters Score: Raw -9081618.995083 + Penalty 4172.803799 = -9077446.191284 nChanged 80 SP:Iteration 50Q (5350.218347 sec): 3 clusters Score: Raw -9081621.173280 + Penalty 4172.803799 = -9077448.369481 nChanged 60 SP:Iteration 51Q (5350.586931 sec): 3 clusters Score: Raw -9081622.586586 + Penalty 4172.803799 = -9077449.782787 nChanged 51 SP:Iteration 52Q (5350.941756 sec): 3 clusters Score: Raw -9081623.704932 + Penalty 4172.803799 = -9077450.901133 nChanged 49 SP:Iteration 53Q (5351.316235 sec): 3 clusters Score: Raw -9081625.034984 + Penalty 4172.803799 = -9077452.231185 nChanged 62 SP:Iteration 54Q (5351.691839 sec): 3 clusters Score: Raw -9081626.700349 + Penalty 4172.803799 = -9077453.896550 nChanged 50 SP:Iteration 55Q (5352.069597 sec): 3 clusters Score: Raw -9081627.914205 + Penalty 4172.803799 = -9077455.110406 nChanged 54 SP:Iteration 56Q (5352.468705 sec): 3 clusters Score: Raw -9081629.364963 + Penalty 4172.803799 = -9077456.561164 nChanged 57 SP:Iteration 57Q (5352.812482 sec): 3 clusters Score: Raw -9081630.593895 + Penalty 4172.803799 = -9077457.790096 nChanged 37 SP:Iteration 58Q (5353.197203 sec): 3 clusters Score: Raw -9081631.297869 + Penalty 4172.803799 = -9077458.494070 nChanged 28 SP:Iteration 59Q (5353.534726 sec): 3 clusters Score: Raw -9081631.804712 + Penalty 4172.803799 = -9077459.000913 nChanged 29 SP:Iteration 60F (5353.909361 sec): 3 clusters Score: Raw -9081632.351823 + Penalty 4172.803799 = -9077459.548024 nChanged 31 SP:Iteration 61Q (5354.241685 sec): 3 clusters Score: Raw -9081632.877327 + Penalty 4172.803799 = -9077460.073528 nChanged 29 SP:Iteration 62Q (5354.593079 sec): 3 clusters Score: Raw -9081633.374416 + Penalty 4172.803799 = -9077460.570617 nChanged 26 SP:Iteration 63Q (5354.928531 sec): 3 clusters Score: Raw -9081633.781030 + Penalty 4172.803799 = -9077460.977231 nChanged 22 SP:Iteration 64Q (5355.235592 sec): 3 clusters Score: Raw -9081634.111133 + Penalty 4172.803799 = -9077461.307334 nChanged 15 SP:Iteration 65Q (5355.591439 sec): 3 clusters Score: Raw -9081634.336814 + Penalty 4172.803799 = -9077461.533015 nChanged 16 SP:Iteration 66Q (5355.948481 sec): 3 clusters Score: Raw -9081634.621705 + Penalty 4172.803799 = -9077461.817906 nChanged 11 SP:Iteration 67Q (5356.342170 sec): 3 clusters Score: Raw -9081634.755172 + Penalty 4172.803799 = -9077461.951373 nChanged 8 SP:Iteration 68Q (5356.712100 sec): 3 clusters Score: Raw -9081634.835709 + Penalty 4172.803799 = -9077462.031910 nChanged 5 SP:Iteration 69Q (5357.037965 sec): 3 clusters Score: Raw -9081634.901145 + Penalty 4172.803799 = -9077462.097346 nChanged 9 SP:Iteration 70Q (5357.373055 sec): 3 clusters Score: Raw -9081634.999725 + Penalty 4172.803799 = -9077462.195926 nChanged 9 SP:Iteration 71Q (5357.738136 sec): 3 clusters Score: Raw -9081635.134502 + Penalty 4172.803799 = -9077462.330703 nChanged 8 SP:Iteration 72Q (5358.088532 sec): 3 clusters Score: Raw -9081635.267002 + Penalty 4172.803799 = -9077462.463203 nChanged 11 SP:Iteration 73Q (5358.450147 sec): 3 clusters Score: Raw -9081635.377188 + Penalty 4172.803799 = -9077462.573389 nChanged 10 SP:Iteration 74Q (5358.811392 sec): 3 clusters Score: Raw -9081635.486361 + Penalty 4172.803799 = -9077462.682563 nChanged 7 SP:Iteration 75Q (5359.177357 sec): 3 clusters Score: Raw -9081635.570095 + Penalty 4172.803799 = -9077462.766296 nChanged 8 SP:Iteration 76Q (5359.551157 sec): 3 clusters Score: Raw -9081635.659492 + Penalty 4172.803799 = -9077462.855693 nChanged 9 SP:Iteration 77Q (5359.905539 sec): 3 clusters Score: Raw -9081635.754000 + Penalty 4172.803799 = -9077462.950201 nChanged 8 SP:Iteration 78Q (5360.252475 sec): 3 clusters Score: Raw -9081635.844629 + Penalty 4172.803799 = -9077463.040830 nChanged 4 SP:Iteration 79Q (5360.586967 sec): 3 clusters Score: Raw -9081635.880376 + Penalty 4172.803799 = -9077463.076577 nChanged 2 SP:Iteration 80F (5360.906122 sec): 3 clusters Score: Raw -9081635.898966 + Penalty 4172.803799 = -9077463.095167 nChanged 3 SP:Iteration 81Q (5361.262295 sec): 3 clusters Score: Raw -9081635.920390 + Penalty 4172.803799 = -9077463.116591 nChanged 2 SP:Iteration 82Q (5361.667051 sec): 3 clusters Score: Raw -9081635.938303 + Penalty 4172.803799 = -9077463.134504 nChanged 3 SP:Iteration 83Q (5362.114649 sec): 3 clusters Score: Raw -9081635.974232 + Penalty 4172.803799 = -9077463.170433 nChanged 4 SP:Iteration 84Q (5362.529742 sec): 3 clusters Score: Raw -9081636.030506 + Penalty 4172.803799 = -9077463.226707 nChanged 2 SP:Iteration 85Q (5363.006579 sec): 3 clusters Score: Raw -9081636.064290 + Penalty 4172.803799 = -9077463.260491 nChanged 5 SP:Iteration 86Q (5363.421302 sec): 3 clusters Score: Raw -9081636.112662 + Penalty 4172.803799 = -9077463.308863 nChanged 3 SP:Iteration 87Q (5363.726748 sec): 3 clusters Score: Raw -9081636.149948 + Penalty 4172.803799 = -9077463.346149 nChanged 3 SP:Iteration 88Q (5364.112826 sec): 3 clusters Score: Raw -9081636.187812 + Penalty 4172.803799 = -9077463.384013 nChanged 4 SP:Iteration 89Q (5364.466488 sec): 3 clusters Score: Raw -9081636.226163 + Penalty 4172.803799 = -9077463.422364 nChanged 4 SP:Iteration 90Q (5364.837223 sec): 3 clusters Score: Raw -9081636.247163 + Penalty 4172.803799 = -9077463.443364 nChanged 0 SP:Iteration 91F (5365.198958 sec): 3 clusters Score: Raw -9081636.247163 + Penalty 4172.803799 = -9077463.443364 nChanged 0 Score: Raw -11691052.454980 + Penalty 12868.184496 = -11678184.270484 Splitting cluster 3 changes total score from -11558366.662568 to -11678184.270484 So it's getting split into cluster 6. Iteration 20F (5367.750082 sec): 7 clusters Score: Raw -11703532.181136 + Penalty 12868.184496 = -11690663.996640 nChanged 8294 Iteration 21Q (5368.817545 sec): 7 clusters Score: Raw -11711055.034989 + Penalty 12868.184496 = -11698186.850493 nChanged 5967 Iteration 22Q (5369.927554 sec): 7 clusters Score: Raw -11715504.806598 + Penalty 12868.184496 = -11702636.622103 nChanged 5346 Iteration 23Q (5370.974124 sec): 7 clusters Score: Raw -11719116.212714 + Penalty 12868.184496 = -11706248.028219 nChanged 5027 Iteration 24Q (5371.998262 sec): 7 clusters Score: Raw -11722126.681810 + Penalty 12868.184496 = -11709258.497314 nChanged 4671 Iteration 25Q (5373.115451 sec): 7 clusters Score: Raw -11724598.714307 + Penalty 12868.184496 = -11711730.529811 nChanged 4337 Iteration 26Q (5374.185876 sec): 7 clusters Score: Raw -11726682.856000 + Penalty 12868.184496 = -11713814.671504 nChanged 3909 Iteration 27Q (5375.385245 sec): 7 clusters Score: Raw -11728383.663398 + Penalty 12868.184496 = -11715515.478902 nChanged 3427 Iteration 28Q (5376.583901 sec): 7 clusters Score: Raw -11729691.351336 + Penalty 12868.184496 = -11716823.166840 nChanged 2961 Iteration 29Q (5377.813684 sec): 7 clusters Score: Raw -11730666.364130 + Penalty 12868.184496 = -11717798.179634 nChanged 2542 Iteration 30Q (5378.856078 sec): 7 clusters Score: Raw -11731425.160726 + Penalty 12868.184496 = -11718556.976230 nChanged 2379 Iteration 31Q (5379.843685 sec): 7 clusters Score: Raw -11732044.754226 + Penalty 12868.184496 = -11719176.569730 nChanged 2105 Iteration 32Q (5380.842052 sec): 7 clusters Score: Raw -11732550.336753 + Penalty 12868.184496 = -11719682.152257 nChanged 1836 Iteration 33Q (5381.808326 sec): 7 clusters Score: Raw -11732948.054157 + Penalty 12868.184496 = -11720079.869661 nChanged 1655 Iteration 34Q (5382.765525 sec): 7 clusters Score: Raw -11733267.604343 + Penalty 12868.184496 = -11720399.419847 nChanged 1432 Iteration 35Q (5383.767666 sec): 7 clusters Score: Raw -11733531.819864 + Penalty 12868.184496 = -11720663.635369 nChanged 1293 Iteration 36Q (5384.772274 sec): 7 clusters Score: Raw -11733781.792158 + Penalty 12868.184496 = -11720913.607662 nChanged 1233 Iteration 37Q (5385.796800 sec): 7 clusters Score: Raw -11734019.437671 + Penalty 12868.184496 = -11721151.253175 nChanged 1105 Iteration 38Q (5386.768305 sec): 7 clusters Score: Raw -11734242.055954 + Penalty 12868.184496 = -11721373.871458 nChanged 950 Iteration 39Q (5387.809405 sec): 7 clusters Score: Raw -11734430.262334 + Penalty 12868.184496 = -11721562.077838 nChanged 902 Iteration 40F (5389.215784 sec): 7 clusters Score: Raw -11734668.571116 + Penalty 12868.184496 = -11721800.386621 nChanged 939 Iteration 41Q (5390.469236 sec): 7 clusters Score: Raw -11734854.627891 + Penalty 12868.184496 = -11721986.443396 nChanged 872 Iteration 42Q (5391.510824 sec): 7 clusters Score: Raw -11735005.673170 + Penalty 12868.184496 = -11722137.488674 nChanged 819 Iteration 43Q (5392.461984 sec): 7 clusters Score: Raw -11735132.884987 + Penalty 12868.184496 = -11722264.700491 nChanged 764 Iteration 44Q (5393.487026 sec): 7 clusters Score: Raw -11735233.774746 + Penalty 12868.184496 = -11722365.590250 nChanged 716 Iteration 45Q (5394.587582 sec): 7 clusters Score: Raw -11735316.700458 + Penalty 12868.184496 = -11722448.515962 nChanged 609 Iteration 46Q (5395.624826 sec): 7 clusters Score: Raw -11735385.788693 + Penalty 12868.184496 = -11722517.604197 nChanged 553 Iteration 47Q (5396.687514 sec): 7 clusters Score: Raw -11735441.521029 + Penalty 12868.184496 = -11722573.336534 nChanged 508 Iteration 48Q (5397.759685 sec): 7 clusters Score: Raw -11735493.661504 + Penalty 12868.184496 = -11722625.477008 nChanged 451 Iteration 49Q (5398.808698 sec): 7 clusters Score: Raw -11735539.280823 + Penalty 12868.184496 = -11722671.096328 nChanged 396 Iteration 50Q (5399.897560 sec): 7 clusters Score: Raw -11735581.406508 + Penalty 12868.184496 = -11722713.222013 nChanged 384 Iteration 51Q (5400.928704 sec): 7 clusters Score: Raw -11735623.332590 + Penalty 12868.184496 = -11722755.148094 nChanged 338 Iteration 52Q (5401.942322 sec): 7 clusters Score: Raw -11735652.722497 + Penalty 12868.184496 = -11722784.538001 nChanged 286 Iteration 53Q (5403.135413 sec): 7 clusters Score: Raw -11735687.498179 + Penalty 12868.184496 = -11722819.313683 nChanged 260 Iteration 54Q (5404.346361 sec): 7 clusters Score: Raw -11735726.095685 + Penalty 12868.184496 = -11722857.911189 nChanged 295 Iteration 55Q (5405.385405 sec): 7 clusters Score: Raw -11735778.594337 + Penalty 12868.184496 = -11722910.409842 nChanged 270 Iteration 56Q (5406.455830 sec): 7 clusters Score: Raw -11735821.445599 + Penalty 12868.184496 = -11722953.261104 nChanged 266 Iteration 57Q (5407.513222 sec): 7 clusters Score: Raw -11735862.605242 + Penalty 12868.184496 = -11722994.420746 nChanged 290 Iteration 58Q (5408.486737 sec): 7 clusters Score: Raw -11735909.466823 + Penalty 12868.184496 = -11723041.282327 nChanged 264 Writing temp clu file Because OldScore, -11722994.420746, is greater than current (better) Score,-11723041.282327 Compute initial score before splitting: Score: Raw -11735909.466823 + Penalty 12868.184496 = -11723041.282327 Trying to split cluster 1 (19506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5408.839750 sec): 2 clusters Score: Raw -1079310.474145 + Penalty 1733.672782 = -1077576.801363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5408.967922 sec): 3 clusters Score: Raw -1067588.073798 + Penalty 3467.345564 = -1064120.728234 nChanged 8940 SP:Iteration 1F (5409.055647 sec): 3 clusters Score: Raw -1073889.249315 + Penalty 3467.345564 = -1070421.903751 nChanged 1961 SP:Iteration 2F (5409.178871 sec): 3 clusters Score: Raw -1075753.685913 + Penalty 3467.345564 = -1072286.340349 nChanged 1797 SP:Iteration 3F (5409.291154 sec): 3 clusters Score: Raw -1077407.673161 + Penalty 3467.345564 = -1073940.327597 nChanged 1590 SP:Iteration 4F (5409.401981 sec): 3 clusters Score: Raw -1078817.542891 + Penalty 3467.345564 = -1075350.197328 nChanged 1305 SP:Iteration 5F (5409.522657 sec): 3 clusters Score: Raw -1080101.535596 + Penalty 3467.345564 = -1076634.190033 nChanged 1186 SP:Iteration 6F (5409.643593 sec): 3 clusters Score: Raw -1081437.704339 + Penalty 3467.345564 = -1077970.358776 nChanged 1084 SP:Iteration 7F (5409.760985 sec): 3 clusters Score: Raw -1082649.596307 + Penalty 3467.345564 = -1079182.250743 nChanged 1056 SP:Iteration 8F (5409.876839 sec): 3 clusters Score: Raw -1083841.678315 + Penalty 3467.345564 = -1080374.332751 nChanged 1029 SP:Iteration 9F (5409.988679 sec): 3 clusters Score: Raw -1085403.511587 + Penalty 3467.345564 = -1081936.166023 nChanged 973 SP:Iteration 10Q (5410.117964 sec): 3 clusters Score: Raw -1087115.750015 + Penalty 3467.345564 = -1083648.404451 nChanged 695 SP:Iteration 11Q (5410.213020 sec): 3 clusters Score: Raw -1087944.993324 + Penalty 3467.345564 = -1084477.647760 nChanged 467 SP:Iteration 12Q (5410.342857 sec): 3 clusters Score: Raw -1088388.884909 + Penalty 3467.345564 = -1084921.539345 nChanged 371 SP:Iteration 13Q (5410.474094 sec): 3 clusters Score: Raw -1088790.764349 + Penalty 3467.345564 = -1085323.418785 nChanged 299 SP:Iteration 14Q (5410.589954 sec): 3 clusters Score: Raw -1089099.354219 + Penalty 3467.345564 = -1085632.008655 nChanged 270 SP:Iteration 15Q (5410.708598 sec): 3 clusters Score: Raw -1089384.192545 + Penalty 3467.345564 = -1085916.846982 nChanged 257 SP:Iteration 16Q (5410.820239 sec): 3 clusters Score: Raw -1089667.325985 + Penalty 3467.345564 = -1086199.980422 nChanged 253 SP:Iteration 17Q (5410.937480 sec): 3 clusters Score: Raw -1089964.269308 + Penalty 3467.345564 = -1086496.923744 nChanged 219 SP:Iteration 18Q (5411.053991 sec): 3 clusters Score: Raw -1090248.609269 + Penalty 3467.345564 = -1086781.263705 nChanged 213 SP:Iteration 19Q (5411.172988 sec): 3 clusters Score: Raw -1090496.226714 + Penalty 3467.345564 = -1087028.881150 nChanged 180 SP:Iteration 20F (5411.295780 sec): 3 clusters Score: Raw -1090782.310043 + Penalty 3467.345564 = -1087314.964479 nChanged 180 SP:Iteration 21Q (5411.416981 sec): 3 clusters Score: Raw -1090975.369927 + Penalty 3467.345564 = -1087508.024363 nChanged 160 SP:Iteration 22Q (5411.528951 sec): 3 clusters Score: Raw -1091061.994899 + Penalty 3467.345564 = -1087594.649335 nChanged 90 SP:Iteration 23Q (5411.646566 sec): 3 clusters Score: Raw -1091091.512884 + Penalty 3467.345564 = -1087624.167320 nChanged 59 SP:Iteration 24Q (5411.769106 sec): 3 clusters Score: Raw -1091102.495285 + Penalty 3467.345564 = -1087635.149721 nChanged 30 SP:Iteration 25Q (5411.873369 sec): 3 clusters Score: Raw -1091106.895749 + Penalty 3467.345564 = -1087639.550186 nChanged 19 SP:Iteration 26Q (5411.998023 sec): 3 clusters Score: Raw -1091109.797146 + Penalty 3467.345564 = -1087642.451582 nChanged 14 SP:Iteration 27Q (5412.133357 sec): 3 clusters Score: Raw -1091111.115808 + Penalty 3467.345564 = -1087643.770245 nChanged 7 SP:Iteration 28Q (5412.249042 sec): 3 clusters Score: Raw -1091111.781335 + Penalty 3467.345564 = -1087644.435771 nChanged 4 SP:Iteration 29Q (5412.364238 sec): 3 clusters Score: Raw -1091112.071077 + Penalty 3467.345564 = -1087644.725514 nChanged 2 SP:Iteration 30Q (5412.459273 sec): 3 clusters Score: Raw -1091112.185265 + Penalty 3467.345564 = -1087644.839701 nChanged 2 SP:Iteration 31Q (5412.584288 sec): 3 clusters Score: Raw -1091112.386587 + Penalty 3467.345564 = -1087645.041023 nChanged 2 SP:Iteration 32Q (5412.696548 sec): 3 clusters Score: Raw -1091112.487624 + Penalty 3467.345564 = -1087645.142060 nChanged 0 SP:Iteration 33F (5412.813100 sec): 3 clusters Score: Raw -1091112.487624 + Penalty 3467.345564 = -1087645.142060 nChanged 0 Score: Raw -11747733.237523 + Penalty 15012.881912 = -11732720.355612 Splitting cluster 1 changes total score from -11723041.282327 to -11732720.355612 So it's getting split into cluster 7. Trying to split cluster 2 (8013 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5414.549760 sec): 2 clusters Score: Raw -327967.301833 + Penalty 1577.537998 = -326389.763835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5414.743465 sec): 3 clusters Score: Raw -323861.562663 + Penalty 3155.075996 = -320706.486667 nChanged 3547 SP:Iteration 1F (5414.835585 sec): 3 clusters Score: Raw -329090.381105 + Penalty 3155.075996 = -325935.305109 nChanged 1212 SP:Iteration 2F (5414.935384 sec): 3 clusters Score: Raw -331589.582029 + Penalty 3155.075996 = -328434.506033 nChanged 707 SP:Iteration 3F (5415.057154 sec): 3 clusters Score: Raw -332982.262565 + Penalty 3155.075996 = -329827.186569 nChanged 509 SP:Iteration 4F (5415.163480 sec): 3 clusters Score: Raw -334054.950599 + Penalty 3155.075996 = -330899.874603 nChanged 410 SP:Iteration 5F (5415.283654 sec): 3 clusters Score: Raw -335035.454563 + Penalty 3155.075996 = -331880.378567 nChanged 372 SP:Iteration 6Q (5415.405071 sec): 3 clusters Score: Raw -335788.962796 + Penalty 3155.075996 = -332633.886800 nChanged 301 SP:Iteration 7Q (5415.513001 sec): 3 clusters Score: Raw -336145.803876 + Penalty 3155.075996 = -332990.727880 nChanged 204 SP:Iteration 8Q (5415.651909 sec): 3 clusters Score: Raw -336328.786282 + Penalty 3155.075996 = -333173.710286 nChanged 160 SP:Iteration 9Q (5415.752586 sec): 3 clusters Score: Raw -336448.424787 + Penalty 3155.075996 = -333293.348791 nChanged 140 SP:Iteration 10Q (5415.853119 sec): 3 clusters Score: Raw -336534.118095 + Penalty 3155.075996 = -333379.042098 nChanged 101 SP:Iteration 11Q (5415.995664 sec): 3 clusters Score: Raw -336586.086412 + Penalty 3155.075996 = -333431.010416 nChanged 87 SP:Iteration 12Q (5416.117516 sec): 3 clusters Score: Raw -336635.687091 + Penalty 3155.075996 = -333480.611095 nChanged 69 SP:Iteration 13Q (5416.233015 sec): 3 clusters Score: Raw -336667.920414 + Penalty 3155.075996 = -333512.844418 nChanged 55 SP:Iteration 14Q (5416.355962 sec): 3 clusters Score: Raw -336694.372518 + Penalty 3155.075996 = -333539.296522 nChanged 31 SP:Iteration 15Q (5416.458179 sec): 3 clusters Score: Raw -336707.292692 + Penalty 3155.075996 = -333552.216696 nChanged 31 SP:Iteration 16Q (5416.593576 sec): 3 clusters Score: Raw -336722.704474 + Penalty 3155.075996 = -333567.628478 nChanged 29 SP:Iteration 17Q (5416.684453 sec): 3 clusters Score: Raw -336734.129854 + Penalty 3155.075996 = -333579.053857 nChanged 35 SP:Iteration 18Q (5416.792758 sec): 3 clusters Score: Raw -336745.419718 + Penalty 3155.075996 = -333590.343722 nChanged 23 SP:Iteration 19Q (5416.922503 sec): 3 clusters Score: Raw -336751.983427 + Penalty 3155.075996 = -333596.907431 nChanged 22 SP:Iteration 20F (5417.059492 sec): 3 clusters Score: Raw -336759.025706 + Penalty 3155.075996 = -333603.949710 nChanged 17 SP:Iteration 21Q (5417.171743 sec): 3 clusters Score: Raw -336762.942300 + Penalty 3155.075996 = -333607.866304 nChanged 14 SP:Iteration 22Q (5417.290800 sec): 3 clusters Score: Raw -336765.680220 + Penalty 3155.075996 = -333610.604224 nChanged 12 SP:Iteration 23Q (5417.389695 sec): 3 clusters Score: Raw -336767.885670 + Penalty 3155.075996 = -333612.809674 nChanged 10 SP:Iteration 24Q (5417.511339 sec): 3 clusters Score: Raw -336769.844294 + Penalty 3155.075996 = -333614.768297 nChanged 10 SP:Iteration 25Q (5417.647036 sec): 3 clusters Score: Raw -336771.488727 + Penalty 3155.075996 = -333616.412731 nChanged 7 SP:Iteration 26Q (5417.772654 sec): 3 clusters Score: Raw -336772.518705 + Penalty 3155.075996 = -333617.442709 nChanged 6 SP:Iteration 27Q (5417.841648 sec): 3 clusters Score: Raw -336773.359534 + Penalty 3155.075996 = -333618.283538 nChanged 1 SP:Iteration 28Q (5417.953556 sec): 3 clusters Score: Raw -336773.558524 + Penalty 3155.075996 = -333618.482528 nChanged 4 SP:Iteration 29Q (5418.032471 sec): 3 clusters Score: Raw -336774.615124 + Penalty 3155.075996 = -333619.539128 nChanged 6 SP:Iteration 30Q (5418.131395 sec): 3 clusters Score: Raw -336775.961693 + Penalty 3155.075996 = -333620.885697 nChanged 8 SP:Iteration 31Q (5418.231966 sec): 3 clusters Score: Raw -336776.852400 + Penalty 3155.075996 = -333621.776404 nChanged 6 SP:Iteration 32Q (5418.326772 sec): 3 clusters Score: Raw -336778.020740 + Penalty 3155.075996 = -333622.944744 nChanged 8 SP:Iteration 33Q (5418.416878 sec): 3 clusters Score: Raw -336779.376229 + Penalty 3155.075996 = -333624.300233 nChanged 5 SP:Iteration 34Q (5418.503468 sec): 3 clusters Score: Raw -336780.516098 + Penalty 3155.075996 = -333625.440102 nChanged 7 SP:Iteration 35Q (5418.599761 sec): 3 clusters Score: Raw -336781.764490 + Penalty 3155.075996 = -333626.688494 nChanged 7 SP:Iteration 36Q (5418.720241 sec): 3 clusters Score: Raw -336782.783767 + Penalty 3155.075996 = -333627.707771 nChanged 5 SP:Iteration 37Q (5418.820035 sec): 3 clusters Score: Raw -336783.439002 + Penalty 3155.075996 = -333628.363006 nChanged 2 SP:Iteration 38Q (5418.896966 sec): 3 clusters Score: Raw -336783.597189 + Penalty 3155.075996 = -333628.521193 nChanged 0 SP:Iteration 39F (5419.012949 sec): 3 clusters Score: Raw -336783.597189 + Penalty 3155.075996 = -333628.521193 nChanged 0 Score: Raw -11756549.532879 + Penalty 17157.579328 = -11739391.953552 Splitting cluster 2 changes total score from -11723041.282327 to -11739391.953552 So it's getting split into cluster 8. Trying to split cluster 3 (50599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5420.905188 sec): 2 clusters Score: Raw -3116803.711739 + Penalty 1900.961085 = -3114902.750655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5421.094310 sec): 3 clusters Score: Raw -3084667.723734 + Penalty 3801.922169 = -3080865.801565 nChanged 23805 SP:Iteration 1F (5421.262389 sec): 3 clusters Score: Raw -3100930.934466 + Penalty 3801.922169 = -3097129.012297 nChanged 4911 SP:Iteration 2F (5421.464154 sec): 3 clusters Score: Raw -3108188.737648 + Penalty 3801.922169 = -3104386.815479 nChanged 5906 SP:Iteration 3F (5421.650740 sec): 3 clusters Score: Raw -3118440.091315 + Penalty 3801.922169 = -3114638.169146 nChanged 5304 SP:Iteration 4F (5421.831515 sec): 3 clusters Score: Raw -3125231.788216 + Penalty 3801.922169 = -3121429.866046 nChanged 3638 SP:Iteration 5F (5422.022131 sec): 3 clusters Score: Raw -3128944.425086 + Penalty 3801.922169 = -3125142.502917 nChanged 2357 SP:Iteration 6Q (5422.192068 sec): 3 clusters Score: Raw -3130953.780365 + Penalty 3801.922169 = -3127151.858196 nChanged 1723 SP:Iteration 7Q (5422.360111 sec): 3 clusters Score: Raw -3132433.482223 + Penalty 3801.922169 = -3128631.560054 nChanged 1383 SP:Iteration 8Q (5422.549388 sec): 3 clusters Score: Raw -3133842.781819 + Penalty 3801.922169 = -3130040.859650 nChanged 1165 SP:Iteration 9Q (5422.738031 sec): 3 clusters Score: Raw -3135153.725888 + Penalty 3801.922169 = -3131351.803719 nChanged 922 SP:Iteration 10Q (5422.943815 sec): 3 clusters Score: Raw -3135906.363747 + Penalty 3801.922169 = -3132104.441578 nChanged 584 SP:Iteration 11Q (5423.134904 sec): 3 clusters Score: Raw -3136150.676357 + Penalty 3801.922169 = -3132348.754188 nChanged 357 SP:Iteration 12Q (5423.317083 sec): 3 clusters Score: Raw -3136232.300215 + Penalty 3801.922169 = -3132430.378046 nChanged 224 SP:Iteration 13Q (5423.506961 sec): 3 clusters Score: Raw -3136265.478720 + Penalty 3801.922169 = -3132463.556550 nChanged 141 SP:Iteration 14Q (5423.691366 sec): 3 clusters Score: Raw -3136282.944161 + Penalty 3801.922169 = -3132481.021991 nChanged 109 SP:Iteration 15Q (5423.878811 sec): 3 clusters Score: Raw -3136291.201604 + Penalty 3801.922169 = -3132489.279435 nChanged 72 SP:Iteration 16Q (5424.063641 sec): 3 clusters Score: Raw -3136295.770569 + Penalty 3801.922169 = -3132493.848400 nChanged 51 SP:Iteration 17Q (5424.250060 sec): 3 clusters Score: Raw -3136298.964883 + Penalty 3801.922169 = -3132497.042714 nChanged 42 SP:Iteration 18Q (5424.427554 sec): 3 clusters Score: Raw -3136301.225097 + Penalty 3801.922169 = -3132499.302928 nChanged 35 SP:Iteration 19Q (5424.606626 sec): 3 clusters Score: Raw -3136302.668485 + Penalty 3801.922169 = -3132500.746316 nChanged 28 SP:Iteration 20F (5424.783515 sec): 3 clusters Score: Raw -3136303.918411 + Penalty 3801.922169 = -3132501.996242 nChanged 18 SP:Iteration 21Q (5424.943309 sec): 3 clusters Score: Raw -3136304.590851 + Penalty 3801.922169 = -3132502.668682 nChanged 19 SP:Iteration 22Q (5425.114424 sec): 3 clusters Score: Raw -3136305.305066 + Penalty 3801.922169 = -3132503.382897 nChanged 20 SP:Iteration 23Q (5425.297578 sec): 3 clusters Score: Raw -3136305.861679 + Penalty 3801.922169 = -3132503.939510 nChanged 17 SP:Iteration 24Q (5425.458320 sec): 3 clusters Score: Raw -3136306.253464 + Penalty 3801.922169 = -3132504.331294 nChanged 10 SP:Iteration 25Q (5425.655742 sec): 3 clusters Score: Raw -3136306.410395 + Penalty 3801.922169 = -3132504.488225 nChanged 5 SP:Iteration 26Q (5425.835293 sec): 3 clusters Score: Raw -3136306.503529 + Penalty 3801.922169 = -3132504.581360 nChanged 5 SP:Iteration 27Q (5426.030486 sec): 3 clusters Score: Raw -3136306.610830 + Penalty 3801.922169 = -3132504.688661 nChanged 1 SP:Iteration 28Q (5426.208307 sec): 3 clusters Score: Raw -3136306.635183 + Penalty 3801.922169 = -3132504.713014 nChanged 1 SP:Iteration 29Q (5426.378744 sec): 3 clusters Score: Raw -3136306.645962 + Penalty 3801.922169 = -3132504.723793 nChanged 0 SP:Iteration 30F (5426.570383 sec): 3 clusters Score: Raw -3136306.645962 + Penalty 3801.922169 = -3132504.723793 nChanged 0 Score: Raw -11776052.467103 + Penalty 19302.276744 = -11756750.190359 Splitting cluster 3 changes total score from -11723041.282327 to -11756750.190359 So it's getting split into cluster 9. Trying to split cluster 4 (10516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5428.517776 sec): 2 clusters Score: Raw -447338.796137 + Penalty 1625.244634 = -445713.551503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5428.631721 sec): 3 clusters Score: Raw -441581.665221 + Penalty 3250.489268 = -438331.175953 nChanged 4617 SP:Iteration 1F (5428.736382 sec): 3 clusters Score: Raw -445422.666249 + Penalty 3250.489268 = -442172.176981 nChanged 1261 SP:Iteration 2F (5428.823180 sec): 3 clusters Score: Raw -447266.674454 + Penalty 3250.489268 = -444016.185186 nChanged 1171 SP:Iteration 3F (5428.959953 sec): 3 clusters Score: Raw -448934.208404 + Penalty 3250.489268 = -445683.719136 nChanged 893 SP:Iteration 4F (5429.077201 sec): 3 clusters Score: Raw -450192.199604 + Penalty 3250.489268 = -446941.710336 nChanged 710 SP:Iteration 5F (5429.223638 sec): 3 clusters Score: Raw -451072.661496 + Penalty 3250.489268 = -447822.172228 nChanged 556 SP:Iteration 6F (5429.348233 sec): 3 clusters Score: Raw -451591.815706 + Penalty 3250.489268 = -448341.326438 nChanged 412 SP:Iteration 7Q (5429.467905 sec): 3 clusters Score: Raw -451933.477692 + Penalty 3250.489268 = -448682.988424 nChanged 316 SP:Iteration 8Q (5429.607275 sec): 3 clusters Score: Raw -452152.418543 + Penalty 3250.489268 = -448901.929275 nChanged 257 SP:Iteration 9Q (5429.730075 sec): 3 clusters Score: Raw -452332.149264 + Penalty 3250.489268 = -449081.659996 nChanged 222 SP:Iteration 10Q (5429.860562 sec): 3 clusters Score: Raw -452483.290177 + Penalty 3250.489268 = -449232.800909 nChanged 179 SP:Iteration 11Q (5430.022313 sec): 3 clusters Score: Raw -452571.688086 + Penalty 3250.489268 = -449321.198818 nChanged 122 SP:Iteration 12Q (5430.146459 sec): 3 clusters Score: Raw -452622.690178 + Penalty 3250.489268 = -449372.200910 nChanged 109 SP:Iteration 13Q (5430.265611 sec): 3 clusters Score: Raw -452653.975949 + Penalty 3250.489268 = -449403.486681 nChanged 71 SP:Iteration 14Q (5430.419474 sec): 3 clusters Score: Raw -452674.060714 + Penalty 3250.489268 = -449423.571445 nChanged 58 SP:Iteration 15Q (5430.566764 sec): 3 clusters Score: Raw -452686.843261 + Penalty 3250.489268 = -449436.353993 nChanged 40 SP:Iteration 16Q (5430.706417 sec): 3 clusters Score: Raw -452693.498671 + Penalty 3250.489268 = -449443.009403 nChanged 26 SP:Iteration 17Q (5430.807914 sec): 3 clusters Score: Raw -452696.441924 + Penalty 3250.489268 = -449445.952656 nChanged 20 SP:Iteration 18Q (5430.927498 sec): 3 clusters Score: Raw -452698.933709 + Penalty 3250.489268 = -449448.444441 nChanged 18 SP:Iteration 19Q (5431.070278 sec): 3 clusters Score: Raw -452700.882446 + Penalty 3250.489268 = -449450.393178 nChanged 19 SP:Iteration 20F (5431.227746 sec): 3 clusters Score: Raw -452704.829841 + Penalty 3250.489268 = -449454.340572 nChanged 18 SP:Iteration 21Q (5431.345417 sec): 3 clusters Score: Raw -452708.930242 + Penalty 3250.489268 = -449458.440973 nChanged 20 SP:Iteration 22Q (5431.491047 sec): 3 clusters Score: Raw -452715.840018 + Penalty 3250.489268 = -449465.350749 nChanged 19 SP:Iteration 23Q (5431.597982 sec): 3 clusters Score: Raw -452722.650090 + Penalty 3250.489268 = -449472.160822 nChanged 23 SP:Iteration 24Q (5431.719659 sec): 3 clusters Score: Raw -452734.241305 + Penalty 3250.489268 = -449483.752036 nChanged 24 SP:Iteration 25Q (5431.854522 sec): 3 clusters Score: Raw -452749.425256 + Penalty 3250.489268 = -449498.935987 nChanged 30 SP:Iteration 26Q (5431.986337 sec): 3 clusters Score: Raw -452765.523773 + Penalty 3250.489268 = -449515.034505 nChanged 30 SP:Iteration 27Q (5432.144388 sec): 3 clusters Score: Raw -452771.335735 + Penalty 3250.489268 = -449520.846467 nChanged 20 SP:Iteration 28Q (5432.244267 sec): 3 clusters Score: Raw -452775.026904 + Penalty 3250.489268 = -449524.537636 nChanged 16 SP:Iteration 29Q (5432.372508 sec): 3 clusters Score: Raw -452776.325081 + Penalty 3250.489268 = -449525.835812 nChanged 12 SP:Iteration 30Q (5432.490772 sec): 3 clusters Score: Raw -452780.546946 + Penalty 3250.489268 = -449530.057678 nChanged 19 SP:Iteration 31Q (5432.603746 sec): 3 clusters Score: Raw -452783.519517 + Penalty 3250.489268 = -449533.030249 nChanged 22 SP:Iteration 32Q (5432.733219 sec): 3 clusters Score: Raw -452786.065010 + Penalty 3250.489268 = -449535.575742 nChanged 13 SP:Iteration 33Q (5432.845411 sec): 3 clusters Score: Raw -452787.141762 + Penalty 3250.489268 = -449536.652493 nChanged 15 SP:Iteration 34Q (5432.971332 sec): 3 clusters Score: Raw -452788.083088 + Penalty 3250.489268 = -449537.593819 nChanged 14 SP:Iteration 35Q (5433.093462 sec): 3 clusters Score: Raw -452789.461916 + Penalty 3250.489268 = -449538.972648 nChanged 13 SP:Iteration 36Q (5433.203939 sec): 3 clusters Score: Raw -452791.122277 + Penalty 3250.489268 = -449540.633008 nChanged 17 SP:Iteration 37Q (5433.311923 sec): 3 clusters Score: Raw -452793.186657 + Penalty 3250.489268 = -449542.697389 nChanged 12 SP:Iteration 38Q (5433.416259 sec): 3 clusters Score: Raw -452794.956599 + Penalty 3250.489268 = -449544.467331 nChanged 11 SP:Iteration 39Q (5433.527016 sec): 3 clusters Score: Raw -452795.773533 + Penalty 3250.489268 = -449545.284265 nChanged 6 SP:Iteration 40F (5433.637206 sec): 3 clusters Score: Raw -452796.217661 + Penalty 3250.489268 = -449545.728393 nChanged 5 SP:Iteration 41Q (5433.758975 sec): 3 clusters Score: Raw -452796.671131 + Penalty 3250.489268 = -449546.181863 nChanged 8 SP:Iteration 42Q (5433.884562 sec): 3 clusters Score: Raw -452797.281229 + Penalty 3250.489268 = -449546.791961 nChanged 4 SP:Iteration 43Q (5433.987728 sec): 3 clusters Score: Raw -452797.461341 + Penalty 3250.489268 = -449546.972073 nChanged 1 SP:Iteration 44Q (5434.134765 sec): 3 clusters Score: Raw -452797.499356 + Penalty 3250.489268 = -449547.010088 nChanged 1 SP:Iteration 45Q (5434.261395 sec): 3 clusters Score: Raw -452797.567955 + Penalty 3250.489268 = -449547.078687 nChanged 1 SP:Iteration 46Q (5434.388319 sec): 3 clusters Score: Raw -452797.619799 + Penalty 3250.489268 = -449547.130531 nChanged 0 SP:Iteration 47F (5434.487243 sec): 3 clusters Score: Raw -452797.619799 + Penalty 3250.489268 = -449547.130531 nChanged 0 Score: Raw -11781511.290765 + Penalty 21446.974160 = -11760064.316606 Splitting cluster 4 changes total score from -11723041.282327 to -11760064.316606 So it's getting split into cluster 10. Trying to split cluster 5 (40877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5436.875869 sec): 2 clusters Score: Raw -2210503.665415 + Penalty 1863.515658 = -2208640.149758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5437.041585 sec): 3 clusters Score: Raw -2185285.371710 + Penalty 3727.031316 = -2181558.340394 nChanged 18968 SP:Iteration 1F (5437.201656 sec): 3 clusters Score: Raw -2201784.335350 + Penalty 3727.031316 = -2198057.304034 nChanged 4846 SP:Iteration 2F (5437.377004 sec): 3 clusters Score: Raw -2207666.719030 + Penalty 3727.031316 = -2203939.687714 nChanged 4250 SP:Iteration 3F (5437.540119 sec): 3 clusters Score: Raw -2211915.782067 + Penalty 3727.031316 = -2208188.750751 nChanged 2976 SP:Iteration 4F (5437.696334 sec): 3 clusters Score: Raw -2214192.156833 + Penalty 3727.031316 = -2210465.125518 nChanged 1908 SP:Iteration 5Q (5437.871562 sec): 3 clusters Score: Raw -2215233.688235 + Penalty 3727.031316 = -2211506.656919 nChanged 1269 SP:Iteration 6Q (5438.048624 sec): 3 clusters Score: Raw -2215733.565827 + Penalty 3727.031316 = -2212006.534511 nChanged 880 SP:Iteration 7Q (5438.249829 sec): 3 clusters Score: Raw -2215989.587011 + Penalty 3727.031316 = -2212262.555696 nChanged 603 SP:Iteration 8Q (5438.422396 sec): 3 clusters Score: Raw -2216135.476876 + Penalty 3727.031316 = -2212408.445560 nChanged 501 SP:Iteration 9Q (5438.579424 sec): 3 clusters Score: Raw -2216252.025604 + Penalty 3727.031316 = -2212524.994288 nChanged 423 SP:Iteration 10Q (5438.755237 sec): 3 clusters Score: Raw -2216343.784334 + Penalty 3727.031316 = -2212616.753018 nChanged 357 SP:Iteration 11Q (5438.914500 sec): 3 clusters Score: Raw -2216409.244662 + Penalty 3727.031316 = -2212682.213346 nChanged 304 SP:Iteration 12Q (5439.094236 sec): 3 clusters Score: Raw -2216463.203959 + Penalty 3727.031316 = -2212736.172643 nChanged 283 SP:Iteration 13Q (5439.242134 sec): 3 clusters Score: Raw -2216511.662684 + Penalty 3727.031316 = -2212784.631369 nChanged 238 SP:Iteration 14Q (5439.394756 sec): 3 clusters Score: Raw -2216542.911442 + Penalty 3727.031316 = -2212815.880127 nChanged 207 SP:Iteration 15Q (5439.578902 sec): 3 clusters Score: Raw -2216569.842660 + Penalty 3727.031316 = -2212842.811345 nChanged 178 SP:Iteration 16Q (5439.747536 sec): 3 clusters Score: Raw -2216593.145468 + Penalty 3727.031316 = -2212866.114152 nChanged 172 SP:Iteration 17Q (5439.917173 sec): 3 clusters Score: Raw -2216618.270432 + Penalty 3727.031316 = -2212891.239116 nChanged 170 SP:Iteration 18Q (5440.083886 sec): 3 clusters Score: Raw -2216638.523292 + Penalty 3727.031316 = -2212911.491976 nChanged 165 SP:Iteration 19Q (5440.251045 sec): 3 clusters Score: Raw -2216658.880200 + Penalty 3727.031316 = -2212931.848884 nChanged 166 SP:Iteration 20F (5440.408217 sec): 3 clusters Score: Raw -2216680.155491 + Penalty 3727.031316 = -2212953.124175 nChanged 159 SP:Iteration 21Q (5440.575312 sec): 3 clusters Score: Raw -2216699.314067 + Penalty 3727.031316 = -2212972.282751 nChanged 151 SP:Iteration 22Q (5440.741253 sec): 3 clusters Score: Raw -2216714.671318 + Penalty 3727.031316 = -2212987.640003 nChanged 140 SP:Iteration 23Q (5440.903097 sec): 3 clusters Score: Raw -2216729.406792 + Penalty 3727.031316 = -2213002.375476 nChanged 127 SP:Iteration 24Q (5441.058083 sec): 3 clusters Score: Raw -2216741.006951 + Penalty 3727.031316 = -2213013.975635 nChanged 112 SP:Iteration 25Q (5441.203890 sec): 3 clusters Score: Raw -2216751.119510 + Penalty 3727.031316 = -2213024.088194 nChanged 94 SP:Iteration 26Q (5441.349887 sec): 3 clusters Score: Raw -2216758.427843 + Penalty 3727.031316 = -2213031.396527 nChanged 91 SP:Iteration 27Q (5441.483647 sec): 3 clusters Score: Raw -2216764.333703 + Penalty 3727.031316 = -2213037.302388 nChanged 85 SP:Iteration 28Q (5441.656939 sec): 3 clusters Score: Raw -2216770.016637 + Penalty 3727.031316 = -2213042.985322 nChanged 75 SP:Iteration 29Q (5441.804949 sec): 3 clusters Score: Raw -2216774.386693 + Penalty 3727.031316 = -2213047.355377 nChanged 69 SP:Iteration 30Q (5441.963992 sec): 3 clusters Score: Raw -2216777.939528 + Penalty 3727.031316 = -2213050.908213 nChanged 66 SP:Iteration 31Q (5442.122772 sec): 3 clusters Score: Raw -2216782.051765 + Penalty 3727.031316 = -2213055.020450 nChanged 72 SP:Iteration 32Q (5442.279347 sec): 3 clusters Score: Raw -2216787.804330 + Penalty 3727.031316 = -2213060.773015 nChanged 82 SP:Iteration 33Q (5442.435270 sec): 3 clusters Score: Raw -2216793.706302 + Penalty 3727.031316 = -2213066.674986 nChanged 77 SP:Iteration 34Q (5442.595003 sec): 3 clusters Score: Raw -2216799.370148 + Penalty 3727.031316 = -2213072.338832 nChanged 75 SP:Iteration 35Q (5442.747098 sec): 3 clusters Score: Raw -2216805.295791 + Penalty 3727.031316 = -2213078.264475 nChanged 85 SP:Iteration 36Q (5442.906180 sec): 3 clusters Score: Raw -2216814.971846 + Penalty 3727.031316 = -2213087.940530 nChanged 103 SP:Iteration 37Q (5443.049622 sec): 3 clusters Score: Raw -2216826.952814 + Penalty 3727.031316 = -2213099.921498 nChanged 103 SP:Iteration 38Q (5443.218682 sec): 3 clusters Score: Raw -2216842.551253 + Penalty 3727.031316 = -2213115.519937 nChanged 129 SP:Iteration 39Q (5443.389337 sec): 3 clusters Score: Raw -2216871.217569 + Penalty 3727.031316 = -2213144.186253 nChanged 184 SP:Iteration 40F (5443.570297 sec): 3 clusters Score: Raw -2216944.061167 + Penalty 3727.031316 = -2213217.029851 nChanged 293 SP:Iteration 41Q (5443.740021 sec): 3 clusters Score: Raw -2217145.258687 + Penalty 3727.031316 = -2213418.227371 nChanged 487 SP:Iteration 42Q (5443.903090 sec): 3 clusters Score: Raw -2217666.202757 + Penalty 3727.031316 = -2213939.171442 nChanged 689 SP:Iteration 43Q (5444.071158 sec): 3 clusters Score: Raw -2218571.525981 + Penalty 3727.031316 = -2214844.494665 nChanged 749 SP:Iteration 44Q (5444.229733 sec): 3 clusters Score: Raw -2219085.290034 + Penalty 3727.031316 = -2215358.258719 nChanged 577 SP:Iteration 45Q (5444.411912 sec): 3 clusters Score: Raw -2219243.991727 + Penalty 3727.031316 = -2215516.960411 nChanged 360 SP:Iteration 46Q (5444.666677 sec): 3 clusters Score: Raw -2219303.291469 + Penalty 3727.031316 = -2215576.260154 nChanged 232 SP:Iteration 47Q (5444.861430 sec): 3 clusters Score: Raw -2219330.521955 + Penalty 3727.031316 = -2215603.490640 nChanged 160 SP:Iteration 48Q (5445.043668 sec): 3 clusters Score: Raw -2219345.984376 + Penalty 3727.031316 = -2215618.953060 nChanged 115 SP:Iteration 49Q (5445.223494 sec): 3 clusters Score: Raw -2219354.748383 + Penalty 3727.031316 = -2215627.717068 nChanged 87 SP:Iteration 50Q (5445.447469 sec): 3 clusters Score: Raw -2219360.266116 + Penalty 3727.031316 = -2215633.234800 nChanged 73 SP:Iteration 51Q (5445.663721 sec): 3 clusters Score: Raw -2219364.820120 + Penalty 3727.031316 = -2215637.788804 nChanged 61 SP:Iteration 52Q (5445.862909 sec): 3 clusters Score: Raw -2219367.727202 + Penalty 3727.031316 = -2215640.695886 nChanged 49 SP:Iteration 53Q (5446.158021 sec): 3 clusters Score: Raw -2219370.018589 + Penalty 3727.031316 = -2215642.987273 nChanged 37 SP:Iteration 54Q (5446.419861 sec): 3 clusters Score: Raw -2219371.754263 + Penalty 3727.031316 = -2215644.722948 nChanged 28 SP:Iteration 55Q (5446.628852 sec): 3 clusters Score: Raw -2219372.847173 + Penalty 3727.031316 = -2215645.815857 nChanged 29 SP:Iteration 56Q (5446.804790 sec): 3 clusters Score: Raw -2219374.042851 + Penalty 3727.031316 = -2215647.011535 nChanged 24 SP:Iteration 57Q (5446.959934 sec): 3 clusters Score: Raw -2219375.063327 + Penalty 3727.031316 = -2215648.032011 nChanged 24 SP:Iteration 58Q (5447.104942 sec): 3 clusters Score: Raw -2219375.882723 + Penalty 3727.031316 = -2215648.851407 nChanged 18 SP:Iteration 59Q (5447.249610 sec): 3 clusters Score: Raw -2219376.676787 + Penalty 3727.031316 = -2215649.645471 nChanged 17 SP:Iteration 60F (5447.387732 sec): 3 clusters Score: Raw -2219377.283523 + Penalty 3727.031316 = -2215650.252207 nChanged 12 SP:Iteration 61Q (5447.559846 sec): 3 clusters Score: Raw -2219377.718838 + Penalty 3727.031316 = -2215650.687523 nChanged 12 SP:Iteration 62Q (5447.731637 sec): 3 clusters Score: Raw -2219378.076518 + Penalty 3727.031316 = -2215651.045202 nChanged 9 SP:Iteration 63Q (5447.898072 sec): 3 clusters Score: Raw -2219378.341037 + Penalty 3727.031316 = -2215651.309721 nChanged 7 SP:Iteration 64Q (5448.067035 sec): 3 clusters Score: Raw -2219378.564180 + Penalty 3727.031316 = -2215651.532864 nChanged 8 SP:Iteration 65Q (5448.222568 sec): 3 clusters Score: Raw -2219378.816829 + Penalty 3727.031316 = -2215651.785513 nChanged 7 SP:Iteration 66Q (5448.334907 sec): 3 clusters Score: Raw -2219379.145220 + Penalty 3727.031316 = -2215652.113905 nChanged 9 SP:Iteration 67Q (5448.524992 sec): 3 clusters Score: Raw -2219379.471459 + Penalty 3727.031316 = -2215652.440144 nChanged 8 SP:Iteration 68Q (5448.688233 sec): 3 clusters Score: Raw -2219379.687459 + Penalty 3727.031316 = -2215652.656143 nChanged 5 SP:Iteration 69Q (5448.866061 sec): 3 clusters Score: Raw -2219379.790334 + Penalty 3727.031316 = -2215652.759018 nChanged 2 SP:Iteration 70Q (5449.016981 sec): 3 clusters Score: Raw -2219379.826403 + Penalty 3727.031316 = -2215652.795087 nChanged 2 SP:Iteration 71Q (5449.168644 sec): 3 clusters Score: Raw -2219379.874127 + Penalty 3727.031316 = -2215652.842812 nChanged 3 SP:Iteration 72Q (5449.321514 sec): 3 clusters Score: Raw -2219379.969967 + Penalty 3727.031316 = -2215652.938651 nChanged 1 SP:Iteration 73Q (5449.468855 sec): 3 clusters Score: Raw -2219379.990303 + Penalty 3727.031316 = -2215652.958987 nChanged 3 SP:Iteration 74Q (5449.624725 sec): 3 clusters Score: Raw -2219380.073020 + Penalty 3727.031316 = -2215653.041705 nChanged 3 SP:Iteration 75Q (5449.809041 sec): 3 clusters Score: Raw -2219380.172095 + Penalty 3727.031316 = -2215653.140779 nChanged 0 SP:Iteration 76F (5449.978255 sec): 3 clusters Score: Raw -2219380.172095 + Penalty 3727.031316 = -2215653.140779 nChanged 0 Score: Raw -11790387.797444 + Penalty 23591.671575 = -11766796.125869 Splitting cluster 5 changes total score from -11723041.282327 to -11766796.125869 So it's getting split into cluster 11. Trying to split cluster 6 (73319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5452.421030 sec): 2 clusters Score: Raw -4867703.186144 + Penalty 1966.051924 = -4865737.134220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5452.628668 sec): 3 clusters Score: Raw -4820573.571108 + Penalty 3932.103847 = -4816641.467261 nChanged 34858 SP:Iteration 1F (5452.879709 sec): 3 clusters Score: Raw -4842432.407254 + Penalty 3932.103847 = -4838500.303407 nChanged 4751 SP:Iteration 2F (5453.112348 sec): 3 clusters Score: Raw -4845277.637787 + Penalty 3932.103847 = -4841345.533940 nChanged 5378 SP:Iteration 3F (5453.339676 sec): 3 clusters Score: Raw -4849001.442674 + Penalty 3932.103847 = -4845069.338827 nChanged 5615 SP:Iteration 4F (5453.563642 sec): 3 clusters Score: Raw -4853057.623717 + Penalty 3932.103847 = -4849125.519870 nChanged 5258 SP:Iteration 5F (5453.771671 sec): 3 clusters Score: Raw -4856779.962805 + Penalty 3932.103847 = -4852847.858958 nChanged 4460 SP:Iteration 6F (5453.998341 sec): 3 clusters Score: Raw -4859857.669626 + Penalty 3932.103847 = -4855925.565778 nChanged 3767 SP:Iteration 7F (5454.215899 sec): 3 clusters Score: Raw -4862575.295532 + Penalty 3932.103847 = -4858643.191685 nChanged 3356 SP:Iteration 8Q (5454.438673 sec): 3 clusters Score: Raw -4865217.643225 + Penalty 3932.103847 = -4861285.539378 nChanged 3171 SP:Iteration 9Q (5454.645527 sec): 3 clusters Score: Raw -4867840.864183 + Penalty 3932.103847 = -4863908.760336 nChanged 2960 SP:Iteration 10Q (5454.886661 sec): 3 clusters Score: Raw -4870568.579687 + Penalty 3932.103847 = -4866636.475840 nChanged 2703 SP:Iteration 11Q (5455.107596 sec): 3 clusters Score: Raw -4873204.856345 + Penalty 3932.103847 = -4869272.752498 nChanged 2271 SP:Iteration 12Q (5455.335093 sec): 3 clusters Score: Raw -4875235.001890 + Penalty 3932.103847 = -4871302.898043 nChanged 1838 SP:Iteration 13Q (5455.571804 sec): 3 clusters Score: Raw -4876701.689228 + Penalty 3932.103847 = -4872769.585381 nChanged 1548 SP:Iteration 14Q (5455.790436 sec): 3 clusters Score: Raw -4877784.846180 + Penalty 3932.103847 = -4873852.742332 nChanged 1218 SP:Iteration 15Q (5456.011622 sec): 3 clusters Score: Raw -4878620.407174 + Penalty 3932.103847 = -4874688.303326 nChanged 1078 SP:Iteration 16Q (5456.245250 sec): 3 clusters Score: Raw -4879269.303689 + Penalty 3932.103847 = -4875337.199842 nChanged 1000 SP:Iteration 17Q (5456.463707 sec): 3 clusters Score: Raw -4879868.127730 + Penalty 3932.103847 = -4875936.023882 nChanged 1015 SP:Iteration 18Q (5456.676553 sec): 3 clusters Score: Raw -4880647.632433 + Penalty 3932.103847 = -4876715.528585 nChanged 1088 SP:Iteration 19Q (5456.941362 sec): 3 clusters Score: Raw -4881811.771386 + Penalty 3932.103847 = -4877879.667539 nChanged 1203 SP:Iteration 20F (5457.212252 sec): 3 clusters Score: Raw -4883767.293329 + Penalty 3932.103847 = -4879835.189482 nChanged 1215 SP:Iteration 21Q (5457.499184 sec): 3 clusters Score: Raw -4886421.784374 + Penalty 3932.103847 = -4882489.680527 nChanged 856 SP:Iteration 22Q (5457.764257 sec): 3 clusters Score: Raw -4887580.405316 + Penalty 3932.103847 = -4883648.301469 nChanged 420 SP:Iteration 23Q (5458.008256 sec): 3 clusters Score: Raw -4887729.891879 + Penalty 3932.103847 = -4883797.788031 nChanged 156 SP:Iteration 24Q (5458.262648 sec): 3 clusters Score: Raw -4887749.164482 + Penalty 3932.103847 = -4883817.060635 nChanged 70 SP:Iteration 25Q (5458.524113 sec): 3 clusters Score: Raw -4887754.703510 + Penalty 3932.103847 = -4883822.599663 nChanged 39 SP:Iteration 26Q (5458.793534 sec): 3 clusters Score: Raw -4887757.013045 + Penalty 3932.103847 = -4883824.909198 nChanged 28 SP:Iteration 27Q (5459.016261 sec): 3 clusters Score: Raw -4887758.372600 + Penalty 3932.103847 = -4883826.268753 nChanged 20 SP:Iteration 28Q (5459.237398 sec): 3 clusters Score: Raw -4887758.996429 + Penalty 3932.103847 = -4883826.892582 nChanged 7 SP:Iteration 29Q (5459.458789 sec): 3 clusters Score: Raw -4887759.176915 + Penalty 3932.103847 = -4883827.073068 nChanged 5 SP:Iteration 30Q (5459.673621 sec): 3 clusters Score: Raw -4887759.256366 + Penalty 3932.103847 = -4883827.152519 nChanged 3 SP:Iteration 31Q (5459.910106 sec): 3 clusters Score: Raw -4887759.333430 + Penalty 3932.103847 = -4883827.229583 nChanged 3 SP:Iteration 32Q (5460.118293 sec): 3 clusters Score: Raw -4887759.395870 + Penalty 3932.103847 = -4883827.292023 nChanged 2 SP:Iteration 33Q (5460.328045 sec): 3 clusters Score: Raw -4887759.432332 + Penalty 3932.103847 = -4883827.328485 nChanged 1 SP:Iteration 34Q (5460.526934 sec): 3 clusters Score: Raw -4887759.463761 + Penalty 3932.103847 = -4883827.359914 nChanged 0 SP:Iteration 35F (5460.759008 sec): 3 clusters Score: Raw -4887759.463761 + Penalty 3932.103847 = -4883827.359914 nChanged 0 Score: Raw -11810444.075061 + Penalty 25736.368991 = -11784707.706070 Splitting cluster 6 changes total score from -11723041.282327 to -11784707.706070 So it's getting split into cluster 12. Iteration 59Q (5465.404779 sec): 13 clusters Score: Raw -11822195.297230 + Penalty 25736.368991 = -11796458.928238 nChanged 11952 Iteration 60F (5467.600333 sec): 13 clusters Score: Raw -11828649.288977 + Penalty 25736.368991 = -11802912.919986 nChanged 6405 Iteration 61Q (5469.536204 sec): 13 clusters Score: Raw -11830625.535821 + Penalty 25736.368991 = -11804889.166829 nChanged 3331 Iteration 62Q (5471.375469 sec): 13 clusters Score: Raw -11831722.980513 + Penalty 25736.368991 = -11805986.611521 nChanged 2389 Iteration 63Q (5473.508187 sec): 13 clusters Score: Raw -11832392.358478 + Penalty 25736.368991 = -11806655.989487 nChanged 1955 Iteration 64Q (5475.635080 sec): 13 clusters Score: Raw -11832920.806955 + Penalty 25736.368991 = -11807184.437964 nChanged 1773 Iteration 65Q (5477.426980 sec): 13 clusters Score: Raw -11833340.449602 + Penalty 25736.368991 = -11807604.080610 nChanged 1563 Iteration 66Q (5479.304730 sec): 13 clusters Score: Raw -11833685.505789 + Penalty 25736.368991 = -11807949.136798 nChanged 1334 Iteration 67Q (5481.117587 sec): 13 clusters Score: Raw -11833968.606806 + Penalty 25736.368991 = -11808232.237815 nChanged 1263 Iteration 68Q (5482.874221 sec): 13 clusters Score: Raw -11834225.842418 + Penalty 25736.368991 = -11808489.473426 nChanged 1201 Iteration 69Q (5484.561199 sec): 13 clusters Score: Raw -11834468.895894 + Penalty 25736.368991 = -11808732.526903 nChanged 1119 Iteration 70Q (5486.351212 sec): 13 clusters Score: Raw -11834706.900238 + Penalty 25736.368991 = -11808970.531247 nChanged 1075 Iteration 71Q (5488.288202 sec): 13 clusters Score: Raw -11834898.515835 + Penalty 25736.368991 = -11809162.146843 nChanged 1021 Iteration 72Q (5490.393939 sec): 13 clusters Score: Raw -11835074.771269 + Penalty 25736.368991 = -11809338.402278 nChanged 983 Iteration 73Q (5492.162815 sec): 13 clusters Score: Raw -11835247.625336 + Penalty 25736.368991 = -11809511.256344 nChanged 950 Iteration 74Q (5493.923381 sec): 13 clusters Score: Raw -11835408.956175 + Penalty 25736.368991 = -11809672.587184 nChanged 907 Iteration 75Q (5495.796415 sec): 13 clusters Score: Raw -11835564.002446 + Penalty 25736.368991 = -11809827.633455 nChanged 849 Iteration 76Q (5497.577178 sec): 13 clusters Score: Raw -11835708.090241 + Penalty 25736.368991 = -11809971.721250 nChanged 865 Iteration 77Q (5499.363998 sec): 13 clusters Score: Raw -11835848.938747 + Penalty 25736.368991 = -11810112.569756 nChanged 842 Iteration 78Q (5501.212208 sec): 13 clusters Score: Raw -11835980.490106 + Penalty 25736.368991 = -11810244.121114 nChanged 838 Iteration 79Q (5503.092540 sec): 13 clusters Score: Raw -11836120.305027 + Penalty 25736.368991 = -11810383.936036 nChanged 852 Iteration 80F (5505.847238 sec): 13 clusters Score: Raw -11836397.526564 + Penalty 25736.368991 = -11810661.157573 nChanged 892 Iteration 81Q (5507.810306 sec): 13 clusters Score: Raw -11836693.580160 + Penalty 25736.368991 = -11810957.211168 nChanged 980 Iteration 82Q (5509.654233 sec): 13 clusters Score: Raw -11836958.114321 + Penalty 25736.368991 = -11811221.745330 nChanged 974 Iteration 83Q (5511.503196 sec): 13 clusters Score: Raw -11837211.930434 + Penalty 25736.368991 = -11811475.561442 nChanged 992 Iteration 84Q (5513.253168 sec): 13 clusters Score: Raw -11837473.830701 + Penalty 25736.368991 = -11811737.461710 nChanged 1038 Iteration 85Q (5515.145495 sec): 13 clusters Score: Raw -11837771.151291 + Penalty 25736.368991 = -11812034.782299 nChanged 1101 Iteration 86Q (5516.936181 sec): 13 clusters Score: Raw -11838030.450913 + Penalty 25736.368991 = -11812294.081922 nChanged 1023 Iteration 87Q (5518.757165 sec): 13 clusters Score: Raw -11838250.624719 + Penalty 25736.368991 = -11812514.255728 nChanged 1037 Iteration 88Q (5520.770854 sec): 13 clusters Score: Raw -11838500.086034 + Penalty 25736.368991 = -11812763.717043 nChanged 1067 Iteration 89Q (5522.923359 sec): 13 clusters Score: Raw -11838740.857213 + Penalty 25736.368991 = -11813004.488221 nChanged 1015 Iteration 90Q (5524.695281 sec): 13 clusters Score: Raw -11838962.473633 + Penalty 25736.368991 = -11813226.104641 nChanged 909 Iteration 91Q (5526.610406 sec): 13 clusters Score: Raw -11839184.370511 + Penalty 25736.368991 = -11813448.001520 nChanged 916 Iteration 92Q (5528.482914 sec): 13 clusters Score: Raw -11839431.848494 + Penalty 25736.368991 = -11813695.479503 nChanged 832 Iteration 93Q (5530.312630 sec): 13 clusters Score: Raw -11839675.169170 + Penalty 25736.368991 = -11813938.800179 nChanged 904 Iteration 94Q (5532.085691 sec): 13 clusters Score: Raw -11839977.640916 + Penalty 25736.368991 = -11814241.271924 nChanged 890 Iteration 95Q (5533.926986 sec): 13 clusters Score: Raw -11840292.518791 + Penalty 25736.368991 = -11814556.149800 nChanged 985 Iteration 96Q (5535.768832 sec): 13 clusters Score: Raw -11840663.609410 + Penalty 25736.368991 = -11814927.240419 nChanged 1027 Iteration 97Q (5537.919887 sec): 13 clusters Score: Raw -11841009.008112 + Penalty 25736.368991 = -11815272.639120 nChanged 1067 Iteration 98Q (5539.764406 sec): 13 clusters Score: Raw -11841298.744735 + Penalty 25736.368991 = -11815562.375744 nChanged 1196 Writing temp clu file Because OldScore, -11815272.639120, is greater than current (better) Score,-11815562.375744 Compute initial score before splitting: Score: Raw -11841298.744735 + Penalty 25736.368991 = -11815562.375744 Trying to split cluster 1 (8196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5540.051203 sec): 2 clusters Score: Raw -480720.615433 + Penalty 1581.500965 = -479139.114468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5540.172796 sec): 3 clusters Score: Raw -476300.277319 + Penalty 3163.001930 = -473137.275389 nChanged 3583 SP:Iteration 1F (5540.283087 sec): 3 clusters Score: Raw -480315.361648 + Penalty 3163.001930 = -477152.359718 nChanged 1109 SP:Iteration 2F (5540.369816 sec): 3 clusters Score: Raw -482035.671536 + Penalty 3163.001930 = -478872.669606 nChanged 781 SP:Iteration 3F (5540.481523 sec): 3 clusters Score: Raw -482876.398572 + Penalty 3163.001930 = -479713.396642 nChanged 486 SP:Iteration 4F (5540.583178 sec): 3 clusters Score: Raw -483259.835992 + Penalty 3163.001930 = -480096.834062 nChanged 276 SP:Iteration 5Q (5540.685344 sec): 3 clusters Score: Raw -483416.924720 + Penalty 3163.001930 = -480253.922791 nChanged 163 SP:Iteration 6Q (5540.768881 sec): 3 clusters Score: Raw -483482.453109 + Penalty 3163.001930 = -480319.451179 nChanged 107 SP:Iteration 7Q (5540.878280 sec): 3 clusters Score: Raw -483513.637590 + Penalty 3163.001930 = -480350.635660 nChanged 55 SP:Iteration 8Q (5540.976224 sec): 3 clusters Score: Raw -483527.450195 + Penalty 3163.001930 = -480364.448266 nChanged 36 SP:Iteration 9Q (5541.065033 sec): 3 clusters Score: Raw -483535.210925 + Penalty 3163.001930 = -480372.208995 nChanged 22 SP:Iteration 10Q (5541.167156 sec): 3 clusters Score: Raw -483540.312818 + Penalty 3163.001930 = -480377.310888 nChanged 17 SP:Iteration 11Q (5541.265948 sec): 3 clusters Score: Raw -483544.005591 + Penalty 3163.001930 = -480381.003662 nChanged 19 SP:Iteration 12Q (5541.356300 sec): 3 clusters Score: Raw -483547.960395 + Penalty 3163.001930 = -480384.958465 nChanged 17 SP:Iteration 13Q (5541.458328 sec): 3 clusters Score: Raw -483551.766667 + Penalty 3163.001930 = -480388.764737 nChanged 17 SP:Iteration 14Q (5541.545025 sec): 3 clusters Score: Raw -483554.549414 + Penalty 3163.001930 = -480391.547484 nChanged 11 SP:Iteration 15Q (5541.644809 sec): 3 clusters Score: Raw -483556.714803 + Penalty 3163.001930 = -480393.712874 nChanged 11 SP:Iteration 16Q (5541.722671 sec): 3 clusters Score: Raw -483558.457257 + Penalty 3163.001930 = -480395.455328 nChanged 10 SP:Iteration 17Q (5541.816565 sec): 3 clusters Score: Raw -483560.354641 + Penalty 3163.001930 = -480397.352711 nChanged 8 SP:Iteration 18Q (5541.926582 sec): 3 clusters Score: Raw -483561.905369 + Penalty 3163.001930 = -480398.903439 nChanged 5 SP:Iteration 19Q (5542.000993 sec): 3 clusters Score: Raw -483562.862912 + Penalty 3163.001930 = -480399.860983 nChanged 7 SP:Iteration 20F (5542.107310 sec): 3 clusters Score: Raw -483564.398375 + Penalty 3163.001930 = -480401.396446 nChanged 10 SP:Iteration 21Q (5542.189395 sec): 3 clusters Score: Raw -483566.478981 + Penalty 3163.001930 = -480403.477051 nChanged 11 SP:Iteration 22Q (5542.285217 sec): 3 clusters Score: Raw -483569.541996 + Penalty 3163.001930 = -480406.540066 nChanged 10 SP:Iteration 23Q (5542.376858 sec): 3 clusters Score: Raw -483572.351835 + Penalty 3163.001930 = -480409.349905 nChanged 11 SP:Iteration 24Q (5542.488221 sec): 3 clusters Score: Raw -483574.704852 + Penalty 3163.001930 = -480411.702923 nChanged 19 SP:Iteration 25Q (5542.578081 sec): 3 clusters Score: Raw -483578.955625 + Penalty 3163.001930 = -480415.953695 nChanged 19 SP:Iteration 26Q (5542.675245 sec): 3 clusters Score: Raw -483583.584668 + Penalty 3163.001930 = -480420.582738 nChanged 20 SP:Iteration 27Q (5542.764991 sec): 3 clusters Score: Raw -483588.026599 + Penalty 3163.001930 = -480425.024670 nChanged 18 SP:Iteration 28Q (5542.861235 sec): 3 clusters Score: Raw -483591.487990 + Penalty 3163.001930 = -480428.486060 nChanged 17 SP:Iteration 29Q (5542.953266 sec): 3 clusters Score: Raw -483595.475100 + Penalty 3163.001930 = -480432.473170 nChanged 14 SP:Iteration 30Q (5543.046567 sec): 3 clusters Score: Raw -483598.380466 + Penalty 3163.001930 = -480435.378536 nChanged 16 SP:Iteration 31Q (5543.153728 sec): 3 clusters Score: Raw -483601.147501 + Penalty 3163.001930 = -480438.145571 nChanged 18 SP:Iteration 32Q (5543.246986 sec): 3 clusters Score: Raw -483605.427552 + Penalty 3163.001930 = -480442.425622 nChanged 16 SP:Iteration 33Q (5543.350175 sec): 3 clusters Score: Raw -483609.568175 + Penalty 3163.001930 = -480446.566245 nChanged 19 SP:Iteration 34Q (5543.453225 sec): 3 clusters Score: Raw -483614.438682 + Penalty 3163.001930 = -480451.436752 nChanged 16 SP:Iteration 35Q (5543.552902 sec): 3 clusters Score: Raw -483618.914870 + Penalty 3163.001930 = -480455.912940 nChanged 17 SP:Iteration 36Q (5543.638625 sec): 3 clusters Score: Raw -483622.013503 + Penalty 3163.001930 = -480459.011573 nChanged 13 SP:Iteration 37Q (5543.762332 sec): 3 clusters Score: Raw -483624.636656 + Penalty 3163.001930 = -480461.634726 nChanged 9 SP:Iteration 38Q (5543.847688 sec): 3 clusters Score: Raw -483625.635257 + Penalty 3163.001930 = -480462.633327 nChanged 6 SP:Iteration 39Q (5543.951216 sec): 3 clusters Score: Raw -483626.503168 + Penalty 3163.001930 = -480463.501238 nChanged 8 SP:Iteration 40F (5544.055145 sec): 3 clusters Score: Raw -483627.776556 + Penalty 3163.001930 = -480464.774626 nChanged 3 SP:Iteration 41Q (5544.157939 sec): 3 clusters Score: Raw -483628.120538 + Penalty 3163.001930 = -480465.118608 nChanged 1 SP:Iteration 42Q (5544.279580 sec): 3 clusters Score: Raw -483628.265474 + Penalty 3163.001930 = -480465.263544 nChanged 1 SP:Iteration 43Q (5544.362495 sec): 3 clusters Score: Raw -483628.510179 + Penalty 3163.001930 = -480465.508249 nChanged 1 SP:Iteration 44Q (5544.463049 sec): 3 clusters Score: Raw -483628.597149 + Penalty 3163.001930 = -480465.595219 nChanged 1 SP:Iteration 45Q (5544.569406 sec): 3 clusters Score: Raw -483628.731204 + Penalty 3163.001930 = -480465.729274 nChanged 0 SP:Iteration 46F (5544.660077 sec): 3 clusters Score: Raw -483628.731204 + Penalty 3163.001930 = -480465.729274 nChanged 0 Score: Raw -11844369.858908 + Penalty 27881.066407 = -11816488.792500 Splitting cluster 1 changes total score from -11815562.375744 to -11816488.792500 So it's getting split into cluster 13. Trying to split cluster 2 (5010 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5547.358957 sec): 2 clusters Score: Raw -240234.336767 + Penalty 1495.118055 = -238739.218713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5547.459343 sec): 3 clusters Score: Raw -237738.811516 + Penalty 2990.236109 = -234748.575406 nChanged 2087 SP:Iteration 1F (5547.547901 sec): 3 clusters Score: Raw -239777.463842 + Penalty 2990.236109 = -236787.227733 nChanged 663 SP:Iteration 2F (5547.638841 sec): 3 clusters Score: Raw -241461.427629 + Penalty 2990.236109 = -238471.191520 nChanged 714 SP:Iteration 3F (5547.722620 sec): 3 clusters Score: Raw -243384.583339 + Penalty 2990.236109 = -240394.347230 nChanged 556 SP:Iteration 4F (5547.814821 sec): 3 clusters Score: Raw -244484.703559 + Penalty 2990.236109 = -241494.467450 nChanged 295 SP:Iteration 5F (5547.905321 sec): 3 clusters Score: Raw -244963.175328 + Penalty 2990.236109 = -241972.939219 nChanged 127 SP:Iteration 6Q (5547.992998 sec): 3 clusters Score: Raw -245086.795611 + Penalty 2990.236109 = -242096.559502 nChanged 63 SP:Iteration 7Q (5548.083420 sec): 3 clusters Score: Raw -245121.104456 + Penalty 2990.236109 = -242130.868347 nChanged 37 SP:Iteration 8Q (5548.170127 sec): 3 clusters Score: Raw -245143.724901 + Penalty 2990.236109 = -242153.488791 nChanged 36 SP:Iteration 9Q (5548.260884 sec): 3 clusters Score: Raw -245164.415819 + Penalty 2990.236109 = -242174.179709 nChanged 31 SP:Iteration 10Q (5548.333474 sec): 3 clusters Score: Raw -245181.297435 + Penalty 2990.236109 = -242191.061326 nChanged 30 SP:Iteration 11Q (5548.417324 sec): 3 clusters Score: Raw -245194.559760 + Penalty 2990.236109 = -242204.323651 nChanged 17 SP:Iteration 12Q (5548.521986 sec): 3 clusters Score: Raw -245202.451112 + Penalty 2990.236109 = -242212.215003 nChanged 12 SP:Iteration 13Q (5548.584464 sec): 3 clusters Score: Raw -245205.401089 + Penalty 2990.236109 = -242215.164980 nChanged 6 SP:Iteration 14Q (5548.679813 sec): 3 clusters Score: Raw -245207.058311 + Penalty 2990.236109 = -242216.822201 nChanged 5 SP:Iteration 15Q (5548.785012 sec): 3 clusters Score: Raw -245207.689855 + Penalty 2990.236109 = -242217.453746 nChanged 4 SP:Iteration 16Q (5548.870283 sec): 3 clusters Score: Raw -245208.408220 + Penalty 2990.236109 = -242218.172111 nChanged 5 SP:Iteration 17Q (5548.968142 sec): 3 clusters Score: Raw -245209.388879 + Penalty 2990.236109 = -242219.152770 nChanged 1 SP:Iteration 18Q (5549.059277 sec): 3 clusters Score: Raw -245209.601975 + Penalty 2990.236109 = -242219.365866 nChanged 1 SP:Iteration 19Q (5549.156554 sec): 3 clusters Score: Raw -245209.745960 + Penalty 2990.236109 = -242219.509851 nChanged 0 SP:Iteration 20F (5549.249389 sec): 3 clusters Score: Raw -245209.745960 + Penalty 2990.236109 = -242219.509851 nChanged 0 Score: Raw -11849345.268101 + Penalty 30025.763823 = -11819319.504277 Splitting cluster 2 changes total score from -11815562.375744 to -11819319.504277 So it's getting split into cluster 14. Trying to split cluster 3 (27702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5552.647722 sec): 2 clusters Score: Raw -1727057.154889 + Penalty 1795.235111 = -1725261.919778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5552.792162 sec): 3 clusters Score: Raw -1710179.865507 + Penalty 3590.470222 = -1706589.395285 nChanged 12703 SP:Iteration 1F (5552.922393 sec): 3 clusters Score: Raw -1718716.198631 + Penalty 3590.470222 = -1715125.728409 nChanged 2526 SP:Iteration 2F (5553.042759 sec): 3 clusters Score: Raw -1721938.637510 + Penalty 3590.470222 = -1718348.167288 nChanged 2747 SP:Iteration 3F (5553.197497 sec): 3 clusters Score: Raw -1725324.138992 + Penalty 3590.470222 = -1721733.668770 nChanged 2571 SP:Iteration 4F (5553.332618 sec): 3 clusters Score: Raw -1728017.913632 + Penalty 3590.470222 = -1724427.443410 nChanged 2079 SP:Iteration 5F (5553.461273 sec): 3 clusters Score: Raw -1730018.166085 + Penalty 3590.470222 = -1726427.695863 nChanged 1474 SP:Iteration 6F (5553.590999 sec): 3 clusters Score: Raw -1731066.805349 + Penalty 3590.470222 = -1727476.335127 nChanged 1018 SP:Iteration 7Q (5553.708412 sec): 3 clusters Score: Raw -1731649.979611 + Penalty 3590.470222 = -1728059.509389 nChanged 731 SP:Iteration 8Q (5553.846330 sec): 3 clusters Score: Raw -1732035.093007 + Penalty 3590.470222 = -1728444.622785 nChanged 596 SP:Iteration 9Q (5553.979902 sec): 3 clusters Score: Raw -1732321.634344 + Penalty 3590.470222 = -1728731.164122 nChanged 535 SP:Iteration 10Q (5554.098787 sec): 3 clusters Score: Raw -1732565.801776 + Penalty 3590.470222 = -1728975.331554 nChanged 483 SP:Iteration 11Q (5554.247159 sec): 3 clusters Score: Raw -1732782.270078 + Penalty 3590.470222 = -1729191.799856 nChanged 457 SP:Iteration 12Q (5554.378486 sec): 3 clusters Score: Raw -1732993.135734 + Penalty 3590.470222 = -1729402.665512 nChanged 406 SP:Iteration 13Q (5554.496002 sec): 3 clusters Score: Raw -1733186.950498 + Penalty 3590.470222 = -1729596.480276 nChanged 377 SP:Iteration 14Q (5554.645823 sec): 3 clusters Score: Raw -1733373.440050 + Penalty 3590.470222 = -1729782.969828 nChanged 373 SP:Iteration 15Q (5554.771169 sec): 3 clusters Score: Raw -1733564.751978 + Penalty 3590.470222 = -1729974.281756 nChanged 333 SP:Iteration 16Q (5554.893806 sec): 3 clusters Score: Raw -1733745.402065 + Penalty 3590.470222 = -1730154.931843 nChanged 315 SP:Iteration 17Q (5555.028545 sec): 3 clusters Score: Raw -1733936.051473 + Penalty 3590.470222 = -1730345.581251 nChanged 268 SP:Iteration 18Q (5555.155799 sec): 3 clusters Score: Raw -1734112.467701 + Penalty 3590.470222 = -1730521.997479 nChanged 252 SP:Iteration 19Q (5555.299716 sec): 3 clusters Score: Raw -1734294.824447 + Penalty 3590.470222 = -1730704.354225 nChanged 222 SP:Iteration 20F (5555.443516 sec): 3 clusters Score: Raw -1734462.171569 + Penalty 3590.470222 = -1730871.701347 nChanged 193 SP:Iteration 21Q (5555.582355 sec): 3 clusters Score: Raw -1734611.932731 + Penalty 3590.470222 = -1731021.462509 nChanged 158 SP:Iteration 22Q (5555.718579 sec): 3 clusters Score: Raw -1734707.359740 + Penalty 3590.470222 = -1731116.889518 nChanged 103 SP:Iteration 23Q (5555.815873 sec): 3 clusters Score: Raw -1734757.132171 + Penalty 3590.470222 = -1731166.661949 nChanged 66 SP:Iteration 24Q (5555.956246 sec): 3 clusters Score: Raw -1734777.972933 + Penalty 3590.470222 = -1731187.502711 nChanged 53 SP:Iteration 25Q (5556.077346 sec): 3 clusters Score: Raw -1734791.802011 + Penalty 3590.470222 = -1731201.331789 nChanged 37 SP:Iteration 26Q (5556.206966 sec): 3 clusters Score: Raw -1734800.273392 + Penalty 3590.470222 = -1731209.803170 nChanged 34 SP:Iteration 27Q (5556.337990 sec): 3 clusters Score: Raw -1734807.146197 + Penalty 3590.470222 = -1731216.675975 nChanged 19 SP:Iteration 28Q (5556.459620 sec): 3 clusters Score: Raw -1734809.967202 + Penalty 3590.470222 = -1731219.496980 nChanged 14 SP:Iteration 29Q (5556.596159 sec): 3 clusters Score: Raw -1734812.086190 + Penalty 3590.470222 = -1731221.615968 nChanged 6 SP:Iteration 30Q (5556.706904 sec): 3 clusters Score: Raw -1734812.645565 + Penalty 3590.470222 = -1731222.175343 nChanged 1 SP:Iteration 31Q (5556.826588 sec): 3 clusters Score: Raw -1734812.783424 + Penalty 3590.470222 = -1731222.313202 nChanged 2 SP:Iteration 32Q (5556.954180 sec): 3 clusters Score: Raw -1734812.892404 + Penalty 3590.470222 = -1731222.422182 nChanged 0 SP:Iteration 33F (5557.080649 sec): 3 clusters Score: Raw -1734812.892404 + Penalty 3590.470222 = -1731222.422182 nChanged 0 Score: Raw -11857101.005616 + Penalty 32170.461239 = -11824930.544376 Splitting cluster 3 changes total score from -11815562.375744 to -11824930.544376 So it's getting split into cluster 15. Trying to split cluster 4 (13320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5560.095912 sec): 2 clusters Score: Raw -656071.101307 + Penalty 1666.727351 = -654404.373956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5560.221384 sec): 3 clusters Score: Raw -648528.312270 + Penalty 3333.454702 = -645194.857567 nChanged 5840 SP:Iteration 1F (5560.322813 sec): 3 clusters Score: Raw -653241.998202 + Penalty 3333.454702 = -649908.543500 nChanged 1501 SP:Iteration 2F (5560.452857 sec): 3 clusters Score: Raw -654813.663243 + Penalty 3333.454702 = -651480.208541 nChanged 1207 SP:Iteration 3F (5560.558390 sec): 3 clusters Score: Raw -655907.259158 + Penalty 3333.454702 = -652573.804455 nChanged 907 SP:Iteration 4F (5560.642471 sec): 3 clusters Score: Raw -656554.418919 + Penalty 3333.454702 = -653220.964217 nChanged 633 SP:Iteration 5Q (5560.746019 sec): 3 clusters Score: Raw -656999.447216 + Penalty 3333.454702 = -653665.992514 nChanged 484 SP:Iteration 6Q (5560.863319 sec): 3 clusters Score: Raw -657282.599639 + Penalty 3333.454702 = -653949.144936 nChanged 401 SP:Iteration 7Q (5560.967053 sec): 3 clusters Score: Raw -657496.773915 + Penalty 3333.454702 = -654163.319213 nChanged 350 SP:Iteration 8Q (5561.071827 sec): 3 clusters Score: Raw -657652.881855 + Penalty 3333.454702 = -654319.427153 nChanged 260 SP:Iteration 9Q (5561.177343 sec): 3 clusters Score: Raw -657751.561676 + Penalty 3333.454702 = -654418.106973 nChanged 201 SP:Iteration 10Q (5561.274076 sec): 3 clusters Score: Raw -657819.695005 + Penalty 3333.454702 = -654486.240302 nChanged 194 SP:Iteration 11Q (5561.387128 sec): 3 clusters Score: Raw -657881.859191 + Penalty 3333.454702 = -654548.404489 nChanged 161 SP:Iteration 12Q (5561.478232 sec): 3 clusters Score: Raw -657934.326991 + Penalty 3333.454702 = -654600.872289 nChanged 152 SP:Iteration 13Q (5561.606224 sec): 3 clusters Score: Raw -657987.116418 + Penalty 3333.454702 = -654653.661716 nChanged 140 SP:Iteration 14Q (5561.678030 sec): 3 clusters Score: Raw -658026.867513 + Penalty 3333.454702 = -654693.412811 nChanged 131 SP:Iteration 15Q (5561.792565 sec): 3 clusters Score: Raw -658068.203982 + Penalty 3333.454702 = -654734.749280 nChanged 137 SP:Iteration 16Q (5561.918136 sec): 3 clusters Score: Raw -658106.978056 + Penalty 3333.454702 = -654773.523354 nChanged 116 SP:Iteration 17Q (5562.011461 sec): 3 clusters Score: Raw -658130.337418 + Penalty 3333.454702 = -654796.882716 nChanged 95 SP:Iteration 18Q (5562.135406 sec): 3 clusters Score: Raw -658153.436529 + Penalty 3333.454702 = -654819.981827 nChanged 110 SP:Iteration 19Q (5562.251001 sec): 3 clusters Score: Raw -658183.879700 + Penalty 3333.454702 = -654850.424998 nChanged 105 SP:Iteration 20F (5562.344229 sec): 3 clusters Score: Raw -658215.276567 + Penalty 3333.454702 = -654881.821864 nChanged 97 SP:Iteration 21Q (5562.452022 sec): 3 clusters Score: Raw -658253.049080 + Penalty 3333.454702 = -654919.594378 nChanged 123 SP:Iteration 22Q (5562.565858 sec): 3 clusters Score: Raw -658343.017326 + Penalty 3333.454702 = -655009.562624 nChanged 192 SP:Iteration 23Q (5562.668919 sec): 3 clusters Score: Raw -658613.703154 + Penalty 3333.454702 = -655280.248451 nChanged 282 SP:Iteration 24Q (5562.762857 sec): 3 clusters Score: Raw -659140.029717 + Penalty 3333.454702 = -655806.575015 nChanged 370 SP:Iteration 25Q (5562.879576 sec): 3 clusters Score: Raw -659536.368873 + Penalty 3333.454702 = -656202.914171 nChanged 361 SP:Iteration 26Q (5562.973237 sec): 3 clusters Score: Raw -659748.136962 + Penalty 3333.454702 = -656414.682260 nChanged 306 SP:Iteration 27Q (5563.090672 sec): 3 clusters Score: Raw -659874.394431 + Penalty 3333.454702 = -656540.939729 nChanged 237 SP:Iteration 28Q (5563.187830 sec): 3 clusters Score: Raw -659960.918196 + Penalty 3333.454702 = -656627.463494 nChanged 191 SP:Iteration 29Q (5563.306964 sec): 3 clusters Score: Raw -660023.747239 + Penalty 3333.454702 = -656690.292536 nChanged 162 SP:Iteration 30Q (5563.394786 sec): 3 clusters Score: Raw -660075.851704 + Penalty 3333.454702 = -656742.397001 nChanged 139 SP:Iteration 31Q (5563.501522 sec): 3 clusters Score: Raw -660124.595280 + Penalty 3333.454702 = -656791.140578 nChanged 154 SP:Iteration 32Q (5563.617130 sec): 3 clusters Score: Raw -660174.415909 + Penalty 3333.454702 = -656840.961207 nChanged 138 SP:Iteration 33Q (5563.720927 sec): 3 clusters Score: Raw -660215.535377 + Penalty 3333.454702 = -656882.080674 nChanged 126 SP:Iteration 34Q (5563.834662 sec): 3 clusters Score: Raw -660247.396800 + Penalty 3333.454702 = -656913.942097 nChanged 112 SP:Iteration 35Q (5563.947468 sec): 3 clusters Score: Raw -660281.522621 + Penalty 3333.454702 = -656948.067919 nChanged 131 SP:Iteration 36Q (5564.059706 sec): 3 clusters Score: Raw -660322.125144 + Penalty 3333.454702 = -656988.670442 nChanged 128 SP:Iteration 37Q (5564.150238 sec): 3 clusters Score: Raw -660364.666658 + Penalty 3333.454702 = -657031.211956 nChanged 113 SP:Iteration 38Q (5564.291535 sec): 3 clusters Score: Raw -660406.056880 + Penalty 3333.454702 = -657072.602178 nChanged 97 SP:Iteration 39Q (5564.392967 sec): 3 clusters Score: Raw -660442.298337 + Penalty 3333.454702 = -657108.843635 nChanged 107 SP:Iteration 40F (5564.520802 sec): 3 clusters Score: Raw -660485.065403 + Penalty 3333.454702 = -657151.610701 nChanged 102 SP:Iteration 41Q (5564.641641 sec): 3 clusters Score: Raw -660524.015298 + Penalty 3333.454702 = -657190.560596 nChanged 105 SP:Iteration 42Q (5564.787783 sec): 3 clusters Score: Raw -660565.248223 + Penalty 3333.454702 = -657231.793521 nChanged 102 SP:Iteration 43Q (5564.940833 sec): 3 clusters Score: Raw -660601.876450 + Penalty 3333.454702 = -657268.421748 nChanged 89 SP:Iteration 44Q (5565.105649 sec): 3 clusters Score: Raw -660627.564894 + Penalty 3333.454702 = -657294.110191 nChanged 76 SP:Iteration 45Q (5565.240733 sec): 3 clusters Score: Raw -660645.011467 + Penalty 3333.454702 = -657311.556764 nChanged 66 SP:Iteration 46Q (5565.335156 sec): 3 clusters Score: Raw -660657.223878 + Penalty 3333.454702 = -657323.769176 nChanged 49 SP:Iteration 47Q (5565.497287 sec): 3 clusters Score: Raw -660666.127293 + Penalty 3333.454702 = -657332.672591 nChanged 41 SP:Iteration 48Q (5565.637590 sec): 3 clusters Score: Raw -660672.679787 + Penalty 3333.454702 = -657339.225085 nChanged 32 SP:Iteration 49Q (5565.765933 sec): 3 clusters Score: Raw -660677.902307 + Penalty 3333.454702 = -657344.447604 nChanged 27 SP:Iteration 50Q (5565.921578 sec): 3 clusters Score: Raw -660682.962876 + Penalty 3333.454702 = -657349.508174 nChanged 34 SP:Iteration 51Q (5566.066339 sec): 3 clusters Score: Raw -660691.868602 + Penalty 3333.454702 = -657358.413899 nChanged 47 SP:Iteration 52Q (5566.206315 sec): 3 clusters Score: Raw -660702.738104 + Penalty 3333.454702 = -657369.283402 nChanged 45 SP:Iteration 53Q (5566.334477 sec): 3 clusters Score: Raw -660712.129956 + Penalty 3333.454702 = -657378.675253 nChanged 42 SP:Iteration 54Q (5566.455734 sec): 3 clusters Score: Raw -660720.852058 + Penalty 3333.454702 = -657387.397355 nChanged 39 SP:Iteration 55Q (5566.533874 sec): 3 clusters Score: Raw -660729.091815 + Penalty 3333.454702 = -657395.637113 nChanged 45 SP:Iteration 56Q (5566.721246 sec): 3 clusters Score: Raw -660739.184060 + Penalty 3333.454702 = -657405.729357 nChanged 44 SP:Iteration 57Q (5566.862168 sec): 3 clusters Score: Raw -660747.961236 + Penalty 3333.454702 = -657414.506534 nChanged 44 SP:Iteration 58Q (5567.050542 sec): 3 clusters Score: Raw -660755.957454 + Penalty 3333.454702 = -657422.502752 nChanged 32 SP:Iteration 59Q (5567.163084 sec): 3 clusters Score: Raw -660760.869399 + Penalty 3333.454702 = -657427.414697 nChanged 19 SP:Iteration 60F (5567.316766 sec): 3 clusters Score: Raw -660764.016522 + Penalty 3333.454702 = -657430.561820 nChanged 24 SP:Iteration 61Q (5567.466209 sec): 3 clusters Score: Raw -660767.338816 + Penalty 3333.454702 = -657433.884113 nChanged 21 SP:Iteration 62Q (5567.630074 sec): 3 clusters Score: Raw -660770.548593 + Penalty 3333.454702 = -657437.093890 nChanged 19 SP:Iteration 63Q (5567.782036 sec): 3 clusters Score: Raw -660774.349065 + Penalty 3333.454702 = -657440.894363 nChanged 18 SP:Iteration 64Q (5567.926145 sec): 3 clusters Score: Raw -660776.858905 + Penalty 3333.454702 = -657443.404202 nChanged 18 SP:Iteration 65Q (5568.090540 sec): 3 clusters Score: Raw -660779.347406 + Penalty 3333.454702 = -657445.892704 nChanged 9 SP:Iteration 66Q (5568.260491 sec): 3 clusters Score: Raw -660781.193539 + Penalty 3333.454702 = -657447.738837 nChanged 13 SP:Iteration 67Q (5568.382149 sec): 3 clusters Score: Raw -660783.505150 + Penalty 3333.454702 = -657450.050448 nChanged 9 SP:Iteration 68Q (5568.531932 sec): 3 clusters Score: Raw -660784.816112 + Penalty 3333.454702 = -657451.361410 nChanged 7 SP:Iteration 69Q (5568.699698 sec): 3 clusters Score: Raw -660785.508949 + Penalty 3333.454702 = -657452.054246 nChanged 6 SP:Iteration 70Q (5568.834853 sec): 3 clusters Score: Raw -660786.123530 + Penalty 3333.454702 = -657452.668828 nChanged 6 SP:Iteration 71Q (5568.967926 sec): 3 clusters Score: Raw -660786.829782 + Penalty 3333.454702 = -657453.375080 nChanged 3 SP:Iteration 72Q (5569.103702 sec): 3 clusters Score: Raw -660787.171616 + Penalty 3333.454702 = -657453.716914 nChanged 4 SP:Iteration 73Q (5569.233946 sec): 3 clusters Score: Raw -660787.762990 + Penalty 3333.454702 = -657454.308287 nChanged 7 SP:Iteration 74Q (5569.369286 sec): 3 clusters Score: Raw -660788.748066 + Penalty 3333.454702 = -657455.293363 nChanged 9 SP:Iteration 75Q (5569.502754 sec): 3 clusters Score: Raw -660789.863842 + Penalty 3333.454702 = -657456.409140 nChanged 7 SP:Iteration 76Q (5569.635062 sec): 3 clusters Score: Raw -660790.491309 + Penalty 3333.454702 = -657457.036607 nChanged 4 SP:Iteration 77Q (5569.760270 sec): 3 clusters Score: Raw -660790.771912 + Penalty 3333.454702 = -657457.317209 nChanged 6 SP:Iteration 78Q (5569.872306 sec): 3 clusters Score: Raw -660791.217690 + Penalty 3333.454702 = -657457.762988 nChanged 3 SP:Iteration 79Q (5570.025873 sec): 3 clusters Score: Raw -660791.479139 + Penalty 3333.454702 = -657458.024437 nChanged 4 SP:Iteration 80F (5570.154483 sec): 3 clusters Score: Raw -660792.067978 + Penalty 3333.454702 = -657458.613276 nChanged 4 SP:Iteration 81Q (5570.267907 sec): 3 clusters Score: Raw -660792.617286 + Penalty 3333.454702 = -657459.162584 nChanged 3 SP:Iteration 82Q (5570.412137 sec): 3 clusters Score: Raw -660792.896889 + Penalty 3333.454702 = -657459.442186 nChanged 2 SP:Iteration 83Q (5570.525692 sec): 3 clusters Score: Raw -660793.028950 + Penalty 3333.454702 = -657459.574248 nChanged 1 SP:Iteration 84Q (5570.662633 sec): 3 clusters Score: Raw -660793.232579 + Penalty 3333.454702 = -657459.777876 nChanged 2 SP:Iteration 85Q (5570.793175 sec): 3 clusters Score: Raw -660793.453052 + Penalty 3333.454702 = -657459.998349 nChanged 0 SP:Iteration 86F (5570.934638 sec): 3 clusters Score: Raw -660793.453052 + Penalty 3333.454702 = -657459.998349 nChanged 0 Score: Raw -11861823.357360 + Penalty 34315.158655 = -11827508.198705 Splitting cluster 4 changes total score from -11815562.375744 to -11827508.198705 So it's getting split into cluster 16. Trying to split cluster 5 (22465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5574.143199 sec): 2 clusters Score: Raw -1294904.342317 + Penalty 1758.459776 = -1293145.882542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5574.244226 sec): 3 clusters Score: Raw -1281546.853260 + Penalty 3516.919551 = -1278029.933709 nChanged 10070 SP:Iteration 1F (5574.372175 sec): 3 clusters Score: Raw -1288176.202029 + Penalty 3516.919551 = -1284659.282478 nChanged 2263 SP:Iteration 2F (5574.474034 sec): 3 clusters Score: Raw -1290622.205186 + Penalty 3516.919551 = -1287105.285635 nChanged 2330 SP:Iteration 3F (5574.615070 sec): 3 clusters Score: Raw -1293013.068131 + Penalty 3516.919551 = -1289496.148579 nChanged 1883 SP:Iteration 4F (5574.732530 sec): 3 clusters Score: Raw -1294553.022433 + Penalty 3516.919551 = -1291036.102882 nChanged 1388 SP:Iteration 5F (5574.842634 sec): 3 clusters Score: Raw -1295563.161795 + Penalty 3516.919551 = -1292046.242244 nChanged 1090 SP:Iteration 6Q (5574.989407 sec): 3 clusters Score: Raw -1296276.117208 + Penalty 3516.919551 = -1292759.197656 nChanged 909 SP:Iteration 7Q (5575.117384 sec): 3 clusters Score: Raw -1296812.549941 + Penalty 3516.919551 = -1293295.630390 nChanged 705 SP:Iteration 8Q (5575.243425 sec): 3 clusters Score: Raw -1297152.384593 + Penalty 3516.919551 = -1293635.465041 nChanged 575 SP:Iteration 9Q (5575.375505 sec): 3 clusters Score: Raw -1297417.095054 + Penalty 3516.919551 = -1293900.175503 nChanged 493 SP:Iteration 10Q (5575.506856 sec): 3 clusters Score: Raw -1297621.900135 + Penalty 3516.919551 = -1294104.980584 nChanged 436 SP:Iteration 11Q (5575.619036 sec): 3 clusters Score: Raw -1297777.878381 + Penalty 3516.919551 = -1294260.958830 nChanged 384 SP:Iteration 12Q (5575.749590 sec): 3 clusters Score: Raw -1297910.421309 + Penalty 3516.919551 = -1294393.501758 nChanged 339 SP:Iteration 13Q (5575.882179 sec): 3 clusters Score: Raw -1298011.351379 + Penalty 3516.919551 = -1294494.431828 nChanged 284 SP:Iteration 14Q (5576.021961 sec): 3 clusters Score: Raw -1298077.467394 + Penalty 3516.919551 = -1294560.547843 nChanged 216 SP:Iteration 15Q (5576.155764 sec): 3 clusters Score: Raw -1298125.482148 + Penalty 3516.919551 = -1294608.562597 nChanged 177 SP:Iteration 16Q (5576.287896 sec): 3 clusters Score: Raw -1298162.748585 + Penalty 3516.919551 = -1294645.829034 nChanged 145 SP:Iteration 17Q (5576.419473 sec): 3 clusters Score: Raw -1298189.040824 + Penalty 3516.919551 = -1294672.121273 nChanged 135 SP:Iteration 18Q (5576.545592 sec): 3 clusters Score: Raw -1298207.034121 + Penalty 3516.919551 = -1294690.114570 nChanged 102 SP:Iteration 19Q (5576.675863 sec): 3 clusters Score: Raw -1298222.400598 + Penalty 3516.919551 = -1294705.481046 nChanged 96 SP:Iteration 20F (5576.797518 sec): 3 clusters Score: Raw -1298234.314863 + Penalty 3516.919551 = -1294717.395312 nChanged 64 SP:Iteration 21Q (5576.914650 sec): 3 clusters Score: Raw -1298240.238834 + Penalty 3516.919551 = -1294723.319283 nChanged 57 SP:Iteration 22Q (5577.040393 sec): 3 clusters Score: Raw -1298246.440870 + Penalty 3516.919551 = -1294729.521319 nChanged 54 SP:Iteration 23Q (5577.160821 sec): 3 clusters Score: Raw -1298253.450605 + Penalty 3516.919551 = -1294736.531054 nChanged 59 SP:Iteration 24Q (5577.274943 sec): 3 clusters Score: Raw -1298259.997940 + Penalty 3516.919551 = -1294743.078389 nChanged 46 SP:Iteration 25Q (5577.392712 sec): 3 clusters Score: Raw -1298263.819520 + Penalty 3516.919551 = -1294746.899969 nChanged 34 SP:Iteration 26Q (5577.490262 sec): 3 clusters Score: Raw -1298266.329166 + Penalty 3516.919551 = -1294749.409614 nChanged 33 SP:Iteration 27Q (5577.613321 sec): 3 clusters Score: Raw -1298269.073786 + Penalty 3516.919551 = -1294752.154235 nChanged 31 SP:Iteration 28Q (5577.736715 sec): 3 clusters Score: Raw -1298272.126561 + Penalty 3516.919551 = -1294755.207009 nChanged 39 SP:Iteration 29Q (5577.859839 sec): 3 clusters Score: Raw -1298275.846580 + Penalty 3516.919551 = -1294758.927028 nChanged 37 SP:Iteration 30Q (5577.987393 sec): 3 clusters Score: Raw -1298278.556710 + Penalty 3516.919551 = -1294761.637158 nChanged 30 SP:Iteration 31Q (5578.107881 sec): 3 clusters Score: Raw -1298281.233736 + Penalty 3516.919551 = -1294764.314185 nChanged 21 SP:Iteration 32Q (5578.229996 sec): 3 clusters Score: Raw -1298282.378910 + Penalty 3516.919551 = -1294765.459359 nChanged 16 SP:Iteration 33Q (5578.353010 sec): 3 clusters Score: Raw -1298283.176458 + Penalty 3516.919551 = -1294766.256907 nChanged 11 SP:Iteration 34Q (5578.484944 sec): 3 clusters Score: Raw -1298284.091607 + Penalty 3516.919551 = -1294767.172055 nChanged 17 SP:Iteration 35Q (5578.609436 sec): 3 clusters Score: Raw -1298285.130632 + Penalty 3516.919551 = -1294768.211080 nChanged 13 SP:Iteration 36Q (5578.731594 sec): 3 clusters Score: Raw -1298285.747153 + Penalty 3516.919551 = -1294768.827602 nChanged 7 SP:Iteration 37Q (5578.845398 sec): 3 clusters Score: Raw -1298286.145391 + Penalty 3516.919551 = -1294769.225840 nChanged 8 SP:Iteration 38Q (5578.968597 sec): 3 clusters Score: Raw -1298286.578172 + Penalty 3516.919551 = -1294769.658621 nChanged 5 SP:Iteration 39Q (5579.105099 sec): 3 clusters Score: Raw -1298286.823227 + Penalty 3516.919551 = -1294769.903676 nChanged 2 SP:Iteration 40F (5579.231967 sec): 3 clusters Score: Raw -1298286.966568 + Penalty 3516.919551 = -1294770.047017 nChanged 4 SP:Iteration 41Q (5579.347814 sec): 3 clusters Score: Raw -1298287.140129 + Penalty 3516.919551 = -1294770.220577 nChanged 1 SP:Iteration 42Q (5579.478062 sec): 3 clusters Score: Raw -1298287.243667 + Penalty 3516.919551 = -1294770.324116 nChanged 2 SP:Iteration 43Q (5579.600555 sec): 3 clusters Score: Raw -1298287.373044 + Penalty 3516.919551 = -1294770.453493 nChanged 6 SP:Iteration 44Q (5579.706326 sec): 3 clusters Score: Raw -1298288.124218 + Penalty 3516.919551 = -1294771.204667 nChanged 7 SP:Iteration 45Q (5579.822709 sec): 3 clusters Score: Raw -1298288.691591 + Penalty 3516.919551 = -1294771.772040 nChanged 7 SP:Iteration 46Q (5579.939170 sec): 3 clusters Score: Raw -1298288.947575 + Penalty 3516.919551 = -1294772.028024 nChanged 7 SP:Iteration 47Q (5580.044182 sec): 3 clusters Score: Raw -1298289.198953 + Penalty 3516.919551 = -1294772.279402 nChanged 3 SP:Iteration 48Q (5580.157154 sec): 3 clusters Score: Raw -1298289.276608 + Penalty 3516.919551 = -1294772.357057 nChanged 3 SP:Iteration 49Q (5580.281627 sec): 3 clusters Score: Raw -1298289.444489 + Penalty 3516.919551 = -1294772.524938 nChanged 3 SP:Iteration 50Q (5580.403751 sec): 3 clusters Score: Raw -1298289.618552 + Penalty 3516.919551 = -1294772.699001 nChanged 1 SP:Iteration 51Q (5580.579691 sec): 3 clusters Score: Raw -1298289.668092 + Penalty 3516.919551 = -1294772.748540 nChanged 1 SP:Iteration 52Q (5580.750795 sec): 3 clusters Score: Raw -1298289.685026 + Penalty 3516.919551 = -1294772.765475 nChanged 1 SP:Iteration 53Q (5580.904790 sec): 3 clusters Score: Raw -1298289.704737 + Penalty 3516.919551 = -1294772.785185 nChanged 0 SP:Iteration 54F (5581.102477 sec): 3 clusters Score: Raw -1298289.704737 + Penalty 3516.919551 = -1294772.785185 nChanged 0 Score: Raw -11865208.719780 + Penalty 36459.856071 = -11828748.863708 Splitting cluster 5 changes total score from -11815562.375744 to -11828748.863708 So it's getting split into cluster 17. Trying to split cluster 6 (21421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5585.095253 sec): 2 clusters Score: Raw -1460462.605833 + Penalty 1750.108293 = -1458712.497540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5585.200600 sec): 3 clusters Score: Raw -1447589.002732 + Penalty 3500.216587 = -1444088.786145 nChanged 9639 SP:Iteration 1F (5585.326567 sec): 3 clusters Score: Raw -1453280.743158 + Penalty 3500.216587 = -1449780.526571 nChanged 1500 SP:Iteration 2F (5585.431034 sec): 3 clusters Score: Raw -1454368.460628 + Penalty 3500.216587 = -1450868.244041 nChanged 1676 SP:Iteration 3F (5585.570857 sec): 3 clusters Score: Raw -1455818.593670 + Penalty 3500.216587 = -1452318.377083 nChanged 1820 SP:Iteration 4F (5585.680634 sec): 3 clusters Score: Raw -1457521.823348 + Penalty 3500.216587 = -1454021.606761 nChanged 1745 SP:Iteration 5F (5585.810125 sec): 3 clusters Score: Raw -1459027.491192 + Penalty 3500.216587 = -1455527.274605 nChanged 1350 SP:Iteration 6F (5585.920946 sec): 3 clusters Score: Raw -1460110.167196 + Penalty 3500.216587 = -1456609.950609 nChanged 975 SP:Iteration 7Q (5586.030437 sec): 3 clusters Score: Raw -1460788.665982 + Penalty 3500.216587 = -1457288.449395 nChanged 638 SP:Iteration 8Q (5586.175166 sec): 3 clusters Score: Raw -1461138.313866 + Penalty 3500.216587 = -1457638.097279 nChanged 463 SP:Iteration 9Q (5586.297903 sec): 3 clusters Score: Raw -1461359.199843 + Penalty 3500.216587 = -1457858.983257 nChanged 353 SP:Iteration 10Q (5586.431596 sec): 3 clusters Score: Raw -1461510.099349 + Penalty 3500.216587 = -1458009.882762 nChanged 294 SP:Iteration 11Q (5586.559485 sec): 3 clusters Score: Raw -1461622.063472 + Penalty 3500.216587 = -1458121.846885 nChanged 246 SP:Iteration 12Q (5586.684709 sec): 3 clusters Score: Raw -1461724.515311 + Penalty 3500.216587 = -1458224.298724 nChanged 235 SP:Iteration 13Q (5586.798052 sec): 3 clusters Score: Raw -1461831.411543 + Penalty 3500.216587 = -1458331.194956 nChanged 230 SP:Iteration 14Q (5586.930526 sec): 3 clusters Score: Raw -1461933.444961 + Penalty 3500.216587 = -1458433.228374 nChanged 233 SP:Iteration 15Q (5587.044488 sec): 3 clusters Score: Raw -1462032.366215 + Penalty 3500.216587 = -1458532.149628 nChanged 229 SP:Iteration 16Q (5587.157924 sec): 3 clusters Score: Raw -1462143.531122 + Penalty 3500.216587 = -1458643.314535 nChanged 223 SP:Iteration 17Q (5587.277918 sec): 3 clusters Score: Raw -1462258.722298 + Penalty 3500.216587 = -1458758.505712 nChanged 217 SP:Iteration 18Q (5587.381143 sec): 3 clusters Score: Raw -1462371.276005 + Penalty 3500.216587 = -1458871.059418 nChanged 228 SP:Iteration 19Q (5587.504505 sec): 3 clusters Score: Raw -1462505.602837 + Penalty 3500.216587 = -1459005.386250 nChanged 199 SP:Iteration 20F (5587.613572 sec): 3 clusters Score: Raw -1462616.588542 + Penalty 3500.216587 = -1459116.371955 nChanged 173 SP:Iteration 21Q (5587.742670 sec): 3 clusters Score: Raw -1462696.358993 + Penalty 3500.216587 = -1459196.142406 nChanged 121 SP:Iteration 22Q (5587.853746 sec): 3 clusters Score: Raw -1462739.956290 + Penalty 3500.216587 = -1459239.739703 nChanged 92 SP:Iteration 23Q (5587.962152 sec): 3 clusters Score: Raw -1462771.405061 + Penalty 3500.216587 = -1459271.188474 nChanged 91 SP:Iteration 24Q (5588.088877 sec): 3 clusters Score: Raw -1462792.552603 + Penalty 3500.216587 = -1459292.336016 nChanged 56 SP:Iteration 25Q (5588.200168 sec): 3 clusters Score: Raw -1462802.645767 + Penalty 3500.216587 = -1459302.429180 nChanged 42 SP:Iteration 26Q (5588.342025 sec): 3 clusters Score: Raw -1462807.986098 + Penalty 3500.216587 = -1459307.769511 nChanged 32 SP:Iteration 27Q (5588.461733 sec): 3 clusters Score: Raw -1462810.777207 + Penalty 3500.216587 = -1459310.560620 nChanged 17 SP:Iteration 28Q (5588.566255 sec): 3 clusters Score: Raw -1462812.609942 + Penalty 3500.216587 = -1459312.393355 nChanged 17 SP:Iteration 29Q (5588.684656 sec): 3 clusters Score: Raw -1462814.280841 + Penalty 3500.216587 = -1459314.064254 nChanged 14 SP:Iteration 30Q (5588.787814 sec): 3 clusters Score: Raw -1462815.104568 + Penalty 3500.216587 = -1459314.887981 nChanged 14 SP:Iteration 31Q (5588.905878 sec): 3 clusters Score: Raw -1462816.186209 + Penalty 3500.216587 = -1459315.969622 nChanged 10 SP:Iteration 32Q (5589.024885 sec): 3 clusters Score: Raw -1462816.898501 + Penalty 3500.216587 = -1459316.681914 nChanged 5 SP:Iteration 33Q (5589.133463 sec): 3 clusters Score: Raw -1462817.177878 + Penalty 3500.216587 = -1459316.961291 nChanged 4 SP:Iteration 34Q (5589.239249 sec): 3 clusters Score: Raw -1462817.395355 + Penalty 3500.216587 = -1459317.178768 nChanged 2 SP:Iteration 35Q (5589.384360 sec): 3 clusters Score: Raw -1462817.537264 + Penalty 3500.216587 = -1459317.320677 nChanged 1 SP:Iteration 36Q (5589.511196 sec): 3 clusters Score: Raw -1462817.581525 + Penalty 3500.216587 = -1459317.364938 nChanged 1 SP:Iteration 37Q (5589.635255 sec): 3 clusters Score: Raw -1462817.608671 + Penalty 3500.216587 = -1459317.392084 nChanged 1 SP:Iteration 38Q (5589.752328 sec): 3 clusters Score: Raw -1462817.626733 + Penalty 3500.216587 = -1459317.410146 nChanged 3 SP:Iteration 39Q (5589.863251 sec): 3 clusters Score: Raw -1462817.795171 + Penalty 3500.216587 = -1459317.578584 nChanged 4 SP:Iteration 40F (5589.973033 sec): 3 clusters Score: Raw -1462818.050490 + Penalty 3500.216587 = -1459317.833903 nChanged 3 SP:Iteration 41Q (5590.098436 sec): 3 clusters Score: Raw -1462818.277758 + Penalty 3500.216587 = -1459318.061171 nChanged 2 SP:Iteration 42Q (5590.220843 sec): 3 clusters Score: Raw -1462818.523852 + Penalty 3500.216587 = -1459318.307265 nChanged 5 SP:Iteration 43Q (5590.324691 sec): 3 clusters Score: Raw -1462818.809772 + Penalty 3500.216587 = -1459318.593185 nChanged 7 SP:Iteration 44Q (5590.457841 sec): 3 clusters Score: Raw -1462819.259178 + Penalty 3500.216587 = -1459319.042592 nChanged 5 SP:Iteration 45Q (5590.574422 sec): 3 clusters Score: Raw -1462819.577900 + Penalty 3500.216587 = -1459319.361313 nChanged 5 SP:Iteration 46Q (5590.690234 sec): 3 clusters Score: Raw -1462819.943944 + Penalty 3500.216587 = -1459319.727357 nChanged 2 SP:Iteration 47Q (5590.805647 sec): 3 clusters Score: Raw -1462820.116257 + Penalty 3500.216587 = -1459319.899671 nChanged 4 SP:Iteration 48Q (5590.919854 sec): 3 clusters Score: Raw -1462820.351796 + Penalty 3500.216587 = -1459320.135209 nChanged 2 SP:Iteration 49Q (5591.038694 sec): 3 clusters Score: Raw -1462820.448366 + Penalty 3500.216587 = -1459320.231780 nChanged 1 SP:Iteration 50Q (5591.155410 sec): 3 clusters Score: Raw -1462820.516101 + Penalty 3500.216587 = -1459320.299514 nChanged 0 SP:Iteration 51F (5591.268837 sec): 3 clusters Score: Raw -1462820.516101 + Penalty 3500.216587 = -1459320.299514 nChanged 0 Score: Raw -11867566.630047 + Penalty 38604.553487 = -11828962.076560 Splitting cluster 6 changes total score from -11815562.375744 to -11828962.076560 So it's getting split into cluster 18. Trying to split cluster 7 (11457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5595.013975 sec): 2 clusters Score: Raw -676281.076619 + Penalty 1640.285509 = -674640.791110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5595.121297 sec): 3 clusters Score: Raw -669787.658660 + Penalty 3280.571018 = -666507.087642 nChanged 4970 SP:Iteration 1F (5595.209820 sec): 3 clusters Score: Raw -673030.895320 + Penalty 3280.571018 = -669750.324303 nChanged 1139 SP:Iteration 2F (5595.332394 sec): 3 clusters Score: Raw -674206.194611 + Penalty 3280.571018 = -670925.623594 nChanged 1116 SP:Iteration 3F (5595.441769 sec): 3 clusters Score: Raw -675350.112852 + Penalty 3280.571018 = -672069.541834 nChanged 961 SP:Iteration 4F (5595.470503 sec): 3 clusters Score: Raw -676137.878315 + Penalty 3280.571018 = -672857.307298 nChanged 666 SP:Iteration 5F (5595.581303 sec): 3 clusters Score: Raw -676560.007662 + Penalty 3280.571018 = -673279.436644 nChanged 455 SP:Iteration 6Q (5595.690677 sec): 3 clusters Score: Raw -676828.186356 + Penalty 3280.571018 = -673547.615338 nChanged 320 SP:Iteration 7Q (5595.808580 sec): 3 clusters Score: Raw -676978.809977 + Penalty 3280.571018 = -673698.238959 nChanged 228 SP:Iteration 8Q (5595.928628 sec): 3 clusters Score: Raw -677068.565429 + Penalty 3280.571018 = -673787.994412 nChanged 164 SP:Iteration 9Q (5596.016109 sec): 3 clusters Score: Raw -677130.973193 + Penalty 3280.571018 = -673850.402175 nChanged 132 SP:Iteration 10Q (5596.135846 sec): 3 clusters Score: Raw -677176.560439 + Penalty 3280.571018 = -673895.989421 nChanged 117 SP:Iteration 11Q (5596.245009 sec): 3 clusters Score: Raw -677213.260562 + Penalty 3280.571018 = -673932.689544 nChanged 102 SP:Iteration 12Q (5596.326523 sec): 3 clusters Score: Raw -677250.024387 + Penalty 3280.571018 = -673969.453369 nChanged 90 SP:Iteration 13Q (5596.427097 sec): 3 clusters Score: Raw -677286.129446 + Penalty 3280.571018 = -674005.558429 nChanged 80 SP:Iteration 14Q (5596.552004 sec): 3 clusters Score: Raw -677312.520347 + Penalty 3280.571018 = -674031.949329 nChanged 79 SP:Iteration 15Q (5596.675802 sec): 3 clusters Score: Raw -677335.328098 + Penalty 3280.571018 = -674054.757080 nChanged 82 SP:Iteration 16Q (5596.823534 sec): 3 clusters Score: Raw -677359.588954 + Penalty 3280.571018 = -674079.017936 nChanged 78 SP:Iteration 17Q (5596.957470 sec): 3 clusters Score: Raw -677377.907217 + Penalty 3280.571018 = -674097.336200 nChanged 57 SP:Iteration 18Q (5597.060336 sec): 3 clusters Score: Raw -677391.795441 + Penalty 3280.571018 = -674111.224423 nChanged 54 SP:Iteration 19Q (5597.218032 sec): 3 clusters Score: Raw -677405.328033 + Penalty 3280.571018 = -674124.757015 nChanged 64 SP:Iteration 20F (5597.325914 sec): 3 clusters Score: Raw -677421.431937 + Penalty 3280.571018 = -674140.860919 nChanged 65 SP:Iteration 21Q (5597.472187 sec): 3 clusters Score: Raw -677438.013340 + Penalty 3280.571018 = -674157.442322 nChanged 72 SP:Iteration 22Q (5597.619435 sec): 3 clusters Score: Raw -677457.479787 + Penalty 3280.571018 = -674176.908769 nChanged 81 SP:Iteration 23Q (5597.759549 sec): 3 clusters Score: Raw -677481.875571 + Penalty 3280.571018 = -674201.304553 nChanged 79 SP:Iteration 24Q (5597.901461 sec): 3 clusters Score: Raw -677507.900821 + Penalty 3280.571018 = -674227.329803 nChanged 69 SP:Iteration 25Q (5598.044381 sec): 3 clusters Score: Raw -677524.014863 + Penalty 3280.571018 = -674243.443846 nChanged 59 SP:Iteration 26Q (5598.161451 sec): 3 clusters Score: Raw -677538.537095 + Penalty 3280.571018 = -674257.966078 nChanged 69 SP:Iteration 27Q (5598.284882 sec): 3 clusters Score: Raw -677556.964767 + Penalty 3280.571018 = -674276.393749 nChanged 61 SP:Iteration 28Q (5598.427633 sec): 3 clusters Score: Raw -677575.001996 + Penalty 3280.571018 = -674294.430978 nChanged 59 SP:Iteration 29Q (5598.540166 sec): 3 clusters Score: Raw -677590.983439 + Penalty 3280.571018 = -674310.412422 nChanged 62 SP:Iteration 30Q (5598.692451 sec): 3 clusters Score: Raw -677604.151610 + Penalty 3280.571018 = -674323.580593 nChanged 65 SP:Iteration 31Q (5598.808137 sec): 3 clusters Score: Raw -677621.154796 + Penalty 3280.571018 = -674340.583778 nChanged 60 SP:Iteration 32Q (5598.929619 sec): 3 clusters Score: Raw -677638.620674 + Penalty 3280.571018 = -674358.049657 nChanged 64 SP:Iteration 33Q (5599.052883 sec): 3 clusters Score: Raw -677654.082336 + Penalty 3280.571018 = -674373.511319 nChanged 61 SP:Iteration 34Q (5599.175036 sec): 3 clusters Score: Raw -677664.664818 + Penalty 3280.571018 = -674384.093801 nChanged 42 SP:Iteration 35Q (5599.333026 sec): 3 clusters Score: Raw -677671.456752 + Penalty 3280.571018 = -674390.885734 nChanged 34 SP:Iteration 36Q (5599.486942 sec): 3 clusters Score: Raw -677679.625277 + Penalty 3280.571018 = -674399.054259 nChanged 31 SP:Iteration 37Q (5599.591864 sec): 3 clusters Score: Raw -677686.125310 + Penalty 3280.571018 = -674405.554293 nChanged 25 SP:Iteration 38Q (5599.735099 sec): 3 clusters Score: Raw -677690.003201 + Penalty 3280.571018 = -674409.432184 nChanged 18 SP:Iteration 39Q (5599.847555 sec): 3 clusters Score: Raw -677693.289681 + Penalty 3280.571018 = -674412.718663 nChanged 20 SP:Iteration 40F (5599.992049 sec): 3 clusters Score: Raw -677696.278273 + Penalty 3280.571018 = -674415.707255 nChanged 18 SP:Iteration 41Q (5600.097838 sec): 3 clusters Score: Raw -677699.453294 + Penalty 3280.571018 = -674418.882276 nChanged 18 SP:Iteration 42Q (5600.251423 sec): 3 clusters Score: Raw -677702.112458 + Penalty 3280.571018 = -674421.541440 nChanged 22 SP:Iteration 43Q (5600.367682 sec): 3 clusters Score: Raw -677705.937948 + Penalty 3280.571018 = -674425.366930 nChanged 22 SP:Iteration 44Q (5600.518128 sec): 3 clusters Score: Raw -677709.527527 + Penalty 3280.571018 = -674428.956509 nChanged 12 SP:Iteration 45Q (5600.655015 sec): 3 clusters Score: Raw -677711.536881 + Penalty 3280.571018 = -674430.965863 nChanged 13 SP:Iteration 46Q (5600.758849 sec): 3 clusters Score: Raw -677713.143390 + Penalty 3280.571018 = -674432.572372 nChanged 7 SP:Iteration 47Q (5600.865645 sec): 3 clusters Score: Raw -677713.897019 + Penalty 3280.571018 = -674433.326001 nChanged 6 SP:Iteration 48Q (5600.975616 sec): 3 clusters Score: Raw -677714.331482 + Penalty 3280.571018 = -674433.760464 nChanged 8 SP:Iteration 49Q (5601.082215 sec): 3 clusters Score: Raw -677715.140850 + Penalty 3280.571018 = -674434.569832 nChanged 6 SP:Iteration 50Q (5601.182178 sec): 3 clusters Score: Raw -677715.666323 + Penalty 3280.571018 = -674435.095305 nChanged 4 SP:Iteration 51Q (5601.295635 sec): 3 clusters Score: Raw -677715.929036 + Penalty 3280.571018 = -674435.358019 nChanged 3 SP:Iteration 52Q (5601.402723 sec): 3 clusters Score: Raw -677716.311492 + Penalty 3280.571018 = -674435.740474 nChanged 8 SP:Iteration 53Q (5601.498515 sec): 3 clusters Score: Raw -677717.468056 + Penalty 3280.571018 = -674436.897038 nChanged 11 SP:Iteration 54Q (5601.616109 sec): 3 clusters Score: Raw -677718.956757 + Penalty 3280.571018 = -674438.385740 nChanged 7 SP:Iteration 55Q (5601.736542 sec): 3 clusters Score: Raw -677719.706553 + Penalty 3280.571018 = -674439.135536 nChanged 7 SP:Iteration 56Q (5601.820930 sec): 3 clusters Score: Raw -677720.654132 + Penalty 3280.571018 = -674440.083115 nChanged 9 SP:Iteration 57Q (5601.933529 sec): 3 clusters Score: Raw -677721.745828 + Penalty 3280.571018 = -674441.174810 nChanged 9 SP:Iteration 58Q (5602.028932 sec): 3 clusters Score: Raw -677723.168077 + Penalty 3280.571018 = -674442.597059 nChanged 10 SP:Iteration 59Q (5602.131161 sec): 3 clusters Score: Raw -677724.651152 + Penalty 3280.571018 = -674444.080134 nChanged 14 SP:Iteration 60F (5602.230978 sec): 3 clusters Score: Raw -677726.584314 + Penalty 3280.571018 = -674446.013296 nChanged 12 SP:Iteration 61Q (5602.329720 sec): 3 clusters Score: Raw -677728.269699 + Penalty 3280.571018 = -674447.698681 nChanged 20 SP:Iteration 62Q (5602.429649 sec): 3 clusters Score: Raw -677732.677482 + Penalty 3280.571018 = -674452.106465 nChanged 24 SP:Iteration 63Q (5602.535559 sec): 3 clusters Score: Raw -677737.243795 + Penalty 3280.571018 = -674456.672777 nChanged 26 SP:Iteration 64Q (5602.635421 sec): 3 clusters Score: Raw -677741.659845 + Penalty 3280.571018 = -674461.088827 nChanged 24 SP:Iteration 65Q (5602.736472 sec): 3 clusters Score: Raw -677745.922630 + Penalty 3280.571018 = -674465.351613 nChanged 31 SP:Iteration 66Q (5602.833840 sec): 3 clusters Score: Raw -677751.444499 + Penalty 3280.571018 = -674470.873481 nChanged 32 SP:Iteration 67Q (5602.929075 sec): 3 clusters Score: Raw -677756.299526 + Penalty 3280.571018 = -674475.728508 nChanged 24 SP:Iteration 68Q (5603.051586 sec): 3 clusters Score: Raw -677759.813203 + Penalty 3280.571018 = -674479.242185 nChanged 18 SP:Iteration 69Q (5603.156802 sec): 3 clusters Score: Raw -677763.052586 + Penalty 3280.571018 = -674482.481568 nChanged 28 SP:Iteration 70Q (5603.269358 sec): 3 clusters Score: Raw -677769.105026 + Penalty 3280.571018 = -674488.534009 nChanged 27 SP:Iteration 71Q (5603.377916 sec): 3 clusters Score: Raw -677773.452500 + Penalty 3280.571018 = -674492.881482 nChanged 25 SP:Iteration 72Q (5603.482212 sec): 3 clusters Score: Raw -677777.235451 + Penalty 3280.571018 = -674496.664433 nChanged 21 SP:Iteration 73Q (5603.587941 sec): 3 clusters Score: Raw -677780.147909 + Penalty 3280.571018 = -674499.576891 nChanged 18 SP:Iteration 74Q (5603.692621 sec): 3 clusters Score: Raw -677783.432465 + Penalty 3280.571018 = -674502.861447 nChanged 19 SP:Iteration 75Q (5603.788642 sec): 3 clusters Score: Raw -677787.019520 + Penalty 3280.571018 = -674506.448502 nChanged 19 SP:Iteration 76Q (5603.889517 sec): 3 clusters Score: Raw -677790.122731 + Penalty 3280.571018 = -674509.551713 nChanged 20 SP:Iteration 77Q (5604.011164 sec): 3 clusters Score: Raw -677795.065122 + Penalty 3280.571018 = -674514.494104 nChanged 33 SP:Iteration 78Q (5604.111089 sec): 3 clusters Score: Raw -677802.064857 + Penalty 3280.571018 = -674521.493839 nChanged 23 SP:Iteration 79Q (5604.214040 sec): 3 clusters Score: Raw -677807.305809 + Penalty 3280.571018 = -674526.734791 nChanged 27 SP:Iteration 80F (5604.318124 sec): 3 clusters Score: Raw -677811.808861 + Penalty 3280.571018 = -674531.237844 nChanged 20 SP:Iteration 81Q (5604.413723 sec): 3 clusters Score: Raw -677815.944839 + Penalty 3280.571018 = -674535.373822 nChanged 24 SP:Iteration 82Q (5604.526095 sec): 3 clusters Score: Raw -677820.853931 + Penalty 3280.571018 = -674540.282913 nChanged 24 SP:Iteration 83Q (5604.615965 sec): 3 clusters Score: Raw -677825.713453 + Penalty 3280.571018 = -674545.142436 nChanged 24 SP:Iteration 84Q (5604.720683 sec): 3 clusters Score: Raw -677831.315829 + Penalty 3280.571018 = -674550.744811 nChanged 22 SP:Iteration 85Q (5604.829822 sec): 3 clusters Score: Raw -677836.232798 + Penalty 3280.571018 = -674555.661780 nChanged 19 SP:Iteration 86Q (5604.917771 sec): 3 clusters Score: Raw -677839.577584 + Penalty 3280.571018 = -674559.006566 nChanged 12 SP:Iteration 87Q (5604.969686 sec): 3 clusters Score: Raw -677841.522910 + Penalty 3280.571018 = -674560.951892 nChanged 13 SP:Iteration 88Q (5605.093582 sec): 3 clusters Score: Raw -677843.456196 + Penalty 3280.571018 = -674562.885178 nChanged 11 SP:Iteration 89Q (5605.182544 sec): 3 clusters Score: Raw -677845.520613 + Penalty 3280.571018 = -674564.949596 nChanged 16 SP:Iteration 90Q (5605.284155 sec): 3 clusters Score: Raw -677847.805877 + Penalty 3280.571018 = -674567.234860 nChanged 10 SP:Iteration 91Q (5605.377026 sec): 3 clusters Score: Raw -677848.974047 + Penalty 3280.571018 = -674568.403030 nChanged 9 SP:Iteration 92Q (5605.478021 sec): 3 clusters Score: Raw -677849.663968 + Penalty 3280.571018 = -674569.092950 nChanged 4 SP:Iteration 93Q (5605.598644 sec): 3 clusters Score: Raw -677849.881958 + Penalty 3280.571018 = -674569.310941 nChanged 3 SP:Iteration 94Q (5605.698836 sec): 3 clusters Score: Raw -677850.336251 + Penalty 3280.571018 = -674569.765233 nChanged 6 SP:Iteration 95Q (5605.798719 sec): 3 clusters Score: Raw -677850.934166 + Penalty 3280.571018 = -674570.363148 nChanged 5 SP:Iteration 96Q (5605.894147 sec): 3 clusters Score: Raw -677851.361907 + Penalty 3280.571018 = -674570.790889 nChanged 3 SP:Iteration 97Q (5605.974444 sec): 3 clusters Score: Raw -677851.706866 + Penalty 3280.571018 = -674571.135849 nChanged 2 SP:Iteration 98Q (5606.083567 sec): 3 clusters Score: Raw -677852.085671 + Penalty 3280.571018 = -674571.514653 nChanged 5 SP:Iteration 99Q (5606.180620 sec): 3 clusters Score: Raw -677852.708184 + Penalty 3280.571018 = -674572.137166 nChanged 3 SP:Iteration 100F (5606.289010 sec): 3 clusters Score: Raw -677853.035649 + Penalty 3280.571018 = -674572.464631 nChanged 2 SP:Iteration 101Q (5606.386355 sec): 3 clusters Score: Raw -677853.222308 + Penalty 3280.571018 = -674572.651291 nChanged 1 SP:Iteration 102Q (5606.471641 sec): 3 clusters Score: Raw -677853.316090 + Penalty 3280.571018 = -674572.745072 nChanged 1 SP:Iteration 103Q (5606.566108 sec): 3 clusters Score: Raw -677853.489852 + Penalty 3280.571018 = -674572.918834 nChanged 1 SP:Iteration 104Q (5606.677332 sec): 3 clusters Score: Raw -677853.628060 + Penalty 3280.571018 = -674573.057042 nChanged 0 SP:Iteration 105F (5606.786169 sec): 3 clusters Score: Raw -677853.628060 + Penalty 3280.571018 = -674573.057042 nChanged 0 Trying to split cluster 8 (5563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5606.847559 sec): 2 clusters Score: Raw -200201.021106 + Penalty 1513.493188 = -198687.527918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5606.936183 sec): 3 clusters Score: Raw -197362.201513 + Penalty 3026.986376 = -194335.215136 nChanged 2381 SP:Iteration 1F (5607.019324 sec): 3 clusters Score: Raw -199876.454624 + Penalty 3026.986376 = -196849.468248 nChanged 777 SP:Iteration 2F (5607.102832 sec): 3 clusters Score: Raw -201258.874068 + Penalty 3026.986376 = -198231.887692 nChanged 598 SP:Iteration 3F (5607.200305 sec): 3 clusters Score: Raw -202128.576342 + Penalty 3026.986376 = -199101.589966 nChanged 433 SP:Iteration 4F (5607.295689 sec): 3 clusters Score: Raw -202651.455763 + Penalty 3026.986376 = -199624.469387 nChanged 302 SP:Iteration 5F (5607.385007 sec): 3 clusters Score: Raw -203017.136360 + Penalty 3026.986376 = -199990.149984 nChanged 220 SP:Iteration 6Q (5607.470323 sec): 3 clusters Score: Raw -203272.099247 + Penalty 3026.986376 = -200245.112870 nChanged 174 SP:Iteration 7Q (5607.563282 sec): 3 clusters Score: Raw -203425.242694 + Penalty 3026.986376 = -200398.256318 nChanged 124 SP:Iteration 8Q (5607.652384 sec): 3 clusters Score: Raw -203510.577898 + Penalty 3026.986376 = -200483.591522 nChanged 102 SP:Iteration 9Q (5607.733075 sec): 3 clusters Score: Raw -203581.079883 + Penalty 3026.986376 = -200554.093507 nChanged 97 SP:Iteration 10Q (5607.826299 sec): 3 clusters Score: Raw -203645.039575 + Penalty 3026.986376 = -200618.053198 nChanged 83 SP:Iteration 11Q (5607.916739 sec): 3 clusters Score: Raw -203691.772139 + Penalty 3026.986376 = -200664.785762 nChanged 52 SP:Iteration 12Q (5607.994469 sec): 3 clusters Score: Raw -203715.110481 + Penalty 3026.986376 = -200688.124105 nChanged 50 SP:Iteration 13Q (5608.109045 sec): 3 clusters Score: Raw -203734.676594 + Penalty 3026.986376 = -200707.690218 nChanged 32 SP:Iteration 14Q (5608.203361 sec): 3 clusters Score: Raw -203749.103813 + Penalty 3026.986376 = -200722.117437 nChanged 39 SP:Iteration 15Q (5608.297259 sec): 3 clusters Score: Raw -203763.200840 + Penalty 3026.986376 = -200736.214464 nChanged 28 SP:Iteration 16Q (5608.391091 sec): 3 clusters Score: Raw -203771.920853 + Penalty 3026.986376 = -200744.934477 nChanged 23 SP:Iteration 17Q (5608.466644 sec): 3 clusters Score: Raw -203783.644445 + Penalty 3026.986376 = -200756.658068 nChanged 26 SP:Iteration 18Q (5608.566085 sec): 3 clusters Score: Raw -203792.428009 + Penalty 3026.986376 = -200765.441633 nChanged 16 SP:Iteration 19Q (5608.667345 sec): 3 clusters Score: Raw -203797.040659 + Penalty 3026.986376 = -200770.054282 nChanged 14 SP:Iteration 20F (5608.740455 sec): 3 clusters Score: Raw -203815.565143 + Penalty 3026.986376 = -200788.578766 nChanged 20 SP:Iteration 21Q (5608.823593 sec): 3 clusters Score: Raw -203825.907714 + Penalty 3026.986376 = -200798.921338 nChanged 13 SP:Iteration 22Q (5608.925980 sec): 3 clusters Score: Raw -203831.505621 + Penalty 3026.986376 = -200804.519245 nChanged 12 SP:Iteration 23Q (5609.003237 sec): 3 clusters Score: Raw -203835.486103 + Penalty 3026.986376 = -200808.499727 nChanged 11 SP:Iteration 24Q (5609.106005 sec): 3 clusters Score: Raw -203838.384919 + Penalty 3026.986376 = -200811.398543 nChanged 9 SP:Iteration 25Q (5609.177750 sec): 3 clusters Score: Raw -203841.293374 + Penalty 3026.986376 = -200814.306998 nChanged 13 SP:Iteration 26Q (5609.282619 sec): 3 clusters Score: Raw -203844.441266 + Penalty 3026.986376 = -200817.454889 nChanged 10 SP:Iteration 27Q (5609.377197 sec): 3 clusters Score: Raw -203846.560680 + Penalty 3026.986376 = -200819.574303 nChanged 7 SP:Iteration 28Q (5609.448148 sec): 3 clusters Score: Raw -203847.712293 + Penalty 3026.986376 = -200820.725916 nChanged 6 SP:Iteration 29Q (5609.535623 sec): 3 clusters Score: Raw -203849.297390 + Penalty 3026.986376 = -200822.311013 nChanged 3 SP:Iteration 30Q (5609.622882 sec): 3 clusters Score: Raw -203849.901360 + Penalty 3026.986376 = -200822.914984 nChanged 3 SP:Iteration 31Q (5609.717106 sec): 3 clusters Score: Raw -203850.354312 + Penalty 3026.986376 = -200823.367935 nChanged 0 SP:Iteration 32F (5609.817415 sec): 3 clusters Score: Raw -203850.354312 + Penalty 3026.986376 = -200823.367935 nChanged 0 Score: Raw -11871215.963253 + Penalty 40749.250903 = -11830466.712350 Splitting cluster 8 changes total score from -11815562.375744 to -11830466.712350 So it's getting split into cluster 19. Trying to split cluster 9 (21875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5614.214022 sec): 2 clusters Score: Raw -1376052.264698 + Penalty 1753.788999 = -1374298.475698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5614.412650 sec): 3 clusters Score: Raw -1363010.817195 + Penalty 3507.577999 = -1359503.239197 nChanged 9809 SP:Iteration 1F (5614.591253 sec): 3 clusters Score: Raw -1369585.901240 + Penalty 3507.577999 = -1366078.323241 nChanged 2023 SP:Iteration 2F (5614.720261 sec): 3 clusters Score: Raw -1371655.496649 + Penalty 3507.577999 = -1368147.918650 nChanged 2191 SP:Iteration 3F (5614.884594 sec): 3 clusters Score: Raw -1374260.333043 + Penalty 3507.577999 = -1370752.755045 nChanged 2098 SP:Iteration 4F (5615.029768 sec): 3 clusters Score: Raw -1376573.572899 + Penalty 3507.577999 = -1373065.994900 nChanged 1652 SP:Iteration 5F (5615.193809 sec): 3 clusters Score: Raw -1378255.437512 + Penalty 3507.577999 = -1374747.859514 nChanged 1291 SP:Iteration 6F (5615.364471 sec): 3 clusters Score: Raw -1379449.028094 + Penalty 3507.577999 = -1375941.450095 nChanged 923 SP:Iteration 7Q (5615.492119 sec): 3 clusters Score: Raw -1380245.905153 + Penalty 3507.577999 = -1376738.327154 nChanged 767 SP:Iteration 8Q (5615.656872 sec): 3 clusters Score: Raw -1381012.086580 + Penalty 3507.577999 = -1377504.508581 nChanged 689 SP:Iteration 9Q (5615.791682 sec): 3 clusters Score: Raw -1381696.629818 + Penalty 3507.577999 = -1378189.051819 nChanged 620 SP:Iteration 10Q (5615.905971 sec): 3 clusters Score: Raw -1382293.241611 + Penalty 3507.577999 = -1378785.663612 nChanged 520 SP:Iteration 11Q (5616.013022 sec): 3 clusters Score: Raw -1382724.953717 + Penalty 3507.577999 = -1379217.375719 nChanged 419 SP:Iteration 12Q (5616.121262 sec): 3 clusters Score: Raw -1383046.653783 + Penalty 3507.577999 = -1379539.075784 nChanged 350 SP:Iteration 13Q (5616.260440 sec): 3 clusters Score: Raw -1383283.345133 + Penalty 3507.577999 = -1379775.767135 nChanged 264 SP:Iteration 14Q (5616.383192 sec): 3 clusters Score: Raw -1383483.292453 + Penalty 3507.577999 = -1379975.714455 nChanged 201 SP:Iteration 15Q (5616.494530 sec): 3 clusters Score: Raw -1383603.194246 + Penalty 3507.577999 = -1380095.616248 nChanged 189 SP:Iteration 16Q (5616.599668 sec): 3 clusters Score: Raw -1383698.422035 + Penalty 3507.577999 = -1380190.844036 nChanged 155 SP:Iteration 17Q (5616.714670 sec): 3 clusters Score: Raw -1383768.031881 + Penalty 3507.577999 = -1380260.453883 nChanged 135 SP:Iteration 18Q (5616.826498 sec): 3 clusters Score: Raw -1383810.778452 + Penalty 3507.577999 = -1380303.200453 nChanged 100 SP:Iteration 19Q (5616.940753 sec): 3 clusters Score: Raw -1383842.504314 + Penalty 3507.577999 = -1380334.926315 nChanged 109 SP:Iteration 20F (5617.058708 sec): 3 clusters Score: Raw -1383872.703065 + Penalty 3507.577999 = -1380365.125066 nChanged 101 SP:Iteration 21Q (5617.160798 sec): 3 clusters Score: Raw -1383897.070309 + Penalty 3507.577999 = -1380389.492310 nChanged 97 SP:Iteration 22Q (5617.285742 sec): 3 clusters Score: Raw -1383918.302413 + Penalty 3507.577999 = -1380410.724414 nChanged 70 SP:Iteration 23Q (5617.390459 sec): 3 clusters Score: Raw -1383932.488448 + Penalty 3507.577999 = -1380424.910449 nChanged 75 SP:Iteration 24Q (5617.508561 sec): 3 clusters Score: Raw -1383944.736337 + Penalty 3507.577999 = -1380437.158338 nChanged 62 SP:Iteration 25Q (5617.624937 sec): 3 clusters Score: Raw -1383954.197398 + Penalty 3507.577999 = -1380446.619400 nChanged 54 SP:Iteration 26Q (5617.741951 sec): 3 clusters Score: Raw -1383960.599997 + Penalty 3507.577999 = -1380453.021999 nChanged 32 SP:Iteration 27Q (5617.851622 sec): 3 clusters Score: Raw -1383964.409959 + Penalty 3507.577999 = -1380456.831961 nChanged 29 SP:Iteration 28Q (5617.966690 sec): 3 clusters Score: Raw -1383967.479381 + Penalty 3507.577999 = -1380459.901382 nChanged 29 SP:Iteration 29Q (5618.079337 sec): 3 clusters Score: Raw -1383970.412640 + Penalty 3507.577999 = -1380462.834641 nChanged 17 SP:Iteration 30Q (5618.192120 sec): 3 clusters Score: Raw -1383971.433548 + Penalty 3507.577999 = -1380463.855550 nChanged 12 SP:Iteration 31Q (5618.317170 sec): 3 clusters Score: Raw -1383972.280324 + Penalty 3507.577999 = -1380464.702325 nChanged 10 SP:Iteration 32Q (5618.438040 sec): 3 clusters Score: Raw -1383972.824426 + Penalty 3507.577999 = -1380465.246427 nChanged 7 SP:Iteration 33Q (5618.565158 sec): 3 clusters Score: Raw -1383973.247538 + Penalty 3507.577999 = -1380465.669540 nChanged 8 SP:Iteration 34Q (5618.681306 sec): 3 clusters Score: Raw -1383974.017466 + Penalty 3507.577999 = -1380466.439467 nChanged 17 SP:Iteration 35Q (5618.796946 sec): 3 clusters Score: Raw -1383975.176124 + Penalty 3507.577999 = -1380467.598125 nChanged 22 SP:Iteration 36Q (5618.931719 sec): 3 clusters Score: Raw -1383977.112756 + Penalty 3507.577999 = -1380469.534758 nChanged 26 SP:Iteration 37Q (5619.048864 sec): 3 clusters Score: Raw -1383979.381154 + Penalty 3507.577999 = -1380471.803155 nChanged 28 SP:Iteration 38Q (5619.169088 sec): 3 clusters Score: Raw -1383982.268060 + Penalty 3507.577999 = -1380474.690061 nChanged 28 SP:Iteration 39Q (5619.293107 sec): 3 clusters Score: Raw -1383984.840918 + Penalty 3507.577999 = -1380477.262919 nChanged 22 SP:Iteration 40F (5619.412295 sec): 3 clusters Score: Raw -1383986.462699 + Penalty 3507.577999 = -1380478.884701 nChanged 19 SP:Iteration 41Q (5619.528400 sec): 3 clusters Score: Raw -1383988.261981 + Penalty 3507.577999 = -1380480.683983 nChanged 19 SP:Iteration 42Q (5619.646193 sec): 3 clusters Score: Raw -1383989.588463 + Penalty 3507.577999 = -1380482.010464 nChanged 20 SP:Iteration 43Q (5619.763409 sec): 3 clusters Score: Raw -1383990.885096 + Penalty 3507.577999 = -1380483.307097 nChanged 13 SP:Iteration 44Q (5619.887696 sec): 3 clusters Score: Raw -1383991.887417 + Penalty 3507.577999 = -1380484.309418 nChanged 9 SP:Iteration 45Q (5620.000868 sec): 3 clusters Score: Raw -1383992.611521 + Penalty 3507.577999 = -1380485.033522 nChanged 8 SP:Iteration 46Q (5620.140756 sec): 3 clusters Score: Raw -1383993.097734 + Penalty 3507.577999 = -1380485.519735 nChanged 4 SP:Iteration 47Q (5620.265114 sec): 3 clusters Score: Raw -1383993.286678 + Penalty 3507.577999 = -1380485.708679 nChanged 0 SP:Iteration 48F (5620.393008 sec): 3 clusters Score: Raw -1383993.286678 + Penalty 3507.577999 = -1380485.708679 nChanged 0 Score: Raw -11879156.985233 + Penalty 42893.948319 = -11836263.036914 Splitting cluster 9 changes total score from -11815562.375744 to -11836263.036914 So it's getting split into cluster 20. Trying to split cluster 10 (6363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5624.397798 sec): 2 clusters Score: Raw -296813.029776 + Penalty 1537.073795 = -295275.955981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5624.494120 sec): 3 clusters Score: Raw -293494.756089 + Penalty 3074.147590 = -290420.608498 nChanged 2675 SP:Iteration 1F (5624.567156 sec): 3 clusters Score: Raw -295802.772379 + Penalty 3074.147590 = -292728.624788 nChanged 741 SP:Iteration 2F (5624.681590 sec): 3 clusters Score: Raw -296902.783925 + Penalty 3074.147590 = -293828.636334 nChanged 664 SP:Iteration 3F (5624.772580 sec): 3 clusters Score: Raw -298084.749969 + Penalty 3074.147590 = -295010.602378 nChanged 582 SP:Iteration 4F (5624.849871 sec): 3 clusters Score: Raw -299250.091753 + Penalty 3074.147590 = -296175.944162 nChanged 493 SP:Iteration 5F (5624.946405 sec): 3 clusters Score: Raw -300317.563526 + Penalty 3074.147590 = -297243.415935 nChanged 399 SP:Iteration 6F (5625.029201 sec): 3 clusters Score: Raw -300925.039810 + Penalty 3074.147590 = -297850.892219 nChanged 248 SP:Iteration 7Q (5625.121331 sec): 3 clusters Score: Raw -301207.866785 + Penalty 3074.147590 = -298133.719195 nChanged 166 SP:Iteration 8Q (5625.191140 sec): 3 clusters Score: Raw -301354.427525 + Penalty 3074.147590 = -298280.279935 nChanged 89 SP:Iteration 9Q (5625.292766 sec): 3 clusters Score: Raw -301401.602573 + Penalty 3074.147590 = -298327.454983 nChanged 40 SP:Iteration 10Q (5625.380823 sec): 3 clusters Score: Raw -301418.643028 + Penalty 3074.147590 = -298344.495438 nChanged 19 SP:Iteration 11Q (5625.471231 sec): 3 clusters Score: Raw -301424.654924 + Penalty 3074.147590 = -298350.507334 nChanged 8 SP:Iteration 12Q (5625.552743 sec): 3 clusters Score: Raw -301426.200517 + Penalty 3074.147590 = -298352.052926 nChanged 5 SP:Iteration 13Q (5625.657595 sec): 3 clusters Score: Raw -301427.506503 + Penalty 3074.147590 = -298353.358913 nChanged 3 SP:Iteration 14Q (5625.769033 sec): 3 clusters Score: Raw -301428.317514 + Penalty 3074.147590 = -298354.169923 nChanged 0 SP:Iteration 15F (5625.853773 sec): 3 clusters Score: Raw -301428.317514 + Penalty 3074.147590 = -298354.169923 nChanged 0 Score: Raw -11883772.272971 + Penalty 45038.645735 = -11838733.627236 Splitting cluster 10 changes total score from -11815562.375744 to -11838733.627236 So it's getting split into cluster 21. Trying to split cluster 11 (11949 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5630.693871 sec): 2 clusters Score: Raw -680693.901614 + Penalty 1647.664704 = -679046.236910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5630.820781 sec): 3 clusters Score: Raw -673953.093252 + Penalty 3295.329408 = -670657.763844 nChanged 5145 SP:Iteration 1F (5630.969324 sec): 3 clusters Score: Raw -677246.725094 + Penalty 3295.329408 = -673951.395686 nChanged 1111 SP:Iteration 2F (5631.127867 sec): 3 clusters Score: Raw -678272.679833 + Penalty 3295.329408 = -674977.350425 nChanged 1113 SP:Iteration 3F (5631.244749 sec): 3 clusters Score: Raw -679392.183204 + Penalty 3295.329408 = -676096.853796 nChanged 1071 SP:Iteration 4F (5631.317370 sec): 3 clusters Score: Raw -680531.089197 + Penalty 3295.329408 = -677235.759789 nChanged 866 SP:Iteration 5F (5631.373863 sec): 3 clusters Score: Raw -681339.194279 + Penalty 3295.329408 = -678043.864871 nChanged 685 SP:Iteration 6F (5631.490276 sec): 3 clusters Score: Raw -681860.814142 + Penalty 3295.329408 = -678565.484734 nChanged 514 SP:Iteration 7Q (5631.577449 sec): 3 clusters Score: Raw -682200.236279 + Penalty 3295.329408 = -678904.906871 nChanged 361 SP:Iteration 8Q (5631.640025 sec): 3 clusters Score: Raw -682449.977194 + Penalty 3295.329408 = -679154.647786 nChanged 348 SP:Iteration 9Q (5631.767861 sec): 3 clusters Score: Raw -682666.823010 + Penalty 3295.329408 = -679371.493602 nChanged 297 SP:Iteration 10Q (5631.867030 sec): 3 clusters Score: Raw -682846.688019 + Penalty 3295.329408 = -679551.358611 nChanged 271 SP:Iteration 11Q (5631.933340 sec): 3 clusters Score: Raw -682965.000930 + Penalty 3295.329408 = -679669.671522 nChanged 206 SP:Iteration 12Q (5631.997309 sec): 3 clusters Score: Raw -683042.369021 + Penalty 3295.329408 = -679747.039613 nChanged 194 SP:Iteration 13Q (5632.149694 sec): 3 clusters Score: Raw -683116.911619 + Penalty 3295.329408 = -679821.582211 nChanged 186 SP:Iteration 14Q (5632.272611 sec): 3 clusters Score: Raw -683179.310233 + Penalty 3295.329408 = -679883.980825 nChanged 145 SP:Iteration 15Q (5632.396923 sec): 3 clusters Score: Raw -683233.747775 + Penalty 3295.329408 = -679938.418367 nChanged 158 SP:Iteration 16Q (5632.515236 sec): 3 clusters Score: Raw -683302.761892 + Penalty 3295.329408 = -680007.432484 nChanged 157 SP:Iteration 17Q (5632.631832 sec): 3 clusters Score: Raw -683380.947316 + Penalty 3295.329408 = -680085.617908 nChanged 193 SP:Iteration 18Q (5632.751740 sec): 3 clusters Score: Raw -683527.613465 + Penalty 3295.329408 = -680232.284057 nChanged 224 SP:Iteration 19Q (5632.870664 sec): 3 clusters Score: Raw -683695.162854 + Penalty 3295.329408 = -680399.833446 nChanged 208 SP:Iteration 20F (5632.990189 sec): 3 clusters Score: Raw -683831.666804 + Penalty 3295.329408 = -680536.337396 nChanged 181 SP:Iteration 21Q (5633.141783 sec): 3 clusters Score: Raw -683921.454639 + Penalty 3295.329408 = -680626.125231 nChanged 134 SP:Iteration 22Q (5633.267582 sec): 3 clusters Score: Raw -683974.134882 + Penalty 3295.329408 = -680678.805474 nChanged 116 SP:Iteration 23Q (5633.408155 sec): 3 clusters Score: Raw -684016.030985 + Penalty 3295.329408 = -680720.701577 nChanged 100 SP:Iteration 24Q (5633.556918 sec): 3 clusters Score: Raw -684045.557763 + Penalty 3295.329408 = -680750.228355 nChanged 74 SP:Iteration 25Q (5633.676327 sec): 3 clusters Score: Raw -684064.954666 + Penalty 3295.329408 = -680769.625258 nChanged 51 SP:Iteration 26Q (5633.802239 sec): 3 clusters Score: Raw -684078.673489 + Penalty 3295.329408 = -680783.344081 nChanged 43 SP:Iteration 27Q (5633.936946 sec): 3 clusters Score: Raw -684092.334538 + Penalty 3295.329408 = -680797.005130 nChanged 51 SP:Iteration 28Q (5634.047025 sec): 3 clusters Score: Raw -684105.446448 + Penalty 3295.329408 = -680810.117040 nChanged 40 SP:Iteration 29Q (5634.149152 sec): 3 clusters Score: Raw -684114.928485 + Penalty 3295.329408 = -680819.599077 nChanged 34 SP:Iteration 30Q (5634.269809 sec): 3 clusters Score: Raw -684123.171049 + Penalty 3295.329408 = -680827.841641 nChanged 35 SP:Iteration 31Q (5634.402395 sec): 3 clusters Score: Raw -684131.251521 + Penalty 3295.329408 = -680835.922113 nChanged 41 SP:Iteration 32Q (5634.523864 sec): 3 clusters Score: Raw -684142.795180 + Penalty 3295.329408 = -680847.465772 nChanged 49 SP:Iteration 33Q (5634.645627 sec): 3 clusters Score: Raw -684157.707121 + Penalty 3295.329408 = -680862.377713 nChanged 48 SP:Iteration 34Q (5634.796717 sec): 3 clusters Score: Raw -684170.810429 + Penalty 3295.329408 = -680875.481021 nChanged 44 SP:Iteration 35Q (5634.919661 sec): 3 clusters Score: Raw -684180.887392 + Penalty 3295.329408 = -680885.557984 nChanged 30 SP:Iteration 36Q (5635.049248 sec): 3 clusters Score: Raw -684187.683576 + Penalty 3295.329408 = -680892.354168 nChanged 28 SP:Iteration 37Q (5635.168563 sec): 3 clusters Score: Raw -684192.911977 + Penalty 3295.329408 = -680897.582569 nChanged 17 SP:Iteration 38Q (5635.293545 sec): 3 clusters Score: Raw -684196.988678 + Penalty 3295.329408 = -680901.659270 nChanged 21 SP:Iteration 39Q (5635.411269 sec): 3 clusters Score: Raw -684204.779508 + Penalty 3295.329408 = -680909.450100 nChanged 31 SP:Iteration 40F (5635.530952 sec): 3 clusters Score: Raw -684219.295193 + Penalty 3295.329408 = -680923.965785 nChanged 43 SP:Iteration 41Q (5635.651966 sec): 3 clusters Score: Raw -684237.676829 + Penalty 3295.329408 = -680942.347421 nChanged 48 SP:Iteration 42Q (5635.767047 sec): 3 clusters Score: Raw -684256.899061 + Penalty 3295.329408 = -680961.569653 nChanged 43 SP:Iteration 43Q (5635.884100 sec): 3 clusters Score: Raw -684273.277986 + Penalty 3295.329408 = -680977.948578 nChanged 41 SP:Iteration 44Q (5636.004995 sec): 3 clusters Score: Raw -684290.903397 + Penalty 3295.329408 = -680995.573989 nChanged 48 SP:Iteration 45Q (5636.128380 sec): 3 clusters Score: Raw -684321.214305 + Penalty 3295.329408 = -681025.884897 nChanged 67 SP:Iteration 46Q (5636.252364 sec): 3 clusters Score: Raw -684368.407954 + Penalty 3295.329408 = -681073.078546 nChanged 86 SP:Iteration 47Q (5636.397373 sec): 3 clusters Score: Raw -684422.001427 + Penalty 3295.329408 = -681126.672018 nChanged 78 SP:Iteration 48Q (5636.505565 sec): 3 clusters Score: Raw -684470.401410 + Penalty 3295.329408 = -681175.072002 nChanged 88 SP:Iteration 49Q (5636.628662 sec): 3 clusters Score: Raw -684521.588645 + Penalty 3295.329408 = -681226.259236 nChanged 81 SP:Iteration 50Q (5636.767467 sec): 3 clusters Score: Raw -684576.343581 + Penalty 3295.329408 = -681281.014173 nChanged 85 SP:Iteration 51Q (5636.946678 sec): 3 clusters Score: Raw -684625.587909 + Penalty 3295.329408 = -681330.258501 nChanged 81 SP:Iteration 52Q (5637.060682 sec): 3 clusters Score: Raw -684665.030824 + Penalty 3295.329408 = -681369.701416 nChanged 64 SP:Iteration 53Q (5637.226816 sec): 3 clusters Score: Raw -684699.750292 + Penalty 3295.329408 = -681404.420884 nChanged 62 SP:Iteration 54Q (5637.378016 sec): 3 clusters Score: Raw -684746.164008 + Penalty 3295.329408 = -681450.834600 nChanged 73 SP:Iteration 55Q (5637.527333 sec): 3 clusters Score: Raw -684819.176867 + Penalty 3295.329408 = -681523.847459 nChanged 76 SP:Iteration 56Q (5637.647382 sec): 3 clusters Score: Raw -684905.350852 + Penalty 3295.329408 = -681610.021444 nChanged 83 SP:Iteration 57Q (5637.813716 sec): 3 clusters Score: Raw -685062.502366 + Penalty 3295.329408 = -681767.172958 nChanged 113 SP:Iteration 58Q (5637.939059 sec): 3 clusters Score: Raw -685433.027287 + Penalty 3295.329408 = -682137.697879 nChanged 111 SP:Iteration 59Q (5638.051646 sec): 3 clusters Score: Raw -685965.033257 + Penalty 3295.329408 = -682669.703849 nChanged 103 SP:Iteration 60F (5638.183575 sec): 3 clusters Score: Raw -686190.816169 + Penalty 3295.329408 = -682895.486761 nChanged 61 SP:Iteration 61Q (5638.304582 sec): 3 clusters Score: Raw -686229.317990 + Penalty 3295.329408 = -682933.988582 nChanged 24 SP:Iteration 62Q (5638.434416 sec): 3 clusters Score: Raw -686238.305739 + Penalty 3295.329408 = -682942.976331 nChanged 8 SP:Iteration 63Q (5638.559408 sec): 3 clusters Score: Raw -686241.168456 + Penalty 3295.329408 = -682945.839048 nChanged 3 SP:Iteration 64Q (5638.678395 sec): 3 clusters Score: Raw -686241.753598 + Penalty 3295.329408 = -682946.424190 nChanged 1 SP:Iteration 65Q (5638.782822 sec): 3 clusters Score: Raw -686241.948915 + Penalty 3295.329408 = -682946.619507 nChanged 1 SP:Iteration 66Q (5638.906937 sec): 3 clusters Score: Raw -686242.081743 + Penalty 3295.329408 = -682946.752335 nChanged 0 SP:Iteration 67F (5639.038637 sec): 3 clusters Score: Raw -686242.081743 + Penalty 3295.329408 = -682946.752335 nChanged 0 Score: Raw -11889320.453100 + Penalty 47183.343151 = -11842137.109949 Splitting cluster 11 changes total score from -11815562.375744 to -11842137.109949 So it's getting split into cluster 22. Trying to split cluster 12 (47530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5644.575803 sec): 2 clusters Score: Raw -3212812.717559 + Penalty 1889.979923 = -3210922.737636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5644.796412 sec): 3 clusters Score: Raw -3183036.921729 + Penalty 3779.959846 = -3179256.961883 nChanged 22118 SP:Iteration 1F (5645.029020 sec): 3 clusters Score: Raw -3196061.792300 + Penalty 3779.959846 = -3192281.832455 nChanged 2591 SP:Iteration 2F (5645.241043 sec): 3 clusters Score: Raw -3197268.966164 + Penalty 3779.959846 = -3193489.006319 nChanged 2827 SP:Iteration 3F (5645.482483 sec): 3 clusters Score: Raw -3198833.997564 + Penalty 3779.959846 = -3195054.037719 nChanged 2985 SP:Iteration 4F (5645.697675 sec): 3 clusters Score: Raw -3200620.984493 + Penalty 3779.959846 = -3196841.024647 nChanged 2975 SP:Iteration 5F (5645.895349 sec): 3 clusters Score: Raw -3202433.660318 + Penalty 3779.959846 = -3198653.700472 nChanged 2874 SP:Iteration 6F (5646.116541 sec): 3 clusters Score: Raw -3204234.699556 + Penalty 3779.959846 = -3200454.739710 nChanged 2618 SP:Iteration 7F (5646.300643 sec): 3 clusters Score: Raw -3205902.906619 + Penalty 3779.959846 = -3202122.946773 nChanged 2439 SP:Iteration 8F (5646.506160 sec): 3 clusters Score: Raw -3207720.336229 + Penalty 3779.959846 = -3203940.376384 nChanged 2250 SP:Iteration 9Q (5646.698548 sec): 3 clusters Score: Raw -3209650.187571 + Penalty 3779.959846 = -3205870.227725 nChanged 2023 SP:Iteration 10Q (5646.890806 sec): 3 clusters Score: Raw -3211399.073964 + Penalty 3779.959846 = -3207619.114118 nChanged 1754 SP:Iteration 11Q (5647.080821 sec): 3 clusters Score: Raw -3212819.186580 + Penalty 3779.959846 = -3209039.226734 nChanged 1464 SP:Iteration 12Q (5647.268925 sec): 3 clusters Score: Raw -3213884.493575 + Penalty 3779.959846 = -3210104.533730 nChanged 1225 SP:Iteration 13Q (5647.449285 sec): 3 clusters Score: Raw -3214773.804383 + Penalty 3779.959846 = -3210993.844538 nChanged 1084 SP:Iteration 14Q (5647.624526 sec): 3 clusters Score: Raw -3215474.137700 + Penalty 3779.959846 = -3211694.177854 nChanged 968 SP:Iteration 15Q (5647.794355 sec): 3 clusters Score: Raw -3216285.097769 + Penalty 3779.959846 = -3212505.137924 nChanged 1049 SP:Iteration 16Q (5647.964398 sec): 3 clusters Score: Raw -3217737.056293 + Penalty 3779.959846 = -3213957.096447 nChanged 1094 SP:Iteration 17Q (5648.117029 sec): 3 clusters Score: Raw -3219498.171516 + Penalty 3779.959846 = -3215718.211670 nChanged 938 SP:Iteration 18Q (5648.277672 sec): 3 clusters Score: Raw -3220185.779449 + Penalty 3779.959846 = -3216405.819603 nChanged 647 SP:Iteration 19Q (5648.432658 sec): 3 clusters Score: Raw -3220452.375036 + Penalty 3779.959846 = -3216672.415190 nChanged 488 SP:Iteration 20F (5648.599741 sec): 3 clusters Score: Raw -3220630.708754 + Penalty 3779.959846 = -3216850.748908 nChanged 445 SP:Iteration 21Q (5648.757796 sec): 3 clusters Score: Raw -3220795.936348 + Penalty 3779.959846 = -3217015.976503 nChanged 453 SP:Iteration 22Q (5648.915940 sec): 3 clusters Score: Raw -3220973.746335 + Penalty 3779.959846 = -3217193.786489 nChanged 458 SP:Iteration 23Q (5649.081347 sec): 3 clusters Score: Raw -3221165.890509 + Penalty 3779.959846 = -3217385.930664 nChanged 477 SP:Iteration 24Q (5649.253763 sec): 3 clusters Score: Raw -3221394.069207 + Penalty 3779.959846 = -3217614.109361 nChanged 529 SP:Iteration 25Q (5649.437742 sec): 3 clusters Score: Raw -3221706.707982 + Penalty 3779.959846 = -3217926.748137 nChanged 552 SP:Iteration 26Q (5649.594225 sec): 3 clusters Score: Raw -3222075.352146 + Penalty 3779.959846 = -3218295.392300 nChanged 545 SP:Iteration 27Q (5649.740456 sec): 3 clusters Score: Raw -3222478.658059 + Penalty 3779.959846 = -3218698.698214 nChanged 471 SP:Iteration 28Q (5649.906507 sec): 3 clusters Score: Raw -3222803.199119 + Penalty 3779.959846 = -3219023.239273 nChanged 352 SP:Iteration 29Q (5650.055547 sec): 3 clusters Score: Raw -3222977.998831 + Penalty 3779.959846 = -3219198.038986 nChanged 258 SP:Iteration 30Q (5650.233179 sec): 3 clusters Score: Raw -3223072.459540 + Penalty 3779.959846 = -3219292.499694 nChanged 196 SP:Iteration 31Q (5650.398256 sec): 3 clusters Score: Raw -3223127.407041 + Penalty 3779.959846 = -3219347.447195 nChanged 158 SP:Iteration 32Q (5650.557735 sec): 3 clusters Score: Raw -3223160.987194 + Penalty 3779.959846 = -3219381.027348 nChanged 109 SP:Iteration 33Q (5650.725699 sec): 3 clusters Score: Raw -3223176.253722 + Penalty 3779.959846 = -3219396.293876 nChanged 70 SP:Iteration 34Q (5650.883124 sec): 3 clusters Score: Raw -3223183.195497 + Penalty 3779.959846 = -3219403.235651 nChanged 37 SP:Iteration 35Q (5651.038706 sec): 3 clusters Score: Raw -3223185.798913 + Penalty 3779.959846 = -3219405.839068 nChanged 23 SP:Iteration 36Q (5651.192909 sec): 3 clusters Score: Raw -3223187.108610 + Penalty 3779.959846 = -3219407.148765 nChanged 12 SP:Iteration 37Q (5651.347932 sec): 3 clusters Score: Raw -3223187.547629 + Penalty 3779.959846 = -3219407.587783 nChanged 6 SP:Iteration 38Q (5651.497254 sec): 3 clusters Score: Raw -3223187.742375 + Penalty 3779.959846 = -3219407.782529 nChanged 0 SP:Iteration 39F (5651.666923 sec): 3 clusters Score: Raw -3223187.742375 + Penalty 3779.959846 = -3219407.782529 nChanged 0 Score: Raw -11899695.477916 + Penalty 49328.040567 = -11850367.437349 Splitting cluster 12 changes total score from -11815562.375744 to -11850367.437349 So it's getting split into cluster 23. Iteration 99Q (5659.962581 sec): 24 clusters Score: Raw -11911201.376568 + Penalty 49328.040567 = -11861873.336001 nChanged 12259 Iteration 100F (5664.393687 sec): 24 clusters Score: Raw -11920656.765042 + Penalty 49328.040567 = -11871328.724475 nChanged 8095 Iteration 101Q (5667.679020 sec): 24 clusters Score: Raw -11924479.126841 + Penalty 49328.040567 = -11875151.086274 nChanged 4460 Iteration 102Q (5671.049376 sec): 24 clusters Score: Raw -11926272.028528 + Penalty 49328.040567 = -11876943.987961 nChanged 3130 Iteration 103Q (5674.378518 sec): 24 clusters Score: Raw -11927289.982813 + Penalty 49328.040567 = -11877961.942246 nChanged 2375 Iteration 104Q (5677.620960 sec): 24 clusters Score: Raw -11927927.627806 + Penalty 49328.040567 = -11878599.587240 nChanged 1802 Iteration 105Q (5680.911766 sec): 24 clusters Score: Raw -11928344.491744 + Penalty 49328.040567 = -11879016.451178 nChanged 1391 Iteration 106Q (5684.301295 sec): 24 clusters Score: Raw -11928625.160461 + Penalty 49328.040567 = -11879297.119895 nChanged 1177 Iteration 107Q (5687.623857 sec): 24 clusters Score: Raw -11928845.859249 + Penalty 49328.040567 = -11879517.818682 nChanged 1010 Iteration 108Q (5690.880602 sec): 24 clusters Score: Raw -11929040.351138 + Penalty 49328.040567 = -11879712.310571 nChanged 920 Iteration 109Q (5694.031091 sec): 24 clusters Score: Raw -11929209.861424 + Penalty 49328.040567 = -11879881.820857 nChanged 821 Iteration 110Q (5697.343537 sec): 24 clusters Score: Raw -11929348.884223 + Penalty 49328.040567 = -11880020.843656 nChanged 719 Iteration 111Q (5700.600090 sec): 24 clusters Score: Raw -11929459.402501 + Penalty 49328.040567 = -11880131.361934 nChanged 601 Iteration 112Q (5703.645416 sec): 24 clusters Score: Raw -11929551.620342 + Penalty 49328.040567 = -11880223.579775 nChanged 557 Iteration 113Q (5706.924504 sec): 24 clusters Score: Raw -11929641.098670 + Penalty 49328.040567 = -11880313.058104 nChanged 502 Iteration 114Q (5710.278284 sec): 24 clusters Score: Raw -11929718.117269 + Penalty 49328.040567 = -11880390.076702 nChanged 478 Iteration 115Q (5713.590761 sec): 24 clusters Score: Raw -11929793.565977 + Penalty 49328.040567 = -11880465.525410 nChanged 495 Iteration 116Q (5716.794488 sec): 24 clusters Score: Raw -11929876.718292 + Penalty 49328.040567 = -11880548.677725 nChanged 457 Iteration 117Q (5720.298928 sec): 24 clusters Score: Raw -11929946.185857 + Penalty 49328.040567 = -11880618.145290 nChanged 416 Iteration 118Q (5723.795914 sec): 24 clusters Score: Raw -11930016.922379 + Penalty 49328.040567 = -11880688.881813 nChanged 414 Iteration 119Q (5727.174121 sec): 24 clusters Score: Raw -11930086.434215 + Penalty 49328.040567 = -11880758.393648 nChanged 409 Iteration 120F (5732.389373 sec): 24 clusters Score: Raw -11930175.677046 + Penalty 49328.040567 = -11880847.636479 nChanged 431 Iteration 121Q (5735.800015 sec): 24 clusters Score: Raw -11930266.329507 + Penalty 49328.040567 = -11880938.288941 nChanged 438 Iteration 122Q (5739.332604 sec): 24 clusters Score: Raw -11930358.617181 + Penalty 49328.040567 = -11881030.576614 nChanged 459 Iteration 123Q (5742.957949 sec): 24 clusters Score: Raw -11930445.191463 + Penalty 49328.040567 = -11881117.150896 nChanged 451 Iteration 124Q (5746.501381 sec): 24 clusters Score: Raw -11930526.933593 + Penalty 49328.040567 = -11881198.893026 nChanged 411 Iteration 125Q (5749.937427 sec): 24 clusters Score: Raw -11930606.478543 + Penalty 49328.040567 = -11881278.437977 nChanged 380 Iteration 126Q (5753.493986 sec): 24 clusters Score: Raw -11930680.243062 + Penalty 49328.040567 = -11881352.202495 nChanged 363 Iteration 127Q (5756.894940 sec): 24 clusters Score: Raw -11930762.676325 + Penalty 49328.040567 = -11881434.635758 nChanged 346 Iteration 128Q (5760.345296 sec): 24 clusters Score: Raw -11930850.408866 + Penalty 49328.040567 = -11881522.368299 nChanged 355 Iteration 129Q (5764.072036 sec): 24 clusters Score: Raw -11930933.981493 + Penalty 49328.040567 = -11881605.940926 nChanged 357 Iteration 130Q (5767.829489 sec): 24 clusters Score: Raw -11930993.718682 + Penalty 49328.040567 = -11881665.678115 nChanged 322 Iteration 131Q (5771.632894 sec): 24 clusters Score: Raw -11931047.879882 + Penalty 49328.040567 = -11881719.839315 nChanged 317 Iteration 132Q (5775.387697 sec): 24 clusters Score: Raw -11931093.043255 + Penalty 49328.040567 = -11881765.002688 nChanged 289 Iteration 133Q (5779.460506 sec): 24 clusters Score: Raw -11931132.377367 + Penalty 49328.040567 = -11881804.336800 nChanged 264 Iteration 134Q (5783.192339 sec): 24 clusters Score: Raw -11931168.391658 + Penalty 49328.040567 = -11881840.351091 nChanged 238 Iteration 135Q (5786.856921 sec): 24 clusters Score: Raw -11931197.707473 + Penalty 49328.040567 = -11881869.666906 nChanged 244 Iteration 136Q (5790.955327 sec): 24 clusters Score: Raw -11931228.203102 + Penalty 49328.040567 = -11881900.162535 nChanged 242 Iteration 137Q (5795.065187 sec): 24 clusters Score: Raw -11931258.735994 + Penalty 49328.040567 = -11881930.695427 nChanged 241 Iteration 138Q (5798.127702 sec): 24 clusters Score: Raw -11931288.269039 + Penalty 49328.040567 = -11881960.228472 nChanged 245 Writing temp clu file Because OldScore, -11881930.695427, is greater than current (better) Score,-11881960.228472 Compute initial score before splitting: Score: Raw -11931288.269039 + Penalty 49328.040567 = -11881960.228472 Trying to split cluster 1 (6443 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5798.377190 sec): 2 clusters Score: Raw -398108.033662 + Penalty 1539.266546 = -396568.767116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5798.480604 sec): 3 clusters Score: Raw -394695.793962 + Penalty 3078.533092 = -391617.260871 nChanged 2682 SP:Iteration 1F (5798.571138 sec): 3 clusters Score: Raw -396463.829301 + Penalty 3078.533092 = -393385.296209 nChanged 605 SP:Iteration 2F (5798.649241 sec): 3 clusters Score: Raw -396967.919466 + Penalty 3078.533092 = -393889.386374 nChanged 500 SP:Iteration 3F (5798.757373 sec): 3 clusters Score: Raw -397418.360433 + Penalty 3078.533092 = -394339.827341 nChanged 446 SP:Iteration 4F (5798.839490 sec): 3 clusters Score: Raw -397913.762723 + Penalty 3078.533092 = -394835.229632 nChanged 476 SP:Iteration 5F (5798.922086 sec): 3 clusters Score: Raw -398422.476617 + Penalty 3078.533092 = -395343.943525 nChanged 388 SP:Iteration 6F (5799.038400 sec): 3 clusters Score: Raw -398797.158488 + Penalty 3078.533092 = -395718.625396 nChanged 324 SP:Iteration 7F (5799.129252 sec): 3 clusters Score: Raw -399126.826730 + Penalty 3078.533092 = -396048.293639 nChanged 308 SP:Iteration 8Q (5799.223311 sec): 3 clusters Score: Raw -399424.647408 + Penalty 3078.533092 = -396346.114317 nChanged 217 SP:Iteration 9Q (5799.296644 sec): 3 clusters Score: Raw -399598.267144 + Penalty 3078.533092 = -396519.734052 nChanged 154 SP:Iteration 10Q (5799.399003 sec): 3 clusters Score: Raw -399693.923820 + Penalty 3078.533092 = -396615.390729 nChanged 109 SP:Iteration 11Q (5799.506855 sec): 3 clusters Score: Raw -399743.185535 + Penalty 3078.533092 = -396664.652443 nChanged 72 SP:Iteration 12Q (5799.592970 sec): 3 clusters Score: Raw -399771.950533 + Penalty 3078.533092 = -396693.417442 nChanged 54 SP:Iteration 13Q (5799.672465 sec): 3 clusters Score: Raw -399798.859356 + Penalty 3078.533092 = -396720.326265 nChanged 54 SP:Iteration 14Q (5799.788909 sec): 3 clusters Score: Raw -399827.394954 + Penalty 3078.533092 = -396748.861862 nChanged 54 SP:Iteration 15Q (5799.883442 sec): 3 clusters Score: Raw -399852.987245 + Penalty 3078.533092 = -396774.454153 nChanged 53 SP:Iteration 16Q (5799.978531 sec): 3 clusters Score: Raw -399880.550208 + Penalty 3078.533092 = -396802.017116 nChanged 54 SP:Iteration 17Q (5800.071934 sec): 3 clusters Score: Raw -399903.436772 + Penalty 3078.533092 = -396824.903680 nChanged 40 SP:Iteration 18Q (5800.171323 sec): 3 clusters Score: Raw -399916.334698 + Penalty 3078.533092 = -396837.801606 nChanged 30 SP:Iteration 19Q (5800.236284 sec): 3 clusters Score: Raw -399927.617953 + Penalty 3078.533092 = -396849.084862 nChanged 38 SP:Iteration 20F (5800.349271 sec): 3 clusters Score: Raw -399940.915359 + Penalty 3078.533092 = -396862.382267 nChanged 24 SP:Iteration 21Q (5800.448955 sec): 3 clusters Score: Raw -399946.763198 + Penalty 3078.533092 = -396868.230106 nChanged 17 SP:Iteration 22Q (5800.543076 sec): 3 clusters Score: Raw -399952.046019 + Penalty 3078.533092 = -396873.512927 nChanged 15 SP:Iteration 23Q (5800.615899 sec): 3 clusters Score: Raw -399955.233066 + Penalty 3078.533092 = -396876.699975 nChanged 13 SP:Iteration 24Q (5800.709269 sec): 3 clusters Score: Raw -399957.967384 + Penalty 3078.533092 = -396879.434292 nChanged 10 SP:Iteration 25Q (5800.799052 sec): 3 clusters Score: Raw -399959.496806 + Penalty 3078.533092 = -396880.963715 nChanged 8 SP:Iteration 26Q (5800.905120 sec): 3 clusters Score: Raw -399961.748268 + Penalty 3078.533092 = -396883.215177 nChanged 9 SP:Iteration 27Q (5800.998988 sec): 3 clusters Score: Raw -399963.736991 + Penalty 3078.533092 = -396885.203899 nChanged 9 SP:Iteration 28Q (5801.071684 sec): 3 clusters Score: Raw -399965.962684 + Penalty 3078.533092 = -396887.429592 nChanged 9 SP:Iteration 29Q (5801.184738 sec): 3 clusters Score: Raw -399968.069978 + Penalty 3078.533092 = -396889.536887 nChanged 5 SP:Iteration 30Q (5801.267129 sec): 3 clusters Score: Raw -399969.301035 + Penalty 3078.533092 = -396890.767943 nChanged 3 SP:Iteration 31Q (5801.347068 sec): 3 clusters Score: Raw -399969.976132 + Penalty 3078.533092 = -396891.443040 nChanged 4 SP:Iteration 32Q (5801.439733 sec): 3 clusters Score: Raw -399970.548975 + Penalty 3078.533092 = -396892.015883 nChanged 1 SP:Iteration 33Q (5801.536188 sec): 3 clusters Score: Raw -399970.620050 + Penalty 3078.533092 = -396892.086958 nChanged 0 SP:Iteration 34F (5801.624292 sec): 3 clusters Score: Raw -399970.620050 + Penalty 3078.533092 = -396892.086958 nChanged 0 Score: Raw -11933172.283081 + Penalty 51472.737983 = -11881699.545098 Splitting cluster 1 changes total score from -11881960.228472 to -11881699.545098 So it's not getting split. Trying to split cluster 2 (1864 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5806.137185 sec): 2 clusters Score: Raw -91177.237104 + Penalty 1321.599239 = -89855.637865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5806.242983 sec): 3 clusters Score: Raw -90451.551753 + Penalty 2643.198478 = -87808.353275 nChanged 653 SP:Iteration 1F (5806.331391 sec): 3 clusters Score: Raw -91218.251934 + Penalty 2643.198478 = -88575.053455 nChanged 235 SP:Iteration 2F (5806.397210 sec): 3 clusters Score: Raw -91728.308268 + Penalty 2643.198478 = -89085.109790 nChanged 159 SP:Iteration 3F (5806.484536 sec): 3 clusters Score: Raw -92123.503813 + Penalty 2643.198478 = -89480.305335 nChanged 124 SP:Iteration 4F (5806.588624 sec): 3 clusters Score: Raw -92366.070503 + Penalty 2643.198478 = -89722.872024 nChanged 94 SP:Iteration 5F (5806.672811 sec): 3 clusters Score: Raw -92514.117642 + Penalty 2643.198478 = -89870.919164 nChanged 66 SP:Iteration 6Q (5806.758929 sec): 3 clusters Score: Raw -92596.249860 + Penalty 2643.198478 = -89953.051382 nChanged 41 SP:Iteration 7Q (5806.850049 sec): 3 clusters Score: Raw -92646.366304 + Penalty 2643.198478 = -90003.167825 nChanged 26 SP:Iteration 8Q (5806.934142 sec): 3 clusters Score: Raw -92676.245580 + Penalty 2643.198478 = -90033.047102 nChanged 16 SP:Iteration 9Q (5807.013765 sec): 3 clusters Score: Raw -92691.898473 + Penalty 2643.198478 = -90048.699995 nChanged 12 SP:Iteration 10Q (5807.087905 sec): 3 clusters Score: Raw -92706.892909 + Penalty 2643.198478 = -90063.694431 nChanged 14 SP:Iteration 11Q (5807.185537 sec): 3 clusters Score: Raw -92718.081189 + Penalty 2643.198478 = -90074.882711 nChanged 12 SP:Iteration 12Q (5807.265805 sec): 3 clusters Score: Raw -92728.387223 + Penalty 2643.198478 = -90085.188744 nChanged 9 SP:Iteration 13Q (5807.349187 sec): 3 clusters Score: Raw -92734.773652 + Penalty 2643.198478 = -90091.575174 nChanged 8 SP:Iteration 14Q (5807.437189 sec): 3 clusters Score: Raw -92739.457104 + Penalty 2643.198478 = -90096.258626 nChanged 1 SP:Iteration 15Q (5807.519523 sec): 3 clusters Score: Raw -92739.890201 + Penalty 2643.198478 = -90096.691723 nChanged 4 SP:Iteration 16Q (5807.594677 sec): 3 clusters Score: Raw -92741.812594 + Penalty 2643.198478 = -90098.614115 nChanged 3 SP:Iteration 17Q (5807.680598 sec): 3 clusters Score: Raw -92743.220773 + Penalty 2643.198478 = -90100.022294 nChanged 1 SP:Iteration 18Q (5807.749941 sec): 3 clusters Score: Raw -92743.863014 + Penalty 2643.198478 = -90100.664536 nChanged 1 SP:Iteration 19Q (5807.834210 sec): 3 clusters Score: Raw -92745.893822 + Penalty 2643.198478 = -90102.695344 nChanged 4 SP:Iteration 20F (5807.920462 sec): 3 clusters Score: Raw -92748.852075 + Penalty 2643.198478 = -90105.653597 nChanged 4 SP:Iteration 21Q (5808.004076 sec): 3 clusters Score: Raw -92751.135782 + Penalty 2643.198478 = -90107.937304 nChanged 3 SP:Iteration 22Q (5808.098530 sec): 3 clusters Score: Raw -92752.285735 + Penalty 2643.198478 = -90109.087256 nChanged 0 SP:Iteration 23F (5808.168862 sec): 3 clusters Score: Raw -92752.285735 + Penalty 2643.198478 = -90109.087256 nChanged 0 Score: Raw -11932884.745323 + Penalty 51472.737983 = -11881412.007341 Splitting cluster 2 changes total score from -11881960.228472 to -11881412.007341 So it's not getting split. Trying to split cluster 3 (5301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5812.807999 sec): 2 clusters Score: Raw -350477.748278 + Penalty 1505.026709 = -348972.721569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5812.909861 sec): 3 clusters Score: Raw -347758.524611 + Penalty 3010.053417 = -344748.471193 nChanged 2130 SP:Iteration 1F (5812.994080 sec): 3 clusters Score: Raw -348904.522470 + Penalty 3010.053417 = -345894.469052 nChanged 441 SP:Iteration 2F (5813.061827 sec): 3 clusters Score: Raw -349229.343939 + Penalty 3010.053417 = -346219.290522 nChanged 360 SP:Iteration 3F (5813.166030 sec): 3 clusters Score: Raw -349553.272248 + Penalty 3010.053417 = -346543.218831 nChanged 314 SP:Iteration 4F (5813.250415 sec): 3 clusters Score: Raw -349785.033906 + Penalty 3010.053417 = -346774.980488 nChanged 269 SP:Iteration 5F (5813.338276 sec): 3 clusters Score: Raw -349981.171691 + Penalty 3010.053417 = -346971.118274 nChanged 240 SP:Iteration 6Q (5813.408200 sec): 3 clusters Score: Raw -350128.302119 + Penalty 3010.053417 = -347118.248702 nChanged 213 SP:Iteration 7Q (5813.506567 sec): 3 clusters Score: Raw -350279.676322 + Penalty 3010.053417 = -347269.622905 nChanged 222 SP:Iteration 8Q (5813.602355 sec): 3 clusters Score: Raw -350451.509857 + Penalty 3010.053417 = -347441.456440 nChanged 218 SP:Iteration 9Q (5813.675787 sec): 3 clusters Score: Raw -350609.696948 + Penalty 3010.053417 = -347599.643531 nChanged 190 SP:Iteration 10Q (5813.776907 sec): 3 clusters Score: Raw -350743.099397 + Penalty 3010.053417 = -347733.045980 nChanged 154 SP:Iteration 11Q (5813.852785 sec): 3 clusters Score: Raw -350842.978281 + Penalty 3010.053417 = -347832.924864 nChanged 145 SP:Iteration 12Q (5813.959572 sec): 3 clusters Score: Raw -350937.771666 + Penalty 3010.053417 = -347927.718249 nChanged 118 SP:Iteration 13Q (5814.052362 sec): 3 clusters Score: Raw -350997.627349 + Penalty 3010.053417 = -347987.573932 nChanged 78 SP:Iteration 14Q (5814.143725 sec): 3 clusters Score: Raw -351032.842125 + Penalty 3010.053417 = -348022.788708 nChanged 60 SP:Iteration 15Q (5814.235156 sec): 3 clusters Score: Raw -351056.740193 + Penalty 3010.053417 = -348046.686776 nChanged 42 SP:Iteration 16Q (5814.324367 sec): 3 clusters Score: Raw -351073.250291 + Penalty 3010.053417 = -348063.196874 nChanged 38 SP:Iteration 17Q (5814.423266 sec): 3 clusters Score: Raw -351087.188860 + Penalty 3010.053417 = -348077.135443 nChanged 33 SP:Iteration 18Q (5814.495605 sec): 3 clusters Score: Raw -351098.914328 + Penalty 3010.053417 = -348088.860911 nChanged 28 SP:Iteration 19Q (5814.587455 sec): 3 clusters Score: Raw -351109.221339 + Penalty 3010.053417 = -348099.167922 nChanged 14 SP:Iteration 20F (5814.679195 sec): 3 clusters Score: Raw -351113.258790 + Penalty 3010.053417 = -348103.205373 nChanged 13 SP:Iteration 21Q (5814.772191 sec): 3 clusters Score: Raw -351117.046903 + Penalty 3010.053417 = -348106.993485 nChanged 8 SP:Iteration 22Q (5814.866336 sec): 3 clusters Score: Raw -351119.713283 + Penalty 3010.053417 = -348109.659866 nChanged 9 SP:Iteration 23Q (5814.960824 sec): 3 clusters Score: Raw -351121.961662 + Penalty 3010.053417 = -348111.908245 nChanged 3 SP:Iteration 24Q (5815.054130 sec): 3 clusters Score: Raw -351122.513022 + Penalty 3010.053417 = -348112.459605 nChanged 3 SP:Iteration 25Q (5815.157205 sec): 3 clusters Score: Raw -351123.090864 + Penalty 3010.053417 = -348113.037446 nChanged 2 SP:Iteration 26Q (5815.258531 sec): 3 clusters Score: Raw -351123.730420 + Penalty 3010.053417 = -348113.677003 nChanged 2 SP:Iteration 27Q (5815.356255 sec): 3 clusters Score: Raw -351123.943821 + Penalty 3010.053417 = -348113.890404 nChanged 2 SP:Iteration 28Q (5815.378784 sec): 3 clusters Score: Raw -351124.292409 + Penalty 3010.053417 = -348114.238992 nChanged 4 SP:Iteration 29Q (5815.489869 sec): 3 clusters Score: Raw -351125.036230 + Penalty 3010.053417 = -348114.982813 nChanged 3 SP:Iteration 30Q (5815.583109 sec): 3 clusters Score: Raw -351125.444183 + Penalty 3010.053417 = -348115.390766 nChanged 0 SP:Iteration 31F (5815.642888 sec): 3 clusters Score: Raw -351125.444183 + Penalty 3010.053417 = -348115.390766 nChanged 0 Trying to split cluster 4 (12036 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5815.730336 sec): 2 clusters Score: Raw -605253.258083 + Penalty 1648.937880 = -603604.320203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5815.839252 sec): 3 clusters Score: Raw -598425.949927 + Penalty 3297.875761 = -595128.074167 nChanged 5267 SP:Iteration 1F (5815.959469 sec): 3 clusters Score: Raw -601837.615575 + Penalty 3297.875761 = -598539.739815 nChanged 1114 SP:Iteration 2F (5816.098337 sec): 3 clusters Score: Raw -602782.543813 + Penalty 3297.875761 = -599484.668052 nChanged 1053 SP:Iteration 3F (5816.180983 sec): 3 clusters Score: Raw -603579.010691 + Penalty 3297.875761 = -600281.134930 nChanged 798 SP:Iteration 4F (5816.313824 sec): 3 clusters Score: Raw -604113.062309 + Penalty 3297.875761 = -600815.186548 nChanged 652 SP:Iteration 5F (5816.439301 sec): 3 clusters Score: Raw -604487.488730 + Penalty 3297.875761 = -601189.612969 nChanged 511 SP:Iteration 6Q (5816.533684 sec): 3 clusters Score: Raw -604788.356104 + Penalty 3297.875761 = -601490.480343 nChanged 419 SP:Iteration 7Q (5816.644193 sec): 3 clusters Score: Raw -605001.137815 + Penalty 3297.875761 = -601703.262054 nChanged 339 SP:Iteration 8Q (5816.777847 sec): 3 clusters Score: Raw -605159.837328 + Penalty 3297.875761 = -601861.961567 nChanged 250 SP:Iteration 9Q (5816.887838 sec): 3 clusters Score: Raw -605256.120333 + Penalty 3297.875761 = -601958.244573 nChanged 182 SP:Iteration 10Q (5817.013630 sec): 3 clusters Score: Raw -605313.408060 + Penalty 3297.875761 = -602015.532299 nChanged 142 SP:Iteration 11Q (5817.091324 sec): 3 clusters Score: Raw -605355.166438 + Penalty 3297.875761 = -602057.290678 nChanged 132 SP:Iteration 12Q (5817.195042 sec): 3 clusters Score: Raw -605397.590955 + Penalty 3297.875761 = -602099.715194 nChanged 135 SP:Iteration 13Q (5817.295924 sec): 3 clusters Score: Raw -605429.583127 + Penalty 3297.875761 = -602131.707367 nChanged 112 SP:Iteration 14Q (5817.431757 sec): 3 clusters Score: Raw -605452.612111 + Penalty 3297.875761 = -602154.736350 nChanged 72 SP:Iteration 15Q (5817.531545 sec): 3 clusters Score: Raw -605465.480780 + Penalty 3297.875761 = -602167.605019 nChanged 66 SP:Iteration 16Q (5817.648560 sec): 3 clusters Score: Raw -605477.296850 + Penalty 3297.875761 = -602179.421089 nChanged 57 SP:Iteration 17Q (5817.746172 sec): 3 clusters Score: Raw -605485.921989 + Penalty 3297.875761 = -602188.046229 nChanged 51 SP:Iteration 18Q (5817.842411 sec): 3 clusters Score: Raw -605495.655428 + Penalty 3297.875761 = -602197.779667 nChanged 52 SP:Iteration 19Q (5817.948469 sec): 3 clusters Score: Raw -605506.859223 + Penalty 3297.875761 = -602208.983462 nChanged 55 SP:Iteration 20F (5818.074770 sec): 3 clusters Score: Raw -605518.898544 + Penalty 3297.875761 = -602221.022783 nChanged 66 SP:Iteration 21Q (5818.176847 sec): 3 clusters Score: Raw -605535.715461 + Penalty 3297.875761 = -602237.839700 nChanged 73 SP:Iteration 22Q (5818.234179 sec): 3 clusters Score: Raw -605556.347412 + Penalty 3297.875761 = -602258.471651 nChanged 81 SP:Iteration 23Q (5818.290968 sec): 3 clusters Score: Raw -605578.286565 + Penalty 3297.875761 = -602280.410804 nChanged 85 SP:Iteration 24Q (5818.410932 sec): 3 clusters Score: Raw -605602.677445 + Penalty 3297.875761 = -602304.801684 nChanged 82 SP:Iteration 25Q (5818.530842 sec): 3 clusters Score: Raw -605621.396199 + Penalty 3297.875761 = -602323.520438 nChanged 70 SP:Iteration 26Q (5818.630161 sec): 3 clusters Score: Raw -605637.124053 + Penalty 3297.875761 = -602339.248292 nChanged 70 SP:Iteration 27Q (5818.743733 sec): 3 clusters Score: Raw -605649.823047 + Penalty 3297.875761 = -602351.947286 nChanged 58 SP:Iteration 28Q (5818.854351 sec): 3 clusters Score: Raw -605660.830808 + Penalty 3297.875761 = -602362.955048 nChanged 61 SP:Iteration 29Q (5818.988272 sec): 3 clusters Score: Raw -605671.667470 + Penalty 3297.875761 = -602373.791709 nChanged 50 SP:Iteration 30Q (5819.131334 sec): 3 clusters Score: Raw -605680.206629 + Penalty 3297.875761 = -602382.330868 nChanged 46 SP:Iteration 31Q (5819.252132 sec): 3 clusters Score: Raw -605690.683103 + Penalty 3297.875761 = -602392.807342 nChanged 57 SP:Iteration 32Q (5819.376098 sec): 3 clusters Score: Raw -605702.049738 + Penalty 3297.875761 = -602404.173978 nChanged 57 SP:Iteration 33Q (5819.519321 sec): 3 clusters Score: Raw -605714.209129 + Penalty 3297.875761 = -602416.333369 nChanged 63 SP:Iteration 34Q (5819.637084 sec): 3 clusters Score: Raw -605726.944994 + Penalty 3297.875761 = -602429.069234 nChanged 75 SP:Iteration 35Q (5819.738409 sec): 3 clusters Score: Raw -605742.845178 + Penalty 3297.875761 = -602444.969418 nChanged 65 SP:Iteration 36Q (5819.860217 sec): 3 clusters Score: Raw -605758.981706 + Penalty 3297.875761 = -602461.105946 nChanged 61 SP:Iteration 37Q (5819.974085 sec): 3 clusters Score: Raw -605772.672760 + Penalty 3297.875761 = -602474.797000 nChanged 61 SP:Iteration 38Q (5820.093045 sec): 3 clusters Score: Raw -605785.460987 + Penalty 3297.875761 = -602487.585227 nChanged 57 SP:Iteration 39Q (5820.227942 sec): 3 clusters Score: Raw -605798.675462 + Penalty 3297.875761 = -602500.799701 nChanged 66 SP:Iteration 40F (5820.367432 sec): 3 clusters Score: Raw -605813.917191 + Penalty 3297.875761 = -602516.041430 nChanged 72 SP:Iteration 41Q (5820.480725 sec): 3 clusters Score: Raw -605830.689661 + Penalty 3297.875761 = -602532.813900 nChanged 75 SP:Iteration 42Q (5820.571400 sec): 3 clusters Score: Raw -605852.092221 + Penalty 3297.875761 = -602554.216460 nChanged 79 SP:Iteration 43Q (5820.663732 sec): 3 clusters Score: Raw -605875.355834 + Penalty 3297.875761 = -602577.480073 nChanged 93 SP:Iteration 44Q (5820.786038 sec): 3 clusters Score: Raw -605904.554562 + Penalty 3297.875761 = -602606.678801 nChanged 121 SP:Iteration 45Q (5820.931198 sec): 3 clusters Score: Raw -605944.344114 + Penalty 3297.875761 = -602646.468354 nChanged 134 SP:Iteration 46Q (5821.032103 sec): 3 clusters Score: Raw -606000.557969 + Penalty 3297.875761 = -602702.682209 nChanged 136 SP:Iteration 47Q (5821.169719 sec): 3 clusters Score: Raw -606053.658620 + Penalty 3297.875761 = -602755.782859 nChanged 143 SP:Iteration 48Q (5821.296072 sec): 3 clusters Score: Raw -606121.004437 + Penalty 3297.875761 = -602823.128676 nChanged 162 SP:Iteration 49Q (5821.422496 sec): 3 clusters Score: Raw -606190.733466 + Penalty 3297.875761 = -602892.857705 nChanged 191 SP:Iteration 50Q (5821.565584 sec): 3 clusters Score: Raw -606278.424834 + Penalty 3297.875761 = -602980.549073 nChanged 192 SP:Iteration 51Q (5821.689061 sec): 3 clusters Score: Raw -606367.214778 + Penalty 3297.875761 = -603069.339017 nChanged 184 SP:Iteration 52Q (5821.804872 sec): 3 clusters Score: Raw -606460.780052 + Penalty 3297.875761 = -603162.904291 nChanged 190 SP:Iteration 53Q (5821.930121 sec): 3 clusters Score: Raw -606553.937952 + Penalty 3297.875761 = -603256.062191 nChanged 176 SP:Iteration 54Q (5822.053365 sec): 3 clusters Score: Raw -606639.859378 + Penalty 3297.875761 = -603341.983617 nChanged 166 SP:Iteration 55Q (5822.198985 sec): 3 clusters Score: Raw -606713.047976 + Penalty 3297.875761 = -603415.172215 nChanged 149 SP:Iteration 56Q (5822.310902 sec): 3 clusters Score: Raw -606768.633869 + Penalty 3297.875761 = -603470.758109 nChanged 142 SP:Iteration 57Q (5822.430994 sec): 3 clusters Score: Raw -606815.137282 + Penalty 3297.875761 = -603517.261521 nChanged 121 SP:Iteration 58Q (5822.568971 sec): 3 clusters Score: Raw -606861.167152 + Penalty 3297.875761 = -603563.291391 nChanged 117 SP:Iteration 59Q (5822.708870 sec): 3 clusters Score: Raw -606895.113611 + Penalty 3297.875761 = -603597.237850 nChanged 103 SP:Iteration 60F (5822.837717 sec): 3 clusters Score: Raw -606957.763946 + Penalty 3297.875761 = -603659.888185 nChanged 101 SP:Iteration 61Q (5822.971423 sec): 3 clusters Score: Raw -606993.628631 + Penalty 3297.875761 = -603695.752870 nChanged 85 SP:Iteration 62Q (5823.095887 sec): 3 clusters Score: Raw -607016.493306 + Penalty 3297.875761 = -603718.617546 nChanged 84 SP:Iteration 63Q (5823.215700 sec): 3 clusters Score: Raw -607039.985060 + Penalty 3297.875761 = -603742.109299 nChanged 75 SP:Iteration 64Q (5823.345521 sec): 3 clusters Score: Raw -607061.279999 + Penalty 3297.875761 = -603763.404239 nChanged 88 SP:Iteration 65Q (5823.482248 sec): 3 clusters Score: Raw -607088.613824 + Penalty 3297.875761 = -603790.738064 nChanged 101 SP:Iteration 66Q (5823.610761 sec): 3 clusters Score: Raw -607123.644594 + Penalty 3297.875761 = -603825.768833 nChanged 96 SP:Iteration 67Q (5823.741008 sec): 3 clusters Score: Raw -607156.439292 + Penalty 3297.875761 = -603858.563531 nChanged 103 SP:Iteration 68Q (5823.872895 sec): 3 clusters Score: Raw -607194.763454 + Penalty 3297.875761 = -603896.887693 nChanged 97 SP:Iteration 69Q (5824.040684 sec): 3 clusters Score: Raw -607224.465057 + Penalty 3297.875761 = -603926.589296 nChanged 88 SP:Iteration 70Q (5824.161359 sec): 3 clusters Score: Raw -607252.974543 + Penalty 3297.875761 = -603955.098783 nChanged 73 SP:Iteration 71Q (5824.293832 sec): 3 clusters Score: Raw -607271.876178 + Penalty 3297.875761 = -603974.000418 nChanged 66 SP:Iteration 72Q (5824.424727 sec): 3 clusters Score: Raw -607288.475361 + Penalty 3297.875761 = -603990.599601 nChanged 67 SP:Iteration 73Q (5824.560022 sec): 3 clusters Score: Raw -607304.933045 + Penalty 3297.875761 = -604007.057284 nChanged 63 SP:Iteration 74Q (5824.677811 sec): 3 clusters Score: Raw -607320.410627 + Penalty 3297.875761 = -604022.534866 nChanged 63 SP:Iteration 75Q (5824.808557 sec): 3 clusters Score: Raw -607338.517448 + Penalty 3297.875761 = -604040.641688 nChanged 65 SP:Iteration 76Q (5824.947480 sec): 3 clusters Score: Raw -607355.385300 + Penalty 3297.875761 = -604057.509539 nChanged 70 SP:Iteration 77Q (5825.069273 sec): 3 clusters Score: Raw -607376.157241 + Penalty 3297.875761 = -604078.281481 nChanged 68 SP:Iteration 78Q (5825.212827 sec): 3 clusters Score: Raw -607399.062285 + Penalty 3297.875761 = -604101.186524 nChanged 68 SP:Iteration 79Q (5825.332226 sec): 3 clusters Score: Raw -607414.168402 + Penalty 3297.875761 = -604116.292642 nChanged 58 SP:Iteration 80F (5825.459861 sec): 3 clusters Score: Raw -607447.354305 + Penalty 3297.875761 = -604149.478545 nChanged 81 SP:Iteration 81Q (5825.591074 sec): 3 clusters Score: Raw -607483.717414 + Penalty 3297.875761 = -604185.841653 nChanged 89 SP:Iteration 82Q (5825.721545 sec): 3 clusters Score: Raw -607522.802080 + Penalty 3297.875761 = -604224.926319 nChanged 103 SP:Iteration 83Q (5825.858023 sec): 3 clusters Score: Raw -607565.109614 + Penalty 3297.875761 = -604267.233854 nChanged 94 SP:Iteration 84Q (5825.984519 sec): 3 clusters Score: Raw -607604.420577 + Penalty 3297.875761 = -604306.544817 nChanged 102 SP:Iteration 85Q (5826.115368 sec): 3 clusters Score: Raw -607645.776449 + Penalty 3297.875761 = -604347.900688 nChanged 93 SP:Iteration 86Q (5826.244056 sec): 3 clusters Score: Raw -607672.298372 + Penalty 3297.875761 = -604374.422612 nChanged 79 SP:Iteration 87Q (5826.407454 sec): 3 clusters Score: Raw -607690.250247 + Penalty 3297.875761 = -604392.374486 nChanged 56 SP:Iteration 88Q (5826.510343 sec): 3 clusters Score: Raw -607704.555687 + Penalty 3297.875761 = -604406.679926 nChanged 64 SP:Iteration 89Q (5826.623880 sec): 3 clusters Score: Raw -607721.268145 + Penalty 3297.875761 = -604423.392385 nChanged 58 SP:Iteration 90Q (5826.762281 sec): 3 clusters Score: Raw -607735.517678 + Penalty 3297.875761 = -604437.641918 nChanged 58 SP:Iteration 91Q (5826.895753 sec): 3 clusters Score: Raw -607750.533112 + Penalty 3297.875761 = -604452.657352 nChanged 53 SP:Iteration 92Q (5827.035164 sec): 3 clusters Score: Raw -607760.832459 + Penalty 3297.875761 = -604462.956699 nChanged 39 SP:Iteration 93Q (5827.172055 sec): 3 clusters Score: Raw -607769.958243 + Penalty 3297.875761 = -604472.082483 nChanged 39 SP:Iteration 94Q (5827.303482 sec): 3 clusters Score: Raw -607777.250155 + Penalty 3297.875761 = -604479.374394 nChanged 31 SP:Iteration 95Q (5827.444860 sec): 3 clusters Score: Raw -607781.875682 + Penalty 3297.875761 = -604483.999921 nChanged 20 SP:Iteration 96Q (5827.590133 sec): 3 clusters Score: Raw -607784.968345 + Penalty 3297.875761 = -604487.092584 nChanged 21 SP:Iteration 97Q (5827.701112 sec): 3 clusters Score: Raw -607788.362620 + Penalty 3297.875761 = -604490.486860 nChanged 26 SP:Iteration 98Q (5827.844385 sec): 3 clusters Score: Raw -607793.251633 + Penalty 3297.875761 = -604495.375872 nChanged 37 SP:Iteration 99Q (5827.963172 sec): 3 clusters Score: Raw -607798.549794 + Penalty 3297.875761 = -604500.674033 nChanged 28 SP:Iteration 100F (5828.103715 sec): 3 clusters Score: Raw -607802.525128 + Penalty 3297.875761 = -604504.649367 nChanged 26 SP:Iteration 101Q (5828.240020 sec): 3 clusters Score: Raw -607807.247151 + Penalty 3297.875761 = -604509.371390 nChanged 24 SP:Iteration 102Q (5828.372579 sec): 3 clusters Score: Raw -607811.568443 + Penalty 3297.875761 = -604513.692683 nChanged 18 SP:Iteration 103Q (5828.487246 sec): 3 clusters Score: Raw -607814.068562 + Penalty 3297.875761 = -604516.192801 nChanged 15 SP:Iteration 104Q (5828.600472 sec): 3 clusters Score: Raw -607815.809781 + Penalty 3297.875761 = -604517.934020 nChanged 18 SP:Iteration 105Q (5828.733126 sec): 3 clusters Score: Raw -607818.308002 + Penalty 3297.875761 = -604520.432242 nChanged 24 SP:Iteration 106Q (5828.858601 sec): 3 clusters Score: Raw -607823.155030 + Penalty 3297.875761 = -604525.279269 nChanged 23 SP:Iteration 107Q (5828.990607 sec): 3 clusters Score: Raw -607826.994296 + Penalty 3297.875761 = -604529.118535 nChanged 13 SP:Iteration 108Q (5829.102229 sec): 3 clusters Score: Raw -607828.932536 + Penalty 3297.875761 = -604531.056776 nChanged 16 SP:Iteration 109Q (5829.241456 sec): 3 clusters Score: Raw -607832.283580 + Penalty 3297.875761 = -604534.407819 nChanged 19 SP:Iteration 110Q (5829.355185 sec): 3 clusters Score: Raw -607836.364336 + Penalty 3297.875761 = -604538.488575 nChanged 22 SP:Iteration 111Q (5829.462868 sec): 3 clusters Score: Raw -607838.824669 + Penalty 3297.875761 = -604540.948908 nChanged 12 SP:Iteration 112Q (5829.575065 sec): 3 clusters Score: Raw -607840.317224 + Penalty 3297.875761 = -604542.441463 nChanged 11 SP:Iteration 113Q (5829.725754 sec): 3 clusters Score: Raw -607841.942152 + Penalty 3297.875761 = -604544.066391 nChanged 12 SP:Iteration 114Q (5829.841262 sec): 3 clusters Score: Raw -607843.234612 + Penalty 3297.875761 = -604545.358852 nChanged 6 SP:Iteration 115Q (5829.972223 sec): 3 clusters Score: Raw -607844.442306 + Penalty 3297.875761 = -604546.566545 nChanged 10 SP:Iteration 116Q (5830.103019 sec): 3 clusters Score: Raw -607845.382180 + Penalty 3297.875761 = -604547.506420 nChanged 10 SP:Iteration 117Q (5830.237068 sec): 3 clusters Score: Raw -607846.426821 + Penalty 3297.875761 = -604548.551061 nChanged 13 SP:Iteration 118Q (5830.375970 sec): 3 clusters Score: Raw -607847.757772 + Penalty 3297.875761 = -604549.882012 nChanged 10 SP:Iteration 119Q (5830.507739 sec): 3 clusters Score: Raw -607848.330923 + Penalty 3297.875761 = -604550.455162 nChanged 7 SP:Iteration 120F (5830.643324 sec): 3 clusters Score: Raw -607849.011246 + Penalty 3297.875761 = -604551.135486 nChanged 7 SP:Iteration 121Q (5830.784641 sec): 3 clusters Score: Raw -607849.846626 + Penalty 3297.875761 = -604551.970866 nChanged 11 SP:Iteration 122Q (5830.875144 sec): 3 clusters Score: Raw -607851.125505 + Penalty 3297.875761 = -604553.249744 nChanged 11 SP:Iteration 123Q (5831.023991 sec): 3 clusters Score: Raw -607852.955479 + Penalty 3297.875761 = -604555.079718 nChanged 15 SP:Iteration 124Q (5831.167375 sec): 3 clusters Score: Raw -607854.975724 + Penalty 3297.875761 = -604557.099963 nChanged 18 SP:Iteration 125Q (5831.303677 sec): 3 clusters Score: Raw -607857.556463 + Penalty 3297.875761 = -604559.680703 nChanged 21 SP:Iteration 126Q (5831.427597 sec): 3 clusters Score: Raw -607860.907337 + Penalty 3297.875761 = -604563.031576 nChanged 27 SP:Iteration 127Q (5831.568994 sec): 3 clusters Score: Raw -607865.756698 + Penalty 3297.875761 = -604567.880938 nChanged 36 SP:Iteration 128Q (5831.691437 sec): 3 clusters Score: Raw -607873.729297 + Penalty 3297.875761 = -604575.853537 nChanged 37 SP:Iteration 129Q (5831.805037 sec): 3 clusters Score: Raw -607881.490432 + Penalty 3297.875761 = -604583.614671 nChanged 37 SP:Iteration 130Q (5831.938530 sec): 3 clusters Score: Raw -607889.157911 + Penalty 3297.875761 = -604591.282151 nChanged 42 SP:Iteration 131Q (5832.056298 sec): 3 clusters Score: Raw -607897.478629 + Penalty 3297.875761 = -604599.602868 nChanged 40 SP:Iteration 132Q (5832.197755 sec): 3 clusters Score: Raw -607903.560210 + Penalty 3297.875761 = -604605.684450 nChanged 20 SP:Iteration 133Q (5832.327037 sec): 3 clusters Score: Raw -607906.671722 + Penalty 3297.875761 = -604608.795961 nChanged 21 SP:Iteration 134Q (5832.452626 sec): 3 clusters Score: Raw -607909.104226 + Penalty 3297.875761 = -604611.228465 nChanged 19 SP:Iteration 135Q (5832.594980 sec): 3 clusters Score: Raw -607911.574223 + Penalty 3297.875761 = -604613.698462 nChanged 16 SP:Iteration 136Q (5832.717898 sec): 3 clusters Score: Raw -607913.756092 + Penalty 3297.875761 = -604615.880331 nChanged 20 SP:Iteration 137Q (5832.847884 sec): 3 clusters Score: Raw -607917.341262 + Penalty 3297.875761 = -604619.465501 nChanged 20 SP:Iteration 138Q (5832.987702 sec): 3 clusters Score: Raw -607921.179567 + Penalty 3297.875761 = -604623.303806 nChanged 21 SP:Iteration 139Q (5833.109673 sec): 3 clusters Score: Raw -607924.887008 + Penalty 3297.875761 = -604627.011247 nChanged 21 SP:Iteration 140F (5833.260385 sec): 3 clusters Score: Raw -607928.003878 + Penalty 3297.875761 = -604630.128118 nChanged 15 SP:Iteration 141Q (5833.369497 sec): 3 clusters Score: Raw -607930.650222 + Penalty 3297.875761 = -604632.774462 nChanged 20 SP:Iteration 142Q (5833.503614 sec): 3 clusters Score: Raw -607932.510006 + Penalty 3297.875761 = -604634.634245 nChanged 10 SP:Iteration 143Q (5833.650069 sec): 3 clusters Score: Raw -607933.960018 + Penalty 3297.875761 = -604636.084257 nChanged 6 SP:Iteration 144Q (5833.788862 sec): 3 clusters Score: Raw -607934.857232 + Penalty 3297.875761 = -604636.981471 nChanged 9 SP:Iteration 145Q (5833.915688 sec): 3 clusters Score: Raw -607936.033325 + Penalty 3297.875761 = -604638.157564 nChanged 7 SP:Iteration 146Q (5834.039773 sec): 3 clusters Score: Raw -607937.212123 + Penalty 3297.875761 = -604639.336362 nChanged 7 SP:Iteration 147Q (5834.167621 sec): 3 clusters Score: Raw -607938.333434 + Penalty 3297.875761 = -604640.457674 nChanged 13 SP:Iteration 148Q (5834.299739 sec): 3 clusters Score: Raw -607939.704245 + Penalty 3297.875761 = -604641.828484 nChanged 9 SP:Iteration 149Q (5834.432164 sec): 3 clusters Score: Raw -607940.682999 + Penalty 3297.875761 = -604642.807239 nChanged 5 SP:Iteration 150Q (5834.557618 sec): 3 clusters Score: Raw -607941.041497 + Penalty 3297.875761 = -604643.165737 nChanged 2 SP:Iteration 151Q (5834.675420 sec): 3 clusters Score: Raw -607941.316537 + Penalty 3297.875761 = -604643.440776 nChanged 5 SP:Iteration 152Q (5834.824961 sec): 3 clusters Score: Raw -607941.711567 + Penalty 3297.875761 = -604643.835807 nChanged 4 SP:Iteration 153Q (5834.949190 sec): 3 clusters Score: Raw -607941.993785 + Penalty 3297.875761 = -604644.118024 nChanged 2 SP:Iteration 154Q (5835.095721 sec): 3 clusters Score: Raw -607942.147383 + Penalty 3297.875761 = -604644.271622 nChanged 2 SP:Iteration 155Q (5835.203707 sec): 3 clusters Score: Raw -607942.476101 + Penalty 3297.875761 = -604644.600341 nChanged 6 SP:Iteration 156Q (5835.352925 sec): 3 clusters Score: Raw -607943.214913 + Penalty 3297.875761 = -604645.339152 nChanged 4 SP:Iteration 157Q (5835.465307 sec): 3 clusters Score: Raw -607943.553728 + Penalty 3297.875761 = -604645.677967 nChanged 0 SP:Iteration 158F (5835.598024 sec): 3 clusters Score: Raw -607943.553728 + Penalty 3297.875761 = -604645.677967 nChanged 0 Score: Raw -11933999.992338 + Penalty 51472.737983 = -11882527.254355 Splitting cluster 4 changes total score from -11881960.228472 to -11882527.254355 So it's getting split into cluster 24. Trying to split cluster 5 (9177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5842.009516 sec): 2 clusters Score: Raw -532801.709327 + Penalty 1601.341964 = -531200.367363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5842.149085 sec): 3 clusters Score: Raw -527680.166656 + Penalty 3202.683927 = -524477.482728 nChanged 3917 SP:Iteration 1F (5842.275284 sec): 3 clusters Score: Raw -529773.495001 + Penalty 3202.683927 = -526570.811073 nChanged 648 SP:Iteration 2F (5842.374838 sec): 3 clusters Score: Raw -530168.385720 + Penalty 3202.683927 = -526965.701793 nChanged 614 SP:Iteration 3F (5842.512362 sec): 3 clusters Score: Raw -530575.567598 + Penalty 3202.683927 = -527372.883671 nChanged 583 SP:Iteration 4F (5842.623002 sec): 3 clusters Score: Raw -530968.709571 + Penalty 3202.683927 = -527766.025644 nChanged 534 SP:Iteration 5F (5842.760250 sec): 3 clusters Score: Raw -531376.228285 + Penalty 3202.683927 = -528173.544358 nChanged 546 SP:Iteration 6F (5842.868138 sec): 3 clusters Score: Raw -531806.504055 + Penalty 3202.683927 = -528603.820128 nChanged 483 SP:Iteration 7F (5842.983511 sec): 3 clusters Score: Raw -532167.863178 + Penalty 3202.683927 = -528965.179251 nChanged 402 SP:Iteration 8Q (5843.099294 sec): 3 clusters Score: Raw -532447.711423 + Penalty 3202.683927 = -529245.027496 nChanged 311 SP:Iteration 9Q (5843.219421 sec): 3 clusters Score: Raw -532662.903050 + Penalty 3202.683927 = -529460.219123 nChanged 285 SP:Iteration 10Q (5843.350712 sec): 3 clusters Score: Raw -532851.449617 + Penalty 3202.683927 = -529648.765690 nChanged 252 SP:Iteration 11Q (5843.465938 sec): 3 clusters Score: Raw -533013.369484 + Penalty 3202.683927 = -529810.685557 nChanged 218 SP:Iteration 12Q (5843.582611 sec): 3 clusters Score: Raw -533154.452910 + Penalty 3202.683927 = -529951.768983 nChanged 186 SP:Iteration 13Q (5843.709008 sec): 3 clusters Score: Raw -533269.755314 + Penalty 3202.683927 = -530067.071387 nChanged 183 SP:Iteration 14Q (5843.842506 sec): 3 clusters Score: Raw -533375.444664 + Penalty 3202.683927 = -530172.760737 nChanged 170 SP:Iteration 15Q (5843.975398 sec): 3 clusters Score: Raw -533477.774207 + Penalty 3202.683927 = -530275.090280 nChanged 152 SP:Iteration 16Q (5844.113976 sec): 3 clusters Score: Raw -533555.884985 + Penalty 3202.683927 = -530353.201058 nChanged 116 SP:Iteration 17Q (5844.235231 sec): 3 clusters Score: Raw -533608.446461 + Penalty 3202.683927 = -530405.762534 nChanged 93 SP:Iteration 18Q (5844.354454 sec): 3 clusters Score: Raw -533654.013446 + Penalty 3202.683927 = -530451.329518 nChanged 109 SP:Iteration 19Q (5844.456679 sec): 3 clusters Score: Raw -533699.510913 + Penalty 3202.683927 = -530496.826986 nChanged 79 SP:Iteration 20F (5844.586027 sec): 3 clusters Score: Raw -533734.255542 + Penalty 3202.683927 = -530531.571615 nChanged 65 SP:Iteration 21Q (5844.694147 sec): 3 clusters Score: Raw -533760.556020 + Penalty 3202.683927 = -530557.872093 nChanged 58 SP:Iteration 22Q (5844.817692 sec): 3 clusters Score: Raw -533784.925812 + Penalty 3202.683927 = -530582.241885 nChanged 54 SP:Iteration 23Q (5844.962166 sec): 3 clusters Score: Raw -533807.652253 + Penalty 3202.683927 = -530604.968326 nChanged 45 SP:Iteration 24Q (5845.056302 sec): 3 clusters Score: Raw -533824.341463 + Penalty 3202.683927 = -530621.657536 nChanged 49 SP:Iteration 25Q (5845.170796 sec): 3 clusters Score: Raw -533842.443876 + Penalty 3202.683927 = -530639.759949 nChanged 37 SP:Iteration 26Q (5845.288059 sec): 3 clusters Score: Raw -533854.861787 + Penalty 3202.683927 = -530652.177859 nChanged 35 SP:Iteration 27Q (5845.409108 sec): 3 clusters Score: Raw -533868.360777 + Penalty 3202.683927 = -530665.676850 nChanged 32 SP:Iteration 28Q (5845.562432 sec): 3 clusters Score: Raw -533882.056318 + Penalty 3202.683927 = -530679.372391 nChanged 32 SP:Iteration 29Q (5845.662038 sec): 3 clusters Score: Raw -533891.889275 + Penalty 3202.683927 = -530689.205348 nChanged 22 SP:Iteration 30Q (5845.791525 sec): 3 clusters Score: Raw -533903.573534 + Penalty 3202.683927 = -530700.889607 nChanged 29 SP:Iteration 31Q (5845.944069 sec): 3 clusters Score: Raw -533915.970283 + Penalty 3202.683927 = -530713.286355 nChanged 31 SP:Iteration 32Q (5846.050152 sec): 3 clusters Score: Raw -533929.139057 + Penalty 3202.683927 = -530726.455130 nChanged 28 SP:Iteration 33Q (5846.181567 sec): 3 clusters Score: Raw -533942.484877 + Penalty 3202.683927 = -530739.800950 nChanged 29 SP:Iteration 34Q (5846.328471 sec): 3 clusters Score: Raw -533952.765064 + Penalty 3202.683927 = -530750.081137 nChanged 21 SP:Iteration 35Q (5846.370519 sec): 3 clusters Score: Raw -533958.224072 + Penalty 3202.683927 = -530755.540145 nChanged 6 SP:Iteration 36Q (5846.426379 sec): 3 clusters Score: Raw -533959.707737 + Penalty 3202.683927 = -530757.023810 nChanged 7 SP:Iteration 37Q (5846.546523 sec): 3 clusters Score: Raw -533961.712990 + Penalty 3202.683927 = -530759.029063 nChanged 8 SP:Iteration 38Q (5846.656109 sec): 3 clusters Score: Raw -533964.589157 + Penalty 3202.683927 = -530761.905230 nChanged 10 SP:Iteration 39Q (5846.776385 sec): 3 clusters Score: Raw -533968.657722 + Penalty 3202.683927 = -530765.973795 nChanged 13 SP:Iteration 40F (5846.905181 sec): 3 clusters Score: Raw -533973.219384 + Penalty 3202.683927 = -530770.535457 nChanged 18 SP:Iteration 41Q (5847.040161 sec): 3 clusters Score: Raw -533980.259343 + Penalty 3202.683927 = -530777.575416 nChanged 25 SP:Iteration 42Q (5847.154659 sec): 3 clusters Score: Raw -533995.532119 + Penalty 3202.683927 = -530792.848192 nChanged 31 SP:Iteration 43Q (5847.289698 sec): 3 clusters Score: Raw -534020.058537 + Penalty 3202.683927 = -530817.374610 nChanged 31 SP:Iteration 44Q (5847.388498 sec): 3 clusters Score: Raw -534038.718654 + Penalty 3202.683927 = -530836.034727 nChanged 34 SP:Iteration 45Q (5847.502941 sec): 3 clusters Score: Raw -534060.702126 + Penalty 3202.683927 = -530858.018199 nChanged 40 SP:Iteration 46Q (5847.636545 sec): 3 clusters Score: Raw -534091.078736 + Penalty 3202.683927 = -530888.394809 nChanged 41 SP:Iteration 47Q (5847.747158 sec): 3 clusters Score: Raw -534122.203050 + Penalty 3202.683927 = -530919.519123 nChanged 39 SP:Iteration 48Q (5847.865842 sec): 3 clusters Score: Raw -534150.756215 + Penalty 3202.683927 = -530948.072288 nChanged 39 SP:Iteration 49Q (5847.979555 sec): 3 clusters Score: Raw -534172.775047 + Penalty 3202.683927 = -530970.091120 nChanged 27 SP:Iteration 50Q (5848.111802 sec): 3 clusters Score: Raw -534187.820142 + Penalty 3202.683927 = -530985.136214 nChanged 25 SP:Iteration 51Q (5848.232929 sec): 3 clusters Score: Raw -534197.993834 + Penalty 3202.683927 = -530995.309907 nChanged 27 SP:Iteration 52Q (5848.338739 sec): 3 clusters Score: Raw -534210.833958 + Penalty 3202.683927 = -531008.150030 nChanged 23 SP:Iteration 53Q (5848.478756 sec): 3 clusters Score: Raw -534222.422403 + Penalty 3202.683927 = -531019.738476 nChanged 22 SP:Iteration 54Q (5848.603931 sec): 3 clusters Score: Raw -534231.089783 + Penalty 3202.683927 = -531028.405856 nChanged 17 SP:Iteration 55Q (5848.710432 sec): 3 clusters Score: Raw -534239.276690 + Penalty 3202.683927 = -531036.592763 nChanged 14 SP:Iteration 56Q (5848.842536 sec): 3 clusters Score: Raw -534246.986277 + Penalty 3202.683927 = -531044.302350 nChanged 16 SP:Iteration 57Q (5848.942788 sec): 3 clusters Score: Raw -534252.670054 + Penalty 3202.683927 = -531049.986127 nChanged 11 SP:Iteration 58Q (5849.079207 sec): 3 clusters Score: Raw -534255.266421 + Penalty 3202.683927 = -531052.582494 nChanged 4 SP:Iteration 59Q (5849.176830 sec): 3 clusters Score: Raw -534256.113467 + Penalty 3202.683927 = -531053.429540 nChanged 4 SP:Iteration 60F (5849.304876 sec): 3 clusters Score: Raw -534257.177539 + Penalty 3202.683927 = -531054.493612 nChanged 4 SP:Iteration 61Q (5849.418042 sec): 3 clusters Score: Raw -534258.063189 + Penalty 3202.683927 = -531055.379262 nChanged 5 SP:Iteration 62Q (5849.506512 sec): 3 clusters Score: Raw -534259.691705 + Penalty 3202.683927 = -531057.007778 nChanged 5 SP:Iteration 63Q (5849.627610 sec): 3 clusters Score: Raw -534261.147363 + Penalty 3202.683927 = -531058.463436 nChanged 9 SP:Iteration 64Q (5849.770683 sec): 3 clusters Score: Raw -534263.526631 + Penalty 3202.683927 = -531060.842704 nChanged 7 SP:Iteration 65Q (5849.917294 sec): 3 clusters Score: Raw -534265.058663 + Penalty 3202.683927 = -531062.374736 nChanged 4 SP:Iteration 66Q (5850.029859 sec): 3 clusters Score: Raw -534266.515255 + Penalty 3202.683927 = -531063.831328 nChanged 6 SP:Iteration 67Q (5850.127767 sec): 3 clusters Score: Raw -534268.482573 + Penalty 3202.683927 = -531065.798646 nChanged 8 SP:Iteration 68Q (5850.265774 sec): 3 clusters Score: Raw -534270.588631 + Penalty 3202.683927 = -531067.904704 nChanged 5 SP:Iteration 69Q (5850.378130 sec): 3 clusters Score: Raw -534272.405884 + Penalty 3202.683927 = -531069.721956 nChanged 6 SP:Iteration 70Q (5850.478435 sec): 3 clusters Score: Raw -534274.862584 + Penalty 3202.683927 = -531072.178657 nChanged 7 SP:Iteration 71Q (5850.610854 sec): 3 clusters Score: Raw -534278.524018 + Penalty 3202.683927 = -531075.840091 nChanged 10 SP:Iteration 72Q (5850.735856 sec): 3 clusters Score: Raw -534282.653748 + Penalty 3202.683927 = -531079.969821 nChanged 7 SP:Iteration 73Q (5850.839178 sec): 3 clusters Score: Raw -534284.248685 + Penalty 3202.683927 = -531081.564758 nChanged 2 SP:Iteration 74Q (5850.934415 sec): 3 clusters Score: Raw -534284.650622 + Penalty 3202.683927 = -531081.966695 nChanged 2 SP:Iteration 75Q (5851.060760 sec): 3 clusters Score: Raw -534285.148516 + Penalty 3202.683927 = -531082.464589 nChanged 3 SP:Iteration 76Q (5851.183188 sec): 3 clusters Score: Raw -534287.013557 + Penalty 3202.683927 = -531084.329630 nChanged 1 SP:Iteration 77Q (5851.308533 sec): 3 clusters Score: Raw -534287.475566 + Penalty 3202.683927 = -531084.791638 nChanged 0 SP:Iteration 78F (5851.418755 sec): 3 clusters Score: Raw -534287.475566 + Penalty 3202.683927 = -531084.791638 nChanged 0 Trying to split cluster 6 (5568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5851.518006 sec): 2 clusters Score: Raw -386812.419566 + Penalty 1513.650856 = -385298.768710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5851.613040 sec): 3 clusters Score: Raw -383934.110753 + Penalty 3027.301712 = -380906.809041 nChanged 2246 SP:Iteration 1F (5851.726573 sec): 3 clusters Score: Raw -385168.749292 + Penalty 3027.301712 = -382141.447580 nChanged 399 SP:Iteration 2F (5851.846967 sec): 3 clusters Score: Raw -385413.208401 + Penalty 3027.301712 = -382385.906689 nChanged 345 SP:Iteration 3F (5851.947979 sec): 3 clusters Score: Raw -385647.395979 + Penalty 3027.301712 = -382620.094267 nChanged 326 SP:Iteration 4F (5852.071471 sec): 3 clusters Score: Raw -385853.807099 + Penalty 3027.301712 = -382826.505387 nChanged 273 SP:Iteration 5Q (5852.193308 sec): 3 clusters Score: Raw -386051.747427 + Penalty 3027.301712 = -383024.445715 nChanged 257 SP:Iteration 6Q (5852.283647 sec): 3 clusters Score: Raw -386246.625675 + Penalty 3027.301712 = -383219.323964 nChanged 232 SP:Iteration 7Q (5852.398797 sec): 3 clusters Score: Raw -386396.587830 + Penalty 3027.301712 = -383369.286118 nChanged 196 SP:Iteration 8Q (5852.528304 sec): 3 clusters Score: Raw -386508.219799 + Penalty 3027.301712 = -383480.918087 nChanged 159 SP:Iteration 9Q (5852.637243 sec): 3 clusters Score: Raw -386585.010283 + Penalty 3027.301712 = -383557.708571 nChanged 135 SP:Iteration 10Q (5852.708886 sec): 3 clusters Score: Raw -386648.512137 + Penalty 3027.301712 = -383621.210426 nChanged 100 SP:Iteration 11Q (5852.854367 sec): 3 clusters Score: Raw -386696.922072 + Penalty 3027.301712 = -383669.620360 nChanged 93 SP:Iteration 12Q (5852.950974 sec): 3 clusters Score: Raw -386738.434394 + Penalty 3027.301712 = -383711.132682 nChanged 78 SP:Iteration 13Q (5852.997826 sec): 3 clusters Score: Raw -386773.615719 + Penalty 3027.301712 = -383746.314007 nChanged 69 SP:Iteration 14Q (5853.044565 sec): 3 clusters Score: Raw -386800.979141 + Penalty 3027.301712 = -383773.677429 nChanged 52 SP:Iteration 15Q (5853.093156 sec): 3 clusters Score: Raw -386818.196514 + Penalty 3027.301712 = -383790.894802 nChanged 46 SP:Iteration 16Q (5853.142254 sec): 3 clusters Score: Raw -386831.660160 + Penalty 3027.301712 = -383804.358448 nChanged 44 SP:Iteration 17Q (5853.191892 sec): 3 clusters Score: Raw -386844.907967 + Penalty 3027.301712 = -383817.606255 nChanged 32 SP:Iteration 18Q (5853.269561 sec): 3 clusters Score: Raw -386856.172565 + Penalty 3027.301712 = -383828.870853 nChanged 41 SP:Iteration 19Q (5853.408408 sec): 3 clusters Score: Raw -386869.059846 + Penalty 3027.301712 = -383841.758135 nChanged 37 SP:Iteration 20F (5853.507673 sec): 3 clusters Score: Raw -386880.933000 + Penalty 3027.301712 = -383853.631288 nChanged 30 SP:Iteration 21Q (5853.630080 sec): 3 clusters Score: Raw -386890.500384 + Penalty 3027.301712 = -383863.198672 nChanged 33 SP:Iteration 22Q (5853.741364 sec): 3 clusters Score: Raw -386900.783342 + Penalty 3027.301712 = -383873.481630 nChanged 33 SP:Iteration 23Q (5853.855752 sec): 3 clusters Score: Raw -386910.446053 + Penalty 3027.301712 = -383883.144341 nChanged 37 SP:Iteration 24Q (5853.963166 sec): 3 clusters Score: Raw -386922.832825 + Penalty 3027.301712 = -383895.531113 nChanged 42 SP:Iteration 25Q (5854.072040 sec): 3 clusters Score: Raw -386938.828443 + Penalty 3027.301712 = -383911.526732 nChanged 47 SP:Iteration 26Q (5854.193592 sec): 3 clusters Score: Raw -386955.081122 + Penalty 3027.301712 = -383927.779410 nChanged 50 SP:Iteration 27Q (5854.305036 sec): 3 clusters Score: Raw -386973.748599 + Penalty 3027.301712 = -383946.446887 nChanged 48 SP:Iteration 28Q (5854.440725 sec): 3 clusters Score: Raw -386995.000868 + Penalty 3027.301712 = -383967.699156 nChanged 52 SP:Iteration 29Q (5854.533063 sec): 3 clusters Score: Raw -387015.763222 + Penalty 3027.301712 = -383988.461510 nChanged 43 SP:Iteration 30Q (5854.646397 sec): 3 clusters Score: Raw -387029.652418 + Penalty 3027.301712 = -384002.350706 nChanged 42 SP:Iteration 31Q (5854.764828 sec): 3 clusters Score: Raw -387043.536342 + Penalty 3027.301712 = -384016.234631 nChanged 36 SP:Iteration 32Q (5854.867084 sec): 3 clusters Score: Raw -387055.326350 + Penalty 3027.301712 = -384028.024638 nChanged 24 SP:Iteration 33Q (5854.986066 sec): 3 clusters Score: Raw -387063.194026 + Penalty 3027.301712 = -384035.892315 nChanged 35 SP:Iteration 34Q (5855.086669 sec): 3 clusters Score: Raw -387076.269567 + Penalty 3027.301712 = -384048.967855 nChanged 41 SP:Iteration 35Q (5855.201674 sec): 3 clusters Score: Raw -387093.497737 + Penalty 3027.301712 = -384066.196025 nChanged 44 SP:Iteration 36Q (5855.323689 sec): 3 clusters Score: Raw -387111.820010 + Penalty 3027.301712 = -384084.518298 nChanged 35 SP:Iteration 37Q (5855.422326 sec): 3 clusters Score: Raw -387123.524097 + Penalty 3027.301712 = -384096.222385 nChanged 37 SP:Iteration 38Q (5855.543767 sec): 3 clusters Score: Raw -387135.391205 + Penalty 3027.301712 = -384108.089493 nChanged 35 SP:Iteration 39Q (5855.646020 sec): 3 clusters Score: Raw -387149.512704 + Penalty 3027.301712 = -384122.210993 nChanged 39 SP:Iteration 40F (5855.751506 sec): 3 clusters Score: Raw -387164.348906 + Penalty 3027.301712 = -384137.047194 nChanged 35 SP:Iteration 41Q (5855.879228 sec): 3 clusters Score: Raw -387178.478096 + Penalty 3027.301712 = -384151.176384 nChanged 41 SP:Iteration 42Q (5855.985914 sec): 3 clusters Score: Raw -387196.215391 + Penalty 3027.301712 = -384168.913679 nChanged 45 SP:Iteration 43Q (5856.088782 sec): 3 clusters Score: Raw -387216.157171 + Penalty 3027.301712 = -384188.855459 nChanged 54 SP:Iteration 44Q (5856.195754 sec): 3 clusters Score: Raw -387238.786919 + Penalty 3027.301712 = -384211.485207 nChanged 41 SP:Iteration 45Q (5856.312946 sec): 3 clusters Score: Raw -387259.776732 + Penalty 3027.301712 = -384232.475020 nChanged 55 SP:Iteration 46Q (5856.431257 sec): 3 clusters Score: Raw -387281.594245 + Penalty 3027.301712 = -384254.292533 nChanged 44 SP:Iteration 47Q (5856.560330 sec): 3 clusters Score: Raw -387304.881932 + Penalty 3027.301712 = -384277.580220 nChanged 48 SP:Iteration 48Q (5856.691075 sec): 3 clusters Score: Raw -387333.697892 + Penalty 3027.301712 = -384306.396180 nChanged 57 SP:Iteration 49Q (5856.780970 sec): 3 clusters Score: Raw -387365.815004 + Penalty 3027.301712 = -384338.513292 nChanged 68 SP:Iteration 50Q (5856.891368 sec): 3 clusters Score: Raw -387408.893970 + Penalty 3027.301712 = -384381.592258 nChanged 61 SP:Iteration 51Q (5857.007566 sec): 3 clusters Score: Raw -387448.045718 + Penalty 3027.301712 = -384420.744006 nChanged 68 SP:Iteration 52Q (5857.113367 sec): 3 clusters Score: Raw -387485.808430 + Penalty 3027.301712 = -384458.506719 nChanged 56 SP:Iteration 53Q (5857.224801 sec): 3 clusters Score: Raw -387515.230046 + Penalty 3027.301712 = -384487.928334 nChanged 55 SP:Iteration 54Q (5857.338260 sec): 3 clusters Score: Raw -387545.321018 + Penalty 3027.301712 = -384518.019306 nChanged 60 SP:Iteration 55Q (5857.469588 sec): 3 clusters Score: Raw -387575.741244 + Penalty 3027.301712 = -384548.439532 nChanged 48 SP:Iteration 56Q (5857.569374 sec): 3 clusters Score: Raw -387595.142307 + Penalty 3027.301712 = -384567.840595 nChanged 34 SP:Iteration 57Q (5857.662125 sec): 3 clusters Score: Raw -387608.248028 + Penalty 3027.301712 = -384580.946316 nChanged 24 SP:Iteration 58Q (5857.760161 sec): 3 clusters Score: Raw -387616.695874 + Penalty 3027.301712 = -384589.394163 nChanged 21 SP:Iteration 59Q (5857.864985 sec): 3 clusters Score: Raw -387623.675624 + Penalty 3027.301712 = -384596.373912 nChanged 18 SP:Iteration 60F (5857.970789 sec): 3 clusters Score: Raw -387629.422082 + Penalty 3027.301712 = -384602.120370 nChanged 14 SP:Iteration 61Q (5858.111660 sec): 3 clusters Score: Raw -387632.575220 + Penalty 3027.301712 = -384605.273508 nChanged 6 SP:Iteration 62Q (5858.201876 sec): 3 clusters Score: Raw -387633.472131 + Penalty 3027.301712 = -384606.170419 nChanged 3 SP:Iteration 63Q (5858.287121 sec): 3 clusters Score: Raw -387633.694759 + Penalty 3027.301712 = -384606.393047 nChanged 1 SP:Iteration 64Q (5858.396729 sec): 3 clusters Score: Raw -387633.755195 + Penalty 3027.301712 = -384606.453483 nChanged 0 SP:Iteration 65F (5858.510283 sec): 3 clusters Score: Raw -387633.755195 + Penalty 3027.301712 = -384606.453483 nChanged 0 Trying to split cluster 7 (8690 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5858.589992 sec): 2 clusters Score: Raw -531720.926397 + Penalty 1591.772402 = -530129.153995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5858.703977 sec): 3 clusters Score: Raw -526870.813694 + Penalty 3183.544805 = -523687.268889 nChanged 3700 SP:Iteration 1F (5858.831422 sec): 3 clusters Score: Raw -529098.132051 + Penalty 3183.544805 = -525914.587246 nChanged 720 SP:Iteration 2F (5858.935216 sec): 3 clusters Score: Raw -529581.451657 + Penalty 3183.544805 = -526397.906852 nChanged 651 SP:Iteration 3F (5859.046698 sec): 3 clusters Score: Raw -530077.017133 + Penalty 3183.544805 = -526893.472328 nChanged 613 SP:Iteration 4F (5859.161807 sec): 3 clusters Score: Raw -530533.532857 + Penalty 3183.544805 = -527349.988053 nChanged 541 SP:Iteration 5F (5859.281778 sec): 3 clusters Score: Raw -530897.383976 + Penalty 3183.544805 = -527713.839171 nChanged 402 SP:Iteration 6Q (5859.392290 sec): 3 clusters Score: Raw -531150.599013 + Penalty 3183.544805 = -527967.054208 nChanged 313 SP:Iteration 7Q (5859.514953 sec): 3 clusters Score: Raw -531328.178254 + Penalty 3183.544805 = -528144.633450 nChanged 266 SP:Iteration 8Q (5859.631246 sec): 3 clusters Score: Raw -531464.779364 + Penalty 3183.544805 = -528281.234559 nChanged 227 SP:Iteration 9Q (5859.735804 sec): 3 clusters Score: Raw -531582.325262 + Penalty 3183.544805 = -528398.780458 nChanged 205 SP:Iteration 10Q (5859.867286 sec): 3 clusters Score: Raw -531678.121027 + Penalty 3183.544805 = -528494.576222 nChanged 181 SP:Iteration 11Q (5859.988052 sec): 3 clusters Score: Raw -531768.257227 + Penalty 3183.544805 = -528584.712422 nChanged 195 SP:Iteration 12Q (5860.095729 sec): 3 clusters Score: Raw -531873.380635 + Penalty 3183.544805 = -528689.835831 nChanged 202 SP:Iteration 13Q (5860.207961 sec): 3 clusters Score: Raw -531964.309278 + Penalty 3183.544805 = -528780.764474 nChanged 193 SP:Iteration 14Q (5860.343479 sec): 3 clusters Score: Raw -532043.964220 + Penalty 3183.544805 = -528860.419415 nChanged 168 SP:Iteration 15Q (5860.475970 sec): 3 clusters Score: Raw -532118.434689 + Penalty 3183.544805 = -528934.889885 nChanged 147 SP:Iteration 16Q (5860.598201 sec): 3 clusters Score: Raw -532187.843832 + Penalty 3183.544805 = -529004.299027 nChanged 174 SP:Iteration 17Q (5860.742797 sec): 3 clusters Score: Raw -532270.735572 + Penalty 3183.544805 = -529087.190768 nChanged 167 SP:Iteration 18Q (5860.834767 sec): 3 clusters Score: Raw -532347.743327 + Penalty 3183.544805 = -529164.198523 nChanged 175 SP:Iteration 19Q (5860.970527 sec): 3 clusters Score: Raw -532430.942006 + Penalty 3183.544805 = -529247.397201 nChanged 160 SP:Iteration 20F (5861.111572 sec): 3 clusters Score: Raw -532502.447809 + Penalty 3183.544805 = -529318.903005 nChanged 168 SP:Iteration 21Q (5861.198890 sec): 3 clusters Score: Raw -532575.723130 + Penalty 3183.544805 = -529392.178326 nChanged 141 SP:Iteration 22Q (5861.340928 sec): 3 clusters Score: Raw -532631.662524 + Penalty 3183.544805 = -529448.117720 nChanged 132 SP:Iteration 23Q (5861.448763 sec): 3 clusters Score: Raw -532681.816271 + Penalty 3183.544805 = -529498.271466 nChanged 126 SP:Iteration 24Q (5861.566438 sec): 3 clusters Score: Raw -532729.978793 + Penalty 3183.544805 = -529546.433988 nChanged 106 SP:Iteration 25Q (5861.667935 sec): 3 clusters Score: Raw -532771.247539 + Penalty 3183.544805 = -529587.702735 nChanged 112 SP:Iteration 26Q (5861.767440 sec): 3 clusters Score: Raw -532824.669105 + Penalty 3183.544805 = -529641.124301 nChanged 101 SP:Iteration 27Q (5861.905829 sec): 3 clusters Score: Raw -532868.867329 + Penalty 3183.544805 = -529685.322524 nChanged 93 SP:Iteration 28Q (5862.007010 sec): 3 clusters Score: Raw -532906.773192 + Penalty 3183.544805 = -529723.228387 nChanged 84 SP:Iteration 29Q (5862.136975 sec): 3 clusters Score: Raw -532937.447698 + Penalty 3183.544805 = -529753.902894 nChanged 63 SP:Iteration 30Q (5862.227553 sec): 3 clusters Score: Raw -532958.949487 + Penalty 3183.544805 = -529775.404683 nChanged 60 SP:Iteration 31Q (5862.347382 sec): 3 clusters Score: Raw -532977.588167 + Penalty 3183.544805 = -529794.043363 nChanged 52 SP:Iteration 32Q (5862.476612 sec): 3 clusters Score: Raw -532992.927824 + Penalty 3183.544805 = -529809.383020 nChanged 40 SP:Iteration 33Q (5862.608681 sec): 3 clusters Score: Raw -533003.395416 + Penalty 3183.544805 = -529819.850612 nChanged 30 SP:Iteration 34Q (5862.701634 sec): 3 clusters Score: Raw -533011.084988 + Penalty 3183.544805 = -529827.540183 nChanged 30 SP:Iteration 35Q (5862.839738 sec): 3 clusters Score: Raw -533019.330048 + Penalty 3183.544805 = -529835.785243 nChanged 25 SP:Iteration 36Q (5862.947142 sec): 3 clusters Score: Raw -533027.300585 + Penalty 3183.544805 = -529843.755780 nChanged 25 SP:Iteration 37Q (5863.070544 sec): 3 clusters Score: Raw -533034.036363 + Penalty 3183.544805 = -529850.491559 nChanged 28 SP:Iteration 38Q (5863.202809 sec): 3 clusters Score: Raw -533040.991109 + Penalty 3183.544805 = -529857.446305 nChanged 17 SP:Iteration 39Q (5863.343225 sec): 3 clusters Score: Raw -533045.067604 + Penalty 3183.544805 = -529861.522799 nChanged 16 SP:Iteration 40F (5863.467818 sec): 3 clusters Score: Raw -533048.124943 + Penalty 3183.544805 = -529864.580138 nChanged 11 SP:Iteration 41Q (5863.578843 sec): 3 clusters Score: Raw -533051.086575 + Penalty 3183.544805 = -529867.541770 nChanged 11 SP:Iteration 42Q (5863.699203 sec): 3 clusters Score: Raw -533053.684321 + Penalty 3183.544805 = -529870.139516 nChanged 10 SP:Iteration 43Q (5863.810831 sec): 3 clusters Score: Raw -533056.692442 + Penalty 3183.544805 = -529873.147638 nChanged 24 SP:Iteration 44Q (5863.927963 sec): 3 clusters Score: Raw -533064.554507 + Penalty 3183.544805 = -529881.009702 nChanged 32 SP:Iteration 45Q (5864.054153 sec): 3 clusters Score: Raw -533073.765745 + Penalty 3183.544805 = -529890.220941 nChanged 30 SP:Iteration 46Q (5864.186960 sec): 3 clusters Score: Raw -533083.301284 + Penalty 3183.544805 = -529899.756480 nChanged 23 SP:Iteration 47Q (5864.320028 sec): 3 clusters Score: Raw -533090.048381 + Penalty 3183.544805 = -529906.503576 nChanged 17 SP:Iteration 48Q (5864.443504 sec): 3 clusters Score: Raw -533094.136379 + Penalty 3183.544805 = -529910.591575 nChanged 17 SP:Iteration 49Q (5864.567814 sec): 3 clusters Score: Raw -533101.059016 + Penalty 3183.544805 = -529917.514212 nChanged 21 SP:Iteration 50Q (5864.712359 sec): 3 clusters Score: Raw -533109.646171 + Penalty 3183.544805 = -529926.101366 nChanged 23 SP:Iteration 51Q (5864.809182 sec): 3 clusters Score: Raw -533116.191007 + Penalty 3183.544805 = -529932.646202 nChanged 20 SP:Iteration 52Q (5864.932857 sec): 3 clusters Score: Raw -533122.396097 + Penalty 3183.544805 = -529938.851293 nChanged 20 SP:Iteration 53Q (5865.049080 sec): 3 clusters Score: Raw -533128.355516 + Penalty 3183.544805 = -529944.810712 nChanged 13 SP:Iteration 54Q (5865.172605 sec): 3 clusters Score: Raw -533132.075064 + Penalty 3183.544805 = -529948.530259 nChanged 9 SP:Iteration 55Q (5865.270641 sec): 3 clusters Score: Raw -533135.536426 + Penalty 3183.544805 = -529951.991621 nChanged 7 SP:Iteration 56Q (5865.401030 sec): 3 clusters Score: Raw -533137.909609 + Penalty 3183.544805 = -529954.364804 nChanged 9 SP:Iteration 57Q (5865.495379 sec): 3 clusters Score: Raw -533140.193295 + Penalty 3183.544805 = -529956.648490 nChanged 5 SP:Iteration 58Q (5865.613298 sec): 3 clusters Score: Raw -533141.131157 + Penalty 3183.544805 = -529957.586352 nChanged 3 SP:Iteration 59Q (5865.708439 sec): 3 clusters Score: Raw -533141.683913 + Penalty 3183.544805 = -529958.139108 nChanged 2 SP:Iteration 60F (5865.817136 sec): 3 clusters Score: Raw -533142.081454 + Penalty 3183.544805 = -529958.536649 nChanged 3 SP:Iteration 61Q (5865.943033 sec): 3 clusters Score: Raw -533142.608065 + Penalty 3183.544805 = -529959.063261 nChanged 4 SP:Iteration 62Q (5866.061667 sec): 3 clusters Score: Raw -533143.811260 + Penalty 3183.544805 = -529960.266456 nChanged 4 SP:Iteration 63Q (5866.183431 sec): 3 clusters Score: Raw -533144.564540 + Penalty 3183.544805 = -529961.019736 nChanged 1 SP:Iteration 64Q (5866.300698 sec): 3 clusters Score: Raw -533144.797566 + Penalty 3183.544805 = -529961.252761 nChanged 0 SP:Iteration 65F (5866.446834 sec): 3 clusters Score: Raw -533144.797566 + Penalty 3183.544805 = -529961.252761 nChanged 0 Trying to split cluster 8 (3686 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5866.520246 sec): 2 clusters Score: Raw -139735.978271 + Penalty 1441.258148 = -138294.720123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5866.645893 sec): 3 clusters Score: Raw -138044.642645 + Penalty 2882.516296 = -135162.126349 nChanged 1482 SP:Iteration 1F (5866.757072 sec): 3 clusters Score: Raw -139280.110113 + Penalty 2882.516296 = -136397.593818 nChanged 430 SP:Iteration 2F (5866.897746 sec): 3 clusters Score: Raw -139746.449589 + Penalty 2882.516296 = -136863.933294 nChanged 294 SP:Iteration 3F (5866.992406 sec): 3 clusters Score: Raw -140074.520409 + Penalty 2882.516296 = -137192.004113 nChanged 234 SP:Iteration 4F (5867.131175 sec): 3 clusters Score: Raw -140408.857299 + Penalty 2882.516296 = -137526.341004 nChanged 245 SP:Iteration 5F (5867.260927 sec): 3 clusters Score: Raw -140806.515232 + Penalty 2882.516296 = -137923.998936 nChanged 242 SP:Iteration 6F (5867.385626 sec): 3 clusters Score: Raw -141179.397441 + Penalty 2882.516296 = -138296.881146 nChanged 190 SP:Iteration 7F (5867.445701 sec): 3 clusters Score: Raw -141461.342777 + Penalty 2882.516296 = -138578.826481 nChanged 152 SP:Iteration 8Q (5867.591257 sec): 3 clusters Score: Raw -141639.972340 + Penalty 2882.516296 = -138757.456044 nChanged 122 SP:Iteration 9Q (5867.728819 sec): 3 clusters Score: Raw -141812.577232 + Penalty 2882.516296 = -138930.060936 nChanged 117 SP:Iteration 10Q (5867.825800 sec): 3 clusters Score: Raw -141922.772836 + Penalty 2882.516296 = -139040.256541 nChanged 77 SP:Iteration 11Q (5867.921844 sec): 3 clusters Score: Raw -141991.547388 + Penalty 2882.516296 = -139109.031092 nChanged 65 SP:Iteration 12Q (5868.059833 sec): 3 clusters Score: Raw -142047.285635 + Penalty 2882.516296 = -139164.769340 nChanged 50 SP:Iteration 13Q (5868.172754 sec): 3 clusters Score: Raw -142075.352958 + Penalty 2882.516296 = -139192.836662 nChanged 40 SP:Iteration 14Q (5868.265541 sec): 3 clusters Score: Raw -142093.330606 + Penalty 2882.516296 = -139210.814310 nChanged 28 SP:Iteration 15Q (5868.399561 sec): 3 clusters Score: Raw -142105.895459 + Penalty 2882.516296 = -139223.379164 nChanged 18 SP:Iteration 16Q (5868.500427 sec): 3 clusters Score: Raw -142116.107591 + Penalty 2882.516296 = -139233.591296 nChanged 14 SP:Iteration 17Q (5868.637315 sec): 3 clusters Score: Raw -142121.304567 + Penalty 2882.516296 = -139238.788272 nChanged 9 SP:Iteration 18Q (5868.695237 sec): 3 clusters Score: Raw -142125.282559 + Penalty 2882.516296 = -139242.766264 nChanged 10 SP:Iteration 19Q (5868.788703 sec): 3 clusters Score: Raw -142129.510926 + Penalty 2882.516296 = -139246.994630 nChanged 13 SP:Iteration 20F (5868.890071 sec): 3 clusters Score: Raw -142134.362363 + Penalty 2882.516296 = -139251.846068 nChanged 14 SP:Iteration 21Q (5868.995729 sec): 3 clusters Score: Raw -142142.826483 + Penalty 2882.516296 = -139260.310187 nChanged 14 SP:Iteration 22Q (5869.114181 sec): 3 clusters Score: Raw -142146.897247 + Penalty 2882.516296 = -139264.380952 nChanged 9 SP:Iteration 23Q (5869.208934 sec): 3 clusters Score: Raw -142153.776316 + Penalty 2882.516296 = -139271.260020 nChanged 9 SP:Iteration 24Q (5869.313531 sec): 3 clusters Score: Raw -142157.129430 + Penalty 2882.516296 = -139274.613135 nChanged 8 SP:Iteration 25Q (5869.427394 sec): 3 clusters Score: Raw -142161.219884 + Penalty 2882.516296 = -139278.703588 nChanged 7 SP:Iteration 26Q (5869.527316 sec): 3 clusters Score: Raw -142163.157054 + Penalty 2882.516296 = -139280.640759 nChanged 6 SP:Iteration 27Q (5869.637114 sec): 3 clusters Score: Raw -142164.462699 + Penalty 2882.516296 = -139281.946403 nChanged 3 SP:Iteration 28Q (5869.737076 sec): 3 clusters Score: Raw -142165.580609 + Penalty 2882.516296 = -139283.064313 nChanged 4 SP:Iteration 29Q (5869.840858 sec): 3 clusters Score: Raw -142167.036196 + Penalty 2882.516296 = -139284.519901 nChanged 2 SP:Iteration 30Q (5869.945064 sec): 3 clusters Score: Raw -142167.644322 + Penalty 2882.516296 = -139285.128026 nChanged 1 SP:Iteration 31Q (5870.034767 sec): 3 clusters Score: Raw -142167.863457 + Penalty 2882.516296 = -139285.347162 nChanged 2 SP:Iteration 32Q (5870.161587 sec): 3 clusters Score: Raw -142169.035057 + Penalty 2882.516296 = -139286.518761 nChanged 3 SP:Iteration 33Q (5870.293305 sec): 3 clusters Score: Raw -142169.985150 + Penalty 2882.516296 = -139287.468854 nChanged 5 SP:Iteration 34Q (5870.376013 sec): 3 clusters Score: Raw -142171.576734 + Penalty 2882.516296 = -139289.060439 nChanged 3 SP:Iteration 35Q (5870.496870 sec): 3 clusters Score: Raw -142173.276648 + Penalty 2882.516296 = -139290.760353 nChanged 10 SP:Iteration 36Q (5870.600292 sec): 3 clusters Score: Raw -142179.736709 + Penalty 2882.516296 = -139297.220414 nChanged 14 SP:Iteration 37Q (5870.674700 sec): 3 clusters Score: Raw -142194.400243 + Penalty 2882.516296 = -139311.883947 nChanged 15 SP:Iteration 38Q (5870.767888 sec): 3 clusters Score: Raw -142202.540875 + Penalty 2882.516296 = -139320.024580 nChanged 14 SP:Iteration 39Q (5870.892555 sec): 3 clusters Score: Raw -142208.333113 + Penalty 2882.516296 = -139325.816817 nChanged 14 SP:Iteration 40F (5870.967360 sec): 3 clusters Score: Raw -142218.229339 + Penalty 2882.516296 = -139335.713043 nChanged 16 SP:Iteration 41Q (5871.070180 sec): 3 clusters Score: Raw -142235.071806 + Penalty 2882.516296 = -139352.555511 nChanged 17 SP:Iteration 42Q (5871.155229 sec): 3 clusters Score: Raw -142245.700718 + Penalty 2882.516296 = -139363.184422 nChanged 21 SP:Iteration 43Q (5871.248162 sec): 3 clusters Score: Raw -142272.388416 + Penalty 2882.516296 = -139389.872120 nChanged 30 SP:Iteration 44Q (5871.370842 sec): 3 clusters Score: Raw -142314.797545 + Penalty 2882.516296 = -139432.281250 nChanged 21 SP:Iteration 45Q (5871.490622 sec): 3 clusters Score: Raw -142351.789535 + Penalty 2882.516296 = -139469.273239 nChanged 22 SP:Iteration 46Q (5871.585839 sec): 3 clusters Score: Raw -142377.729501 + Penalty 2882.516296 = -139495.213205 nChanged 25 SP:Iteration 47Q (5871.695016 sec): 3 clusters Score: Raw -142407.616744 + Penalty 2882.516296 = -139525.100448 nChanged 18 SP:Iteration 48Q (5871.819740 sec): 3 clusters Score: Raw -142425.941800 + Penalty 2882.516296 = -139543.425505 nChanged 12 SP:Iteration 49Q (5871.920114 sec): 3 clusters Score: Raw -142434.805167 + Penalty 2882.516296 = -139552.288871 nChanged 10 SP:Iteration 50Q (5872.000073 sec): 3 clusters Score: Raw -142437.803052 + Penalty 2882.516296 = -139555.286756 nChanged 5 SP:Iteration 51Q (5872.098750 sec): 3 clusters Score: Raw -142439.598037 + Penalty 2882.516296 = -139557.081741 nChanged 4 SP:Iteration 52Q (5872.215266 sec): 3 clusters Score: Raw -142441.140213 + Penalty 2882.516296 = -139558.623917 nChanged 1 SP:Iteration 53Q (5872.299248 sec): 3 clusters Score: Raw -142441.659134 + Penalty 2882.516296 = -139559.142838 nChanged 1 SP:Iteration 54Q (5872.409968 sec): 3 clusters Score: Raw -142441.816880 + Penalty 2882.516296 = -139559.300584 nChanged 0 SP:Iteration 55F (5872.518940 sec): 3 clusters Score: Raw -142441.816880 + Penalty 2882.516296 = -139559.300584 nChanged 0 Score: Raw -11936705.830946 + Penalty 53617.435399 = -11883088.395547 Splitting cluster 8 changes total score from -11881960.228472 to -11883088.395547 So it's getting split into cluster 25. Trying to split cluster 9 (9161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5879.299138 sec): 2 clusters Score: Raw -573374.658270 + Penalty 1601.035714 = -571773.622556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5879.434302 sec): 3 clusters Score: Raw -568287.984210 + Penalty 3202.071428 = -565085.912781 nChanged 3881 SP:Iteration 1F (5879.560967 sec): 3 clusters Score: Raw -570486.395358 + Penalty 3202.071428 = -567284.323929 nChanged 645 SP:Iteration 2F (5879.672494 sec): 3 clusters Score: Raw -570823.571620 + Penalty 3202.071428 = -567621.500191 nChanged 538 SP:Iteration 3F (5879.775068 sec): 3 clusters Score: Raw -571129.902584 + Penalty 3202.071428 = -567927.831156 nChanged 491 SP:Iteration 4F (5879.912445 sec): 3 clusters Score: Raw -571432.019686 + Penalty 3202.071428 = -568229.948258 nChanged 477 SP:Iteration 5F (5880.007769 sec): 3 clusters Score: Raw -571785.394193 + Penalty 3202.071428 = -568583.322765 nChanged 510 SP:Iteration 6F (5880.124489 sec): 3 clusters Score: Raw -572164.535043 + Penalty 3202.071428 = -568962.463614 nChanged 502 SP:Iteration 7F (5880.243640 sec): 3 clusters Score: Raw -572532.726861 + Penalty 3202.071428 = -569330.655433 nChanged 462 SP:Iteration 8F (5880.379109 sec): 3 clusters Score: Raw -572906.572282 + Penalty 3202.071428 = -569704.500854 nChanged 409 SP:Iteration 9Q (5880.499904 sec): 3 clusters Score: Raw -573190.429286 + Penalty 3202.071428 = -569988.357858 nChanged 335 SP:Iteration 10Q (5880.579590 sec): 3 clusters Score: Raw -573387.016103 + Penalty 3202.071428 = -570184.944674 nChanged 290 SP:Iteration 11Q (5880.694410 sec): 3 clusters Score: Raw -573559.002286 + Penalty 3202.071428 = -570356.930857 nChanged 266 SP:Iteration 12Q (5880.820454 sec): 3 clusters Score: Raw -573728.731382 + Penalty 3202.071428 = -570526.659954 nChanged 269 SP:Iteration 13Q (5880.907330 sec): 3 clusters Score: Raw -573899.351368 + Penalty 3202.071428 = -570697.279939 nChanged 246 SP:Iteration 14Q (5881.037706 sec): 3 clusters Score: Raw -574079.406170 + Penalty 3202.071428 = -570877.334741 nChanged 238 SP:Iteration 15Q (5881.143369 sec): 3 clusters Score: Raw -574266.514186 + Penalty 3202.071428 = -571064.442758 nChanged 223 SP:Iteration 16Q (5881.291791 sec): 3 clusters Score: Raw -574454.311069 + Penalty 3202.071428 = -571252.239641 nChanged 207 SP:Iteration 17Q (5881.404215 sec): 3 clusters Score: Raw -574622.441385 + Penalty 3202.071428 = -571420.369957 nChanged 188 SP:Iteration 18Q (5881.531429 sec): 3 clusters Score: Raw -574786.506678 + Penalty 3202.071428 = -571584.435249 nChanged 182 SP:Iteration 19Q (5881.638210 sec): 3 clusters Score: Raw -574946.526351 + Penalty 3202.071428 = -571744.454922 nChanged 192 SP:Iteration 20F (5881.757041 sec): 3 clusters Score: Raw -575170.835785 + Penalty 3202.071428 = -571968.764357 nChanged 180 SP:Iteration 21Q (5881.889831 sec): 3 clusters Score: Raw -575345.933488 + Penalty 3202.071428 = -572143.862060 nChanged 148 SP:Iteration 22Q (5882.008797 sec): 3 clusters Score: Raw -575462.024092 + Penalty 3202.071428 = -572259.952663 nChanged 131 SP:Iteration 23Q (5882.109876 sec): 3 clusters Score: Raw -575574.220607 + Penalty 3202.071428 = -572372.149179 nChanged 110 SP:Iteration 24Q (5882.225538 sec): 3 clusters Score: Raw -575683.374903 + Penalty 3202.071428 = -572481.303475 nChanged 90 SP:Iteration 25Q (5882.356606 sec): 3 clusters Score: Raw -575776.139128 + Penalty 3202.071428 = -572574.067699 nChanged 88 SP:Iteration 26Q (5882.472408 sec): 3 clusters Score: Raw -575880.455524 + Penalty 3202.071428 = -572678.384096 nChanged 72 SP:Iteration 27Q (5882.603251 sec): 3 clusters Score: Raw -575953.430411 + Penalty 3202.071428 = -572751.358982 nChanged 43 SP:Iteration 28Q (5882.711090 sec): 3 clusters Score: Raw -575976.573143 + Penalty 3202.071428 = -572774.501714 nChanged 29 SP:Iteration 29Q (5882.830952 sec): 3 clusters Score: Raw -575986.825098 + Penalty 3202.071428 = -572784.753670 nChanged 14 SP:Iteration 30Q (5882.949388 sec): 3 clusters Score: Raw -575990.596540 + Penalty 3202.071428 = -572788.525112 nChanged 6 SP:Iteration 31Q (5883.037752 sec): 3 clusters Score: Raw -575991.330276 + Penalty 3202.071428 = -572789.258847 nChanged 2 SP:Iteration 32Q (5883.170521 sec): 3 clusters Score: Raw -575991.600760 + Penalty 3202.071428 = -572789.529331 nChanged 2 SP:Iteration 33Q (5883.306319 sec): 3 clusters Score: Raw -575996.858822 + Penalty 3202.071428 = -572794.787394 nChanged 4 SP:Iteration 34Q (5883.428911 sec): 3 clusters Score: Raw -575998.393056 + Penalty 3202.071428 = -572796.321628 nChanged 1 SP:Iteration 35Q (5883.563766 sec): 3 clusters Score: Raw -575998.582761 + Penalty 3202.071428 = -572796.511333 nChanged 0 SP:Iteration 36F (5883.687044 sec): 3 clusters Score: Raw -576001.922426 + Penalty 3202.071428 = -572799.850998 nChanged 3 SP:Iteration 37Q (5883.797821 sec): 3 clusters Score: Raw -576003.060468 + Penalty 3202.071428 = -572800.989040 nChanged 2 SP:Iteration 38Q (5883.926238 sec): 3 clusters Score: Raw -576003.577365 + Penalty 3202.071428 = -572801.505937 nChanged 3 SP:Iteration 39Q (5884.039897 sec): 3 clusters Score: Raw -576003.875692 + Penalty 3202.071428 = -572801.804264 nChanged 0 SP:Iteration 40F (5884.171193 sec): 3 clusters Score: Raw -576003.875692 + Penalty 3202.071428 = -572801.804264 nChanged 0 Score: Raw -11939335.048368 + Penalty 55762.132815 = -11883572.915553 Splitting cluster 9 changes total score from -11881960.228472 to -11883572.915553 So it's getting split into cluster 26. Trying to split cluster 10 (3746 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5890.323852 sec): 2 clusters Score: Raw -187204.559983 + Penalty 1444.091901 = -185760.468082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5890.452411 sec): 3 clusters Score: Raw -185443.426883 + Penalty 2888.183803 = -182555.243080 nChanged 1469 SP:Iteration 1F (5890.560994 sec): 3 clusters Score: Raw -186533.859490 + Penalty 2888.183803 = -183645.675687 nChanged 413 SP:Iteration 2F (5890.657677 sec): 3 clusters Score: Raw -186907.373092 + Penalty 2888.183803 = -184019.189289 nChanged 303 SP:Iteration 3F (5890.773661 sec): 3 clusters Score: Raw -187155.832072 + Penalty 2888.183803 = -184267.648269 nChanged 229 SP:Iteration 4F (5890.854031 sec): 3 clusters Score: Raw -187371.827064 + Penalty 2888.183803 = -184483.643261 nChanged 178 SP:Iteration 5Q (5890.963272 sec): 3 clusters Score: Raw -187564.497443 + Penalty 2888.183803 = -184676.313640 nChanged 182 SP:Iteration 6Q (5891.060307 sec): 3 clusters Score: Raw -187734.039299 + Penalty 2888.183803 = -184845.855496 nChanged 133 SP:Iteration 7Q (5891.166536 sec): 3 clusters Score: Raw -187849.887350 + Penalty 2888.183803 = -184961.703547 nChanged 89 SP:Iteration 8Q (5891.283964 sec): 3 clusters Score: Raw -187919.758909 + Penalty 2888.183803 = -185031.575106 nChanged 72 SP:Iteration 9Q (5891.388403 sec): 3 clusters Score: Raw -187979.669125 + Penalty 2888.183803 = -185091.485322 nChanged 68 SP:Iteration 10Q (5891.496117 sec): 3 clusters Score: Raw -188030.090837 + Penalty 2888.183803 = -185141.907034 nChanged 57 SP:Iteration 11Q (5891.591581 sec): 3 clusters Score: Raw -188079.498887 + Penalty 2888.183803 = -185191.315085 nChanged 57 SP:Iteration 12Q (5891.678492 sec): 3 clusters Score: Raw -188131.329321 + Penalty 2888.183803 = -185243.145518 nChanged 51 SP:Iteration 13Q (5891.789964 sec): 3 clusters Score: Raw -188186.115489 + Penalty 2888.183803 = -185297.931686 nChanged 55 SP:Iteration 14Q (5891.901717 sec): 3 clusters Score: Raw -188240.563308 + Penalty 2888.183803 = -185352.379505 nChanged 50 SP:Iteration 15Q (5892.020130 sec): 3 clusters Score: Raw -188291.267127 + Penalty 2888.183803 = -185403.083324 nChanged 56 SP:Iteration 16Q (5892.138921 sec): 3 clusters Score: Raw -188354.252314 + Penalty 2888.183803 = -185466.068511 nChanged 51 SP:Iteration 17Q (5892.229444 sec): 3 clusters Score: Raw -188416.067026 + Penalty 2888.183803 = -185527.883223 nChanged 42 SP:Iteration 18Q (5892.331417 sec): 3 clusters Score: Raw -188455.752436 + Penalty 2888.183803 = -185567.568633 nChanged 34 SP:Iteration 19Q (5892.448419 sec): 3 clusters Score: Raw -188505.424824 + Penalty 2888.183803 = -185617.241021 nChanged 26 SP:Iteration 20F (5892.560642 sec): 3 clusters Score: Raw -188557.721307 + Penalty 2888.183803 = -185669.537504 nChanged 27 SP:Iteration 21Q (5892.645777 sec): 3 clusters Score: Raw -188577.345610 + Penalty 2888.183803 = -185689.161807 nChanged 21 SP:Iteration 22Q (5892.754805 sec): 3 clusters Score: Raw -188590.377076 + Penalty 2888.183803 = -185702.193273 nChanged 22 SP:Iteration 23Q (5892.863945 sec): 3 clusters Score: Raw -188602.071619 + Penalty 2888.183803 = -185713.887816 nChanged 15 SP:Iteration 24Q (5892.958905 sec): 3 clusters Score: Raw -188610.647723 + Penalty 2888.183803 = -185722.463920 nChanged 18 SP:Iteration 25Q (5893.065010 sec): 3 clusters Score: Raw -188618.725062 + Penalty 2888.183803 = -185730.541259 nChanged 14 SP:Iteration 26Q (5893.167405 sec): 3 clusters Score: Raw -188625.801298 + Penalty 2888.183803 = -185737.617495 nChanged 7 SP:Iteration 27Q (5893.255174 sec): 3 clusters Score: Raw -188628.868894 + Penalty 2888.183803 = -185740.685091 nChanged 6 SP:Iteration 28Q (5893.372640 sec): 3 clusters Score: Raw -188632.039064 + Penalty 2888.183803 = -185743.855261 nChanged 9 SP:Iteration 29Q (5893.502363 sec): 3 clusters Score: Raw -188637.087221 + Penalty 2888.183803 = -185748.903418 nChanged 7 SP:Iteration 30Q (5893.604853 sec): 3 clusters Score: Raw -188639.189540 + Penalty 2888.183803 = -185751.005738 nChanged 4 SP:Iteration 31Q (5893.705345 sec): 3 clusters Score: Raw -188641.151480 + Penalty 2888.183803 = -185752.967677 nChanged 4 SP:Iteration 32Q (5893.804482 sec): 3 clusters Score: Raw -188642.902961 + Penalty 2888.183803 = -185754.719158 nChanged 4 SP:Iteration 33Q (5893.925524 sec): 3 clusters Score: Raw -188646.870517 + Penalty 2888.183803 = -185758.686714 nChanged 5 SP:Iteration 34Q (5894.020690 sec): 3 clusters Score: Raw -188649.217025 + Penalty 2888.183803 = -185761.033222 nChanged 3 SP:Iteration 35Q (5894.128895 sec): 3 clusters Score: Raw -188650.571994 + Penalty 2888.183803 = -185762.388191 nChanged 6 SP:Iteration 36Q (5894.243361 sec): 3 clusters Score: Raw -188653.223978 + Penalty 2888.183803 = -185765.040175 nChanged 7 SP:Iteration 37Q (5894.359766 sec): 3 clusters Score: Raw -188656.266029 + Penalty 2888.183803 = -185768.082226 nChanged 4 SP:Iteration 38Q (5894.430984 sec): 3 clusters Score: Raw -188657.619907 + Penalty 2888.183803 = -185769.436104 nChanged 2 SP:Iteration 39Q (5894.530461 sec): 3 clusters Score: Raw -188658.678368 + Penalty 2888.183803 = -185770.494565 nChanged 0 SP:Iteration 40F (5894.644522 sec): 3 clusters Score: Raw -188658.678368 + Penalty 2888.183803 = -185770.494565 nChanged 0 Score: Raw -11940789.166753 + Penalty 57906.830231 = -11882882.336522 Splitting cluster 10 changes total score from -11881960.228472 to -11882882.336522 So it's getting split into cluster 27. Trying to split cluster 11 (10330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5901.888123 sec): 2 clusters Score: Raw -591199.100234 + Penalty 1622.112727 = -589576.987507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5902.017294 sec): 3 clusters Score: Raw -585479.863831 + Penalty 3244.225454 = -582235.638377 nChanged 4414 SP:Iteration 1F (5902.143286 sec): 3 clusters Score: Raw -588489.334357 + Penalty 3244.225454 = -585245.108902 nChanged 939 SP:Iteration 2F (5902.269781 sec): 3 clusters Score: Raw -589256.764165 + Penalty 3244.225454 = -586012.538711 nChanged 796 SP:Iteration 3F (5902.386040 sec): 3 clusters Score: Raw -589903.658375 + Penalty 3244.225454 = -586659.432920 nChanged 745 SP:Iteration 4F (5902.485035 sec): 3 clusters Score: Raw -590515.827341 + Penalty 3244.225454 = -587271.601887 nChanged 651 SP:Iteration 5F (5902.594219 sec): 3 clusters Score: Raw -591005.187999 + Penalty 3244.225454 = -587760.962545 nChanged 489 SP:Iteration 6Q (5902.711532 sec): 3 clusters Score: Raw -591326.517768 + Penalty 3244.225454 = -588082.292314 nChanged 401 SP:Iteration 7Q (5902.843109 sec): 3 clusters Score: Raw -591537.231831 + Penalty 3244.225454 = -588293.006377 nChanged 286 SP:Iteration 8Q (5902.934533 sec): 3 clusters Score: Raw -591657.963289 + Penalty 3244.225454 = -588413.737835 nChanged 225 SP:Iteration 9Q (5903.041738 sec): 3 clusters Score: Raw -591736.896282 + Penalty 3244.225454 = -588492.670828 nChanged 158 SP:Iteration 10Q (5903.163209 sec): 3 clusters Score: Raw -591788.021213 + Penalty 3244.225454 = -588543.795759 nChanged 135 SP:Iteration 11Q (5903.283019 sec): 3 clusters Score: Raw -591841.852671 + Penalty 3244.225454 = -588597.627216 nChanged 126 SP:Iteration 12Q (5903.411017 sec): 3 clusters Score: Raw -591889.275126 + Penalty 3244.225454 = -588645.049671 nChanged 111 SP:Iteration 13Q (5903.527495 sec): 3 clusters Score: Raw -591934.915163 + Penalty 3244.225454 = -588690.689709 nChanged 121 SP:Iteration 14Q (5903.632720 sec): 3 clusters Score: Raw -591982.393595 + Penalty 3244.225454 = -588738.168141 nChanged 117 SP:Iteration 15Q (5903.743100 sec): 3 clusters Score: Raw -592032.874990 + Penalty 3244.225454 = -588788.649535 nChanged 116 SP:Iteration 16Q (5903.860201 sec): 3 clusters Score: Raw -592084.665549 + Penalty 3244.225454 = -588840.440095 nChanged 115 SP:Iteration 17Q (5903.977738 sec): 3 clusters Score: Raw -592142.430470 + Penalty 3244.225454 = -588898.205016 nChanged 105 SP:Iteration 18Q (5904.101142 sec): 3 clusters Score: Raw -592193.505114 + Penalty 3244.225454 = -588949.279659 nChanged 97 SP:Iteration 19Q (5904.245486 sec): 3 clusters Score: Raw -592233.702196 + Penalty 3244.225454 = -588989.476742 nChanged 79 SP:Iteration 20F (5904.357937 sec): 3 clusters Score: Raw -592265.948816 + Penalty 3244.225454 = -589021.723362 nChanged 82 SP:Iteration 21Q (5904.460680 sec): 3 clusters Score: Raw -592299.195652 + Penalty 3244.225454 = -589054.970198 nChanged 74 SP:Iteration 22Q (5904.597649 sec): 3 clusters Score: Raw -592328.032172 + Penalty 3244.225454 = -589083.806717 nChanged 68 SP:Iteration 23Q (5904.713385 sec): 3 clusters Score: Raw -592350.775807 + Penalty 3244.225454 = -589106.550352 nChanged 56 SP:Iteration 24Q (5904.808806 sec): 3 clusters Score: Raw -592369.521105 + Penalty 3244.225454 = -589125.295651 nChanged 60 SP:Iteration 25Q (5904.935271 sec): 3 clusters Score: Raw -592386.694486 + Penalty 3244.225454 = -589142.469032 nChanged 59 SP:Iteration 26Q (5905.066075 sec): 3 clusters Score: Raw -592407.598165 + Penalty 3244.225454 = -589163.372711 nChanged 58 SP:Iteration 27Q (5905.197377 sec): 3 clusters Score: Raw -592430.850413 + Penalty 3244.225454 = -589186.624959 nChanged 52 SP:Iteration 28Q (5905.304992 sec): 3 clusters Score: Raw -592448.452584 + Penalty 3244.225454 = -589204.227130 nChanged 45 SP:Iteration 29Q (5905.417890 sec): 3 clusters Score: Raw -592461.951233 + Penalty 3244.225454 = -589217.725778 nChanged 32 SP:Iteration 30Q (5905.548023 sec): 3 clusters Score: Raw -592473.072899 + Penalty 3244.225454 = -589228.847445 nChanged 39 SP:Iteration 31Q (5905.646073 sec): 3 clusters Score: Raw -592483.863031 + Penalty 3244.225454 = -589239.637577 nChanged 35 SP:Iteration 32Q (5905.782060 sec): 3 clusters Score: Raw -592493.483899 + Penalty 3244.225454 = -589249.258444 nChanged 24 SP:Iteration 33Q (5905.878468 sec): 3 clusters Score: Raw -592500.480045 + Penalty 3244.225454 = -589256.254591 nChanged 28 SP:Iteration 34Q (5905.990117 sec): 3 clusters Score: Raw -592509.780795 + Penalty 3244.225454 = -589265.555341 nChanged 31 SP:Iteration 35Q (5906.117776 sec): 3 clusters Score: Raw -592520.570555 + Penalty 3244.225454 = -589276.345101 nChanged 37 SP:Iteration 36Q (5906.219130 sec): 3 clusters Score: Raw -592534.466584 + Penalty 3244.225454 = -589290.241129 nChanged 44 SP:Iteration 37Q (5906.334563 sec): 3 clusters Score: Raw -592552.840377 + Penalty 3244.225454 = -589308.614922 nChanged 41 SP:Iteration 38Q (5906.474606 sec): 3 clusters Score: Raw -592566.049650 + Penalty 3244.225454 = -589321.824196 nChanged 33 SP:Iteration 39Q (5906.560607 sec): 3 clusters Score: Raw -592577.135286 + Penalty 3244.225454 = -589332.909832 nChanged 29 SP:Iteration 40F (5906.692145 sec): 3 clusters Score: Raw -592585.296506 + Penalty 3244.225454 = -589341.071052 nChanged 29 SP:Iteration 41Q (5906.804999 sec): 3 clusters Score: Raw -592593.695116 + Penalty 3244.225454 = -589349.469662 nChanged 17 SP:Iteration 42Q (5906.920340 sec): 3 clusters Score: Raw -592598.027604 + Penalty 3244.225454 = -589353.802150 nChanged 8 SP:Iteration 43Q (5907.031823 sec): 3 clusters Score: Raw -592600.265187 + Penalty 3244.225454 = -589356.039733 nChanged 6 SP:Iteration 44Q (5907.149372 sec): 3 clusters Score: Raw -592601.893470 + Penalty 3244.225454 = -589357.668015 nChanged 6 SP:Iteration 45Q (5907.270316 sec): 3 clusters Score: Raw -592603.426208 + Penalty 3244.225454 = -589359.200754 nChanged 8 SP:Iteration 46Q (5907.366688 sec): 3 clusters Score: Raw -592605.335705 + Penalty 3244.225454 = -589361.110251 nChanged 10 SP:Iteration 47Q (5907.491719 sec): 3 clusters Score: Raw -592608.067928 + Penalty 3244.225454 = -589363.842473 nChanged 10 SP:Iteration 48Q (5907.599333 sec): 3 clusters Score: Raw -592610.614023 + Penalty 3244.225454 = -589366.388568 nChanged 3 SP:Iteration 49Q (5907.703800 sec): 3 clusters Score: Raw -592611.437777 + Penalty 3244.225454 = -589367.212323 nChanged 6 SP:Iteration 50Q (5907.822021 sec): 3 clusters Score: Raw -592613.571696 + Penalty 3244.225454 = -589369.346242 nChanged 5 SP:Iteration 51Q (5907.925944 sec): 3 clusters Score: Raw -592614.479664 + Penalty 3244.225454 = -589370.254210 nChanged 5 SP:Iteration 52Q (5908.055240 sec): 3 clusters Score: Raw -592616.568887 + Penalty 3244.225454 = -589372.343432 nChanged 5 SP:Iteration 53Q (5908.177357 sec): 3 clusters Score: Raw -592617.262291 + Penalty 3244.225454 = -589373.036837 nChanged 2 SP:Iteration 54Q (5908.319985 sec): 3 clusters Score: Raw -592617.655008 + Penalty 3244.225454 = -589373.429553 nChanged 1 SP:Iteration 55Q (5908.456302 sec): 3 clusters Score: Raw -592617.916339 + Penalty 3244.225454 = -589373.690885 nChanged 0 SP:Iteration 56F (5908.589169 sec): 3 clusters Score: Raw -592617.916339 + Penalty 3244.225454 = -589373.690885 nChanged 0 Trying to split cluster 12 (13287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5908.675754 sec): 2 clusters Score: Raw -916563.192295 + Penalty 1666.292014 = -914896.900281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5908.818750 sec): 3 clusters Score: Raw -908886.050546 + Penalty 3332.584029 = -905553.466517 nChanged 5846 SP:Iteration 1F (5908.953697 sec): 3 clusters Score: Raw -912500.569954 + Penalty 3332.584029 = -909167.985925 nChanged 1116 SP:Iteration 2F (5909.098632 sec): 3 clusters Score: Raw -913234.048344 + Penalty 3332.584029 = -909901.464316 nChanged 1053 SP:Iteration 3F (5909.218256 sec): 3 clusters Score: Raw -913949.347542 + Penalty 3332.584029 = -910616.763513 nChanged 951 SP:Iteration 4F (5909.361941 sec): 3 clusters Score: Raw -914576.133723 + Penalty 3332.584029 = -911243.549695 nChanged 790 SP:Iteration 5F (5909.510625 sec): 3 clusters Score: Raw -915080.943553 + Penalty 3332.584029 = -911748.359524 nChanged 644 SP:Iteration 6Q (5909.638115 sec): 3 clusters Score: Raw -915473.549445 + Penalty 3332.584029 = -912140.965416 nChanged 503 SP:Iteration 7Q (5909.769550 sec): 3 clusters Score: Raw -915746.763991 + Penalty 3332.584029 = -912414.179962 nChanged 390 SP:Iteration 8Q (5909.907080 sec): 3 clusters Score: Raw -915937.411958 + Penalty 3332.584029 = -912604.827929 nChanged 294 SP:Iteration 9Q (5910.062734 sec): 3 clusters Score: Raw -916096.500238 + Penalty 3332.584029 = -912763.916209 nChanged 269 SP:Iteration 10Q (5910.176428 sec): 3 clusters Score: Raw -916247.845396 + Penalty 3332.584029 = -912915.261367 nChanged 225 SP:Iteration 11Q (5910.334744 sec): 3 clusters Score: Raw -916370.133422 + Penalty 3332.584029 = -913037.549394 nChanged 213 SP:Iteration 12Q (5910.473926 sec): 3 clusters Score: Raw -916481.501346 + Penalty 3332.584029 = -913148.917317 nChanged 155 SP:Iteration 13Q (5910.587964 sec): 3 clusters Score: Raw -916553.316126 + Penalty 3332.584029 = -913220.732098 nChanged 129 SP:Iteration 14Q (5910.737171 sec): 3 clusters Score: Raw -916621.236016 + Penalty 3332.584029 = -913288.651987 nChanged 95 SP:Iteration 15Q (5910.870579 sec): 3 clusters Score: Raw -916668.643034 + Penalty 3332.584029 = -913336.059005 nChanged 76 SP:Iteration 16Q (5910.984854 sec): 3 clusters Score: Raw -916702.161782 + Penalty 3332.584029 = -913369.577753 nChanged 60 SP:Iteration 17Q (5911.089422 sec): 3 clusters Score: Raw -916728.326116 + Penalty 3332.584029 = -913395.742087 nChanged 47 SP:Iteration 18Q (5911.224917 sec): 3 clusters Score: Raw -916748.163699 + Penalty 3332.584029 = -913415.579670 nChanged 35 SP:Iteration 19Q (5911.347402 sec): 3 clusters Score: Raw -916767.359740 + Penalty 3332.584029 = -913434.775711 nChanged 31 SP:Iteration 20F (5911.485195 sec): 3 clusters Score: Raw -916786.759122 + Penalty 3332.584029 = -913454.175093 nChanged 43 SP:Iteration 21Q (5911.624423 sec): 3 clusters Score: Raw -916810.586989 + Penalty 3332.584029 = -913478.002961 nChanged 47 SP:Iteration 22Q (5911.754612 sec): 3 clusters Score: Raw -916838.702020 + Penalty 3332.584029 = -913506.117992 nChanged 45 SP:Iteration 23Q (5911.907353 sec): 3 clusters Score: Raw -916863.675727 + Penalty 3332.584029 = -913531.091699 nChanged 46 SP:Iteration 24Q (5912.014217 sec): 3 clusters Score: Raw -916888.685249 + Penalty 3332.584029 = -913556.101220 nChanged 30 SP:Iteration 25Q (5912.155860 sec): 3 clusters Score: Raw -916902.573845 + Penalty 3332.584029 = -913569.989816 nChanged 23 SP:Iteration 26Q (5912.292390 sec): 3 clusters Score: Raw -916911.810135 + Penalty 3332.584029 = -913579.226106 nChanged 16 SP:Iteration 27Q (5912.453478 sec): 3 clusters Score: Raw -916919.165789 + Penalty 3332.584029 = -913586.581760 nChanged 16 SP:Iteration 28Q (5912.591179 sec): 3 clusters Score: Raw -916924.676946 + Penalty 3332.584029 = -913592.092917 nChanged 9 SP:Iteration 29Q (5912.705672 sec): 3 clusters Score: Raw -916929.292702 + Penalty 3332.584029 = -913596.708673 nChanged 9 SP:Iteration 30Q (5912.843355 sec): 3 clusters Score: Raw -916933.692510 + Penalty 3332.584029 = -913601.108481 nChanged 10 SP:Iteration 31Q (5912.960548 sec): 3 clusters Score: Raw -916937.991438 + Penalty 3332.584029 = -913605.407410 nChanged 7 SP:Iteration 32Q (5913.094630 sec): 3 clusters Score: Raw -916940.810878 + Penalty 3332.584029 = -913608.226849 nChanged 4 SP:Iteration 33Q (5913.235907 sec): 3 clusters Score: Raw -916941.867714 + Penalty 3332.584029 = -913609.283685 nChanged 2 SP:Iteration 34Q (5913.359573 sec): 3 clusters Score: Raw -916942.736910 + Penalty 3332.584029 = -913610.152881 nChanged 1 SP:Iteration 35Q (5913.508381 sec): 3 clusters Score: Raw -916942.947424 + Penalty 3332.584029 = -913610.363395 nChanged 1 SP:Iteration 36Q (5913.638520 sec): 3 clusters Score: Raw -916943.503475 + Penalty 3332.584029 = -913610.919446 nChanged 1 SP:Iteration 37Q (5913.752939 sec): 3 clusters Score: Raw -916944.481837 + Penalty 3332.584029 = -913611.897808 nChanged 0 SP:Iteration 38F (5913.902186 sec): 3 clusters Score: Raw -916944.481837 + Penalty 3332.584029 = -913611.897808 nChanged 0 Trying to split cluster 13 (2483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5913.984347 sec): 2 clusters Score: Raw -136680.979469 + Penalty 1371.922599 = -135309.056870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5914.076834 sec): 3 clusters Score: Raw -135642.905168 + Penalty 2743.845198 = -132899.059970 nChanged 938 SP:Iteration 1F (5914.176212 sec): 3 clusters Score: Raw -136420.579498 + Penalty 2743.845198 = -133676.734301 nChanged 244 SP:Iteration 2F (5914.286682 sec): 3 clusters Score: Raw -136678.559519 + Penalty 2743.845198 = -133934.714321 nChanged 153 SP:Iteration 3F (5914.409988 sec): 3 clusters Score: Raw -136831.636128 + Penalty 2743.845198 = -134087.790930 nChanged 115 SP:Iteration 4Q (5914.433394 sec): 3 clusters Score: Raw -136946.635187 + Penalty 2743.845198 = -134202.789990 nChanged 97 SP:Iteration 5Q (5914.465522 sec): 3 clusters Score: Raw -137025.194759 + Penalty 2743.845198 = -134281.349562 nChanged 76 SP:Iteration 6Q (5914.497116 sec): 3 clusters Score: Raw -137083.425157 + Penalty 2743.845198 = -134339.579959 nChanged 53 SP:Iteration 7Q (5914.528616 sec): 3 clusters Score: Raw -137127.899128 + Penalty 2743.845198 = -134384.053930 nChanged 63 SP:Iteration 8Q (5914.560080 sec): 3 clusters Score: Raw -137186.035983 + Penalty 2743.845198 = -134442.190786 nChanged 55 SP:Iteration 9Q (5914.593707 sec): 3 clusters Score: Raw -137239.213079 + Penalty 2743.845198 = -134495.367881 nChanged 53 SP:Iteration 10Q (5914.625220 sec): 3 clusters Score: Raw -137279.297773 + Penalty 2743.845198 = -134535.452575 nChanged 41 SP:Iteration 11Q (5914.656622 sec): 3 clusters Score: Raw -137315.839537 + Penalty 2743.845198 = -134571.994340 nChanged 40 SP:Iteration 12Q (5914.688006 sec): 3 clusters Score: Raw -137343.801148 + Penalty 2743.845198 = -134599.955950 nChanged 38 SP:Iteration 13Q (5914.719314 sec): 3 clusters Score: Raw -137368.998826 + Penalty 2743.845198 = -134625.153628 nChanged 34 SP:Iteration 14Q (5914.750526 sec): 3 clusters Score: Raw -137391.373236 + Penalty 2743.845198 = -134647.528038 nChanged 24 SP:Iteration 15Q (5914.781805 sec): 3 clusters Score: Raw -137406.148515 + Penalty 2743.845198 = -134662.303317 nChanged 17 SP:Iteration 16Q (5914.886553 sec): 3 clusters Score: Raw -137410.991108 + Penalty 2743.845198 = -134667.145910 nChanged 9 SP:Iteration 17Q (5914.973658 sec): 3 clusters Score: Raw -137413.053563 + Penalty 2743.845198 = -134669.208365 nChanged 7 SP:Iteration 18Q (5915.069540 sec): 3 clusters Score: Raw -137416.318035 + Penalty 2743.845198 = -134672.472838 nChanged 7 SP:Iteration 19Q (5915.184224 sec): 3 clusters Score: Raw -137417.728440 + Penalty 2743.845198 = -134673.883242 nChanged 4 SP:Iteration 20F (5915.297869 sec): 3 clusters Score: Raw -137418.569230 + Penalty 2743.845198 = -134674.724032 nChanged 2 SP:Iteration 21Q (5915.394647 sec): 3 clusters Score: Raw -137419.200012 + Penalty 2743.845198 = -134675.354814 nChanged 3 SP:Iteration 22Q (5915.502099 sec): 3 clusters Score: Raw -137421.171452 + Penalty 2743.845198 = -134677.326254 nChanged 3 SP:Iteration 23Q (5915.573180 sec): 3 clusters Score: Raw -137423.320544 + Penalty 2743.845198 = -134679.475346 nChanged 2 SP:Iteration 24Q (5915.692047 sec): 3 clusters Score: Raw -137423.629398 + Penalty 2743.845198 = -134679.784200 nChanged 3 SP:Iteration 25Q (5915.780947 sec): 3 clusters Score: Raw -137424.615234 + Penalty 2743.845198 = -134680.770037 nChanged 1 SP:Iteration 26Q (5915.888143 sec): 3 clusters Score: Raw -137426.565205 + Penalty 2743.845198 = -134682.720007 nChanged 1 SP:Iteration 27Q (5915.972900 sec): 3 clusters Score: Raw -137427.861974 + Penalty 2743.845198 = -134684.016776 nChanged 2 SP:Iteration 28Q (5916.078237 sec): 3 clusters Score: Raw -137428.632631 + Penalty 2743.845198 = -134684.787434 nChanged 2 SP:Iteration 29Q (5916.196130 sec): 3 clusters Score: Raw -137429.922361 + Penalty 2743.845198 = -134686.077163 nChanged 3 SP:Iteration 30Q (5916.286442 sec): 3 clusters Score: Raw -137431.794041 + Penalty 2743.845198 = -134687.948843 nChanged 6 SP:Iteration 31Q (5916.399226 sec): 3 clusters Score: Raw -137434.811116 + Penalty 2743.845198 = -134690.965918 nChanged 3 SP:Iteration 32Q (5916.516303 sec): 3 clusters Score: Raw -137435.356990 + Penalty 2743.845198 = -134691.511792 nChanged 1 SP:Iteration 33Q (5916.580483 sec): 3 clusters Score: Raw -137435.511852 + Penalty 2743.845198 = -134691.666655 nChanged 0 SP:Iteration 34F (5916.684836 sec): 3 clusters Score: Raw -137435.511852 + Penalty 2743.845198 = -134691.666655 nChanged 0 Trying to split cluster 14 (3787 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5916.746997 sec): 2 clusters Score: Raw -194315.129817 + Penalty 1446.002315 = -192869.127502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5916.845888 sec): 3 clusters Score: Raw -192536.732881 + Penalty 2892.004629 = -189644.728251 nChanged 1475 SP:Iteration 1F (5916.958931 sec): 3 clusters Score: Raw -193597.700669 + Penalty 2892.004629 = -190705.696039 nChanged 382 SP:Iteration 2F (5917.054330 sec): 3 clusters Score: Raw -194070.605374 + Penalty 2892.004629 = -191178.600745 nChanged 352 SP:Iteration 3F (5917.148924 sec): 3 clusters Score: Raw -194556.641531 + Penalty 2892.004629 = -191664.636901 nChanged 287 SP:Iteration 4F (5917.231143 sec): 3 clusters Score: Raw -194941.165129 + Penalty 2892.004629 = -192049.160500 nChanged 265 SP:Iteration 5F (5917.320539 sec): 3 clusters Score: Raw -195304.182275 + Penalty 2892.004629 = -192412.177645 nChanged 218 SP:Iteration 6F (5917.424601 sec): 3 clusters Score: Raw -195575.589708 + Penalty 2892.004629 = -192683.585078 nChanged 157 SP:Iteration 7Q (5917.522110 sec): 3 clusters Score: Raw -195730.535191 + Penalty 2892.004629 = -192838.530561 nChanged 104 SP:Iteration 8Q (5917.644424 sec): 3 clusters Score: Raw -195832.879848 + Penalty 2892.004629 = -192940.875219 nChanged 85 SP:Iteration 9Q (5917.752224 sec): 3 clusters Score: Raw -195909.133117 + Penalty 2892.004629 = -193017.128488 nChanged 78 SP:Iteration 10Q (5917.860258 sec): 3 clusters Score: Raw -195988.393698 + Penalty 2892.004629 = -193096.389069 nChanged 99 SP:Iteration 11Q (5917.947129 sec): 3 clusters Score: Raw -196099.673274 + Penalty 2892.004629 = -193207.668645 nChanged 89 SP:Iteration 12Q (5918.039148 sec): 3 clusters Score: Raw -196183.747464 + Penalty 2892.004629 = -193291.742835 nChanged 82 SP:Iteration 13Q (5918.133534 sec): 3 clusters Score: Raw -196281.409667 + Penalty 2892.004629 = -193389.405037 nChanged 101 SP:Iteration 14Q (5918.258363 sec): 3 clusters Score: Raw -196385.034769 + Penalty 2892.004629 = -193493.030140 nChanged 87 SP:Iteration 15Q (5918.362540 sec): 3 clusters Score: Raw -196467.410341 + Penalty 2892.004629 = -193575.405712 nChanged 73 SP:Iteration 16Q (5918.462501 sec): 3 clusters Score: Raw -196525.613677 + Penalty 2892.004629 = -193633.609048 nChanged 68 SP:Iteration 17Q (5918.567537 sec): 3 clusters Score: Raw -196582.188281 + Penalty 2892.004629 = -193690.183652 nChanged 60 SP:Iteration 18Q (5918.694273 sec): 3 clusters Score: Raw -196622.609766 + Penalty 2892.004629 = -193730.605137 nChanged 45 SP:Iteration 19Q (5918.798088 sec): 3 clusters Score: Raw -196649.319011 + Penalty 2892.004629 = -193757.314382 nChanged 41 SP:Iteration 20F (5918.900844 sec): 3 clusters Score: Raw -196685.125500 + Penalty 2892.004629 = -193793.120871 nChanged 39 SP:Iteration 21Q (5919.009644 sec): 3 clusters Score: Raw -196707.237847 + Penalty 2892.004629 = -193815.233218 nChanged 29 SP:Iteration 22Q (5919.126411 sec): 3 clusters Score: Raw -196725.993462 + Penalty 2892.004629 = -193833.988833 nChanged 31 SP:Iteration 23Q (5919.239607 sec): 3 clusters Score: Raw -196742.706793 + Penalty 2892.004629 = -193850.702163 nChanged 23 SP:Iteration 24Q (5919.350535 sec): 3 clusters Score: Raw -196753.866482 + Penalty 2892.004629 = -193861.861853 nChanged 15 SP:Iteration 25Q (5919.422191 sec): 3 clusters Score: Raw -196760.379483 + Penalty 2892.004629 = -193868.374853 nChanged 15 SP:Iteration 26Q (5919.531384 sec): 3 clusters Score: Raw -196768.350063 + Penalty 2892.004629 = -193876.345434 nChanged 20 SP:Iteration 27Q (5919.643527 sec): 3 clusters Score: Raw -196779.279644 + Penalty 2892.004629 = -193887.275014 nChanged 17 SP:Iteration 28Q (5919.746302 sec): 3 clusters Score: Raw -196787.073326 + Penalty 2892.004629 = -193895.068697 nChanged 8 SP:Iteration 29Q (5919.859159 sec): 3 clusters Score: Raw -196790.099920 + Penalty 2892.004629 = -193898.095291 nChanged 11 SP:Iteration 30Q (5919.979711 sec): 3 clusters Score: Raw -196793.738698 + Penalty 2892.004629 = -193901.734069 nChanged 6 SP:Iteration 31Q (5920.094819 sec): 3 clusters Score: Raw -196796.012120 + Penalty 2892.004629 = -193904.007491 nChanged 7 SP:Iteration 32Q (5920.190314 sec): 3 clusters Score: Raw -196799.182087 + Penalty 2892.004629 = -193907.177458 nChanged 12 SP:Iteration 33Q (5920.281349 sec): 3 clusters Score: Raw -196805.658541 + Penalty 2892.004629 = -193913.653912 nChanged 13 SP:Iteration 34Q (5920.389148 sec): 3 clusters Score: Raw -196810.989994 + Penalty 2892.004629 = -193918.985365 nChanged 6 SP:Iteration 35Q (5920.488442 sec): 3 clusters Score: Raw -196813.696823 + Penalty 2892.004629 = -193921.692193 nChanged 8 SP:Iteration 36Q (5920.592397 sec): 3 clusters Score: Raw -196816.548999 + Penalty 2892.004629 = -193924.544370 nChanged 7 SP:Iteration 37Q (5920.692318 sec): 3 clusters Score: Raw -196819.211409 + Penalty 2892.004629 = -193927.206780 nChanged 9 SP:Iteration 38Q (5920.786659 sec): 3 clusters Score: Raw -196822.630112 + Penalty 2892.004629 = -193930.625482 nChanged 9 SP:Iteration 39Q (5920.898296 sec): 3 clusters Score: Raw -196826.599520 + Penalty 2892.004629 = -193934.594891 nChanged 4 SP:Iteration 40F (5921.026136 sec): 3 clusters Score: Raw -196828.555938 + Penalty 2892.004629 = -193936.551309 nChanged 2 SP:Iteration 41Q (5921.101430 sec): 3 clusters Score: Raw -196829.415417 + Penalty 2892.004629 = -193937.410788 nChanged 6 SP:Iteration 42Q (5921.209856 sec): 3 clusters Score: Raw -196831.750920 + Penalty 2892.004629 = -193939.746291 nChanged 3 SP:Iteration 43Q (5921.341688 sec): 3 clusters Score: Raw -196832.553367 + Penalty 2892.004629 = -193940.548738 nChanged 0 SP:Iteration 44F (5921.432704 sec): 3 clusters Score: Raw -196832.553367 + Penalty 2892.004629 = -193940.548738 nChanged 0 Score: Raw -11943306.590303 + Penalty 60051.527647 = -11883255.062657 Splitting cluster 14 changes total score from -11881960.228472 to -11883255.062657 So it's getting split into cluster 28. Trying to split cluster 15 (19234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5927.730015 sec): 2 clusters Score: Raw -1212010.395866 + Penalty 1731.208312 = -1210279.187554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5927.876378 sec): 3 clusters Score: Raw -1200459.450918 + Penalty 3462.416624 = -1196997.034295 nChanged 8644 SP:Iteration 1F (5928.003290 sec): 3 clusters Score: Raw -1205591.684161 + Penalty 3462.416624 = -1202129.267537 nChanged 1339 SP:Iteration 2F (5928.128959 sec): 3 clusters Score: Raw -1206428.811109 + Penalty 3462.416624 = -1202966.394486 nChanged 1372 SP:Iteration 3F (5928.243796 sec): 3 clusters Score: Raw -1207400.660862 + Penalty 3462.416624 = -1203938.244238 nChanged 1412 SP:Iteration 4F (5928.353701 sec): 3 clusters Score: Raw -1208421.381022 + Penalty 3462.416624 = -1204958.964398 nChanged 1289 SP:Iteration 5F (5928.465844 sec): 3 clusters Score: Raw -1209330.659193 + Penalty 3462.416624 = -1205868.242569 nChanged 1113 SP:Iteration 6F (5928.574506 sec): 3 clusters Score: Raw -1210084.452089 + Penalty 3462.416624 = -1206622.035465 nChanged 924 SP:Iteration 7Q (5928.692716 sec): 3 clusters Score: Raw -1210636.550808 + Penalty 3462.416624 = -1207174.134184 nChanged 715 SP:Iteration 8Q (5928.812318 sec): 3 clusters Score: Raw -1211002.484627 + Penalty 3462.416624 = -1207540.068004 nChanged 575 SP:Iteration 9Q (5928.912640 sec): 3 clusters Score: Raw -1211251.368171 + Penalty 3462.416624 = -1207788.951548 nChanged 459 SP:Iteration 10Q (5929.047201 sec): 3 clusters Score: Raw -1211438.751769 + Penalty 3462.416624 = -1207976.335146 nChanged 377 SP:Iteration 11Q (5929.169162 sec): 3 clusters Score: Raw -1211583.204755 + Penalty 3462.416624 = -1208120.788132 nChanged 316 SP:Iteration 12Q (5929.282378 sec): 3 clusters Score: Raw -1211689.265565 + Penalty 3462.416624 = -1208226.848941 nChanged 288 SP:Iteration 13Q (5929.387518 sec): 3 clusters Score: Raw -1211773.622192 + Penalty 3462.416624 = -1208311.205568 nChanged 239 SP:Iteration 14Q (5929.524431 sec): 3 clusters Score: Raw -1211848.379758 + Penalty 3462.416624 = -1208385.963134 nChanged 214 SP:Iteration 15Q (5929.640536 sec): 3 clusters Score: Raw -1211912.933284 + Penalty 3462.416624 = -1208450.516660 nChanged 195 SP:Iteration 16Q (5929.769161 sec): 3 clusters Score: Raw -1211969.457101 + Penalty 3462.416624 = -1208507.040478 nChanged 213 SP:Iteration 17Q (5929.885354 sec): 3 clusters Score: Raw -1212036.354294 + Penalty 3462.416624 = -1208573.937670 nChanged 190 SP:Iteration 18Q (5930.004891 sec): 3 clusters Score: Raw -1212086.949038 + Penalty 3462.416624 = -1208624.532414 nChanged 192 SP:Iteration 19Q (5930.109697 sec): 3 clusters Score: Raw -1212135.505641 + Penalty 3462.416624 = -1208673.089017 nChanged 184 SP:Iteration 20F (5930.221389 sec): 3 clusters Score: Raw -1212192.256770 + Penalty 3462.416624 = -1208729.840146 nChanged 168 SP:Iteration 21Q (5930.328253 sec): 3 clusters Score: Raw -1212246.267317 + Penalty 3462.416624 = -1208783.850693 nChanged 181 SP:Iteration 22Q (5930.448820 sec): 3 clusters Score: Raw -1212315.865401 + Penalty 3462.416624 = -1208853.448777 nChanged 177 SP:Iteration 23Q (5930.558956 sec): 3 clusters Score: Raw -1212381.405994 + Penalty 3462.416624 = -1208918.989371 nChanged 196 SP:Iteration 24Q (5930.663219 sec): 3 clusters Score: Raw -1212467.319133 + Penalty 3462.416624 = -1209004.902509 nChanged 205 SP:Iteration 25Q (5930.782019 sec): 3 clusters Score: Raw -1212576.376384 + Penalty 3462.416624 = -1209113.959760 nChanged 249 SP:Iteration 26Q (5930.900616 sec): 3 clusters Score: Raw -1212705.186672 + Penalty 3462.416624 = -1209242.770049 nChanged 258 SP:Iteration 27Q (5931.015204 sec): 3 clusters Score: Raw -1212833.631037 + Penalty 3462.416624 = -1209371.214414 nChanged 251 SP:Iteration 28Q (5931.134268 sec): 3 clusters Score: Raw -1212933.901664 + Penalty 3462.416624 = -1209471.485040 nChanged 199 SP:Iteration 29Q (5931.250469 sec): 3 clusters Score: Raw -1213006.665507 + Penalty 3462.416624 = -1209544.248883 nChanged 187 SP:Iteration 30Q (5931.363950 sec): 3 clusters Score: Raw -1213076.933206 + Penalty 3462.416624 = -1209614.516582 nChanged 183 SP:Iteration 31Q (5931.491997 sec): 3 clusters Score: Raw -1213148.372518 + Penalty 3462.416624 = -1209685.955894 nChanged 160 SP:Iteration 32Q (5931.605600 sec): 3 clusters Score: Raw -1213202.839196 + Penalty 3462.416624 = -1209740.422573 nChanged 150 SP:Iteration 33Q (5931.716651 sec): 3 clusters Score: Raw -1213255.984159 + Penalty 3462.416624 = -1209793.567535 nChanged 172 SP:Iteration 34Q (5931.834253 sec): 3 clusters Score: Raw -1213324.215909 + Penalty 3462.416624 = -1209861.799285 nChanged 174 SP:Iteration 35Q (5931.955993 sec): 3 clusters Score: Raw -1213406.693971 + Penalty 3462.416624 = -1209944.277347 nChanged 189 SP:Iteration 36Q (5932.068669 sec): 3 clusters Score: Raw -1213510.455429 + Penalty 3462.416624 = -1210048.038805 nChanged 192 SP:Iteration 37Q (5932.178964 sec): 3 clusters Score: Raw -1213605.886179 + Penalty 3462.416624 = -1210143.469555 nChanged 171 SP:Iteration 38Q (5932.295989 sec): 3 clusters Score: Raw -1213676.715042 + Penalty 3462.416624 = -1210214.298418 nChanged 162 SP:Iteration 39Q (5932.419212 sec): 3 clusters Score: Raw -1213733.756947 + Penalty 3462.416624 = -1210271.340323 nChanged 137 SP:Iteration 40F (5932.518933 sec): 3 clusters Score: Raw -1213785.179633 + Penalty 3462.416624 = -1210322.763009 nChanged 125 SP:Iteration 41Q (5932.620385 sec): 3 clusters Score: Raw -1213828.822111 + Penalty 3462.416624 = -1210366.405487 nChanged 114 SP:Iteration 42Q (5932.750432 sec): 3 clusters Score: Raw -1213860.112793 + Penalty 3462.416624 = -1210397.696169 nChanged 101 SP:Iteration 43Q (5932.866115 sec): 3 clusters Score: Raw -1213887.273618 + Penalty 3462.416624 = -1210424.856994 nChanged 115 SP:Iteration 44Q (5932.984588 sec): 3 clusters Score: Raw -1213920.813571 + Penalty 3462.416624 = -1210458.396947 nChanged 118 SP:Iteration 45Q (5933.104564 sec): 3 clusters Score: Raw -1213954.587428 + Penalty 3462.416624 = -1210492.170804 nChanged 113 SP:Iteration 46Q (5933.221449 sec): 3 clusters Score: Raw -1213993.432491 + Penalty 3462.416624 = -1210531.015867 nChanged 129 SP:Iteration 47Q (5933.346842 sec): 3 clusters Score: Raw -1214043.154137 + Penalty 3462.416624 = -1210580.737513 nChanged 117 SP:Iteration 48Q (5933.473811 sec): 3 clusters Score: Raw -1214082.292545 + Penalty 3462.416624 = -1210619.875922 nChanged 125 SP:Iteration 49Q (5933.600153 sec): 3 clusters Score: Raw -1214121.523428 + Penalty 3462.416624 = -1210659.106805 nChanged 128 SP:Iteration 50Q (5933.725202 sec): 3 clusters Score: Raw -1214158.271113 + Penalty 3462.416624 = -1210695.854489 nChanged 119 SP:Iteration 51Q (5933.849957 sec): 3 clusters Score: Raw -1214189.541987 + Penalty 3462.416624 = -1210727.125363 nChanged 109 SP:Iteration 52Q (5933.974683 sec): 3 clusters Score: Raw -1214218.370723 + Penalty 3462.416624 = -1210755.954100 nChanged 103 SP:Iteration 53Q (5934.098615 sec): 3 clusters Score: Raw -1214242.978643 + Penalty 3462.416624 = -1210780.562019 nChanged 92 SP:Iteration 54Q (5934.221469 sec): 3 clusters Score: Raw -1214263.490794 + Penalty 3462.416624 = -1210801.074170 nChanged 86 SP:Iteration 55Q (5934.344323 sec): 3 clusters Score: Raw -1214281.453065 + Penalty 3462.416624 = -1210819.036441 nChanged 89 SP:Iteration 56Q (5934.459363 sec): 3 clusters Score: Raw -1214299.994197 + Penalty 3462.416624 = -1210837.577573 nChanged 75 SP:Iteration 57Q (5934.563727 sec): 3 clusters Score: Raw -1214313.851436 + Penalty 3462.416624 = -1210851.434813 nChanged 73 SP:Iteration 58Q (5934.705103 sec): 3 clusters Score: Raw -1214327.005190 + Penalty 3462.416624 = -1210864.588566 nChanged 66 SP:Iteration 59Q (5934.819592 sec): 3 clusters Score: Raw -1214338.340876 + Penalty 3462.416624 = -1210875.924252 nChanged 63 SP:Iteration 60F (5934.931442 sec): 3 clusters Score: Raw -1214349.090836 + Penalty 3462.416624 = -1210886.674212 nChanged 61 SP:Iteration 61Q (5935.047323 sec): 3 clusters Score: Raw -1214358.196088 + Penalty 3462.416624 = -1210895.779465 nChanged 45 SP:Iteration 62Q (5935.163123 sec): 3 clusters Score: Raw -1214363.897575 + Penalty 3462.416624 = -1210901.480951 nChanged 42 SP:Iteration 63Q (5935.281039 sec): 3 clusters Score: Raw -1214369.200255 + Penalty 3462.416624 = -1210906.783631 nChanged 33 SP:Iteration 64Q (5935.400562 sec): 3 clusters Score: Raw -1214373.054590 + Penalty 3462.416624 = -1210910.637966 nChanged 35 SP:Iteration 65Q (5935.516387 sec): 3 clusters Score: Raw -1214377.194108 + Penalty 3462.416624 = -1210914.777485 nChanged 25 SP:Iteration 66Q (5935.640491 sec): 3 clusters Score: Raw -1214379.124903 + Penalty 3462.416624 = -1210916.708279 nChanged 22 SP:Iteration 67Q (5935.762250 sec): 3 clusters Score: Raw -1214380.866103 + Penalty 3462.416624 = -1210918.449480 nChanged 17 SP:Iteration 68Q (5935.880837 sec): 3 clusters Score: Raw -1214382.438740 + Penalty 3462.416624 = -1210920.022116 nChanged 21 SP:Iteration 69Q (5936.018476 sec): 3 clusters Score: Raw -1214384.300328 + Penalty 3462.416624 = -1210921.883705 nChanged 20 SP:Iteration 70Q (5936.129164 sec): 3 clusters Score: Raw -1214386.162288 + Penalty 3462.416624 = -1210923.745664 nChanged 17 SP:Iteration 71Q (5936.244383 sec): 3 clusters Score: Raw -1214387.718738 + Penalty 3462.416624 = -1210925.302115 nChanged 14 SP:Iteration 72Q (5936.364986 sec): 3 clusters Score: Raw -1214388.692088 + Penalty 3462.416624 = -1210926.275464 nChanged 9 SP:Iteration 73Q (5936.479248 sec): 3 clusters Score: Raw -1214389.463365 + Penalty 3462.416624 = -1210927.046742 nChanged 8 SP:Iteration 74Q (5936.600267 sec): 3 clusters Score: Raw -1214390.029998 + Penalty 3462.416624 = -1210927.613375 nChanged 3 SP:Iteration 75Q (5936.719644 sec): 3 clusters Score: Raw -1214390.177167 + Penalty 3462.416624 = -1210927.760544 nChanged 5 SP:Iteration 76Q (5936.842516 sec): 3 clusters Score: Raw -1214390.484132 + Penalty 3462.416624 = -1210928.067508 nChanged 3 SP:Iteration 77Q (5936.942709 sec): 3 clusters Score: Raw -1214390.671972 + Penalty 3462.416624 = -1210928.255348 nChanged 5 SP:Iteration 78Q (5937.059131 sec): 3 clusters Score: Raw -1214390.953309 + Penalty 3462.416624 = -1210928.536686 nChanged 5 SP:Iteration 79Q (5937.199267 sec): 3 clusters Score: Raw -1214391.306216 + Penalty 3462.416624 = -1210928.889592 nChanged 9 SP:Iteration 80F (5937.319460 sec): 3 clusters Score: Raw -1214391.962921 + Penalty 3462.416624 = -1210929.546297 nChanged 9 SP:Iteration 81Q (5937.444799 sec): 3 clusters Score: Raw -1214392.676479 + Penalty 3462.416624 = -1210930.259855 nChanged 8 SP:Iteration 82Q (5937.567494 sec): 3 clusters Score: Raw -1214393.223450 + Penalty 3462.416624 = -1210930.806826 nChanged 8 SP:Iteration 83Q (5937.685726 sec): 3 clusters Score: Raw -1214393.737528 + Penalty 3462.416624 = -1210931.320904 nChanged 5 SP:Iteration 84Q (5937.807680 sec): 3 clusters Score: Raw -1214394.000950 + Penalty 3462.416624 = -1210931.584326 nChanged 2 SP:Iteration 85Q (5937.928907 sec): 3 clusters Score: Raw -1214394.040729 + Penalty 3462.416624 = -1210931.624106 nChanged 1 SP:Iteration 86Q (5938.046517 sec): 3 clusters Score: Raw -1214394.062210 + Penalty 3462.416624 = -1210931.645587 nChanged 1 SP:Iteration 87Q (5938.173653 sec): 3 clusters Score: Raw -1214394.099280 + Penalty 3462.416624 = -1210931.682657 nChanged 0 SP:Iteration 88F (5938.294735 sec): 3 clusters Score: Raw -1214394.099280 + Penalty 3462.416624 = -1210931.682657 nChanged 0 Score: Raw -11945690.293718 + Penalty 62196.225063 = -11883494.068655 Splitting cluster 15 changes total score from -11881960.228472 to -11883494.068655 So it's getting split into cluster 29. Trying to split cluster 16 (4327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5943.837075 sec): 2 clusters Score: Raw -240168.603372 + Penalty 1469.396519 = -238699.206853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5943.926755 sec): 3 clusters Score: Raw -238042.227406 + Penalty 2938.793039 = -235103.434367 nChanged 1783 SP:Iteration 1F (5944.007221 sec): 3 clusters Score: Raw -239482.578944 + Penalty 2938.793039 = -236543.785906 nChanged 463 SP:Iteration 2F (5944.104849 sec): 3 clusters Score: Raw -240070.890795 + Penalty 2938.793039 = -237132.097756 nChanged 373 SP:Iteration 3F (5944.188649 sec): 3 clusters Score: Raw -240430.246086 + Penalty 2938.793039 = -237491.453047 nChanged 271 SP:Iteration 4F (5944.285385 sec): 3 clusters Score: Raw -240638.970832 + Penalty 2938.793039 = -237700.177793 nChanged 176 SP:Iteration 5Q (5944.360180 sec): 3 clusters Score: Raw -240755.232571 + Penalty 2938.793039 = -237816.439532 nChanged 146 SP:Iteration 6Q (5944.442719 sec): 3 clusters Score: Raw -240845.392397 + Penalty 2938.793039 = -237906.599358 nChanged 117 SP:Iteration 7Q (5944.525533 sec): 3 clusters Score: Raw -240921.356638 + Penalty 2938.793039 = -237982.563599 nChanged 106 SP:Iteration 8Q (5944.618742 sec): 3 clusters Score: Raw -240989.653258 + Penalty 2938.793039 = -238050.860219 nChanged 72 SP:Iteration 9Q (5944.717336 sec): 3 clusters Score: Raw -241025.064865 + Penalty 2938.793039 = -238086.271826 nChanged 60 SP:Iteration 10Q (5944.807577 sec): 3 clusters Score: Raw -241057.795295 + Penalty 2938.793039 = -238119.002256 nChanged 54 SP:Iteration 11Q (5944.879460 sec): 3 clusters Score: Raw -241087.274444 + Penalty 2938.793039 = -238148.481405 nChanged 44 SP:Iteration 12Q (5944.966448 sec): 3 clusters Score: Raw -241111.637663 + Penalty 2938.793039 = -238172.844625 nChanged 54 SP:Iteration 13Q (5945.071031 sec): 3 clusters Score: Raw -241142.434274 + Penalty 2938.793039 = -238203.641235 nChanged 32 SP:Iteration 14Q (5945.154943 sec): 3 clusters Score: Raw -241162.556715 + Penalty 2938.793039 = -238223.763676 nChanged 39 SP:Iteration 15Q (5945.245668 sec): 3 clusters Score: Raw -241183.134304 + Penalty 2938.793039 = -238244.341265 nChanged 30 SP:Iteration 16Q (5945.321705 sec): 3 clusters Score: Raw -241194.977106 + Penalty 2938.793039 = -238256.184068 nChanged 22 SP:Iteration 17Q (5945.410909 sec): 3 clusters Score: Raw -241202.596312 + Penalty 2938.793039 = -238263.803273 nChanged 22 SP:Iteration 18Q (5945.496931 sec): 3 clusters Score: Raw -241209.951871 + Penalty 2938.793039 = -238271.158832 nChanged 19 SP:Iteration 19Q (5945.612427 sec): 3 clusters Score: Raw -241217.004891 + Penalty 2938.793039 = -238278.211853 nChanged 12 SP:Iteration 20F (5945.705308 sec): 3 clusters Score: Raw -241221.227266 + Penalty 2938.793039 = -238282.434227 nChanged 7 SP:Iteration 21Q (5945.791936 sec): 3 clusters Score: Raw -241224.361166 + Penalty 2938.793039 = -238285.568127 nChanged 12 SP:Iteration 22Q (5945.875563 sec): 3 clusters Score: Raw -241231.146758 + Penalty 2938.793039 = -238292.353720 nChanged 21 SP:Iteration 23Q (5945.975356 sec): 3 clusters Score: Raw -241243.802924 + Penalty 2938.793039 = -238305.009885 nChanged 20 SP:Iteration 24Q (5946.078993 sec): 3 clusters Score: Raw -241259.004188 + Penalty 2938.793039 = -238320.211149 nChanged 27 SP:Iteration 25Q (5946.176038 sec): 3 clusters Score: Raw -241274.435382 + Penalty 2938.793039 = -238335.642343 nChanged 27 SP:Iteration 26Q (5946.246036 sec): 3 clusters Score: Raw -241291.557994 + Penalty 2938.793039 = -238352.764955 nChanged 32 SP:Iteration 27Q (5946.335529 sec): 3 clusters Score: Raw -241305.275966 + Penalty 2938.793039 = -238366.482928 nChanged 31 SP:Iteration 28Q (5946.457165 sec): 3 clusters Score: Raw -241317.712901 + Penalty 2938.793039 = -238378.919862 nChanged 23 SP:Iteration 29Q (5946.538478 sec): 3 clusters Score: Raw -241326.533719 + Penalty 2938.793039 = -238387.740680 nChanged 10 SP:Iteration 30Q (5946.621852 sec): 3 clusters Score: Raw -241330.343925 + Penalty 2938.793039 = -238391.550886 nChanged 9 SP:Iteration 31Q (5946.706364 sec): 3 clusters Score: Raw -241332.298847 + Penalty 2938.793039 = -238393.505808 nChanged 5 SP:Iteration 32Q (5946.793019 sec): 3 clusters Score: Raw -241334.230688 + Penalty 2938.793039 = -238395.437649 nChanged 3 SP:Iteration 33Q (5946.877599 sec): 3 clusters Score: Raw -241334.885993 + Penalty 2938.793039 = -238396.092955 nChanged 3 SP:Iteration 34Q (5946.959882 sec): 3 clusters Score: Raw -241335.893435 + Penalty 2938.793039 = -238397.100396 nChanged 3 SP:Iteration 35Q (5947.050667 sec): 3 clusters Score: Raw -241336.692981 + Penalty 2938.793039 = -238397.899943 nChanged 2 SP:Iteration 36Q (5947.140252 sec): 3 clusters Score: Raw -241337.709912 + Penalty 2938.793039 = -238398.916873 nChanged 3 SP:Iteration 37Q (5947.217753 sec): 3 clusters Score: Raw -241339.478797 + Penalty 2938.793039 = -238400.685758 nChanged 3 SP:Iteration 38Q (5947.306436 sec): 3 clusters Score: Raw -241341.632020 + Penalty 2938.793039 = -238402.838981 nChanged 7 SP:Iteration 39Q (5947.384892 sec): 3 clusters Score: Raw -241347.499255 + Penalty 2938.793039 = -238408.706216 nChanged 12 SP:Iteration 40F (5947.445542 sec): 3 clusters Score: Raw -241355.133923 + Penalty 2938.793039 = -238416.340885 nChanged 15 SP:Iteration 41Q (5947.532185 sec): 3 clusters Score: Raw -241361.680316 + Penalty 2938.793039 = -238422.887277 nChanged 13 SP:Iteration 42Q (5947.613333 sec): 3 clusters Score: Raw -241366.341021 + Penalty 2938.793039 = -238427.547982 nChanged 7 SP:Iteration 43Q (5947.682241 sec): 3 clusters Score: Raw -241369.125186 + Penalty 2938.793039 = -238430.332147 nChanged 11 SP:Iteration 44Q (5947.760327 sec): 3 clusters Score: Raw -241373.493276 + Penalty 2938.793039 = -238434.700237 nChanged 10 SP:Iteration 45Q (5947.879647 sec): 3 clusters Score: Raw -241376.947819 + Penalty 2938.793039 = -238438.154780 nChanged 11 SP:Iteration 46Q (5947.948292 sec): 3 clusters Score: Raw -241381.876596 + Penalty 2938.793039 = -238443.083557 nChanged 13 SP:Iteration 47Q (5948.030059 sec): 3 clusters Score: Raw -241389.166543 + Penalty 2938.793039 = -238450.373505 nChanged 12 SP:Iteration 48Q (5948.121477 sec): 3 clusters Score: Raw -241396.309993 + Penalty 2938.793039 = -238457.516954 nChanged 13 SP:Iteration 49Q (5948.218678 sec): 3 clusters Score: Raw -241403.121419 + Penalty 2938.793039 = -238464.328380 nChanged 13 SP:Iteration 50Q (5948.321015 sec): 3 clusters Score: Raw -241409.184191 + Penalty 2938.793039 = -238470.391152 nChanged 10 SP:Iteration 51Q (5948.405824 sec): 3 clusters Score: Raw -241414.925916 + Penalty 2938.793039 = -238476.132877 nChanged 10 SP:Iteration 52Q (5948.515497 sec): 3 clusters Score: Raw -241420.935960 + Penalty 2938.793039 = -238482.142922 nChanged 9 SP:Iteration 53Q (5948.581263 sec): 3 clusters Score: Raw -241424.566032 + Penalty 2938.793039 = -238485.772993 nChanged 6 SP:Iteration 54Q (5948.668912 sec): 3 clusters Score: Raw -241426.742304 + Penalty 2938.793039 = -238487.949265 nChanged 4 SP:Iteration 55Q (5948.751599 sec): 3 clusters Score: Raw -241428.755319 + Penalty 2938.793039 = -238489.962280 nChanged 4 SP:Iteration 56Q (5948.832743 sec): 3 clusters Score: Raw -241430.187726 + Penalty 2938.793039 = -238491.394688 nChanged 4 SP:Iteration 57Q (5948.938938 sec): 3 clusters Score: Raw -241431.339208 + Penalty 2938.793039 = -238492.546169 nChanged 4 SP:Iteration 58Q (5949.020849 sec): 3 clusters Score: Raw -241432.629910 + Penalty 2938.793039 = -238493.836871 nChanged 2 SP:Iteration 59Q (5949.116275 sec): 3 clusters Score: Raw -241433.277621 + Penalty 2938.793039 = -238494.484582 nChanged 4 SP:Iteration 60F (5949.199388 sec): 3 clusters Score: Raw -241434.336328 + Penalty 2938.793039 = -238495.543289 nChanged 4 SP:Iteration 61Q (5949.275066 sec): 3 clusters Score: Raw -241435.953146 + Penalty 2938.793039 = -238497.160108 nChanged 2 SP:Iteration 62Q (5949.351916 sec): 3 clusters Score: Raw -241436.283771 + Penalty 2938.793039 = -238497.490732 nChanged 1 SP:Iteration 63Q (5949.431917 sec): 3 clusters Score: Raw -241436.517088 + Penalty 2938.793039 = -238497.724049 nChanged 1 SP:Iteration 64Q (5949.515443 sec): 3 clusters Score: Raw -241436.556872 + Penalty 2938.793039 = -238497.763833 nChanged 0 SP:Iteration 65F (5949.611298 sec): 3 clusters Score: Raw -241436.556872 + Penalty 2938.793039 = -238497.763833 nChanged 0 Trying to split cluster 17 (12669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5949.706566 sec): 2 clusters Score: Raw -790326.074611 + Penalty 1657.933292 = -788668.141319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5949.819973 sec): 3 clusters Score: Raw -783069.505316 + Penalty 3315.866584 = -779753.638732 nChanged 5528 SP:Iteration 1F (5949.891915 sec): 3 clusters Score: Raw -786201.261857 + Penalty 3315.866584 = -782885.395274 nChanged 883 SP:Iteration 2F (5950.028022 sec): 3 clusters Score: Raw -786691.958850 + Penalty 3315.866584 = -783376.092266 nChanged 773 SP:Iteration 3F (5950.107095 sec): 3 clusters Score: Raw -787113.133269 + Penalty 3315.866584 = -783797.266686 nChanged 767 SP:Iteration 4F (5950.233664 sec): 3 clusters Score: Raw -787602.325130 + Penalty 3315.866584 = -784286.458547 nChanged 773 SP:Iteration 5F (5950.326802 sec): 3 clusters Score: Raw -788143.284813 + Penalty 3315.866584 = -784827.418230 nChanged 768 SP:Iteration 6F (5950.423417 sec): 3 clusters Score: Raw -788677.333658 + Penalty 3315.866584 = -785361.467074 nChanged 677 SP:Iteration 7F (5950.538952 sec): 3 clusters Score: Raw -789171.629683 + Penalty 3315.866584 = -785855.763100 nChanged 576 SP:Iteration 8Q (5950.636945 sec): 3 clusters Score: Raw -789604.765587 + Penalty 3315.866584 = -786288.899003 nChanged 451 SP:Iteration 9Q (5950.745087 sec): 3 clusters Score: Raw -789926.900805 + Penalty 3315.866584 = -786611.034221 nChanged 362 SP:Iteration 10Q (5950.865254 sec): 3 clusters Score: Raw -790183.569832 + Penalty 3315.866584 = -786867.703249 nChanged 297 SP:Iteration 11Q (5950.964184 sec): 3 clusters Score: Raw -790353.327080 + Penalty 3315.866584 = -787037.460496 nChanged 202 SP:Iteration 12Q (5951.075080 sec): 3 clusters Score: Raw -790490.302878 + Penalty 3315.866584 = -787174.436294 nChanged 188 SP:Iteration 13Q (5951.183403 sec): 3 clusters Score: Raw -790631.191175 + Penalty 3315.866584 = -787315.324592 nChanged 202 SP:Iteration 14Q (5951.301815 sec): 3 clusters Score: Raw -790784.104518 + Penalty 3315.866584 = -787468.237934 nChanged 173 SP:Iteration 15Q (5951.406479 sec): 3 clusters Score: Raw -790927.707681 + Penalty 3315.866584 = -787611.841097 nChanged 155 SP:Iteration 16Q (5951.499238 sec): 3 clusters Score: Raw -791062.584852 + Penalty 3315.866584 = -787746.718269 nChanged 127 SP:Iteration 17Q (5951.634745 sec): 3 clusters Score: Raw -791147.328982 + Penalty 3315.866584 = -787831.462398 nChanged 97 SP:Iteration 18Q (5951.732583 sec): 3 clusters Score: Raw -791198.023097 + Penalty 3315.866584 = -787882.156514 nChanged 65 SP:Iteration 19Q (5951.862682 sec): 3 clusters Score: Raw -791232.076602 + Penalty 3315.866584 = -787916.210018 nChanged 59 SP:Iteration 20F (5951.956658 sec): 3 clusters Score: Raw -791264.403883 + Penalty 3315.866584 = -787948.537299 nChanged 64 SP:Iteration 21Q (5952.088597 sec): 3 clusters Score: Raw -791297.450631 + Penalty 3315.866584 = -787981.584048 nChanged 49 SP:Iteration 22Q (5952.174061 sec): 3 clusters Score: Raw -791315.614287 + Penalty 3315.866584 = -787999.747703 nChanged 35 SP:Iteration 23Q (5952.301106 sec): 3 clusters Score: Raw -791326.507155 + Penalty 3315.866584 = -788010.640572 nChanged 19 SP:Iteration 24Q (5952.403867 sec): 3 clusters Score: Raw -791331.175465 + Penalty 3315.866584 = -788015.308881 nChanged 18 SP:Iteration 25Q (5952.530412 sec): 3 clusters Score: Raw -791335.666655 + Penalty 3315.866584 = -788019.800071 nChanged 11 SP:Iteration 26Q (5952.642352 sec): 3 clusters Score: Raw -791337.953115 + Penalty 3315.866584 = -788022.086531 nChanged 10 SP:Iteration 27Q (5952.724884 sec): 3 clusters Score: Raw -791340.508248 + Penalty 3315.866584 = -788024.641664 nChanged 12 SP:Iteration 28Q (5952.847658 sec): 3 clusters Score: Raw -791343.945321 + Penalty 3315.866584 = -788028.078738 nChanged 13 SP:Iteration 29Q (5952.981904 sec): 3 clusters Score: Raw -791347.021090 + Penalty 3315.866584 = -788031.154507 nChanged 9 SP:Iteration 30Q (5953.107633 sec): 3 clusters Score: Raw -791348.656845 + Penalty 3315.866584 = -788032.790262 nChanged 8 SP:Iteration 31Q (5953.230949 sec): 3 clusters Score: Raw -791349.778668 + Penalty 3315.866584 = -788033.912085 nChanged 5 SP:Iteration 32Q (5953.365389 sec): 3 clusters Score: Raw -791350.632434 + Penalty 3315.866584 = -788034.765851 nChanged 7 SP:Iteration 33Q (5953.472073 sec): 3 clusters Score: Raw -791352.140793 + Penalty 3315.866584 = -788036.274209 nChanged 8 SP:Iteration 34Q (5953.574245 sec): 3 clusters Score: Raw -791353.923619 + Penalty 3315.866584 = -788038.057036 nChanged 7 SP:Iteration 35Q (5953.689623 sec): 3 clusters Score: Raw -791355.625276 + Penalty 3315.866584 = -788039.758692 nChanged 8 SP:Iteration 36Q (5953.804839 sec): 3 clusters Score: Raw -791357.582954 + Penalty 3315.866584 = -788041.716370 nChanged 3 SP:Iteration 37Q (5953.917920 sec): 3 clusters Score: Raw -791358.425083 + Penalty 3315.866584 = -788042.558499 nChanged 4 SP:Iteration 38Q (5954.037905 sec): 3 clusters Score: Raw -791359.638434 + Penalty 3315.866584 = -788043.771850 nChanged 5 SP:Iteration 39Q (5954.161701 sec): 3 clusters Score: Raw -791360.439722 + Penalty 3315.866584 = -788044.573138 nChanged 4 SP:Iteration 40F (5954.268634 sec): 3 clusters Score: Raw -791361.320078 + Penalty 3315.866584 = -788045.453494 nChanged 2 SP:Iteration 41Q (5954.378713 sec): 3 clusters Score: Raw -791361.665821 + Penalty 3315.866584 = -788045.799238 nChanged 2 SP:Iteration 42Q (5954.502909 sec): 3 clusters Score: Raw -791362.027977 + Penalty 3315.866584 = -788046.161393 nChanged 1 SP:Iteration 43Q (5954.642976 sec): 3 clusters Score: Raw -791362.135586 + Penalty 3315.866584 = -788046.269002 nChanged 3 SP:Iteration 44Q (5954.747713 sec): 3 clusters Score: Raw -791362.415747 + Penalty 3315.866584 = -788046.549163 nChanged 1 SP:Iteration 45Q (5954.877402 sec): 3 clusters Score: Raw -791362.652756 + Penalty 3315.866584 = -788046.786172 nChanged 0 SP:Iteration 46F (5954.968977 sec): 3 clusters Score: Raw -791362.652756 + Penalty 3315.866584 = -788046.786172 nChanged 0 Trying to split cluster 18 (15475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5955.041580 sec): 2 clusters Score: Raw -1064041.673166 + Penalty 1693.045183 = -1062348.627984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5955.135780 sec): 3 clusters Score: Raw -1055050.013555 + Penalty 3386.090365 = -1051663.923190 nChanged 6825 SP:Iteration 1F (5955.232526 sec): 3 clusters Score: Raw -1058704.711084 + Penalty 3386.090365 = -1055318.620719 nChanged 898 SP:Iteration 2F (5955.329359 sec): 3 clusters Score: Raw -1059120.155293 + Penalty 3386.090365 = -1055734.064928 nChanged 853 SP:Iteration 3F (5955.473876 sec): 3 clusters Score: Raw -1059547.071489 + Penalty 3386.090365 = -1056160.981123 nChanged 826 SP:Iteration 4F (5955.606942 sec): 3 clusters Score: Raw -1060006.140289 + Penalty 3386.090365 = -1056620.049923 nChanged 877 SP:Iteration 5F (5955.745075 sec): 3 clusters Score: Raw -1060637.356009 + Penalty 3386.090365 = -1057251.265644 nChanged 978 SP:Iteration 6F (5955.910610 sec): 3 clusters Score: Raw -1061431.752953 + Penalty 3386.090365 = -1058045.662588 nChanged 985 SP:Iteration 7F (5956.016720 sec): 3 clusters Score: Raw -1062305.731741 + Penalty 3386.090365 = -1058919.641375 nChanged 939 SP:Iteration 8F (5956.174770 sec): 3 clusters Score: Raw -1063084.650556 + Penalty 3386.090365 = -1059698.560191 nChanged 850 SP:Iteration 9F (5956.307363 sec): 3 clusters Score: Raw -1063704.547093 + Penalty 3386.090365 = -1060318.456728 nChanged 697 SP:Iteration 10Q (5956.468477 sec): 3 clusters Score: Raw -1064163.877819 + Penalty 3386.090365 = -1060777.787454 nChanged 547 SP:Iteration 11Q (5956.611010 sec): 3 clusters Score: Raw -1064488.853944 + Penalty 3386.090365 = -1061102.763578 nChanged 430 SP:Iteration 12Q (5956.730123 sec): 3 clusters Score: Raw -1064668.880871 + Penalty 3386.090365 = -1061282.790505 nChanged 308 SP:Iteration 13Q (5956.859317 sec): 3 clusters Score: Raw -1064778.394423 + Penalty 3386.090365 = -1061392.304058 nChanged 224 SP:Iteration 14Q (5957.001714 sec): 3 clusters Score: Raw -1064842.535587 + Penalty 3386.090365 = -1061456.445221 nChanged 173 SP:Iteration 15Q (5957.132996 sec): 3 clusters Score: Raw -1064879.377818 + Penalty 3386.090365 = -1061493.287453 nChanged 115 SP:Iteration 16Q (5957.275590 sec): 3 clusters Score: Raw -1064900.524289 + Penalty 3386.090365 = -1061514.433924 nChanged 101 SP:Iteration 17Q (5957.418661 sec): 3 clusters Score: Raw -1064918.186613 + Penalty 3386.090365 = -1061532.096248 nChanged 88 SP:Iteration 18Q (5957.526715 sec): 3 clusters Score: Raw -1064932.723333 + Penalty 3386.090365 = -1061546.632968 nChanged 85 SP:Iteration 19Q (5957.679630 sec): 3 clusters Score: Raw -1064944.564062 + Penalty 3386.090365 = -1061558.473697 nChanged 75 SP:Iteration 20F (5957.839614 sec): 3 clusters Score: Raw -1064954.260396 + Penalty 3386.090365 = -1061568.170031 nChanged 59 SP:Iteration 21Q (5957.974704 sec): 3 clusters Score: Raw -1064961.984040 + Penalty 3386.090365 = -1061575.893675 nChanged 55 SP:Iteration 22Q (5958.141809 sec): 3 clusters Score: Raw -1064968.964386 + Penalty 3386.090365 = -1061582.874021 nChanged 49 SP:Iteration 23Q (5958.259383 sec): 3 clusters Score: Raw -1064974.572908 + Penalty 3386.090365 = -1061588.482543 nChanged 39 SP:Iteration 24Q (5958.392185 sec): 3 clusters Score: Raw -1064978.842627 + Penalty 3386.090365 = -1061592.752262 nChanged 30 SP:Iteration 25Q (5958.544603 sec): 3 clusters Score: Raw -1064982.572843 + Penalty 3386.090365 = -1061596.482478 nChanged 38 SP:Iteration 26Q (5958.668790 sec): 3 clusters Score: Raw -1064986.794992 + Penalty 3386.090365 = -1061600.704627 nChanged 28 SP:Iteration 27Q (5958.807206 sec): 3 clusters Score: Raw -1064990.511162 + Penalty 3386.090365 = -1061604.420797 nChanged 27 SP:Iteration 28Q (5958.943773 sec): 3 clusters Score: Raw -1064993.440948 + Penalty 3386.090365 = -1061607.350583 nChanged 35 SP:Iteration 29Q (5959.070609 sec): 3 clusters Score: Raw -1064996.924133 + Penalty 3386.090365 = -1061610.833767 nChanged 26 SP:Iteration 30Q (5959.198640 sec): 3 clusters Score: Raw -1064999.289996 + Penalty 3386.090365 = -1061613.199631 nChanged 30 SP:Iteration 31Q (5959.356145 sec): 3 clusters Score: Raw -1065002.242855 + Penalty 3386.090365 = -1061616.152490 nChanged 25 SP:Iteration 32Q (5959.480580 sec): 3 clusters Score: Raw -1065005.138841 + Penalty 3386.090365 = -1061619.048476 nChanged 22 SP:Iteration 33Q (5959.635741 sec): 3 clusters Score: Raw -1065007.456684 + Penalty 3386.090365 = -1061621.366319 nChanged 21 SP:Iteration 34Q (5959.772712 sec): 3 clusters Score: Raw -1065009.528715 + Penalty 3386.090365 = -1061623.438349 nChanged 23 SP:Iteration 35Q (5959.944491 sec): 3 clusters Score: Raw -1065011.999886 + Penalty 3386.090365 = -1061625.909521 nChanged 24 SP:Iteration 36Q (5960.092519 sec): 3 clusters Score: Raw -1065014.468139 + Penalty 3386.090365 = -1061628.377774 nChanged 18 SP:Iteration 37Q (5960.223263 sec): 3 clusters Score: Raw -1065015.734778 + Penalty 3386.090365 = -1061629.644413 nChanged 14 SP:Iteration 38Q (5960.352948 sec): 3 clusters Score: Raw -1065016.936306 + Penalty 3386.090365 = -1061630.845941 nChanged 12 SP:Iteration 39Q (5960.501724 sec): 3 clusters Score: Raw -1065018.298286 + Penalty 3386.090365 = -1061632.207920 nChanged 13 SP:Iteration 40F (5960.655330 sec): 3 clusters Score: Raw -1065019.527567 + Penalty 3386.090365 = -1061633.437201 nChanged 16 SP:Iteration 41Q (5960.791251 sec): 3 clusters Score: Raw -1065021.062295 + Penalty 3386.090365 = -1061634.971930 nChanged 14 SP:Iteration 42Q (5960.869433 sec): 3 clusters Score: Raw -1065022.563816 + Penalty 3386.090365 = -1061636.473451 nChanged 19 SP:Iteration 43Q (5960.950407 sec): 3 clusters Score: Raw -1065024.331099 + Penalty 3386.090365 = -1061638.240734 nChanged 17 SP:Iteration 44Q (5961.032488 sec): 3 clusters Score: Raw -1065025.960315 + Penalty 3386.090365 = -1061639.869950 nChanged 17 SP:Iteration 45Q (5961.168641 sec): 3 clusters Score: Raw -1065027.214642 + Penalty 3386.090365 = -1061641.124277 nChanged 12 SP:Iteration 46Q (5961.318675 sec): 3 clusters Score: Raw -1065028.437382 + Penalty 3386.090365 = -1061642.347017 nChanged 14 SP:Iteration 47Q (5961.431180 sec): 3 clusters Score: Raw -1065030.320192 + Penalty 3386.090365 = -1061644.229827 nChanged 11 SP:Iteration 48Q (5961.588959 sec): 3 clusters Score: Raw -1065032.229081 + Penalty 3386.090365 = -1061646.138716 nChanged 19 SP:Iteration 49Q (5961.718535 sec): 3 clusters Score: Raw -1065033.873618 + Penalty 3386.090365 = -1061647.783253 nChanged 15 SP:Iteration 50Q (5961.845121 sec): 3 clusters Score: Raw -1065034.835437 + Penalty 3386.090365 = -1061648.745072 nChanged 7 SP:Iteration 51Q (5961.980486 sec): 3 clusters Score: Raw -1065035.295872 + Penalty 3386.090365 = -1061649.205506 nChanged 7 SP:Iteration 52Q (5962.116091 sec): 3 clusters Score: Raw -1065035.653537 + Penalty 3386.090365 = -1061649.563172 nChanged 4 SP:Iteration 53Q (5962.261061 sec): 3 clusters Score: Raw -1065035.978920 + Penalty 3386.090365 = -1061649.888555 nChanged 3 SP:Iteration 54Q (5962.390384 sec): 3 clusters Score: Raw -1065036.246924 + Penalty 3386.090365 = -1061650.156559 nChanged 4 SP:Iteration 55Q (5962.535519 sec): 3 clusters Score: Raw -1065036.613034 + Penalty 3386.090365 = -1061650.522669 nChanged 8 SP:Iteration 56Q (5962.667506 sec): 3 clusters Score: Raw -1065037.153598 + Penalty 3386.090365 = -1061651.063232 nChanged 2 SP:Iteration 57Q (5962.834432 sec): 3 clusters Score: Raw -1065037.242881 + Penalty 3386.090365 = -1061651.152516 nChanged 3 SP:Iteration 58Q (5962.958445 sec): 3 clusters Score: Raw -1065037.436137 + Penalty 3386.090365 = -1061651.345772 nChanged 1 SP:Iteration 59Q (5963.079789 sec): 3 clusters Score: Raw -1065037.470767 + Penalty 3386.090365 = -1061651.380402 nChanged 0 SP:Iteration 60F (5963.194386 sec): 3 clusters Score: Raw -1065037.470767 + Penalty 3386.090365 = -1061651.380402 nChanged 0 Trying to split cluster 19 (2374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5963.288121 sec): 2 clusters Score: Raw -86976.128086 + Penalty 1364.044191 = -85612.083895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5963.392675 sec): 3 clusters Score: Raw -85994.354709 + Penalty 2728.088383 = -83266.266326 nChanged 866 SP:Iteration 1F (5963.498412 sec): 3 clusters Score: Raw -86883.372097 + Penalty 2728.088383 = -84155.283714 nChanged 288 SP:Iteration 2F (5963.577120 sec): 3 clusters Score: Raw -87331.630190 + Penalty 2728.088383 = -84603.541808 nChanged 212 SP:Iteration 3F (5963.690107 sec): 3 clusters Score: Raw -87702.074013 + Penalty 2728.088383 = -84973.985630 nChanged 171 SP:Iteration 4F (5963.805192 sec): 3 clusters Score: Raw -87977.531675 + Penalty 2728.088383 = -85249.443292 nChanged 125 SP:Iteration 5F (5963.892455 sec): 3 clusters Score: Raw -88151.520620 + Penalty 2728.088383 = -85423.432237 nChanged 107 SP:Iteration 6Q (5964.011380 sec): 3 clusters Score: Raw -88284.941368 + Penalty 2728.088383 = -85556.852985 nChanged 93 SP:Iteration 7Q (5964.095963 sec): 3 clusters Score: Raw -88415.096028 + Penalty 2728.088383 = -85687.007646 nChanged 65 SP:Iteration 8Q (5964.194110 sec): 3 clusters Score: Raw -88498.721551 + Penalty 2728.088383 = -85770.633168 nChanged 49 SP:Iteration 9Q (5964.327656 sec): 3 clusters Score: Raw -88548.058841 + Penalty 2728.088383 = -85819.970458 nChanged 36 SP:Iteration 10Q (5964.415336 sec): 3 clusters Score: Raw -88577.801539 + Penalty 2728.088383 = -85849.713156 nChanged 27 SP:Iteration 11Q (5964.537679 sec): 3 clusters Score: Raw -88603.045880 + Penalty 2728.088383 = -85874.957497 nChanged 27 SP:Iteration 12Q (5964.617959 sec): 3 clusters Score: Raw -88622.882578 + Penalty 2728.088383 = -85894.794195 nChanged 23 SP:Iteration 13Q (5964.702427 sec): 3 clusters Score: Raw -88646.166037 + Penalty 2728.088383 = -85918.077654 nChanged 17 SP:Iteration 14Q (5964.795839 sec): 3 clusters Score: Raw -88659.562823 + Penalty 2728.088383 = -85931.474440 nChanged 13 SP:Iteration 15Q (5964.900399 sec): 3 clusters Score: Raw -88665.623365 + Penalty 2728.088383 = -85937.534982 nChanged 11 SP:Iteration 16Q (5965.002775 sec): 3 clusters Score: Raw -88675.839740 + Penalty 2728.088383 = -85947.751357 nChanged 2 SP:Iteration 17Q (5965.091059 sec): 3 clusters Score: Raw -88680.534798 + Penalty 2728.088383 = -85952.446415 nChanged 8 SP:Iteration 18Q (5965.187406 sec): 3 clusters Score: Raw -88684.667770 + Penalty 2728.088383 = -85956.579387 nChanged 3 SP:Iteration 19Q (5965.276688 sec): 3 clusters Score: Raw -88688.446728 + Penalty 2728.088383 = -85960.358345 nChanged 3 SP:Iteration 20F (5965.374805 sec): 3 clusters Score: Raw -88694.875110 + Penalty 2728.088383 = -85966.786727 nChanged 5 SP:Iteration 21Q (5965.474182 sec): 3 clusters Score: Raw -88699.698698 + Penalty 2728.088383 = -85971.610315 nChanged 5 SP:Iteration 22Q (5965.585001 sec): 3 clusters Score: Raw -88701.338278 + Penalty 2728.088383 = -85973.249895 nChanged 3 SP:Iteration 23Q (5965.686351 sec): 3 clusters Score: Raw -88702.575717 + Penalty 2728.088383 = -85974.487334 nChanged 0 SP:Iteration 24F (5965.778589 sec): 3 clusters Score: Raw -88702.575717 + Penalty 2728.088383 = -85974.487334 nChanged 0 Score: Raw -11947416.741348 + Penalty 64340.922479 = -11883075.818870 Splitting cluster 19 changes total score from -11881960.228472 to -11883075.818870 So it's getting split into cluster 30. Trying to split cluster 20 (12418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5973.815560 sec): 2 clusters Score: Raw -802429.831893 + Penalty 1654.421356 = -800775.410538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5973.954952 sec): 3 clusters Score: Raw -795308.122790 + Penalty 3308.842711 = -791999.280078 nChanged 5476 SP:Iteration 1F (5974.086242 sec): 3 clusters Score: Raw -798750.724030 + Penalty 3308.842711 = -795441.881318 nChanged 1084 SP:Iteration 2F (5974.236294 sec): 3 clusters Score: Raw -799601.235925 + Penalty 3308.842711 = -796292.393214 nChanged 1013 SP:Iteration 3F (5974.375048 sec): 3 clusters Score: Raw -800365.725802 + Penalty 3308.842711 = -797056.883091 nChanged 863 SP:Iteration 4F (5974.490399 sec): 3 clusters Score: Raw -800935.683536 + Penalty 3308.842711 = -797626.840825 nChanged 686 SP:Iteration 5F (5974.629000 sec): 3 clusters Score: Raw -801347.813637 + Penalty 3308.842711 = -798038.970925 nChanged 538 SP:Iteration 6Q (5974.736162 sec): 3 clusters Score: Raw -801675.306224 + Penalty 3308.842711 = -798366.463512 nChanged 453 SP:Iteration 7Q (5974.884095 sec): 3 clusters Score: Raw -801925.591300 + Penalty 3308.842711 = -798616.748589 nChanged 387 SP:Iteration 8Q (5974.999658 sec): 3 clusters Score: Raw -802107.062637 + Penalty 3308.842711 = -798798.219925 nChanged 318 SP:Iteration 9Q (5975.132891 sec): 3 clusters Score: Raw -802229.834320 + Penalty 3308.842711 = -798920.991609 nChanged 251 SP:Iteration 10Q (5975.284291 sec): 3 clusters Score: Raw -802314.578456 + Penalty 3308.842711 = -799005.735744 nChanged 212 SP:Iteration 11Q (5975.411423 sec): 3 clusters Score: Raw -802376.140009 + Penalty 3308.842711 = -799067.297297 nChanged 185 SP:Iteration 12Q (5975.551077 sec): 3 clusters Score: Raw -802423.535380 + Penalty 3308.842711 = -799114.692668 nChanged 153 SP:Iteration 13Q (5975.653865 sec): 3 clusters Score: Raw -802466.765948 + Penalty 3308.842711 = -799157.923236 nChanged 171 SP:Iteration 14Q (5975.797462 sec): 3 clusters Score: Raw -802521.892990 + Penalty 3308.842711 = -799213.050279 nChanged 170 SP:Iteration 15Q (5975.921120 sec): 3 clusters Score: Raw -802576.852980 + Penalty 3308.842711 = -799268.010269 nChanged 160 SP:Iteration 16Q (5976.055703 sec): 3 clusters Score: Raw -802619.513357 + Penalty 3308.842711 = -799310.670646 nChanged 144 SP:Iteration 17Q (5976.186416 sec): 3 clusters Score: Raw -802660.092816 + Penalty 3308.842711 = -799351.250104 nChanged 146 SP:Iteration 18Q (5976.325289 sec): 3 clusters Score: Raw -802705.181770 + Penalty 3308.842711 = -799396.339059 nChanged 154 SP:Iteration 19Q (5976.453175 sec): 3 clusters Score: Raw -802754.893745 + Penalty 3308.842711 = -799446.051034 nChanged 147 SP:Iteration 20F (5976.594557 sec): 3 clusters Score: Raw -802794.453048 + Penalty 3308.842711 = -799485.610336 nChanged 140 SP:Iteration 21Q (5976.706410 sec): 3 clusters Score: Raw -802828.411290 + Penalty 3308.842711 = -799519.568579 nChanged 121 SP:Iteration 22Q (5976.817525 sec): 3 clusters Score: Raw -802854.020173 + Penalty 3308.842711 = -799545.177462 nChanged 90 SP:Iteration 23Q (5976.954388 sec): 3 clusters Score: Raw -802871.257386 + Penalty 3308.842711 = -799562.414675 nChanged 77 SP:Iteration 24Q (5977.105457 sec): 3 clusters Score: Raw -802885.688054 + Penalty 3308.842711 = -799576.845343 nChanged 64 SP:Iteration 25Q (5977.234728 sec): 3 clusters Score: Raw -802896.892067 + Penalty 3308.842711 = -799588.049356 nChanged 52 SP:Iteration 26Q (5977.362455 sec): 3 clusters Score: Raw -802905.325665 + Penalty 3308.842711 = -799596.482954 nChanged 63 SP:Iteration 27Q (5977.505842 sec): 3 clusters Score: Raw -802914.408647 + Penalty 3308.842711 = -799605.565935 nChanged 54 SP:Iteration 28Q (5977.649617 sec): 3 clusters Score: Raw -802922.040494 + Penalty 3308.842711 = -799613.197782 nChanged 51 SP:Iteration 29Q (5977.793409 sec): 3 clusters Score: Raw -802930.274116 + Penalty 3308.842711 = -799621.431404 nChanged 40 SP:Iteration 30Q (5977.908969 sec): 3 clusters Score: Raw -802936.290877 + Penalty 3308.842711 = -799627.448165 nChanged 38 SP:Iteration 31Q (5978.038557 sec): 3 clusters Score: Raw -802941.646968 + Penalty 3308.842711 = -799632.804256 nChanged 35 SP:Iteration 32Q (5978.182705 sec): 3 clusters Score: Raw -802946.965014 + Penalty 3308.842711 = -799638.122303 nChanged 38 SP:Iteration 33Q (5978.308267 sec): 3 clusters Score: Raw -802954.149973 + Penalty 3308.842711 = -799645.307262 nChanged 45 SP:Iteration 34Q (5978.458651 sec): 3 clusters Score: Raw -802961.221531 + Penalty 3308.842711 = -799652.378820 nChanged 46 SP:Iteration 35Q (5978.585795 sec): 3 clusters Score: Raw -802969.554399 + Penalty 3308.842711 = -799660.711687 nChanged 54 SP:Iteration 36Q (5978.752856 sec): 3 clusters Score: Raw -802979.384049 + Penalty 3308.842711 = -799670.541337 nChanged 69 SP:Iteration 37Q (5978.856825 sec): 3 clusters Score: Raw -802992.384697 + Penalty 3308.842711 = -799683.541985 nChanged 67 SP:Iteration 38Q (5978.994144 sec): 3 clusters Score: Raw -803006.853478 + Penalty 3308.842711 = -799698.010766 nChanged 65 SP:Iteration 39Q (5979.132211 sec): 3 clusters Score: Raw -803021.225160 + Penalty 3308.842711 = -799712.382448 nChanged 66 SP:Iteration 40F (5979.264608 sec): 3 clusters Score: Raw -803034.344060 + Penalty 3308.842711 = -799725.501348 nChanged 61 SP:Iteration 41Q (5979.382986 sec): 3 clusters Score: Raw -803048.199778 + Penalty 3308.842711 = -799739.357066 nChanged 74 SP:Iteration 42Q (5979.508205 sec): 3 clusters Score: Raw -803065.447789 + Penalty 3308.842711 = -799756.605078 nChanged 83 SP:Iteration 43Q (5979.654959 sec): 3 clusters Score: Raw -803087.361684 + Penalty 3308.842711 = -799778.518973 nChanged 101 SP:Iteration 44Q (5979.786965 sec): 3 clusters Score: Raw -803122.503156 + Penalty 3308.842711 = -799813.660445 nChanged 123 SP:Iteration 45Q (5979.915372 sec): 3 clusters Score: Raw -803170.545386 + Penalty 3308.842711 = -799861.702674 nChanged 148 SP:Iteration 46Q (5980.041320 sec): 3 clusters Score: Raw -803242.781058 + Penalty 3308.842711 = -799933.938346 nChanged 174 SP:Iteration 47Q (5980.188685 sec): 3 clusters Score: Raw -803342.506096 + Penalty 3308.842711 = -800033.663384 nChanged 229 SP:Iteration 48Q (5980.284766 sec): 3 clusters Score: Raw -803519.848648 + Penalty 3308.842711 = -800211.005936 nChanged 277 SP:Iteration 49Q (5980.411233 sec): 3 clusters Score: Raw -803829.428582 + Penalty 3308.842711 = -800520.585870 nChanged 345 SP:Iteration 50Q (5980.544581 sec): 3 clusters Score: Raw -804285.370054 + Penalty 3308.842711 = -800976.527343 nChanged 331 SP:Iteration 51Q (5980.685858 sec): 3 clusters Score: Raw -804683.619580 + Penalty 3308.842711 = -801374.776868 nChanged 288 SP:Iteration 52Q (5980.813761 sec): 3 clusters Score: Raw -804991.197380 + Penalty 3308.842711 = -801682.354669 nChanged 232 SP:Iteration 53Q (5980.951300 sec): 3 clusters Score: Raw -805198.176715 + Penalty 3308.842711 = -801889.334004 nChanged 177 SP:Iteration 54Q (5981.089373 sec): 3 clusters Score: Raw -805313.918111 + Penalty 3308.842711 = -802005.075400 nChanged 102 SP:Iteration 55Q (5981.223532 sec): 3 clusters Score: Raw -805360.542936 + Penalty 3308.842711 = -802051.700224 nChanged 70 SP:Iteration 56Q (5981.366731 sec): 3 clusters Score: Raw -805388.512354 + Penalty 3308.842711 = -802079.669642 nChanged 45 SP:Iteration 57Q (5981.510842 sec): 3 clusters Score: Raw -805400.405636 + Penalty 3308.842711 = -802091.562924 nChanged 37 SP:Iteration 58Q (5981.638489 sec): 3 clusters Score: Raw -805406.961705 + Penalty 3308.842711 = -802098.118994 nChanged 24 SP:Iteration 59Q (5981.796638 sec): 3 clusters Score: Raw -805410.162664 + Penalty 3308.842711 = -802101.319953 nChanged 16 SP:Iteration 60F (5981.922668 sec): 3 clusters Score: Raw -805445.244403 + Penalty 3308.842711 = -802136.401692 nChanged 29 SP:Iteration 61Q (5982.059861 sec): 3 clusters Score: Raw -805456.904536 + Penalty 3308.842711 = -802148.061825 nChanged 22 SP:Iteration 62Q (5982.204530 sec): 3 clusters Score: Raw -805461.051914 + Penalty 3308.842711 = -802152.209203 nChanged 15 SP:Iteration 63Q (5982.320733 sec): 3 clusters Score: Raw -805463.190173 + Penalty 3308.842711 = -802154.347461 nChanged 11 SP:Iteration 64Q (5982.446928 sec): 3 clusters Score: Raw -805464.288079 + Penalty 3308.842711 = -802155.445368 nChanged 8 SP:Iteration 65Q (5982.594830 sec): 3 clusters Score: Raw -805464.971058 + Penalty 3308.842711 = -802156.128346 nChanged 3 SP:Iteration 66Q (5982.713104 sec): 3 clusters Score: Raw -805465.276232 + Penalty 3308.842711 = -802156.433521 nChanged 2 SP:Iteration 67Q (5982.818579 sec): 3 clusters Score: Raw -805465.371648 + Penalty 3308.842711 = -802156.528936 nChanged 1 SP:Iteration 68Q (5982.939028 sec): 3 clusters Score: Raw -805465.419745 + Penalty 3308.842711 = -802156.577033 nChanged 1 SP:Iteration 69Q (5983.078949 sec): 3 clusters Score: Raw -805465.495403 + Penalty 3308.842711 = -802156.652691 nChanged 0 SP:Iteration 70F (5983.219831 sec): 3 clusters Score: Raw -805465.495403 + Penalty 3308.842711 = -802156.652691 nChanged 0 Score: Raw -11950452.404857 + Penalty 66485.619895 = -11883966.784963 Splitting cluster 20 changes total score from -11881960.228472 to -11883966.784963 So it's getting split into cluster 31. Trying to split cluster 21 (4897 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5991.593767 sec): 2 clusters Score: Raw -244207.048261 + Penalty 1491.114348 = -242715.933913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5991.677352 sec): 3 clusters Score: Raw -241656.298159 + Penalty 2982.228696 = -238674.069462 nChanged 2002 SP:Iteration 1F (5991.788034 sec): 3 clusters Score: Raw -242937.181731 + Penalty 2982.228696 = -239954.953035 nChanged 526 SP:Iteration 2F (5991.903105 sec): 3 clusters Score: Raw -243581.121531 + Penalty 2982.228696 = -240598.892835 nChanged 510 SP:Iteration 3F (5992.005619 sec): 3 clusters Score: Raw -244434.780513 + Penalty 2982.228696 = -241452.551817 nChanged 510 SP:Iteration 4F (5992.147377 sec): 3 clusters Score: Raw -245229.229215 + Penalty 2982.228696 = -242247.000519 nChanged 365 SP:Iteration 5F (5992.270096 sec): 3 clusters Score: Raw -245661.223365 + Penalty 2982.228696 = -242678.994669 nChanged 287 SP:Iteration 6F (5992.360793 sec): 3 clusters Score: Raw -245972.395855 + Penalty 2982.228696 = -242990.167159 nChanged 208 SP:Iteration 7Q (5992.469322 sec): 3 clusters Score: Raw -246191.409795 + Penalty 2982.228696 = -243209.181099 nChanged 152 SP:Iteration 8Q (5992.582602 sec): 3 clusters Score: Raw -246337.418826 + Penalty 2982.228696 = -243355.190130 nChanged 91 SP:Iteration 9Q (5992.688717 sec): 3 clusters Score: Raw -246399.550526 + Penalty 2982.228696 = -243417.321830 nChanged 75 SP:Iteration 10Q (5992.806456 sec): 3 clusters Score: Raw -246445.654586 + Penalty 2982.228696 = -243463.425890 nChanged 59 SP:Iteration 11Q (5992.904812 sec): 3 clusters Score: Raw -246480.119628 + Penalty 2982.228696 = -243497.890931 nChanged 44 SP:Iteration 12Q (5992.999911 sec): 3 clusters Score: Raw -246506.758149 + Penalty 2982.228696 = -243524.529453 nChanged 41 SP:Iteration 13Q (5993.106181 sec): 3 clusters Score: Raw -246525.069459 + Penalty 2982.228696 = -243542.840763 nChanged 31 SP:Iteration 14Q (5993.211877 sec): 3 clusters Score: Raw -246539.700398 + Penalty 2982.228696 = -243557.471702 nChanged 27 SP:Iteration 15Q (5993.329400 sec): 3 clusters Score: Raw -246553.698115 + Penalty 2982.228696 = -243571.469419 nChanged 31 SP:Iteration 16Q (5993.428284 sec): 3 clusters Score: Raw -246569.266426 + Penalty 2982.228696 = -243587.037730 nChanged 23 SP:Iteration 17Q (5993.544285 sec): 3 clusters Score: Raw -246577.735809 + Penalty 2982.228696 = -243595.507113 nChanged 22 SP:Iteration 18Q (5993.631198 sec): 3 clusters Score: Raw -246583.655661 + Penalty 2982.228696 = -243601.426965 nChanged 13 SP:Iteration 19Q (5993.760104 sec): 3 clusters Score: Raw -246586.566756 + Penalty 2982.228696 = -243604.338060 nChanged 5 SP:Iteration 20F (5993.863331 sec): 3 clusters Score: Raw -246588.474648 + Penalty 2982.228696 = -243606.245952 nChanged 4 SP:Iteration 21Q (5993.956634 sec): 3 clusters Score: Raw -246588.936322 + Penalty 2982.228696 = -243606.707626 nChanged 3 SP:Iteration 22Q (5994.063286 sec): 3 clusters Score: Raw -246589.633785 + Penalty 2982.228696 = -243607.405089 nChanged 6 SP:Iteration 23Q (5994.172416 sec): 3 clusters Score: Raw -246593.055129 + Penalty 2982.228696 = -243610.826433 nChanged 8 SP:Iteration 24Q (5994.267318 sec): 3 clusters Score: Raw -246597.585832 + Penalty 2982.228696 = -243615.357136 nChanged 10 SP:Iteration 25Q (5994.366266 sec): 3 clusters Score: Raw -246606.094089 + Penalty 2982.228696 = -243623.865393 nChanged 12 SP:Iteration 26Q (5994.464684 sec): 3 clusters Score: Raw -246611.511123 + Penalty 2982.228696 = -243629.282427 nChanged 11 SP:Iteration 27Q (5994.589480 sec): 3 clusters Score: Raw -246614.518306 + Penalty 2982.228696 = -243632.289610 nChanged 3 SP:Iteration 28Q (5994.732643 sec): 3 clusters Score: Raw -246616.173363 + Penalty 2982.228696 = -243633.944667 nChanged 1 SP:Iteration 29Q (5994.838381 sec): 3 clusters Score: Raw -246616.535748 + Penalty 2982.228696 = -243634.307051 nChanged 2 SP:Iteration 30Q (5994.943687 sec): 3 clusters Score: Raw -246616.821931 + Penalty 2982.228696 = -243634.593235 nChanged 1 SP:Iteration 31Q (5995.060869 sec): 3 clusters Score: Raw -246616.982082 + Penalty 2982.228696 = -243634.753386 nChanged 1 SP:Iteration 32Q (5995.179449 sec): 3 clusters Score: Raw -246617.107910 + Penalty 2982.228696 = -243634.879214 nChanged 0 SP:Iteration 33F (5995.273961 sec): 3 clusters Score: Raw -246617.107910 + Penalty 2982.228696 = -243634.879214 nChanged 0 Score: Raw -11952862.464507 + Penalty 68630.317310 = -11884232.147196 Splitting cluster 21 changes total score from -11881960.228472 to -11884232.147196 So it's getting split into cluster 32. Trying to split cluster 22 (2543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6003.538575 sec): 2 clusters Score: Raw -161686.066339 + Penalty 1376.113009 = -160309.953330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6003.619720 sec): 3 clusters Score: Raw -160562.923099 + Penalty 2752.226018 = -157810.697081 nChanged 962 SP:Iteration 1F (6003.722492 sec): 3 clusters Score: Raw -161339.884309 + Penalty 2752.226018 = -158587.658292 nChanged 284 SP:Iteration 2F (6003.812651 sec): 3 clusters Score: Raw -161764.160653 + Penalty 2752.226018 = -159011.934635 nChanged 224 SP:Iteration 3F (6003.890295 sec): 3 clusters Score: Raw -162076.053405 + Penalty 2752.226018 = -159323.827387 nChanged 167 SP:Iteration 4F (6003.971580 sec): 3 clusters Score: Raw -162271.972005 + Penalty 2752.226018 = -159519.745988 nChanged 103 SP:Iteration 5Q (6004.106511 sec): 3 clusters Score: Raw -162357.054237 + Penalty 2752.226018 = -159604.828219 nChanged 54 SP:Iteration 6Q (6004.177456 sec): 3 clusters Score: Raw -162390.827348 + Penalty 2752.226018 = -159638.601331 nChanged 37 SP:Iteration 7Q (6004.271764 sec): 3 clusters Score: Raw -162415.109505 + Penalty 2752.226018 = -159662.883487 nChanged 27 SP:Iteration 8Q (6004.357837 sec): 3 clusters Score: Raw -162436.583376 + Penalty 2752.226018 = -159684.357359 nChanged 18 SP:Iteration 9Q (6004.450695 sec): 3 clusters Score: Raw -162451.096331 + Penalty 2752.226018 = -159698.870313 nChanged 9 SP:Iteration 10Q (6004.553293 sec): 3 clusters Score: Raw -162456.543903 + Penalty 2752.226018 = -159704.317885 nChanged 14 SP:Iteration 11Q (6004.636468 sec): 3 clusters Score: Raw -162463.856736 + Penalty 2752.226018 = -159711.630718 nChanged 11 SP:Iteration 12Q (6004.718636 sec): 3 clusters Score: Raw -162468.137436 + Penalty 2752.226018 = -159715.911418 nChanged 8 SP:Iteration 13Q (6004.791932 sec): 3 clusters Score: Raw -162472.395729 + Penalty 2752.226018 = -159720.169711 nChanged 14 SP:Iteration 14Q (6004.904998 sec): 3 clusters Score: Raw -162480.744020 + Penalty 2752.226018 = -159728.518002 nChanged 10 SP:Iteration 15Q (6004.988461 sec): 3 clusters Score: Raw -162487.480000 + Penalty 2752.226018 = -159735.253983 nChanged 6 SP:Iteration 16Q (6005.110422 sec): 3 clusters Score: Raw -162490.819789 + Penalty 2752.226018 = -159738.593771 nChanged 10 SP:Iteration 17Q (6005.199279 sec): 3 clusters Score: Raw -162496.668763 + Penalty 2752.226018 = -159744.442746 nChanged 8 SP:Iteration 18Q (6005.279799 sec): 3 clusters Score: Raw -162499.611908 + Penalty 2752.226018 = -159747.385890 nChanged 2 SP:Iteration 19Q (6005.360768 sec): 3 clusters Score: Raw -162500.778915 + Penalty 2752.226018 = -159748.552897 nChanged 3 SP:Iteration 20F (6005.449799 sec): 3 clusters Score: Raw -162502.412122 + Penalty 2752.226018 = -159750.186104 nChanged 3 SP:Iteration 21Q (6005.561015 sec): 3 clusters Score: Raw -162503.635445 + Penalty 2752.226018 = -159751.409427 nChanged 1 SP:Iteration 22Q (6005.642031 sec): 3 clusters Score: Raw -162504.598345 + Penalty 2752.226018 = -159752.372327 nChanged 3 SP:Iteration 23Q (6005.735858 sec): 3 clusters Score: Raw -162506.106048 + Penalty 2752.226018 = -159753.880030 nChanged 2 SP:Iteration 24Q (6005.827958 sec): 3 clusters Score: Raw -162507.340367 + Penalty 2752.226018 = -159755.114349 nChanged 3 SP:Iteration 25Q (6005.915871 sec): 3 clusters Score: Raw -162508.176513 + Penalty 2752.226018 = -159755.950495 nChanged 1 SP:Iteration 26Q (6006.008020 sec): 3 clusters Score: Raw -162508.995941 + Penalty 2752.226018 = -159756.769923 nChanged 1 SP:Iteration 27Q (6006.093529 sec): 3 clusters Score: Raw -162509.108560 + Penalty 2752.226018 = -159756.882542 nChanged 2 SP:Iteration 28Q (6006.187498 sec): 3 clusters Score: Raw -162509.611314 + Penalty 2752.226018 = -159757.385296 nChanged 0 SP:Iteration 29F (6006.296787 sec): 3 clusters Score: Raw -162509.611314 + Penalty 2752.226018 = -159757.385296 nChanged 0 Trying to split cluster 23 (33360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6006.444435 sec): 2 clusters Score: Raw -2277412.060107 + Penalty 1827.852306 = -2275584.207801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6006.617081 sec): 3 clusters Score: Raw -2256774.505323 + Penalty 3655.704613 = -2253118.800710 nChanged 15356 SP:Iteration 1F (6006.795805 sec): 3 clusters Score: Raw -2265434.792335 + Penalty 3655.704613 = -2261779.087722 nChanged 1715 SP:Iteration 2F (6006.961227 sec): 3 clusters Score: Raw -2266150.295494 + Penalty 3655.704613 = -2262494.590882 nChanged 1791 SP:Iteration 3F (6007.141773 sec): 3 clusters Score: Raw -2267023.755492 + Penalty 3655.704613 = -2263368.050879 nChanged 1942 SP:Iteration 4F (6007.313696 sec): 3 clusters Score: Raw -2268143.430568 + Penalty 3655.704613 = -2264487.725955 nChanged 2088 SP:Iteration 5F (6007.489669 sec): 3 clusters Score: Raw -2269474.945594 + Penalty 3655.704613 = -2265819.240981 nChanged 2107 SP:Iteration 6F (6007.657676 sec): 3 clusters Score: Raw -2270893.431795 + Penalty 3655.704613 = -2267237.727182 nChanged 2042 SP:Iteration 7F (6007.836226 sec): 3 clusters Score: Raw -2272378.531878 + Penalty 3655.704613 = -2268722.827266 nChanged 1959 SP:Iteration 8F (6008.041158 sec): 3 clusters Score: Raw -2274132.226874 + Penalty 3655.704613 = -2270476.522261 nChanged 1995 SP:Iteration 9F (6008.188959 sec): 3 clusters Score: Raw -2276452.296930 + Penalty 3655.704613 = -2272796.592317 nChanged 1898 SP:Iteration 10F (6008.385436 sec): 3 clusters Score: Raw -2279110.116592 + Penalty 3655.704613 = -2275454.411979 nChanged 1566 SP:Iteration 11Q (6008.533641 sec): 3 clusters Score: Raw -2281290.037908 + Penalty 3655.704613 = -2277634.333296 nChanged 1188 SP:Iteration 12Q (6008.743823 sec): 3 clusters Score: Raw -2282576.132943 + Penalty 3655.704613 = -2278920.428331 nChanged 789 SP:Iteration 13Q (6008.914427 sec): 3 clusters Score: Raw -2283166.478195 + Penalty 3655.704613 = -2279510.773582 nChanged 490 SP:Iteration 14Q (6009.111107 sec): 3 clusters Score: Raw -2283408.516910 + Penalty 3655.704613 = -2279752.812297 nChanged 306 SP:Iteration 15Q (6009.286319 sec): 3 clusters Score: Raw -2283524.177075 + Penalty 3655.704613 = -2279868.472462 nChanged 188 SP:Iteration 16Q (6009.481590 sec): 3 clusters Score: Raw -2283583.047256 + Penalty 3655.704613 = -2279927.342644 nChanged 160 SP:Iteration 17Q (6009.661541 sec): 3 clusters Score: Raw -2283627.368416 + Penalty 3655.704613 = -2279971.663803 nChanged 157 SP:Iteration 18Q (6009.814006 sec): 3 clusters Score: Raw -2283667.187383 + Penalty 3655.704613 = -2280011.482770 nChanged 160 SP:Iteration 19Q (6010.010921 sec): 3 clusters Score: Raw -2283711.737665 + Penalty 3655.704613 = -2280056.033052 nChanged 177 SP:Iteration 20F (6010.177946 sec): 3 clusters Score: Raw -2283764.164878 + Penalty 3655.704613 = -2280108.460265 nChanged 162 SP:Iteration 21Q (6010.359851 sec): 3 clusters Score: Raw -2283806.699658 + Penalty 3655.704613 = -2280150.995045 nChanged 153 SP:Iteration 22Q (6010.520748 sec): 3 clusters Score: Raw -2283844.421684 + Penalty 3655.704613 = -2280188.717071 nChanged 169 SP:Iteration 23Q (6010.710879 sec): 3 clusters Score: Raw -2283885.079877 + Penalty 3655.704613 = -2280229.375265 nChanged 162 SP:Iteration 24Q (6010.882402 sec): 3 clusters Score: Raw -2283922.773759 + Penalty 3655.704613 = -2280267.069146 nChanged 142 SP:Iteration 25Q (6011.071254 sec): 3 clusters Score: Raw -2283951.226399 + Penalty 3655.704613 = -2280295.521786 nChanged 127 SP:Iteration 26Q (6011.232431 sec): 3 clusters Score: Raw -2283973.273724 + Penalty 3655.704613 = -2280317.569111 nChanged 115 SP:Iteration 27Q (6011.441733 sec): 3 clusters Score: Raw -2283992.275733 + Penalty 3655.704613 = -2280336.571121 nChanged 102 SP:Iteration 28Q (6011.593935 sec): 3 clusters Score: Raw -2284011.155735 + Penalty 3655.704613 = -2280355.451123 nChanged 109 SP:Iteration 29Q (6011.747817 sec): 3 clusters Score: Raw -2284029.084919 + Penalty 3655.704613 = -2280373.380306 nChanged 106 SP:Iteration 30Q (6011.922183 sec): 3 clusters Score: Raw -2284045.689842 + Penalty 3655.704613 = -2280389.985229 nChanged 88 SP:Iteration 31Q (6012.115733 sec): 3 clusters Score: Raw -2284056.635061 + Penalty 3655.704613 = -2280400.930449 nChanged 67 SP:Iteration 32Q (6012.296685 sec): 3 clusters Score: Raw -2284063.824643 + Penalty 3655.704613 = -2280408.120031 nChanged 61 SP:Iteration 33Q (6012.481490 sec): 3 clusters Score: Raw -2284070.809323 + Penalty 3655.704613 = -2280415.104710 nChanged 66 SP:Iteration 34Q (6012.719984 sec): 3 clusters Score: Raw -2284077.461943 + Penalty 3655.704613 = -2280421.757330 nChanged 53 SP:Iteration 35Q (6012.908884 sec): 3 clusters Score: Raw -2284082.046252 + Penalty 3655.704613 = -2280426.341639 nChanged 42 SP:Iteration 36Q (6013.093506 sec): 3 clusters Score: Raw -2284085.129283 + Penalty 3655.704613 = -2280429.424670 nChanged 28 SP:Iteration 37Q (6013.273921 sec): 3 clusters Score: Raw -2284086.731308 + Penalty 3655.704613 = -2280431.026695 nChanged 27 SP:Iteration 38Q (6013.405416 sec): 3 clusters Score: Raw -2284088.328809 + Penalty 3655.704613 = -2280432.624197 nChanged 21 SP:Iteration 39Q (6013.583558 sec): 3 clusters Score: Raw -2284089.319022 + Penalty 3655.704613 = -2280433.614409 nChanged 15 SP:Iteration 40F (6013.784350 sec): 3 clusters Score: Raw -2284090.007542 + Penalty 3655.704613 = -2280434.302929 nChanged 11 SP:Iteration 41Q (6013.993447 sec): 3 clusters Score: Raw -2284090.492695 + Penalty 3655.704613 = -2280434.788083 nChanged 5 SP:Iteration 42Q (6014.189658 sec): 3 clusters Score: Raw -2284090.684221 + Penalty 3655.704613 = -2280434.979609 nChanged 5 SP:Iteration 43Q (6014.350246 sec): 3 clusters Score: Raw -2284090.912378 + Penalty 3655.704613 = -2280435.207766 nChanged 2 SP:Iteration 44Q (6014.496905 sec): 3 clusters Score: Raw -2284091.008465 + Penalty 3655.704613 = -2280435.303852 nChanged 2 SP:Iteration 45Q (6014.692506 sec): 3 clusters Score: Raw -2284091.097945 + Penalty 3655.704613 = -2280435.393332 nChanged 0 SP:Iteration 46F (6014.895388 sec): 3 clusters Score: Raw -2284091.097945 + Penalty 3655.704613 = -2280435.393332 nChanged 0 Score: Raw -11959541.502344 + Penalty 70775.014726 = -11888766.487618 Splitting cluster 23 changes total score from -11881960.228472 to -11888766.487618 So it's getting split into cluster 33. Iteration 139Q (6029.889489 sec): 34 clusters Score: Raw -11964860.475808 + Penalty 70775.014726 = -11894085.461082 nChanged 7408 Iteration 140F (6036.512581 sec): 34 clusters Score: Raw -11969164.804462 + Penalty 70775.014726 = -11898389.789735 nChanged 4814 Iteration 141Q (6041.041389 sec): 34 clusters Score: Raw -11970881.242410 + Penalty 70775.014726 = -11900106.227684 nChanged 2633 Iteration 142Q (6045.192032 sec): 34 clusters Score: Raw -11971739.947854 + Penalty 70775.014726 = -11900964.933128 nChanged 1979 Iteration 143Q (6049.720015 sec): 34 clusters Score: Raw -11972308.593458 + Penalty 70775.014726 = -11901533.578731 nChanged 1587 Iteration 144Q (6053.912198 sec): 34 clusters Score: Raw -11972727.760764 + Penalty 70775.014726 = -11901952.746038 nChanged 1325 Iteration 145Q (6058.461299 sec): 34 clusters Score: Raw -11973053.568131 + Penalty 70775.014726 = -11902278.553405 nChanged 1138 Iteration 146Q (6062.516859 sec): 34 clusters Score: Raw -11973322.254560 + Penalty 70775.014726 = -11902547.239834 nChanged 954 Iteration 147Q (6067.238408 sec): 34 clusters Score: Raw -11973541.480052 + Penalty 70775.014726 = -11902766.465326 nChanged 840 Iteration 148Q (6071.331970 sec): 34 clusters Score: Raw -11973723.112693 + Penalty 70775.014726 = -11902948.097967 nChanged 737 Iteration 149Q (6075.806473 sec): 34 clusters Score: Raw -11973871.354048 + Penalty 70775.014726 = -11903096.339322 nChanged 680 Iteration 150Q (6080.017790 sec): 34 clusters Score: Raw -11974015.168266 + Penalty 70775.014726 = -11903240.153540 nChanged 636 Iteration 151Q (6084.394937 sec): 34 clusters Score: Raw -11974143.542864 + Penalty 70775.014726 = -11903368.528138 nChanged 579 Iteration 152Q (6088.083601 sec): 34 clusters Score: Raw -11974259.021322 + Penalty 70775.014726 = -11903484.006595 nChanged 505 Iteration 153Q (6092.165466 sec): 34 clusters Score: Raw -11974357.590953 + Penalty 70775.014726 = -11903582.576227 nChanged 464 Iteration 154Q (6095.945109 sec): 34 clusters Score: Raw -11974438.892392 + Penalty 70775.014726 = -11903663.877666 nChanged 422 Iteration 155Q (6100.065495 sec): 34 clusters Score: Raw -11974514.012346 + Penalty 70775.014726 = -11903738.997620 nChanged 437 Iteration 156Q (6103.843648 sec): 34 clusters Score: Raw -11974595.009610 + Penalty 70775.014726 = -11903819.994884 nChanged 389 Iteration 157Q (6108.248758 sec): 34 clusters Score: Raw -11974658.202727 + Penalty 70775.014726 = -11903883.188000 nChanged 325 Iteration 158Q (6112.218643 sec): 34 clusters Score: Raw -11974712.794810 + Penalty 70775.014726 = -11903937.780084 nChanged 320 Iteration 159Q (6116.492089 sec): 34 clusters Score: Raw -11974767.972292 + Penalty 70775.014726 = -11903992.957565 nChanged 290 Iteration 160F (6123.254246 sec): 34 clusters Score: Raw -11974942.343323 + Penalty 70775.014726 = -11904167.328597 nChanged 330 Iteration 161Q (6127.331960 sec): 34 clusters Score: Raw -11975090.612247 + Penalty 70775.014726 = -11904315.597520 nChanged 319 Iteration 162Q (6131.696554 sec): 34 clusters Score: Raw -11975198.236817 + Penalty 70775.014726 = -11904423.222090 nChanged 352 Iteration 163Q (6135.972196 sec): 34 clusters Score: Raw -11975312.208876 + Penalty 70775.014726 = -11904537.194150 nChanged 377 Iteration 164Q (6140.134823 sec): 34 clusters Score: Raw -11975432.369010 + Penalty 70775.014726 = -11904657.354283 nChanged 352 Iteration 165Q (6144.291277 sec): 34 clusters Score: Raw -11975539.518060 + Penalty 70775.014726 = -11904764.503334 nChanged 372 Iteration 166Q (6148.361088 sec): 34 clusters Score: Raw -11975629.835614 + Penalty 70775.014726 = -11904854.820888 nChanged 331 Iteration 167Q (6152.783533 sec): 34 clusters Score: Raw -11975703.898878 + Penalty 70775.014726 = -11904928.884152 nChanged 335 Iteration 168Q (6157.447240 sec): 34 clusters Score: Raw -11975757.309857 + Penalty 70775.014726 = -11904982.295131 nChanged 243 Iteration 169Q (6161.954382 sec): 34 clusters Score: Raw -11975793.254057 + Penalty 70775.014726 = -11905018.239331 nChanged 229 Iteration 170Q (6166.527100 sec): 34 clusters Score: Raw -11975824.521908 + Penalty 70775.014726 = -11905049.507181 nChanged 191 Iteration 171Q (6170.760807 sec): 34 clusters Score: Raw -11975848.683886 + Penalty 70775.014726 = -11905073.669159 nChanged 185 Iteration 172Q (6175.187156 sec): 34 clusters Score: Raw -11975873.940159 + Penalty 70775.014726 = -11905098.925432 nChanged 173 Iteration 173Q (6179.714429 sec): 34 clusters Score: Raw -11975893.222554 + Penalty 70775.014726 = -11905118.207828 nChanged 149 Iteration 174Q (6184.069029 sec): 34 clusters Score: Raw -11975912.972996 + Penalty 70775.014726 = -11905137.958270 nChanged 149 Iteration 175Q (6188.574087 sec): 34 clusters Score: Raw -11975930.073742 + Penalty 70775.014726 = -11905155.059015 nChanged 121 Iteration 176Q (6192.980234 sec): 34 clusters Score: Raw -11975943.782629 + Penalty 70775.014726 = -11905168.767903 nChanged 110 Iteration 177Q (6197.546249 sec): 34 clusters Score: Raw -11975954.403968 + Penalty 70775.014726 = -11905179.389242 nChanged 92 Iteration 178Q (6202.013221 sec): 34 clusters Score: Raw -11975963.566793 + Penalty 70775.014726 = -11905188.552066 nChanged 87 Writing temp clu file Because OldScore, -11905179.389242, is greater than current (better) Score,-11905188.552066 Compute initial score before splitting: Score: Raw -11975963.566793 + Penalty 70775.014726 = -11905188.552066 Trying to split cluster 1 (5842 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6202.302737 sec): 2 clusters Score: Raw -363737.492973 + Penalty 1522.081399 = -362215.411575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6202.421841 sec): 3 clusters Score: Raw -360711.316383 + Penalty 3044.162798 = -357667.153585 nChanged 2426 SP:Iteration 1F (6202.573720 sec): 3 clusters Score: Raw -362315.839968 + Penalty 3044.162798 = -359271.677171 nChanged 590 SP:Iteration 2F (6202.670783 sec): 3 clusters Score: Raw -362921.994856 + Penalty 3044.162798 = -359877.832059 nChanged 511 SP:Iteration 3F (6202.788264 sec): 3 clusters Score: Raw -363436.439006 + Penalty 3044.162798 = -360392.276209 nChanged 388 SP:Iteration 4F (6202.905349 sec): 3 clusters Score: Raw -363861.598228 + Penalty 3044.162798 = -360817.435430 nChanged 319 SP:Iteration 5F (6203.015272 sec): 3 clusters Score: Raw -364205.211287 + Penalty 3044.162798 = -361161.048490 nChanged 271 SP:Iteration 6Q (6203.102992 sec): 3 clusters Score: Raw -364464.298476 + Penalty 3044.162798 = -361420.135678 nChanged 229 SP:Iteration 7Q (6203.201924 sec): 3 clusters Score: Raw -364658.363894 + Penalty 3044.162798 = -361614.201097 nChanged 191 SP:Iteration 8Q (6203.327338 sec): 3 clusters Score: Raw -364828.565703 + Penalty 3044.162798 = -361784.402906 nChanged 146 SP:Iteration 9Q (6203.437762 sec): 3 clusters Score: Raw -364954.895303 + Penalty 3044.162798 = -361910.732505 nChanged 121 SP:Iteration 10Q (6203.565965 sec): 3 clusters Score: Raw -365015.947176 + Penalty 3044.162798 = -361971.784378 nChanged 71 SP:Iteration 11Q (6203.665812 sec): 3 clusters Score: Raw -365050.006591 + Penalty 3044.162798 = -362005.843793 nChanged 70 SP:Iteration 12Q (6203.785090 sec): 3 clusters Score: Raw -365086.803397 + Penalty 3044.162798 = -362042.640600 nChanged 59 SP:Iteration 13Q (6203.872711 sec): 3 clusters Score: Raw -365112.339144 + Penalty 3044.162798 = -362068.176347 nChanged 53 SP:Iteration 14Q (6203.983932 sec): 3 clusters Score: Raw -365130.607122 + Penalty 3044.162798 = -362086.444324 nChanged 41 SP:Iteration 15Q (6204.101138 sec): 3 clusters Score: Raw -365146.103913 + Penalty 3044.162798 = -362101.941115 nChanged 35 SP:Iteration 16Q (6204.225159 sec): 3 clusters Score: Raw -365156.361802 + Penalty 3044.162798 = -362112.199004 nChanged 30 SP:Iteration 17Q (6204.324941 sec): 3 clusters Score: Raw -365167.050647 + Penalty 3044.162798 = -362122.887850 nChanged 27 SP:Iteration 18Q (6204.431513 sec): 3 clusters Score: Raw -365173.983788 + Penalty 3044.162798 = -362129.820990 nChanged 24 SP:Iteration 19Q (6204.545053 sec): 3 clusters Score: Raw -365180.233428 + Penalty 3044.162798 = -362136.070630 nChanged 11 SP:Iteration 20F (6204.652109 sec): 3 clusters Score: Raw -365183.128484 + Penalty 3044.162798 = -362138.965686 nChanged 8 SP:Iteration 21Q (6204.764233 sec): 3 clusters Score: Raw -365184.488036 + Penalty 3044.162798 = -362140.325238 nChanged 1 SP:Iteration 22Q (6204.917686 sec): 3 clusters Score: Raw -365184.646017 + Penalty 3044.162798 = -362140.483220 nChanged 2 SP:Iteration 23Q (6205.008739 sec): 3 clusters Score: Raw -365185.052906 + Penalty 3044.162798 = -362140.890109 nChanged 4 SP:Iteration 24Q (6205.128674 sec): 3 clusters Score: Raw -365186.055142 + Penalty 3044.162798 = -362141.892345 nChanged 6 SP:Iteration 25Q (6205.252329 sec): 3 clusters Score: Raw -365186.896513 + Penalty 3044.162798 = -362142.733715 nChanged 4 SP:Iteration 26Q (6205.395592 sec): 3 clusters Score: Raw -365187.979525 + Penalty 3044.162798 = -362143.816727 nChanged 7 SP:Iteration 27Q (6205.502002 sec): 3 clusters Score: Raw -365189.309848 + Penalty 3044.162798 = -362145.147051 nChanged 10 SP:Iteration 28Q (6205.596336 sec): 3 clusters Score: Raw -365191.644306 + Penalty 3044.162798 = -362147.481509 nChanged 9 SP:Iteration 29Q (6205.711773 sec): 3 clusters Score: Raw -365193.191416 + Penalty 3044.162798 = -362149.028618 nChanged 11 SP:Iteration 30Q (6205.815716 sec): 3 clusters Score: Raw -365195.593530 + Penalty 3044.162798 = -362151.430733 nChanged 8 SP:Iteration 31Q (6205.919233 sec): 3 clusters Score: Raw -365197.398215 + Penalty 3044.162798 = -362153.235417 nChanged 10 SP:Iteration 32Q (6206.045840 sec): 3 clusters Score: Raw -365199.067898 + Penalty 3044.162798 = -362154.905100 nChanged 8 SP:Iteration 33Q (6206.127502 sec): 3 clusters Score: Raw -365200.103884 + Penalty 3044.162798 = -362155.941087 nChanged 5 SP:Iteration 34Q (6206.248077 sec): 3 clusters Score: Raw -365200.462668 + Penalty 3044.162798 = -362156.299870 nChanged 1 SP:Iteration 35Q (6206.327521 sec): 3 clusters Score: Raw -365200.632707 + Penalty 3044.162798 = -362156.469909 nChanged 3 SP:Iteration 36Q (6206.458671 sec): 3 clusters Score: Raw -365201.072136 + Penalty 3044.162798 = -362156.909338 nChanged 4 SP:Iteration 37Q (6206.541767 sec): 3 clusters Score: Raw -365201.513528 + Penalty 3044.162798 = -362157.350731 nChanged 1 SP:Iteration 38Q (6206.642794 sec): 3 clusters Score: Raw -365201.735327 + Penalty 3044.162798 = -362157.572529 nChanged 1 SP:Iteration 39Q (6206.770252 sec): 3 clusters Score: Raw -365201.812273 + Penalty 3044.162798 = -362157.649475 nChanged 0 SP:Iteration 40F (6206.857126 sec): 3 clusters Score: Raw -365201.812273 + Penalty 3044.162798 = -362157.649475 nChanged 0 Trying to split cluster 2 (1626 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6206.944948 sec): 2 clusters Score: Raw -81349.836173 + Penalty 1297.625640 = -80052.210533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6207.036254 sec): 3 clusters Score: Raw -80775.022865 + Penalty 2595.251280 = -78179.771585 nChanged 548 SP:Iteration 1F (6207.110687 sec): 3 clusters Score: Raw -81255.952809 + Penalty 2595.251280 = -78660.701529 nChanged 149 SP:Iteration 2F (6207.133130 sec): 3 clusters Score: Raw -81417.090697 + Penalty 2595.251280 = -78821.839417 nChanged 100 SP:Iteration 3F (6207.155184 sec): 3 clusters Score: Raw -81560.336739 + Penalty 2595.251280 = -78965.085459 nChanged 80 SP:Iteration 4Q (6207.275062 sec): 3 clusters Score: Raw -81668.821659 + Penalty 2595.251280 = -79073.570379 nChanged 76 SP:Iteration 5Q (6207.354127 sec): 3 clusters Score: Raw -81752.888965 + Penalty 2595.251280 = -79157.637685 nChanged 39 SP:Iteration 6Q (6207.487411 sec): 3 clusters Score: Raw -81808.771328 + Penalty 2595.251280 = -79213.520048 nChanged 43 SP:Iteration 7Q (6207.578234 sec): 3 clusters Score: Raw -81878.917077 + Penalty 2595.251280 = -79283.665797 nChanged 44 SP:Iteration 8Q (6207.685284 sec): 3 clusters Score: Raw -81939.210481 + Penalty 2595.251280 = -79343.959201 nChanged 42 SP:Iteration 9Q (6207.784277 sec): 3 clusters Score: Raw -81995.440844 + Penalty 2595.251280 = -79400.189564 nChanged 38 SP:Iteration 10Q (6207.888685 sec): 3 clusters Score: Raw -82042.970079 + Penalty 2595.251280 = -79447.718799 nChanged 27 SP:Iteration 11Q (6207.986680 sec): 3 clusters Score: Raw -82075.205416 + Penalty 2595.251280 = -79479.954137 nChanged 26 SP:Iteration 12Q (6208.080778 sec): 3 clusters Score: Raw -82101.173500 + Penalty 2595.251280 = -79505.922220 nChanged 18 SP:Iteration 13Q (6208.179493 sec): 3 clusters Score: Raw -82123.450188 + Penalty 2595.251280 = -79528.198908 nChanged 15 SP:Iteration 14Q (6208.280670 sec): 3 clusters Score: Raw -82142.243933 + Penalty 2595.251280 = -79546.992654 nChanged 17 SP:Iteration 15Q (6208.382825 sec): 3 clusters Score: Raw -82167.307809 + Penalty 2595.251280 = -79572.056529 nChanged 19 SP:Iteration 16Q (6208.462036 sec): 3 clusters Score: Raw -82194.064689 + Penalty 2595.251280 = -79598.813409 nChanged 30 SP:Iteration 17Q (6208.543537 sec): 3 clusters Score: Raw -82230.513214 + Penalty 2595.251280 = -79635.261934 nChanged 31 SP:Iteration 18Q (6208.644630 sec): 3 clusters Score: Raw -82277.438257 + Penalty 2595.251280 = -79682.186977 nChanged 31 SP:Iteration 19Q (6208.716638 sec): 3 clusters Score: Raw -82326.638159 + Penalty 2595.251280 = -79731.386879 nChanged 24 SP:Iteration 20F (6208.790669 sec): 3 clusters Score: Raw -82378.418708 + Penalty 2595.251280 = -79783.167428 nChanged 31 SP:Iteration 21Q (6208.897401 sec): 3 clusters Score: Raw -82424.015939 + Penalty 2595.251280 = -79828.764659 nChanged 26 SP:Iteration 22Q (6209.011512 sec): 3 clusters Score: Raw -82457.708051 + Penalty 2595.251280 = -79862.456771 nChanged 21 SP:Iteration 23Q (6209.094290 sec): 3 clusters Score: Raw -82486.768606 + Penalty 2595.251280 = -79891.517326 nChanged 27 SP:Iteration 24Q (6209.216825 sec): 3 clusters Score: Raw -82524.447448 + Penalty 2595.251280 = -79929.196168 nChanged 18 SP:Iteration 25Q (6209.321380 sec): 3 clusters Score: Raw -82538.453454 + Penalty 2595.251280 = -79943.202174 nChanged 14 SP:Iteration 26Q (6209.413553 sec): 3 clusters Score: Raw -82551.008860 + Penalty 2595.251280 = -79955.757580 nChanged 11 SP:Iteration 27Q (6209.531528 sec): 3 clusters Score: Raw -82559.010596 + Penalty 2595.251280 = -79963.759316 nChanged 4 SP:Iteration 28Q (6209.614923 sec): 3 clusters Score: Raw -82560.702876 + Penalty 2595.251280 = -79965.451596 nChanged 5 SP:Iteration 29Q (6209.720782 sec): 3 clusters Score: Raw -82563.657167 + Penalty 2595.251280 = -79968.405887 nChanged 4 SP:Iteration 30Q (6209.841746 sec): 3 clusters Score: Raw -82566.878017 + Penalty 2595.251280 = -79971.626737 nChanged 4 SP:Iteration 31Q (6209.946386 sec): 3 clusters Score: Raw -82570.963654 + Penalty 2595.251280 = -79975.712375 nChanged 1 SP:Iteration 32Q (6210.041851 sec): 3 clusters Score: Raw -82571.739999 + Penalty 2595.251280 = -79976.488719 nChanged 2 SP:Iteration 33Q (6210.137438 sec): 3 clusters Score: Raw -82573.192034 + Penalty 2595.251280 = -79977.940754 nChanged 2 SP:Iteration 34Q (6210.205513 sec): 3 clusters Score: Raw -82574.309014 + Penalty 2595.251280 = -79979.057734 nChanged 0 SP:Iteration 35F (6210.310534 sec): 3 clusters Score: Raw -82574.309014 + Penalty 2595.251280 = -79979.057734 nChanged 0 Trying to split cluster 3 (5249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6210.404866 sec): 2 clusters Score: Raw -346937.898370 + Penalty 1503.296647 = -345434.601722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6210.499206 sec): 3 clusters Score: Raw -344218.176386 + Penalty 3006.593294 = -341211.583091 nChanged 2133 SP:Iteration 1F (6210.625599 sec): 3 clusters Score: Raw -345459.580466 + Penalty 3006.593294 = -342452.987172 nChanged 451 SP:Iteration 2F (6210.723475 sec): 3 clusters Score: Raw -345809.816439 + Penalty 3006.593294 = -342803.223145 nChanged 410 SP:Iteration 3F (6210.834570 sec): 3 clusters Score: Raw -346095.299810 + Penalty 3006.593294 = -343088.706516 nChanged 310 SP:Iteration 4F (6210.950806 sec): 3 clusters Score: Raw -346311.344812 + Penalty 3006.593294 = -343304.751518 nChanged 256 SP:Iteration 5Q (6211.056148 sec): 3 clusters Score: Raw -346483.246828 + Penalty 3006.593294 = -343476.653534 nChanged 247 SP:Iteration 6Q (6211.169077 sec): 3 clusters Score: Raw -346644.086436 + Penalty 3006.593294 = -343637.493141 nChanged 226 SP:Iteration 7Q (6211.285741 sec): 3 clusters Score: Raw -346776.792473 + Penalty 3006.593294 = -343770.199179 nChanged 193 SP:Iteration 8Q (6211.411193 sec): 3 clusters Score: Raw -346881.739552 + Penalty 3006.593294 = -343875.146258 nChanged 160 SP:Iteration 9Q (6211.516993 sec): 3 clusters Score: Raw -346974.702394 + Penalty 3006.593294 = -343968.109099 nChanged 152 SP:Iteration 10Q (6211.624556 sec): 3 clusters Score: Raw -347052.373141 + Penalty 3006.593294 = -344045.779846 nChanged 133 SP:Iteration 11Q (6211.710016 sec): 3 clusters Score: Raw -347114.311536 + Penalty 3006.593294 = -344107.718241 nChanged 107 SP:Iteration 12Q (6211.819832 sec): 3 clusters Score: Raw -347162.089917 + Penalty 3006.593294 = -344155.496622 nChanged 100 SP:Iteration 13Q (6211.925461 sec): 3 clusters Score: Raw -347204.503055 + Penalty 3006.593294 = -344197.909761 nChanged 82 SP:Iteration 14Q (6212.016729 sec): 3 clusters Score: Raw -347237.815074 + Penalty 3006.593294 = -344231.221780 nChanged 72 SP:Iteration 15Q (6212.097931 sec): 3 clusters Score: Raw -347266.787255 + Penalty 3006.593294 = -344260.193961 nChanged 61 SP:Iteration 16Q (6212.208995 sec): 3 clusters Score: Raw -347291.032310 + Penalty 3006.593294 = -344284.439016 nChanged 52 SP:Iteration 17Q (6212.322316 sec): 3 clusters Score: Raw -347315.005799 + Penalty 3006.593294 = -344308.412505 nChanged 47 SP:Iteration 18Q (6212.423893 sec): 3 clusters Score: Raw -347336.753620 + Penalty 3006.593294 = -344330.160325 nChanged 56 SP:Iteration 19Q (6212.536652 sec): 3 clusters Score: Raw -347364.398629 + Penalty 3006.593294 = -344357.805335 nChanged 56 SP:Iteration 20F (6212.614970 sec): 3 clusters Score: Raw -347384.568128 + Penalty 3006.593294 = -344377.974833 nChanged 41 SP:Iteration 21Q (6212.721304 sec): 3 clusters Score: Raw -347400.641151 + Penalty 3006.593294 = -344394.047857 nChanged 42 SP:Iteration 22Q (6212.838688 sec): 3 clusters Score: Raw -347415.777384 + Penalty 3006.593294 = -344409.184089 nChanged 31 SP:Iteration 23Q (6212.964846 sec): 3 clusters Score: Raw -347428.284678 + Penalty 3006.593294 = -344421.691383 nChanged 27 SP:Iteration 24Q (6213.057491 sec): 3 clusters Score: Raw -347439.690964 + Penalty 3006.593294 = -344433.097670 nChanged 25 SP:Iteration 25Q (6213.181802 sec): 3 clusters Score: Raw -347447.637177 + Penalty 3006.593294 = -344441.043883 nChanged 26 SP:Iteration 26Q (6213.279679 sec): 3 clusters Score: Raw -347456.396283 + Penalty 3006.593294 = -344449.802988 nChanged 26 SP:Iteration 27Q (6213.385741 sec): 3 clusters Score: Raw -347465.525820 + Penalty 3006.593294 = -344458.932525 nChanged 23 SP:Iteration 28Q (6213.494241 sec): 3 clusters Score: Raw -347475.096254 + Penalty 3006.593294 = -344468.502959 nChanged 23 SP:Iteration 29Q (6213.584090 sec): 3 clusters Score: Raw -347481.765754 + Penalty 3006.593294 = -344475.172460 nChanged 20 SP:Iteration 30Q (6213.701519 sec): 3 clusters Score: Raw -347488.235214 + Penalty 3006.593294 = -344481.641920 nChanged 19 SP:Iteration 31Q (6213.800523 sec): 3 clusters Score: Raw -347496.511256 + Penalty 3006.593294 = -344489.917962 nChanged 20 SP:Iteration 32Q (6213.928784 sec): 3 clusters Score: Raw -347504.638541 + Penalty 3006.593294 = -344498.045246 nChanged 18 SP:Iteration 33Q (6214.034233 sec): 3 clusters Score: Raw -347511.584825 + Penalty 3006.593294 = -344504.991531 nChanged 12 SP:Iteration 34Q (6214.150396 sec): 3 clusters Score: Raw -347516.594395 + Penalty 3006.593294 = -344510.001101 nChanged 15 SP:Iteration 35Q (6214.296978 sec): 3 clusters Score: Raw -347522.600669 + Penalty 3006.593294 = -344516.007374 nChanged 19 SP:Iteration 36Q (6214.404509 sec): 3 clusters Score: Raw -347528.781388 + Penalty 3006.593294 = -344522.188094 nChanged 11 SP:Iteration 37Q (6214.508145 sec): 3 clusters Score: Raw -347531.593422 + Penalty 3006.593294 = -344525.000128 nChanged 5 SP:Iteration 38Q (6214.619039 sec): 3 clusters Score: Raw -347532.276128 + Penalty 3006.593294 = -344525.682833 nChanged 1 SP:Iteration 39Q (6214.761689 sec): 3 clusters Score: Raw -347532.456087 + Penalty 3006.593294 = -344525.862793 nChanged 1 SP:Iteration 40F (6214.859321 sec): 3 clusters Score: Raw -347532.526368 + Penalty 3006.593294 = -344525.933073 nChanged 1 SP:Iteration 41Q (6214.981752 sec): 3 clusters Score: Raw -347532.776565 + Penalty 3006.593294 = -344526.183271 nChanged 4 SP:Iteration 42Q (6215.047965 sec): 3 clusters Score: Raw -347533.817839 + Penalty 3006.593294 = -344527.224545 nChanged 4 SP:Iteration 43Q (6215.093302 sec): 3 clusters Score: Raw -347534.936915 + Penalty 3006.593294 = -344528.343621 nChanged 3 SP:Iteration 44Q (6215.213659 sec): 3 clusters Score: Raw -347536.120213 + Penalty 3006.593294 = -344529.526919 nChanged 1 SP:Iteration 45Q (6215.329186 sec): 3 clusters Score: Raw -347536.252633 + Penalty 3006.593294 = -344529.659338 nChanged 1 SP:Iteration 46Q (6215.469520 sec): 3 clusters Score: Raw -347536.468214 + Penalty 3006.593294 = -344529.874919 nChanged 0 SP:Iteration 47F (6215.556969 sec): 3 clusters Score: Raw -347536.468214 + Penalty 3006.593294 = -344529.874919 nChanged 0 Trying to split cluster 4 (7493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6215.657794 sec): 2 clusters Score: Raw -410551.942564 + Penalty 1565.762655 = -408986.179909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6215.756228 sec): 3 clusters Score: Raw -406521.471144 + Penalty 3131.525310 = -403389.945834 nChanged 3116 SP:Iteration 1F (6215.885307 sec): 3 clusters Score: Raw -408494.847483 + Penalty 3131.525310 = -405363.322173 nChanged 587 SP:Iteration 2F (6215.986796 sec): 3 clusters Score: Raw -408883.858373 + Penalty 3131.525310 = -405752.333062 nChanged 484 SP:Iteration 3F (6216.085727 sec): 3 clusters Score: Raw -409223.240331 + Penalty 3131.525310 = -406091.715020 nChanged 426 SP:Iteration 4F (6216.199491 sec): 3 clusters Score: Raw -409541.222517 + Penalty 3131.525310 = -406409.697207 nChanged 397 SP:Iteration 5F (6216.329869 sec): 3 clusters Score: Raw -409847.441944 + Penalty 3131.525310 = -406715.916634 nChanged 374 SP:Iteration 6Q (6216.428026 sec): 3 clusters Score: Raw -410123.168138 + Penalty 3131.525310 = -406991.642827 nChanged 311 SP:Iteration 7Q (6216.553212 sec): 3 clusters Score: Raw -410368.442339 + Penalty 3131.525310 = -407236.917029 nChanged 278 SP:Iteration 8Q (6216.676677 sec): 3 clusters Score: Raw -410557.500709 + Penalty 3131.525310 = -407425.975399 nChanged 224 SP:Iteration 9Q (6216.783871 sec): 3 clusters Score: Raw -410689.995837 + Penalty 3131.525310 = -407558.470527 nChanged 184 SP:Iteration 10Q (6216.925738 sec): 3 clusters Score: Raw -410779.462828 + Penalty 3131.525310 = -407647.937518 nChanged 143 SP:Iteration 11Q (6217.030105 sec): 3 clusters Score: Raw -410841.373016 + Penalty 3131.525310 = -407709.847706 nChanged 114 SP:Iteration 12Q (6217.151213 sec): 3 clusters Score: Raw -410895.337740 + Penalty 3131.525310 = -407763.812430 nChanged 97 SP:Iteration 13Q (6217.253429 sec): 3 clusters Score: Raw -410933.205113 + Penalty 3131.525310 = -407801.679803 nChanged 69 SP:Iteration 14Q (6217.357795 sec): 3 clusters Score: Raw -410956.113497 + Penalty 3131.525310 = -407824.588186 nChanged 64 SP:Iteration 15Q (6217.474443 sec): 3 clusters Score: Raw -410978.700542 + Penalty 3131.525310 = -407847.175232 nChanged 57 SP:Iteration 16Q (6217.589535 sec): 3 clusters Score: Raw -410997.414007 + Penalty 3131.525310 = -407865.888697 nChanged 50 SP:Iteration 17Q (6217.718428 sec): 3 clusters Score: Raw -411011.267769 + Penalty 3131.525310 = -407879.742459 nChanged 41 SP:Iteration 18Q (6217.856134 sec): 3 clusters Score: Raw -411020.733503 + Penalty 3131.525310 = -407889.208193 nChanged 26 SP:Iteration 19Q (6217.954625 sec): 3 clusters Score: Raw -411025.607433 + Penalty 3131.525310 = -407894.082123 nChanged 19 SP:Iteration 20F (6218.071670 sec): 3 clusters Score: Raw -411030.611186 + Penalty 3131.525310 = -407899.085876 nChanged 17 SP:Iteration 21Q (6218.173855 sec): 3 clusters Score: Raw -411034.656679 + Penalty 3131.525310 = -407903.131368 nChanged 17 SP:Iteration 22Q (6218.281996 sec): 3 clusters Score: Raw -411038.424477 + Penalty 3131.525310 = -407906.899167 nChanged 15 SP:Iteration 23Q (6218.407264 sec): 3 clusters Score: Raw -411041.774528 + Penalty 3131.525310 = -407910.249217 nChanged 11 SP:Iteration 24Q (6218.521978 sec): 3 clusters Score: Raw -411044.393308 + Penalty 3131.525310 = -407912.867997 nChanged 17 SP:Iteration 25Q (6218.665117 sec): 3 clusters Score: Raw -411047.221003 + Penalty 3131.525310 = -407915.695693 nChanged 10 SP:Iteration 26Q (6218.780357 sec): 3 clusters Score: Raw -411048.981136 + Penalty 3131.525310 = -407917.455825 nChanged 9 SP:Iteration 27Q (6218.891738 sec): 3 clusters Score: Raw -411050.183503 + Penalty 3131.525310 = -407918.658193 nChanged 8 SP:Iteration 28Q (6218.993242 sec): 3 clusters Score: Raw -411051.758200 + Penalty 3131.525310 = -407920.232890 nChanged 10 SP:Iteration 29Q (6219.123593 sec): 3 clusters Score: Raw -411053.629110 + Penalty 3131.525310 = -407922.103800 nChanged 8 SP:Iteration 30Q (6219.225591 sec): 3 clusters Score: Raw -411055.165065 + Penalty 3131.525310 = -407923.639754 nChanged 8 SP:Iteration 31Q (6219.343481 sec): 3 clusters Score: Raw -411057.065577 + Penalty 3131.525310 = -407925.540267 nChanged 10 SP:Iteration 32Q (6219.445293 sec): 3 clusters Score: Raw -411058.982699 + Penalty 3131.525310 = -407927.457389 nChanged 8 SP:Iteration 33Q (6219.568894 sec): 3 clusters Score: Raw -411060.462154 + Penalty 3131.525310 = -407928.936844 nChanged 6 SP:Iteration 34Q (6219.676923 sec): 3 clusters Score: Raw -411061.074734 + Penalty 3131.525310 = -407929.549424 nChanged 1 SP:Iteration 35Q (6219.789883 sec): 3 clusters Score: Raw -411061.164575 + Penalty 3131.525310 = -407929.639265 nChanged 1 SP:Iteration 36Q (6219.922104 sec): 3 clusters Score: Raw -411061.320916 + Penalty 3131.525310 = -407929.795606 nChanged 3 SP:Iteration 37Q (6220.015661 sec): 3 clusters Score: Raw -411061.757536 + Penalty 3131.525310 = -407930.232225 nChanged 1 SP:Iteration 38Q (6220.139404 sec): 3 clusters Score: Raw -411061.954328 + Penalty 3131.525310 = -407930.429018 nChanged 2 SP:Iteration 39Q (6220.253819 sec): 3 clusters Score: Raw -411062.230897 + Penalty 3131.525310 = -407930.705587 nChanged 1 SP:Iteration 40F (6220.359853 sec): 3 clusters Score: Raw -411062.474438 + Penalty 3131.525310 = -407930.949128 nChanged 2 SP:Iteration 41Q (6220.479351 sec): 3 clusters Score: Raw -411063.002480 + Penalty 3131.525310 = -407931.477169 nChanged 0 SP:Iteration 42F (6220.587716 sec): 3 clusters Score: Raw -411063.002480 + Penalty 3131.525310 = -407931.477169 nChanged 0 Trying to split cluster 5 (7453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6220.674948 sec): 2 clusters Score: Raw -442071.474458 + Penalty 1564.823271 = -440506.651187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6220.806411 sec): 3 clusters Score: Raw -438079.212347 + Penalty 3129.646542 = -434949.565805 nChanged 3120 SP:Iteration 1F (6220.886305 sec): 3 clusters Score: Raw -439959.763032 + Penalty 3129.646542 = -436830.116489 nChanged 651 SP:Iteration 2F (6221.023949 sec): 3 clusters Score: Raw -440417.441726 + Penalty 3129.646542 = -437287.795184 nChanged 539 SP:Iteration 3F (6221.110007 sec): 3 clusters Score: Raw -440793.983666 + Penalty 3129.646542 = -437664.337123 nChanged 435 SP:Iteration 4F (6221.224339 sec): 3 clusters Score: Raw -441080.521065 + Penalty 3129.646542 = -437950.874523 nChanged 346 SP:Iteration 5Q (6221.318486 sec): 3 clusters Score: Raw -441305.550303 + Penalty 3129.646542 = -438175.903761 nChanged 290 SP:Iteration 6Q (6221.437541 sec): 3 clusters Score: Raw -441511.109497 + Penalty 3129.646542 = -438381.462955 nChanged 255 SP:Iteration 7Q (6221.564459 sec): 3 clusters Score: Raw -441692.793873 + Penalty 3129.646542 = -438563.147331 nChanged 237 SP:Iteration 8Q (6221.685771 sec): 3 clusters Score: Raw -441852.804152 + Penalty 3129.646542 = -438723.157610 nChanged 198 SP:Iteration 9Q (6221.813155 sec): 3 clusters Score: Raw -441990.254690 + Penalty 3129.646542 = -438860.608148 nChanged 148 SP:Iteration 10Q (6221.926118 sec): 3 clusters Score: Raw -442067.166651 + Penalty 3129.646542 = -438937.520109 nChanged 120 SP:Iteration 11Q (6222.034729 sec): 3 clusters Score: Raw -442128.608392 + Penalty 3129.646542 = -438998.961850 nChanged 104 SP:Iteration 12Q (6222.152324 sec): 3 clusters Score: Raw -442174.245653 + Penalty 3129.646542 = -439044.599111 nChanged 88 SP:Iteration 13Q (6222.265720 sec): 3 clusters Score: Raw -442215.833244 + Penalty 3129.646542 = -439086.186702 nChanged 78 SP:Iteration 14Q (6222.388223 sec): 3 clusters Score: Raw -442249.519809 + Penalty 3129.646542 = -439119.873267 nChanged 64 SP:Iteration 15Q (6222.478687 sec): 3 clusters Score: Raw -442276.097551 + Penalty 3129.646542 = -439146.451009 nChanged 57 SP:Iteration 16Q (6222.591762 sec): 3 clusters Score: Raw -442297.787842 + Penalty 3129.646542 = -439168.141300 nChanged 56 SP:Iteration 17Q (6222.698820 sec): 3 clusters Score: Raw -442316.721022 + Penalty 3129.646542 = -439187.074479 nChanged 41 SP:Iteration 18Q (6222.823524 sec): 3 clusters Score: Raw -442330.641039 + Penalty 3129.646542 = -439200.994497 nChanged 37 SP:Iteration 19Q (6222.937301 sec): 3 clusters Score: Raw -442342.198617 + Penalty 3129.646542 = -439212.552075 nChanged 33 SP:Iteration 20F (6223.059187 sec): 3 clusters Score: Raw -442352.948072 + Penalty 3129.646542 = -439223.301530 nChanged 36 SP:Iteration 21Q (6223.195368 sec): 3 clusters Score: Raw -442363.625471 + Penalty 3129.646542 = -439233.978928 nChanged 26 SP:Iteration 22Q (6223.291136 sec): 3 clusters Score: Raw -442371.064830 + Penalty 3129.646542 = -439241.418288 nChanged 24 SP:Iteration 23Q (6223.401253 sec): 3 clusters Score: Raw -442378.949005 + Penalty 3129.646542 = -439249.302463 nChanged 28 SP:Iteration 24Q (6223.516610 sec): 3 clusters Score: Raw -442388.159996 + Penalty 3129.646542 = -439258.513454 nChanged 24 SP:Iteration 25Q (6223.655956 sec): 3 clusters Score: Raw -442395.161078 + Penalty 3129.646542 = -439265.514536 nChanged 17 SP:Iteration 26Q (6223.791413 sec): 3 clusters Score: Raw -442401.068611 + Penalty 3129.646542 = -439271.422069 nChanged 29 SP:Iteration 27Q (6223.953855 sec): 3 clusters Score: Raw -442409.535361 + Penalty 3129.646542 = -439279.888819 nChanged 29 SP:Iteration 28Q (6224.085125 sec): 3 clusters Score: Raw -442419.950660 + Penalty 3129.646542 = -439290.304118 nChanged 34 SP:Iteration 29Q (6224.213302 sec): 3 clusters Score: Raw -442431.957172 + Penalty 3129.646542 = -439302.310630 nChanged 30 SP:Iteration 30Q (6224.346694 sec): 3 clusters Score: Raw -442442.562199 + Penalty 3129.646542 = -439312.915656 nChanged 31 SP:Iteration 31Q (6224.481372 sec): 3 clusters Score: Raw -442453.076999 + Penalty 3129.646542 = -439323.430457 nChanged 23 SP:Iteration 32Q (6224.603821 sec): 3 clusters Score: Raw -442461.943572 + Penalty 3129.646542 = -439332.297030 nChanged 25 SP:Iteration 33Q (6224.730951 sec): 3 clusters Score: Raw -442470.793012 + Penalty 3129.646542 = -439341.146470 nChanged 24 SP:Iteration 34Q (6224.851596 sec): 3 clusters Score: Raw -442484.649852 + Penalty 3129.646542 = -439355.003310 nChanged 29 SP:Iteration 35Q (6224.997817 sec): 3 clusters Score: Raw -442499.276638 + Penalty 3129.646542 = -439369.630096 nChanged 30 SP:Iteration 36Q (6225.116508 sec): 3 clusters Score: Raw -442513.432715 + Penalty 3129.646542 = -439383.786173 nChanged 31 SP:Iteration 37Q (6225.216303 sec): 3 clusters Score: Raw -442525.581237 + Penalty 3129.646542 = -439395.934694 nChanged 28 SP:Iteration 38Q (6225.339008 sec): 3 clusters Score: Raw -442538.300663 + Penalty 3129.646542 = -439408.654120 nChanged 20 SP:Iteration 39Q (6225.460448 sec): 3 clusters Score: Raw -442544.032846 + Penalty 3129.646542 = -439414.386304 nChanged 16 SP:Iteration 40F (6225.570882 sec): 3 clusters Score: Raw -442549.222624 + Penalty 3129.646542 = -439419.576082 nChanged 12 SP:Iteration 41Q (6225.689768 sec): 3 clusters Score: Raw -442554.960166 + Penalty 3129.646542 = -439425.313624 nChanged 23 SP:Iteration 42Q (6225.808523 sec): 3 clusters Score: Raw -442565.309811 + Penalty 3129.646542 = -439435.663269 nChanged 17 SP:Iteration 43Q (6225.928468 sec): 3 clusters Score: Raw -442570.694656 + Penalty 3129.646542 = -439441.048114 nChanged 16 SP:Iteration 44Q (6226.050236 sec): 3 clusters Score: Raw -442576.816855 + Penalty 3129.646542 = -439447.170313 nChanged 19 SP:Iteration 45Q (6226.177903 sec): 3 clusters Score: Raw -442584.939676 + Penalty 3129.646542 = -439455.293133 nChanged 20 SP:Iteration 46Q (6226.300435 sec): 3 clusters Score: Raw -442594.485023 + Penalty 3129.646542 = -439464.838481 nChanged 24 SP:Iteration 47Q (6226.421521 sec): 3 clusters Score: Raw -442604.373338 + Penalty 3129.646542 = -439474.726796 nChanged 27 SP:Iteration 48Q (6226.547419 sec): 3 clusters Score: Raw -442616.392187 + Penalty 3129.646542 = -439486.745645 nChanged 31 SP:Iteration 49Q (6226.689995 sec): 3 clusters Score: Raw -442631.446528 + Penalty 3129.646542 = -439501.799986 nChanged 35 SP:Iteration 50Q (6226.792907 sec): 3 clusters Score: Raw -442647.842182 + Penalty 3129.646542 = -439518.195640 nChanged 35 SP:Iteration 51Q (6226.900463 sec): 3 clusters Score: Raw -442666.790675 + Penalty 3129.646542 = -439537.144133 nChanged 40 SP:Iteration 52Q (6226.995205 sec): 3 clusters Score: Raw -442684.647760 + Penalty 3129.646542 = -439555.001218 nChanged 39 SP:Iteration 53Q (6227.103317 sec): 3 clusters Score: Raw -442703.934625 + Penalty 3129.646542 = -439574.288083 nChanged 54 SP:Iteration 54Q (6227.233810 sec): 3 clusters Score: Raw -442740.208169 + Penalty 3129.646542 = -439610.561627 nChanged 64 SP:Iteration 55Q (6227.317972 sec): 3 clusters Score: Raw -442774.471712 + Penalty 3129.646542 = -439644.825170 nChanged 48 SP:Iteration 56Q (6227.438357 sec): 3 clusters Score: Raw -442799.779806 + Penalty 3129.646542 = -439670.133264 nChanged 45 SP:Iteration 57Q (6227.551257 sec): 3 clusters Score: Raw -442826.509087 + Penalty 3129.646542 = -439696.862545 nChanged 60 SP:Iteration 58Q (6227.678277 sec): 3 clusters Score: Raw -442861.080485 + Penalty 3129.646542 = -439731.433943 nChanged 58 SP:Iteration 59Q (6227.773425 sec): 3 clusters Score: Raw -442894.928679 + Penalty 3129.646542 = -439765.282137 nChanged 48 SP:Iteration 60F (6227.908595 sec): 3 clusters Score: Raw -442926.031355 + Penalty 3129.646542 = -439796.384812 nChanged 53 SP:Iteration 61Q (6228.014432 sec): 3 clusters Score: Raw -442953.045502 + Penalty 3129.646542 = -439823.398960 nChanged 52 SP:Iteration 62Q (6228.111299 sec): 3 clusters Score: Raw -442976.579610 + Penalty 3129.646542 = -439846.933067 nChanged 44 SP:Iteration 63Q (6228.250222 sec): 3 clusters Score: Raw -442997.304849 + Penalty 3129.646542 = -439867.658306 nChanged 42 SP:Iteration 64Q (6228.347693 sec): 3 clusters Score: Raw -443025.957299 + Penalty 3129.646542 = -439896.310757 nChanged 43 SP:Iteration 65Q (6228.429584 sec): 3 clusters Score: Raw -443060.681079 + Penalty 3129.646542 = -439931.034537 nChanged 52 SP:Iteration 66Q (6228.574334 sec): 3 clusters Score: Raw -443109.564692 + Penalty 3129.646542 = -439979.918150 nChanged 43 SP:Iteration 67Q (6228.724352 sec): 3 clusters Score: Raw -443155.726930 + Penalty 3129.646542 = -440026.080388 nChanged 43 SP:Iteration 68Q (6228.833920 sec): 3 clusters Score: Raw -443192.622044 + Penalty 3129.646542 = -440062.975502 nChanged 40 SP:Iteration 69Q (6228.968541 sec): 3 clusters Score: Raw -443225.438915 + Penalty 3129.646542 = -440095.792372 nChanged 42 SP:Iteration 70Q (6229.065923 sec): 3 clusters Score: Raw -443271.380303 + Penalty 3129.646542 = -440141.733761 nChanged 44 SP:Iteration 71Q (6229.168906 sec): 3 clusters Score: Raw -443316.635581 + Penalty 3129.646542 = -440186.989039 nChanged 43 SP:Iteration 72Q (6229.225261 sec): 3 clusters Score: Raw -443351.681001 + Penalty 3129.646542 = -440222.034459 nChanged 29 SP:Iteration 73Q (6229.359498 sec): 3 clusters Score: Raw -443370.649327 + Penalty 3129.646542 = -440241.002785 nChanged 22 SP:Iteration 74Q (6229.500467 sec): 3 clusters Score: Raw -443383.197971 + Penalty 3129.646542 = -440253.551429 nChanged 22 SP:Iteration 75Q (6229.595875 sec): 3 clusters Score: Raw -443396.409694 + Penalty 3129.646542 = -440266.763152 nChanged 15 SP:Iteration 76Q (6229.717693 sec): 3 clusters Score: Raw -443405.607109 + Penalty 3129.646542 = -440275.960567 nChanged 13 SP:Iteration 77Q (6229.827024 sec): 3 clusters Score: Raw -443410.867215 + Penalty 3129.646542 = -440281.220673 nChanged 13 SP:Iteration 78Q (6229.945958 sec): 3 clusters Score: Raw -443415.254425 + Penalty 3129.646542 = -440285.607883 nChanged 8 SP:Iteration 79Q (6230.040954 sec): 3 clusters Score: Raw -443418.057450 + Penalty 3129.646542 = -440288.410908 nChanged 7 SP:Iteration 80F (6230.140290 sec): 3 clusters Score: Raw -443420.308467 + Penalty 3129.646542 = -440290.661925 nChanged 7 SP:Iteration 81Q (6230.272433 sec): 3 clusters Score: Raw -443423.680935 + Penalty 3129.646542 = -440294.034393 nChanged 9 SP:Iteration 82Q (6230.369086 sec): 3 clusters Score: Raw -443429.344060 + Penalty 3129.646542 = -440299.697518 nChanged 10 SP:Iteration 83Q (6230.476592 sec): 3 clusters Score: Raw -443434.148589 + Penalty 3129.646542 = -440304.502047 nChanged 13 SP:Iteration 84Q (6230.589751 sec): 3 clusters Score: Raw -443438.973240 + Penalty 3129.646542 = -440309.326698 nChanged 13 SP:Iteration 85Q (6230.703447 sec): 3 clusters Score: Raw -443443.642967 + Penalty 3129.646542 = -440313.996425 nChanged 6 SP:Iteration 86Q (6230.798385 sec): 3 clusters Score: Raw -443445.075614 + Penalty 3129.646542 = -440315.429072 nChanged 3 SP:Iteration 87Q (6230.923250 sec): 3 clusters Score: Raw -443446.471559 + Penalty 3129.646542 = -440316.825017 nChanged 7 SP:Iteration 88Q (6231.046583 sec): 3 clusters Score: Raw -443448.659380 + Penalty 3129.646542 = -440319.012838 nChanged 4 SP:Iteration 89Q (6231.141401 sec): 3 clusters Score: Raw -443450.216062 + Penalty 3129.646542 = -440320.569519 nChanged 6 SP:Iteration 90Q (6231.288127 sec): 3 clusters Score: Raw -443452.248201 + Penalty 3129.646542 = -440322.601658 nChanged 6 SP:Iteration 91Q (6231.388576 sec): 3 clusters Score: Raw -443453.525190 + Penalty 3129.646542 = -440323.878648 nChanged 5 SP:Iteration 92Q (6231.512112 sec): 3 clusters Score: Raw -443455.087957 + Penalty 3129.646542 = -440325.441415 nChanged 4 SP:Iteration 93Q (6231.633400 sec): 3 clusters Score: Raw -443455.891626 + Penalty 3129.646542 = -440326.245084 nChanged 3 SP:Iteration 94Q (6231.726958 sec): 3 clusters Score: Raw -443457.083706 + Penalty 3129.646542 = -440327.437164 nChanged 2 SP:Iteration 95Q (6231.866700 sec): 3 clusters Score: Raw -443457.636432 + Penalty 3129.646542 = -440327.989890 nChanged 1 SP:Iteration 96Q (6231.972262 sec): 3 clusters Score: Raw -443458.027785 + Penalty 3129.646542 = -440328.381243 nChanged 0 SP:Iteration 97F (6232.077394 sec): 3 clusters Score: Raw -443458.027785 + Penalty 3129.646542 = -440328.381243 nChanged 0 Trying to split cluster 6 (5311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6232.166618 sec): 2 clusters Score: Raw -370037.942847 + Penalty 1505.357466 = -368532.585381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6232.282369 sec): 3 clusters Score: Raw -367290.719447 + Penalty 3010.714933 = -364280.004514 nChanged 2147 SP:Iteration 1F (6232.396456 sec): 3 clusters Score: Raw -368535.306544 + Penalty 3010.714933 = -365524.591612 nChanged 440 SP:Iteration 2F (6232.516293 sec): 3 clusters Score: Raw -368827.081165 + Penalty 3010.714933 = -365816.366233 nChanged 362 SP:Iteration 3F (6232.613357 sec): 3 clusters Score: Raw -369038.318883 + Penalty 3010.714933 = -366027.603951 nChanged 261 SP:Iteration 4Q (6232.720474 sec): 3 clusters Score: Raw -369192.570891 + Penalty 3010.714933 = -366181.855958 nChanged 231 SP:Iteration 5Q (6232.834817 sec): 3 clusters Score: Raw -369317.887729 + Penalty 3010.714933 = -366307.172796 nChanged 184 SP:Iteration 6Q (6232.949483 sec): 3 clusters Score: Raw -369419.173625 + Penalty 3010.714933 = -366408.458693 nChanged 173 SP:Iteration 7Q (6233.055876 sec): 3 clusters Score: Raw -369507.527453 + Penalty 3010.714933 = -366496.812520 nChanged 139 SP:Iteration 8Q (6233.159078 sec): 3 clusters Score: Raw -369580.070877 + Penalty 3010.714933 = -366569.355944 nChanged 148 SP:Iteration 9Q (6233.278640 sec): 3 clusters Score: Raw -369650.993053 + Penalty 3010.714933 = -366640.278120 nChanged 118 SP:Iteration 10Q (6233.377657 sec): 3 clusters Score: Raw -369703.514751 + Penalty 3010.714933 = -366692.799819 nChanged 103 SP:Iteration 11Q (6233.478143 sec): 3 clusters Score: Raw -369744.001569 + Penalty 3010.714933 = -366733.286636 nChanged 87 SP:Iteration 12Q (6233.593576 sec): 3 clusters Score: Raw -369775.187194 + Penalty 3010.714933 = -366764.472261 nChanged 76 SP:Iteration 13Q (6233.712643 sec): 3 clusters Score: Raw -369805.824176 + Penalty 3010.714933 = -366795.109243 nChanged 68 SP:Iteration 14Q (6233.821672 sec): 3 clusters Score: Raw -369831.067407 + Penalty 3010.714933 = -366820.352475 nChanged 70 SP:Iteration 15Q (6233.954286 sec): 3 clusters Score: Raw -369860.905614 + Penalty 3010.714933 = -366850.190682 nChanged 81 SP:Iteration 16Q (6234.078512 sec): 3 clusters Score: Raw -369900.122059 + Penalty 3010.714933 = -366889.407126 nChanged 92 SP:Iteration 17Q (6234.180286 sec): 3 clusters Score: Raw -369952.606640 + Penalty 3010.714933 = -366941.891707 nChanged 91 SP:Iteration 18Q (6234.282632 sec): 3 clusters Score: Raw -369997.760695 + Penalty 3010.714933 = -366987.045762 nChanged 82 SP:Iteration 19Q (6234.420794 sec): 3 clusters Score: Raw -370035.339670 + Penalty 3010.714933 = -367024.624738 nChanged 86 SP:Iteration 20F (6234.534043 sec): 3 clusters Score: Raw -370079.943083 + Penalty 3010.714933 = -367069.228151 nChanged 95 SP:Iteration 21Q (6234.665518 sec): 3 clusters Score: Raw -370136.178675 + Penalty 3010.714933 = -367125.463743 nChanged 107 SP:Iteration 22Q (6234.743399 sec): 3 clusters Score: Raw -370198.462096 + Penalty 3010.714933 = -367187.747164 nChanged 94 SP:Iteration 23Q (6234.850251 sec): 3 clusters Score: Raw -370248.926024 + Penalty 3010.714933 = -367238.211091 nChanged 76 SP:Iteration 24Q (6234.965260 sec): 3 clusters Score: Raw -370287.656655 + Penalty 3010.714933 = -367276.941722 nChanged 69 SP:Iteration 25Q (6235.086459 sec): 3 clusters Score: Raw -370323.227946 + Penalty 3010.714933 = -367312.513013 nChanged 70 SP:Iteration 26Q (6235.208526 sec): 3 clusters Score: Raw -370363.412129 + Penalty 3010.714933 = -367352.697196 nChanged 73 SP:Iteration 27Q (6235.333078 sec): 3 clusters Score: Raw -370404.695431 + Penalty 3010.714933 = -367393.980498 nChanged 69 SP:Iteration 28Q (6235.451098 sec): 3 clusters Score: Raw -370442.807249 + Penalty 3010.714933 = -367432.092317 nChanged 59 SP:Iteration 29Q (6235.530053 sec): 3 clusters Score: Raw -370477.605070 + Penalty 3010.714933 = -367466.890138 nChanged 80 SP:Iteration 30Q (6235.649487 sec): 3 clusters Score: Raw -370536.911935 + Penalty 3010.714933 = -367526.197002 nChanged 81 SP:Iteration 31Q (6235.762581 sec): 3 clusters Score: Raw -370594.709402 + Penalty 3010.714933 = -367583.994469 nChanged 64 SP:Iteration 32Q (6235.874982 sec): 3 clusters Score: Raw -370639.857137 + Penalty 3010.714933 = -367629.142204 nChanged 61 SP:Iteration 33Q (6236.009832 sec): 3 clusters Score: Raw -370678.073786 + Penalty 3010.714933 = -367667.358853 nChanged 60 SP:Iteration 34Q (6236.123228 sec): 3 clusters Score: Raw -370714.160193 + Penalty 3010.714933 = -367703.445260 nChanged 61 SP:Iteration 35Q (6236.241158 sec): 3 clusters Score: Raw -370746.762468 + Penalty 3010.714933 = -367736.047535 nChanged 58 SP:Iteration 36Q (6236.336021 sec): 3 clusters Score: Raw -370777.229355 + Penalty 3010.714933 = -367766.514422 nChanged 48 SP:Iteration 37Q (6236.445089 sec): 3 clusters Score: Raw -370800.778629 + Penalty 3010.714933 = -367790.063697 nChanged 45 SP:Iteration 38Q (6236.572461 sec): 3 clusters Score: Raw -370820.930302 + Penalty 3010.714933 = -367810.215369 nChanged 43 SP:Iteration 39Q (6236.650859 sec): 3 clusters Score: Raw -370834.974664 + Penalty 3010.714933 = -367824.259731 nChanged 27 SP:Iteration 40F (6236.770565 sec): 3 clusters Score: Raw -370842.182937 + Penalty 3010.714933 = -367831.468004 nChanged 24 SP:Iteration 41Q (6236.880482 sec): 3 clusters Score: Raw -370850.311874 + Penalty 3010.714933 = -367839.596941 nChanged 25 SP:Iteration 42Q (6236.997240 sec): 3 clusters Score: Raw -370859.298188 + Penalty 3010.714933 = -367848.583255 nChanged 22 SP:Iteration 43Q (6237.120760 sec): 3 clusters Score: Raw -370867.986335 + Penalty 3010.714933 = -367857.271403 nChanged 34 SP:Iteration 44Q (6237.224301 sec): 3 clusters Score: Raw -370882.276010 + Penalty 3010.714933 = -367871.561078 nChanged 33 SP:Iteration 45Q (6237.346546 sec): 3 clusters Score: Raw -370896.311709 + Penalty 3010.714933 = -367885.596776 nChanged 28 SP:Iteration 46Q (6237.431357 sec): 3 clusters Score: Raw -370906.596338 + Penalty 3010.714933 = -367895.881405 nChanged 29 SP:Iteration 47Q (6237.540607 sec): 3 clusters Score: Raw -370918.287810 + Penalty 3010.714933 = -367907.572877 nChanged 27 SP:Iteration 48Q (6237.651433 sec): 3 clusters Score: Raw -370927.637062 + Penalty 3010.714933 = -367916.922130 nChanged 17 SP:Iteration 49Q (6237.747001 sec): 3 clusters Score: Raw -370933.363137 + Penalty 3010.714933 = -367922.648204 nChanged 14 SP:Iteration 50Q (6237.839187 sec): 3 clusters Score: Raw -370937.322908 + Penalty 3010.714933 = -367926.607976 nChanged 15 SP:Iteration 51Q (6237.953671 sec): 3 clusters Score: Raw -370941.081475 + Penalty 3010.714933 = -367930.366543 nChanged 9 SP:Iteration 52Q (6238.044746 sec): 3 clusters Score: Raw -370942.798641 + Penalty 3010.714933 = -367932.083708 nChanged 12 SP:Iteration 53Q (6238.151715 sec): 3 clusters Score: Raw -370945.268981 + Penalty 3010.714933 = -367934.554049 nChanged 6 SP:Iteration 54Q (6238.252079 sec): 3 clusters Score: Raw -370946.512733 + Penalty 3010.714933 = -367935.797801 nChanged 4 SP:Iteration 55Q (6238.358412 sec): 3 clusters Score: Raw -370947.139382 + Penalty 3010.714933 = -367936.424449 nChanged 3 SP:Iteration 56Q (6238.469309 sec): 3 clusters Score: Raw -370947.694136 + Penalty 3010.714933 = -367936.979203 nChanged 2 SP:Iteration 57Q (6238.534728 sec): 3 clusters Score: Raw -370948.259786 + Penalty 3010.714933 = -367937.544854 nChanged 0 SP:Iteration 58F (6238.641717 sec): 3 clusters Score: Raw -370948.259786 + Penalty 3010.714933 = -367937.544854 nChanged 0 Trying to split cluster 7 (7321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6238.736495 sec): 2 clusters Score: Raw -456879.187042 + Penalty 1561.687138 = -455317.499904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6238.856593 sec): 3 clusters Score: Raw -452915.918474 + Penalty 3123.374276 = -449792.544198 nChanged 3059 SP:Iteration 1F (6239.010354 sec): 3 clusters Score: Raw -454707.093339 + Penalty 3123.374276 = -451583.719063 nChanged 603 SP:Iteration 2F (6239.144916 sec): 3 clusters Score: Raw -455153.705756 + Penalty 3123.374276 = -452030.331480 nChanged 541 SP:Iteration 3F (6239.268093 sec): 3 clusters Score: Raw -455553.833641 + Penalty 3123.374276 = -452430.459365 nChanged 469 SP:Iteration 4F (6239.370143 sec): 3 clusters Score: Raw -455888.084899 + Penalty 3123.374276 = -452764.710623 nChanged 381 SP:Iteration 5F (6239.477919 sec): 3 clusters Score: Raw -456127.108341 + Penalty 3123.374276 = -453003.734065 nChanged 310 SP:Iteration 6Q (6239.585463 sec): 3 clusters Score: Raw -456313.969164 + Penalty 3123.374276 = -453190.594889 nChanged 280 SP:Iteration 7Q (6239.720452 sec): 3 clusters Score: Raw -456475.398541 + Penalty 3123.374276 = -453352.024266 nChanged 244 SP:Iteration 8Q (6239.816977 sec): 3 clusters Score: Raw -456607.445929 + Penalty 3123.374276 = -453484.071653 nChanged 224 SP:Iteration 9Q (6239.921616 sec): 3 clusters Score: Raw -456705.656069 + Penalty 3123.374276 = -453582.281794 nChanged 174 SP:Iteration 10Q (6240.052567 sec): 3 clusters Score: Raw -456778.298703 + Penalty 3123.374276 = -453654.924427 nChanged 152 SP:Iteration 11Q (6240.153761 sec): 3 clusters Score: Raw -456837.978577 + Penalty 3123.374276 = -453714.604301 nChanged 108 SP:Iteration 12Q (6240.270710 sec): 3 clusters Score: Raw -456876.362119 + Penalty 3123.374276 = -453752.987843 nChanged 83 SP:Iteration 13Q (6240.399505 sec): 3 clusters Score: Raw -456907.101252 + Penalty 3123.374276 = -453783.726977 nChanged 74 SP:Iteration 14Q (6240.486936 sec): 3 clusters Score: Raw -456928.621073 + Penalty 3123.374276 = -453805.246798 nChanged 66 SP:Iteration 15Q (6240.604180 sec): 3 clusters Score: Raw -456948.059828 + Penalty 3123.374276 = -453824.685552 nChanged 59 SP:Iteration 16Q (6240.726379 sec): 3 clusters Score: Raw -456964.369308 + Penalty 3123.374276 = -453840.995033 nChanged 57 SP:Iteration 17Q (6240.846084 sec): 3 clusters Score: Raw -456978.255060 + Penalty 3123.374276 = -453854.880785 nChanged 51 SP:Iteration 18Q (6240.969964 sec): 3 clusters Score: Raw -456994.410566 + Penalty 3123.374276 = -453871.036291 nChanged 61 SP:Iteration 19Q (6241.062527 sec): 3 clusters Score: Raw -457014.676921 + Penalty 3123.374276 = -453891.302645 nChanged 65 SP:Iteration 20F (6241.182878 sec): 3 clusters Score: Raw -457034.541886 + Penalty 3123.374276 = -453911.167610 nChanged 78 SP:Iteration 21Q (6241.289337 sec): 3 clusters Score: Raw -457058.698108 + Penalty 3123.374276 = -453935.323832 nChanged 60 SP:Iteration 22Q (6241.429797 sec): 3 clusters Score: Raw -457076.165720 + Penalty 3123.374276 = -453952.791445 nChanged 57 SP:Iteration 23Q (6241.523834 sec): 3 clusters Score: Raw -457093.895995 + Penalty 3123.374276 = -453970.521720 nChanged 59 SP:Iteration 24Q (6241.617534 sec): 3 clusters Score: Raw -457118.390750 + Penalty 3123.374276 = -453995.016475 nChanged 79 SP:Iteration 25Q (6241.732033 sec): 3 clusters Score: Raw -457146.793762 + Penalty 3123.374276 = -454023.419487 nChanged 60 SP:Iteration 26Q (6241.843218 sec): 3 clusters Score: Raw -457165.803121 + Penalty 3123.374276 = -454042.428845 nChanged 69 SP:Iteration 27Q (6241.951447 sec): 3 clusters Score: Raw -457187.311812 + Penalty 3123.374276 = -454063.937536 nChanged 64 SP:Iteration 28Q (6242.070517 sec): 3 clusters Score: Raw -457204.949478 + Penalty 3123.374276 = -454081.575203 nChanged 56 SP:Iteration 29Q (6242.192870 sec): 3 clusters Score: Raw -457220.824392 + Penalty 3123.374276 = -454097.450116 nChanged 56 SP:Iteration 30Q (6242.300161 sec): 3 clusters Score: Raw -457235.473151 + Penalty 3123.374276 = -454112.098875 nChanged 62 SP:Iteration 31Q (6242.409992 sec): 3 clusters Score: Raw -457257.025771 + Penalty 3123.374276 = -454133.651496 nChanged 64 SP:Iteration 32Q (6242.536532 sec): 3 clusters Score: Raw -457276.417038 + Penalty 3123.374276 = -454153.042763 nChanged 60 SP:Iteration 33Q (6242.650624 sec): 3 clusters Score: Raw -457294.595478 + Penalty 3123.374276 = -454171.221202 nChanged 68 SP:Iteration 34Q (6242.768012 sec): 3 clusters Score: Raw -457315.585128 + Penalty 3123.374276 = -454192.210852 nChanged 54 SP:Iteration 35Q (6242.895558 sec): 3 clusters Score: Raw -457327.049553 + Penalty 3123.374276 = -454203.675277 nChanged 38 SP:Iteration 36Q (6243.011851 sec): 3 clusters Score: Raw -457337.255211 + Penalty 3123.374276 = -454213.880936 nChanged 45 SP:Iteration 37Q (6243.154126 sec): 3 clusters Score: Raw -457348.849765 + Penalty 3123.374276 = -454225.475490 nChanged 45 SP:Iteration 38Q (6243.298585 sec): 3 clusters Score: Raw -457359.711774 + Penalty 3123.374276 = -454236.337498 nChanged 26 SP:Iteration 39Q (6243.396620 sec): 3 clusters Score: Raw -457364.978983 + Penalty 3123.374276 = -454241.604708 nChanged 20 SP:Iteration 40F (6243.529768 sec): 3 clusters Score: Raw -457369.627529 + Penalty 3123.374276 = -454246.253254 nChanged 30 SP:Iteration 41Q (6243.645815 sec): 3 clusters Score: Raw -457376.360507 + Penalty 3123.374276 = -454252.986232 nChanged 28 SP:Iteration 42Q (6243.795629 sec): 3 clusters Score: Raw -457382.326727 + Penalty 3123.374276 = -454258.952452 nChanged 24 SP:Iteration 43Q (6243.903365 sec): 3 clusters Score: Raw -457386.900533 + Penalty 3123.374276 = -454263.526257 nChanged 17 SP:Iteration 44Q (6244.019802 sec): 3 clusters Score: Raw -457390.360486 + Penalty 3123.374276 = -454266.986211 nChanged 18 SP:Iteration 45Q (6244.127027 sec): 3 clusters Score: Raw -457392.890230 + Penalty 3123.374276 = -454269.515954 nChanged 10 SP:Iteration 46Q (6244.246365 sec): 3 clusters Score: Raw -457394.203115 + Penalty 3123.374276 = -454270.828839 nChanged 7 SP:Iteration 47Q (6244.369425 sec): 3 clusters Score: Raw -457395.137781 + Penalty 3123.374276 = -454271.763505 nChanged 2 SP:Iteration 48Q (6244.479353 sec): 3 clusters Score: Raw -457395.630311 + Penalty 3123.374276 = -454272.256035 nChanged 4 SP:Iteration 49Q (6244.612234 sec): 3 clusters Score: Raw -457396.116226 + Penalty 3123.374276 = -454272.741950 nChanged 2 SP:Iteration 50Q (6244.729154 sec): 3 clusters Score: Raw -457396.452147 + Penalty 3123.374276 = -454273.077872 nChanged 3 SP:Iteration 51Q (6244.826547 sec): 3 clusters Score: Raw -457396.741889 + Penalty 3123.374276 = -454273.367613 nChanged 2 SP:Iteration 52Q (6244.952694 sec): 3 clusters Score: Raw -457397.112908 + Penalty 3123.374276 = -454273.738632 nChanged 2 SP:Iteration 53Q (6245.038738 sec): 3 clusters Score: Raw -457397.368118 + Penalty 3123.374276 = -454273.993843 nChanged 1 SP:Iteration 54Q (6245.149702 sec): 3 clusters Score: Raw -457397.501693 + Penalty 3123.374276 = -454274.127417 nChanged 0 SP:Iteration 55F (6245.258636 sec): 3 clusters Score: Raw -457397.501693 + Penalty 3123.374276 = -454274.127417 nChanged 0 Trying to split cluster 8 (3688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6245.311806 sec): 2 clusters Score: Raw -149965.598133 + Penalty 1441.353347 = -148524.244786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6245.422635 sec): 3 clusters Score: Raw -148178.103950 + Penalty 2882.706694 = -145295.397256 nChanged 1423 SP:Iteration 1F (6245.518294 sec): 3 clusters Score: Raw -149211.311349 + Penalty 2882.706694 = -146328.604655 nChanged 332 SP:Iteration 2F (6245.615121 sec): 3 clusters Score: Raw -149537.924072 + Penalty 2882.706694 = -146655.217378 nChanged 265 SP:Iteration 3F (6245.713273 sec): 3 clusters Score: Raw -149801.756716 + Penalty 2882.706694 = -146919.050021 nChanged 235 SP:Iteration 4F (6245.837613 sec): 3 clusters Score: Raw -150047.106801 + Penalty 2882.706694 = -147164.400107 nChanged 176 SP:Iteration 5Q (6245.956894 sec): 3 clusters Score: Raw -150181.303315 + Penalty 2882.706694 = -147298.596621 nChanged 126 SP:Iteration 6Q (6246.059807 sec): 3 clusters Score: Raw -150266.044220 + Penalty 2882.706694 = -147383.337526 nChanged 96 SP:Iteration 7Q (6246.166104 sec): 3 clusters Score: Raw -150349.848821 + Penalty 2882.706694 = -147467.142127 nChanged 115 SP:Iteration 8Q (6246.275420 sec): 3 clusters Score: Raw -150438.475707 + Penalty 2882.706694 = -147555.769013 nChanged 92 SP:Iteration 9Q (6246.381778 sec): 3 clusters Score: Raw -150508.573398 + Penalty 2882.706694 = -147625.866704 nChanged 89 SP:Iteration 10Q (6246.503273 sec): 3 clusters Score: Raw -150568.183123 + Penalty 2882.706694 = -147685.476428 nChanged 60 SP:Iteration 11Q (6246.591724 sec): 3 clusters Score: Raw -150594.935537 + Penalty 2882.706694 = -147712.228842 nChanged 45 SP:Iteration 12Q (6246.712229 sec): 3 clusters Score: Raw -150615.802759 + Penalty 2882.706694 = -147733.096065 nChanged 38 SP:Iteration 13Q (6246.809049 sec): 3 clusters Score: Raw -150635.210600 + Penalty 2882.706694 = -147752.503906 nChanged 41 SP:Iteration 14Q (6246.885510 sec): 3 clusters Score: Raw -150656.200375 + Penalty 2882.706694 = -147773.493681 nChanged 36 SP:Iteration 15Q (6246.974098 sec): 3 clusters Score: Raw -150675.675636 + Penalty 2882.706694 = -147792.968941 nChanged 44 SP:Iteration 16Q (6247.074912 sec): 3 clusters Score: Raw -150697.351447 + Penalty 2882.706694 = -147814.644753 nChanged 36 SP:Iteration 17Q (6247.186429 sec): 3 clusters Score: Raw -150711.848252 + Penalty 2882.706694 = -147829.141557 nChanged 31 SP:Iteration 18Q (6247.297816 sec): 3 clusters Score: Raw -150724.798045 + Penalty 2882.706694 = -147842.091351 nChanged 22 SP:Iteration 19Q (6247.383186 sec): 3 clusters Score: Raw -150734.237717 + Penalty 2882.706694 = -147851.531023 nChanged 21 SP:Iteration 20F (6247.490541 sec): 3 clusters Score: Raw -150746.124705 + Penalty 2882.706694 = -147863.418011 nChanged 24 SP:Iteration 21Q (6247.570436 sec): 3 clusters Score: Raw -150758.602890 + Penalty 2882.706694 = -147875.896196 nChanged 30 SP:Iteration 22Q (6247.683143 sec): 3 clusters Score: Raw -150770.776080 + Penalty 2882.706694 = -147888.069386 nChanged 24 SP:Iteration 23Q (6247.770354 sec): 3 clusters Score: Raw -150784.027061 + Penalty 2882.706694 = -147901.320367 nChanged 20 SP:Iteration 24Q (6247.885395 sec): 3 clusters Score: Raw -150791.717585 + Penalty 2882.706694 = -147909.010891 nChanged 20 SP:Iteration 25Q (6247.966057 sec): 3 clusters Score: Raw -150799.741703 + Penalty 2882.706694 = -147917.035009 nChanged 20 SP:Iteration 26Q (6248.073512 sec): 3 clusters Score: Raw -150806.774978 + Penalty 2882.706694 = -147924.068283 nChanged 11 SP:Iteration 27Q (6248.181619 sec): 3 clusters Score: Raw -150810.704264 + Penalty 2882.706694 = -147927.997570 nChanged 9 SP:Iteration 28Q (6248.290631 sec): 3 clusters Score: Raw -150815.779795 + Penalty 2882.706694 = -147933.073101 nChanged 12 SP:Iteration 29Q (6248.403240 sec): 3 clusters Score: Raw -150820.912310 + Penalty 2882.706694 = -147938.205616 nChanged 12 SP:Iteration 30Q (6248.492624 sec): 3 clusters Score: Raw -150825.983282 + Penalty 2882.706694 = -147943.276588 nChanged 12 SP:Iteration 31Q (6248.609346 sec): 3 clusters Score: Raw -150832.754979 + Penalty 2882.706694 = -147950.048285 nChanged 17 SP:Iteration 32Q (6248.692431 sec): 3 clusters Score: Raw -150838.867622 + Penalty 2882.706694 = -147956.160928 nChanged 13 SP:Iteration 33Q (6248.786559 sec): 3 clusters Score: Raw -150844.098244 + Penalty 2882.706694 = -147961.391550 nChanged 9 SP:Iteration 34Q (6248.930684 sec): 3 clusters Score: Raw -150846.635783 + Penalty 2882.706694 = -147963.929089 nChanged 9 SP:Iteration 35Q (6249.018252 sec): 3 clusters Score: Raw -150849.298972 + Penalty 2882.706694 = -147966.592277 nChanged 5 SP:Iteration 36Q (6249.107332 sec): 3 clusters Score: Raw -150850.899504 + Penalty 2882.706694 = -147968.192809 nChanged 5 SP:Iteration 37Q (6249.207921 sec): 3 clusters Score: Raw -150852.520583 + Penalty 2882.706694 = -147969.813888 nChanged 8 SP:Iteration 38Q (6249.314502 sec): 3 clusters Score: Raw -150854.900644 + Penalty 2882.706694 = -147972.193950 nChanged 11 SP:Iteration 39Q (6249.395649 sec): 3 clusters Score: Raw -150858.560364 + Penalty 2882.706694 = -147975.853670 nChanged 6 SP:Iteration 40F (6249.514455 sec): 3 clusters Score: Raw -150860.030441 + Penalty 2882.706694 = -147977.323747 nChanged 11 SP:Iteration 41Q (6249.610073 sec): 3 clusters Score: Raw -150864.116728 + Penalty 2882.706694 = -147981.410034 nChanged 8 SP:Iteration 42Q (6249.725281 sec): 3 clusters Score: Raw -150867.248956 + Penalty 2882.706694 = -147984.542262 nChanged 8 SP:Iteration 43Q (6249.811919 sec): 3 clusters Score: Raw -150870.732279 + Penalty 2882.706694 = -147988.025584 nChanged 4 SP:Iteration 44Q (6249.914941 sec): 3 clusters Score: Raw -150872.087308 + Penalty 2882.706694 = -147989.380614 nChanged 5 SP:Iteration 45Q (6250.033174 sec): 3 clusters Score: Raw -150873.068791 + Penalty 2882.706694 = -147990.362097 nChanged 0 SP:Iteration 46F (6250.144837 sec): 3 clusters Score: Raw -150873.068791 + Penalty 2882.706694 = -147990.362097 nChanged 0 Trying to split cluster 9 (3076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6250.214534 sec): 2 clusters Score: Raw -197667.095164 + Penalty 1409.508126 = -196257.587038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6250.330463 sec): 3 clusters Score: Raw -196234.684756 + Penalty 2819.016251 = -193415.668505 nChanged 1173 SP:Iteration 1F (6250.412484 sec): 3 clusters Score: Raw -197025.987853 + Penalty 2819.016251 = -194206.971602 nChanged 247 SP:Iteration 2F (6250.514584 sec): 3 clusters Score: Raw -197232.094263 + Penalty 2819.016251 = -194413.078012 nChanged 196 SP:Iteration 3F (6250.624000 sec): 3 clusters Score: Raw -197379.082368 + Penalty 2819.016251 = -194560.066117 nChanged 143 SP:Iteration 4Q (6250.725988 sec): 3 clusters Score: Raw -197484.697556 + Penalty 2819.016251 = -194665.681305 nChanged 120 SP:Iteration 5Q (6250.823634 sec): 3 clusters Score: Raw -197582.730493 + Penalty 2819.016251 = -194763.714242 nChanged 116 SP:Iteration 6Q (6250.930937 sec): 3 clusters Score: Raw -197678.249517 + Penalty 2819.016251 = -194859.233266 nChanged 110 SP:Iteration 7Q (6251.057723 sec): 3 clusters Score: Raw -197755.704109 + Penalty 2819.016251 = -194936.687858 nChanged 96 SP:Iteration 8Q (6251.167608 sec): 3 clusters Score: Raw -197835.505517 + Penalty 2819.016251 = -195016.489266 nChanged 111 SP:Iteration 9Q (6251.268024 sec): 3 clusters Score: Raw -197913.908037 + Penalty 2819.016251 = -195094.891786 nChanged 92 SP:Iteration 10Q (6251.383691 sec): 3 clusters Score: Raw -197994.725951 + Penalty 2819.016251 = -195175.709700 nChanged 107 SP:Iteration 11Q (6251.481279 sec): 3 clusters Score: Raw -198080.789689 + Penalty 2819.016251 = -195261.773438 nChanged 88 SP:Iteration 12Q (6251.577883 sec): 3 clusters Score: Raw -198151.178315 + Penalty 2819.016251 = -195332.162064 nChanged 78 SP:Iteration 13Q (6251.686866 sec): 3 clusters Score: Raw -198216.060800 + Penalty 2819.016251 = -195397.044549 nChanged 78 SP:Iteration 14Q (6251.793426 sec): 3 clusters Score: Raw -198269.811287 + Penalty 2819.016251 = -195450.795036 nChanged 52 SP:Iteration 15Q (6251.903937 sec): 3 clusters Score: Raw -198295.627303 + Penalty 2819.016251 = -195476.611052 nChanged 28 SP:Iteration 16Q (6252.008627 sec): 3 clusters Score: Raw -198308.197325 + Penalty 2819.016251 = -195489.181074 nChanged 25 SP:Iteration 17Q (6252.083334 sec): 3 clusters Score: Raw -198319.847926 + Penalty 2819.016251 = -195500.831674 nChanged 23 SP:Iteration 18Q (6252.158988 sec): 3 clusters Score: Raw -198328.535474 + Penalty 2819.016251 = -195509.519223 nChanged 15 SP:Iteration 19Q (6252.287091 sec): 3 clusters Score: Raw -198336.726230 + Penalty 2819.016251 = -195517.709979 nChanged 24 SP:Iteration 20F (6252.380682 sec): 3 clusters Score: Raw -198350.068372 + Penalty 2819.016251 = -195531.052121 nChanged 21 SP:Iteration 21Q (6252.492042 sec): 3 clusters Score: Raw -198361.502893 + Penalty 2819.016251 = -195542.486642 nChanged 20 SP:Iteration 22Q (6252.589377 sec): 3 clusters Score: Raw -198371.945875 + Penalty 2819.016251 = -195552.929624 nChanged 20 SP:Iteration 23Q (6252.704167 sec): 3 clusters Score: Raw -198379.924164 + Penalty 2819.016251 = -195560.907913 nChanged 10 SP:Iteration 24Q (6252.782172 sec): 3 clusters Score: Raw -198384.265420 + Penalty 2819.016251 = -195565.249169 nChanged 10 SP:Iteration 25Q (6252.881464 sec): 3 clusters Score: Raw -198389.332671 + Penalty 2819.016251 = -195570.316420 nChanged 8 SP:Iteration 26Q (6252.995549 sec): 3 clusters Score: Raw -198391.940669 + Penalty 2819.016251 = -195572.924418 nChanged 3 SP:Iteration 27Q (6253.113326 sec): 3 clusters Score: Raw -198392.478531 + Penalty 2819.016251 = -195573.462280 nChanged 1 SP:Iteration 28Q (6253.201508 sec): 3 clusters Score: Raw -198392.561305 + Penalty 2819.016251 = -195573.545054 nChanged 1 SP:Iteration 29Q (6253.287039 sec): 3 clusters Score: Raw -198392.776010 + Penalty 2819.016251 = -195573.759759 nChanged 0 SP:Iteration 30F (6253.417662 sec): 3 clusters Score: Raw -198392.776010 + Penalty 2819.016251 = -195573.759759 nChanged 0 Trying to split cluster 10 (1291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6253.462348 sec): 2 clusters Score: Raw -63764.118052 + Penalty 1257.136755 = -62506.981297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6253.558748 sec): 3 clusters Score: Raw -63361.287352 + Penalty 2514.273509 = -60847.013843 nChanged 390 SP:Iteration 1F (6253.646216 sec): 3 clusters Score: Raw -63777.178398 + Penalty 2514.273509 = -61262.904889 nChanged 126 SP:Iteration 2F (6253.777867 sec): 3 clusters Score: Raw -63947.638809 + Penalty 2514.273509 = -61433.365300 nChanged 70 SP:Iteration 3F (6253.846984 sec): 3 clusters Score: Raw -64039.296704 + Penalty 2514.273509 = -61525.023195 nChanged 45 SP:Iteration 4Q (6253.940461 sec): 3 clusters Score: Raw -64111.047787 + Penalty 2514.273509 = -61596.774278 nChanged 42 SP:Iteration 5Q (6254.041471 sec): 3 clusters Score: Raw -64175.213729 + Penalty 2514.273509 = -61660.940220 nChanged 35 SP:Iteration 6Q (6254.153849 sec): 3 clusters Score: Raw -64234.915998 + Penalty 2514.273509 = -61720.642488 nChanged 30 SP:Iteration 7Q (6254.232841 sec): 3 clusters Score: Raw -64275.962358 + Penalty 2514.273509 = -61761.688849 nChanged 27 SP:Iteration 8Q (6254.328670 sec): 3 clusters Score: Raw -64307.769999 + Penalty 2514.273509 = -61793.496490 nChanged 23 SP:Iteration 9Q (6254.433212 sec): 3 clusters Score: Raw -64328.891550 + Penalty 2514.273509 = -61814.618041 nChanged 15 SP:Iteration 10Q (6254.562372 sec): 3 clusters Score: Raw -64344.792788 + Penalty 2514.273509 = -61830.519279 nChanged 10 SP:Iteration 11Q (6254.652049 sec): 3 clusters Score: Raw -64355.448692 + Penalty 2514.273509 = -61841.175182 nChanged 5 SP:Iteration 12Q (6254.762878 sec): 3 clusters Score: Raw -64363.293657 + Penalty 2514.273509 = -61849.020148 nChanged 13 SP:Iteration 13Q (6254.859193 sec): 3 clusters Score: Raw -64377.556625 + Penalty 2514.273509 = -61863.283116 nChanged 7 SP:Iteration 14Q (6254.965758 sec): 3 clusters Score: Raw -64391.859275 + Penalty 2514.273509 = -61877.585766 nChanged 10 SP:Iteration 15Q (6255.071253 sec): 3 clusters Score: Raw -64403.369546 + Penalty 2514.273509 = -61889.096037 nChanged 4 SP:Iteration 16Q (6255.152674 sec): 3 clusters Score: Raw -64406.700326 + Penalty 2514.273509 = -61892.426816 nChanged 4 SP:Iteration 17Q (6255.257468 sec): 3 clusters Score: Raw -64410.530342 + Penalty 2514.273509 = -61896.256833 nChanged 6 SP:Iteration 18Q (6255.380201 sec): 3 clusters Score: Raw -64416.548267 + Penalty 2514.273509 = -61902.274758 nChanged 2 SP:Iteration 19Q (6255.472894 sec): 3 clusters Score: Raw -64418.489175 + Penalty 2514.273509 = -61904.215666 nChanged 0 SP:Iteration 20F (6255.566503 sec): 3 clusters Score: Raw -64418.489175 + Penalty 2514.273509 = -61904.215666 nChanged 0 Trying to split cluster 11 (9186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6255.672697 sec): 2 clusters Score: Raw -530713.181479 + Penalty 1601.513994 = -529111.667485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6255.768865 sec): 3 clusters Score: Raw -525553.555754 + Penalty 3203.027989 = -522350.527766 nChanged 3939 SP:Iteration 1F (6255.889696 sec): 3 clusters Score: Raw -528001.506777 + Penalty 3203.027989 = -524798.478789 nChanged 797 SP:Iteration 2F (6256.008789 sec): 3 clusters Score: Raw -528589.073911 + Penalty 3203.027989 = -525386.045923 nChanged 694 SP:Iteration 3F (6256.143337 sec): 3 clusters Score: Raw -529156.226750 + Penalty 3203.027989 = -525953.198761 nChanged 665 SP:Iteration 4F (6256.270356 sec): 3 clusters Score: Raw -529758.171526 + Penalty 3203.027989 = -526555.143537 nChanged 594 SP:Iteration 5F (6256.380890 sec): 3 clusters Score: Raw -530254.669513 + Penalty 3203.027989 = -527051.641524 nChanged 520 SP:Iteration 6F (6256.517964 sec): 3 clusters Score: Raw -530591.398090 + Penalty 3203.027989 = -527388.370101 nChanged 400 SP:Iteration 7Q (6256.643759 sec): 3 clusters Score: Raw -530825.087640 + Penalty 3203.027989 = -527622.059651 nChanged 297 SP:Iteration 8Q (6256.747882 sec): 3 clusters Score: Raw -530986.892161 + Penalty 3203.027989 = -527783.864172 nChanged 219 SP:Iteration 9Q (6256.852093 sec): 3 clusters Score: Raw -531092.394264 + Penalty 3203.027989 = -527889.366275 nChanged 164 SP:Iteration 10Q (6256.958005 sec): 3 clusters Score: Raw -531175.200304 + Penalty 3203.027989 = -527972.172315 nChanged 147 SP:Iteration 11Q (6257.083154 sec): 3 clusters Score: Raw -531251.384000 + Penalty 3203.027989 = -528048.356011 nChanged 156 SP:Iteration 12Q (6257.198413 sec): 3 clusters Score: Raw -531325.376664 + Penalty 3203.027989 = -528122.348675 nChanged 147 SP:Iteration 13Q (6257.328644 sec): 3 clusters Score: Raw -531394.914067 + Penalty 3203.027989 = -528191.886078 nChanged 139 SP:Iteration 14Q (6257.451225 sec): 3 clusters Score: Raw -531469.698275 + Penalty 3203.027989 = -528266.670287 nChanged 125 SP:Iteration 15Q (6257.586604 sec): 3 clusters Score: Raw -531554.103899 + Penalty 3203.027989 = -528351.075910 nChanged 145 SP:Iteration 16Q (6257.725867 sec): 3 clusters Score: Raw -531675.156913 + Penalty 3203.027989 = -528472.128925 nChanged 115 SP:Iteration 17Q (6257.860490 sec): 3 clusters Score: Raw -531779.054545 + Penalty 3203.027989 = -528576.026556 nChanged 109 SP:Iteration 18Q (6257.990645 sec): 3 clusters Score: Raw -531854.410550 + Penalty 3203.027989 = -528651.382561 nChanged 94 SP:Iteration 19Q (6258.120710 sec): 3 clusters Score: Raw -531919.372818 + Penalty 3203.027989 = -528716.344829 nChanged 89 SP:Iteration 20F (6258.258079 sec): 3 clusters Score: Raw -531974.686467 + Penalty 3203.027989 = -528771.658478 nChanged 79 SP:Iteration 21Q (6258.363827 sec): 3 clusters Score: Raw -532006.915413 + Penalty 3203.027989 = -528803.887424 nChanged 54 SP:Iteration 22Q (6258.497625 sec): 3 clusters Score: Raw -532024.036485 + Penalty 3203.027989 = -528821.008497 nChanged 38 SP:Iteration 23Q (6258.660816 sec): 3 clusters Score: Raw -532035.251162 + Penalty 3203.027989 = -528832.223173 nChanged 38 SP:Iteration 24Q (6258.798115 sec): 3 clusters Score: Raw -532050.100389 + Penalty 3203.027989 = -528847.072400 nChanged 38 SP:Iteration 25Q (6258.908757 sec): 3 clusters Score: Raw -532064.026337 + Penalty 3203.027989 = -528860.998349 nChanged 37 SP:Iteration 26Q (6259.054685 sec): 3 clusters Score: Raw -532076.713284 + Penalty 3203.027989 = -528873.685295 nChanged 30 SP:Iteration 27Q (6259.190904 sec): 3 clusters Score: Raw -532085.643748 + Penalty 3203.027989 = -528882.615760 nChanged 20 SP:Iteration 28Q (6259.354717 sec): 3 clusters Score: Raw -532092.195833 + Penalty 3203.027989 = -528889.167845 nChanged 20 SP:Iteration 29Q (6259.466972 sec): 3 clusters Score: Raw -532098.672784 + Penalty 3203.027989 = -528895.644796 nChanged 24 SP:Iteration 30Q (6259.611212 sec): 3 clusters Score: Raw -532105.345997 + Penalty 3203.027989 = -528902.318009 nChanged 23 SP:Iteration 31Q (6259.752507 sec): 3 clusters Score: Raw -532113.949406 + Penalty 3203.027989 = -528910.921418 nChanged 25 SP:Iteration 32Q (6259.888895 sec): 3 clusters Score: Raw -532123.098254 + Penalty 3203.027989 = -528920.070265 nChanged 26 SP:Iteration 33Q (6260.023934 sec): 3 clusters Score: Raw -532131.762114 + Penalty 3203.027989 = -528928.734125 nChanged 30 SP:Iteration 34Q (6260.157752 sec): 3 clusters Score: Raw -532145.341890 + Penalty 3203.027989 = -528942.313902 nChanged 29 SP:Iteration 35Q (6260.299187 sec): 3 clusters Score: Raw -532156.020284 + Penalty 3203.027989 = -528952.992295 nChanged 25 SP:Iteration 36Q (6260.443481 sec): 3 clusters Score: Raw -532161.676054 + Penalty 3203.027989 = -528958.648065 nChanged 14 SP:Iteration 37Q (6260.584702 sec): 3 clusters Score: Raw -532165.088124 + Penalty 3203.027989 = -528962.060136 nChanged 9 SP:Iteration 38Q (6260.750567 sec): 3 clusters Score: Raw -532167.380760 + Penalty 3203.027989 = -528964.352772 nChanged 7 SP:Iteration 39Q (6260.881221 sec): 3 clusters Score: Raw -532168.965422 + Penalty 3203.027989 = -528965.937433 nChanged 7 SP:Iteration 40F (6260.993512 sec): 3 clusters Score: Raw -532170.892616 + Penalty 3203.027989 = -528967.864628 nChanged 4 SP:Iteration 41Q (6261.123402 sec): 3 clusters Score: Raw -532171.746806 + Penalty 3203.027989 = -528968.718818 nChanged 0 SP:Iteration 42F (6261.240211 sec): 3 clusters Score: Raw -532171.746806 + Penalty 3203.027989 = -528968.718818 nChanged 0 Trying to split cluster 12 (13139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6261.351997 sec): 2 clusters Score: Raw -908440.505668 + Penalty 1664.326203 = -906776.179465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6261.465010 sec): 3 clusters Score: Raw -900961.240953 + Penalty 3328.652405 = -897632.588548 nChanged 5714 SP:Iteration 1F (6261.632852 sec): 3 clusters Score: Raw -904039.573042 + Penalty 3328.652405 = -900710.920637 nChanged 842 SP:Iteration 2F (6261.779324 sec): 3 clusters Score: Raw -904483.354849 + Penalty 3328.652405 = -901154.702444 nChanged 844 SP:Iteration 3F (6261.927262 sec): 3 clusters Score: Raw -904949.700478 + Penalty 3328.652405 = -901621.048073 nChanged 832 SP:Iteration 4F (6262.050479 sec): 3 clusters Score: Raw -905483.470939 + Penalty 3328.652405 = -902154.818533 nChanged 834 SP:Iteration 5F (6262.222319 sec): 3 clusters Score: Raw -906045.181469 + Penalty 3328.652405 = -902716.529064 nChanged 789 SP:Iteration 6F (6262.281960 sec): 3 clusters Score: Raw -906533.242756 + Penalty 3328.652405 = -903204.590351 nChanged 642 SP:Iteration 7Q (6262.450344 sec): 3 clusters Score: Raw -906917.701876 + Penalty 3328.652405 = -903589.049471 nChanged 500 SP:Iteration 8Q (6262.586651 sec): 3 clusters Score: Raw -907220.329613 + Penalty 3328.652405 = -903891.677208 nChanged 412 SP:Iteration 9Q (6262.726762 sec): 3 clusters Score: Raw -907449.141997 + Penalty 3328.652405 = -904120.489591 nChanged 337 SP:Iteration 10Q (6262.867183 sec): 3 clusters Score: Raw -907620.200478 + Penalty 3328.652405 = -904291.548073 nChanged 285 SP:Iteration 11Q (6262.984381 sec): 3 clusters Score: Raw -907771.895346 + Penalty 3328.652405 = -904443.242941 nChanged 259 SP:Iteration 12Q (6263.134708 sec): 3 clusters Score: Raw -907920.551847 + Penalty 3328.652405 = -904591.899442 nChanged 218 SP:Iteration 13Q (6263.266946 sec): 3 clusters Score: Raw -908052.093333 + Penalty 3328.652405 = -904723.440928 nChanged 207 SP:Iteration 14Q (6263.399581 sec): 3 clusters Score: Raw -908170.101143 + Penalty 3328.652405 = -904841.448738 nChanged 169 SP:Iteration 15Q (6263.535283 sec): 3 clusters Score: Raw -908270.003746 + Penalty 3328.652405 = -904941.351341 nChanged 166 SP:Iteration 16Q (6263.642129 sec): 3 clusters Score: Raw -908364.148513 + Penalty 3328.652405 = -905035.496108 nChanged 154 SP:Iteration 17Q (6263.769451 sec): 3 clusters Score: Raw -908460.342941 + Penalty 3328.652405 = -905131.690536 nChanged 153 SP:Iteration 18Q (6263.893473 sec): 3 clusters Score: Raw -908562.290844 + Penalty 3328.652405 = -905233.638438 nChanged 129 SP:Iteration 19Q (6264.039712 sec): 3 clusters Score: Raw -908644.256676 + Penalty 3328.652405 = -905315.604271 nChanged 143 SP:Iteration 20F (6264.178430 sec): 3 clusters Score: Raw -908724.749300 + Penalty 3328.652405 = -905396.096895 nChanged 126 SP:Iteration 21Q (6264.291982 sec): 3 clusters Score: Raw -908803.037938 + Penalty 3328.652405 = -905474.385533 nChanged 139 SP:Iteration 22Q (6264.437235 sec): 3 clusters Score: Raw -908915.424154 + Penalty 3328.652405 = -905586.771749 nChanged 174 SP:Iteration 23Q (6264.547427 sec): 3 clusters Score: Raw -909076.656450 + Penalty 3328.652405 = -905748.004045 nChanged 197 SP:Iteration 24Q (6264.692311 sec): 3 clusters Score: Raw -909299.160552 + Penalty 3328.652405 = -905970.508147 nChanged 222 SP:Iteration 25Q (6264.826483 sec): 3 clusters Score: Raw -909486.643623 + Penalty 3328.652405 = -906157.991218 nChanged 224 SP:Iteration 26Q (6264.937996 sec): 3 clusters Score: Raw -909677.050609 + Penalty 3328.652405 = -906348.398204 nChanged 203 SP:Iteration 27Q (6265.051134 sec): 3 clusters Score: Raw -909825.508179 + Penalty 3328.652405 = -906496.855774 nChanged 183 SP:Iteration 28Q (6265.181550 sec): 3 clusters Score: Raw -909969.773710 + Penalty 3328.652405 = -906641.121305 nChanged 176 SP:Iteration 29Q (6265.287614 sec): 3 clusters Score: Raw -910126.843288 + Penalty 3328.652405 = -906798.190883 nChanged 156 SP:Iteration 30Q (6265.382107 sec): 3 clusters Score: Raw -910241.562227 + Penalty 3328.652405 = -906912.909822 nChanged 128 SP:Iteration 31Q (6265.487802 sec): 3 clusters Score: Raw -910313.540093 + Penalty 3328.652405 = -906984.887688 nChanged 94 SP:Iteration 32Q (6265.605039 sec): 3 clusters Score: Raw -910353.697019 + Penalty 3328.652405 = -907025.044614 nChanged 57 SP:Iteration 33Q (6265.724648 sec): 3 clusters Score: Raw -910379.916016 + Penalty 3328.652405 = -907051.263610 nChanged 44 SP:Iteration 34Q (6265.826072 sec): 3 clusters Score: Raw -910398.857609 + Penalty 3328.652405 = -907070.205204 nChanged 28 SP:Iteration 35Q (6265.906717 sec): 3 clusters Score: Raw -910410.270390 + Penalty 3328.652405 = -907081.617985 nChanged 21 SP:Iteration 36Q (6266.016590 sec): 3 clusters Score: Raw -910414.536967 + Penalty 3328.652405 = -907085.884562 nChanged 8 SP:Iteration 37Q (6266.131356 sec): 3 clusters Score: Raw -910415.911374 + Penalty 3328.652405 = -907087.258969 nChanged 5 SP:Iteration 38Q (6266.229531 sec): 3 clusters Score: Raw -910416.824655 + Penalty 3328.652405 = -907088.172250 nChanged 3 SP:Iteration 39Q (6266.337108 sec): 3 clusters Score: Raw -910417.203678 + Penalty 3328.652405 = -907088.551273 nChanged 1 SP:Iteration 40F (6266.443488 sec): 3 clusters Score: Raw -910440.574683 + Penalty 3328.652405 = -907111.922278 nChanged 19 SP:Iteration 41Q (6266.558945 sec): 3 clusters Score: Raw -910447.415579 + Penalty 3328.652405 = -907118.763174 nChanged 12 SP:Iteration 42Q (6266.672307 sec): 3 clusters Score: Raw -910449.808016 + Penalty 3328.652405 = -907121.155611 nChanged 5 SP:Iteration 43Q (6266.785331 sec): 3 clusters Score: Raw -910450.430519 + Penalty 3328.652405 = -907121.778113 nChanged 4 SP:Iteration 44Q (6266.890804 sec): 3 clusters Score: Raw -910450.894778 + Penalty 3328.652405 = -907122.242373 nChanged 0 SP:Iteration 45F (6266.992770 sec): 3 clusters Score: Raw -910450.894778 + Penalty 3328.652405 = -907122.242373 nChanged 0 Score: Raw -11977981.665964 + Penalty 72919.712142 = -11905061.953821 Splitting cluster 12 changes total score from -11905188.552066 to -11905061.953821 So it's not getting split. Trying to split cluster 13 (2390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6273.652629 sec): 2 clusters Score: Raw -131660.069747 + Penalty 1365.223037 = -130294.846710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6273.757158 sec): 3 clusters Score: Raw -130645.582961 + Penalty 2730.446074 = -127915.136887 nChanged 860 SP:Iteration 1F (6273.834460 sec): 3 clusters Score: Raw -131346.723450 + Penalty 2730.446074 = -128616.277376 nChanged 212 SP:Iteration 2F (6273.913447 sec): 3 clusters Score: Raw -131556.063081 + Penalty 2730.446074 = -128825.617007 nChanged 157 SP:Iteration 3F (6273.980531 sec): 3 clusters Score: Raw -131696.800632 + Penalty 2730.446074 = -128966.354558 nChanged 111 SP:Iteration 4Q (6274.080862 sec): 3 clusters Score: Raw -131823.591143 + Penalty 2730.446074 = -129093.145069 nChanged 106 SP:Iteration 5Q (6274.166537 sec): 3 clusters Score: Raw -131921.600536 + Penalty 2730.446074 = -129191.154462 nChanged 95 SP:Iteration 6Q (6274.251200 sec): 3 clusters Score: Raw -132007.125096 + Penalty 2730.446074 = -129276.679022 nChanged 78 SP:Iteration 7Q (6274.316089 sec): 3 clusters Score: Raw -132087.034013 + Penalty 2730.446074 = -129356.587939 nChanged 65 SP:Iteration 8Q (6274.397460 sec): 3 clusters Score: Raw -132150.765243 + Penalty 2730.446074 = -129420.319169 nChanged 66 SP:Iteration 9Q (6274.480313 sec): 3 clusters Score: Raw -132211.411689 + Penalty 2730.446074 = -129480.965615 nChanged 53 SP:Iteration 10Q (6274.561291 sec): 3 clusters Score: Raw -132254.986925 + Penalty 2730.446074 = -129524.540851 nChanged 54 SP:Iteration 11Q (6274.647098 sec): 3 clusters Score: Raw -132290.012911 + Penalty 2730.446074 = -129559.566837 nChanged 32 SP:Iteration 12Q (6274.754191 sec): 3 clusters Score: Raw -132309.317309 + Penalty 2730.446074 = -129578.871235 nChanged 18 SP:Iteration 13Q (6274.841568 sec): 3 clusters Score: Raw -132320.864300 + Penalty 2730.446074 = -129590.418225 nChanged 19 SP:Iteration 14Q (6274.929380 sec): 3 clusters Score: Raw -132332.634550 + Penalty 2730.446074 = -129602.188476 nChanged 14 SP:Iteration 15Q (6274.996363 sec): 3 clusters Score: Raw -132343.028462 + Penalty 2730.446074 = -129612.582388 nChanged 11 SP:Iteration 16Q (6275.082549 sec): 3 clusters Score: Raw -132348.462110 + Penalty 2730.446074 = -129618.016036 nChanged 11 SP:Iteration 17Q (6275.190847 sec): 3 clusters Score: Raw -132354.768104 + Penalty 2730.446074 = -129624.322029 nChanged 12 SP:Iteration 18Q (6275.261045 sec): 3 clusters Score: Raw -132360.524044 + Penalty 2730.446074 = -129630.077970 nChanged 9 SP:Iteration 19Q (6275.349553 sec): 3 clusters Score: Raw -132366.443213 + Penalty 2730.446074 = -129635.997139 nChanged 14 SP:Iteration 20F (6275.451031 sec): 3 clusters Score: Raw -132376.088085 + Penalty 2730.446074 = -129645.642011 nChanged 14 SP:Iteration 21Q (6275.517688 sec): 3 clusters Score: Raw -132381.340658 + Penalty 2730.446074 = -129650.894584 nChanged 12 SP:Iteration 22Q (6275.612205 sec): 3 clusters Score: Raw -132385.006598 + Penalty 2730.446074 = -129654.560524 nChanged 4 SP:Iteration 23Q (6275.673623 sec): 3 clusters Score: Raw -132386.910273 + Penalty 2730.446074 = -129656.464199 nChanged 4 SP:Iteration 24Q (6275.758006 sec): 3 clusters Score: Raw -132388.599923 + Penalty 2730.446074 = -129658.153849 nChanged 5 SP:Iteration 25Q (6275.844672 sec): 3 clusters Score: Raw -132391.640611 + Penalty 2730.446074 = -129661.194536 nChanged 3 SP:Iteration 26Q (6275.930162 sec): 3 clusters Score: Raw -132394.117737 + Penalty 2730.446074 = -129663.671663 nChanged 3 SP:Iteration 27Q (6276.026789 sec): 3 clusters Score: Raw -132395.667621 + Penalty 2730.446074 = -129665.221547 nChanged 1 SP:Iteration 28Q (6276.114498 sec): 3 clusters Score: Raw -132396.027069 + Penalty 2730.446074 = -129665.580995 nChanged 0 SP:Iteration 29F (6276.202755 sec): 3 clusters Score: Raw -132396.027069 + Penalty 2730.446074 = -129665.580995 nChanged 0 Trying to split cluster 14 (2134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6276.229380 sec): 2 clusters Score: Raw -120809.614001 + Penalty 1345.339727 = -119464.274274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6276.335853 sec): 3 clusters Score: Raw -119959.848939 + Penalty 2690.679455 = -117269.169485 nChanged 747 SP:Iteration 1F (6276.400271 sec): 3 clusters Score: Raw -120582.807444 + Penalty 2690.679455 = -117892.127989 nChanged 204 SP:Iteration 2F (6276.480463 sec): 3 clusters Score: Raw -120824.141973 + Penalty 2690.679455 = -118133.462519 nChanged 146 SP:Iteration 3F (6276.566942 sec): 3 clusters Score: Raw -120997.399319 + Penalty 2690.679455 = -118306.719865 nChanged 117 SP:Iteration 4F (6276.650908 sec): 3 clusters Score: Raw -121142.573772 + Penalty 2690.679455 = -118451.894318 nChanged 96 SP:Iteration 5Q (6276.737947 sec): 3 clusters Score: Raw -121270.259247 + Penalty 2690.679455 = -118579.579793 nChanged 92 SP:Iteration 6Q (6276.822342 sec): 3 clusters Score: Raw -121426.569761 + Penalty 2690.679455 = -118735.890306 nChanged 92 SP:Iteration 7Q (6276.905029 sec): 3 clusters Score: Raw -121585.539006 + Penalty 2690.679455 = -118894.859551 nChanged 89 SP:Iteration 8Q (6277.004229 sec): 3 clusters Score: Raw -121739.633301 + Penalty 2690.679455 = -119048.953847 nChanged 83 SP:Iteration 9Q (6277.093017 sec): 3 clusters Score: Raw -121854.102490 + Penalty 2690.679455 = -119163.423035 nChanged 63 SP:Iteration 10Q (6277.160713 sec): 3 clusters Score: Raw -121950.217821 + Penalty 2690.679455 = -119259.538367 nChanged 50 SP:Iteration 11Q (6277.261363 sec): 3 clusters Score: Raw -122010.806740 + Penalty 2690.679455 = -119320.127285 nChanged 35 SP:Iteration 12Q (6277.351161 sec): 3 clusters Score: Raw -122065.516488 + Penalty 2690.679455 = -119374.837033 nChanged 34 SP:Iteration 13Q (6277.433010 sec): 3 clusters Score: Raw -122122.156985 + Penalty 2690.679455 = -119431.477530 nChanged 38 SP:Iteration 14Q (6277.523531 sec): 3 clusters Score: Raw -122180.348038 + Penalty 2690.679455 = -119489.668584 nChanged 29 SP:Iteration 15Q (6277.612619 sec): 3 clusters Score: Raw -122235.040384 + Penalty 2690.679455 = -119544.360929 nChanged 25 SP:Iteration 16Q (6277.677927 sec): 3 clusters Score: Raw -122291.530176 + Penalty 2690.679455 = -119600.850722 nChanged 31 SP:Iteration 17Q (6277.779425 sec): 3 clusters Score: Raw -122358.484789 + Penalty 2690.679455 = -119667.805335 nChanged 34 SP:Iteration 18Q (6277.842611 sec): 3 clusters Score: Raw -122416.104170 + Penalty 2690.679455 = -119725.424716 nChanged 31 SP:Iteration 19Q (6277.929415 sec): 3 clusters Score: Raw -122472.462017 + Penalty 2690.679455 = -119781.782563 nChanged 20 SP:Iteration 20F (6278.033639 sec): 3 clusters Score: Raw -122516.838742 + Penalty 2690.679455 = -119826.159287 nChanged 22 SP:Iteration 21Q (6278.123487 sec): 3 clusters Score: Raw -122567.970891 + Penalty 2690.679455 = -119877.291436 nChanged 24 SP:Iteration 22Q (6278.206862 sec): 3 clusters Score: Raw -122617.175669 + Penalty 2690.679455 = -119926.496214 nChanged 20 SP:Iteration 23Q (6278.289088 sec): 3 clusters Score: Raw -122675.281251 + Penalty 2690.679455 = -119984.601796 nChanged 24 SP:Iteration 24Q (6278.371200 sec): 3 clusters Score: Raw -122759.388837 + Penalty 2690.679455 = -120068.709382 nChanged 22 SP:Iteration 25Q (6278.454767 sec): 3 clusters Score: Raw -122856.059627 + Penalty 2690.679455 = -120165.380173 nChanged 20 SP:Iteration 26Q (6278.538232 sec): 3 clusters Score: Raw -122924.682285 + Penalty 2690.679455 = -120234.002830 nChanged 10 SP:Iteration 27Q (6278.619869 sec): 3 clusters Score: Raw -122954.524815 + Penalty 2690.679455 = -120263.845361 nChanged 9 SP:Iteration 28Q (6278.741170 sec): 3 clusters Score: Raw -122973.587607 + Penalty 2690.679455 = -120282.908152 nChanged 2 SP:Iteration 29Q (6278.827661 sec): 3 clusters Score: Raw -122976.501658 + Penalty 2690.679455 = -120285.822203 nChanged 0 SP:Iteration 30F (6278.916342 sec): 3 clusters Score: Raw -122976.501658 + Penalty 2690.679455 = -120285.822203 nChanged 0 Score: Raw -11978138.164510 + Penalty 72919.712142 = -11905218.452368 Splitting cluster 14 changes total score from -11905188.552066 to -11905218.452368 So it's getting split into cluster 34. Trying to split cluster 15 (7532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6286.205366 sec): 2 clusters Score: Raw -485982.488688 + Penalty 1566.673739 = -484415.814950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6286.282986 sec): 3 clusters Score: Raw -481868.151518 + Penalty 3133.347477 = -478734.804040 nChanged 3191 SP:Iteration 1F (6286.375027 sec): 3 clusters Score: Raw -483549.542581 + Penalty 3133.347477 = -480416.195104 nChanged 532 SP:Iteration 2F (6286.474191 sec): 3 clusters Score: Raw -483874.321092 + Penalty 3133.347477 = -480740.973615 nChanged 501 SP:Iteration 3F (6286.568953 sec): 3 clusters Score: Raw -484225.671616 + Penalty 3133.347477 = -481092.324139 nChanged 479 SP:Iteration 4F (6286.662692 sec): 3 clusters Score: Raw -484602.967901 + Penalty 3133.347477 = -481469.620424 nChanged 489 SP:Iteration 5F (6286.762352 sec): 3 clusters Score: Raw -484982.770207 + Penalty 3133.347477 = -481849.422729 nChanged 422 SP:Iteration 6F (6286.866762 sec): 3 clusters Score: Raw -485298.837276 + Penalty 3133.347477 = -482165.489798 nChanged 366 SP:Iteration 7Q (6286.965645 sec): 3 clusters Score: Raw -485538.007561 + Penalty 3133.347477 = -482404.660083 nChanged 295 SP:Iteration 8Q (6287.045003 sec): 3 clusters Score: Raw -485719.896066 + Penalty 3133.347477 = -482586.548588 nChanged 240 SP:Iteration 9Q (6287.161106 sec): 3 clusters Score: Raw -485840.303731 + Penalty 3133.347477 = -482706.956254 nChanged 177 SP:Iteration 10Q (6287.257753 sec): 3 clusters Score: Raw -485930.166365 + Penalty 3133.347477 = -482796.818888 nChanged 156 SP:Iteration 11Q (6287.349061 sec): 3 clusters Score: Raw -485993.725571 + Penalty 3133.347477 = -482860.378093 nChanged 121 SP:Iteration 12Q (6287.437501 sec): 3 clusters Score: Raw -486038.651138 + Penalty 3133.347477 = -482905.303661 nChanged 111 SP:Iteration 13Q (6287.551445 sec): 3 clusters Score: Raw -486081.829117 + Penalty 3133.347477 = -482948.481640 nChanged 97 SP:Iteration 14Q (6287.642044 sec): 3 clusters Score: Raw -486121.043219 + Penalty 3133.347477 = -482987.695741 nChanged 99 SP:Iteration 15Q (6287.738226 sec): 3 clusters Score: Raw -486157.348639 + Penalty 3133.347477 = -483024.001162 nChanged 80 SP:Iteration 16Q (6287.805455 sec): 3 clusters Score: Raw -486183.178743 + Penalty 3133.347477 = -483049.831265 nChanged 85 SP:Iteration 17Q (6287.893043 sec): 3 clusters Score: Raw -486214.867121 + Penalty 3133.347477 = -483081.519644 nChanged 73 SP:Iteration 18Q (6287.991305 sec): 3 clusters Score: Raw -486239.453897 + Penalty 3133.347477 = -483106.106419 nChanged 64 SP:Iteration 19Q (6288.087824 sec): 3 clusters Score: Raw -486261.524548 + Penalty 3133.347477 = -483128.177071 nChanged 69 SP:Iteration 20F (6288.175906 sec): 3 clusters Score: Raw -486282.077224 + Penalty 3133.347477 = -483148.729746 nChanged 49 SP:Iteration 21Q (6288.276324 sec): 3 clusters Score: Raw -486298.938018 + Penalty 3133.347477 = -483165.590540 nChanged 46 SP:Iteration 22Q (6288.369927 sec): 3 clusters Score: Raw -486312.105574 + Penalty 3133.347477 = -483178.758097 nChanged 43 SP:Iteration 23Q (6288.469138 sec): 3 clusters Score: Raw -486324.921165 + Penalty 3133.347477 = -483191.573688 nChanged 42 SP:Iteration 24Q (6288.590128 sec): 3 clusters Score: Raw -486336.275853 + Penalty 3133.347477 = -483202.928375 nChanged 41 SP:Iteration 25Q (6288.687936 sec): 3 clusters Score: Raw -486347.323597 + Penalty 3133.347477 = -483213.976119 nChanged 31 SP:Iteration 26Q (6288.784869 sec): 3 clusters Score: Raw -486358.264851 + Penalty 3133.347477 = -483224.917374 nChanged 43 SP:Iteration 27Q (6288.884024 sec): 3 clusters Score: Raw -486369.991313 + Penalty 3133.347477 = -483236.643836 nChanged 34 SP:Iteration 28Q (6288.974218 sec): 3 clusters Score: Raw -486380.634682 + Penalty 3133.347477 = -483247.287205 nChanged 33 SP:Iteration 29Q (6289.068934 sec): 3 clusters Score: Raw -486388.827794 + Penalty 3133.347477 = -483255.480317 nChanged 26 SP:Iteration 30Q (6289.168855 sec): 3 clusters Score: Raw -486396.369702 + Penalty 3133.347477 = -483263.022225 nChanged 32 SP:Iteration 31Q (6289.262496 sec): 3 clusters Score: Raw -486404.682993 + Penalty 3133.347477 = -483271.335515 nChanged 24 SP:Iteration 32Q (6289.369002 sec): 3 clusters Score: Raw -486412.857687 + Penalty 3133.347477 = -483279.510210 nChanged 36 SP:Iteration 33Q (6289.470526 sec): 3 clusters Score: Raw -486425.801673 + Penalty 3133.347477 = -483292.454196 nChanged 37 SP:Iteration 34Q (6289.571031 sec): 3 clusters Score: Raw -486436.852041 + Penalty 3133.347477 = -483303.504564 nChanged 41 SP:Iteration 35Q (6289.671466 sec): 3 clusters Score: Raw -486449.198512 + Penalty 3133.347477 = -483315.851035 nChanged 34 SP:Iteration 36Q (6289.766367 sec): 3 clusters Score: Raw -486459.297522 + Penalty 3133.347477 = -483325.950045 nChanged 39 SP:Iteration 37Q (6289.868310 sec): 3 clusters Score: Raw -486472.242852 + Penalty 3133.347477 = -483338.895375 nChanged 37 SP:Iteration 38Q (6289.947869 sec): 3 clusters Score: Raw -486483.352480 + Penalty 3133.347477 = -483350.005003 nChanged 25 SP:Iteration 39Q (6290.062213 sec): 3 clusters Score: Raw -486489.308736 + Penalty 3133.347477 = -483355.961258 nChanged 22 SP:Iteration 40F (6290.135777 sec): 3 clusters Score: Raw -486495.946487 + Penalty 3133.347477 = -483362.599010 nChanged 32 SP:Iteration 41Q (6290.231869 sec): 3 clusters Score: Raw -486507.337445 + Penalty 3133.347477 = -483373.989968 nChanged 26 SP:Iteration 42Q (6290.328586 sec): 3 clusters Score: Raw -486515.696828 + Penalty 3133.347477 = -483382.349351 nChanged 38 SP:Iteration 43Q (6290.442088 sec): 3 clusters Score: Raw -486526.590422 + Penalty 3133.347477 = -483393.242945 nChanged 34 SP:Iteration 44Q (6290.538224 sec): 3 clusters Score: Raw -486540.067563 + Penalty 3133.347477 = -483406.720086 nChanged 41 SP:Iteration 45Q (6290.619894 sec): 3 clusters Score: Raw -486557.061331 + Penalty 3133.347477 = -483423.713854 nChanged 44 SP:Iteration 46Q (6290.697938 sec): 3 clusters Score: Raw -486571.719300 + Penalty 3133.347477 = -483438.371822 nChanged 44 SP:Iteration 47Q (6290.805918 sec): 3 clusters Score: Raw -486587.969010 + Penalty 3133.347477 = -483454.621533 nChanged 42 SP:Iteration 48Q (6290.899249 sec): 3 clusters Score: Raw -486604.558601 + Penalty 3133.347477 = -483471.211124 nChanged 38 SP:Iteration 49Q (6290.995975 sec): 3 clusters Score: Raw -486622.367555 + Penalty 3133.347477 = -483489.020078 nChanged 46 SP:Iteration 50Q (6291.090095 sec): 3 clusters Score: Raw -486646.092202 + Penalty 3133.347477 = -483512.744725 nChanged 53 SP:Iteration 51Q (6291.186323 sec): 3 clusters Score: Raw -486673.940989 + Penalty 3133.347477 = -483540.593511 nChanged 70 SP:Iteration 52Q (6291.285356 sec): 3 clusters Score: Raw -486723.033758 + Penalty 3133.347477 = -483589.686281 nChanged 95 SP:Iteration 53Q (6291.384295 sec): 3 clusters Score: Raw -486797.726328 + Penalty 3133.347477 = -483664.378851 nChanged 104 SP:Iteration 54Q (6291.469296 sec): 3 clusters Score: Raw -486882.381324 + Penalty 3133.347477 = -483749.033846 nChanged 111 SP:Iteration 55Q (6291.567443 sec): 3 clusters Score: Raw -486976.966472 + Penalty 3133.347477 = -483843.618995 nChanged 109 SP:Iteration 56Q (6291.669055 sec): 3 clusters Score: Raw -487063.053450 + Penalty 3133.347477 = -483929.705972 nChanged 98 SP:Iteration 57Q (6291.771157 sec): 3 clusters Score: Raw -487147.834604 + Penalty 3133.347477 = -484014.487127 nChanged 97 SP:Iteration 58Q (6291.870354 sec): 3 clusters Score: Raw -487220.888237 + Penalty 3133.347477 = -484087.540760 nChanged 79 SP:Iteration 59Q (6291.969350 sec): 3 clusters Score: Raw -487263.434642 + Penalty 3133.347477 = -484130.087164 nChanged 51 SP:Iteration 60F (6292.050047 sec): 3 clusters Score: Raw -487298.303687 + Penalty 3133.347477 = -484164.956210 nChanged 48 SP:Iteration 61Q (6292.162599 sec): 3 clusters Score: Raw -487326.803250 + Penalty 3133.347477 = -484193.455772 nChanged 40 SP:Iteration 62Q (6292.264404 sec): 3 clusters Score: Raw -487346.861848 + Penalty 3133.347477 = -484213.514370 nChanged 26 SP:Iteration 63Q (6292.360988 sec): 3 clusters Score: Raw -487355.451358 + Penalty 3133.347477 = -484222.103880 nChanged 9 SP:Iteration 64Q (6292.457193 sec): 3 clusters Score: Raw -487357.964244 + Penalty 3133.347477 = -484224.616766 nChanged 4 SP:Iteration 65Q (6292.551281 sec): 3 clusters Score: Raw -487359.387869 + Penalty 3133.347477 = -484226.040391 nChanged 4 SP:Iteration 66Q (6292.632232 sec): 3 clusters Score: Raw -487360.400744 + Penalty 3133.347477 = -484227.053267 nChanged 1 SP:Iteration 67Q (6292.747480 sec): 3 clusters Score: Raw -487360.466870 + Penalty 3133.347477 = -484227.119393 nChanged 0 SP:Iteration 68F (6292.822914 sec): 3 clusters Score: Raw -487360.466870 + Penalty 3133.347477 = -484227.119393 nChanged 0 Trying to split cluster 16 (5599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6292.897655 sec): 2 clusters Score: Raw -313910.538971 + Penalty 1514.625247 = -312395.913724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6292.993490 sec): 3 clusters Score: Raw -310954.351109 + Penalty 3029.250495 = -307925.100615 nChanged 2293 SP:Iteration 1F (6293.089259 sec): 3 clusters Score: Raw -312241.071242 + Penalty 3029.250495 = -309211.820748 nChanged 439 SP:Iteration 2F (6293.175960 sec): 3 clusters Score: Raw -312495.898034 + Penalty 3029.250495 = -309466.647539 nChanged 322 SP:Iteration 3F (6293.250808 sec): 3 clusters Score: Raw -312694.345011 + Penalty 3029.250495 = -309665.094516 nChanged 293 SP:Iteration 4F (6293.341477 sec): 3 clusters Score: Raw -312872.936396 + Penalty 3029.250495 = -309843.685901 nChanged 252 SP:Iteration 5Q (6293.450789 sec): 3 clusters Score: Raw -313041.885921 + Penalty 3029.250495 = -310012.635426 nChanged 244 SP:Iteration 6Q (6293.541833 sec): 3 clusters Score: Raw -313212.392801 + Penalty 3029.250495 = -310183.142306 nChanged 242 SP:Iteration 7Q (6293.637836 sec): 3 clusters Score: Raw -313392.499396 + Penalty 3029.250495 = -310363.248902 nChanged 247 SP:Iteration 8Q (6293.729894 sec): 3 clusters Score: Raw -313553.946386 + Penalty 3029.250495 = -310524.695891 nChanged 215 SP:Iteration 9Q (6293.809323 sec): 3 clusters Score: Raw -313701.925053 + Penalty 3029.250495 = -310672.674559 nChanged 201 SP:Iteration 10Q (6293.898906 sec): 3 clusters Score: Raw -313815.046825 + Penalty 3029.250495 = -310785.796331 nChanged 170 SP:Iteration 11Q (6294.009282 sec): 3 clusters Score: Raw -313923.657813 + Penalty 3029.250495 = -310894.407319 nChanged 177 SP:Iteration 12Q (6294.081417 sec): 3 clusters Score: Raw -314022.963820 + Penalty 3029.250495 = -310993.713325 nChanged 152 SP:Iteration 13Q (6294.178870 sec): 3 clusters Score: Raw -314102.067921 + Penalty 3029.250495 = -311072.817427 nChanged 132 SP:Iteration 14Q (6294.259888 sec): 3 clusters Score: Raw -314160.668870 + Penalty 3029.250495 = -311131.418375 nChanged 107 SP:Iteration 15Q (6294.345476 sec): 3 clusters Score: Raw -314197.595340 + Penalty 3029.250495 = -311168.344845 nChanged 73 SP:Iteration 16Q (6294.444139 sec): 3 clusters Score: Raw -314223.099660 + Penalty 3029.250495 = -311193.849165 nChanged 65 SP:Iteration 17Q (6294.541817 sec): 3 clusters Score: Raw -314248.076705 + Penalty 3029.250495 = -311218.826211 nChanged 66 SP:Iteration 18Q (6294.629805 sec): 3 clusters Score: Raw -314271.004293 + Penalty 3029.250495 = -311241.753799 nChanged 56 SP:Iteration 19Q (6294.720121 sec): 3 clusters Score: Raw -314293.396877 + Penalty 3029.250495 = -311264.146382 nChanged 60 SP:Iteration 20F (6294.792578 sec): 3 clusters Score: Raw -314315.903581 + Penalty 3029.250495 = -311286.653086 nChanged 51 SP:Iteration 21Q (6294.885578 sec): 3 clusters Score: Raw -314332.972249 + Penalty 3029.250495 = -311303.721755 nChanged 43 SP:Iteration 22Q (6294.979373 sec): 3 clusters Score: Raw -314348.377105 + Penalty 3029.250495 = -311319.126611 nChanged 36 SP:Iteration 23Q (6295.070752 sec): 3 clusters Score: Raw -314361.342828 + Penalty 3029.250495 = -311332.092334 nChanged 41 SP:Iteration 24Q (6295.163272 sec): 3 clusters Score: Raw -314372.689925 + Penalty 3029.250495 = -311343.439430 nChanged 25 SP:Iteration 25Q (6295.252177 sec): 3 clusters Score: Raw -314378.871359 + Penalty 3029.250495 = -311349.620864 nChanged 23 SP:Iteration 26Q (6295.355828 sec): 3 clusters Score: Raw -314387.558036 + Penalty 3029.250495 = -311358.307541 nChanged 22 SP:Iteration 27Q (6295.443799 sec): 3 clusters Score: Raw -314393.639360 + Penalty 3029.250495 = -311364.388866 nChanged 30 SP:Iteration 28Q (6295.519223 sec): 3 clusters Score: Raw -314402.153060 + Penalty 3029.250495 = -311372.902566 nChanged 28 SP:Iteration 29Q (6295.628063 sec): 3 clusters Score: Raw -314410.765889 + Penalty 3029.250495 = -311381.515394 nChanged 30 SP:Iteration 30Q (6295.716256 sec): 3 clusters Score: Raw -314419.017130 + Penalty 3029.250495 = -311389.766636 nChanged 25 SP:Iteration 31Q (6295.807416 sec): 3 clusters Score: Raw -314426.664643 + Penalty 3029.250495 = -311397.414148 nChanged 26 SP:Iteration 32Q (6295.903196 sec): 3 clusters Score: Raw -314434.080930 + Penalty 3029.250495 = -311404.830436 nChanged 28 SP:Iteration 33Q (6295.995283 sec): 3 clusters Score: Raw -314444.127278 + Penalty 3029.250495 = -311414.876783 nChanged 32 SP:Iteration 34Q (6296.085735 sec): 3 clusters Score: Raw -314456.330615 + Penalty 3029.250495 = -311427.080121 nChanged 33 SP:Iteration 35Q (6296.157355 sec): 3 clusters Score: Raw -314466.321724 + Penalty 3029.250495 = -311437.071229 nChanged 30 SP:Iteration 36Q (6296.248614 sec): 3 clusters Score: Raw -314476.951129 + Penalty 3029.250495 = -311447.700634 nChanged 36 SP:Iteration 37Q (6296.344513 sec): 3 clusters Score: Raw -314489.091639 + Penalty 3029.250495 = -311459.841145 nChanged 35 SP:Iteration 38Q (6296.437623 sec): 3 clusters Score: Raw -314504.085224 + Penalty 3029.250495 = -311474.834729 nChanged 44 SP:Iteration 39Q (6296.534274 sec): 3 clusters Score: Raw -314521.782791 + Penalty 3029.250495 = -311492.532296 nChanged 38 SP:Iteration 40F (6296.628682 sec): 3 clusters Score: Raw -314533.925755 + Penalty 3029.250495 = -311504.675260 nChanged 39 SP:Iteration 41Q (6296.725151 sec): 3 clusters Score: Raw -314546.657113 + Penalty 3029.250495 = -311517.406618 nChanged 29 SP:Iteration 42Q (6296.819327 sec): 3 clusters Score: Raw -314555.537008 + Penalty 3029.250495 = -311526.286513 nChanged 29 SP:Iteration 43Q (6296.914218 sec): 3 clusters Score: Raw -314563.640641 + Penalty 3029.250495 = -311534.390147 nChanged 32 SP:Iteration 44Q (6297.004498 sec): 3 clusters Score: Raw -314572.268558 + Penalty 3029.250495 = -311543.018063 nChanged 26 SP:Iteration 45Q (6297.101899 sec): 3 clusters Score: Raw -314580.836943 + Penalty 3029.250495 = -311551.586449 nChanged 25 SP:Iteration 46Q (6297.214537 sec): 3 clusters Score: Raw -314589.402582 + Penalty 3029.250495 = -311560.152087 nChanged 26 SP:Iteration 47Q (6297.304875 sec): 3 clusters Score: Raw -314595.837364 + Penalty 3029.250495 = -311566.586869 nChanged 13 SP:Iteration 48Q (6297.405180 sec): 3 clusters Score: Raw -314597.778440 + Penalty 3029.250495 = -311568.527945 nChanged 6 SP:Iteration 49Q (6297.502434 sec): 3 clusters Score: Raw -314598.734276 + Penalty 3029.250495 = -311569.483782 nChanged 3 SP:Iteration 50Q (6297.582669 sec): 3 clusters Score: Raw -314599.137423 + Penalty 3029.250495 = -311569.886929 nChanged 1 SP:Iteration 51Q (6297.691767 sec): 3 clusters Score: Raw -314599.248730 + Penalty 3029.250495 = -311569.998236 nChanged 1 SP:Iteration 52Q (6297.785407 sec): 3 clusters Score: Raw -314599.349789 + Penalty 3029.250495 = -311570.099294 nChanged 0 SP:Iteration 53F (6297.873580 sec): 3 clusters Score: Raw -314599.349789 + Penalty 3029.250495 = -311570.099294 nChanged 0 Trying to split cluster 17 (11127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6297.949515 sec): 2 clusters Score: Raw -702996.482023 + Penalty 1635.156292 = -701361.325731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6298.052865 sec): 3 clusters Score: Raw -696667.784527 + Penalty 3270.312583 = -693397.471944 nChanged 4843 SP:Iteration 1F (6298.166726 sec): 3 clusters Score: Raw -699589.875066 + Penalty 3270.312583 = -696319.562483 nChanged 839 SP:Iteration 2F (6298.276146 sec): 3 clusters Score: Raw -700118.410680 + Penalty 3270.312583 = -696848.098097 nChanged 756 SP:Iteration 3F (6298.383503 sec): 3 clusters Score: Raw -700571.474226 + Penalty 3270.312583 = -697301.161643 nChanged 650 SP:Iteration 4F (6298.475932 sec): 3 clusters Score: Raw -700936.277254 + Penalty 3270.312583 = -697665.964671 nChanged 512 SP:Iteration 5Q (6298.565318 sec): 3 clusters Score: Raw -701202.507494 + Penalty 3270.312583 = -697932.194911 nChanged 475 SP:Iteration 6Q (6298.678725 sec): 3 clusters Score: Raw -701442.554866 + Penalty 3270.312583 = -698172.242283 nChanged 402 SP:Iteration 7Q (6298.760227 sec): 3 clusters Score: Raw -701656.701269 + Penalty 3270.312583 = -698386.388686 nChanged 396 SP:Iteration 8Q (6298.876038 sec): 3 clusters Score: Raw -701887.425510 + Penalty 3270.312583 = -698617.112927 nChanged 377 SP:Iteration 9Q (6298.984750 sec): 3 clusters Score: Raw -702114.326556 + Penalty 3270.312583 = -698844.013973 nChanged 338 SP:Iteration 10Q (6299.071882 sec): 3 clusters Score: Raw -702325.867173 + Penalty 3270.312583 = -699055.554590 nChanged 324 SP:Iteration 11Q (6299.192881 sec): 3 clusters Score: Raw -702526.230939 + Penalty 3270.312583 = -699255.918356 nChanged 309 SP:Iteration 12Q (6299.287750 sec): 3 clusters Score: Raw -702684.544061 + Penalty 3270.312583 = -699414.231478 nChanged 238 SP:Iteration 13Q (6299.395738 sec): 3 clusters Score: Raw -702789.457722 + Penalty 3270.312583 = -699519.145139 nChanged 190 SP:Iteration 14Q (6299.496144 sec): 3 clusters Score: Raw -702861.593391 + Penalty 3270.312583 = -699591.280808 nChanged 163 SP:Iteration 15Q (6299.588019 sec): 3 clusters Score: Raw -702925.022958 + Penalty 3270.312583 = -699654.710375 nChanged 144 SP:Iteration 16Q (6299.688520 sec): 3 clusters Score: Raw -702971.897246 + Penalty 3270.312583 = -699701.584663 nChanged 120 SP:Iteration 17Q (6299.780614 sec): 3 clusters Score: Raw -703009.702256 + Penalty 3270.312583 = -699739.389673 nChanged 116 SP:Iteration 18Q (6299.895089 sec): 3 clusters Score: Raw -703050.392215 + Penalty 3270.312583 = -699780.079632 nChanged 99 SP:Iteration 19Q (6300.005626 sec): 3 clusters Score: Raw -703079.301769 + Penalty 3270.312583 = -699808.989186 nChanged 87 SP:Iteration 20F (6300.107574 sec): 3 clusters Score: Raw -703100.701884 + Penalty 3270.312583 = -699830.389301 nChanged 84 SP:Iteration 21Q (6300.205022 sec): 3 clusters Score: Raw -703120.473028 + Penalty 3270.312583 = -699850.160445 nChanged 58 SP:Iteration 22Q (6300.301922 sec): 3 clusters Score: Raw -703134.350794 + Penalty 3270.312583 = -699864.038211 nChanged 59 SP:Iteration 23Q (6300.403771 sec): 3 clusters Score: Raw -703147.704519 + Penalty 3270.312583 = -699877.391936 nChanged 54 SP:Iteration 24Q (6300.489833 sec): 3 clusters Score: Raw -703159.462262 + Penalty 3270.312583 = -699889.149679 nChanged 44 SP:Iteration 25Q (6300.592806 sec): 3 clusters Score: Raw -703170.061802 + Penalty 3270.312583 = -699899.749219 nChanged 49 SP:Iteration 26Q (6300.695062 sec): 3 clusters Score: Raw -703182.761234 + Penalty 3270.312583 = -699912.448651 nChanged 59 SP:Iteration 27Q (6300.815589 sec): 3 clusters Score: Raw -703199.617951 + Penalty 3270.312583 = -699929.305368 nChanged 70 SP:Iteration 28Q (6300.917261 sec): 3 clusters Score: Raw -703219.877671 + Penalty 3270.312583 = -699949.565088 nChanged 65 SP:Iteration 29Q (6301.017922 sec): 3 clusters Score: Raw -703242.617300 + Penalty 3270.312583 = -699972.304717 nChanged 66 SP:Iteration 30Q (6301.120328 sec): 3 clusters Score: Raw -703264.212926 + Penalty 3270.312583 = -699993.900343 nChanged 87 SP:Iteration 31Q (6301.229874 sec): 3 clusters Score: Raw -703297.614576 + Penalty 3270.312583 = -700027.301993 nChanged 82 SP:Iteration 32Q (6301.329274 sec): 3 clusters Score: Raw -703335.401200 + Penalty 3270.312583 = -700065.088617 nChanged 102 SP:Iteration 33Q (6301.429264 sec): 3 clusters Score: Raw -703382.182633 + Penalty 3270.312583 = -700111.870050 nChanged 117 SP:Iteration 34Q (6301.531208 sec): 3 clusters Score: Raw -703438.023174 + Penalty 3270.312583 = -700167.710591 nChanged 106 SP:Iteration 35Q (6301.626410 sec): 3 clusters Score: Raw -703492.554001 + Penalty 3270.312583 = -700222.241418 nChanged 93 SP:Iteration 36Q (6301.725523 sec): 3 clusters Score: Raw -703532.925682 + Penalty 3270.312583 = -700262.613099 nChanged 82 SP:Iteration 37Q (6301.830253 sec): 3 clusters Score: Raw -703567.105857 + Penalty 3270.312583 = -700296.793274 nChanged 94 SP:Iteration 38Q (6301.933760 sec): 3 clusters Score: Raw -703609.458618 + Penalty 3270.312583 = -700339.146035 nChanged 87 SP:Iteration 39Q (6302.037191 sec): 3 clusters Score: Raw -703643.458785 + Penalty 3270.312583 = -700373.146202 nChanged 61 SP:Iteration 40F (6302.136762 sec): 3 clusters Score: Raw -703657.108492 + Penalty 3270.312583 = -700386.795909 nChanged 40 SP:Iteration 41Q (6302.236240 sec): 3 clusters Score: Raw -703666.733441 + Penalty 3270.312583 = -700396.420858 nChanged 30 SP:Iteration 42Q (6302.322228 sec): 3 clusters Score: Raw -703672.765663 + Penalty 3270.312583 = -700402.453080 nChanged 22 SP:Iteration 43Q (6302.448674 sec): 3 clusters Score: Raw -703677.111490 + Penalty 3270.312583 = -700406.798907 nChanged 18 SP:Iteration 44Q (6302.535305 sec): 3 clusters Score: Raw -703679.928266 + Penalty 3270.312583 = -700409.615683 nChanged 16 SP:Iteration 45Q (6302.666706 sec): 3 clusters Score: Raw -703683.070036 + Penalty 3270.312583 = -700412.757453 nChanged 17 SP:Iteration 46Q (6302.788131 sec): 3 clusters Score: Raw -703685.110982 + Penalty 3270.312583 = -700414.798399 nChanged 6 SP:Iteration 47Q (6302.910125 sec): 3 clusters Score: Raw -703686.078156 + Penalty 3270.312583 = -700415.765573 nChanged 9 SP:Iteration 48Q (6303.025800 sec): 3 clusters Score: Raw -703687.394222 + Penalty 3270.312583 = -700417.081639 nChanged 11 SP:Iteration 49Q (6303.161464 sec): 3 clusters Score: Raw -703688.630603 + Penalty 3270.312583 = -700418.318020 nChanged 5 SP:Iteration 50Q (6303.262257 sec): 3 clusters Score: Raw -703689.420073 + Penalty 3270.312583 = -700419.107489 nChanged 4 SP:Iteration 51Q (6303.376567 sec): 3 clusters Score: Raw -703690.004080 + Penalty 3270.312583 = -700419.691497 nChanged 2 SP:Iteration 52Q (6303.492638 sec): 3 clusters Score: Raw -703690.242273 + Penalty 3270.312583 = -700419.929690 nChanged 2 SP:Iteration 53Q (6303.635692 sec): 3 clusters Score: Raw -703690.559534 + Penalty 3270.312583 = -700420.246951 nChanged 1 SP:Iteration 54Q (6303.738991 sec): 3 clusters Score: Raw -703690.733180 + Penalty 3270.312583 = -700420.420597 nChanged 2 SP:Iteration 55Q (6303.864017 sec): 3 clusters Score: Raw -703690.889357 + Penalty 3270.312583 = -700420.576774 nChanged 1 SP:Iteration 56Q (6303.983215 sec): 3 clusters Score: Raw -703690.994609 + Penalty 3270.312583 = -700420.682026 nChanged 0 SP:Iteration 57F (6304.094810 sec): 3 clusters Score: Raw -703690.994609 + Penalty 3270.312583 = -700420.682026 nChanged 0 Trying to split cluster 18 (15072 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6304.203930 sec): 2 clusters Score: Raw -1038631.601525 + Penalty 1688.414246 = -1036943.187279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6304.323998 sec): 3 clusters Score: Raw -1029757.245933 + Penalty 3376.828493 = -1026380.417440 nChanged 6778 SP:Iteration 1F (6304.475206 sec): 3 clusters Score: Raw -1033657.822384 + Penalty 3376.828493 = -1030280.993891 nChanged 1020 SP:Iteration 2F (6304.606151 sec): 3 clusters Score: Raw -1034175.342881 + Penalty 3376.828493 = -1030798.514388 nChanged 1003 SP:Iteration 3F (6304.779136 sec): 3 clusters Score: Raw -1034747.411995 + Penalty 3376.828493 = -1031370.583502 nChanged 971 SP:Iteration 4F (6304.907489 sec): 3 clusters Score: Raw -1035343.967667 + Penalty 3376.828493 = -1031967.139174 nChanged 957 SP:Iteration 5F (6305.051664 sec): 3 clusters Score: Raw -1036038.152728 + Penalty 3376.828493 = -1032661.324235 nChanged 963 SP:Iteration 6F (6305.211298 sec): 3 clusters Score: Raw -1036778.205353 + Penalty 3376.828493 = -1033401.376861 nChanged 832 SP:Iteration 7F (6305.339863 sec): 3 clusters Score: Raw -1037406.769994 + Penalty 3376.828493 = -1034029.941501 nChanged 611 SP:Iteration 8Q (6305.472061 sec): 3 clusters Score: Raw -1037884.634242 + Penalty 3376.828493 = -1034507.805749 nChanged 527 SP:Iteration 9Q (6305.605855 sec): 3 clusters Score: Raw -1038236.481808 + Penalty 3376.828493 = -1034859.653315 nChanged 404 SP:Iteration 10Q (6305.747734 sec): 3 clusters Score: Raw -1038471.552102 + Penalty 3376.828493 = -1035094.723610 nChanged 311 SP:Iteration 11Q (6305.890533 sec): 3 clusters Score: Raw -1038635.697020 + Penalty 3376.828493 = -1035258.868527 nChanged 260 SP:Iteration 12Q (6306.039063 sec): 3 clusters Score: Raw -1038752.858729 + Penalty 3376.828493 = -1035376.030236 nChanged 182 SP:Iteration 13Q (6306.196277 sec): 3 clusters Score: Raw -1038818.743597 + Penalty 3376.828493 = -1035441.915104 nChanged 152 SP:Iteration 14Q (6306.317162 sec): 3 clusters Score: Raw -1038874.096213 + Penalty 3376.828493 = -1035497.267720 nChanged 143 SP:Iteration 15Q (6306.451026 sec): 3 clusters Score: Raw -1038922.965800 + Penalty 3376.828493 = -1035546.137307 nChanged 124 SP:Iteration 16Q (6306.579731 sec): 3 clusters Score: Raw -1038963.359414 + Penalty 3376.828493 = -1035586.530921 nChanged 109 SP:Iteration 17Q (6306.716804 sec): 3 clusters Score: Raw -1039001.805272 + Penalty 3376.828493 = -1035624.976779 nChanged 101 SP:Iteration 18Q (6306.850427 sec): 3 clusters Score: Raw -1039035.740098 + Penalty 3376.828493 = -1035658.911605 nChanged 106 SP:Iteration 19Q (6306.977791 sec): 3 clusters Score: Raw -1039077.775003 + Penalty 3376.828493 = -1035700.946510 nChanged 137 SP:Iteration 20F (6307.090701 sec): 3 clusters Score: Raw -1039125.874385 + Penalty 3376.828493 = -1035749.045892 nChanged 127 SP:Iteration 21Q (6307.184102 sec): 3 clusters Score: Raw -1039170.343256 + Penalty 3376.828493 = -1035793.514763 nChanged 122 SP:Iteration 22Q (6307.317441 sec): 3 clusters Score: Raw -1039211.433523 + Penalty 3376.828493 = -1035834.605030 nChanged 120 SP:Iteration 23Q (6307.437597 sec): 3 clusters Score: Raw -1039265.205412 + Penalty 3376.828493 = -1035888.376919 nChanged 150 SP:Iteration 24Q (6307.557195 sec): 3 clusters Score: Raw -1039336.851300 + Penalty 3376.828493 = -1035960.022807 nChanged 171 SP:Iteration 25Q (6307.677123 sec): 3 clusters Score: Raw -1039434.684858 + Penalty 3376.828493 = -1036057.856365 nChanged 215 SP:Iteration 26Q (6307.809179 sec): 3 clusters Score: Raw -1039593.836887 + Penalty 3376.828493 = -1036217.008394 nChanged 250 SP:Iteration 27Q (6307.929740 sec): 3 clusters Score: Raw -1039794.266414 + Penalty 3376.828493 = -1036417.437921 nChanged 253 SP:Iteration 28Q (6308.050128 sec): 3 clusters Score: Raw -1040049.218281 + Penalty 3376.828493 = -1036672.389788 nChanged 294 SP:Iteration 29Q (6308.161700 sec): 3 clusters Score: Raw -1040395.887405 + Penalty 3376.828493 = -1037019.058912 nChanged 348 SP:Iteration 30Q (6308.282548 sec): 3 clusters Score: Raw -1040933.810882 + Penalty 3376.828493 = -1037556.982389 nChanged 331 SP:Iteration 31Q (6308.399913 sec): 3 clusters Score: Raw -1041439.054040 + Penalty 3376.828493 = -1038062.225547 nChanged 194 SP:Iteration 32Q (6308.516464 sec): 3 clusters Score: Raw -1041591.147317 + Penalty 3376.828493 = -1038214.318825 nChanged 86 SP:Iteration 33Q (6308.613017 sec): 3 clusters Score: Raw -1041627.174978 + Penalty 3376.828493 = -1038250.346485 nChanged 26 SP:Iteration 34Q (6308.734516 sec): 3 clusters Score: Raw -1041637.706320 + Penalty 3376.828493 = -1038260.877827 nChanged 14 SP:Iteration 35Q (6308.853486 sec): 3 clusters Score: Raw -1041641.568451 + Penalty 3376.828493 = -1038264.739958 nChanged 9 SP:Iteration 36Q (6308.988763 sec): 3 clusters Score: Raw -1041642.761952 + Penalty 3376.828493 = -1038265.933460 nChanged 3 SP:Iteration 37Q (6309.082212 sec): 3 clusters Score: Raw -1041645.865338 + Penalty 3376.828493 = -1038269.036845 nChanged 3 SP:Iteration 38Q (6309.210666 sec): 3 clusters Score: Raw -1041646.166683 + Penalty 3376.828493 = -1038269.338190 nChanged 2 SP:Iteration 39Q (6309.331502 sec): 3 clusters Score: Raw -1041646.402533 + Penalty 3376.828493 = -1038269.574040 nChanged 2 SP:Iteration 40F (6309.433360 sec): 3 clusters Score: Raw -1041659.798565 + Penalty 3376.828493 = -1038282.970072 nChanged 12 SP:Iteration 41Q (6309.563642 sec): 3 clusters Score: Raw -1041662.390962 + Penalty 3376.828493 = -1038285.562470 nChanged 5 SP:Iteration 42Q (6309.668167 sec): 3 clusters Score: Raw -1041663.004266 + Penalty 3376.828493 = -1038286.175773 nChanged 1 SP:Iteration 43Q (6309.795550 sec): 3 clusters Score: Raw -1041663.172734 + Penalty 3376.828493 = -1038286.344241 nChanged 0 SP:Iteration 44F (6309.910626 sec): 3 clusters Score: Raw -1041663.172734 + Penalty 3376.828493 = -1038286.344241 nChanged 0 Score: Raw -11981169.735720 + Penalty 75064.409558 = -11906105.326161 Splitting cluster 18 changes total score from -11905188.552066 to -11906105.326161 So it's getting split into cluster 35. Trying to split cluster 19 (1600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6316.614471 sec): 2 clusters Score: Raw -60879.814184 + Penalty 1294.796688 = -59585.017495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6316.678923 sec): 3 clusters Score: Raw -60300.786367 + Penalty 2589.593377 = -57711.192990 nChanged 520 SP:Iteration 1F (6316.763187 sec): 3 clusters Score: Raw -60694.178660 + Penalty 2589.593377 = -58104.585284 nChanged 145 SP:Iteration 2F (6316.846872 sec): 3 clusters Score: Raw -60875.086738 + Penalty 2589.593377 = -58285.493362 nChanged 96 SP:Iteration 3F (6316.938797 sec): 3 clusters Score: Raw -60993.052269 + Penalty 2589.593377 = -58403.458892 nChanged 74 SP:Iteration 4Q (6317.026238 sec): 3 clusters Score: Raw -61067.781848 + Penalty 2589.593377 = -58478.188471 nChanged 56 SP:Iteration 5Q (6317.097044 sec): 3 clusters Score: Raw -61119.254316 + Penalty 2589.593377 = -58529.660939 nChanged 43 SP:Iteration 6Q (6317.178654 sec): 3 clusters Score: Raw -61166.277506 + Penalty 2589.593377 = -58576.684129 nChanged 34 SP:Iteration 7Q (6317.258763 sec): 3 clusters Score: Raw -61196.179114 + Penalty 2589.593377 = -58606.585737 nChanged 23 SP:Iteration 8Q (6317.340455 sec): 3 clusters Score: Raw -61217.637653 + Penalty 2589.593377 = -58628.044277 nChanged 26 SP:Iteration 9Q (6317.424276 sec): 3 clusters Score: Raw -61234.732405 + Penalty 2589.593377 = -58645.139029 nChanged 20 SP:Iteration 10Q (6317.507318 sec): 3 clusters Score: Raw -61246.071144 + Penalty 2589.593377 = -58656.477767 nChanged 14 SP:Iteration 11Q (6317.591624 sec): 3 clusters Score: Raw -61254.721037 + Penalty 2589.593377 = -58665.127660 nChanged 11 SP:Iteration 12Q (6317.681150 sec): 3 clusters Score: Raw -61262.367927 + Penalty 2589.593377 = -58672.774550 nChanged 11 SP:Iteration 13Q (6317.758662 sec): 3 clusters Score: Raw -61269.725924 + Penalty 2589.593377 = -58680.132548 nChanged 11 SP:Iteration 14Q (6317.826754 sec): 3 clusters Score: Raw -61277.497844 + Penalty 2589.593377 = -58687.904468 nChanged 9 SP:Iteration 15Q (6317.895851 sec): 3 clusters Score: Raw -61284.822676 + Penalty 2589.593377 = -58695.229299 nChanged 5 SP:Iteration 16Q (6317.989878 sec): 3 clusters Score: Raw -61288.971205 + Penalty 2589.593377 = -58699.377828 nChanged 6 SP:Iteration 17Q (6318.067060 sec): 3 clusters Score: Raw -61291.375289 + Penalty 2589.593377 = -58701.781912 nChanged 4 SP:Iteration 18Q (6318.163635 sec): 3 clusters Score: Raw -61294.060288 + Penalty 2589.593377 = -58704.466911 nChanged 5 SP:Iteration 19Q (6318.233168 sec): 3 clusters Score: Raw -61297.062911 + Penalty 2589.593377 = -58707.469535 nChanged 4 SP:Iteration 20F (6318.319299 sec): 3 clusters Score: Raw -61302.422065 + Penalty 2589.593377 = -58712.828688 nChanged 8 SP:Iteration 21Q (6318.380498 sec): 3 clusters Score: Raw -61306.185519 + Penalty 2589.593377 = -58716.592142 nChanged 8 SP:Iteration 22Q (6318.456127 sec): 3 clusters Score: Raw -61313.399152 + Penalty 2589.593377 = -58723.805776 nChanged 10 SP:Iteration 23Q (6318.534948 sec): 3 clusters Score: Raw -61320.255174 + Penalty 2589.593377 = -58730.661798 nChanged 9 SP:Iteration 24Q (6318.606994 sec): 3 clusters Score: Raw -61326.195758 + Penalty 2589.593377 = -58736.602381 nChanged 8 SP:Iteration 25Q (6318.701837 sec): 3 clusters Score: Raw -61337.379178 + Penalty 2589.593377 = -58747.785801 nChanged 8 SP:Iteration 26Q (6318.763135 sec): 3 clusters Score: Raw -61344.454620 + Penalty 2589.593377 = -58754.861243 nChanged 4 SP:Iteration 27Q (6318.846079 sec): 3 clusters Score: Raw -61348.335544 + Penalty 2589.593377 = -58758.742168 nChanged 7 SP:Iteration 28Q (6318.930665 sec): 3 clusters Score: Raw -61352.855508 + Penalty 2589.593377 = -58763.262131 nChanged 6 SP:Iteration 29Q (6319.010021 sec): 3 clusters Score: Raw -61355.584026 + Penalty 2589.593377 = -58765.990649 nChanged 3 SP:Iteration 30Q (6319.098990 sec): 3 clusters Score: Raw -61356.764480 + Penalty 2589.593377 = -58767.171103 nChanged 2 SP:Iteration 31Q (6319.190023 sec): 3 clusters Score: Raw -61357.489054 + Penalty 2589.593377 = -58767.895677 nChanged 0 SP:Iteration 32F (6319.267073 sec): 3 clusters Score: Raw -61357.489054 + Penalty 2589.593377 = -58767.895677 nChanged 0 Trying to split cluster 20 (8493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6319.312138 sec): 2 clusters Score: Raw -551505.955886 + Penalty 1587.748074 = -549918.207812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6319.413001 sec): 3 clusters Score: Raw -546910.955550 + Penalty 3175.496148 = -543735.459401 nChanged 3571 SP:Iteration 1F (6319.504620 sec): 3 clusters Score: Raw -548976.526513 + Penalty 3175.496148 = -545801.030364 nChanged 661 SP:Iteration 2F (6319.604903 sec): 3 clusters Score: Raw -549376.756882 + Penalty 3175.496148 = -546201.260734 nChanged 594 SP:Iteration 3F (6319.693610 sec): 3 clusters Score: Raw -549801.757669 + Penalty 3175.496148 = -546626.261521 nChanged 589 SP:Iteration 4F (6319.788071 sec): 3 clusters Score: Raw -550245.164095 + Penalty 3175.496148 = -547069.667947 nChanged 524 SP:Iteration 5F (6319.873725 sec): 3 clusters Score: Raw -550624.738460 + Penalty 3175.496148 = -547449.242312 nChanged 451 SP:Iteration 6F (6319.986459 sec): 3 clusters Score: Raw -550907.624477 + Penalty 3175.496148 = -547732.128328 nChanged 364 SP:Iteration 7Q (6320.092988 sec): 3 clusters Score: Raw -551125.709721 + Penalty 3175.496148 = -547950.213572 nChanged 300 SP:Iteration 8Q (6320.187012 sec): 3 clusters Score: Raw -551267.598368 + Penalty 3175.496148 = -548092.102220 nChanged 212 SP:Iteration 9Q (6320.286946 sec): 3 clusters Score: Raw -551381.404259 + Penalty 3175.496148 = -548205.908110 nChanged 179 SP:Iteration 10Q (6320.384724 sec): 3 clusters Score: Raw -551477.487550 + Penalty 3175.496148 = -548301.991401 nChanged 173 SP:Iteration 11Q (6320.480555 sec): 3 clusters Score: Raw -551552.906249 + Penalty 3175.496148 = -548377.410101 nChanged 147 SP:Iteration 12Q (6320.563181 sec): 3 clusters Score: Raw -551618.924260 + Penalty 3175.496148 = -548443.428112 nChanged 118 SP:Iteration 13Q (6320.658448 sec): 3 clusters Score: Raw -551666.208216 + Penalty 3175.496148 = -548490.712068 nChanged 85 SP:Iteration 14Q (6320.774288 sec): 3 clusters Score: Raw -551695.529830 + Penalty 3175.496148 = -548520.033681 nChanged 74 SP:Iteration 15Q (6320.855262 sec): 3 clusters Score: Raw -551717.871066 + Penalty 3175.496148 = -548542.374918 nChanged 59 SP:Iteration 16Q (6320.966553 sec): 3 clusters Score: Raw -551735.318256 + Penalty 3175.496148 = -548559.822108 nChanged 44 SP:Iteration 17Q (6321.058073 sec): 3 clusters Score: Raw -551747.647805 + Penalty 3175.496148 = -548572.151657 nChanged 39 SP:Iteration 18Q (6321.154689 sec): 3 clusters Score: Raw -551757.562302 + Penalty 3175.496148 = -548582.066154 nChanged 27 SP:Iteration 19Q (6321.241746 sec): 3 clusters Score: Raw -551763.224565 + Penalty 3175.496148 = -548587.728417 nChanged 30 SP:Iteration 20F (6321.352100 sec): 3 clusters Score: Raw -551767.515976 + Penalty 3175.496148 = -548592.019828 nChanged 23 SP:Iteration 21Q (6321.448208 sec): 3 clusters Score: Raw -551771.445681 + Penalty 3175.496148 = -548595.949533 nChanged 24 SP:Iteration 22Q (6321.552654 sec): 3 clusters Score: Raw -551775.993044 + Penalty 3175.496148 = -548600.496896 nChanged 16 SP:Iteration 23Q (6321.626979 sec): 3 clusters Score: Raw -551778.175175 + Penalty 3175.496148 = -548602.679026 nChanged 12 SP:Iteration 24Q (6321.751570 sec): 3 clusters Score: Raw -551779.427577 + Penalty 3175.496148 = -548603.931428 nChanged 9 SP:Iteration 25Q (6321.852689 sec): 3 clusters Score: Raw -551780.720251 + Penalty 3175.496148 = -548605.224103 nChanged 7 SP:Iteration 26Q (6321.978221 sec): 3 clusters Score: Raw -551781.401557 + Penalty 3175.496148 = -548605.905409 nChanged 1 SP:Iteration 27Q (6322.129363 sec): 3 clusters Score: Raw -551781.448346 + Penalty 3175.496148 = -548605.952198 nChanged 0 SP:Iteration 28F (6322.222828 sec): 3 clusters Score: Raw -551781.448346 + Penalty 3175.496148 = -548605.952198 nChanged 0 Trying to split cluster 21 (3561 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6322.315273 sec): 2 clusters Score: Raw -182471.819400 + Penalty 1435.203318 = -181036.616082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6322.467927 sec): 3 clusters Score: Raw -180801.921055 + Penalty 2870.406636 = -177931.514419 nChanged 1366 SP:Iteration 1F (6322.566029 sec): 3 clusters Score: Raw -181734.710325 + Penalty 2870.406636 = -178864.303689 nChanged 306 SP:Iteration 2F (6322.690893 sec): 3 clusters Score: Raw -182006.431570 + Penalty 2870.406636 = -179136.024934 nChanged 236 SP:Iteration 3F (6322.792766 sec): 3 clusters Score: Raw -182215.112672 + Penalty 2870.406636 = -179344.706036 nChanged 193 SP:Iteration 4F (6322.911110 sec): 3 clusters Score: Raw -182381.265899 + Penalty 2870.406636 = -179510.859263 nChanged 154 SP:Iteration 5Q (6323.022396 sec): 3 clusters Score: Raw -182490.252041 + Penalty 2870.406636 = -179619.845406 nChanged 124 SP:Iteration 6Q (6323.114536 sec): 3 clusters Score: Raw -182568.308564 + Penalty 2870.406636 = -179697.901929 nChanged 84 SP:Iteration 7Q (6323.245318 sec): 3 clusters Score: Raw -182615.219657 + Penalty 2870.406636 = -179744.813021 nChanged 68 SP:Iteration 8Q (6323.341524 sec): 3 clusters Score: Raw -182650.565533 + Penalty 2870.406636 = -179780.158897 nChanged 48 SP:Iteration 9Q (6323.435688 sec): 3 clusters Score: Raw -182672.610507 + Penalty 2870.406636 = -179802.203871 nChanged 44 SP:Iteration 10Q (6323.555432 sec): 3 clusters Score: Raw -182694.624998 + Penalty 2870.406636 = -179824.218362 nChanged 34 SP:Iteration 11Q (6323.655972 sec): 3 clusters Score: Raw -182711.740383 + Penalty 2870.406636 = -179841.333747 nChanged 35 SP:Iteration 12Q (6323.739224 sec): 3 clusters Score: Raw -182726.784822 + Penalty 2870.406636 = -179856.378187 nChanged 24 SP:Iteration 13Q (6323.861045 sec): 3 clusters Score: Raw -182732.709745 + Penalty 2870.406636 = -179862.303109 nChanged 13 SP:Iteration 14Q (6323.957307 sec): 3 clusters Score: Raw -182736.621596 + Penalty 2870.406636 = -179866.214960 nChanged 8 SP:Iteration 15Q (6324.070859 sec): 3 clusters Score: Raw -182739.714180 + Penalty 2870.406636 = -179869.307544 nChanged 11 SP:Iteration 16Q (6324.175451 sec): 3 clusters Score: Raw -182742.330035 + Penalty 2870.406636 = -179871.923399 nChanged 7 SP:Iteration 17Q (6324.289289 sec): 3 clusters Score: Raw -182745.025081 + Penalty 2870.406636 = -179874.618446 nChanged 5 SP:Iteration 18Q (6324.397108 sec): 3 clusters Score: Raw -182747.721198 + Penalty 2870.406636 = -179877.314562 nChanged 7 SP:Iteration 19Q (6324.530069 sec): 3 clusters Score: Raw -182749.560273 + Penalty 2870.406636 = -179879.153637 nChanged 5 SP:Iteration 20F (6324.606059 sec): 3 clusters Score: Raw -182753.379190 + Penalty 2870.406636 = -179882.972554 nChanged 6 SP:Iteration 21Q (6324.708515 sec): 3 clusters Score: Raw -182755.989365 + Penalty 2870.406636 = -179885.582730 nChanged 6 SP:Iteration 22Q (6324.824733 sec): 3 clusters Score: Raw -182757.625002 + Penalty 2870.406636 = -179887.218366 nChanged 5 SP:Iteration 23Q (6324.898159 sec): 3 clusters Score: Raw -182759.463970 + Penalty 2870.406636 = -179889.057334 nChanged 7 SP:Iteration 24Q (6324.993425 sec): 3 clusters Score: Raw -182761.434101 + Penalty 2870.406636 = -179891.027465 nChanged 3 SP:Iteration 25Q (6325.099853 sec): 3 clusters Score: Raw -182762.151694 + Penalty 2870.406636 = -179891.745058 nChanged 2 SP:Iteration 26Q (6325.197009 sec): 3 clusters Score: Raw -182762.923607 + Penalty 2870.406636 = -179892.516972 nChanged 3 SP:Iteration 27Q (6325.316189 sec): 3 clusters Score: Raw -182765.046600 + Penalty 2870.406636 = -179894.639964 nChanged 6 SP:Iteration 28Q (6325.410890 sec): 3 clusters Score: Raw -182766.838020 + Penalty 2870.406636 = -179896.431384 nChanged 4 SP:Iteration 29Q (6325.486788 sec): 3 clusters Score: Raw -182768.576492 + Penalty 2870.406636 = -179898.169856 nChanged 2 SP:Iteration 30Q (6325.575877 sec): 3 clusters Score: Raw -182769.054239 + Penalty 2870.406636 = -179898.647604 nChanged 1 SP:Iteration 31Q (6325.712860 sec): 3 clusters Score: Raw -182769.315600 + Penalty 2870.406636 = -179898.908964 nChanged 1 SP:Iteration 32Q (6325.813898 sec): 3 clusters Score: Raw -182769.452069 + Penalty 2870.406636 = -179899.045433 nChanged 0 SP:Iteration 33F (6325.912642 sec): 3 clusters Score: Raw -182769.452069 + Penalty 2870.406636 = -179899.045433 nChanged 0 Trying to split cluster 22 (2530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6325.984537 sec): 2 clusters Score: Raw -160835.682619 + Penalty 1375.213539 = -159460.469080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6326.029784 sec): 3 clusters Score: Raw -159694.056358 + Penalty 2750.427078 = -156943.629280 nChanged 941 SP:Iteration 1F (6326.138214 sec): 3 clusters Score: Raw -160318.817499 + Penalty 2750.427078 = -157568.390421 nChanged 236 SP:Iteration 2F (6326.224813 sec): 3 clusters Score: Raw -160542.445891 + Penalty 2750.427078 = -157792.018813 nChanged 180 SP:Iteration 3F (6326.297983 sec): 3 clusters Score: Raw -160683.357421 + Penalty 2750.427078 = -157932.930343 nChanged 127 SP:Iteration 4F (6326.392341 sec): 3 clusters Score: Raw -160777.051382 + Penalty 2750.427078 = -158026.624304 nChanged 98 SP:Iteration 5Q (6326.460498 sec): 3 clusters Score: Raw -160853.664978 + Penalty 2750.427078 = -158103.237900 nChanged 109 SP:Iteration 6Q (6326.545150 sec): 3 clusters Score: Raw -160931.196194 + Penalty 2750.427078 = -158180.769116 nChanged 80 SP:Iteration 7Q (6326.623784 sec): 3 clusters Score: Raw -160984.519191 + Penalty 2750.427078 = -158234.092113 nChanged 71 SP:Iteration 8Q (6326.709947 sec): 3 clusters Score: Raw -161036.176363 + Penalty 2750.427078 = -158285.749285 nChanged 66 SP:Iteration 9Q (6326.794258 sec): 3 clusters Score: Raw -161087.391458 + Penalty 2750.427078 = -158336.964379 nChanged 63 SP:Iteration 10Q (6326.881415 sec): 3 clusters Score: Raw -161133.305248 + Penalty 2750.427078 = -158382.878170 nChanged 48 SP:Iteration 11Q (6326.973247 sec): 3 clusters Score: Raw -161157.589787 + Penalty 2750.427078 = -158407.162709 nChanged 38 SP:Iteration 12Q (6327.033467 sec): 3 clusters Score: Raw -161181.098465 + Penalty 2750.427078 = -158430.671387 nChanged 33 SP:Iteration 13Q (6327.127106 sec): 3 clusters Score: Raw -161199.559601 + Penalty 2750.427078 = -158449.132523 nChanged 22 SP:Iteration 14Q (6327.232462 sec): 3 clusters Score: Raw -161210.423940 + Penalty 2750.427078 = -158459.996862 nChanged 22 SP:Iteration 15Q (6327.310218 sec): 3 clusters Score: Raw -161219.484045 + Penalty 2750.427078 = -158469.056967 nChanged 10 SP:Iteration 16Q (6327.395958 sec): 3 clusters Score: Raw -161223.810152 + Penalty 2750.427078 = -158473.383074 nChanged 10 SP:Iteration 17Q (6327.466384 sec): 3 clusters Score: Raw -161227.952432 + Penalty 2750.427078 = -158477.525354 nChanged 9 SP:Iteration 18Q (6327.547609 sec): 3 clusters Score: Raw -161231.893846 + Penalty 2750.427078 = -158481.466768 nChanged 5 SP:Iteration 19Q (6327.652112 sec): 3 clusters Score: Raw -161234.105808 + Penalty 2750.427078 = -158483.678730 nChanged 6 SP:Iteration 20F (6327.724836 sec): 3 clusters Score: Raw -161237.699891 + Penalty 2750.427078 = -158487.272813 nChanged 6 SP:Iteration 21Q (6327.806688 sec): 3 clusters Score: Raw -161240.111441 + Penalty 2750.427078 = -158489.684363 nChanged 3 SP:Iteration 22Q (6327.899730 sec): 3 clusters Score: Raw -161241.338146 + Penalty 2750.427078 = -158490.911068 nChanged 2 SP:Iteration 23Q (6327.968897 sec): 3 clusters Score: Raw -161242.076741 + Penalty 2750.427078 = -158491.649663 nChanged 2 SP:Iteration 24Q (6328.070611 sec): 3 clusters Score: Raw -161242.726798 + Penalty 2750.427078 = -158492.299719 nChanged 1 SP:Iteration 25Q (6328.158999 sec): 3 clusters Score: Raw -161243.027808 + Penalty 2750.427078 = -158492.600730 nChanged 1 SP:Iteration 26Q (6328.249019 sec): 3 clusters Score: Raw -161243.643950 + Penalty 2750.427078 = -158493.216872 nChanged 0 SP:Iteration 27F (6328.315577 sec): 3 clusters Score: Raw -161243.643950 + Penalty 2750.427078 = -158493.216872 nChanged 0 Trying to split cluster 23 (18804 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6328.393405 sec): 2 clusters Score: Raw -1284248.892696 + Penalty 1727.240269 = -1282521.652427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6328.501430 sec): 3 clusters Score: Raw -1273089.025683 + Penalty 3454.480537 = -1269634.545146 nChanged 8480 SP:Iteration 1F (6328.631739 sec): 3 clusters Score: Raw -1278143.549355 + Penalty 3454.480537 = -1274689.068818 nChanged 1226 SP:Iteration 2F (6328.752479 sec): 3 clusters Score: Raw -1278770.484559 + Penalty 3454.480537 = -1275316.004022 nChanged 1113 SP:Iteration 3F (6328.860728 sec): 3 clusters Score: Raw -1279379.691594 + Penalty 3454.480537 = -1275925.211057 nChanged 1116 SP:Iteration 4F (6328.978615 sec): 3 clusters Score: Raw -1280009.096835 + Penalty 3454.480537 = -1276554.616297 nChanged 1049 SP:Iteration 5F (6329.081660 sec): 3 clusters Score: Raw -1280559.285807 + Penalty 3454.480537 = -1277104.805270 nChanged 954 SP:Iteration 6F (6329.233755 sec): 3 clusters Score: Raw -1280986.106645 + Penalty 3454.480537 = -1277531.626108 nChanged 761 SP:Iteration 7Q (6329.362508 sec): 3 clusters Score: Raw -1281272.767692 + Penalty 3454.480537 = -1277818.287155 nChanged 621 SP:Iteration 8Q (6329.470645 sec): 3 clusters Score: Raw -1281487.653051 + Penalty 3454.480537 = -1278033.172514 nChanged 515 SP:Iteration 9Q (6329.611887 sec): 3 clusters Score: Raw -1281672.841784 + Penalty 3454.480537 = -1278218.361247 nChanged 460 SP:Iteration 10Q (6329.749283 sec): 3 clusters Score: Raw -1281822.664549 + Penalty 3454.480537 = -1278368.184012 nChanged 456 SP:Iteration 11Q (6329.872351 sec): 3 clusters Score: Raw -1281972.648795 + Penalty 3454.480537 = -1278518.168258 nChanged 437 SP:Iteration 12Q (6329.995914 sec): 3 clusters Score: Raw -1282130.880696 + Penalty 3454.480537 = -1278676.400159 nChanged 431 SP:Iteration 13Q (6330.115858 sec): 3 clusters Score: Raw -1282301.265879 + Penalty 3454.480537 = -1278846.785342 nChanged 451 SP:Iteration 14Q (6330.220406 sec): 3 clusters Score: Raw -1282494.462381 + Penalty 3454.480537 = -1279039.981844 nChanged 436 SP:Iteration 15Q (6330.345710 sec): 3 clusters Score: Raw -1282682.385846 + Penalty 3454.480537 = -1279227.905309 nChanged 430 SP:Iteration 16Q (6330.459135 sec): 3 clusters Score: Raw -1282864.029255 + Penalty 3454.480537 = -1279409.548718 nChanged 376 SP:Iteration 17Q (6330.592896 sec): 3 clusters Score: Raw -1283042.105513 + Penalty 3454.480537 = -1279587.624976 nChanged 357 SP:Iteration 18Q (6330.712455 sec): 3 clusters Score: Raw -1283239.480291 + Penalty 3454.480537 = -1279784.999753 nChanged 348 SP:Iteration 19Q (6330.838881 sec): 3 clusters Score: Raw -1283428.156569 + Penalty 3454.480537 = -1279973.676032 nChanged 318 SP:Iteration 20F (6330.964354 sec): 3 clusters Score: Raw -1283622.438377 + Penalty 3454.480537 = -1280167.957840 nChanged 299 SP:Iteration 21Q (6331.090573 sec): 3 clusters Score: Raw -1283802.836472 + Penalty 3454.480537 = -1280348.355935 nChanged 278 SP:Iteration 22Q (6331.198999 sec): 3 clusters Score: Raw -1283972.072309 + Penalty 3454.480537 = -1280517.591772 nChanged 263 SP:Iteration 23Q (6331.325397 sec): 3 clusters Score: Raw -1284150.919077 + Penalty 3454.480537 = -1280696.438540 nChanged 249 SP:Iteration 24Q (6331.449534 sec): 3 clusters Score: Raw -1284335.583909 + Penalty 3454.480537 = -1280881.103372 nChanged 223 SP:Iteration 25Q (6331.572185 sec): 3 clusters Score: Raw -1284502.163162 + Penalty 3454.480537 = -1281047.682625 nChanged 229 SP:Iteration 26Q (6331.693460 sec): 3 clusters Score: Raw -1284673.464340 + Penalty 3454.480537 = -1281218.983802 nChanged 182 SP:Iteration 27Q (6331.815796 sec): 3 clusters Score: Raw -1284789.138969 + Penalty 3454.480537 = -1281334.658431 nChanged 147 SP:Iteration 28Q (6331.934578 sec): 3 clusters Score: Raw -1284862.022001 + Penalty 3454.480537 = -1281407.541463 nChanged 126 SP:Iteration 29Q (6332.051645 sec): 3 clusters Score: Raw -1284924.579265 + Penalty 3454.480537 = -1281470.098728 nChanged 126 SP:Iteration 30Q (6332.155234 sec): 3 clusters Score: Raw -1284986.483847 + Penalty 3454.480537 = -1281532.003309 nChanged 107 SP:Iteration 31Q (6332.286579 sec): 3 clusters Score: Raw -1285042.924570 + Penalty 3454.480537 = -1281588.444033 nChanged 99 SP:Iteration 32Q (6332.403617 sec): 3 clusters Score: Raw -1285091.971227 + Penalty 3454.480537 = -1281637.490690 nChanged 84 SP:Iteration 33Q (6332.519525 sec): 3 clusters Score: Raw -1285127.179552 + Penalty 3454.480537 = -1281672.699015 nChanged 69 SP:Iteration 34Q (6332.628922 sec): 3 clusters Score: Raw -1285149.876426 + Penalty 3454.480537 = -1281695.395889 nChanged 67 SP:Iteration 35Q (6332.751750 sec): 3 clusters Score: Raw -1285173.804213 + Penalty 3454.480537 = -1281719.323675 nChanged 60 SP:Iteration 36Q (6332.871126 sec): 3 clusters Score: Raw -1285190.910125 + Penalty 3454.480537 = -1281736.429588 nChanged 46 SP:Iteration 37Q (6332.992826 sec): 3 clusters Score: Raw -1285203.807682 + Penalty 3454.480537 = -1281749.327145 nChanged 39 SP:Iteration 38Q (6333.111800 sec): 3 clusters Score: Raw -1285213.164630 + Penalty 3454.480537 = -1281758.684093 nChanged 39 SP:Iteration 39Q (6333.226782 sec): 3 clusters Score: Raw -1285221.842228 + Penalty 3454.480537 = -1281767.361691 nChanged 27 SP:Iteration 40F (6333.347789 sec): 3 clusters Score: Raw -1285227.567809 + Penalty 3454.480537 = -1281773.087272 nChanged 22 SP:Iteration 41Q (6333.462880 sec): 3 clusters Score: Raw -1285232.274469 + Penalty 3454.480537 = -1281777.793932 nChanged 23 SP:Iteration 42Q (6333.573477 sec): 3 clusters Score: Raw -1285237.736264 + Penalty 3454.480537 = -1281783.255726 nChanged 16 SP:Iteration 43Q (6333.699173 sec): 3 clusters Score: Raw -1285241.276989 + Penalty 3454.480537 = -1281786.796452 nChanged 14 SP:Iteration 44Q (6333.811710 sec): 3 clusters Score: Raw -1285244.664836 + Penalty 3454.480537 = -1281790.184299 nChanged 17 SP:Iteration 45Q (6333.921752 sec): 3 clusters Score: Raw -1285247.515941 + Penalty 3454.480537 = -1281793.035404 nChanged 9 SP:Iteration 46Q (6334.042513 sec): 3 clusters Score: Raw -1285248.636398 + Penalty 3454.480537 = -1281794.155861 nChanged 3 SP:Iteration 47Q (6334.161919 sec): 3 clusters Score: Raw -1285249.265324 + Penalty 3454.480537 = -1281794.784787 nChanged 1 SP:Iteration 48Q (6334.265153 sec): 3 clusters Score: Raw -1285249.471622 + Penalty 3454.480537 = -1281794.991085 nChanged 0 SP:Iteration 49F (6334.398461 sec): 3 clusters Score: Raw -1285249.471622 + Penalty 3454.480537 = -1281794.991085 nChanged 0 Trying to split cluster 24 (7408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6334.466705 sec): 2 clusters Score: Raw -384072.592416 + Penalty 1563.760419 = -382508.831997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6334.562347 sec): 3 clusters Score: Raw -380031.340640 + Penalty 3127.520837 = -376903.819803 nChanged 3147 SP:Iteration 1F (6334.658742 sec): 3 clusters Score: Raw -381986.530534 + Penalty 3127.520837 = -378859.009696 nChanged 622 SP:Iteration 2F (6334.735938 sec): 3 clusters Score: Raw -382404.902974 + Penalty 3127.520837 = -379277.382137 nChanged 533 SP:Iteration 3F (6334.841803 sec): 3 clusters Score: Raw -382769.288267 + Penalty 3127.520837 = -379641.767430 nChanged 475 SP:Iteration 4F (6334.939939 sec): 3 clusters Score: Raw -383102.519251 + Penalty 3127.520837 = -379974.998414 nChanged 403 SP:Iteration 5F (6335.034612 sec): 3 clusters Score: Raw -383359.761589 + Penalty 3127.520837 = -380232.240752 nChanged 307 SP:Iteration 6Q (6335.126026 sec): 3 clusters Score: Raw -383523.945172 + Penalty 3127.520837 = -380396.424335 nChanged 234 SP:Iteration 7Q (6335.222169 sec): 3 clusters Score: Raw -383635.778501 + Penalty 3127.520837 = -380508.257664 nChanged 164 SP:Iteration 8Q (6335.315255 sec): 3 clusters Score: Raw -383700.799104 + Penalty 3127.520837 = -380573.278267 nChanged 128 SP:Iteration 9Q (6335.417128 sec): 3 clusters Score: Raw -383748.426238 + Penalty 3127.520837 = -380620.905401 nChanged 101 SP:Iteration 10Q (6335.508006 sec): 3 clusters Score: Raw -383784.919611 + Penalty 3127.520837 = -380657.398774 nChanged 100 SP:Iteration 11Q (6335.604082 sec): 3 clusters Score: Raw -383818.169297 + Penalty 3127.520837 = -380690.648459 nChanged 83 SP:Iteration 12Q (6335.695652 sec): 3 clusters Score: Raw -383843.866822 + Penalty 3127.520837 = -380716.345984 nChanged 75 SP:Iteration 13Q (6335.769663 sec): 3 clusters Score: Raw -383868.165846 + Penalty 3127.520837 = -380740.645009 nChanged 63 SP:Iteration 14Q (6335.887918 sec): 3 clusters Score: Raw -383887.592099 + Penalty 3127.520837 = -380760.071261 nChanged 68 SP:Iteration 15Q (6335.969703 sec): 3 clusters Score: Raw -383904.655386 + Penalty 3127.520837 = -380777.134549 nChanged 53 SP:Iteration 16Q (6336.067643 sec): 3 clusters Score: Raw -383920.555946 + Penalty 3127.520837 = -380793.035109 nChanged 57 SP:Iteration 17Q (6336.177842 sec): 3 clusters Score: Raw -383940.643705 + Penalty 3127.520837 = -380813.122868 nChanged 56 SP:Iteration 18Q (6336.270492 sec): 3 clusters Score: Raw -383965.315040 + Penalty 3127.520837 = -380837.794203 nChanged 68 SP:Iteration 19Q (6336.372228 sec): 3 clusters Score: Raw -383992.558764 + Penalty 3127.520837 = -380865.037927 nChanged 60 SP:Iteration 20F (6336.455962 sec): 3 clusters Score: Raw -384012.422481 + Penalty 3127.520837 = -380884.901643 nChanged 49 SP:Iteration 21Q (6336.566019 sec): 3 clusters Score: Raw -384029.069442 + Penalty 3127.520837 = -380901.548605 nChanged 47 SP:Iteration 22Q (6336.638649 sec): 3 clusters Score: Raw -384044.173588 + Penalty 3127.520837 = -380916.652751 nChanged 32 SP:Iteration 23Q (6336.743123 sec): 3 clusters Score: Raw -384054.950171 + Penalty 3127.520837 = -380927.429334 nChanged 25 SP:Iteration 24Q (6336.827344 sec): 3 clusters Score: Raw -384062.421300 + Penalty 3127.520837 = -380934.900462 nChanged 22 SP:Iteration 25Q (6336.942095 sec): 3 clusters Score: Raw -384069.646194 + Penalty 3127.520837 = -380942.125356 nChanged 26 SP:Iteration 26Q (6337.025041 sec): 3 clusters Score: Raw -384079.507126 + Penalty 3127.520837 = -380951.986289 nChanged 30 SP:Iteration 27Q (6337.135993 sec): 3 clusters Score: Raw -384092.969120 + Penalty 3127.520837 = -380965.448282 nChanged 34 SP:Iteration 28Q (6337.238630 sec): 3 clusters Score: Raw -384110.660158 + Penalty 3127.520837 = -380983.139320 nChanged 29 SP:Iteration 29Q (6337.336855 sec): 3 clusters Score: Raw -384123.264087 + Penalty 3127.520837 = -380995.743249 nChanged 26 SP:Iteration 30Q (6337.426389 sec): 3 clusters Score: Raw -384135.461262 + Penalty 3127.520837 = -381007.940425 nChanged 37 SP:Iteration 31Q (6337.523759 sec): 3 clusters Score: Raw -384150.744795 + Penalty 3127.520837 = -381023.223958 nChanged 36 SP:Iteration 32Q (6337.621432 sec): 3 clusters Score: Raw -384167.139630 + Penalty 3127.520837 = -381039.618793 nChanged 28 SP:Iteration 33Q (6337.719326 sec): 3 clusters Score: Raw -384179.122641 + Penalty 3127.520837 = -381051.601803 nChanged 28 SP:Iteration 34Q (6337.816244 sec): 3 clusters Score: Raw -384191.575128 + Penalty 3127.520837 = -381064.054291 nChanged 23 SP:Iteration 35Q (6337.917756 sec): 3 clusters Score: Raw -384204.552036 + Penalty 3127.520837 = -381077.031198 nChanged 33 SP:Iteration 36Q (6338.015037 sec): 3 clusters Score: Raw -384218.501927 + Penalty 3127.520837 = -381090.981090 nChanged 31 SP:Iteration 37Q (6338.106215 sec): 3 clusters Score: Raw -384230.477276 + Penalty 3127.520837 = -381102.956439 nChanged 29 SP:Iteration 38Q (6338.207569 sec): 3 clusters Score: Raw -384241.937464 + Penalty 3127.520837 = -381114.416626 nChanged 29 SP:Iteration 39Q (6338.303544 sec): 3 clusters Score: Raw -384256.472294 + Penalty 3127.520837 = -381128.951456 nChanged 28 SP:Iteration 40F (6338.398011 sec): 3 clusters Score: Raw -384273.582995 + Penalty 3127.520837 = -381146.062158 nChanged 34 SP:Iteration 41Q (6338.480036 sec): 3 clusters Score: Raw -384290.817447 + Penalty 3127.520837 = -381163.296610 nChanged 33 SP:Iteration 42Q (6338.573246 sec): 3 clusters Score: Raw -384310.062445 + Penalty 3127.520837 = -381182.541607 nChanged 36 SP:Iteration 43Q (6338.685272 sec): 3 clusters Score: Raw -384331.299429 + Penalty 3127.520837 = -381203.778591 nChanged 35 SP:Iteration 44Q (6338.796859 sec): 3 clusters Score: Raw -384347.993268 + Penalty 3127.520837 = -381220.472431 nChanged 27 SP:Iteration 45Q (6338.895573 sec): 3 clusters Score: Raw -384357.827561 + Penalty 3127.520837 = -381230.306724 nChanged 14 SP:Iteration 46Q (6339.058951 sec): 3 clusters Score: Raw -384363.778347 + Penalty 3127.520837 = -381236.257510 nChanged 20 SP:Iteration 47Q (6339.165110 sec): 3 clusters Score: Raw -384373.191096 + Penalty 3127.520837 = -381245.670259 nChanged 18 SP:Iteration 48Q (6339.268722 sec): 3 clusters Score: Raw -384382.069182 + Penalty 3127.520837 = -381254.548344 nChanged 15 SP:Iteration 49Q (6339.389440 sec): 3 clusters Score: Raw -384390.430031 + Penalty 3127.520837 = -381262.909193 nChanged 14 SP:Iteration 50Q (6339.497848 sec): 3 clusters Score: Raw -384396.598172 + Penalty 3127.520837 = -381269.077334 nChanged 12 SP:Iteration 51Q (6339.606001 sec): 3 clusters Score: Raw -384401.761306 + Penalty 3127.520837 = -381274.240469 nChanged 12 SP:Iteration 52Q (6339.720433 sec): 3 clusters Score: Raw -384405.321856 + Penalty 3127.520837 = -381277.801018 nChanged 9 SP:Iteration 53Q (6339.834120 sec): 3 clusters Score: Raw -384408.305754 + Penalty 3127.520837 = -381280.784917 nChanged 9 SP:Iteration 54Q (6339.965407 sec): 3 clusters Score: Raw -384411.973846 + Penalty 3127.520837 = -381284.453009 nChanged 6 SP:Iteration 55Q (6340.079739 sec): 3 clusters Score: Raw -384414.386223 + Penalty 3127.520837 = -381286.865386 nChanged 6 SP:Iteration 56Q (6340.221016 sec): 3 clusters Score: Raw -384415.812588 + Penalty 3127.520837 = -381288.291751 nChanged 5 SP:Iteration 57Q (6340.338989 sec): 3 clusters Score: Raw -384417.573220 + Penalty 3127.520837 = -381290.052382 nChanged 4 SP:Iteration 58Q (6340.450805 sec): 3 clusters Score: Raw -384418.878085 + Penalty 3127.520837 = -381291.357247 nChanged 2 SP:Iteration 59Q (6340.570575 sec): 3 clusters Score: Raw -384419.500934 + Penalty 3127.520837 = -381291.980096 nChanged 1 SP:Iteration 60F (6340.687218 sec): 3 clusters Score: Raw -384419.838127 + Penalty 3127.520837 = -381292.317290 nChanged 0 Trying to split cluster 25 (868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6340.737053 sec): 2 clusters Score: Raw -33935.186898 + Penalty 1187.466646 = -32747.720253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6340.854620 sec): 3 clusters Score: Raw -33727.586020 + Penalty 2374.933292 = -31352.652728 nChanged 263 SP:Iteration 1F (6340.942912 sec): 3 clusters Score: Raw -34034.917180 + Penalty 2374.933292 = -31659.983888 nChanged 60 SP:Iteration 2F (6341.029683 sec): 3 clusters Score: Raw -34122.893367 + Penalty 2374.933292 = -31747.960075 nChanged 39 SP:Iteration 3Q (6341.137570 sec): 3 clusters Score: Raw -34182.309021 + Penalty 2374.933292 = -31807.375729 nChanged 24 SP:Iteration 4Q (6341.205727 sec): 3 clusters Score: Raw -34222.292107 + Penalty 2374.933292 = -31847.358815 nChanged 26 SP:Iteration 5Q (6341.312317 sec): 3 clusters Score: Raw -34260.372180 + Penalty 2374.933292 = -31885.438888 nChanged 25 SP:Iteration 6Q (6341.394656 sec): 3 clusters Score: Raw -34304.110128 + Penalty 2374.933292 = -31929.176836 nChanged 27 SP:Iteration 7Q (6341.476578 sec): 3 clusters Score: Raw -34356.441615 + Penalty 2374.933292 = -31981.508323 nChanged 33 SP:Iteration 8Q (6341.555928 sec): 3 clusters Score: Raw -34437.793016 + Penalty 2374.933292 = -32062.859724 nChanged 38 SP:Iteration 9Q (6341.637044 sec): 3 clusters Score: Raw -34515.421633 + Penalty 2374.933292 = -32140.488341 nChanged 38 SP:Iteration 10Q (6341.739331 sec): 3 clusters Score: Raw -34629.277792 + Penalty 2374.933292 = -32254.344500 nChanged 46 SP:Iteration 11F (6341.800580 sec): 3 clusters Score: Raw -34768.946893 + Penalty 2374.933292 = -32394.013601 nChanged 32 SP:Iteration 12Q (6341.888535 sec): 3 clusters Score: Raw -34891.690410 + Penalty 2374.933292 = -32516.757118 nChanged 25 SP:Iteration 13Q (6341.976572 sec): 3 clusters Score: Raw -35004.682536 + Penalty 2374.933292 = -32629.749244 nChanged 26 SP:Iteration 14Q (6342.062409 sec): 3 clusters Score: Raw -35069.531430 + Penalty 2374.933292 = -32694.598138 nChanged 18 SP:Iteration 15Q (6342.143445 sec): 3 clusters Score: Raw -35110.097368 + Penalty 2374.933292 = -32735.164076 nChanged 10 SP:Iteration 16Q (6342.225394 sec): 3 clusters Score: Raw -35132.772040 + Penalty 2374.933292 = -32757.838748 nChanged 6 SP:Iteration 17Q (6342.306762 sec): 3 clusters Score: Raw -35140.208776 + Penalty 2374.933292 = -32765.275484 nChanged 7 SP:Iteration 18Q (6342.386727 sec): 3 clusters Score: Raw -35153.477150 + Penalty 2374.933292 = -32778.543858 nChanged 3 SP:Iteration 19Q (6342.486575 sec): 3 clusters Score: Raw -35190.584649 + Penalty 2374.933292 = -32815.651357 nChanged 5 SP:Iteration 20F (6342.635092 sec): 3 clusters Score: Raw -35203.267498 + Penalty 2374.933292 = -32828.334206 nChanged 1 SP:Iteration 21Q (6342.736318 sec): 3 clusters Score: Raw -35204.409732 + Penalty 2374.933292 = -32829.476440 nChanged 0 SP:Iteration 22F (6342.794228 sec): 3 clusters Score: Raw -35204.409732 + Penalty 2374.933292 = -32829.476440 nChanged 0 Score: Raw -11982438.958553 + Penalty 77209.106974 = -11905229.851579 Splitting cluster 25 changes total score from -11905188.552066 to -11905229.851579 So it's getting split into cluster 36. Trying to split cluster 26 (5639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6349.987255 sec): 2 clusters Score: Raw -357693.450183 + Penalty 1515.874585 = -356177.575598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6350.081196 sec): 3 clusters Score: Raw -354758.024249 + Penalty 3031.749170 = -351726.275078 nChanged 2293 SP:Iteration 1F (6350.173183 sec): 3 clusters Score: Raw -356144.142713 + Penalty 3031.749170 = -353112.393543 nChanged 466 SP:Iteration 2F (6350.244840 sec): 3 clusters Score: Raw -356452.863117 + Penalty 3031.749170 = -353421.113947 nChanged 351 SP:Iteration 3F (6350.337886 sec): 3 clusters Score: Raw -356702.510394 + Penalty 3031.749170 = -353670.761224 nChanged 323 SP:Iteration 4F (6350.445409 sec): 3 clusters Score: Raw -356919.631296 + Penalty 3031.749170 = -353887.882126 nChanged 309 SP:Iteration 5F (6350.518218 sec): 3 clusters Score: Raw -357114.229226 + Penalty 3031.749170 = -354082.480056 nChanged 265 SP:Iteration 6Q (6350.611617 sec): 3 clusters Score: Raw -357296.547782 + Penalty 3031.749170 = -354264.798611 nChanged 238 SP:Iteration 7Q (6350.707570 sec): 3 clusters Score: Raw -357448.086672 + Penalty 3031.749170 = -354416.337501 nChanged 192 SP:Iteration 8Q (6350.790670 sec): 3 clusters Score: Raw -357567.827373 + Penalty 3031.749170 = -354536.078203 nChanged 160 SP:Iteration 9Q (6350.866395 sec): 3 clusters Score: Raw -357653.070041 + Penalty 3031.749170 = -354621.320870 nChanged 139 SP:Iteration 10Q (6350.969234 sec): 3 clusters Score: Raw -357714.552109 + Penalty 3031.749170 = -354682.802939 nChanged 105 SP:Iteration 11Q (6351.062352 sec): 3 clusters Score: Raw -357748.698871 + Penalty 3031.749170 = -354716.949701 nChanged 75 SP:Iteration 12Q (6351.161760 sec): 3 clusters Score: Raw -357777.711946 + Penalty 3031.749170 = -354745.962776 nChanged 66 SP:Iteration 13Q (6351.233123 sec): 3 clusters Score: Raw -357800.319082 + Penalty 3031.749170 = -354768.569911 nChanged 60 SP:Iteration 14Q (6351.335783 sec): 3 clusters Score: Raw -357817.363691 + Penalty 3031.749170 = -354785.614521 nChanged 47 SP:Iteration 15Q (6351.420685 sec): 3 clusters Score: Raw -357831.995115 + Penalty 3031.749170 = -354800.245945 nChanged 47 SP:Iteration 16Q (6351.512673 sec): 3 clusters Score: Raw -357848.819483 + Penalty 3031.749170 = -354817.070313 nChanged 45 SP:Iteration 17Q (6351.607367 sec): 3 clusters Score: Raw -357864.991396 + Penalty 3031.749170 = -354833.242226 nChanged 46 SP:Iteration 18Q (6351.691743 sec): 3 clusters Score: Raw -357881.611760 + Penalty 3031.749170 = -354849.862590 nChanged 51 SP:Iteration 19Q (6351.777809 sec): 3 clusters Score: Raw -357903.329376 + Penalty 3031.749170 = -354871.580206 nChanged 53 SP:Iteration 20F (6351.867486 sec): 3 clusters Score: Raw -357933.613540 + Penalty 3031.749170 = -354901.864370 nChanged 73 SP:Iteration 21Q (6351.935760 sec): 3 clusters Score: Raw -357986.566641 + Penalty 3031.749170 = -354954.817471 nChanged 96 SP:Iteration 22Q (6352.024290 sec): 3 clusters Score: Raw -358073.342778 + Penalty 3031.749170 = -355041.593607 nChanged 110 SP:Iteration 23Q (6352.139159 sec): 3 clusters Score: Raw -358187.991155 + Penalty 3031.749170 = -355156.241985 nChanged 133 SP:Iteration 24Q (6352.213120 sec): 3 clusters Score: Raw -358316.298489 + Penalty 3031.749170 = -355284.549318 nChanged 122 SP:Iteration 25Q (6352.322223 sec): 3 clusters Score: Raw -358413.546327 + Penalty 3031.749170 = -355381.797157 nChanged 98 SP:Iteration 26Q (6352.417587 sec): 3 clusters Score: Raw -358485.360315 + Penalty 3031.749170 = -355453.611145 nChanged 81 SP:Iteration 27Q (6352.488267 sec): 3 clusters Score: Raw -358541.638097 + Penalty 3031.749170 = -355509.888927 nChanged 69 SP:Iteration 28Q (6352.604511 sec): 3 clusters Score: Raw -358580.033874 + Penalty 3031.749170 = -355548.284703 nChanged 68 SP:Iteration 29Q (6352.695416 sec): 3 clusters Score: Raw -358616.450948 + Penalty 3031.749170 = -355584.701778 nChanged 47 SP:Iteration 30Q (6352.785422 sec): 3 clusters Score: Raw -358638.761393 + Penalty 3031.749170 = -355607.012223 nChanged 51 SP:Iteration 31Q (6352.862759 sec): 3 clusters Score: Raw -358669.098129 + Penalty 3031.749170 = -355637.348959 nChanged 62 SP:Iteration 32Q (6352.961612 sec): 3 clusters Score: Raw -358705.779380 + Penalty 3031.749170 = -355674.030210 nChanged 55 SP:Iteration 33Q (6353.046217 sec): 3 clusters Score: Raw -358737.560437 + Penalty 3031.749170 = -355705.811267 nChanged 49 SP:Iteration 34Q (6353.122559 sec): 3 clusters Score: Raw -358761.730200 + Penalty 3031.749170 = -355729.981030 nChanged 45 SP:Iteration 35Q (6353.209252 sec): 3 clusters Score: Raw -358784.668592 + Penalty 3031.749170 = -355752.919421 nChanged 37 SP:Iteration 36Q (6353.309867 sec): 3 clusters Score: Raw -358798.297680 + Penalty 3031.749170 = -355766.548510 nChanged 28 SP:Iteration 37Q (6353.391081 sec): 3 clusters Score: Raw -358807.713498 + Penalty 3031.749170 = -355775.964327 nChanged 28 SP:Iteration 38Q (6353.456507 sec): 3 clusters Score: Raw -358817.914702 + Penalty 3031.749170 = -355786.165532 nChanged 33 SP:Iteration 39Q (6353.564318 sec): 3 clusters Score: Raw -358827.770114 + Penalty 3031.749170 = -355796.020943 nChanged 26 SP:Iteration 40F (6353.646815 sec): 3 clusters Score: Raw -358836.785159 + Penalty 3031.749170 = -355805.035989 nChanged 26 SP:Iteration 41Q (6353.729295 sec): 3 clusters Score: Raw -358845.009817 + Penalty 3031.749170 = -355813.260646 nChanged 19 SP:Iteration 42Q (6353.823512 sec): 3 clusters Score: Raw -358850.019533 + Penalty 3031.749170 = -355818.270363 nChanged 12 SP:Iteration 43Q (6353.908884 sec): 3 clusters Score: Raw -358853.361058 + Penalty 3031.749170 = -355821.611887 nChanged 12 SP:Iteration 44Q (6354.012300 sec): 3 clusters Score: Raw -358856.934050 + Penalty 3031.749170 = -355825.184880 nChanged 12 SP:Iteration 45Q (6354.089317 sec): 3 clusters Score: Raw -358860.031073 + Penalty 3031.749170 = -355828.281903 nChanged 12 SP:Iteration 46Q (6354.179696 sec): 3 clusters Score: Raw -358863.342930 + Penalty 3031.749170 = -355831.593759 nChanged 10 SP:Iteration 47Q (6354.266409 sec): 3 clusters Score: Raw -358866.661571 + Penalty 3031.749170 = -355834.912401 nChanged 11 SP:Iteration 48Q (6354.355324 sec): 3 clusters Score: Raw -358871.067005 + Penalty 3031.749170 = -355839.317834 nChanged 10 SP:Iteration 49Q (6354.444497 sec): 3 clusters Score: Raw -358874.456427 + Penalty 3031.749170 = -355842.707256 nChanged 11 SP:Iteration 50Q (6354.534581 sec): 3 clusters Score: Raw -358877.761304 + Penalty 3031.749170 = -355846.012134 nChanged 10 SP:Iteration 51Q (6354.640291 sec): 3 clusters Score: Raw -358880.408969 + Penalty 3031.749170 = -355848.659799 nChanged 12 SP:Iteration 52Q (6354.732130 sec): 3 clusters Score: Raw -358883.259237 + Penalty 3031.749170 = -355851.510066 nChanged 9 SP:Iteration 53Q (6354.820364 sec): 3 clusters Score: Raw -358885.866697 + Penalty 3031.749170 = -355854.117527 nChanged 6 SP:Iteration 54Q (6354.918503 sec): 3 clusters Score: Raw -358887.649853 + Penalty 3031.749170 = -355855.900683 nChanged 5 SP:Iteration 55Q (6355.014544 sec): 3 clusters Score: Raw -358888.871990 + Penalty 3031.749170 = -355857.122819 nChanged 4 SP:Iteration 56Q (6355.105440 sec): 3 clusters Score: Raw -358889.501121 + Penalty 3031.749170 = -355857.751951 nChanged 3 SP:Iteration 57Q (6355.192094 sec): 3 clusters Score: Raw -358890.125276 + Penalty 3031.749170 = -355858.376105 nChanged 3 SP:Iteration 58Q (6355.289761 sec): 3 clusters Score: Raw -358890.461679 + Penalty 3031.749170 = -355858.712509 nChanged 2 SP:Iteration 59Q (6355.366930 sec): 3 clusters Score: Raw -358891.108782 + Penalty 3031.749170 = -355859.359612 nChanged 1 SP:Iteration 60F (6355.449008 sec): 3 clusters Score: Raw -358891.222299 + Penalty 3031.749170 = -355859.473128 nChanged 0 Trying to split cluster 27 (3777 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6355.518633 sec): 2 clusters Score: Raw -197685.477558 + Penalty 1445.538274 = -196239.939284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6355.604378 sec): 3 clusters Score: Raw -195807.658060 + Penalty 2891.076548 = -192916.581512 nChanged 1487 SP:Iteration 1F (6355.675246 sec): 3 clusters Score: Raw -196803.678305 + Penalty 2891.076548 = -193912.601756 nChanged 348 SP:Iteration 2F (6355.778179 sec): 3 clusters Score: Raw -197072.169823 + Penalty 2891.076548 = -194181.093275 nChanged 269 SP:Iteration 3F (6355.838326 sec): 3 clusters Score: Raw -197302.134781 + Penalty 2891.076548 = -194411.058232 nChanged 212 SP:Iteration 4F (6355.942326 sec): 3 clusters Score: Raw -197480.199833 + Penalty 2891.076548 = -194589.123285 nChanged 194 SP:Iteration 5F (6356.027252 sec): 3 clusters Score: Raw -197630.631847 + Penalty 2891.076548 = -194739.555298 nChanged 149 SP:Iteration 6Q (6356.112014 sec): 3 clusters Score: Raw -197723.170407 + Penalty 2891.076548 = -194832.093858 nChanged 110 SP:Iteration 7Q (6356.213188 sec): 3 clusters Score: Raw -197788.979868 + Penalty 2891.076548 = -194897.903319 nChanged 98 SP:Iteration 8Q (6356.301840 sec): 3 clusters Score: Raw -197849.500169 + Penalty 2891.076548 = -194958.423620 nChanged 82 SP:Iteration 9Q (6356.386249 sec): 3 clusters Score: Raw -197903.116293 + Penalty 2891.076548 = -195012.039745 nChanged 87 SP:Iteration 10Q (6356.456713 sec): 3 clusters Score: Raw -197957.805106 + Penalty 2891.076548 = -195066.728558 nChanged 60 SP:Iteration 11Q (6356.555475 sec): 3 clusters Score: Raw -197996.373146 + Penalty 2891.076548 = -195105.296597 nChanged 63 SP:Iteration 12Q (6356.631802 sec): 3 clusters Score: Raw -198029.801080 + Penalty 2891.076548 = -195138.724532 nChanged 58 SP:Iteration 13Q (6356.725992 sec): 3 clusters Score: Raw -198063.354687 + Penalty 2891.076548 = -195172.278139 nChanged 57 SP:Iteration 14Q (6356.820531 sec): 3 clusters Score: Raw -198096.379611 + Penalty 2891.076548 = -195205.303063 nChanged 48 SP:Iteration 15Q (6356.906510 sec): 3 clusters Score: Raw -198120.391124 + Penalty 2891.076548 = -195229.314575 nChanged 43 SP:Iteration 16Q (6356.981473 sec): 3 clusters Score: Raw -198137.788410 + Penalty 2891.076548 = -195246.711861 nChanged 39 SP:Iteration 17Q (6357.086638 sec): 3 clusters Score: Raw -198152.376520 + Penalty 2891.076548 = -195261.299972 nChanged 26 SP:Iteration 18Q (6357.150947 sec): 3 clusters Score: Raw -198167.104916 + Penalty 2891.076548 = -195276.028368 nChanged 40 SP:Iteration 19Q (6357.242324 sec): 3 clusters Score: Raw -198182.855367 + Penalty 2891.076548 = -195291.778819 nChanged 46 SP:Iteration 20F (6357.331937 sec): 3 clusters Score: Raw -198201.405843 + Penalty 2891.076548 = -195310.329295 nChanged 43 SP:Iteration 21Q (6357.431722 sec): 3 clusters Score: Raw -198222.275473 + Penalty 2891.076548 = -195331.198925 nChanged 45 SP:Iteration 22Q (6357.526935 sec): 3 clusters Score: Raw -198247.674912 + Penalty 2891.076548 = -195356.598363 nChanged 49 SP:Iteration 23Q (6357.638962 sec): 3 clusters Score: Raw -198274.174670 + Penalty 2891.076548 = -195383.098122 nChanged 41 SP:Iteration 24Q (6357.746726 sec): 3 clusters Score: Raw -198296.861408 + Penalty 2891.076548 = -195405.784860 nChanged 43 SP:Iteration 25Q (6357.816777 sec): 3 clusters Score: Raw -198318.319289 + Penalty 2891.076548 = -195427.242741 nChanged 41 SP:Iteration 26Q (6357.921153 sec): 3 clusters Score: Raw -198339.277682 + Penalty 2891.076548 = -195448.201134 nChanged 38 SP:Iteration 27Q (6358.019382 sec): 3 clusters Score: Raw -198359.513467 + Penalty 2891.076548 = -195468.436919 nChanged 34 SP:Iteration 28Q (6358.115882 sec): 3 clusters Score: Raw -198376.247810 + Penalty 2891.076548 = -195485.171262 nChanged 33 SP:Iteration 29Q (6358.194958 sec): 3 clusters Score: Raw -198389.050955 + Penalty 2891.076548 = -195497.974407 nChanged 32 SP:Iteration 30Q (6358.284844 sec): 3 clusters Score: Raw -198400.705937 + Penalty 2891.076548 = -195509.629389 nChanged 29 SP:Iteration 31Q (6358.405747 sec): 3 clusters Score: Raw -198410.828442 + Penalty 2891.076548 = -195519.751893 nChanged 19 SP:Iteration 32Q (6358.502010 sec): 3 clusters Score: Raw -198418.697775 + Penalty 2891.076548 = -195527.621227 nChanged 20 SP:Iteration 33Q (6358.598036 sec): 3 clusters Score: Raw -198427.865860 + Penalty 2891.076548 = -195536.789312 nChanged 17 SP:Iteration 34Q (6358.694331 sec): 3 clusters Score: Raw -198435.808041 + Penalty 2891.076548 = -195544.731492 nChanged 17 SP:Iteration 35Q (6358.788223 sec): 3 clusters Score: Raw -198442.420708 + Penalty 2891.076548 = -195551.344160 nChanged 10 SP:Iteration 36Q (6358.881505 sec): 3 clusters Score: Raw -198446.288242 + Penalty 2891.076548 = -195555.211693 nChanged 7 SP:Iteration 37Q (6358.960873 sec): 3 clusters Score: Raw -198449.253944 + Penalty 2891.076548 = -195558.177396 nChanged 8 SP:Iteration 38Q (6359.086609 sec): 3 clusters Score: Raw -198451.515757 + Penalty 2891.076548 = -195560.439209 nChanged 6 SP:Iteration 39Q (6359.197699 sec): 3 clusters Score: Raw -198452.717598 + Penalty 2891.076548 = -195561.641050 nChanged 3 SP:Iteration 40F (6359.289647 sec): 3 clusters Score: Raw -198453.647018 + Penalty 2891.076548 = -195562.570470 nChanged 4 SP:Iteration 41Q (6359.389141 sec): 3 clusters Score: Raw -198454.300589 + Penalty 2891.076548 = -195563.224041 nChanged 1 SP:Iteration 42Q (6359.499279 sec): 3 clusters Score: Raw -198454.441527 + Penalty 2891.076548 = -195563.364979 nChanged 0 SP:Iteration 43F (6359.605596 sec): 3 clusters Score: Raw -198454.441527 + Penalty 2891.076548 = -195563.364979 nChanged 0 Trying to split cluster 28 (2680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6359.667454 sec): 2 clusters Score: Raw -137851.662575 + Penalty 1385.321899 = -136466.340676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6359.791908 sec): 3 clusters Score: Raw -136644.343094 + Penalty 2770.643798 = -133873.699296 nChanged 967 SP:Iteration 1F (6359.890199 sec): 3 clusters Score: Raw -137278.120802 + Penalty 2770.643798 = -134507.477004 nChanged 226 SP:Iteration 2F (6359.982265 sec): 3 clusters Score: Raw -137483.811014 + Penalty 2770.643798 = -134713.167216 nChanged 177 SP:Iteration 3F (6360.071116 sec): 3 clusters Score: Raw -137686.020243 + Penalty 2770.643798 = -134915.376445 nChanged 184 SP:Iteration 4F (6360.156584 sec): 3 clusters Score: Raw -137879.596950 + Penalty 2770.643798 = -135108.953152 nChanged 154 SP:Iteration 5F (6360.257209 sec): 3 clusters Score: Raw -138047.107490 + Penalty 2770.643798 = -135276.463693 nChanged 123 SP:Iteration 6Q (6360.363222 sec): 3 clusters Score: Raw -138187.535172 + Penalty 2770.643798 = -135416.891374 nChanged 104 SP:Iteration 7Q (6360.448446 sec): 3 clusters Score: Raw -138295.087103 + Penalty 2770.643798 = -135524.443305 nChanged 92 SP:Iteration 8Q (6360.534418 sec): 3 clusters Score: Raw -138403.208571 + Penalty 2770.643798 = -135632.564774 nChanged 83 SP:Iteration 9Q (6360.626073 sec): 3 clusters Score: Raw -138500.665205 + Penalty 2770.643798 = -135730.021407 nChanged 72 SP:Iteration 10Q (6360.732506 sec): 3 clusters Score: Raw -138576.066680 + Penalty 2770.643798 = -135805.422882 nChanged 55 SP:Iteration 11Q (6360.856056 sec): 3 clusters Score: Raw -138634.857417 + Penalty 2770.643798 = -135864.213619 nChanged 50 SP:Iteration 12Q (6360.949347 sec): 3 clusters Score: Raw -138682.012889 + Penalty 2770.643798 = -135911.369091 nChanged 39 SP:Iteration 13Q (6361.063351 sec): 3 clusters Score: Raw -138717.235464 + Penalty 2770.643798 = -135946.591666 nChanged 40 SP:Iteration 14Q (6361.148740 sec): 3 clusters Score: Raw -138746.770161 + Penalty 2770.643798 = -135976.126363 nChanged 30 SP:Iteration 15Q (6361.241088 sec): 3 clusters Score: Raw -138766.182344 + Penalty 2770.643798 = -135995.538546 nChanged 27 SP:Iteration 16Q (6361.332317 sec): 3 clusters Score: Raw -138782.035115 + Penalty 2770.643798 = -136011.391317 nChanged 22 SP:Iteration 17Q (6361.420289 sec): 3 clusters Score: Raw -138794.492537 + Penalty 2770.643798 = -136023.848739 nChanged 16 SP:Iteration 18Q (6361.510880 sec): 3 clusters Score: Raw -138804.563497 + Penalty 2770.643798 = -136033.919699 nChanged 14 SP:Iteration 19Q (6361.582093 sec): 3 clusters Score: Raw -138813.361542 + Penalty 2770.643798 = -136042.717744 nChanged 14 SP:Iteration 20F (6361.687328 sec): 3 clusters Score: Raw -138820.811649 + Penalty 2770.643798 = -136050.167852 nChanged 11 SP:Iteration 21Q (6361.768816 sec): 3 clusters Score: Raw -138827.078411 + Penalty 2770.643798 = -136056.434613 nChanged 9 SP:Iteration 22Q (6361.861639 sec): 3 clusters Score: Raw -138831.926923 + Penalty 2770.643798 = -136061.283125 nChanged 11 SP:Iteration 23Q (6361.963598 sec): 3 clusters Score: Raw -138836.439854 + Penalty 2770.643798 = -136065.796056 nChanged 10 SP:Iteration 24Q (6362.076379 sec): 3 clusters Score: Raw -138840.900090 + Penalty 2770.643798 = -136070.256292 nChanged 11 SP:Iteration 25Q (6362.192915 sec): 3 clusters Score: Raw -138846.197233 + Penalty 2770.643798 = -136075.553435 nChanged 7 SP:Iteration 26Q (6362.272451 sec): 3 clusters Score: Raw -138849.503687 + Penalty 2770.643798 = -136078.859889 nChanged 7 SP:Iteration 27Q (6362.350801 sec): 3 clusters Score: Raw -138852.516013 + Penalty 2770.643798 = -136081.872215 nChanged 9 SP:Iteration 28Q (6362.454271 sec): 3 clusters Score: Raw -138855.840843 + Penalty 2770.643798 = -136085.197045 nChanged 6 SP:Iteration 29Q (6362.552079 sec): 3 clusters Score: Raw -138859.510924 + Penalty 2770.643798 = -136088.867126 nChanged 10 SP:Iteration 30Q (6362.620294 sec): 3 clusters Score: Raw -138864.000120 + Penalty 2770.643798 = -136093.356322 nChanged 5 SP:Iteration 31Q (6362.729172 sec): 3 clusters Score: Raw -138866.399856 + Penalty 2770.643798 = -136095.756058 nChanged 3 SP:Iteration 32Q (6362.803678 sec): 3 clusters Score: Raw -138867.171804 + Penalty 2770.643798 = -136096.528006 nChanged 3 SP:Iteration 33Q (6362.881408 sec): 3 clusters Score: Raw -138868.668224 + Penalty 2770.643798 = -136098.024426 nChanged 4 SP:Iteration 34Q (6362.964893 sec): 3 clusters Score: Raw -138871.219101 + Penalty 2770.643798 = -136100.575303 nChanged 5 SP:Iteration 35Q (6363.062376 sec): 3 clusters Score: Raw -138872.995719 + Penalty 2770.643798 = -136102.351921 nChanged 7 SP:Iteration 36Q (6363.144280 sec): 3 clusters Score: Raw -138875.517121 + Penalty 2770.643798 = -136104.873323 nChanged 5 SP:Iteration 37Q (6363.222069 sec): 3 clusters Score: Raw -138878.404044 + Penalty 2770.643798 = -136107.760247 nChanged 5 SP:Iteration 38Q (6363.327947 sec): 3 clusters Score: Raw -138880.673607 + Penalty 2770.643798 = -136110.029809 nChanged 2 SP:Iteration 39Q (6363.414731 sec): 3 clusters Score: Raw -138881.826286 + Penalty 2770.643798 = -136111.182488 nChanged 5 SP:Iteration 40F (6363.494980 sec): 3 clusters Score: Raw -138883.800569 + Penalty 2770.643798 = -136113.156771 nChanged 9 SP:Iteration 41Q (6363.549098 sec): 3 clusters Score: Raw -138887.334238 + Penalty 2770.643798 = -136116.690440 nChanged 5 SP:Iteration 42Q (6363.637450 sec): 3 clusters Score: Raw -138889.365314 + Penalty 2770.643798 = -136118.721516 nChanged 5 SP:Iteration 43Q (6363.731527 sec): 3 clusters Score: Raw -138891.051326 + Penalty 2770.643798 = -136120.407528 nChanged 2 SP:Iteration 44Q (6363.823953 sec): 3 clusters Score: Raw -138891.945399 + Penalty 2770.643798 = -136121.301601 nChanged 1 SP:Iteration 45Q (6363.912162 sec): 3 clusters Score: Raw -138892.500742 + Penalty 2770.643798 = -136121.856944 nChanged 1 SP:Iteration 46Q (6363.975867 sec): 3 clusters Score: Raw -138892.627648 + Penalty 2770.643798 = -136121.983850 nChanged 1 SP:Iteration 47Q (6364.055559 sec): 3 clusters Score: Raw -138893.168400 + Penalty 2770.643798 = -136122.524602 nChanged 3 SP:Iteration 48Q (6364.138279 sec): 3 clusters Score: Raw -138894.305939 + Penalty 2770.643798 = -136123.662141 nChanged 3 SP:Iteration 49Q (6364.220507 sec): 3 clusters Score: Raw -138895.188208 + Penalty 2770.643798 = -136124.544411 nChanged 1 SP:Iteration 50Q (6364.315065 sec): 3 clusters Score: Raw -138895.582011 + Penalty 2770.643798 = -136124.938213 nChanged 3 SP:Iteration 51Q (6364.384719 sec): 3 clusters Score: Raw -138897.332028 + Penalty 2770.643798 = -136126.688231 nChanged 3 SP:Iteration 52Q (6364.481423 sec): 3 clusters Score: Raw -138898.681557 + Penalty 2770.643798 = -136128.037759 nChanged 2 SP:Iteration 53Q (6364.562539 sec): 3 clusters Score: Raw -138899.121952 + Penalty 2770.643798 = -136128.478154 nChanged 0 SP:Iteration 54F (6364.630979 sec): 3 clusters Score: Raw -138899.121952 + Penalty 2770.643798 = -136128.478154 nChanged 0 Trying to split cluster 29 (9846 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6364.714030 sec): 2 clusters Score: Raw -639084.393009 + Penalty 1613.691008 = -637470.702001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6364.815329 sec): 3 clusters Score: Raw -633562.791513 + Penalty 3227.382017 = -630335.409496 nChanged 4233 SP:Iteration 1F (6364.906820 sec): 3 clusters Score: Raw -635979.894407 + Penalty 3227.382017 = -632752.512390 nChanged 730 SP:Iteration 2F (6364.996543 sec): 3 clusters Score: Raw -636430.636026 + Penalty 3227.382017 = -633203.254009 nChanged 637 SP:Iteration 3F (6365.078272 sec): 3 clusters Score: Raw -636838.756999 + Penalty 3227.382017 = -633611.374983 nChanged 595 SP:Iteration 4F (6365.178751 sec): 3 clusters Score: Raw -637247.582662 + Penalty 3227.382017 = -634020.200645 nChanged 596 SP:Iteration 5F (6365.274574 sec): 3 clusters Score: Raw -637649.529843 + Penalty 3227.382017 = -634422.147827 nChanged 544 SP:Iteration 6F (6365.376463 sec): 3 clusters Score: Raw -638080.779229 + Penalty 3227.382017 = -634853.397212 nChanged 521 SP:Iteration 7F (6365.494457 sec): 3 clusters Score: Raw -638457.348805 + Penalty 3227.382017 = -635229.966788 nChanged 410 SP:Iteration 8Q (6365.587489 sec): 3 clusters Score: Raw -638710.455186 + Penalty 3227.382017 = -635483.073169 nChanged 293 SP:Iteration 9Q (6365.691315 sec): 3 clusters Score: Raw -638858.092082 + Penalty 3227.382017 = -635630.710065 nChanged 227 SP:Iteration 10Q (6365.788618 sec): 3 clusters Score: Raw -638952.102602 + Penalty 3227.382017 = -635724.720585 nChanged 155 SP:Iteration 11Q (6365.886015 sec): 3 clusters Score: Raw -639008.952104 + Penalty 3227.382017 = -635781.570087 nChanged 124 SP:Iteration 12Q (6365.990490 sec): 3 clusters Score: Raw -639048.954166 + Penalty 3227.382017 = -635821.572149 nChanged 98 SP:Iteration 13Q (6366.079597 sec): 3 clusters Score: Raw -639072.803526 + Penalty 3227.382017 = -635845.421510 nChanged 70 SP:Iteration 14Q (6366.192206 sec): 3 clusters Score: Raw -639091.571318 + Penalty 3227.382017 = -635864.189301 nChanged 61 SP:Iteration 15Q (6366.290149 sec): 3 clusters Score: Raw -639106.616358 + Penalty 3227.382017 = -635879.234341 nChanged 47 SP:Iteration 16Q (6366.390968 sec): 3 clusters Score: Raw -639118.451117 + Penalty 3227.382017 = -635891.069100 nChanged 53 SP:Iteration 17Q (6366.487527 sec): 3 clusters Score: Raw -639133.830757 + Penalty 3227.382017 = -635906.448740 nChanged 48 SP:Iteration 18Q (6366.582694 sec): 3 clusters Score: Raw -639145.543582 + Penalty 3227.382017 = -635918.161566 nChanged 47 SP:Iteration 19Q (6366.681609 sec): 3 clusters Score: Raw -639155.893046 + Penalty 3227.382017 = -635928.511029 nChanged 45 SP:Iteration 20F (6366.769157 sec): 3 clusters Score: Raw -639166.856019 + Penalty 3227.382017 = -635939.474002 nChanged 50 SP:Iteration 21Q (6366.872856 sec): 3 clusters Score: Raw -639180.952101 + Penalty 3227.382017 = -635953.570084 nChanged 54 SP:Iteration 22Q (6366.973127 sec): 3 clusters Score: Raw -639191.616903 + Penalty 3227.382017 = -635964.234886 nChanged 38 SP:Iteration 23Q (6367.092548 sec): 3 clusters Score: Raw -639198.726299 + Penalty 3227.382017 = -635971.344282 nChanged 29 SP:Iteration 24Q (6367.189225 sec): 3 clusters Score: Raw -639204.334683 + Penalty 3227.382017 = -635976.952666 nChanged 20 SP:Iteration 25Q (6367.280378 sec): 3 clusters Score: Raw -639207.499477 + Penalty 3227.382017 = -635980.117460 nChanged 12 SP:Iteration 26Q (6367.386010 sec): 3 clusters Score: Raw -639209.259329 + Penalty 3227.382017 = -635981.877313 nChanged 12 SP:Iteration 27Q (6367.459879 sec): 3 clusters Score: Raw -639211.055985 + Penalty 3227.382017 = -635983.673968 nChanged 4 SP:Iteration 28Q (6367.561613 sec): 3 clusters Score: Raw -639211.629213 + Penalty 3227.382017 = -635984.247196 nChanged 9 SP:Iteration 29Q (6367.670308 sec): 3 clusters Score: Raw -639212.949603 + Penalty 3227.382017 = -635985.567587 nChanged 6 SP:Iteration 30Q (6367.765403 sec): 3 clusters Score: Raw -639213.425002 + Penalty 3227.382017 = -635986.042985 nChanged 5 SP:Iteration 31Q (6367.845534 sec): 3 clusters Score: Raw -639214.246621 + Penalty 3227.382017 = -635986.864605 nChanged 11 SP:Iteration 32Q (6367.958154 sec): 3 clusters Score: Raw -639215.975536 + Penalty 3227.382017 = -635988.593520 nChanged 6 SP:Iteration 33Q (6368.051370 sec): 3 clusters Score: Raw -639216.718250 + Penalty 3227.382017 = -635989.336234 nChanged 5 SP:Iteration 34Q (6368.150690 sec): 3 clusters Score: Raw -639217.822113 + Penalty 3227.382017 = -635990.440096 nChanged 8 SP:Iteration 35Q (6368.256431 sec): 3 clusters Score: Raw -639219.133094 + Penalty 3227.382017 = -635991.751077 nChanged 8 SP:Iteration 36Q (6368.359285 sec): 3 clusters Score: Raw -639220.410578 + Penalty 3227.382017 = -635993.028561 nChanged 14 SP:Iteration 37Q (6368.458958 sec): 3 clusters Score: Raw -639222.353995 + Penalty 3227.382017 = -635994.971979 nChanged 8 SP:Iteration 38Q (6368.556620 sec): 3 clusters Score: Raw -639223.226704 + Penalty 3227.382017 = -635995.844687 nChanged 7 SP:Iteration 39Q (6368.660007 sec): 3 clusters Score: Raw -639224.031053 + Penalty 3227.382017 = -635996.649036 nChanged 6 SP:Iteration 40F (6368.743157 sec): 3 clusters Score: Raw -639224.786559 + Penalty 3227.382017 = -635997.404542 nChanged 10 SP:Iteration 41Q (6368.856248 sec): 3 clusters Score: Raw -639226.089515 + Penalty 3227.382017 = -635998.707499 nChanged 7 SP:Iteration 42Q (6368.961846 sec): 3 clusters Score: Raw -639226.812181 + Penalty 3227.382017 = -635999.430164 nChanged 3 SP:Iteration 43Q (6369.058043 sec): 3 clusters Score: Raw -639226.985053 + Penalty 3227.382017 = -635999.603036 nChanged 2 SP:Iteration 44Q (6369.160940 sec): 3 clusters Score: Raw -639227.337759 + Penalty 3227.382017 = -635999.955742 nChanged 1 SP:Iteration 45Q (6369.259423 sec): 3 clusters Score: Raw -639227.506938 + Penalty 3227.382017 = -636000.124921 nChanged 2 SP:Iteration 46Q (6369.360275 sec): 3 clusters Score: Raw -639227.650587 + Penalty 3227.382017 = -636000.268570 nChanged 2 SP:Iteration 47Q (6369.459381 sec): 3 clusters Score: Raw -639227.860092 + Penalty 3227.382017 = -636000.478075 nChanged 2 SP:Iteration 48Q (6369.559941 sec): 3 clusters Score: Raw -639227.997577 + Penalty 3227.382017 = -636000.615560 nChanged 3 SP:Iteration 49Q (6369.660129 sec): 3 clusters Score: Raw -639228.329117 + Penalty 3227.382017 = -636000.947100 nChanged 2 SP:Iteration 50Q (6369.762542 sec): 3 clusters Score: Raw -639228.501185 + Penalty 3227.382017 = -636001.119168 nChanged 1 SP:Iteration 51Q (6369.869796 sec): 3 clusters Score: Raw -639228.552849 + Penalty 3227.382017 = -636001.170833 nChanged 0 SP:Iteration 52F (6369.970146 sec): 3 clusters Score: Raw -639228.552849 + Penalty 3227.382017 = -636001.170833 nChanged 0 Trying to split cluster 30 (1129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6370.021902 sec): 2 clusters Score: Raw -43136.159571 + Penalty 1233.604868 = -41902.554704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6370.108411 sec): 3 clusters Score: Raw -42778.516671 + Penalty 2467.209735 = -40311.306936 nChanged 316 SP:Iteration 1F (6370.188998 sec): 3 clusters Score: Raw -43051.760029 + Penalty 2467.209735 = -40584.550294 nChanged 101 SP:Iteration 2F (6370.255639 sec): 3 clusters Score: Raw -43214.331005 + Penalty 2467.209735 = -40747.121270 nChanged 98 SP:Iteration 3F (6370.355170 sec): 3 clusters Score: Raw -43379.154337 + Penalty 2467.209735 = -40911.944602 nChanged 66 SP:Iteration 4F (6370.441911 sec): 3 clusters Score: Raw -43486.359714 + Penalty 2467.209735 = -41019.149979 nChanged 48 SP:Iteration 5Q (6370.517173 sec): 3 clusters Score: Raw -43588.903982 + Penalty 2467.209735 = -41121.694247 nChanged 49 SP:Iteration 6Q (6370.603713 sec): 3 clusters Score: Raw -43716.903551 + Penalty 2467.209735 = -41249.693816 nChanged 51 SP:Iteration 7Q (6370.682636 sec): 3 clusters Score: Raw -43848.873062 + Penalty 2467.209735 = -41381.663327 nChanged 46 SP:Iteration 8Q (6370.765521 sec): 3 clusters Score: Raw -43944.719627 + Penalty 2467.209735 = -41477.509892 nChanged 25 SP:Iteration 9Q (6370.845875 sec): 3 clusters Score: Raw -43989.550742 + Penalty 2467.209735 = -41522.341007 nChanged 20 SP:Iteration 10Q (6370.910113 sec): 3 clusters Score: Raw -44022.046324 + Penalty 2467.209735 = -41554.836589 nChanged 13 SP:Iteration 11Q (6371.015473 sec): 3 clusters Score: Raw -44045.937412 + Penalty 2467.209735 = -41578.727677 nChanged 8 SP:Iteration 12Q (6371.099843 sec): 3 clusters Score: Raw -44058.740877 + Penalty 2467.209735 = -41591.531142 nChanged 7 SP:Iteration 13Q (6371.180766 sec): 3 clusters Score: Raw -44070.489076 + Penalty 2467.209735 = -41603.279341 nChanged 9 SP:Iteration 14Q (6371.245146 sec): 3 clusters Score: Raw -44083.016298 + Penalty 2467.209735 = -41615.806563 nChanged 6 SP:Iteration 15Q (6371.337294 sec): 3 clusters Score: Raw -44102.909117 + Penalty 2467.209735 = -41635.699382 nChanged 7 SP:Iteration 16Q (6371.423911 sec): 3 clusters Score: Raw -44115.793694 + Penalty 2467.209735 = -41648.583959 nChanged 6 SP:Iteration 17Q (6371.505489 sec): 3 clusters Score: Raw -44124.136058 + Penalty 2467.209735 = -41656.926323 nChanged 3 SP:Iteration 18Q (6371.575877 sec): 3 clusters Score: Raw -44126.676172 + Penalty 2467.209735 = -41659.466436 nChanged 1 SP:Iteration 19Q (6371.659283 sec): 3 clusters Score: Raw -44126.994719 + Penalty 2467.209735 = -41659.784984 nChanged 0 SP:Iteration 20F (6371.718258 sec): 3 clusters Score: Raw -44126.994719 + Penalty 2467.209735 = -41659.784984 nChanged 0 Trying to split cluster 31 (4561 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6371.790437 sec): 2 clusters Score: Raw -302907.430568 + Penalty 1478.639655 = -301428.790913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6371.875776 sec): 3 clusters Score: Raw -300640.045840 + Penalty 2957.279309 = -297682.766531 nChanged 1782 SP:Iteration 1F (6371.954682 sec): 3 clusters Score: Raw -301690.385864 + Penalty 2957.279309 = -298733.106554 nChanged 335 SP:Iteration 2F (6372.041239 sec): 3 clusters Score: Raw -301900.605454 + Penalty 2957.279309 = -298943.326145 nChanged 267 SP:Iteration 3F (6372.114492 sec): 3 clusters Score: Raw -302074.224581 + Penalty 2957.279309 = -299116.945272 nChanged 246 SP:Iteration 4F (6372.199658 sec): 3 clusters Score: Raw -302245.109018 + Penalty 2957.279309 = -299287.829709 nChanged 232 SP:Iteration 5F (6372.298955 sec): 3 clusters Score: Raw -302407.365025 + Penalty 2957.279309 = -299450.085716 nChanged 215 SP:Iteration 6Q (6372.371855 sec): 3 clusters Score: Raw -302549.321951 + Penalty 2957.279309 = -299592.042642 nChanged 189 SP:Iteration 7Q (6372.485021 sec): 3 clusters Score: Raw -302683.418571 + Penalty 2957.279309 = -299726.139262 nChanged 167 SP:Iteration 8Q (6372.569824 sec): 3 clusters Score: Raw -302794.751486 + Penalty 2957.279309 = -299837.472177 nChanged 142 SP:Iteration 9Q (6372.635208 sec): 3 clusters Score: Raw -302888.593746 + Penalty 2957.279309 = -299931.314437 nChanged 119 SP:Iteration 10Q (6372.732956 sec): 3 clusters Score: Raw -302976.472725 + Penalty 2957.279309 = -300019.193416 nChanged 112 SP:Iteration 11Q (6372.842844 sec): 3 clusters Score: Raw -303042.397866 + Penalty 2957.279309 = -300085.118557 nChanged 71 SP:Iteration 12Q (6372.934606 sec): 3 clusters Score: Raw -303076.580999 + Penalty 2957.279309 = -300119.301690 nChanged 59 SP:Iteration 13Q (6373.027082 sec): 3 clusters Score: Raw -303107.164834 + Penalty 2957.279309 = -300149.885525 nChanged 50 SP:Iteration 14Q (6373.096902 sec): 3 clusters Score: Raw -303130.332076 + Penalty 2957.279309 = -300173.052767 nChanged 53 SP:Iteration 15Q (6373.188850 sec): 3 clusters Score: Raw -303157.740578 + Penalty 2957.279309 = -300200.461269 nChanged 52 SP:Iteration 16Q (6373.278641 sec): 3 clusters Score: Raw -303186.757077 + Penalty 2957.279309 = -300229.477768 nChanged 56 SP:Iteration 17Q (6373.375558 sec): 3 clusters Score: Raw -303213.625042 + Penalty 2957.279309 = -300256.345733 nChanged 50 SP:Iteration 18Q (6373.476685 sec): 3 clusters Score: Raw -303234.567541 + Penalty 2957.279309 = -300277.288232 nChanged 38 SP:Iteration 19Q (6373.561847 sec): 3 clusters Score: Raw -303256.064880 + Penalty 2957.279309 = -300298.785571 nChanged 39 SP:Iteration 20F (6373.669825 sec): 3 clusters Score: Raw -303279.264827 + Penalty 2957.279309 = -300321.985518 nChanged 32 SP:Iteration 21Q (6373.764362 sec): 3 clusters Score: Raw -303294.463166 + Penalty 2957.279309 = -300337.183857 nChanged 22 SP:Iteration 22Q (6373.868220 sec): 3 clusters Score: Raw -303305.549706 + Penalty 2957.279309 = -300348.270397 nChanged 21 SP:Iteration 23Q (6373.984873 sec): 3 clusters Score: Raw -303316.652726 + Penalty 2957.279309 = -300359.373417 nChanged 16 SP:Iteration 24Q (6374.105717 sec): 3 clusters Score: Raw -303324.015773 + Penalty 2957.279309 = -300366.736464 nChanged 11 SP:Iteration 25Q (6374.201110 sec): 3 clusters Score: Raw -303327.815289 + Penalty 2957.279309 = -300370.535980 nChanged 8 SP:Iteration 26Q (6374.305146 sec): 3 clusters Score: Raw -303332.538239 + Penalty 2957.279309 = -300375.258930 nChanged 7 SP:Iteration 27Q (6374.414358 sec): 3 clusters Score: Raw -303335.600665 + Penalty 2957.279309 = -300378.321356 nChanged 9 SP:Iteration 28Q (6374.496790 sec): 3 clusters Score: Raw -303339.485315 + Penalty 2957.279309 = -300382.206006 nChanged 7 SP:Iteration 29Q (6374.621319 sec): 3 clusters Score: Raw -303342.825222 + Penalty 2957.279309 = -300385.545913 nChanged 7 SP:Iteration 30Q (6374.718343 sec): 3 clusters Score: Raw -303344.617409 + Penalty 2957.279309 = -300387.338100 nChanged 4 SP:Iteration 31Q (6374.812566 sec): 3 clusters Score: Raw -303346.572275 + Penalty 2957.279309 = -300389.292966 nChanged 3 SP:Iteration 32Q (6374.911619 sec): 3 clusters Score: Raw -303347.457492 + Penalty 2957.279309 = -300390.178183 nChanged 2 SP:Iteration 33Q (6375.006791 sec): 3 clusters Score: Raw -303348.211893 + Penalty 2957.279309 = -300390.932584 nChanged 2 SP:Iteration 34Q (6375.099237 sec): 3 clusters Score: Raw -303349.147141 + Penalty 2957.279309 = -300391.867832 nChanged 2 SP:Iteration 35Q (6375.219309 sec): 3 clusters Score: Raw -303350.177817 + Penalty 2957.279309 = -300392.898508 nChanged 6 SP:Iteration 36Q (6375.327421 sec): 3 clusters Score: Raw -303352.558839 + Penalty 2957.279309 = -300395.279530 nChanged 10 SP:Iteration 37Q (6375.427625 sec): 3 clusters Score: Raw -303355.747276 + Penalty 2957.279309 = -300398.467967 nChanged 3 SP:Iteration 38Q (6375.536150 sec): 3 clusters Score: Raw -303356.472863 + Penalty 2957.279309 = -300399.193554 nChanged 1 SP:Iteration 39Q (6375.638164 sec): 3 clusters Score: Raw -303356.956295 + Penalty 2957.279309 = -300399.676986 nChanged 2 SP:Iteration 40F (6375.736534 sec): 3 clusters Score: Raw -303357.478127 + Penalty 2957.279309 = -300400.198818 nChanged 0 Trying to split cluster 32 (2003 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6375.788865 sec): 2 clusters Score: Raw -106577.721718 + Penalty 1334.221434 = -105243.500284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6375.894774 sec): 3 clusters Score: Raw -105775.184607 + Penalty 2668.442869 = -103106.741738 nChanged 727 SP:Iteration 1F (6375.981672 sec): 3 clusters Score: Raw -106387.097301 + Penalty 2668.442869 = -103718.654432 nChanged 197 SP:Iteration 2F (6376.066131 sec): 3 clusters Score: Raw -106645.367074 + Penalty 2668.442869 = -103976.924205 nChanged 141 SP:Iteration 3F (6376.167133 sec): 3 clusters Score: Raw -106862.925478 + Penalty 2668.442869 = -104194.482610 nChanged 121 SP:Iteration 4F (6376.266669 sec): 3 clusters Score: Raw -107012.987665 + Penalty 2668.442869 = -104344.544796 nChanged 89 SP:Iteration 5Q (6376.364848 sec): 3 clusters Score: Raw -107124.553250 + Penalty 2668.442869 = -104456.110381 nChanged 69 SP:Iteration 6Q (6376.451424 sec): 3 clusters Score: Raw -107219.398676 + Penalty 2668.442869 = -104550.955807 nChanged 67 SP:Iteration 7Q (6376.530703 sec): 3 clusters Score: Raw -107305.554899 + Penalty 2668.442869 = -104637.112030 nChanged 59 SP:Iteration 8Q (6376.615987 sec): 3 clusters Score: Raw -107370.657310 + Penalty 2668.442869 = -104702.214441 nChanged 50 SP:Iteration 9Q (6376.701974 sec): 3 clusters Score: Raw -107417.108278 + Penalty 2668.442869 = -104748.665410 nChanged 39 SP:Iteration 10Q (6376.784227 sec): 3 clusters Score: Raw -107458.365251 + Penalty 2668.442869 = -104789.922382 nChanged 32 SP:Iteration 11Q (6376.871968 sec): 3 clusters Score: Raw -107483.761802 + Penalty 2668.442869 = -104815.318934 nChanged 24 SP:Iteration 12Q (6376.955520 sec): 3 clusters Score: Raw -107499.160239 + Penalty 2668.442869 = -104830.717370 nChanged 17 SP:Iteration 13Q (6377.045016 sec): 3 clusters Score: Raw -107510.290973 + Penalty 2668.442869 = -104841.848104 nChanged 9 SP:Iteration 14Q (6377.124478 sec): 3 clusters Score: Raw -107515.826975 + Penalty 2668.442869 = -104847.384107 nChanged 8 SP:Iteration 15Q (6377.205970 sec): 3 clusters Score: Raw -107519.026851 + Penalty 2668.442869 = -104850.583982 nChanged 0 SP:Iteration 16F (6377.300237 sec): 3 clusters Score: Raw -107519.026851 + Penalty 2668.442869 = -104850.583982 nChanged 0 Trying to split cluster 33 (15437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6377.409930 sec): 2 clusters Score: Raw -1076386.587340 + Penalty 1692.613699 = -1074693.973640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6377.567852 sec): 3 clusters Score: Raw -1067176.741564 + Penalty 3385.227399 = -1063791.514165 nChanged 6978 SP:Iteration 1F (6377.699763 sec): 3 clusters Score: Raw -1071265.999408 + Penalty 3385.227399 = -1067880.772009 nChanged 1055 SP:Iteration 2F (6377.813493 sec): 3 clusters Score: Raw -1071854.155653 + Penalty 3385.227399 = -1068468.928254 nChanged 976 SP:Iteration 3F (6377.930718 sec): 3 clusters Score: Raw -1072360.732456 + Penalty 3385.227399 = -1068975.505057 nChanged 879 SP:Iteration 4F (6378.033859 sec): 3 clusters Score: Raw -1072799.684099 + Penalty 3385.227399 = -1069414.456700 nChanged 756 SP:Iteration 5Q (6378.126034 sec): 3 clusters Score: Raw -1073178.013871 + Penalty 3385.227399 = -1069792.786472 nChanged 648 SP:Iteration 6Q (6378.232006 sec): 3 clusters Score: Raw -1073524.077908 + Penalty 3385.227399 = -1070138.850509 nChanged 657 SP:Iteration 7Q (6378.358067 sec): 3 clusters Score: Raw -1073889.743245 + Penalty 3385.227399 = -1070504.515846 nChanged 593 SP:Iteration 8Q (6378.460206 sec): 3 clusters Score: Raw -1074234.848296 + Penalty 3385.227399 = -1070849.620897 nChanged 601 SP:Iteration 9Q (6378.570599 sec): 3 clusters Score: Raw -1074647.593412 + Penalty 3385.227399 = -1071262.366013 nChanged 574 SP:Iteration 10Q (6378.673129 sec): 3 clusters Score: Raw -1075051.796394 + Penalty 3385.227399 = -1071666.568995 nChanged 535 SP:Iteration 11Q (6378.807265 sec): 3 clusters Score: Raw -1075443.522117 + Penalty 3385.227399 = -1072058.294718 nChanged 443 SP:Iteration 12Q (6378.921739 sec): 3 clusters Score: Raw -1075765.176202 + Penalty 3385.227399 = -1072379.948803 nChanged 350 SP:Iteration 13Q (6379.028989 sec): 3 clusters Score: Raw -1076030.870759 + Penalty 3385.227399 = -1072645.643360 nChanged 282 SP:Iteration 14Q (6379.139621 sec): 3 clusters Score: Raw -1076233.768485 + Penalty 3385.227399 = -1072848.541086 nChanged 206 SP:Iteration 15Q (6379.231290 sec): 3 clusters Score: Raw -1076368.608078 + Penalty 3385.227399 = -1072983.380679 nChanged 136 SP:Iteration 16Q (6379.339838 sec): 3 clusters Score: Raw -1076448.810454 + Penalty 3385.227399 = -1073063.583055 nChanged 89 SP:Iteration 17Q (6379.467311 sec): 3 clusters Score: Raw -1076498.930714 + Penalty 3385.227399 = -1073113.703315 nChanged 68 SP:Iteration 18Q (6379.573380 sec): 3 clusters Score: Raw -1076539.207997 + Penalty 3385.227399 = -1073153.980599 nChanged 57 SP:Iteration 19Q (6379.678312 sec): 3 clusters Score: Raw -1076576.988433 + Penalty 3385.227399 = -1073191.761034 nChanged 52 SP:Iteration 20F (6379.787330 sec): 3 clusters Score: Raw -1076612.922145 + Penalty 3385.227399 = -1073227.694746 nChanged 50 SP:Iteration 21Q (6379.891467 sec): 3 clusters Score: Raw -1076639.546974 + Penalty 3385.227399 = -1073254.319575 nChanged 42 SP:Iteration 22Q (6379.999870 sec): 3 clusters Score: Raw -1076662.055350 + Penalty 3385.227399 = -1073276.827951 nChanged 34 SP:Iteration 23Q (6380.110678 sec): 3 clusters Score: Raw -1076686.977758 + Penalty 3385.227399 = -1073301.750359 nChanged 34 SP:Iteration 24Q (6380.209592 sec): 3 clusters Score: Raw -1076710.112241 + Penalty 3385.227399 = -1073324.884842 nChanged 30 SP:Iteration 25Q (6380.297681 sec): 3 clusters Score: Raw -1076729.310939 + Penalty 3385.227399 = -1073344.083540 nChanged 17 SP:Iteration 26Q (6380.424868 sec): 3 clusters Score: Raw -1076738.630224 + Penalty 3385.227399 = -1073353.402825 nChanged 20 SP:Iteration 27Q (6380.534570 sec): 3 clusters Score: Raw -1076747.598374 + Penalty 3385.227399 = -1073362.370975 nChanged 10 SP:Iteration 28Q (6380.641640 sec): 3 clusters Score: Raw -1076752.901413 + Penalty 3385.227399 = -1073367.674014 nChanged 8 SP:Iteration 29Q (6380.738066 sec): 3 clusters Score: Raw -1076757.327321 + Penalty 3385.227399 = -1073372.099922 nChanged 9 SP:Iteration 30Q (6380.847557 sec): 3 clusters Score: Raw -1076763.244551 + Penalty 3385.227399 = -1073378.017152 nChanged 14 SP:Iteration 31Q (6380.958604 sec): 3 clusters Score: Raw -1076771.391252 + Penalty 3385.227399 = -1073386.163853 nChanged 16 SP:Iteration 32Q (6381.062583 sec): 3 clusters Score: Raw -1076781.638875 + Penalty 3385.227399 = -1073396.411476 nChanged 13 SP:Iteration 33Q (6381.174415 sec): 3 clusters Score: Raw -1076790.066396 + Penalty 3385.227399 = -1073404.838997 nChanged 9 SP:Iteration 34Q (6381.286182 sec): 3 clusters Score: Raw -1076795.503720 + Penalty 3385.227399 = -1073410.276321 nChanged 5 SP:Iteration 35Q (6381.398466 sec): 3 clusters Score: Raw -1076799.213930 + Penalty 3385.227399 = -1073413.986531 nChanged 6 SP:Iteration 36Q (6381.507891 sec): 3 clusters Score: Raw -1076803.709459 + Penalty 3385.227399 = -1073418.482060 nChanged 4 SP:Iteration 37Q (6381.618793 sec): 3 clusters Score: Raw -1076804.778043 + Penalty 3385.227399 = -1073419.550644 nChanged 1 SP:Iteration 38Q (6381.728623 sec): 3 clusters Score: Raw -1076805.092003 + Penalty 3385.227399 = -1073419.864604 nChanged 1 SP:Iteration 39Q (6381.835473 sec): 3 clusters Score: Raw -1076805.372421 + Penalty 3385.227399 = -1073420.145022 nChanged 0 SP:Iteration 40F (6381.948532 sec): 3 clusters Score: Raw -1076805.372421 + Penalty 3385.227399 = -1073420.145022 nChanged 0 Iteration 179Q (6386.515342 sec): 37 clusters Score: Raw -11983513.188403 + Penalty 77209.106974 = -11906304.081429 nChanged 1298 Iteration 180F (6393.386604 sec): 37 clusters Score: Raw -11984570.809369 + Penalty 77209.106974 = -11907361.702395 nChanged 1045 Iteration 181Q (6397.998836 sec): 37 clusters Score: Raw -11985123.856375 + Penalty 77209.106974 = -11907914.749400 nChanged 764 Iteration 182Q (6402.345394 sec): 37 clusters Score: Raw -11985456.899028 + Penalty 77209.106974 = -11908247.792053 nChanged 648 Iteration 183Q (6406.472676 sec): 37 clusters Score: Raw -11985665.485985 + Penalty 77209.106974 = -11908456.379010 nChanged 536 Iteration 184Q (6410.736448 sec): 37 clusters Score: Raw -11985805.164723 + Penalty 77209.106974 = -11908596.057749 nChanged 430 Iteration 185Q (6415.086681 sec): 37 clusters Score: Raw -11985898.255668 + Penalty 77209.106974 = -11908689.148694 nChanged 393 Iteration 186Q (6419.861292 sec): 37 clusters Score: Raw -11985977.670020 + Penalty 77209.106974 = -11908768.563046 nChanged 358 Iteration 187Q (6423.982028 sec): 37 clusters Score: Raw -11986049.368141 + Penalty 77209.106974 = -11908840.261167 nChanged 355 Iteration 188Q (6428.319606 sec): 37 clusters Score: Raw -11986113.134507 + Penalty 77209.106974 = -11908904.027533 nChanged 271 Iteration 189Q (6432.528763 sec): 37 clusters Score: Raw -11986170.818974 + Penalty 77209.106974 = -11908961.711999 nChanged 246 Iteration 190Q (6437.255683 sec): 37 clusters Score: Raw -11986222.045046 + Penalty 77209.106974 = -11909012.938071 nChanged 247 Iteration 191Q (6441.639625 sec): 37 clusters Score: Raw -11986275.056166 + Penalty 77209.106974 = -11909065.949192 nChanged 234 Iteration 192Q (6445.817370 sec): 37 clusters Score: Raw -11986327.342909 + Penalty 77209.106974 = -11909118.235935 nChanged 246 Iteration 193Q (6449.898040 sec): 37 clusters Score: Raw -11986377.572241 + Penalty 77209.106974 = -11909168.465267 nChanged 231 Iteration 194Q (6454.028946 sec): 37 clusters Score: Raw -11986415.774811 + Penalty 77209.106974 = -11909206.667836 nChanged 224 Iteration 195Q (6458.944476 sec): 37 clusters Score: Raw -11986453.656043 + Penalty 77209.106974 = -11909244.549069 nChanged 211 Iteration 196Q (6463.204830 sec): 37 clusters Score: Raw -11986492.865707 + Penalty 77209.106974 = -11909283.758733 nChanged 186 Iteration 197Q (6467.408707 sec): 37 clusters Score: Raw -11986524.284447 + Penalty 77209.106974 = -11909315.177472 nChanged 154 Iteration 198Q (6471.565247 sec): 37 clusters Score: Raw -11986558.566864 + Penalty 77209.106974 = -11909349.459890 nChanged 153 Iteration 199Q (6475.925045 sec): 37 clusters Score: Raw -11986596.845154 + Penalty 77209.106974 = -11909387.738180 nChanged 138 Iteration 200F (6483.339456 sec): 37 clusters Score: Raw -11986625.174236 + Penalty 77209.106974 = -11909416.067262 nChanged 151 Iteration 201Q (6487.634901 sec): 37 clusters Score: Raw -11986654.130202 + Penalty 77209.106974 = -11909445.023227 nChanged 149 Iteration 202Q (6491.863634 sec): 37 clusters Score: Raw -11986682.918910 + Penalty 77209.106974 = -11909473.811935 nChanged 130 Iteration 203Q (6496.038989 sec): 37 clusters Score: Raw -11986714.317423 + Penalty 77209.106974 = -11909505.210449 nChanged 133 Iteration 204Q (6500.921516 sec): 37 clusters Score: Raw -11986737.830580 + Penalty 77209.106974 = -11909528.723605 nChanged 111 Iteration 205Q (6505.142001 sec): 37 clusters Score: Raw -11986755.530410 + Penalty 77209.106974 = -11909546.423435 nChanged 84 Iteration 206Q (6509.280638 sec): 37 clusters Score: Raw -11986770.068658 + Penalty 77209.106974 = -11909560.961684 nChanged 85 Iteration 207Q (6513.478991 sec): 37 clusters Score: Raw -11986782.361329 + Penalty 77209.106974 = -11909573.254355 nChanged 82 Iteration 208Q (6517.864410 sec): 37 clusters Score: Raw -11986794.445130 + Penalty 77209.106974 = -11909585.338155 nChanged 82 Iteration 209Q (6522.662794 sec): 37 clusters Score: Raw -11986806.270840 + Penalty 77209.106974 = -11909597.163865 nChanged 54 Iteration 210Q (6526.792105 sec): 37 clusters Score: Raw -11986815.689359 + Penalty 77209.106974 = -11909606.582384 nChanged 55 Iteration 211Q (6530.996088 sec): 37 clusters Score: Raw -11986823.405021 + Penalty 77209.106974 = -11909614.298046 nChanged 41 Iteration 212Q (6535.119539 sec): 37 clusters Score: Raw -11986830.178877 + Penalty 77209.106974 = -11909621.071903 nChanged 59 Iteration 213Q (6539.714239 sec): 37 clusters Score: Raw -11986841.797147 + Penalty 77209.106974 = -11909632.690172 nChanged 44 Iteration 214Q (6544.154297 sec): 37 clusters Score: Raw -11986848.697976 + Penalty 77209.106974 = -11909639.591001 nChanged 33 Iteration 215Q (6548.127735 sec): 37 clusters Score: Raw -11986852.858120 + Penalty 77209.106974 = -11909643.751146 nChanged 27 Iteration 216Q (6552.156746 sec): 37 clusters Score: Raw -11986856.912049 + Penalty 77209.106974 = -11909647.805075 nChanged 30 Iteration 217Q (6556.359568 sec): 37 clusters Score: Raw -11986861.414600 + Penalty 77209.106974 = -11909652.307626 nChanged 28 Iteration 218Q (6561.399780 sec): 37 clusters Score: Raw -11986865.915563 + Penalty 77209.106974 = -11909656.808589 nChanged 29 Writing temp clu file Because OldScore, -11909652.307626, is greater than current (better) Score,-11909656.808589 Compute initial score before splitting: Score: Raw -11986865.915563 + Penalty 77209.106974 = -11909656.808589 Trying to split cluster 1 (5770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6561.655120 sec): 2 clusters Score: Raw -359282.511068 + Penalty 1519.905002 = -357762.606066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6561.750146 sec): 3 clusters Score: Raw -356323.493405 + Penalty 3039.810003 = -353283.683401 nChanged 2383 SP:Iteration 1F (6561.842002 sec): 3 clusters Score: Raw -357900.556987 + Penalty 3039.810003 = -354860.746984 nChanged 501 SP:Iteration 2F (6561.931335 sec): 3 clusters Score: Raw -358293.435284 + Penalty 3039.810003 = -355253.625281 nChanged 384 SP:Iteration 3F (6562.015788 sec): 3 clusters Score: Raw -358606.192068 + Penalty 3039.810003 = -355566.382065 nChanged 343 SP:Iteration 4F (6562.102214 sec): 3 clusters Score: Raw -358914.645895 + Penalty 3039.810003 = -355874.835892 nChanged 332 SP:Iteration 5F (6562.180129 sec): 3 clusters Score: Raw -359161.210213 + Penalty 3039.810003 = -356121.400209 nChanged 259 SP:Iteration 6Q (6562.262403 sec): 3 clusters Score: Raw -359351.135486 + Penalty 3039.810003 = -356311.325483 nChanged 248 SP:Iteration 7Q (6562.352177 sec): 3 clusters Score: Raw -359518.154775 + Penalty 3039.810003 = -356478.344772 nChanged 209 SP:Iteration 8Q (6562.435348 sec): 3 clusters Score: Raw -359660.290593 + Penalty 3039.810003 = -356620.480590 nChanged 165 SP:Iteration 9Q (6562.539149 sec): 3 clusters Score: Raw -359767.449740 + Penalty 3039.810003 = -356727.639736 nChanged 153 SP:Iteration 10Q (6562.607832 sec): 3 clusters Score: Raw -359857.813638 + Penalty 3039.810003 = -356818.003635 nChanged 135 SP:Iteration 11Q (6562.700432 sec): 3 clusters Score: Raw -359945.295637 + Penalty 3039.810003 = -356905.485634 nChanged 127 SP:Iteration 12Q (6562.810872 sec): 3 clusters Score: Raw -360018.082015 + Penalty 3039.810003 = -356978.272012 nChanged 112 SP:Iteration 13Q (6562.897918 sec): 3 clusters Score: Raw -360077.104335 + Penalty 3039.810003 = -357037.294332 nChanged 97 SP:Iteration 14Q (6562.976213 sec): 3 clusters Score: Raw -360127.207508 + Penalty 3039.810003 = -357087.397505 nChanged 90 SP:Iteration 15Q (6563.076115 sec): 3 clusters Score: Raw -360169.785291 + Penalty 3039.810003 = -357129.975288 nChanged 85 SP:Iteration 16Q (6563.166124 sec): 3 clusters Score: Raw -360204.766054 + Penalty 3039.810003 = -357164.956051 nChanged 73 SP:Iteration 17Q (6563.244336 sec): 3 clusters Score: Raw -360232.157984 + Penalty 3039.810003 = -357192.347981 nChanged 60 SP:Iteration 18Q (6563.361225 sec): 3 clusters Score: Raw -360255.178277 + Penalty 3039.810003 = -357215.368273 nChanged 58 SP:Iteration 19Q (6563.447788 sec): 3 clusters Score: Raw -360274.455267 + Penalty 3039.810003 = -357234.645264 nChanged 49 SP:Iteration 20F (6563.532364 sec): 3 clusters Score: Raw -360292.992954 + Penalty 3039.810003 = -357253.182951 nChanged 40 SP:Iteration 21Q (6563.639219 sec): 3 clusters Score: Raw -360306.085940 + Penalty 3039.810003 = -357266.275937 nChanged 37 SP:Iteration 22Q (6563.732421 sec): 3 clusters Score: Raw -360320.183756 + Penalty 3039.810003 = -357280.373753 nChanged 51 SP:Iteration 23Q (6563.826083 sec): 3 clusters Score: Raw -360339.970802 + Penalty 3039.810003 = -357300.160799 nChanged 41 SP:Iteration 24Q (6563.924828 sec): 3 clusters Score: Raw -360354.433401 + Penalty 3039.810003 = -357314.623398 nChanged 43 SP:Iteration 25Q (6564.019848 sec): 3 clusters Score: Raw -360368.326367 + Penalty 3039.810003 = -357328.516364 nChanged 38 SP:Iteration 26Q (6564.110689 sec): 3 clusters Score: Raw -360382.943944 + Penalty 3039.810003 = -357343.133941 nChanged 38 SP:Iteration 27Q (6564.206292 sec): 3 clusters Score: Raw -360398.050821 + Penalty 3039.810003 = -357358.240818 nChanged 42 SP:Iteration 28Q (6564.282606 sec): 3 clusters Score: Raw -360413.297317 + Penalty 3039.810003 = -357373.487314 nChanged 36 SP:Iteration 29Q (6564.392182 sec): 3 clusters Score: Raw -360428.692996 + Penalty 3039.810003 = -357388.882992 nChanged 41 SP:Iteration 30Q (6564.463936 sec): 3 clusters Score: Raw -360446.268491 + Penalty 3039.810003 = -357406.458488 nChanged 43 SP:Iteration 31Q (6564.575066 sec): 3 clusters Score: Raw -360466.163348 + Penalty 3039.810003 = -357426.353345 nChanged 36 SP:Iteration 32Q (6564.642790 sec): 3 clusters Score: Raw -360485.034165 + Penalty 3039.810003 = -357445.224162 nChanged 34 SP:Iteration 33Q (6564.723024 sec): 3 clusters Score: Raw -360501.796496 + Penalty 3039.810003 = -357461.986493 nChanged 32 SP:Iteration 34Q (6564.831534 sec): 3 clusters Score: Raw -360513.832281 + Penalty 3039.810003 = -357474.022278 nChanged 23 SP:Iteration 35Q (6564.921750 sec): 3 clusters Score: Raw -360519.834683 + Penalty 3039.810003 = -357480.024680 nChanged 12 SP:Iteration 36Q (6565.021374 sec): 3 clusters Score: Raw -360523.126340 + Penalty 3039.810003 = -357483.316337 nChanged 16 SP:Iteration 37Q (6565.113519 sec): 3 clusters Score: Raw -360529.383688 + Penalty 3039.810003 = -357489.573685 nChanged 24 SP:Iteration 38Q (6565.200276 sec): 3 clusters Score: Raw -360539.836684 + Penalty 3039.810003 = -357500.026681 nChanged 17 SP:Iteration 39Q (6565.280104 sec): 3 clusters Score: Raw -360543.397120 + Penalty 3039.810003 = -357503.587117 nChanged 7 SP:Iteration 40F (6565.370287 sec): 3 clusters Score: Raw -360545.084112 + Penalty 3039.810003 = -357505.274109 nChanged 4 SP:Iteration 41Q (6565.460302 sec): 3 clusters Score: Raw -360546.055211 + Penalty 3039.810003 = -357506.245208 nChanged 3 SP:Iteration 42Q (6565.549172 sec): 3 clusters Score: Raw -360546.951740 + Penalty 3039.810003 = -357507.141736 nChanged 3 SP:Iteration 43Q (6565.643435 sec): 3 clusters Score: Raw -360547.701298 + Penalty 3039.810003 = -357507.891295 nChanged 5 SP:Iteration 44Q (6565.740437 sec): 3 clusters Score: Raw -360548.964624 + Penalty 3039.810003 = -357509.154620 nChanged 1 SP:Iteration 45Q (6565.839237 sec): 3 clusters Score: Raw -360549.451963 + Penalty 3039.810003 = -357509.641960 nChanged 2 SP:Iteration 46Q (6565.944529 sec): 3 clusters Score: Raw -360550.088588 + Penalty 3039.810003 = -357510.278585 nChanged 5 SP:Iteration 47Q (6566.052754 sec): 3 clusters Score: Raw -360551.629487 + Penalty 3039.810003 = -357511.819483 nChanged 1 SP:Iteration 48Q (6566.130092 sec): 3 clusters Score: Raw -360551.730666 + Penalty 3039.810003 = -357511.920663 nChanged 0 SP:Iteration 49F (6566.244611 sec): 3 clusters Score: Raw -360551.730666 + Penalty 3039.810003 = -357511.920663 nChanged 0 Trying to split cluster 2 (1607 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6566.293724 sec): 2 clusters Score: Raw -80321.832835 + Penalty 1295.562826 = -79026.270008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6566.382040 sec): 3 clusters Score: Raw -79715.180886 + Penalty 2591.125652 = -77124.055234 nChanged 516 SP:Iteration 1F (6566.463680 sec): 3 clusters Score: Raw -80198.685671 + Penalty 2591.125652 = -77607.560018 nChanged 157 SP:Iteration 2F (6566.551924 sec): 3 clusters Score: Raw -80452.097261 + Penalty 2591.125652 = -77860.971609 nChanged 119 SP:Iteration 3F (6566.638555 sec): 3 clusters Score: Raw -80646.303543 + Penalty 2591.125652 = -78055.177891 nChanged 82 SP:Iteration 4F (6566.725532 sec): 3 clusters Score: Raw -80789.510095 + Penalty 2591.125652 = -78198.384442 nChanged 78 SP:Iteration 5Q (6566.815031 sec): 3 clusters Score: Raw -80918.693877 + Penalty 2591.125652 = -78327.568225 nChanged 70 SP:Iteration 6Q (6566.898185 sec): 3 clusters Score: Raw -81011.743188 + Penalty 2591.125652 = -78420.617536 nChanged 44 SP:Iteration 7Q (6566.985066 sec): 3 clusters Score: Raw -81068.093739 + Penalty 2591.125652 = -78476.968086 nChanged 41 SP:Iteration 8Q (6567.074046 sec): 3 clusters Score: Raw -81119.454998 + Penalty 2591.125652 = -78528.329346 nChanged 37 SP:Iteration 9Q (6567.160331 sec): 3 clusters Score: Raw -81162.287848 + Penalty 2591.125652 = -78571.162195 nChanged 33 SP:Iteration 10Q (6567.250739 sec): 3 clusters Score: Raw -81201.236608 + Penalty 2591.125652 = -78610.110955 nChanged 39 SP:Iteration 11Q (6567.330260 sec): 3 clusters Score: Raw -81243.365033 + Penalty 2591.125652 = -78652.239380 nChanged 32 SP:Iteration 12Q (6567.406731 sec): 3 clusters Score: Raw -81270.135077 + Penalty 2591.125652 = -78679.009424 nChanged 15 SP:Iteration 13Q (6567.488685 sec): 3 clusters Score: Raw -81282.647326 + Penalty 2591.125652 = -78691.521674 nChanged 10 SP:Iteration 14Q (6567.549685 sec): 3 clusters Score: Raw -81292.860059 + Penalty 2591.125652 = -78701.734407 nChanged 10 SP:Iteration 15Q (6567.636404 sec): 3 clusters Score: Raw -81305.068521 + Penalty 2591.125652 = -78713.942869 nChanged 11 SP:Iteration 16Q (6567.702851 sec): 3 clusters Score: Raw -81313.928915 + Penalty 2591.125652 = -78722.803263 nChanged 9 SP:Iteration 17Q (6567.781401 sec): 3 clusters Score: Raw -81323.044578 + Penalty 2591.125652 = -78731.918925 nChanged 9 SP:Iteration 18Q (6567.879179 sec): 3 clusters Score: Raw -81329.113251 + Penalty 2591.125652 = -78737.987599 nChanged 7 SP:Iteration 19Q (6567.934068 sec): 3 clusters Score: Raw -81332.991013 + Penalty 2591.125652 = -78741.865360 nChanged 4 SP:Iteration 20F (6568.017151 sec): 3 clusters Score: Raw -81335.971420 + Penalty 2591.125652 = -78744.845767 nChanged 2 SP:Iteration 21Q (6568.107606 sec): 3 clusters Score: Raw -81337.055645 + Penalty 2591.125652 = -78745.929993 nChanged 0 SP:Iteration 22F (6568.188119 sec): 3 clusters Score: Raw -81337.055645 + Penalty 2591.125652 = -78745.929993 nChanged 0 Trying to split cluster 3 (5235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6568.254931 sec): 2 clusters Score: Raw -346080.703494 + Penalty 1502.827933 = -344577.875561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6568.359685 sec): 3 clusters Score: Raw -343484.804927 + Penalty 3005.655865 = -340479.149062 nChanged 2062 SP:Iteration 1F (6568.435185 sec): 3 clusters Score: Raw -344682.999423 + Penalty 3005.655865 = -341677.343558 nChanged 421 SP:Iteration 2F (6568.518450 sec): 3 clusters Score: Raw -345021.173792 + Penalty 3005.655865 = -342015.517927 nChanged 368 SP:Iteration 3F (6568.619703 sec): 3 clusters Score: Raw -345294.352841 + Penalty 3005.655865 = -342288.696976 nChanged 320 SP:Iteration 4F (6568.713436 sec): 3 clusters Score: Raw -345530.185303 + Penalty 3005.655865 = -342524.529438 nChanged 271 SP:Iteration 5F (6568.782079 sec): 3 clusters Score: Raw -345737.779901 + Penalty 3005.655865 = -342732.124036 nChanged 257 SP:Iteration 6Q (6568.870125 sec): 3 clusters Score: Raw -345928.879460 + Penalty 3005.655865 = -342923.223595 nChanged 218 SP:Iteration 7Q (6568.959822 sec): 3 clusters Score: Raw -346074.574985 + Penalty 3005.655865 = -343068.919119 nChanged 180 SP:Iteration 8Q (6569.051042 sec): 3 clusters Score: Raw -346168.590807 + Penalty 3005.655865 = -343162.934942 nChanged 134 SP:Iteration 9Q (6569.154091 sec): 3 clusters Score: Raw -346237.880949 + Penalty 3005.655865 = -343232.225084 nChanged 113 SP:Iteration 10Q (6569.248912 sec): 3 clusters Score: Raw -346295.215169 + Penalty 3005.655865 = -343289.559304 nChanged 81 SP:Iteration 11Q (6569.363570 sec): 3 clusters Score: Raw -346337.032488 + Penalty 3005.655865 = -343331.376623 nChanged 70 SP:Iteration 12Q (6569.448019 sec): 3 clusters Score: Raw -346371.593105 + Penalty 3005.655865 = -343365.937239 nChanged 64 SP:Iteration 13Q (6569.547780 sec): 3 clusters Score: Raw -346398.420470 + Penalty 3005.655865 = -343392.764605 nChanged 56 SP:Iteration 14Q (6569.642508 sec): 3 clusters Score: Raw -346420.655149 + Penalty 3005.655865 = -343414.999283 nChanged 53 SP:Iteration 15Q (6569.726756 sec): 3 clusters Score: Raw -346445.079363 + Penalty 3005.655865 = -343439.423497 nChanged 58 SP:Iteration 16Q (6569.818550 sec): 3 clusters Score: Raw -346467.756954 + Penalty 3005.655865 = -343462.101088 nChanged 51 SP:Iteration 17Q (6569.898559 sec): 3 clusters Score: Raw -346489.021757 + Penalty 3005.655865 = -343483.365892 nChanged 50 SP:Iteration 18Q (6569.974985 sec): 3 clusters Score: Raw -346506.628347 + Penalty 3005.655865 = -343500.972482 nChanged 44 SP:Iteration 19Q (6570.068487 sec): 3 clusters Score: Raw -346523.026104 + Penalty 3005.655865 = -343517.370239 nChanged 31 SP:Iteration 20F (6570.169984 sec): 3 clusters Score: Raw -346532.786826 + Penalty 3005.655865 = -343527.130961 nChanged 23 SP:Iteration 21Q (6570.272132 sec): 3 clusters Score: Raw -346538.027889 + Penalty 3005.655865 = -343532.372024 nChanged 12 SP:Iteration 22Q (6570.360679 sec): 3 clusters Score: Raw -346540.476995 + Penalty 3005.655865 = -343534.821130 nChanged 12 SP:Iteration 23Q (6570.439592 sec): 3 clusters Score: Raw -346542.602388 + Penalty 3005.655865 = -343536.946523 nChanged 8 SP:Iteration 24Q (6570.542542 sec): 3 clusters Score: Raw -346545.037820 + Penalty 3005.655865 = -343539.381954 nChanged 13 SP:Iteration 25Q (6570.654363 sec): 3 clusters Score: Raw -346548.520883 + Penalty 3005.655865 = -343542.865018 nChanged 9 SP:Iteration 26Q (6570.760633 sec): 3 clusters Score: Raw -346550.684729 + Penalty 3005.655865 = -343545.028864 nChanged 10 SP:Iteration 27Q (6570.904364 sec): 3 clusters Score: Raw -346553.408488 + Penalty 3005.655865 = -343547.752622 nChanged 7 SP:Iteration 28Q (6570.992139 sec): 3 clusters Score: Raw -346554.691572 + Penalty 3005.655865 = -343549.035706 nChanged 9 SP:Iteration 29Q (6571.105769 sec): 3 clusters Score: Raw -346556.672304 + Penalty 3005.655865 = -343551.016439 nChanged 9 SP:Iteration 30Q (6571.202400 sec): 3 clusters Score: Raw -346559.094772 + Penalty 3005.655865 = -343553.438907 nChanged 11 SP:Iteration 31Q (6571.306972 sec): 3 clusters Score: Raw -346561.503037 + Penalty 3005.655865 = -343555.847172 nChanged 11 SP:Iteration 32Q (6571.419966 sec): 3 clusters Score: Raw -346564.101299 + Penalty 3005.655865 = -343558.445433 nChanged 6 SP:Iteration 33Q (6571.527952 sec): 3 clusters Score: Raw -346566.259707 + Penalty 3005.655865 = -343560.603841 nChanged 4 SP:Iteration 34Q (6571.636954 sec): 3 clusters Score: Raw -346566.983417 + Penalty 3005.655865 = -343561.327551 nChanged 4 SP:Iteration 35Q (6571.758508 sec): 3 clusters Score: Raw -346567.842730 + Penalty 3005.655865 = -343562.186864 nChanged 2 SP:Iteration 36Q (6571.866627 sec): 3 clusters Score: Raw -346568.190969 + Penalty 3005.655865 = -343562.535104 nChanged 1 SP:Iteration 37Q (6571.981979 sec): 3 clusters Score: Raw -346568.338090 + Penalty 3005.655865 = -343562.682225 nChanged 0 SP:Iteration 38F (6572.086931 sec): 3 clusters Score: Raw -346568.338090 + Penalty 3005.655865 = -343562.682225 nChanged 0 Trying to split cluster 4 (7560 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6572.135154 sec): 2 clusters Score: Raw -415811.676811 + Penalty 1567.324945 = -414244.351865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6572.265983 sec): 3 clusters Score: Raw -411712.107532 + Penalty 3134.649891 = -408577.457641 nChanged 3210 SP:Iteration 1F (6572.367033 sec): 3 clusters Score: Raw -413625.984887 + Penalty 3134.649891 = -410491.334996 nChanged 691 SP:Iteration 2F (6572.477094 sec): 3 clusters Score: Raw -414168.458601 + Penalty 3134.649891 = -411033.808710 nChanged 620 SP:Iteration 3F (6572.596173 sec): 3 clusters Score: Raw -414675.082614 + Penalty 3134.649891 = -411540.432724 nChanged 573 SP:Iteration 4F (6572.731128 sec): 3 clusters Score: Raw -415157.913068 + Penalty 3134.649891 = -412023.263178 nChanged 497 SP:Iteration 5F (6572.831861 sec): 3 clusters Score: Raw -415575.940559 + Penalty 3134.649891 = -412441.290668 nChanged 355 SP:Iteration 6Q (6572.938948 sec): 3 clusters Score: Raw -415823.922217 + Penalty 3134.649891 = -412689.272327 nChanged 277 SP:Iteration 7Q (6573.069661 sec): 3 clusters Score: Raw -415992.050116 + Penalty 3134.649891 = -412857.400225 nChanged 199 SP:Iteration 8Q (6573.178108 sec): 3 clusters Score: Raw -416097.141534 + Penalty 3134.649891 = -412962.491643 nChanged 149 SP:Iteration 9Q (6573.297898 sec): 3 clusters Score: Raw -416164.242445 + Penalty 3134.649891 = -413029.592554 nChanged 103 SP:Iteration 10Q (6573.413107 sec): 3 clusters Score: Raw -416201.660833 + Penalty 3134.649891 = -413067.010942 nChanged 84 SP:Iteration 11Q (6573.526313 sec): 3 clusters Score: Raw -416234.489195 + Penalty 3134.649891 = -413099.839305 nChanged 83 SP:Iteration 12Q (6573.652246 sec): 3 clusters Score: Raw -416267.541753 + Penalty 3134.649891 = -413132.891862 nChanged 59 SP:Iteration 13Q (6573.767568 sec): 3 clusters Score: Raw -416289.219842 + Penalty 3134.649891 = -413154.569952 nChanged 56 SP:Iteration 14Q (6573.873305 sec): 3 clusters Score: Raw -416309.075857 + Penalty 3134.649891 = -413174.425967 nChanged 59 SP:Iteration 15Q (6574.006873 sec): 3 clusters Score: Raw -416329.432340 + Penalty 3134.649891 = -413194.782449 nChanged 49 SP:Iteration 16Q (6574.100262 sec): 3 clusters Score: Raw -416342.928035 + Penalty 3134.649891 = -413208.278144 nChanged 46 SP:Iteration 17Q (6574.230698 sec): 3 clusters Score: Raw -416359.482790 + Penalty 3134.649891 = -413224.832899 nChanged 44 SP:Iteration 18Q (6574.335267 sec): 3 clusters Score: Raw -416372.987619 + Penalty 3134.649891 = -413238.337728 nChanged 44 SP:Iteration 19Q (6574.440744 sec): 3 clusters Score: Raw -416387.681801 + Penalty 3134.649891 = -413253.031911 nChanged 38 SP:Iteration 20F (6574.569261 sec): 3 clusters Score: Raw -416400.870030 + Penalty 3134.649891 = -413266.220139 nChanged 41 SP:Iteration 21Q (6574.708255 sec): 3 clusters Score: Raw -416412.526007 + Penalty 3134.649891 = -413277.876117 nChanged 40 SP:Iteration 22Q (6574.820038 sec): 3 clusters Score: Raw -416427.201571 + Penalty 3134.649891 = -413292.551680 nChanged 49 SP:Iteration 23Q (6574.937470 sec): 3 clusters Score: Raw -416442.034184 + Penalty 3134.649891 = -413307.384294 nChanged 27 SP:Iteration 24Q (6575.058278 sec): 3 clusters Score: Raw -416448.511978 + Penalty 3134.649891 = -413313.862087 nChanged 15 SP:Iteration 25Q (6575.186220 sec): 3 clusters Score: Raw -416451.871358 + Penalty 3134.649891 = -413317.221467 nChanged 15 SP:Iteration 26Q (6575.307647 sec): 3 clusters Score: Raw -416454.396208 + Penalty 3134.649891 = -413319.746318 nChanged 8 SP:Iteration 27Q (6575.417506 sec): 3 clusters Score: Raw -416455.321870 + Penalty 3134.649891 = -413320.671980 nChanged 6 SP:Iteration 28Q (6575.520411 sec): 3 clusters Score: Raw -416456.422813 + Penalty 3134.649891 = -413321.772923 nChanged 9 SP:Iteration 29Q (6575.626591 sec): 3 clusters Score: Raw -416458.192095 + Penalty 3134.649891 = -413323.542204 nChanged 11 SP:Iteration 30Q (6575.734495 sec): 3 clusters Score: Raw -416460.429973 + Penalty 3134.649891 = -413325.780082 nChanged 13 SP:Iteration 31Q (6575.812852 sec): 3 clusters Score: Raw -416462.900873 + Penalty 3134.649891 = -413328.250983 nChanged 7 SP:Iteration 32Q (6575.938343 sec): 3 clusters Score: Raw -416463.687283 + Penalty 3134.649891 = -413329.037392 nChanged 3 SP:Iteration 33Q (6576.027193 sec): 3 clusters Score: Raw -416464.142153 + Penalty 3134.649891 = -413329.492263 nChanged 3 SP:Iteration 34Q (6576.152012 sec): 3 clusters Score: Raw -416464.735351 + Penalty 3134.649891 = -413330.085460 nChanged 5 SP:Iteration 35Q (6576.247490 sec): 3 clusters Score: Raw -416466.016499 + Penalty 3134.649891 = -413331.366609 nChanged 6 SP:Iteration 36Q (6576.347959 sec): 3 clusters Score: Raw -416466.908313 + Penalty 3134.649891 = -413332.258422 nChanged 7 SP:Iteration 37Q (6576.467022 sec): 3 clusters Score: Raw -416468.174956 + Penalty 3134.649891 = -413333.525065 nChanged 7 SP:Iteration 38Q (6576.582797 sec): 3 clusters Score: Raw -416469.094036 + Penalty 3134.649891 = -413334.444145 nChanged 9 SP:Iteration 39Q (6576.693400 sec): 3 clusters Score: Raw -416470.813554 + Penalty 3134.649891 = -413336.163663 nChanged 4 SP:Iteration 40F (6576.793050 sec): 3 clusters Score: Raw -416471.305168 + Penalty 3134.649891 = -413336.655278 nChanged 2 SP:Iteration 41Q (6576.884996 sec): 3 clusters Score: Raw -416471.633314 + Penalty 3134.649891 = -413336.983424 nChanged 1 SP:Iteration 42Q (6576.978467 sec): 3 clusters Score: Raw -416471.832697 + Penalty 3134.649891 = -413337.182806 nChanged 2 SP:Iteration 43Q (6577.077280 sec): 3 clusters Score: Raw -416472.029656 + Penalty 3134.649891 = -413337.379765 nChanged 0 SP:Iteration 44F (6577.186192 sec): 3 clusters Score: Raw -416472.029656 + Penalty 3134.649891 = -413337.379765 nChanged 0 Trying to split cluster 5 (6782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6577.269671 sec): 2 clusters Score: Raw -403747.888729 + Penalty 1548.265795 = -402199.622934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6577.357776 sec): 3 clusters Score: Raw -400197.948442 + Penalty 3096.531590 = -397101.416851 nChanged 2783 SP:Iteration 1F (6577.463313 sec): 3 clusters Score: Raw -401879.098549 + Penalty 3096.531590 = -398782.566958 nChanged 542 SP:Iteration 2F (6577.586230 sec): 3 clusters Score: Raw -402269.959220 + Penalty 3096.531590 = -399173.427630 nChanged 467 SP:Iteration 3F (6577.696081 sec): 3 clusters Score: Raw -402633.677830 + Penalty 3096.531590 = -399537.146240 nChanged 407 SP:Iteration 4F (6577.795334 sec): 3 clusters Score: Raw -402948.888917 + Penalty 3096.531590 = -399852.357327 nChanged 371 SP:Iteration 5F (6577.906909 sec): 3 clusters Score: Raw -403299.096196 + Penalty 3096.531590 = -400202.564606 nChanged 379 SP:Iteration 6F (6578.013811 sec): 3 clusters Score: Raw -403648.867153 + Penalty 3096.531590 = -400552.335563 nChanged 323 SP:Iteration 7Q (6578.125936 sec): 3 clusters Score: Raw -403949.090946 + Penalty 3096.531590 = -400852.559355 nChanged 269 SP:Iteration 8Q (6578.235801 sec): 3 clusters Score: Raw -404217.533211 + Penalty 3096.531590 = -401121.001621 nChanged 209 SP:Iteration 9Q (6578.324664 sec): 3 clusters Score: Raw -404412.046888 + Penalty 3096.531590 = -401315.515297 nChanged 166 SP:Iteration 10Q (6578.459713 sec): 3 clusters Score: Raw -404574.481713 + Penalty 3096.531590 = -401477.950122 nChanged 137 SP:Iteration 11Q (6578.577827 sec): 3 clusters Score: Raw -404686.899532 + Penalty 3096.531590 = -401590.367942 nChanged 107 SP:Iteration 12Q (6578.692162 sec): 3 clusters Score: Raw -404747.566055 + Penalty 3096.531590 = -401651.034464 nChanged 70 SP:Iteration 13Q (6578.786101 sec): 3 clusters Score: Raw -404788.513354 + Penalty 3096.531590 = -401691.981764 nChanged 61 SP:Iteration 14Q (6578.908817 sec): 3 clusters Score: Raw -404823.533974 + Penalty 3096.531590 = -401727.002384 nChanged 51 SP:Iteration 15Q (6579.028692 sec): 3 clusters Score: Raw -404854.336305 + Penalty 3096.531590 = -401757.804715 nChanged 47 SP:Iteration 16Q (6579.150098 sec): 3 clusters Score: Raw -404876.161453 + Penalty 3096.531590 = -401779.629862 nChanged 28 SP:Iteration 17Q (6579.264165 sec): 3 clusters Score: Raw -404889.009220 + Penalty 3096.531590 = -401792.477629 nChanged 32 SP:Iteration 18Q (6579.351410 sec): 3 clusters Score: Raw -404907.088879 + Penalty 3096.531590 = -401810.557289 nChanged 31 SP:Iteration 19Q (6579.483851 sec): 3 clusters Score: Raw -404921.565442 + Penalty 3096.531590 = -401825.033851 nChanged 30 SP:Iteration 20F (6579.607745 sec): 3 clusters Score: Raw -404937.626345 + Penalty 3096.531590 = -401841.094755 nChanged 28 SP:Iteration 21Q (6579.708436 sec): 3 clusters Score: Raw -404950.796720 + Penalty 3096.531590 = -401854.265130 nChanged 21 SP:Iteration 22Q (6579.816825 sec): 3 clusters Score: Raw -404957.457069 + Penalty 3096.531590 = -401860.925479 nChanged 18 SP:Iteration 23Q (6579.922000 sec): 3 clusters Score: Raw -404962.688878 + Penalty 3096.531590 = -401866.157288 nChanged 10 SP:Iteration 24Q (6580.028805 sec): 3 clusters Score: Raw -404965.623595 + Penalty 3096.531590 = -401869.092005 nChanged 8 SP:Iteration 25Q (6580.136688 sec): 3 clusters Score: Raw -404968.042948 + Penalty 3096.531590 = -401871.511357 nChanged 8 SP:Iteration 26Q (6580.235632 sec): 3 clusters Score: Raw -404969.990059 + Penalty 3096.531590 = -401873.458469 nChanged 12 SP:Iteration 27Q (6580.321207 sec): 3 clusters Score: Raw -404973.858090 + Penalty 3096.531590 = -401877.326500 nChanged 8 SP:Iteration 28Q (6580.434527 sec): 3 clusters Score: Raw -404975.821941 + Penalty 3096.531590 = -401879.290351 nChanged 5 SP:Iteration 29Q (6580.524368 sec): 3 clusters Score: Raw -404977.313958 + Penalty 3096.531590 = -401880.782368 nChanged 7 SP:Iteration 30Q (6580.633046 sec): 3 clusters Score: Raw -404979.559869 + Penalty 3096.531590 = -401883.028279 nChanged 9 SP:Iteration 31Q (6580.750874 sec): 3 clusters Score: Raw -404981.897736 + Penalty 3096.531590 = -401885.366146 nChanged 7 SP:Iteration 32Q (6580.854229 sec): 3 clusters Score: Raw -404983.931179 + Penalty 3096.531590 = -401887.399589 nChanged 7 SP:Iteration 33Q (6580.958986 sec): 3 clusters Score: Raw -404985.530960 + Penalty 3096.531590 = -401888.999370 nChanged 8 SP:Iteration 34Q (6581.034810 sec): 3 clusters Score: Raw -404988.054687 + Penalty 3096.531590 = -401891.523097 nChanged 9 SP:Iteration 35Q (6581.143800 sec): 3 clusters Score: Raw -404990.460843 + Penalty 3096.531590 = -401893.929253 nChanged 8 SP:Iteration 36Q (6581.225438 sec): 3 clusters Score: Raw -404992.169709 + Penalty 3096.531590 = -401895.638119 nChanged 3 SP:Iteration 37Q (6581.341596 sec): 3 clusters Score: Raw -404993.057246 + Penalty 3096.531590 = -401896.525656 nChanged 8 SP:Iteration 38Q (6581.455055 sec): 3 clusters Score: Raw -404996.280066 + Penalty 3096.531590 = -401899.748476 nChanged 18 SP:Iteration 39Q (6581.549049 sec): 3 clusters Score: Raw -405001.749107 + Penalty 3096.531590 = -401905.217516 nChanged 15 SP:Iteration 40F (6581.642242 sec): 3 clusters Score: Raw -405005.837012 + Penalty 3096.531590 = -401909.305422 nChanged 11 SP:Iteration 41Q (6581.744111 sec): 3 clusters Score: Raw -405009.775808 + Penalty 3096.531590 = -401913.244217 nChanged 12 SP:Iteration 42Q (6581.839411 sec): 3 clusters Score: Raw -405014.078325 + Penalty 3096.531590 = -401917.546735 nChanged 11 SP:Iteration 43Q (6581.933895 sec): 3 clusters Score: Raw -405016.982809 + Penalty 3096.531590 = -401920.451219 nChanged 10 SP:Iteration 44Q (6582.015974 sec): 3 clusters Score: Raw -405020.088966 + Penalty 3096.531590 = -401923.557376 nChanged 12 SP:Iteration 45Q (6582.117911 sec): 3 clusters Score: Raw -405024.176089 + Penalty 3096.531590 = -401927.644499 nChanged 9 SP:Iteration 46Q (6582.216026 sec): 3 clusters Score: Raw -405026.446224 + Penalty 3096.531590 = -401929.914634 nChanged 6 SP:Iteration 47Q (6582.288754 sec): 3 clusters Score: Raw -405028.678441 + Penalty 3096.531590 = -401932.146851 nChanged 9 SP:Iteration 48Q (6582.403284 sec): 3 clusters Score: Raw -405031.076232 + Penalty 3096.531590 = -401934.544642 nChanged 6 SP:Iteration 49Q (6582.492853 sec): 3 clusters Score: Raw -405032.603657 + Penalty 3096.531590 = -401936.072066 nChanged 4 SP:Iteration 50Q (6582.584021 sec): 3 clusters Score: Raw -405033.769388 + Penalty 3096.531590 = -401937.237798 nChanged 4 SP:Iteration 51Q (6582.674172 sec): 3 clusters Score: Raw -405035.001482 + Penalty 3096.531590 = -401938.469892 nChanged 9 SP:Iteration 52Q (6582.772519 sec): 3 clusters Score: Raw -405038.570388 + Penalty 3096.531590 = -401942.038798 nChanged 8 SP:Iteration 53Q (6582.866958 sec): 3 clusters Score: Raw -405040.971793 + Penalty 3096.531590 = -401944.440202 nChanged 5 SP:Iteration 54Q (6582.963693 sec): 3 clusters Score: Raw -405042.959296 + Penalty 3096.531590 = -401946.427705 nChanged 5 SP:Iteration 55Q (6583.052461 sec): 3 clusters Score: Raw -405044.558242 + Penalty 3096.531590 = -401948.026651 nChanged 4 SP:Iteration 56Q (6583.136402 sec): 3 clusters Score: Raw -405045.067733 + Penalty 3096.531590 = -401948.536143 nChanged 4 SP:Iteration 57Q (6583.227931 sec): 3 clusters Score: Raw -405045.950633 + Penalty 3096.531590 = -401949.419043 nChanged 4 SP:Iteration 58Q (6583.314322 sec): 3 clusters Score: Raw -405047.239017 + Penalty 3096.531590 = -401950.707427 nChanged 2 SP:Iteration 59Q (6583.395954 sec): 3 clusters Score: Raw -405047.757867 + Penalty 3096.531590 = -401951.226276 nChanged 1 SP:Iteration 60F (6583.498901 sec): 3 clusters Score: Raw -405048.115926 + Penalty 3096.531590 = -401951.584336 nChanged 1 SP:Iteration 61Q (6583.572246 sec): 3 clusters Score: Raw -405048.399929 + Penalty 3096.531590 = -401951.868339 nChanged 1 SP:Iteration 62Q (6583.680000 sec): 3 clusters Score: Raw -405048.722470 + Penalty 3096.531590 = -401952.190879 nChanged 3 SP:Iteration 63Q (6583.773786 sec): 3 clusters Score: Raw -405049.487298 + Penalty 3096.531590 = -401952.955708 nChanged 2 SP:Iteration 64Q (6583.864412 sec): 3 clusters Score: Raw -405049.905644 + Penalty 3096.531590 = -401953.374054 nChanged 0 SP:Iteration 65F (6583.936071 sec): 3 clusters Score: Raw -405049.905644 + Penalty 3096.531590 = -401953.374054 nChanged 0 Trying to split cluster 6 (7067 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6583.991525 sec): 2 clusters Score: Raw -490991.392213 + Penalty 1555.490080 = -489435.902133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6584.104037 sec): 3 clusters Score: Raw -487164.713791 + Penalty 3110.980161 = -484053.733631 nChanged 2941 SP:Iteration 1F (6584.200295 sec): 3 clusters Score: Raw -488687.284263 + Penalty 3110.980161 = -485576.304102 nChanged 481 SP:Iteration 2F (6584.298115 sec): 3 clusters Score: Raw -488940.989843 + Penalty 3110.980161 = -485830.009683 nChanged 390 SP:Iteration 3F (6584.374212 sec): 3 clusters Score: Raw -489159.942084 + Penalty 3110.980161 = -486048.961923 nChanged 369 SP:Iteration 4F (6584.481462 sec): 3 clusters Score: Raw -489369.137389 + Penalty 3110.980161 = -486258.157228 nChanged 385 SP:Iteration 5F (6584.574403 sec): 3 clusters Score: Raw -489591.597782 + Penalty 3110.980161 = -486480.617622 nChanged 321 SP:Iteration 6Q (6584.674291 sec): 3 clusters Score: Raw -489755.520916 + Penalty 3110.980161 = -486644.540756 nChanged 270 SP:Iteration 7Q (6584.766455 sec): 3 clusters Score: Raw -489898.543437 + Penalty 3110.980161 = -486787.563276 nChanged 256 SP:Iteration 8Q (6584.859213 sec): 3 clusters Score: Raw -490026.338098 + Penalty 3110.980161 = -486915.357937 nChanged 251 SP:Iteration 9Q (6584.935137 sec): 3 clusters Score: Raw -490154.125479 + Penalty 3110.980161 = -487043.145318 nChanged 216 SP:Iteration 10Q (6585.049145 sec): 3 clusters Score: Raw -490252.500815 + Penalty 3110.980161 = -487141.520655 nChanged 185 SP:Iteration 11Q (6585.128642 sec): 3 clusters Score: Raw -490326.862939 + Penalty 3110.980161 = -487215.882779 nChanged 139 SP:Iteration 12Q (6585.236219 sec): 3 clusters Score: Raw -490391.812008 + Penalty 3110.980161 = -487280.831848 nChanged 131 SP:Iteration 13Q (6585.313512 sec): 3 clusters Score: Raw -490439.320749 + Penalty 3110.980161 = -487328.340588 nChanged 109 SP:Iteration 14Q (6585.402019 sec): 3 clusters Score: Raw -490476.621084 + Penalty 3110.980161 = -487365.640923 nChanged 96 SP:Iteration 15Q (6585.504077 sec): 3 clusters Score: Raw -490512.518359 + Penalty 3110.980161 = -487401.538198 nChanged 120 SP:Iteration 16Q (6585.578568 sec): 3 clusters Score: Raw -490557.144512 + Penalty 3110.980161 = -487446.164351 nChanged 104 SP:Iteration 17Q (6585.663559 sec): 3 clusters Score: Raw -490595.669299 + Penalty 3110.980161 = -487484.689138 nChanged 88 SP:Iteration 18Q (6585.751388 sec): 3 clusters Score: Raw -490627.467002 + Penalty 3110.980161 = -487516.486841 nChanged 77 SP:Iteration 19Q (6585.844308 sec): 3 clusters Score: Raw -490651.858851 + Penalty 3110.980161 = -487540.878691 nChanged 59 SP:Iteration 20F (6585.953272 sec): 3 clusters Score: Raw -490667.619565 + Penalty 3110.980161 = -487556.639405 nChanged 62 SP:Iteration 21Q (6586.044966 sec): 3 clusters Score: Raw -490691.710463 + Penalty 3110.980161 = -487580.730302 nChanged 68 SP:Iteration 22Q (6586.127475 sec): 3 clusters Score: Raw -490714.925570 + Penalty 3110.980161 = -487603.945409 nChanged 78 SP:Iteration 23Q (6586.233953 sec): 3 clusters Score: Raw -490745.609731 + Penalty 3110.980161 = -487634.629571 nChanged 87 SP:Iteration 24Q (6586.322376 sec): 3 clusters Score: Raw -490775.475969 + Penalty 3110.980161 = -487664.495809 nChanged 74 SP:Iteration 25Q (6586.400933 sec): 3 clusters Score: Raw -490799.874414 + Penalty 3110.980161 = -487688.894254 nChanged 79 SP:Iteration 26Q (6586.495012 sec): 3 clusters Score: Raw -490828.325601 + Penalty 3110.980161 = -487717.345441 nChanged 77 SP:Iteration 27Q (6586.598941 sec): 3 clusters Score: Raw -490854.367750 + Penalty 3110.980161 = -487743.387589 nChanged 62 SP:Iteration 28Q (6586.689200 sec): 3 clusters Score: Raw -490875.376103 + Penalty 3110.980161 = -487764.395942 nChanged 64 SP:Iteration 29Q (6586.803692 sec): 3 clusters Score: Raw -490898.848347 + Penalty 3110.980161 = -487787.868187 nChanged 73 SP:Iteration 30Q (6586.900573 sec): 3 clusters Score: Raw -490924.368032 + Penalty 3110.980161 = -487813.387872 nChanged 68 SP:Iteration 31Q (6586.982615 sec): 3 clusters Score: Raw -490946.087162 + Penalty 3110.980161 = -487835.107001 nChanged 46 SP:Iteration 32Q (6587.084961 sec): 3 clusters Score: Raw -490960.742123 + Penalty 3110.980161 = -487849.761963 nChanged 51 SP:Iteration 33Q (6587.160259 sec): 3 clusters Score: Raw -490977.042400 + Penalty 3110.980161 = -487866.062239 nChanged 41 SP:Iteration 34Q (6587.272912 sec): 3 clusters Score: Raw -490990.272779 + Penalty 3110.980161 = -487879.292619 nChanged 39 SP:Iteration 35Q (6587.344882 sec): 3 clusters Score: Raw -491001.447895 + Penalty 3110.980161 = -487890.467735 nChanged 28 SP:Iteration 36Q (6587.463559 sec): 3 clusters Score: Raw -491010.264753 + Penalty 3110.980161 = -487899.284592 nChanged 26 SP:Iteration 37Q (6587.558920 sec): 3 clusters Score: Raw -491016.663708 + Penalty 3110.980161 = -487905.683547 nChanged 24 SP:Iteration 38Q (6587.632847 sec): 3 clusters Score: Raw -491022.385376 + Penalty 3110.980161 = -487911.405216 nChanged 17 SP:Iteration 39Q (6587.723626 sec): 3 clusters Score: Raw -491025.903422 + Penalty 3110.980161 = -487914.923261 nChanged 11 SP:Iteration 40F (6587.837138 sec): 3 clusters Score: Raw -491027.660506 + Penalty 3110.980161 = -487916.680345 nChanged 7 SP:Iteration 41Q (6587.940411 sec): 3 clusters Score: Raw -491029.535183 + Penalty 3110.980161 = -487918.555023 nChanged 10 SP:Iteration 42Q (6588.060221 sec): 3 clusters Score: Raw -491031.384696 + Penalty 3110.980161 = -487920.404535 nChanged 8 SP:Iteration 43Q (6588.190898 sec): 3 clusters Score: Raw -491032.606257 + Penalty 3110.980161 = -487921.626096 nChanged 7 SP:Iteration 44Q (6588.278290 sec): 3 clusters Score: Raw -491033.312817 + Penalty 3110.980161 = -487922.332657 nChanged 1 SP:Iteration 45Q (6588.375447 sec): 3 clusters Score: Raw -491033.428001 + Penalty 3110.980161 = -487922.447840 nChanged 0 SP:Iteration 46F (6588.491330 sec): 3 clusters Score: Raw -491033.428001 + Penalty 3110.980161 = -487922.447840 nChanged 0 Trying to split cluster 7 (6979 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6588.559491 sec): 2 clusters Score: Raw -437079.938197 + Penalty 1553.290991 = -435526.647206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6588.683436 sec): 3 clusters Score: Raw -433359.577897 + Penalty 3106.581983 = -430252.995914 nChanged 2903 SP:Iteration 1F (6588.786198 sec): 3 clusters Score: Raw -435091.531670 + Penalty 3106.581983 = -431984.949687 nChanged 560 SP:Iteration 2F (6588.886313 sec): 3 clusters Score: Raw -435427.526959 + Penalty 3106.581983 = -432320.944976 nChanged 454 SP:Iteration 3F (6588.997789 sec): 3 clusters Score: Raw -435702.056569 + Penalty 3106.581983 = -432595.474587 nChanged 356 SP:Iteration 4F (6589.112709 sec): 3 clusters Score: Raw -435916.336592 + Penalty 3106.581983 = -432809.754610 nChanged 333 SP:Iteration 5Q (6589.218870 sec): 3 clusters Score: Raw -436136.849887 + Penalty 3106.581983 = -433030.267905 nChanged 320 SP:Iteration 6Q (6589.326052 sec): 3 clusters Score: Raw -436356.353444 + Penalty 3106.581983 = -433249.771461 nChanged 298 SP:Iteration 7Q (6589.444349 sec): 3 clusters Score: Raw -436567.882484 + Penalty 3106.581983 = -433461.300502 nChanged 272 SP:Iteration 8Q (6589.580033 sec): 3 clusters Score: Raw -436776.445866 + Penalty 3106.581983 = -433669.863883 nChanged 268 SP:Iteration 9Q (6589.660854 sec): 3 clusters Score: Raw -436949.401471 + Penalty 3106.581983 = -433842.819489 nChanged 225 SP:Iteration 10Q (6589.778084 sec): 3 clusters Score: Raw -437102.277796 + Penalty 3106.581983 = -433995.695813 nChanged 177 SP:Iteration 11Q (6589.895190 sec): 3 clusters Score: Raw -437203.193678 + Penalty 3106.581983 = -434096.611696 nChanged 141 SP:Iteration 12Q (6590.006671 sec): 3 clusters Score: Raw -437279.508445 + Penalty 3106.581983 = -434172.926463 nChanged 123 SP:Iteration 13Q (6590.131908 sec): 3 clusters Score: Raw -437342.771360 + Penalty 3106.581983 = -434236.189378 nChanged 110 SP:Iteration 14Q (6590.226471 sec): 3 clusters Score: Raw -437391.702667 + Penalty 3106.581983 = -434285.120684 nChanged 108 SP:Iteration 15Q (6590.335497 sec): 3 clusters Score: Raw -437451.013023 + Penalty 3106.581983 = -434344.431041 nChanged 109 SP:Iteration 16Q (6590.472444 sec): 3 clusters Score: Raw -437502.268991 + Penalty 3106.581983 = -434395.687009 nChanged 96 SP:Iteration 17Q (6590.569562 sec): 3 clusters Score: Raw -437544.884136 + Penalty 3106.581983 = -434438.302154 nChanged 85 SP:Iteration 18Q (6590.667298 sec): 3 clusters Score: Raw -437578.920427 + Penalty 3106.581983 = -434472.338445 nChanged 75 SP:Iteration 19Q (6590.799481 sec): 3 clusters Score: Raw -437604.896621 + Penalty 3106.581983 = -434498.314638 nChanged 60 SP:Iteration 20F (6590.935189 sec): 3 clusters Score: Raw -437623.896468 + Penalty 3106.581983 = -434517.314486 nChanged 50 SP:Iteration 21Q (6591.015944 sec): 3 clusters Score: Raw -437643.063995 + Penalty 3106.581983 = -434536.482012 nChanged 61 SP:Iteration 22Q (6591.131063 sec): 3 clusters Score: Raw -437665.176428 + Penalty 3106.581983 = -434558.594446 nChanged 50 SP:Iteration 23Q (6591.259443 sec): 3 clusters Score: Raw -437682.792065 + Penalty 3106.581983 = -434576.210083 nChanged 59 SP:Iteration 24Q (6591.346403 sec): 3 clusters Score: Raw -437701.692151 + Penalty 3106.581983 = -434595.110168 nChanged 49 SP:Iteration 25Q (6591.486704 sec): 3 clusters Score: Raw -437713.915336 + Penalty 3106.581983 = -434607.333354 nChanged 41 SP:Iteration 26Q (6591.627105 sec): 3 clusters Score: Raw -437725.178320 + Penalty 3106.581983 = -434618.596338 nChanged 32 SP:Iteration 27Q (6591.722901 sec): 3 clusters Score: Raw -437734.873594 + Penalty 3106.581983 = -434628.291611 nChanged 25 SP:Iteration 28Q (6591.836475 sec): 3 clusters Score: Raw -437743.249463 + Penalty 3106.581983 = -434636.667481 nChanged 25 SP:Iteration 29Q (6591.952913 sec): 3 clusters Score: Raw -437750.409644 + Penalty 3106.581983 = -434643.827662 nChanged 24 SP:Iteration 30Q (6592.059684 sec): 3 clusters Score: Raw -437757.110718 + Penalty 3106.581983 = -434650.528735 nChanged 20 SP:Iteration 31Q (6592.173852 sec): 3 clusters Score: Raw -437762.265800 + Penalty 3106.581983 = -434655.683817 nChanged 24 SP:Iteration 32Q (6592.311046 sec): 3 clusters Score: Raw -437767.833141 + Penalty 3106.581983 = -434661.251158 nChanged 20 SP:Iteration 33Q (6592.400965 sec): 3 clusters Score: Raw -437772.960242 + Penalty 3106.581983 = -434666.378259 nChanged 19 SP:Iteration 34Q (6592.512699 sec): 3 clusters Score: Raw -437778.171719 + Penalty 3106.581983 = -434671.589736 nChanged 18 SP:Iteration 35Q (6592.615744 sec): 3 clusters Score: Raw -437784.676261 + Penalty 3106.581983 = -434678.094278 nChanged 19 SP:Iteration 36Q (6592.730151 sec): 3 clusters Score: Raw -437790.498121 + Penalty 3106.581983 = -434683.916138 nChanged 14 SP:Iteration 37Q (6592.856924 sec): 3 clusters Score: Raw -437793.425302 + Penalty 3106.581983 = -434686.843320 nChanged 9 SP:Iteration 38Q (6592.947940 sec): 3 clusters Score: Raw -437795.153939 + Penalty 3106.581983 = -434688.571957 nChanged 5 SP:Iteration 39Q (6593.055815 sec): 3 clusters Score: Raw -437796.010048 + Penalty 3106.581983 = -434689.428066 nChanged 5 SP:Iteration 40F (6593.156371 sec): 3 clusters Score: Raw -437796.812566 + Penalty 3106.581983 = -434690.230583 nChanged 2 SP:Iteration 41Q (6593.258368 sec): 3 clusters Score: Raw -437797.259490 + Penalty 3106.581983 = -434690.677507 nChanged 1 SP:Iteration 42Q (6593.375747 sec): 3 clusters Score: Raw -437797.326741 + Penalty 3106.581983 = -434690.744758 nChanged 0 SP:Iteration 43F (6593.480508 sec): 3 clusters Score: Raw -437797.326741 + Penalty 3106.581983 = -434690.744758 nChanged 0 Trying to split cluster 8 (3587 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6593.542763 sec): 2 clusters Score: Raw -148578.746753 + Penalty 1436.480044 = -147142.266709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6593.636002 sec): 3 clusters Score: Raw -146877.154510 + Penalty 2872.960089 = -144004.194421 nChanged 1409 SP:Iteration 1F (6593.723716 sec): 3 clusters Score: Raw -147883.165494 + Penalty 2872.960089 = -145010.205405 nChanged 358 SP:Iteration 2F (6593.838145 sec): 3 clusters Score: Raw -148315.298440 + Penalty 2872.960089 = -145442.338351 nChanged 335 SP:Iteration 3F (6593.930704 sec): 3 clusters Score: Raw -148720.104900 + Penalty 2872.960089 = -145847.144812 nChanged 254 SP:Iteration 4F (6594.029690 sec): 3 clusters Score: Raw -149032.296530 + Penalty 2872.960089 = -146159.336441 nChanged 194 SP:Iteration 5F (6594.118356 sec): 3 clusters Score: Raw -149223.072243 + Penalty 2872.960089 = -146350.112154 nChanged 157 SP:Iteration 6Q (6594.204247 sec): 3 clusters Score: Raw -149358.809674 + Penalty 2872.960089 = -146485.849585 nChanged 104 SP:Iteration 7Q (6594.331138 sec): 3 clusters Score: Raw -149441.410140 + Penalty 2872.960089 = -146568.450051 nChanged 78 SP:Iteration 8Q (6594.412381 sec): 3 clusters Score: Raw -149489.711701 + Penalty 2872.960089 = -146616.751613 nChanged 56 SP:Iteration 9Q (6594.514805 sec): 3 clusters Score: Raw -149517.312994 + Penalty 2872.960089 = -146644.352905 nChanged 45 SP:Iteration 10Q (6594.630129 sec): 3 clusters Score: Raw -149536.550161 + Penalty 2872.960089 = -146663.590073 nChanged 27 SP:Iteration 11Q (6594.718939 sec): 3 clusters Score: Raw -149547.974344 + Penalty 2872.960089 = -146675.014256 nChanged 22 SP:Iteration 12Q (6594.815699 sec): 3 clusters Score: Raw -149560.797468 + Penalty 2872.960089 = -146687.837379 nChanged 22 SP:Iteration 13Q (6594.903791 sec): 3 clusters Score: Raw -149574.525140 + Penalty 2872.960089 = -146701.565051 nChanged 17 SP:Iteration 14Q (6594.996568 sec): 3 clusters Score: Raw -149580.635855 + Penalty 2872.960089 = -146707.675766 nChanged 11 SP:Iteration 15Q (6595.111608 sec): 3 clusters Score: Raw -149584.758046 + Penalty 2872.960089 = -146711.797958 nChanged 11 SP:Iteration 16Q (6595.181986 sec): 3 clusters Score: Raw -149587.663733 + Penalty 2872.960089 = -146714.703645 nChanged 7 SP:Iteration 17Q (6595.281562 sec): 3 clusters Score: Raw -149589.834410 + Penalty 2872.960089 = -146716.874322 nChanged 7 SP:Iteration 18Q (6595.375856 sec): 3 clusters Score: Raw -149592.618971 + Penalty 2872.960089 = -146719.658882 nChanged 7 SP:Iteration 19Q (6595.477072 sec): 3 clusters Score: Raw -149595.878265 + Penalty 2872.960089 = -146722.918176 nChanged 7 SP:Iteration 20F (6595.580452 sec): 3 clusters Score: Raw -149598.589346 + Penalty 2872.960089 = -146725.629257 nChanged 2 SP:Iteration 21Q (6595.675579 sec): 3 clusters Score: Raw -149599.122060 + Penalty 2872.960089 = -146726.161971 nChanged 1 SP:Iteration 22Q (6595.788629 sec): 3 clusters Score: Raw -149599.213901 + Penalty 2872.960089 = -146726.253813 nChanged 0 SP:Iteration 23F (6595.898111 sec): 3 clusters Score: Raw -149599.213901 + Penalty 2872.960089 = -146726.253813 nChanged 0 Trying to split cluster 9 (3074 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6595.956188 sec): 2 clusters Score: Raw -197518.141554 + Penalty 1409.393979 = -196108.747575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6596.082349 sec): 3 clusters Score: Raw -196138.620865 + Penalty 2818.787958 = -193319.832907 nChanged 1139 SP:Iteration 1F (6596.167437 sec): 3 clusters Score: Raw -196944.428673 + Penalty 2818.787958 = -194125.640714 nChanged 268 SP:Iteration 2F (6596.277620 sec): 3 clusters Score: Raw -197172.733571 + Penalty 2818.787958 = -194353.945613 nChanged 193 SP:Iteration 3F (6596.383951 sec): 3 clusters Score: Raw -197394.672828 + Penalty 2818.787958 = -194575.884869 nChanged 178 SP:Iteration 4F (6596.482598 sec): 3 clusters Score: Raw -197605.675548 + Penalty 2818.787958 = -194786.887589 nChanged 173 SP:Iteration 5F (6596.603321 sec): 3 clusters Score: Raw -197797.284811 + Penalty 2818.787958 = -194978.496852 nChanged 156 SP:Iteration 6F (6596.699898 sec): 3 clusters Score: Raw -197956.680927 + Penalty 2818.787958 = -195137.892968 nChanged 122 SP:Iteration 7Q (6596.773043 sec): 3 clusters Score: Raw -198059.648705 + Penalty 2818.787958 = -195240.860746 nChanged 89 SP:Iteration 8Q (6596.872391 sec): 3 clusters Score: Raw -198125.009283 + Penalty 2818.787958 = -195306.221325 nChanged 59 SP:Iteration 9Q (6596.954783 sec): 3 clusters Score: Raw -198163.029243 + Penalty 2818.787958 = -195344.241284 nChanged 48 SP:Iteration 10Q (6597.022032 sec): 3 clusters Score: Raw -198197.440289 + Penalty 2818.787958 = -195378.652331 nChanged 37 SP:Iteration 11Q (6597.128393 sec): 3 clusters Score: Raw -198223.589385 + Penalty 2818.787958 = -195404.801426 nChanged 31 SP:Iteration 12Q (6597.208507 sec): 3 clusters Score: Raw -198243.970365 + Penalty 2818.787958 = -195425.182406 nChanged 26 SP:Iteration 13Q (6597.286028 sec): 3 clusters Score: Raw -198258.051122 + Penalty 2818.787958 = -195439.263164 nChanged 20 SP:Iteration 14Q (6597.374085 sec): 3 clusters Score: Raw -198272.946535 + Penalty 2818.787958 = -195454.158577 nChanged 21 SP:Iteration 15Q (6597.440800 sec): 3 clusters Score: Raw -198286.471639 + Penalty 2818.787958 = -195467.683681 nChanged 15 SP:Iteration 16Q (6597.538049 sec): 3 clusters Score: Raw -198298.651787 + Penalty 2818.787958 = -195479.863829 nChanged 19 SP:Iteration 17Q (6597.634632 sec): 3 clusters Score: Raw -198313.388481 + Penalty 2818.787958 = -195494.600523 nChanged 21 SP:Iteration 18Q (6597.727300 sec): 3 clusters Score: Raw -198330.073521 + Penalty 2818.787958 = -195511.285563 nChanged 12 SP:Iteration 19Q (6597.816971 sec): 3 clusters Score: Raw -198336.231399 + Penalty 2818.787958 = -195517.443440 nChanged 7 SP:Iteration 20F (6597.921296 sec): 3 clusters Score: Raw -198340.521675 + Penalty 2818.787958 = -195521.733716 nChanged 7 SP:Iteration 21Q (6597.999149 sec): 3 clusters Score: Raw -198347.243485 + Penalty 2818.787958 = -195528.455526 nChanged 14 SP:Iteration 22Q (6598.082282 sec): 3 clusters Score: Raw -198357.647102 + Penalty 2818.787958 = -195538.859144 nChanged 14 SP:Iteration 23Q (6598.185804 sec): 3 clusters Score: Raw -198372.285481 + Penalty 2818.787958 = -195553.497522 nChanged 18 SP:Iteration 24Q (6598.273149 sec): 3 clusters Score: Raw -198388.851390 + Penalty 2818.787958 = -195570.063431 nChanged 14 SP:Iteration 25Q (6598.350440 sec): 3 clusters Score: Raw -198397.969593 + Penalty 2818.787958 = -195579.181635 nChanged 10 SP:Iteration 26Q (6598.457657 sec): 3 clusters Score: Raw -198406.431510 + Penalty 2818.787958 = -195587.643552 nChanged 8 SP:Iteration 27Q (6598.537956 sec): 3 clusters Score: Raw -198412.780786 + Penalty 2818.787958 = -195593.992828 nChanged 8 SP:Iteration 28Q (6598.644560 sec): 3 clusters Score: Raw -198419.720752 + Penalty 2818.787958 = -195600.932794 nChanged 8 SP:Iteration 29Q (6598.749905 sec): 3 clusters Score: Raw -198424.354957 + Penalty 2818.787958 = -195605.566998 nChanged 4 SP:Iteration 30Q (6598.833662 sec): 3 clusters Score: Raw -198425.913323 + Penalty 2818.787958 = -195607.125364 nChanged 2 SP:Iteration 31Q (6598.910321 sec): 3 clusters Score: Raw -198426.874465 + Penalty 2818.787958 = -195608.086506 nChanged 2 SP:Iteration 32Q (6598.998348 sec): 3 clusters Score: Raw -198427.535759 + Penalty 2818.787958 = -195608.747801 nChanged 2 SP:Iteration 33Q (6599.087555 sec): 3 clusters Score: Raw -198428.190733 + Penalty 2818.787958 = -195609.402774 nChanged 1 SP:Iteration 34Q (6599.176570 sec): 3 clusters Score: Raw -198428.918159 + Penalty 2818.787958 = -195610.130201 nChanged 2 SP:Iteration 35Q (6599.261559 sec): 3 clusters Score: Raw -198430.199747 + Penalty 2818.787958 = -195611.411789 nChanged 2 SP:Iteration 36Q (6599.348377 sec): 3 clusters Score: Raw -198431.139178 + Penalty 2818.787958 = -195612.351220 nChanged 2 SP:Iteration 37Q (6599.431145 sec): 3 clusters Score: Raw -198432.556994 + Penalty 2818.787958 = -195613.769036 nChanged 3 SP:Iteration 38Q (6599.510511 sec): 3 clusters Score: Raw -198433.931527 + Penalty 2818.787958 = -195615.143569 nChanged 3 SP:Iteration 39Q (6599.591666 sec): 3 clusters Score: Raw -198435.337217 + Penalty 2818.787958 = -195616.549258 nChanged 4 SP:Iteration 40F (6599.669131 sec): 3 clusters Score: Raw -198437.421402 + Penalty 2818.787958 = -195618.633444 nChanged 4 SP:Iteration 41Q (6599.762322 sec): 3 clusters Score: Raw -198440.551583 + Penalty 2818.787958 = -195621.763624 nChanged 6 SP:Iteration 42Q (6599.854651 sec): 3 clusters Score: Raw -198444.519264 + Penalty 2818.787958 = -195625.731305 nChanged 8 SP:Iteration 43Q (6599.943086 sec): 3 clusters Score: Raw -198447.989074 + Penalty 2818.787958 = -195629.201116 nChanged 2 SP:Iteration 44Q (6600.020237 sec): 3 clusters Score: Raw -198448.940248 + Penalty 2818.787958 = -195630.152290 nChanged 2 SP:Iteration 45Q (6600.095910 sec): 3 clusters Score: Raw -198450.230233 + Penalty 2818.787958 = -195631.442274 nChanged 1 SP:Iteration 46Q (6600.189924 sec): 3 clusters Score: Raw -198451.352405 + Penalty 2818.787958 = -195632.564447 nChanged 1 SP:Iteration 47Q (6600.281048 sec): 3 clusters Score: Raw -198452.440608 + Penalty 2818.787958 = -195633.652650 nChanged 2 SP:Iteration 48Q (6600.360630 sec): 3 clusters Score: Raw -198453.120971 + Penalty 2818.787958 = -195634.333013 nChanged 5 SP:Iteration 49Q (6600.431402 sec): 3 clusters Score: Raw -198455.428107 + Penalty 2818.787958 = -195636.640149 nChanged 3 SP:Iteration 50Q (6600.519915 sec): 3 clusters Score: Raw -198458.303008 + Penalty 2818.787958 = -195639.515050 nChanged 1 SP:Iteration 51Q (6600.606674 sec): 3 clusters Score: Raw -198458.648382 + Penalty 2818.787958 = -195639.860424 nChanged 1 SP:Iteration 52Q (6600.704397 sec): 3 clusters Score: Raw -198459.027917 + Penalty 2818.787958 = -195640.239959 nChanged 0 SP:Iteration 53F (6600.791089 sec): 3 clusters Score: Raw -198459.027917 + Penalty 2818.787958 = -195640.239959 nChanged 0 Trying to split cluster 10 (1284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6600.835967 sec): 2 clusters Score: Raw -63899.276569 + Penalty 1256.182577 = -62643.093991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6600.907477 sec): 3 clusters Score: Raw -63460.666771 + Penalty 2512.365155 = -60948.301616 nChanged 423 SP:Iteration 1F (6600.964222 sec): 3 clusters Score: Raw -63989.938605 + Penalty 2512.365155 = -61477.573450 nChanged 144 SP:Iteration 2F (6601.062804 sec): 3 clusters Score: Raw -64266.099460 + Penalty 2512.365155 = -61753.734305 nChanged 103 SP:Iteration 3F (6601.132838 sec): 3 clusters Score: Raw -64441.921968 + Penalty 2512.365155 = -61929.556813 nChanged 61 SP:Iteration 4Q (6601.208019 sec): 3 clusters Score: Raw -64534.795859 + Penalty 2512.365155 = -62022.430704 nChanged 33 SP:Iteration 5Q (6601.307519 sec): 3 clusters Score: Raw -64574.171019 + Penalty 2512.365155 = -62061.805864 nChanged 22 SP:Iteration 6Q (6601.385827 sec): 3 clusters Score: Raw -64598.351464 + Penalty 2512.365155 = -62085.986309 nChanged 13 SP:Iteration 7Q (6601.448656 sec): 3 clusters Score: Raw -64614.306335 + Penalty 2512.365155 = -62101.941180 nChanged 10 SP:Iteration 8Q (6601.537756 sec): 3 clusters Score: Raw -64624.448485 + Penalty 2512.365155 = -62112.083330 nChanged 9 SP:Iteration 9Q (6601.639097 sec): 3 clusters Score: Raw -64633.717976 + Penalty 2512.365155 = -62121.352821 nChanged 4 SP:Iteration 10Q (6601.724165 sec): 3 clusters Score: Raw -64639.250753 + Penalty 2512.365155 = -62126.885598 nChanged 6 SP:Iteration 11Q (6601.811199 sec): 3 clusters Score: Raw -64646.315230 + Penalty 2512.365155 = -62133.950075 nChanged 5 SP:Iteration 12Q (6601.890078 sec): 3 clusters Score: Raw -64652.443728 + Penalty 2512.365155 = -62140.078573 nChanged 1 SP:Iteration 13Q (6601.955007 sec): 3 clusters Score: Raw -64653.392160 + Penalty 2512.365155 = -62141.027005 nChanged 0 SP:Iteration 14F (6602.053161 sec): 3 clusters Score: Raw -64653.392160 + Penalty 2512.365155 = -62141.027005 nChanged 0 Trying to split cluster 11 (8776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6602.113952 sec): 2 clusters Score: Raw -507854.266895 + Penalty 1593.500688 = -506260.766207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6602.212105 sec): 3 clusters Score: Raw -502998.580621 + Penalty 3187.001377 = -499811.579244 nChanged 3712 SP:Iteration 1F (6602.283265 sec): 3 clusters Score: Raw -505281.610521 + Penalty 3187.001377 = -502094.609145 nChanged 706 SP:Iteration 2F (6602.398638 sec): 3 clusters Score: Raw -505800.948965 + Penalty 3187.001377 = -502613.947589 nChanged 624 SP:Iteration 3F (6602.512229 sec): 3 clusters Score: Raw -506307.358731 + Penalty 3187.001377 = -503120.357355 nChanged 586 SP:Iteration 4F (6602.596671 sec): 3 clusters Score: Raw -506751.604643 + Penalty 3187.001377 = -503564.603267 nChanged 512 SP:Iteration 5F (6602.698355 sec): 3 clusters Score: Raw -507094.054941 + Penalty 3187.001377 = -503907.053564 nChanged 435 SP:Iteration 6Q (6602.808634 sec): 3 clusters Score: Raw -507355.084435 + Penalty 3187.001377 = -504168.083058 nChanged 357 SP:Iteration 7Q (6602.908435 sec): 3 clusters Score: Raw -507543.703624 + Penalty 3187.001377 = -504356.702248 nChanged 302 SP:Iteration 8Q (6602.992463 sec): 3 clusters Score: Raw -507691.689637 + Penalty 3187.001377 = -504504.688260 nChanged 253 SP:Iteration 9Q (6603.105266 sec): 3 clusters Score: Raw -507803.711281 + Penalty 3187.001377 = -504616.709904 nChanged 202 SP:Iteration 10Q (6603.202435 sec): 3 clusters Score: Raw -507906.354474 + Penalty 3187.001377 = -504719.353098 nChanged 181 SP:Iteration 11Q (6603.299491 sec): 3 clusters Score: Raw -507994.458869 + Penalty 3187.001377 = -504807.457492 nChanged 167 SP:Iteration 12Q (6603.396699 sec): 3 clusters Score: Raw -508058.866957 + Penalty 3187.001377 = -504871.865580 nChanged 149 SP:Iteration 13Q (6603.491879 sec): 3 clusters Score: Raw -508124.807138 + Penalty 3187.001377 = -504937.805761 nChanged 126 SP:Iteration 14Q (6603.584674 sec): 3 clusters Score: Raw -508183.448913 + Penalty 3187.001377 = -504996.447536 nChanged 123 SP:Iteration 15Q (6603.672146 sec): 3 clusters Score: Raw -508241.879457 + Penalty 3187.001377 = -505054.878081 nChanged 116 SP:Iteration 16Q (6603.779391 sec): 3 clusters Score: Raw -508311.618112 + Penalty 3187.001377 = -505124.616735 nChanged 133 SP:Iteration 17Q (6603.909770 sec): 3 clusters Score: Raw -508387.902665 + Penalty 3187.001377 = -505200.901288 nChanged 142 SP:Iteration 18Q (6604.021102 sec): 3 clusters Score: Raw -508452.844398 + Penalty 3187.001377 = -505265.843022 nChanged 117 SP:Iteration 19Q (6604.123812 sec): 3 clusters Score: Raw -508509.802179 + Penalty 3187.001377 = -505322.800802 nChanged 131 SP:Iteration 20F (6604.223338 sec): 3 clusters Score: Raw -508577.921425 + Penalty 3187.001377 = -505390.920048 nChanged 124 SP:Iteration 21Q (6604.333415 sec): 3 clusters Score: Raw -508641.089476 + Penalty 3187.001377 = -505454.088100 nChanged 107 SP:Iteration 22Q (6604.461481 sec): 3 clusters Score: Raw -508695.261098 + Penalty 3187.001377 = -505508.259721 nChanged 105 SP:Iteration 23Q (6604.582942 sec): 3 clusters Score: Raw -508749.987075 + Penalty 3187.001377 = -505562.985699 nChanged 102 SP:Iteration 24Q (6604.702810 sec): 3 clusters Score: Raw -508802.565733 + Penalty 3187.001377 = -505615.564356 nChanged 104 SP:Iteration 25Q (6604.825993 sec): 3 clusters Score: Raw -508860.391632 + Penalty 3187.001377 = -505673.390255 nChanged 105 SP:Iteration 26Q (6604.935374 sec): 3 clusters Score: Raw -508926.388100 + Penalty 3187.001377 = -505739.386723 nChanged 94 SP:Iteration 27Q (6605.070727 sec): 3 clusters Score: Raw -508989.493831 + Penalty 3187.001377 = -505802.492454 nChanged 104 SP:Iteration 28Q (6605.183556 sec): 3 clusters Score: Raw -509053.633687 + Penalty 3187.001377 = -505866.632310 nChanged 97 SP:Iteration 29Q (6605.296346 sec): 3 clusters Score: Raw -509118.446669 + Penalty 3187.001377 = -505931.445292 nChanged 90 SP:Iteration 30Q (6605.418371 sec): 3 clusters Score: Raw -509186.675480 + Penalty 3187.001377 = -505999.674103 nChanged 83 SP:Iteration 31Q (6605.507523 sec): 3 clusters Score: Raw -509241.216317 + Penalty 3187.001377 = -506054.214940 nChanged 66 SP:Iteration 32Q (6605.622111 sec): 3 clusters Score: Raw -509291.668670 + Penalty 3187.001377 = -506104.667293 nChanged 55 SP:Iteration 33Q (6605.740756 sec): 3 clusters Score: Raw -509327.960052 + Penalty 3187.001377 = -506140.958675 nChanged 56 SP:Iteration 34Q (6605.855434 sec): 3 clusters Score: Raw -509367.026585 + Penalty 3187.001377 = -506180.025208 nChanged 37 SP:Iteration 35Q (6605.965066 sec): 3 clusters Score: Raw -509390.418426 + Penalty 3187.001377 = -506203.417050 nChanged 33 SP:Iteration 36Q (6606.069538 sec): 3 clusters Score: Raw -509411.589382 + Penalty 3187.001377 = -506224.588006 nChanged 24 SP:Iteration 37Q (6606.166144 sec): 3 clusters Score: Raw -509425.115557 + Penalty 3187.001377 = -506238.114180 nChanged 19 SP:Iteration 38Q (6606.288572 sec): 3 clusters Score: Raw -509433.510210 + Penalty 3187.001377 = -506246.508833 nChanged 13 SP:Iteration 39Q (6606.407297 sec): 3 clusters Score: Raw -509442.750643 + Penalty 3187.001377 = -506255.749267 nChanged 17 SP:Iteration 40F (6606.526288 sec): 3 clusters Score: Raw -509453.795703 + Penalty 3187.001377 = -506266.794326 nChanged 13 SP:Iteration 41Q (6606.646159 sec): 3 clusters Score: Raw -509464.133099 + Penalty 3187.001377 = -506277.131723 nChanged 15 SP:Iteration 42Q (6606.769873 sec): 3 clusters Score: Raw -509471.580812 + Penalty 3187.001377 = -506284.579436 nChanged 5 SP:Iteration 43Q (6606.892558 sec): 3 clusters Score: Raw -509474.614810 + Penalty 3187.001377 = -506287.613434 nChanged 4 SP:Iteration 44Q (6607.010896 sec): 3 clusters Score: Raw -509476.926689 + Penalty 3187.001377 = -506289.925312 nChanged 8 SP:Iteration 45Q (6607.147773 sec): 3 clusters Score: Raw -509479.726406 + Penalty 3187.001377 = -506292.725030 nChanged 8 SP:Iteration 46Q (6607.243974 sec): 3 clusters Score: Raw -509484.279454 + Penalty 3187.001377 = -506297.278078 nChanged 10 SP:Iteration 47Q (6607.352870 sec): 3 clusters Score: Raw -509487.539480 + Penalty 3187.001377 = -506300.538104 nChanged 7 SP:Iteration 48Q (6607.470024 sec): 3 clusters Score: Raw -509490.444101 + Penalty 3187.001377 = -506303.442725 nChanged 7 SP:Iteration 49Q (6607.576549 sec): 3 clusters Score: Raw -509492.851893 + Penalty 3187.001377 = -506305.850516 nChanged 3 SP:Iteration 50Q (6607.698459 sec): 3 clusters Score: Raw -509494.191757 + Penalty 3187.001377 = -506307.190380 nChanged 2 SP:Iteration 51Q (6607.827693 sec): 3 clusters Score: Raw -509494.913909 + Penalty 3187.001377 = -506307.912532 nChanged 1 SP:Iteration 52Q (6607.949313 sec): 3 clusters Score: Raw -509494.992343 + Penalty 3187.001377 = -506307.990966 nChanged 2 SP:Iteration 53Q (6608.083287 sec): 3 clusters Score: Raw -509496.252487 + Penalty 3187.001377 = -506309.251110 nChanged 7 SP:Iteration 54Q (6608.202511 sec): 3 clusters Score: Raw -509499.688572 + Penalty 3187.001377 = -506312.687196 nChanged 6 SP:Iteration 55Q (6608.329313 sec): 3 clusters Score: Raw -509502.279403 + Penalty 3187.001377 = -506315.278027 nChanged 4 SP:Iteration 56Q (6608.441480 sec): 3 clusters Score: Raw -509503.194819 + Penalty 3187.001377 = -506316.193442 nChanged 1 SP:Iteration 57Q (6608.555127 sec): 3 clusters Score: Raw -509503.476161 + Penalty 3187.001377 = -506316.474784 nChanged 0 SP:Iteration 58F (6608.673917 sec): 3 clusters Score: Raw -509503.476161 + Penalty 3187.001377 = -506316.474784 nChanged 0 Score: Raw -11988517.886642 + Penalty 79353.804390 = -11909164.082252 Splitting cluster 11 changes total score from -11909656.808589 to -11909164.082252 So it's not getting split. Trying to split cluster 12 (13092 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6616.528054 sec): 2 clusters Score: Raw -905404.137092 + Penalty 1663.697290 = -903740.439802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6616.632410 sec): 3 clusters Score: Raw -897787.874320 + Penalty 3327.394579 = -894460.479741 nChanged 5790 SP:Iteration 1F (6616.749781 sec): 3 clusters Score: Raw -901009.277730 + Penalty 3327.394579 = -897681.883151 nChanged 878 SP:Iteration 2F (6616.864997 sec): 3 clusters Score: Raw -901430.420253 + Penalty 3327.394579 = -898103.025674 nChanged 786 SP:Iteration 3F (6616.979812 sec): 3 clusters Score: Raw -901872.737397 + Penalty 3327.394579 = -898545.342818 nChanged 790 SP:Iteration 4F (6617.096653 sec): 3 clusters Score: Raw -902339.013353 + Penalty 3327.394579 = -899011.618773 nChanged 753 SP:Iteration 5F (6617.188894 sec): 3 clusters Score: Raw -902799.472524 + Penalty 3327.394579 = -899472.077945 nChanged 753 SP:Iteration 6F (6617.316510 sec): 3 clusters Score: Raw -903238.007059 + Penalty 3327.394579 = -899910.612480 nChanged 666 SP:Iteration 7F (6617.413812 sec): 3 clusters Score: Raw -903621.568682 + Penalty 3327.394579 = -900294.174103 nChanged 606 SP:Iteration 8Q (6617.530044 sec): 3 clusters Score: Raw -903943.059097 + Penalty 3327.394579 = -900615.664518 nChanged 488 SP:Iteration 9Q (6617.645938 sec): 3 clusters Score: Raw -904184.679244 + Penalty 3327.394579 = -900857.284665 nChanged 397 SP:Iteration 10Q (6617.743721 sec): 3 clusters Score: Raw -904378.399015 + Penalty 3327.394579 = -901051.004436 nChanged 380 SP:Iteration 11Q (6617.871139 sec): 3 clusters Score: Raw -904558.076872 + Penalty 3327.394579 = -901230.682293 nChanged 334 SP:Iteration 12Q (6617.983548 sec): 3 clusters Score: Raw -904726.122745 + Penalty 3327.394579 = -901398.728166 nChanged 284 SP:Iteration 13Q (6618.073092 sec): 3 clusters Score: Raw -904871.435436 + Penalty 3327.394579 = -901544.040857 nChanged 255 SP:Iteration 14Q (6618.202533 sec): 3 clusters Score: Raw -905000.281108 + Penalty 3327.394579 = -901672.886529 nChanged 236 SP:Iteration 15Q (6618.307718 sec): 3 clusters Score: Raw -905108.563993 + Penalty 3327.394579 = -901781.169414 nChanged 165 SP:Iteration 16Q (6618.398482 sec): 3 clusters Score: Raw -905186.034589 + Penalty 3327.394579 = -901858.640010 nChanged 146 SP:Iteration 17Q (6618.506680 sec): 3 clusters Score: Raw -905255.969939 + Penalty 3327.394579 = -901928.575359 nChanged 132 SP:Iteration 18Q (6618.618114 sec): 3 clusters Score: Raw -905322.511376 + Penalty 3327.394579 = -901995.116797 nChanged 119 SP:Iteration 19Q (6618.714226 sec): 3 clusters Score: Raw -905393.535058 + Penalty 3327.394579 = -902066.140479 nChanged 105 SP:Iteration 20F (6618.806607 sec): 3 clusters Score: Raw -905459.791676 + Penalty 3327.394579 = -902132.397097 nChanged 103 SP:Iteration 21Q (6618.934786 sec): 3 clusters Score: Raw -905537.407690 + Penalty 3327.394579 = -902210.013111 nChanged 96 SP:Iteration 22Q (6619.044740 sec): 3 clusters Score: Raw -905608.201072 + Penalty 3327.394579 = -902280.806493 nChanged 72 SP:Iteration 23Q (6619.127329 sec): 3 clusters Score: Raw -905663.816248 + Penalty 3327.394579 = -902336.421669 nChanged 55 SP:Iteration 24Q (6619.219504 sec): 3 clusters Score: Raw -905699.703090 + Penalty 3327.394579 = -902372.308511 nChanged 46 SP:Iteration 25Q (6619.336662 sec): 3 clusters Score: Raw -905723.262041 + Penalty 3327.394579 = -902395.867462 nChanged 22 SP:Iteration 26Q (6619.429422 sec): 3 clusters Score: Raw -905733.984804 + Penalty 3327.394579 = -902406.590225 nChanged 17 SP:Iteration 27Q (6619.541816 sec): 3 clusters Score: Raw -905742.708351 + Penalty 3327.394579 = -902415.313771 nChanged 15 SP:Iteration 28Q (6619.639398 sec): 3 clusters Score: Raw -905751.510735 + Penalty 3327.394579 = -902424.116156 nChanged 12 SP:Iteration 29Q (6619.745176 sec): 3 clusters Score: Raw -905758.563172 + Penalty 3327.394579 = -902431.168593 nChanged 13 SP:Iteration 30Q (6619.841743 sec): 3 clusters Score: Raw -905765.648527 + Penalty 3327.394579 = -902438.253948 nChanged 7 SP:Iteration 31Q (6619.956471 sec): 3 clusters Score: Raw -905769.371340 + Penalty 3327.394579 = -902441.976761 nChanged 5 SP:Iteration 32Q (6620.053555 sec): 3 clusters Score: Raw -905771.414328 + Penalty 3327.394579 = -902444.019749 nChanged 3 SP:Iteration 33Q (6620.143473 sec): 3 clusters Score: Raw -905772.370361 + Penalty 3327.394579 = -902444.975782 nChanged 2 SP:Iteration 34Q (6620.253771 sec): 3 clusters Score: Raw -905773.066898 + Penalty 3327.394579 = -902445.672319 nChanged 1 SP:Iteration 35Q (6620.337180 sec): 3 clusters Score: Raw -905773.422068 + Penalty 3327.394579 = -902446.027488 nChanged 0 SP:Iteration 36F (6620.437051 sec): 3 clusters Score: Raw -905773.422068 + Penalty 3327.394579 = -902446.027488 nChanged 0 Trying to split cluster 13 (2380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6620.503540 sec): 2 clusters Score: Raw -131000.943515 + Penalty 1364.487187 = -129636.456328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6620.578570 sec): 3 clusters Score: Raw -129994.455042 + Penalty 2728.974374 = -127265.480668 nChanged 864 SP:Iteration 1F (6620.664316 sec): 3 clusters Score: Raw -130719.861353 + Penalty 2728.974374 = -127990.886979 nChanged 254 SP:Iteration 2F (6620.758631 sec): 3 clusters Score: Raw -131050.505026 + Penalty 2728.974374 = -128321.530652 nChanged 169 SP:Iteration 3F (6620.824431 sec): 3 clusters Score: Raw -131272.688826 + Penalty 2728.974374 = -128543.714452 nChanged 141 SP:Iteration 4F (6620.906677 sec): 3 clusters Score: Raw -131413.665683 + Penalty 2728.974374 = -128684.691309 nChanged 93 SP:Iteration 5Q (6620.988616 sec): 3 clusters Score: Raw -131499.320855 + Penalty 2728.974374 = -128770.346481 nChanged 68 SP:Iteration 6Q (6621.061642 sec): 3 clusters Score: Raw -131562.838233 + Penalty 2728.974374 = -128833.863859 nChanged 50 SP:Iteration 7Q (6621.169795 sec): 3 clusters Score: Raw -131601.669895 + Penalty 2728.974374 = -128872.695521 nChanged 41 SP:Iteration 8Q (6621.182970 sec): 3 clusters Score: Raw -131625.069960 + Penalty 2728.974374 = -128896.095586 nChanged 23 SP:Iteration 9Q (6621.206007 sec): 3 clusters Score: Raw -131640.223881 + Penalty 2728.974374 = -128911.249507 nChanged 19 SP:Iteration 10Q (6621.228998 sec): 3 clusters Score: Raw -131653.384026 + Penalty 2728.974374 = -128924.409652 nChanged 13 SP:Iteration 11Q (6621.251987 sec): 3 clusters Score: Raw -131662.322780 + Penalty 2728.974374 = -128933.348406 nChanged 9 SP:Iteration 12Q (6621.275069 sec): 3 clusters Score: Raw -131668.993856 + Penalty 2728.974374 = -128940.019482 nChanged 11 SP:Iteration 13Q (6621.298213 sec): 3 clusters Score: Raw -131675.623675 + Penalty 2728.974374 = -128946.649301 nChanged 3 SP:Iteration 14Q (6621.321180 sec): 3 clusters Score: Raw -131677.275410 + Penalty 2728.974374 = -128948.301035 nChanged 2 SP:Iteration 15Q (6621.344694 sec): 3 clusters Score: Raw -131678.264531 + Penalty 2728.974374 = -128949.290157 nChanged 3 SP:Iteration 16Q (6621.417631 sec): 3 clusters Score: Raw -131679.975794 + Penalty 2728.974374 = -128951.001420 nChanged 1 SP:Iteration 17Q (6621.503330 sec): 3 clusters Score: Raw -131680.298113 + Penalty 2728.974374 = -128951.323739 nChanged 1 SP:Iteration 18Q (6621.594385 sec): 3 clusters Score: Raw -131680.691958 + Penalty 2728.974374 = -128951.717584 nChanged 0 SP:Iteration 19F (6621.680299 sec): 3 clusters Score: Raw -131680.691958 + Penalty 2728.974374 = -128951.717584 nChanged 0 Trying to split cluster 14 (2258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6621.746700 sec): 2 clusters Score: Raw -128457.118373 + Penalty 1355.252198 = -127101.866175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6621.802925 sec): 3 clusters Score: Raw -127463.817036 + Penalty 2710.504395 = -124753.312640 nChanged 832 SP:Iteration 1F (6621.888108 sec): 3 clusters Score: Raw -128034.127029 + Penalty 2710.504395 = -125323.622634 nChanged 188 SP:Iteration 2F (6621.974702 sec): 3 clusters Score: Raw -128178.562620 + Penalty 2710.504395 = -125468.058224 nChanged 127 SP:Iteration 3F (6622.067870 sec): 3 clusters Score: Raw -128293.802018 + Penalty 2710.504395 = -125583.297623 nChanged 96 SP:Iteration 4Q (6622.166786 sec): 3 clusters Score: Raw -128371.232564 + Penalty 2710.504395 = -125660.728168 nChanged 91 SP:Iteration 5Q (6622.236701 sec): 3 clusters Score: Raw -128454.512160 + Penalty 2710.504395 = -125744.007765 nChanged 84 SP:Iteration 6Q (6622.329247 sec): 3 clusters Score: Raw -128544.147918 + Penalty 2710.504395 = -125833.643523 nChanged 95 SP:Iteration 7Q (6622.411463 sec): 3 clusters Score: Raw -128634.226613 + Penalty 2710.504395 = -125923.722217 nChanged 85 SP:Iteration 8Q (6622.499668 sec): 3 clusters Score: Raw -128728.738296 + Penalty 2710.504395 = -126018.233901 nChanged 76 SP:Iteration 9Q (6622.572177 sec): 3 clusters Score: Raw -128800.021519 + Penalty 2710.504395 = -126089.517124 nChanged 64 SP:Iteration 10Q (6622.661154 sec): 3 clusters Score: Raw -128861.971048 + Penalty 2710.504395 = -126151.466652 nChanged 56 SP:Iteration 11Q (6622.744353 sec): 3 clusters Score: Raw -128911.916386 + Penalty 2710.504395 = -126201.411991 nChanged 41 SP:Iteration 12Q (6622.820606 sec): 3 clusters Score: Raw -128948.026626 + Penalty 2710.504395 = -126237.522231 nChanged 43 SP:Iteration 13Q (6622.901834 sec): 3 clusters Score: Raw -128984.400834 + Penalty 2710.504395 = -126273.896438 nChanged 32 SP:Iteration 14Q (6622.983621 sec): 3 clusters Score: Raw -129009.838152 + Penalty 2710.504395 = -126299.333756 nChanged 29 SP:Iteration 15Q (6623.073273 sec): 3 clusters Score: Raw -129033.413772 + Penalty 2710.504395 = -126322.909377 nChanged 34 SP:Iteration 16Q (6623.142950 sec): 3 clusters Score: Raw -129060.120937 + Penalty 2710.504395 = -126349.616542 nChanged 38 SP:Iteration 17Q (6623.243197 sec): 3 clusters Score: Raw -129086.827326 + Penalty 2710.504395 = -126376.322931 nChanged 30 SP:Iteration 18Q (6623.310490 sec): 3 clusters Score: Raw -129110.437042 + Penalty 2710.504395 = -126399.932647 nChanged 19 SP:Iteration 19Q (6623.413968 sec): 3 clusters Score: Raw -129122.634136 + Penalty 2710.504395 = -126412.129741 nChanged 22 SP:Iteration 20F (6623.500868 sec): 3 clusters Score: Raw -129139.022294 + Penalty 2710.504395 = -126428.517899 nChanged 21 SP:Iteration 21Q (6623.582563 sec): 3 clusters Score: Raw -129151.630447 + Penalty 2710.504395 = -126441.126051 nChanged 18 SP:Iteration 22Q (6623.669420 sec): 3 clusters Score: Raw -129165.386939 + Penalty 2710.504395 = -126454.882544 nChanged 20 SP:Iteration 23Q (6623.734014 sec): 3 clusters Score: Raw -129177.206936 + Penalty 2710.504395 = -126466.702541 nChanged 8 SP:Iteration 24Q (6623.759577 sec): 3 clusters Score: Raw -129180.200979 + Penalty 2710.504395 = -126469.696583 nChanged 12 SP:Iteration 25Q (6623.849421 sec): 3 clusters Score: Raw -129186.727169 + Penalty 2710.504395 = -126476.222774 nChanged 16 SP:Iteration 26Q (6623.958775 sec): 3 clusters Score: Raw -129194.894540 + Penalty 2710.504395 = -126484.390144 nChanged 14 SP:Iteration 27Q (6624.037515 sec): 3 clusters Score: Raw -129204.458633 + Penalty 2710.504395 = -126493.954237 nChanged 17 SP:Iteration 28Q (6624.133797 sec): 3 clusters Score: Raw -129216.837747 + Penalty 2710.504395 = -126506.333352 nChanged 17 SP:Iteration 29Q (6624.217842 sec): 3 clusters Score: Raw -129231.736047 + Penalty 2710.504395 = -126521.231651 nChanged 19 SP:Iteration 30Q (6624.312232 sec): 3 clusters Score: Raw -129245.240995 + Penalty 2710.504395 = -126534.736600 nChanged 10 SP:Iteration 31Q (6624.400011 sec): 3 clusters Score: Raw -129251.017173 + Penalty 2710.504395 = -126540.512778 nChanged 10 SP:Iteration 32Q (6624.476469 sec): 3 clusters Score: Raw -129257.231787 + Penalty 2710.504395 = -126546.727391 nChanged 6 SP:Iteration 33Q (6624.570391 sec): 3 clusters Score: Raw -129260.461604 + Penalty 2710.504395 = -126549.957209 nChanged 3 SP:Iteration 34Q (6624.657076 sec): 3 clusters Score: Raw -129262.069915 + Penalty 2710.504395 = -126551.565520 nChanged 5 SP:Iteration 35Q (6624.747920 sec): 3 clusters Score: Raw -129263.366884 + Penalty 2710.504395 = -126552.862488 nChanged 2 SP:Iteration 36Q (6624.839424 sec): 3 clusters Score: Raw -129264.636566 + Penalty 2710.504395 = -126554.132170 nChanged 2 SP:Iteration 37Q (6624.926433 sec): 3 clusters Score: Raw -129265.146992 + Penalty 2710.504395 = -126554.642597 nChanged 0 SP:Iteration 38F (6625.013246 sec): 3 clusters Score: Raw -129265.146992 + Penalty 2710.504395 = -126554.642597 nChanged 0 Trying to split cluster 15 (7261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6625.074537 sec): 2 clusters Score: Raw -469879.397194 + Penalty 1560.242883 = -468319.154311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6625.195156 sec): 3 clusters Score: Raw -465938.830643 + Penalty 3120.485767 = -462818.344876 nChanged 3027 SP:Iteration 1F (6625.307298 sec): 3 clusters Score: Raw -467690.387157 + Penalty 3120.485767 = -464569.901390 nChanged 615 SP:Iteration 2F (6625.438094 sec): 3 clusters Score: Raw -468140.814860 + Penalty 3120.485767 = -465020.329093 nChanged 542 SP:Iteration 3F (6625.542225 sec): 3 clusters Score: Raw -468580.878303 + Penalty 3120.485767 = -465460.392537 nChanged 487 SP:Iteration 4F (6625.656399 sec): 3 clusters Score: Raw -469004.364724 + Penalty 3120.485767 = -465883.878957 nChanged 440 SP:Iteration 5F (6625.801290 sec): 3 clusters Score: Raw -469379.565974 + Penalty 3120.485767 = -466259.080207 nChanged 384 SP:Iteration 6F (6625.888198 sec): 3 clusters Score: Raw -469702.587496 + Penalty 3120.485767 = -466582.101729 nChanged 346 SP:Iteration 7Q (6625.997380 sec): 3 clusters Score: Raw -469991.023057 + Penalty 3120.485767 = -466870.537291 nChanged 283 SP:Iteration 8Q (6626.125761 sec): 3 clusters Score: Raw -470165.811319 + Penalty 3120.485767 = -467045.325552 nChanged 197 SP:Iteration 9Q (6626.276666 sec): 3 clusters Score: Raw -470272.370158 + Penalty 3120.485767 = -467151.884391 nChanged 138 SP:Iteration 10Q (6626.379780 sec): 3 clusters Score: Raw -470341.489732 + Penalty 3120.485767 = -467221.003965 nChanged 132 SP:Iteration 11Q (6626.485059 sec): 3 clusters Score: Raw -470405.153806 + Penalty 3120.485767 = -467284.668040 nChanged 120 SP:Iteration 12Q (6626.609994 sec): 3 clusters Score: Raw -470464.528656 + Penalty 3120.485767 = -467344.042889 nChanged 109 SP:Iteration 13Q (6626.718057 sec): 3 clusters Score: Raw -470521.725562 + Penalty 3120.485767 = -467401.239795 nChanged 103 SP:Iteration 14Q (6626.829299 sec): 3 clusters Score: Raw -470569.295284 + Penalty 3120.485767 = -467448.809517 nChanged 88 SP:Iteration 15Q (6626.947650 sec): 3 clusters Score: Raw -470612.012646 + Penalty 3120.485767 = -467491.526879 nChanged 84 SP:Iteration 16Q (6627.065542 sec): 3 clusters Score: Raw -470651.844547 + Penalty 3120.485767 = -467531.358780 nChanged 74 SP:Iteration 17Q (6627.175108 sec): 3 clusters Score: Raw -470705.434122 + Penalty 3120.485767 = -467584.948356 nChanged 85 SP:Iteration 18Q (6627.300149 sec): 3 clusters Score: Raw -470762.110078 + Penalty 3120.485767 = -467641.624312 nChanged 67 SP:Iteration 19Q (6627.433225 sec): 3 clusters Score: Raw -470805.260762 + Penalty 3120.485767 = -467684.774996 nChanged 62 SP:Iteration 20F (6627.529392 sec): 3 clusters Score: Raw -470837.351860 + Penalty 3120.485767 = -467716.866093 nChanged 60 SP:Iteration 21Q (6627.641418 sec): 3 clusters Score: Raw -470869.129225 + Penalty 3120.485767 = -467748.643458 nChanged 58 SP:Iteration 22Q (6627.743286 sec): 3 clusters Score: Raw -470902.203890 + Penalty 3120.485767 = -467781.718123 nChanged 61 SP:Iteration 23Q (6627.882777 sec): 3 clusters Score: Raw -470940.259736 + Penalty 3120.485767 = -467819.773970 nChanged 68 SP:Iteration 24Q (6628.010037 sec): 3 clusters Score: Raw -470984.646217 + Penalty 3120.485767 = -467864.160450 nChanged 55 SP:Iteration 25Q (6628.114988 sec): 3 clusters Score: Raw -471019.933632 + Penalty 3120.485767 = -467899.447866 nChanged 55 SP:Iteration 26Q (6628.211068 sec): 3 clusters Score: Raw -471053.952298 + Penalty 3120.485767 = -467933.466531 nChanged 47 SP:Iteration 27Q (6628.299716 sec): 3 clusters Score: Raw -471079.300746 + Penalty 3120.485767 = -467958.814980 nChanged 33 SP:Iteration 28Q (6628.395131 sec): 3 clusters Score: Raw -471095.824018 + Penalty 3120.485767 = -467975.338252 nChanged 40 SP:Iteration 29Q (6628.488035 sec): 3 clusters Score: Raw -471111.277388 + Penalty 3120.485767 = -467990.791621 nChanged 31 SP:Iteration 30Q (6628.567087 sec): 3 clusters Score: Raw -471124.104204 + Penalty 3120.485767 = -468003.618437 nChanged 25 SP:Iteration 31Q (6628.683784 sec): 3 clusters Score: Raw -471132.298254 + Penalty 3120.485767 = -468011.812488 nChanged 17 SP:Iteration 32Q (6628.774907 sec): 3 clusters Score: Raw -471138.645102 + Penalty 3120.485767 = -468018.159335 nChanged 14 SP:Iteration 33Q (6628.884383 sec): 3 clusters Score: Raw -471143.492702 + Penalty 3120.485767 = -468023.006936 nChanged 9 SP:Iteration 34Q (6628.964251 sec): 3 clusters Score: Raw -471146.305031 + Penalty 3120.485767 = -468025.819264 nChanged 5 SP:Iteration 35Q (6629.040124 sec): 3 clusters Score: Raw -471147.446385 + Penalty 3120.485767 = -468026.960619 nChanged 3 SP:Iteration 36Q (6629.142465 sec): 3 clusters Score: Raw -471148.031470 + Penalty 3120.485767 = -468027.545703 nChanged 4 SP:Iteration 37Q (6629.212382 sec): 3 clusters Score: Raw -471149.164323 + Penalty 3120.485767 = -468028.678556 nChanged 5 SP:Iteration 38Q (6629.310735 sec): 3 clusters Score: Raw -471150.545043 + Penalty 3120.485767 = -468030.059277 nChanged 1 SP:Iteration 39Q (6629.410977 sec): 3 clusters Score: Raw -471150.617108 + Penalty 3120.485767 = -468030.131342 nChanged 0 SP:Iteration 40F (6629.532165 sec): 3 clusters Score: Raw -471150.617108 + Penalty 3120.485767 = -468030.131342 nChanged 0 Trying to split cluster 16 (5790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6629.589925 sec): 2 clusters Score: Raw -324933.329278 + Penalty 1520.512269 = -323412.817009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6629.688689 sec): 3 clusters Score: Raw -321887.297768 + Penalty 3041.024537 = -318846.273231 nChanged 2424 SP:Iteration 1F (6629.767836 sec): 3 clusters Score: Raw -323431.622449 + Penalty 3041.024537 = -320390.597912 nChanged 497 SP:Iteration 2F (6629.824283 sec): 3 clusters Score: Raw -323828.473804 + Penalty 3041.024537 = -320787.449267 nChanged 431 SP:Iteration 3F (6629.858977 sec): 3 clusters Score: Raw -324188.041816 + Penalty 3041.024537 = -321147.017279 nChanged 375 SP:Iteration 4F (6629.976838 sec): 3 clusters Score: Raw -324453.502668 + Penalty 3041.024537 = -321412.478130 nChanged 265 SP:Iteration 5Q (6630.076013 sec): 3 clusters Score: Raw -324635.484987 + Penalty 3041.024537 = -321594.460450 nChanged 245 SP:Iteration 6Q (6630.174474 sec): 3 clusters Score: Raw -324789.516759 + Penalty 3041.024537 = -321748.492222 nChanged 191 SP:Iteration 7Q (6630.253144 sec): 3 clusters Score: Raw -324901.954832 + Penalty 3041.024537 = -321860.930294 nChanged 163 SP:Iteration 8Q (6630.371651 sec): 3 clusters Score: Raw -324999.082610 + Penalty 3041.024537 = -321958.058072 nChanged 126 SP:Iteration 9Q (6630.449780 sec): 3 clusters Score: Raw -325069.089712 + Penalty 3041.024537 = -322028.065174 nChanged 119 SP:Iteration 10Q (6630.557533 sec): 3 clusters Score: Raw -325159.997652 + Penalty 3041.024537 = -322118.973114 nChanged 121 SP:Iteration 11Q (6630.650198 sec): 3 clusters Score: Raw -325246.398357 + Penalty 3041.024537 = -322205.373819 nChanged 101 SP:Iteration 12Q (6630.725679 sec): 3 clusters Score: Raw -325296.660974 + Penalty 3041.024537 = -322255.636437 nChanged 77 SP:Iteration 13Q (6630.812955 sec): 3 clusters Score: Raw -325327.676515 + Penalty 3041.024537 = -322286.651978 nChanged 56 SP:Iteration 14Q (6630.912136 sec): 3 clusters Score: Raw -325346.194745 + Penalty 3041.024537 = -322305.170208 nChanged 46 SP:Iteration 15Q (6630.997457 sec): 3 clusters Score: Raw -325356.906006 + Penalty 3041.024537 = -322315.881469 nChanged 30 SP:Iteration 16Q (6631.081470 sec): 3 clusters Score: Raw -325365.227402 + Penalty 3041.024537 = -322324.202865 nChanged 28 SP:Iteration 17Q (6631.177343 sec): 3 clusters Score: Raw -325373.248933 + Penalty 3041.024537 = -322332.224396 nChanged 28 SP:Iteration 18Q (6631.268991 sec): 3 clusters Score: Raw -325383.482089 + Penalty 3041.024537 = -322342.457552 nChanged 33 SP:Iteration 19Q (6631.358936 sec): 3 clusters Score: Raw -325392.739701 + Penalty 3041.024537 = -322351.715164 nChanged 32 SP:Iteration 20F (6631.449881 sec): 3 clusters Score: Raw -325403.200169 + Penalty 3041.024537 = -322362.175631 nChanged 26 SP:Iteration 21Q (6631.541249 sec): 3 clusters Score: Raw -325412.839071 + Penalty 3041.024537 = -322371.814534 nChanged 27 SP:Iteration 22Q (6631.623614 sec): 3 clusters Score: Raw -325422.466213 + Penalty 3041.024537 = -322381.441676 nChanged 30 SP:Iteration 23Q (6631.723083 sec): 3 clusters Score: Raw -325435.315491 + Penalty 3041.024537 = -322394.290954 nChanged 29 SP:Iteration 24Q (6631.801757 sec): 3 clusters Score: Raw -325446.024698 + Penalty 3041.024537 = -322405.000161 nChanged 28 SP:Iteration 25Q (6631.895655 sec): 3 clusters Score: Raw -325454.948184 + Penalty 3041.024537 = -322413.923647 nChanged 26 SP:Iteration 26Q (6631.987932 sec): 3 clusters Score: Raw -325462.828112 + Penalty 3041.024537 = -322421.803575 nChanged 24 SP:Iteration 27Q (6632.090086 sec): 3 clusters Score: Raw -325469.426727 + Penalty 3041.024537 = -322428.402189 nChanged 28 SP:Iteration 28Q (6632.164405 sec): 3 clusters Score: Raw -325479.119105 + Penalty 3041.024537 = -322438.094567 nChanged 28 SP:Iteration 29Q (6632.270058 sec): 3 clusters Score: Raw -325488.148045 + Penalty 3041.024537 = -322447.123507 nChanged 29 SP:Iteration 30Q (6632.366978 sec): 3 clusters Score: Raw -325498.571238 + Penalty 3041.024537 = -322457.546701 nChanged 24 SP:Iteration 31Q (6632.456632 sec): 3 clusters Score: Raw -325504.472298 + Penalty 3041.024537 = -322463.447761 nChanged 15 SP:Iteration 32Q (6632.551585 sec): 3 clusters Score: Raw -325508.396533 + Penalty 3041.024537 = -322467.371996 nChanged 17 SP:Iteration 33Q (6632.649599 sec): 3 clusters Score: Raw -325514.050420 + Penalty 3041.024537 = -322473.025883 nChanged 16 SP:Iteration 34Q (6632.739568 sec): 3 clusters Score: Raw -325517.513967 + Penalty 3041.024537 = -322476.489430 nChanged 10 SP:Iteration 35Q (6632.831805 sec): 3 clusters Score: Raw -325519.320562 + Penalty 3041.024537 = -322478.296024 nChanged 10 SP:Iteration 36Q (6632.932891 sec): 3 clusters Score: Raw -325521.011644 + Penalty 3041.024537 = -322479.987107 nChanged 9 SP:Iteration 37Q (6633.030803 sec): 3 clusters Score: Raw -325523.815931 + Penalty 3041.024537 = -322482.791393 nChanged 13 SP:Iteration 38Q (6633.130016 sec): 3 clusters Score: Raw -325526.658590 + Penalty 3041.024537 = -322485.634053 nChanged 12 SP:Iteration 39Q (6633.229027 sec): 3 clusters Score: Raw -325529.335462 + Penalty 3041.024537 = -322488.310925 nChanged 11 SP:Iteration 40F (6633.312683 sec): 3 clusters Score: Raw -325533.441204 + Penalty 3041.024537 = -322492.416666 nChanged 13 SP:Iteration 41Q (6633.417501 sec): 3 clusters Score: Raw -325538.761073 + Penalty 3041.024537 = -322497.736536 nChanged 17 SP:Iteration 42Q (6633.512796 sec): 3 clusters Score: Raw -325543.885766 + Penalty 3041.024537 = -322502.861228 nChanged 17 SP:Iteration 43Q (6633.608806 sec): 3 clusters Score: Raw -325549.782731 + Penalty 3041.024537 = -322508.758194 nChanged 17 SP:Iteration 44Q (6633.682044 sec): 3 clusters Score: Raw -325554.788902 + Penalty 3041.024537 = -322513.764364 nChanged 16 SP:Iteration 45Q (6633.795638 sec): 3 clusters Score: Raw -325558.706580 + Penalty 3041.024537 = -322517.682043 nChanged 17 SP:Iteration 46Q (6633.876336 sec): 3 clusters Score: Raw -325563.791269 + Penalty 3041.024537 = -322522.766732 nChanged 14 SP:Iteration 47Q (6633.990401 sec): 3 clusters Score: Raw -325570.179912 + Penalty 3041.024537 = -322529.155375 nChanged 19 SP:Iteration 48Q (6634.083110 sec): 3 clusters Score: Raw -325578.918854 + Penalty 3041.024537 = -322537.894317 nChanged 23 SP:Iteration 49Q (6634.162945 sec): 3 clusters Score: Raw -325585.851974 + Penalty 3041.024537 = -322544.827437 nChanged 22 SP:Iteration 50Q (6634.256442 sec): 3 clusters Score: Raw -325592.021262 + Penalty 3041.024537 = -322550.996724 nChanged 15 SP:Iteration 51Q (6634.351509 sec): 3 clusters Score: Raw -325595.092480 + Penalty 3041.024537 = -322554.067943 nChanged 10 SP:Iteration 52Q (6634.452126 sec): 3 clusters Score: Raw -325596.886119 + Penalty 3041.024537 = -322555.861582 nChanged 8 SP:Iteration 53Q (6634.541537 sec): 3 clusters Score: Raw -325599.367269 + Penalty 3041.024537 = -322558.342732 nChanged 9 SP:Iteration 54Q (6634.607461 sec): 3 clusters Score: Raw -325602.484690 + Penalty 3041.024537 = -322561.460152 nChanged 14 SP:Iteration 55Q (6634.708875 sec): 3 clusters Score: Raw -325607.123590 + Penalty 3041.024537 = -322566.099053 nChanged 16 SP:Iteration 56Q (6634.804340 sec): 3 clusters Score: Raw -325612.339419 + Penalty 3041.024537 = -322571.314882 nChanged 21 SP:Iteration 57Q (6634.889398 sec): 3 clusters Score: Raw -325619.231912 + Penalty 3041.024537 = -322578.207374 nChanged 24 SP:Iteration 58Q (6634.961938 sec): 3 clusters Score: Raw -325627.010029 + Penalty 3041.024537 = -322585.985492 nChanged 22 SP:Iteration 59Q (6635.069885 sec): 3 clusters Score: Raw -325634.310481 + Penalty 3041.024537 = -322593.285944 nChanged 23 SP:Iteration 60F (6635.152089 sec): 3 clusters Score: Raw -325640.327724 + Penalty 3041.024537 = -322599.303186 nChanged 20 SP:Iteration 61Q (6635.236397 sec): 3 clusters Score: Raw -325646.655958 + Penalty 3041.024537 = -322605.631421 nChanged 24 SP:Iteration 62Q (6635.325413 sec): 3 clusters Score: Raw -325654.337629 + Penalty 3041.024537 = -322613.313092 nChanged 18 SP:Iteration 63Q (6635.415324 sec): 3 clusters Score: Raw -325661.826801 + Penalty 3041.024537 = -322620.802263 nChanged 20 SP:Iteration 64Q (6635.506604 sec): 3 clusters Score: Raw -325670.036915 + Penalty 3041.024537 = -322629.012377 nChanged 29 SP:Iteration 65Q (6635.585991 sec): 3 clusters Score: Raw -325680.082848 + Penalty 3041.024537 = -322639.058311 nChanged 24 SP:Iteration 66Q (6635.674147 sec): 3 clusters Score: Raw -325687.799418 + Penalty 3041.024537 = -322646.774881 nChanged 19 SP:Iteration 67Q (6635.765251 sec): 3 clusters Score: Raw -325694.737974 + Penalty 3041.024537 = -322653.713437 nChanged 20 SP:Iteration 68Q (6635.854098 sec): 3 clusters Score: Raw -325699.967757 + Penalty 3041.024537 = -322658.943220 nChanged 16 SP:Iteration 69Q (6635.949486 sec): 3 clusters Score: Raw -325704.472362 + Penalty 3041.024537 = -322663.447825 nChanged 10 SP:Iteration 70Q (6636.033986 sec): 3 clusters Score: Raw -325706.361210 + Penalty 3041.024537 = -322665.336673 nChanged 9 SP:Iteration 71Q (6636.103094 sec): 3 clusters Score: Raw -325707.867331 + Penalty 3041.024537 = -322666.842794 nChanged 7 SP:Iteration 72Q (6636.197823 sec): 3 clusters Score: Raw -325710.110232 + Penalty 3041.024537 = -322669.085695 nChanged 9 SP:Iteration 73Q (6636.271136 sec): 3 clusters Score: Raw -325712.840471 + Penalty 3041.024537 = -322671.815934 nChanged 14 SP:Iteration 74Q (6636.364024 sec): 3 clusters Score: Raw -325718.757951 + Penalty 3041.024537 = -322677.733413 nChanged 12 SP:Iteration 75Q (6636.473366 sec): 3 clusters Score: Raw -325724.540190 + Penalty 3041.024537 = -322683.515653 nChanged 13 SP:Iteration 76Q (6636.543500 sec): 3 clusters Score: Raw -325729.895352 + Penalty 3041.024537 = -322688.870815 nChanged 10 SP:Iteration 77Q (6636.637698 sec): 3 clusters Score: Raw -325732.617158 + Penalty 3041.024537 = -322691.592621 nChanged 7 SP:Iteration 78Q (6636.732083 sec): 3 clusters Score: Raw -325734.618294 + Penalty 3041.024537 = -322693.593757 nChanged 5 SP:Iteration 79Q (6636.828025 sec): 3 clusters Score: Raw -325735.245460 + Penalty 3041.024537 = -322694.220922 nChanged 0 SP:Iteration 80F (6636.922245 sec): 3 clusters Score: Raw -325735.245460 + Penalty 3041.024537 = -322694.220922 nChanged 0 Trying to split cluster 17 (10941 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6637.011678 sec): 2 clusters Score: Raw -692465.696758 + Penalty 1632.197820 = -690833.498938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6637.119093 sec): 3 clusters Score: Raw -686170.148604 + Penalty 3264.395640 = -682905.752964 nChanged 4816 SP:Iteration 1F (6637.225295 sec): 3 clusters Score: Raw -688848.561241 + Penalty 3264.395640 = -685584.165601 nChanged 728 SP:Iteration 2F (6637.310030 sec): 3 clusters Score: Raw -689196.481316 + Penalty 3264.395640 = -685932.085675 nChanged 581 SP:Iteration 3F (6637.437280 sec): 3 clusters Score: Raw -689483.233246 + Penalty 3264.395640 = -686218.837605 nChanged 529 SP:Iteration 4Q (6637.532700 sec): 3 clusters Score: Raw -689736.685214 + Penalty 3264.395640 = -686472.289574 nChanged 492 SP:Iteration 5Q (6637.638363 sec): 3 clusters Score: Raw -689992.902585 + Penalty 3264.395640 = -686728.506945 nChanged 457 SP:Iteration 6Q (6637.741348 sec): 3 clusters Score: Raw -690230.129485 + Penalty 3264.395640 = -686965.733845 nChanged 450 SP:Iteration 7Q (6637.840888 sec): 3 clusters Score: Raw -690450.099906 + Penalty 3264.395640 = -687185.704266 nChanged 384 SP:Iteration 8Q (6637.948077 sec): 3 clusters Score: Raw -690643.825237 + Penalty 3264.395640 = -687379.429596 nChanged 357 SP:Iteration 9Q (6638.046789 sec): 3 clusters Score: Raw -690835.745653 + Penalty 3264.395640 = -687571.350012 nChanged 370 SP:Iteration 10Q (6638.148779 sec): 3 clusters Score: Raw -691025.536933 + Penalty 3264.395640 = -687761.141293 nChanged 334 SP:Iteration 11Q (6638.252241 sec): 3 clusters Score: Raw -691219.346000 + Penalty 3264.395640 = -687954.950359 nChanged 350 SP:Iteration 12Q (6638.340447 sec): 3 clusters Score: Raw -691396.869654 + Penalty 3264.395640 = -688132.474013 nChanged 312 SP:Iteration 13Q (6638.461645 sec): 3 clusters Score: Raw -691552.532946 + Penalty 3264.395640 = -688288.137306 nChanged 264 SP:Iteration 14Q (6638.563973 sec): 3 clusters Score: Raw -691655.038338 + Penalty 3264.395640 = -688390.642698 nChanged 215 SP:Iteration 15Q (6638.662979 sec): 3 clusters Score: Raw -691745.253524 + Penalty 3264.395640 = -688480.857884 nChanged 208 SP:Iteration 16Q (6638.766120 sec): 3 clusters Score: Raw -691834.513357 + Penalty 3264.395640 = -688570.117717 nChanged 201 SP:Iteration 17Q (6638.874531 sec): 3 clusters Score: Raw -691916.133090 + Penalty 3264.395640 = -688651.737450 nChanged 194 SP:Iteration 18Q (6638.961792 sec): 3 clusters Score: Raw -692004.017524 + Penalty 3264.395640 = -688739.621884 nChanged 183 SP:Iteration 19Q (6639.074158 sec): 3 clusters Score: Raw -692093.198698 + Penalty 3264.395640 = -688828.803057 nChanged 171 SP:Iteration 20F (6639.183060 sec): 3 clusters Score: Raw -692183.889668 + Penalty 3264.395640 = -688919.494028 nChanged 170 SP:Iteration 21Q (6639.290359 sec): 3 clusters Score: Raw -692278.197869 + Penalty 3264.395640 = -689013.802229 nChanged 172 SP:Iteration 22Q (6639.391898 sec): 3 clusters Score: Raw -692369.624181 + Penalty 3264.395640 = -689105.228540 nChanged 164 SP:Iteration 23Q (6639.484270 sec): 3 clusters Score: Raw -692443.866054 + Penalty 3264.395640 = -689179.470414 nChanged 148 SP:Iteration 24Q (6639.574045 sec): 3 clusters Score: Raw -692507.388024 + Penalty 3264.395640 = -689242.992384 nChanged 121 SP:Iteration 25Q (6639.678703 sec): 3 clusters Score: Raw -692558.751421 + Penalty 3264.395640 = -689294.355781 nChanged 137 SP:Iteration 26Q (6639.788059 sec): 3 clusters Score: Raw -692618.979983 + Penalty 3264.395640 = -689354.584342 nChanged 124 SP:Iteration 27Q (6639.867643 sec): 3 clusters Score: Raw -692669.410511 + Penalty 3264.395640 = -689405.014871 nChanged 103 SP:Iteration 28Q (6639.976020 sec): 3 clusters Score: Raw -692704.915731 + Penalty 3264.395640 = -689440.520091 nChanged 85 SP:Iteration 29Q (6640.076446 sec): 3 clusters Score: Raw -692726.950109 + Penalty 3264.395640 = -689462.554468 nChanged 77 SP:Iteration 30Q (6640.195132 sec): 3 clusters Score: Raw -692750.833627 + Penalty 3264.395640 = -689486.437986 nChanged 69 SP:Iteration 31Q (6640.327774 sec): 3 clusters Score: Raw -692768.117547 + Penalty 3264.395640 = -689503.721906 nChanged 48 SP:Iteration 32Q (6640.455353 sec): 3 clusters Score: Raw -692781.595860 + Penalty 3264.395640 = -689517.200219 nChanged 38 SP:Iteration 33Q (6640.601616 sec): 3 clusters Score: Raw -692790.918271 + Penalty 3264.395640 = -689526.522631 nChanged 45 SP:Iteration 34Q (6640.726435 sec): 3 clusters Score: Raw -692802.631326 + Penalty 3264.395640 = -689538.235686 nChanged 53 SP:Iteration 35Q (6640.844746 sec): 3 clusters Score: Raw -692815.305082 + Penalty 3264.395640 = -689550.909441 nChanged 32 SP:Iteration 36Q (6640.969875 sec): 3 clusters Score: Raw -692821.023043 + Penalty 3264.395640 = -689556.627403 nChanged 28 SP:Iteration 37Q (6641.091529 sec): 3 clusters Score: Raw -692827.629496 + Penalty 3264.395640 = -689563.233855 nChanged 28 SP:Iteration 38Q (6641.210725 sec): 3 clusters Score: Raw -692832.177308 + Penalty 3264.395640 = -689567.781668 nChanged 24 SP:Iteration 39Q (6641.319715 sec): 3 clusters Score: Raw -692835.133363 + Penalty 3264.395640 = -689570.737722 nChanged 12 SP:Iteration 40F (6641.497151 sec): 3 clusters Score: Raw -692836.432126 + Penalty 3264.395640 = -689572.036486 nChanged 6 SP:Iteration 41Q (6641.664993 sec): 3 clusters Score: Raw -692837.027984 + Penalty 3264.395640 = -689572.632344 nChanged 7 SP:Iteration 42Q (6641.779281 sec): 3 clusters Score: Raw -692838.246614 + Penalty 3264.395640 = -689573.850974 nChanged 9 SP:Iteration 43Q (6641.890708 sec): 3 clusters Score: Raw -692839.545465 + Penalty 3264.395640 = -689575.149825 nChanged 16 SP:Iteration 44Q (6642.027858 sec): 3 clusters Score: Raw -692842.163160 + Penalty 3264.395640 = -689577.767520 nChanged 16 SP:Iteration 45Q (6642.158816 sec): 3 clusters Score: Raw -692844.542082 + Penalty 3264.395640 = -689580.146442 nChanged 11 SP:Iteration 46Q (6642.288480 sec): 3 clusters Score: Raw -692846.639209 + Penalty 3264.395640 = -689582.243568 nChanged 9 SP:Iteration 47Q (6642.461094 sec): 3 clusters Score: Raw -692848.212474 + Penalty 3264.395640 = -689583.816834 nChanged 11 SP:Iteration 48Q (6642.555751 sec): 3 clusters Score: Raw -692850.110269 + Penalty 3264.395640 = -689585.714629 nChanged 12 SP:Iteration 49Q (6642.700163 sec): 3 clusters Score: Raw -692852.606928 + Penalty 3264.395640 = -689588.211288 nChanged 11 SP:Iteration 50Q (6642.823791 sec): 3 clusters Score: Raw -692854.152229 + Penalty 3264.395640 = -689589.756589 nChanged 7 SP:Iteration 51Q (6642.917061 sec): 3 clusters Score: Raw -692855.227317 + Penalty 3264.395640 = -689590.831677 nChanged 13 SP:Iteration 52Q (6643.037662 sec): 3 clusters Score: Raw -692856.931118 + Penalty 3264.395640 = -689592.535478 nChanged 16 SP:Iteration 53Q (6643.156849 sec): 3 clusters Score: Raw -692858.893675 + Penalty 3264.395640 = -689594.498035 nChanged 10 SP:Iteration 54Q (6643.270890 sec): 3 clusters Score: Raw -692860.195200 + Penalty 3264.395640 = -689595.799560 nChanged 7 SP:Iteration 55Q (6643.402828 sec): 3 clusters Score: Raw -692861.395090 + Penalty 3264.395640 = -689596.999450 nChanged 10 SP:Iteration 56Q (6643.522479 sec): 3 clusters Score: Raw -692862.477287 + Penalty 3264.395640 = -689598.081646 nChanged 12 SP:Iteration 57Q (6643.641646 sec): 3 clusters Score: Raw -692864.642876 + Penalty 3264.395640 = -689600.247236 nChanged 12 SP:Iteration 58Q (6643.773759 sec): 3 clusters Score: Raw -692866.656719 + Penalty 3264.395640 = -689602.261079 nChanged 9 SP:Iteration 59Q (6643.926158 sec): 3 clusters Score: Raw -692868.027854 + Penalty 3264.395640 = -689603.632214 nChanged 7 SP:Iteration 60F (6644.014490 sec): 3 clusters Score: Raw -692869.474817 + Penalty 3264.395640 = -689605.079177 nChanged 9 SP:Iteration 61Q (6644.133443 sec): 3 clusters Score: Raw -692870.189507 + Penalty 3264.395640 = -689605.793867 nChanged 3 SP:Iteration 62Q (6644.220172 sec): 3 clusters Score: Raw -692870.769102 + Penalty 3264.395640 = -689606.373461 nChanged 2 SP:Iteration 63Q (6644.321243 sec): 3 clusters Score: Raw -692870.981744 + Penalty 3264.395640 = -689606.586104 nChanged 1 SP:Iteration 64Q (6644.423996 sec): 3 clusters Score: Raw -692871.101012 + Penalty 3264.395640 = -689606.705372 nChanged 1 SP:Iteration 65Q (6644.523179 sec): 3 clusters Score: Raw -692871.198571 + Penalty 3264.395640 = -689606.802931 nChanged 2 SP:Iteration 66Q (6644.634378 sec): 3 clusters Score: Raw -692871.489809 + Penalty 3264.395640 = -689607.094169 nChanged 2 SP:Iteration 67Q (6644.752060 sec): 3 clusters Score: Raw -692871.874342 + Penalty 3264.395640 = -689607.478702 nChanged 3 SP:Iteration 68Q (6644.867201 sec): 3 clusters Score: Raw -692872.193621 + Penalty 3264.395640 = -689607.797981 nChanged 1 SP:Iteration 69Q (6644.977395 sec): 3 clusters Score: Raw -692872.225932 + Penalty 3264.395640 = -689607.830292 nChanged 0 SP:Iteration 70F (6645.074108 sec): 3 clusters Score: Raw -692872.225932 + Penalty 3264.395640 = -689607.830292 nChanged 0 Trying to split cluster 18 (4468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6645.154916 sec): 2 clusters Score: Raw -303721.271608 + Penalty 1475.024176 = -302246.247432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6645.258078 sec): 3 clusters Score: Raw -301474.379872 + Penalty 2950.048352 = -298524.331520 nChanged 1773 SP:Iteration 1F (6645.343675 sec): 3 clusters Score: Raw -302508.618705 + Penalty 2950.048352 = -299558.570352 nChanged 343 SP:Iteration 2F (6645.414786 sec): 3 clusters Score: Raw -302699.116021 + Penalty 2950.048352 = -299749.067669 nChanged 232 SP:Iteration 3F (6645.526966 sec): 3 clusters Score: Raw -302820.426780 + Penalty 2950.048352 = -299870.378428 nChanged 183 SP:Iteration 4Q (6645.609756 sec): 3 clusters Score: Raw -302906.330271 + Penalty 2950.048352 = -299956.281919 nChanged 152 SP:Iteration 5Q (6645.734379 sec): 3 clusters Score: Raw -302984.505304 + Penalty 2950.048352 = -300034.456951 nChanged 122 SP:Iteration 6Q (6645.818711 sec): 3 clusters Score: Raw -303040.186591 + Penalty 2950.048352 = -300090.138238 nChanged 105 SP:Iteration 7Q (6645.940545 sec): 3 clusters Score: Raw -303085.454516 + Penalty 2950.048352 = -300135.406164 nChanged 82 SP:Iteration 8Q (6646.048729 sec): 3 clusters Score: Raw -303122.205348 + Penalty 2950.048352 = -300172.156996 nChanged 79 SP:Iteration 9Q (6646.118732 sec): 3 clusters Score: Raw -303153.574787 + Penalty 2950.048352 = -300203.526434 nChanged 73 SP:Iteration 10Q (6646.224551 sec): 3 clusters Score: Raw -303182.814439 + Penalty 2950.048352 = -300232.766087 nChanged 82 SP:Iteration 11Q (6646.325333 sec): 3 clusters Score: Raw -303212.320655 + Penalty 2950.048352 = -300262.272303 nChanged 64 SP:Iteration 12Q (6646.422013 sec): 3 clusters Score: Raw -303235.314074 + Penalty 2950.048352 = -300285.265722 nChanged 55 SP:Iteration 13Q (6646.521307 sec): 3 clusters Score: Raw -303253.446570 + Penalty 2950.048352 = -300303.398218 nChanged 36 SP:Iteration 14Q (6646.613495 sec): 3 clusters Score: Raw -303265.480176 + Penalty 2950.048352 = -300315.431824 nChanged 35 SP:Iteration 15Q (6646.729072 sec): 3 clusters Score: Raw -303277.759195 + Penalty 2950.048352 = -300327.710843 nChanged 33 SP:Iteration 16Q (6646.815036 sec): 3 clusters Score: Raw -303291.093287 + Penalty 2950.048352 = -300341.044935 nChanged 42 SP:Iteration 17Q (6646.909625 sec): 3 clusters Score: Raw -303306.154466 + Penalty 2950.048352 = -300356.106114 nChanged 42 SP:Iteration 18Q (6647.024930 sec): 3 clusters Score: Raw -303319.844097 + Penalty 2950.048352 = -300369.795745 nChanged 40 SP:Iteration 19Q (6647.120382 sec): 3 clusters Score: Raw -303332.578333 + Penalty 2950.048352 = -300382.529981 nChanged 37 SP:Iteration 20F (6647.224691 sec): 3 clusters Score: Raw -303344.889912 + Penalty 2950.048352 = -300394.841560 nChanged 35 SP:Iteration 21Q (6647.317393 sec): 3 clusters Score: Raw -303359.508681 + Penalty 2950.048352 = -300409.460329 nChanged 38 SP:Iteration 22Q (6647.400033 sec): 3 clusters Score: Raw -303372.302796 + Penalty 2950.048352 = -300422.254444 nChanged 32 SP:Iteration 23Q (6647.487003 sec): 3 clusters Score: Raw -303385.472629 + Penalty 2950.048352 = -300435.424277 nChanged 49 SP:Iteration 24Q (6647.566969 sec): 3 clusters Score: Raw -303405.251177 + Penalty 2950.048352 = -300455.202825 nChanged 48 SP:Iteration 25Q (6647.660866 sec): 3 clusters Score: Raw -303421.563864 + Penalty 2950.048352 = -300471.515512 nChanged 39 SP:Iteration 26Q (6647.752622 sec): 3 clusters Score: Raw -303438.464023 + Penalty 2950.048352 = -300488.415671 nChanged 51 SP:Iteration 27Q (6647.862762 sec): 3 clusters Score: Raw -303460.453266 + Penalty 2950.048352 = -300510.404913 nChanged 49 SP:Iteration 28Q (6647.963765 sec): 3 clusters Score: Raw -303479.814902 + Penalty 2950.048352 = -300529.766550 nChanged 43 SP:Iteration 29Q (6648.058533 sec): 3 clusters Score: Raw -303497.244098 + Penalty 2950.048352 = -300547.195746 nChanged 35 SP:Iteration 30Q (6648.149857 sec): 3 clusters Score: Raw -303510.553425 + Penalty 2950.048352 = -300560.505073 nChanged 34 SP:Iteration 31Q (6648.223856 sec): 3 clusters Score: Raw -303525.845872 + Penalty 2950.048352 = -300575.797519 nChanged 35 SP:Iteration 32Q (6648.330522 sec): 3 clusters Score: Raw -303539.921606 + Penalty 2950.048352 = -300589.873254 nChanged 32 SP:Iteration 33Q (6648.417744 sec): 3 clusters Score: Raw -303554.538464 + Penalty 2950.048352 = -300604.490111 nChanged 44 SP:Iteration 34Q (6648.530169 sec): 3 clusters Score: Raw -303574.150100 + Penalty 2950.048352 = -300624.101747 nChanged 52 SP:Iteration 35Q (6648.622102 sec): 3 clusters Score: Raw -303598.816797 + Penalty 2950.048352 = -300648.768445 nChanged 55 SP:Iteration 36Q (6648.708215 sec): 3 clusters Score: Raw -303621.854908 + Penalty 2950.048352 = -300671.806556 nChanged 51 SP:Iteration 37Q (6648.786086 sec): 3 clusters Score: Raw -303640.992603 + Penalty 2950.048352 = -300690.944251 nChanged 47 SP:Iteration 38Q (6648.881972 sec): 3 clusters Score: Raw -303660.140902 + Penalty 2950.048352 = -300710.092550 nChanged 43 SP:Iteration 39Q (6648.972368 sec): 3 clusters Score: Raw -303679.368546 + Penalty 2950.048352 = -300729.320194 nChanged 39 SP:Iteration 40F (6649.058100 sec): 3 clusters Score: Raw -303695.696048 + Penalty 2950.048352 = -300745.647696 nChanged 33 SP:Iteration 41Q (6649.150190 sec): 3 clusters Score: Raw -303709.454295 + Penalty 2950.048352 = -300759.405943 nChanged 34 SP:Iteration 42Q (6649.221452 sec): 3 clusters Score: Raw -303725.572428 + Penalty 2950.048352 = -300775.524075 nChanged 36 SP:Iteration 43Q (6649.325383 sec): 3 clusters Score: Raw -303742.783860 + Penalty 2950.048352 = -300792.735508 nChanged 32 SP:Iteration 44Q (6649.415263 sec): 3 clusters Score: Raw -303757.687674 + Penalty 2950.048352 = -300807.639321 nChanged 31 SP:Iteration 45Q (6649.515727 sec): 3 clusters Score: Raw -303769.787743 + Penalty 2950.048352 = -300819.739391 nChanged 25 SP:Iteration 46Q (6649.599050 sec): 3 clusters Score: Raw -303780.997874 + Penalty 2950.048352 = -300830.949522 nChanged 35 SP:Iteration 47Q (6649.671851 sec): 3 clusters Score: Raw -303794.734105 + Penalty 2950.048352 = -300844.685753 nChanged 34 SP:Iteration 48Q (6649.756618 sec): 3 clusters Score: Raw -303807.301980 + Penalty 2950.048352 = -300857.253628 nChanged 33 SP:Iteration 49Q (6649.857113 sec): 3 clusters Score: Raw -303821.258069 + Penalty 2950.048352 = -300871.209717 nChanged 31 SP:Iteration 50Q (6649.929540 sec): 3 clusters Score: Raw -303835.444350 + Penalty 2950.048352 = -300885.395998 nChanged 28 SP:Iteration 51Q (6650.011847 sec): 3 clusters Score: Raw -303845.103362 + Penalty 2950.048352 = -300895.055010 nChanged 29 SP:Iteration 52Q (6650.093710 sec): 3 clusters Score: Raw -303856.980131 + Penalty 2950.048352 = -300906.931779 nChanged 22 SP:Iteration 53Q (6650.178081 sec): 3 clusters Score: Raw -303864.874904 + Penalty 2950.048352 = -300914.826552 nChanged 15 SP:Iteration 54Q (6650.282027 sec): 3 clusters Score: Raw -303870.061141 + Penalty 2950.048352 = -300920.012789 nChanged 12 SP:Iteration 55Q (6650.366430 sec): 3 clusters Score: Raw -303874.372969 + Penalty 2950.048352 = -300924.324617 nChanged 7 SP:Iteration 56Q (6650.455656 sec): 3 clusters Score: Raw -303876.546017 + Penalty 2950.048352 = -300926.497665 nChanged 6 SP:Iteration 57Q (6650.527728 sec): 3 clusters Score: Raw -303878.805843 + Penalty 2950.048352 = -300928.757491 nChanged 5 SP:Iteration 58Q (6650.628938 sec): 3 clusters Score: Raw -303881.833937 + Penalty 2950.048352 = -300931.785585 nChanged 9 SP:Iteration 59Q (6650.702827 sec): 3 clusters Score: Raw -303885.582214 + Penalty 2950.048352 = -300935.533861 nChanged 6 SP:Iteration 60F (6650.806883 sec): 3 clusters Score: Raw -303887.495415 + Penalty 2950.048352 = -300937.447063 nChanged 4 SP:Iteration 61Q (6650.897092 sec): 3 clusters Score: Raw -303888.799964 + Penalty 2950.048352 = -300938.751612 nChanged 1 SP:Iteration 62Q (6650.983254 sec): 3 clusters Score: Raw -303889.339626 + Penalty 2950.048352 = -300939.291273 nChanged 2 SP:Iteration 63Q (6651.063937 sec): 3 clusters Score: Raw -303889.773014 + Penalty 2950.048352 = -300939.724662 nChanged 1 SP:Iteration 64Q (6651.157785 sec): 3 clusters Score: Raw -303889.887074 + Penalty 2950.048352 = -300939.838722 nChanged 1 SP:Iteration 65Q (6651.235011 sec): 3 clusters Score: Raw -303889.985134 + Penalty 2950.048352 = -300939.936781 nChanged 0 SP:Iteration 66F (6651.340899 sec): 3 clusters Score: Raw -303889.985134 + Penalty 2950.048352 = -300939.936781 nChanged 0 Trying to split cluster 19 (1565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6651.399325 sec): 2 clusters Score: Raw -58993.563361 + Penalty 1290.915014 = -57702.648347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6651.480884 sec): 3 clusters Score: Raw -58417.043163 + Penalty 2581.830027 = -55835.213135 nChanged 536 SP:Iteration 1F (6651.567483 sec): 3 clusters Score: Raw -58823.628966 + Penalty 2581.830027 = -56241.798939 nChanged 116 SP:Iteration 2F (6651.629844 sec): 3 clusters Score: Raw -58958.455610 + Penalty 2581.830027 = -56376.625583 nChanged 88 SP:Iteration 3F (6651.726693 sec): 3 clusters Score: Raw -59053.931826 + Penalty 2581.830027 = -56472.101799 nChanged 71 SP:Iteration 4Q (6651.791175 sec): 3 clusters Score: Raw -59153.617095 + Penalty 2581.830027 = -56571.787068 nChanged 75 SP:Iteration 5Q (6651.893514 sec): 3 clusters Score: Raw -59262.451949 + Penalty 2581.830027 = -56680.621921 nChanged 80 SP:Iteration 6F (6651.984030 sec): 3 clusters Score: Raw -59383.481761 + Penalty 2581.830027 = -56801.651734 nChanged 59 SP:Iteration 7Q (6652.062570 sec): 3 clusters Score: Raw -59455.980826 + Penalty 2581.830027 = -56874.150799 nChanged 54 SP:Iteration 8Q (6652.142981 sec): 3 clusters Score: Raw -59504.483181 + Penalty 2581.830027 = -56922.653154 nChanged 26 SP:Iteration 9Q (6652.224962 sec): 3 clusters Score: Raw -59533.870969 + Penalty 2581.830027 = -56952.040942 nChanged 21 SP:Iteration 10Q (6652.282650 sec): 3 clusters Score: Raw -59552.023646 + Penalty 2581.830027 = -56970.193618 nChanged 15 SP:Iteration 11Q (6652.396525 sec): 3 clusters Score: Raw -59563.243562 + Penalty 2581.830027 = -56981.413535 nChanged 8 SP:Iteration 12Q (6652.481211 sec): 3 clusters Score: Raw -59569.915455 + Penalty 2581.830027 = -56988.085428 nChanged 7 SP:Iteration 13Q (6652.560057 sec): 3 clusters Score: Raw -59574.238756 + Penalty 2581.830027 = -56992.408729 nChanged 5 SP:Iteration 14Q (6652.626882 sec): 3 clusters Score: Raw -59577.194263 + Penalty 2581.830027 = -56995.364235 nChanged 2 SP:Iteration 15Q (6652.726526 sec): 3 clusters Score: Raw -59578.050461 + Penalty 2581.830027 = -56996.220434 nChanged 0 SP:Iteration 16F (6652.810175 sec): 3 clusters Score: Raw -59578.050461 + Penalty 2581.830027 = -56996.220434 nChanged 0 Trying to split cluster 20 (8536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6652.884329 sec): 2 clusters Score: Raw -554136.355036 + Penalty 1588.634388 = -552547.720648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6652.967853 sec): 3 clusters Score: Raw -549445.828930 + Penalty 3177.268775 = -546268.560155 nChanged 3558 SP:Iteration 1F (6653.065589 sec): 3 clusters Score: Raw -551561.798714 + Penalty 3177.268775 = -548384.529938 nChanged 698 SP:Iteration 2F (6653.165197 sec): 3 clusters Score: Raw -552025.217680 + Penalty 3177.268775 = -548847.948904 nChanged 601 SP:Iteration 3F (6653.259526 sec): 3 clusters Score: Raw -552439.199403 + Penalty 3177.268775 = -549261.930627 nChanged 542 SP:Iteration 4F (6653.356736 sec): 3 clusters Score: Raw -552828.953903 + Penalty 3177.268775 = -549651.685127 nChanged 503 SP:Iteration 5F (6653.445789 sec): 3 clusters Score: Raw -553176.093492 + Penalty 3177.268775 = -549998.824717 nChanged 438 SP:Iteration 6F (6653.528981 sec): 3 clusters Score: Raw -553448.666862 + Penalty 3177.268775 = -550271.398087 nChanged 348 SP:Iteration 7Q (6653.601418 sec): 3 clusters Score: Raw -553621.597596 + Penalty 3177.268775 = -550444.328821 nChanged 242 SP:Iteration 8Q (6653.713324 sec): 3 clusters Score: Raw -553740.986586 + Penalty 3177.268775 = -550563.717811 nChanged 198 SP:Iteration 9Q (6653.807723 sec): 3 clusters Score: Raw -553842.535195 + Penalty 3177.268775 = -550665.266419 nChanged 170 SP:Iteration 10Q (6653.893463 sec): 3 clusters Score: Raw -553914.163293 + Penalty 3177.268775 = -550736.894517 nChanged 119 SP:Iteration 11Q (6653.975203 sec): 3 clusters Score: Raw -553958.232709 + Penalty 3177.268775 = -550780.963933 nChanged 110 SP:Iteration 12Q (6654.077654 sec): 3 clusters Score: Raw -553997.560895 + Penalty 3177.268775 = -550820.292119 nChanged 101 SP:Iteration 13Q (6654.186057 sec): 3 clusters Score: Raw -554038.226296 + Penalty 3177.268775 = -550860.957520 nChanged 99 SP:Iteration 14Q (6654.291035 sec): 3 clusters Score: Raw -554081.729158 + Penalty 3177.268775 = -550904.460383 nChanged 95 SP:Iteration 15Q (6654.389636 sec): 3 clusters Score: Raw -554121.515548 + Penalty 3177.268775 = -550944.246773 nChanged 98 SP:Iteration 16Q (6654.484532 sec): 3 clusters Score: Raw -554172.114852 + Penalty 3177.268775 = -550994.846077 nChanged 108 SP:Iteration 17Q (6654.559413 sec): 3 clusters Score: Raw -554232.890938 + Penalty 3177.268775 = -551055.622162 nChanged 117 SP:Iteration 18Q (6654.653578 sec): 3 clusters Score: Raw -554301.197354 + Penalty 3177.268775 = -551123.928579 nChanged 117 SP:Iteration 19Q (6654.747333 sec): 3 clusters Score: Raw -554380.337952 + Penalty 3177.268775 = -551203.069176 nChanged 116 SP:Iteration 20F (6654.840008 sec): 3 clusters Score: Raw -554462.745989 + Penalty 3177.268775 = -551285.477214 nChanged 119 SP:Iteration 21Q (6654.945238 sec): 3 clusters Score: Raw -554549.672323 + Penalty 3177.268775 = -551372.403548 nChanged 107 SP:Iteration 22Q (6655.023051 sec): 3 clusters Score: Raw -554605.867477 + Penalty 3177.268775 = -551428.598702 nChanged 85 SP:Iteration 23Q (6655.129765 sec): 3 clusters Score: Raw -554646.023247 + Penalty 3177.268775 = -551468.754472 nChanged 72 SP:Iteration 24Q (6655.222084 sec): 3 clusters Score: Raw -554680.506318 + Penalty 3177.268775 = -551503.237543 nChanged 75 SP:Iteration 25Q (6655.312415 sec): 3 clusters Score: Raw -554710.145306 + Penalty 3177.268775 = -551532.876531 nChanged 52 SP:Iteration 26Q (6655.405100 sec): 3 clusters Score: Raw -554726.582969 + Penalty 3177.268775 = -551549.314194 nChanged 46 SP:Iteration 27Q (6655.485914 sec): 3 clusters Score: Raw -554741.976346 + Penalty 3177.268775 = -551564.707570 nChanged 41 SP:Iteration 28Q (6655.602432 sec): 3 clusters Score: Raw -554754.202046 + Penalty 3177.268775 = -551576.933271 nChanged 41 SP:Iteration 29Q (6655.717513 sec): 3 clusters Score: Raw -554766.440727 + Penalty 3177.268775 = -551589.171952 nChanged 29 SP:Iteration 30Q (6655.851479 sec): 3 clusters Score: Raw -554772.916185 + Penalty 3177.268775 = -551595.647410 nChanged 19 SP:Iteration 31Q (6655.980812 sec): 3 clusters Score: Raw -554776.808144 + Penalty 3177.268775 = -551599.539368 nChanged 11 SP:Iteration 32Q (6656.117281 sec): 3 clusters Score: Raw -554779.417572 + Penalty 3177.268775 = -551602.148797 nChanged 15 SP:Iteration 33Q (6656.222783 sec): 3 clusters Score: Raw -554782.286950 + Penalty 3177.268775 = -551605.018175 nChanged 2 SP:Iteration 34Q (6656.347480 sec): 3 clusters Score: Raw -554782.542781 + Penalty 3177.268775 = -551605.274005 nChanged 1 SP:Iteration 35Q (6656.464173 sec): 3 clusters Score: Raw -554782.613950 + Penalty 3177.268775 = -551605.345175 nChanged 0 SP:Iteration 36F (6656.595109 sec): 3 clusters Score: Raw -554782.613950 + Penalty 3177.268775 = -551605.345175 nChanged 0 Trying to split cluster 21 (3463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6656.655275 sec): 2 clusters Score: Raw -178832.242825 + Penalty 1430.305791 = -177401.937035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6656.762811 sec): 3 clusters Score: Raw -177131.792593 + Penalty 2860.611581 = -174271.181012 nChanged 1368 SP:Iteration 1F (6656.889525 sec): 3 clusters Score: Raw -177965.001002 + Penalty 2860.611581 = -175104.389420 nChanged 328 SP:Iteration 2F (6656.963086 sec): 3 clusters Score: Raw -178227.314288 + Penalty 2860.611581 = -175366.702707 nChanged 228 SP:Iteration 3F (6657.066716 sec): 3 clusters Score: Raw -178391.660655 + Penalty 2860.611581 = -175531.049074 nChanged 164 SP:Iteration 4Q (6657.167924 sec): 3 clusters Score: Raw -178522.565312 + Penalty 2860.611581 = -175661.953731 nChanged 167 SP:Iteration 5Q (6657.280223 sec): 3 clusters Score: Raw -178647.749636 + Penalty 2860.611581 = -175787.138055 nChanged 142 SP:Iteration 6Q (6657.374422 sec): 3 clusters Score: Raw -178749.542648 + Penalty 2860.611581 = -175888.931067 nChanged 137 SP:Iteration 7Q (6657.454040 sec): 3 clusters Score: Raw -178840.017415 + Penalty 2860.611581 = -175979.405834 nChanged 103 SP:Iteration 8Q (6657.557496 sec): 3 clusters Score: Raw -178899.646391 + Penalty 2860.611581 = -176039.034810 nChanged 87 SP:Iteration 9Q (6657.657009 sec): 3 clusters Score: Raw -178959.369936 + Penalty 2860.611581 = -176098.758355 nChanged 80 SP:Iteration 10Q (6657.749277 sec): 3 clusters Score: Raw -179009.105158 + Penalty 2860.611581 = -176148.493577 nChanged 59 SP:Iteration 11Q (6657.840991 sec): 3 clusters Score: Raw -179040.743026 + Penalty 2860.611581 = -176180.131445 nChanged 42 SP:Iteration 12Q (6657.930259 sec): 3 clusters Score: Raw -179059.615528 + Penalty 2860.611581 = -176199.003947 nChanged 33 SP:Iteration 13Q (6658.019302 sec): 3 clusters Score: Raw -179072.658951 + Penalty 2860.611581 = -176212.047370 nChanged 20 SP:Iteration 14Q (6658.113088 sec): 3 clusters Score: Raw -179083.632258 + Penalty 2860.611581 = -176223.020677 nChanged 27 SP:Iteration 15Q (6658.206261 sec): 3 clusters Score: Raw -179095.054016 + Penalty 2860.611581 = -176234.442435 nChanged 35 SP:Iteration 16Q (6658.300432 sec): 3 clusters Score: Raw -179112.433761 + Penalty 2860.611581 = -176251.822180 nChanged 28 SP:Iteration 17Q (6658.378008 sec): 3 clusters Score: Raw -179125.947200 + Penalty 2860.611581 = -176265.335619 nChanged 28 SP:Iteration 18Q (6658.471971 sec): 3 clusters Score: Raw -179139.878112 + Penalty 2860.611581 = -176279.266531 nChanged 28 SP:Iteration 19Q (6658.567452 sec): 3 clusters Score: Raw -179152.382290 + Penalty 2860.611581 = -176291.770709 nChanged 34 SP:Iteration 20F (6658.682463 sec): 3 clusters Score: Raw -179164.951532 + Penalty 2860.611581 = -176304.339951 nChanged 20 SP:Iteration 21Q (6658.764785 sec): 3 clusters Score: Raw -179172.505539 + Penalty 2860.611581 = -176311.893958 nChanged 21 SP:Iteration 22Q (6658.855263 sec): 3 clusters Score: Raw -179180.673545 + Penalty 2860.611581 = -176320.061964 nChanged 16 SP:Iteration 23Q (6658.948569 sec): 3 clusters Score: Raw -179186.637492 + Penalty 2860.611581 = -176326.025911 nChanged 11 SP:Iteration 24Q (6659.051754 sec): 3 clusters Score: Raw -179190.903942 + Penalty 2860.611581 = -176330.292360 nChanged 8 SP:Iteration 25Q (6659.124263 sec): 3 clusters Score: Raw -179194.138044 + Penalty 2860.611581 = -176333.526463 nChanged 11 SP:Iteration 26Q (6659.223522 sec): 3 clusters Score: Raw -179197.626907 + Penalty 2860.611581 = -176337.015326 nChanged 6 SP:Iteration 27Q (6659.348017 sec): 3 clusters Score: Raw -179199.553039 + Penalty 2860.611581 = -176338.941458 nChanged 7 SP:Iteration 28Q (6659.439451 sec): 3 clusters Score: Raw -179201.160170 + Penalty 2860.611581 = -176340.548589 nChanged 3 SP:Iteration 29Q (6659.536869 sec): 3 clusters Score: Raw -179201.588409 + Penalty 2860.611581 = -176340.976828 nChanged 3 SP:Iteration 30Q (6659.634541 sec): 3 clusters Score: Raw -179202.403665 + Penalty 2860.611581 = -176341.792084 nChanged 2 SP:Iteration 31Q (6659.750104 sec): 3 clusters Score: Raw -179202.602099 + Penalty 2860.611581 = -176341.990517 nChanged 0 SP:Iteration 32F (6659.838342 sec): 3 clusters Score: Raw -179202.602099 + Penalty 2860.611581 = -176341.990517 nChanged 0 Trying to split cluster 22 (2533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6659.876645 sec): 2 clusters Score: Raw -161007.148856 + Penalty 1375.421519 = -159631.727338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6659.950061 sec): 3 clusters Score: Raw -159946.261828 + Penalty 2750.843037 = -157195.418791 nChanged 928 SP:Iteration 1F (6660.035632 sec): 3 clusters Score: Raw -160646.606024 + Penalty 2750.843037 = -157895.762987 nChanged 241 SP:Iteration 2F (6660.123282 sec): 3 clusters Score: Raw -160888.863710 + Penalty 2750.843037 = -158138.020673 nChanged 175 SP:Iteration 3F (6660.212823 sec): 3 clusters Score: Raw -161055.426495 + Penalty 2750.843037 = -158304.583458 nChanged 159 SP:Iteration 4F (6660.317683 sec): 3 clusters Score: Raw -161218.727162 + Penalty 2750.843037 = -158467.884124 nChanged 137 SP:Iteration 5F (6660.402730 sec): 3 clusters Score: Raw -161359.549851 + Penalty 2750.843037 = -158608.706814 nChanged 104 SP:Iteration 6Q (6660.470329 sec): 3 clusters Score: Raw -161491.021029 + Penalty 2750.843037 = -158740.177992 nChanged 92 SP:Iteration 7Q (6660.570559 sec): 3 clusters Score: Raw -161588.883531 + Penalty 2750.843037 = -158838.040493 nChanged 67 SP:Iteration 8Q (6660.657519 sec): 3 clusters Score: Raw -161650.859678 + Penalty 2750.843037 = -158900.016641 nChanged 49 SP:Iteration 9Q (6660.745935 sec): 3 clusters Score: Raw -161691.515473 + Penalty 2750.843037 = -158940.672436 nChanged 34 SP:Iteration 10Q (6660.837543 sec): 3 clusters Score: Raw -161718.271631 + Penalty 2750.843037 = -158967.428594 nChanged 30 SP:Iteration 11Q (6660.906433 sec): 3 clusters Score: Raw -161745.028065 + Penalty 2750.843037 = -158994.185028 nChanged 17 SP:Iteration 12Q (6660.982113 sec): 3 clusters Score: Raw -161759.582401 + Penalty 2750.843037 = -159008.739364 nChanged 15 SP:Iteration 13Q (6661.060398 sec): 3 clusters Score: Raw -161771.232579 + Penalty 2750.843037 = -159020.389542 nChanged 13 SP:Iteration 14Q (6661.142010 sec): 3 clusters Score: Raw -161782.915290 + Penalty 2750.843037 = -159032.072252 nChanged 13 SP:Iteration 15Q (6661.216077 sec): 3 clusters Score: Raw -161798.537374 + Penalty 2750.843037 = -159047.694337 nChanged 14 SP:Iteration 16Q (6661.325054 sec): 3 clusters Score: Raw -161814.531856 + Penalty 2750.843037 = -159063.688819 nChanged 12 SP:Iteration 17Q (6661.393064 sec): 3 clusters Score: Raw -161827.806586 + Penalty 2750.843037 = -159076.963549 nChanged 12 SP:Iteration 18Q (6661.500390 sec): 3 clusters Score: Raw -161834.331860 + Penalty 2750.843037 = -159083.488823 nChanged 5 SP:Iteration 19Q (6661.572118 sec): 3 clusters Score: Raw -161837.650593 + Penalty 2750.843037 = -159086.807556 nChanged 5 SP:Iteration 20F (6661.662041 sec): 3 clusters Score: Raw -161839.737392 + Penalty 2750.843037 = -159088.894355 nChanged 5 SP:Iteration 21Q (6661.750784 sec): 3 clusters Score: Raw -161841.394000 + Penalty 2750.843037 = -159090.550963 nChanged 4 SP:Iteration 22Q (6661.840605 sec): 3 clusters Score: Raw -161842.340665 + Penalty 2750.843037 = -159091.497628 nChanged 0 SP:Iteration 23F (6661.947726 sec): 3 clusters Score: Raw -161842.340665 + Penalty 2750.843037 = -159091.497628 nChanged 0 Trying to split cluster 23 (18827 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6662.042267 sec): 2 clusters Score: Raw -1285174.307855 + Penalty 1727.454799 = -1283446.853056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6662.164765 sec): 3 clusters Score: Raw -1274025.486188 + Penalty 3454.909598 = -1270570.576590 nChanged 8510 SP:Iteration 1F (6662.264820 sec): 3 clusters Score: Raw -1278792.012582 + Penalty 3454.909598 = -1275337.102984 nChanged 1106 SP:Iteration 2F (6662.378569 sec): 3 clusters Score: Raw -1279282.572857 + Penalty 3454.909598 = -1275827.663259 nChanged 983 SP:Iteration 3F (6662.509321 sec): 3 clusters Score: Raw -1279738.310317 + Penalty 3454.909598 = -1276283.400718 nChanged 965 SP:Iteration 4F (6662.605632 sec): 3 clusters Score: Raw -1280169.838537 + Penalty 3454.909598 = -1276714.928939 nChanged 981 SP:Iteration 5F (6662.734760 sec): 3 clusters Score: Raw -1280672.178018 + Penalty 3454.909598 = -1277217.268420 nChanged 989 SP:Iteration 6F (6662.831170 sec): 3 clusters Score: Raw -1281242.455818 + Penalty 3454.909598 = -1277787.546219 nChanged 957 SP:Iteration 7F (6662.969262 sec): 3 clusters Score: Raw -1281783.310751 + Penalty 3454.909598 = -1278328.401152 nChanged 898 SP:Iteration 8Q (6663.086808 sec): 3 clusters Score: Raw -1282247.841719 + Penalty 3454.909598 = -1278792.932120 nChanged 792 SP:Iteration 9Q (6663.199964 sec): 3 clusters Score: Raw -1282655.159668 + Penalty 3454.909598 = -1279200.250070 nChanged 668 SP:Iteration 10Q (6663.323887 sec): 3 clusters Score: Raw -1282986.350104 + Penalty 3454.909598 = -1279531.440506 nChanged 594 SP:Iteration 11Q (6663.434457 sec): 3 clusters Score: Raw -1283282.653938 + Penalty 3454.909598 = -1279827.744339 nChanged 554 SP:Iteration 12Q (6663.556101 sec): 3 clusters Score: Raw -1283622.988764 + Penalty 3454.909598 = -1280168.079165 nChanged 563 SP:Iteration 13Q (6663.673478 sec): 3 clusters Score: Raw -1284007.417539 + Penalty 3454.909598 = -1280552.507940 nChanged 565 SP:Iteration 14Q (6663.794253 sec): 3 clusters Score: Raw -1284465.265901 + Penalty 3454.909598 = -1281010.356303 nChanged 558 SP:Iteration 15Q (6663.920514 sec): 3 clusters Score: Raw -1284884.004874 + Penalty 3454.909598 = -1281429.095275 nChanged 489 SP:Iteration 16Q (6664.038857 sec): 3 clusters Score: Raw -1285222.020816 + Penalty 3454.909598 = -1281767.111218 nChanged 389 SP:Iteration 17Q (6664.146284 sec): 3 clusters Score: Raw -1285530.964057 + Penalty 3454.909598 = -1282076.054458 nChanged 360 SP:Iteration 18Q (6664.267633 sec): 3 clusters Score: Raw -1285917.446593 + Penalty 3454.909598 = -1282462.536995 nChanged 342 SP:Iteration 19Q (6664.387095 sec): 3 clusters Score: Raw -1286290.683954 + Penalty 3454.909598 = -1282835.774356 nChanged 258 SP:Iteration 20F (6664.523330 sec): 3 clusters Score: Raw -1286507.601281 + Penalty 3454.909598 = -1283052.691682 nChanged 207 SP:Iteration 21Q (6664.643902 sec): 3 clusters Score: Raw -1286623.690336 + Penalty 3454.909598 = -1283168.780738 nChanged 117 SP:Iteration 22Q (6664.763641 sec): 3 clusters Score: Raw -1286660.890730 + Penalty 3454.909598 = -1283205.981132 nChanged 64 SP:Iteration 23Q (6664.889089 sec): 3 clusters Score: Raw -1286672.003410 + Penalty 3454.909598 = -1283217.093812 nChanged 36 SP:Iteration 24Q (6665.012714 sec): 3 clusters Score: Raw -1286676.270806 + Penalty 3454.909598 = -1283221.361208 nChanged 23 SP:Iteration 25Q (6665.136530 sec): 3 clusters Score: Raw -1286678.809578 + Penalty 3454.909598 = -1283223.899980 nChanged 16 SP:Iteration 26Q (6665.258867 sec): 3 clusters Score: Raw -1286680.545455 + Penalty 3454.909598 = -1283225.635856 nChanged 9 SP:Iteration 27Q (6665.380197 sec): 3 clusters Score: Raw -1286681.081783 + Penalty 3454.909598 = -1283226.172185 nChanged 1 SP:Iteration 28Q (6665.499879 sec): 3 clusters Score: Raw -1286681.175868 + Penalty 3454.909598 = -1283226.266270 nChanged 1 SP:Iteration 29Q (6665.624341 sec): 3 clusters Score: Raw -1286681.326985 + Penalty 3454.909598 = -1283226.417387 nChanged 1 SP:Iteration 30Q (6665.747699 sec): 3 clusters Score: Raw -1286681.368437 + Penalty 3454.909598 = -1283226.458839 nChanged 1 SP:Iteration 31Q (6665.869644 sec): 3 clusters Score: Raw -1286681.412873 + Penalty 3454.909598 = -1283226.503275 nChanged 0 SP:Iteration 32F (6665.990704 sec): 3 clusters Score: Raw -1286681.412873 + Penalty 3454.909598 = -1283226.503275 nChanged 0 Trying to split cluster 24 (7498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6666.057809 sec): 2 clusters Score: Raw -391816.413306 + Penalty 1565.879725 = -390250.533581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6666.157712 sec): 3 clusters Score: Raw -387760.399153 + Penalty 3131.759451 = -384628.639702 nChanged 3104 SP:Iteration 1F (6666.252848 sec): 3 clusters Score: Raw -389591.171407 + Penalty 3131.759451 = -386459.411957 nChanged 641 SP:Iteration 2F (6666.351030 sec): 3 clusters Score: Raw -390028.312335 + Penalty 3131.759451 = -386896.552885 nChanged 571 SP:Iteration 3F (6666.451380 sec): 3 clusters Score: Raw -390423.204556 + Penalty 3131.759451 = -387291.445105 nChanged 485 SP:Iteration 4F (6666.546726 sec): 3 clusters Score: Raw -390753.902093 + Penalty 3131.759451 = -387622.142643 nChanged 430 SP:Iteration 5F (6666.644675 sec): 3 clusters Score: Raw -391013.791613 + Penalty 3131.759451 = -387882.032162 nChanged 334 SP:Iteration 6Q (6666.739473 sec): 3 clusters Score: Raw -391197.054235 + Penalty 3131.759451 = -388065.294785 nChanged 259 SP:Iteration 7Q (6666.844926 sec): 3 clusters Score: Raw -391320.249249 + Penalty 3131.759451 = -388188.489798 nChanged 200 SP:Iteration 8Q (6666.923286 sec): 3 clusters Score: Raw -391407.609427 + Penalty 3131.759451 = -388275.849976 nChanged 162 SP:Iteration 9Q (6667.020037 sec): 3 clusters Score: Raw -391467.744130 + Penalty 3131.759451 = -388335.984680 nChanged 135 SP:Iteration 10Q (6667.117110 sec): 3 clusters Score: Raw -391516.014054 + Penalty 3131.759451 = -388384.254604 nChanged 108 SP:Iteration 11Q (6667.215878 sec): 3 clusters Score: Raw -391548.555085 + Penalty 3131.759451 = -388416.795634 nChanged 91 SP:Iteration 12Q (6667.314618 sec): 3 clusters Score: Raw -391575.995996 + Penalty 3131.759451 = -388444.236545 nChanged 77 SP:Iteration 13Q (6667.411763 sec): 3 clusters Score: Raw -391599.875505 + Penalty 3131.759451 = -388468.116055 nChanged 68 SP:Iteration 14Q (6667.519625 sec): 3 clusters Score: Raw -391620.691409 + Penalty 3131.759451 = -388488.931958 nChanged 66 SP:Iteration 15Q (6667.606557 sec): 3 clusters Score: Raw -391635.713184 + Penalty 3131.759451 = -388503.953733 nChanged 50 SP:Iteration 16Q (6667.701165 sec): 3 clusters Score: Raw -391647.933955 + Penalty 3131.759451 = -388516.174504 nChanged 48 SP:Iteration 17Q (6667.805566 sec): 3 clusters Score: Raw -391657.373684 + Penalty 3131.759451 = -388525.614234 nChanged 29 SP:Iteration 18Q (6667.904286 sec): 3 clusters Score: Raw -391662.464278 + Penalty 3131.759451 = -388530.704827 nChanged 30 SP:Iteration 19Q (6667.995296 sec): 3 clusters Score: Raw -391670.168147 + Penalty 3131.759451 = -388538.408697 nChanged 39 SP:Iteration 20F (6668.074098 sec): 3 clusters Score: Raw -391680.317065 + Penalty 3131.759451 = -388548.557615 nChanged 42 SP:Iteration 21Q (6668.166886 sec): 3 clusters Score: Raw -391690.158762 + Penalty 3131.759451 = -388558.399311 nChanged 33 SP:Iteration 22Q (6668.261537 sec): 3 clusters Score: Raw -391701.161902 + Penalty 3131.759451 = -388569.402451 nChanged 43 SP:Iteration 23Q (6668.356271 sec): 3 clusters Score: Raw -391713.357318 + Penalty 3131.759451 = -388581.597867 nChanged 49 SP:Iteration 24Q (6668.456087 sec): 3 clusters Score: Raw -391726.362913 + Penalty 3131.759451 = -388594.603463 nChanged 44 SP:Iteration 25Q (6668.559574 sec): 3 clusters Score: Raw -391738.624567 + Penalty 3131.759451 = -388606.865117 nChanged 45 SP:Iteration 26Q (6668.663486 sec): 3 clusters Score: Raw -391749.610259 + Penalty 3131.759451 = -388617.850809 nChanged 48 SP:Iteration 27Q (6668.758075 sec): 3 clusters Score: Raw -391762.556264 + Penalty 3131.759451 = -388630.796813 nChanged 55 SP:Iteration 28Q (6668.833248 sec): 3 clusters Score: Raw -391772.755669 + Penalty 3131.759451 = -388640.996218 nChanged 46 SP:Iteration 29Q (6668.949128 sec): 3 clusters Score: Raw -391784.697258 + Penalty 3131.759451 = -388652.937808 nChanged 50 SP:Iteration 30Q (6669.045061 sec): 3 clusters Score: Raw -391798.279053 + Penalty 3131.759451 = -388666.519602 nChanged 33 SP:Iteration 31Q (6669.149505 sec): 3 clusters Score: Raw -391805.433199 + Penalty 3131.759451 = -388673.673748 nChanged 31 SP:Iteration 32Q (6669.242682 sec): 3 clusters Score: Raw -391812.617764 + Penalty 3131.759451 = -388680.858314 nChanged 35 SP:Iteration 33Q (6669.318001 sec): 3 clusters Score: Raw -391820.733962 + Penalty 3131.759451 = -388688.974512 nChanged 37 SP:Iteration 34Q (6669.423287 sec): 3 clusters Score: Raw -391829.569855 + Penalty 3131.759451 = -388697.810404 nChanged 36 SP:Iteration 35Q (6669.523344 sec): 3 clusters Score: Raw -391838.036262 + Penalty 3131.759451 = -388706.276812 nChanged 33 SP:Iteration 36Q (6669.620457 sec): 3 clusters Score: Raw -391844.298782 + Penalty 3131.759451 = -388712.539331 nChanged 26 SP:Iteration 37Q (6669.718500 sec): 3 clusters Score: Raw -391850.906444 + Penalty 3131.759451 = -388719.146994 nChanged 32 SP:Iteration 38Q (6669.817534 sec): 3 clusters Score: Raw -391858.099828 + Penalty 3131.759451 = -388726.340377 nChanged 33 SP:Iteration 39Q (6669.896778 sec): 3 clusters Score: Raw -391865.198466 + Penalty 3131.759451 = -388733.439016 nChanged 24 SP:Iteration 40F (6670.004691 sec): 3 clusters Score: Raw -391870.202078 + Penalty 3131.759451 = -388738.442628 nChanged 30 SP:Iteration 41Q (6670.108213 sec): 3 clusters Score: Raw -391879.989205 + Penalty 3131.759451 = -388748.229754 nChanged 32 SP:Iteration 42Q (6670.186543 sec): 3 clusters Score: Raw -391888.203418 + Penalty 3131.759451 = -388756.443968 nChanged 33 SP:Iteration 43Q (6670.279301 sec): 3 clusters Score: Raw -391895.085245 + Penalty 3131.759451 = -388763.325794 nChanged 30 SP:Iteration 44Q (6670.386206 sec): 3 clusters Score: Raw -391902.116763 + Penalty 3131.759451 = -388770.357312 nChanged 26 SP:Iteration 45Q (6670.475045 sec): 3 clusters Score: Raw -391908.754899 + Penalty 3131.759451 = -388776.995448 nChanged 18 SP:Iteration 46Q (6670.577611 sec): 3 clusters Score: Raw -391911.284785 + Penalty 3131.759451 = -388779.525334 nChanged 14 SP:Iteration 47Q (6670.677674 sec): 3 clusters Score: Raw -391914.253677 + Penalty 3131.759451 = -388782.494226 nChanged 9 SP:Iteration 48Q (6670.770944 sec): 3 clusters Score: Raw -391916.142777 + Penalty 3131.759451 = -388784.383327 nChanged 11 SP:Iteration 49Q (6670.866667 sec): 3 clusters Score: Raw -391919.010814 + Penalty 3131.759451 = -388787.251364 nChanged 12 SP:Iteration 50Q (6670.962308 sec): 3 clusters Score: Raw -391922.190226 + Penalty 3131.759451 = -388790.430775 nChanged 18 SP:Iteration 51Q (6671.042448 sec): 3 clusters Score: Raw -391925.756955 + Penalty 3131.759451 = -388793.997504 nChanged 10 SP:Iteration 52Q (6671.154606 sec): 3 clusters Score: Raw -391927.766611 + Penalty 3131.759451 = -388796.007160 nChanged 10 SP:Iteration 53Q (6671.258365 sec): 3 clusters Score: Raw -391929.651533 + Penalty 3131.759451 = -388797.892083 nChanged 9 SP:Iteration 54Q (6671.360104 sec): 3 clusters Score: Raw -391930.877540 + Penalty 3131.759451 = -388799.118090 nChanged 9 SP:Iteration 55Q (6671.456052 sec): 3 clusters Score: Raw -391932.779119 + Penalty 3131.759451 = -388801.019668 nChanged 14 SP:Iteration 56Q (6671.554833 sec): 3 clusters Score: Raw -391935.239976 + Penalty 3131.759451 = -388803.480526 nChanged 10 SP:Iteration 57Q (6671.652525 sec): 3 clusters Score: Raw -391937.242808 + Penalty 3131.759451 = -388805.483357 nChanged 9 SP:Iteration 58Q (6671.754516 sec): 3 clusters Score: Raw -391938.674767 + Penalty 3131.759451 = -388806.915316 nChanged 6 SP:Iteration 59Q (6671.840194 sec): 3 clusters Score: Raw -391940.180564 + Penalty 3131.759451 = -388808.421114 nChanged 11 SP:Iteration 60F (6671.943998 sec): 3 clusters Score: Raw -391941.966076 + Penalty 3131.759451 = -388810.206625 nChanged 13 SP:Iteration 61Q (6672.062872 sec): 3 clusters Score: Raw -391944.295644 + Penalty 3131.759451 = -388812.536193 nChanged 10 SP:Iteration 62Q (6672.162162 sec): 3 clusters Score: Raw -391946.013193 + Penalty 3131.759451 = -388814.253743 nChanged 5 SP:Iteration 63Q (6672.243763 sec): 3 clusters Score: Raw -391946.763015 + Penalty 3131.759451 = -388815.003564 nChanged 2 SP:Iteration 64Q (6672.343851 sec): 3 clusters Score: Raw -391946.916238 + Penalty 3131.759451 = -388815.156787 nChanged 0 SP:Iteration 65F (6672.461740 sec): 3 clusters Score: Raw -391946.916238 + Penalty 3131.759451 = -388815.156787 nChanged 0 Trying to split cluster 25 (358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6672.509251 sec): 2 clusters Score: Raw -16256.219944 + Penalty 1032.033539 = -15224.186405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6672.592630 sec): 3 clusters Score: Raw -16371.819496 + Penalty 2064.067078 = -14307.752418 nChanged 66 SP:Iteration 1F (6672.675641 sec): 3 clusters Score: Raw -16551.614945 + Penalty 2064.067078 = -14487.547867 nChanged 27 SP:Iteration 2F (6672.762224 sec): 3 clusters Score: Raw -16662.741546 + Penalty 2064.067078 = -14598.674468 nChanged 12 SP:Iteration 3Q (6672.843568 sec): 3 clusters Score: Raw -16708.509349 + Penalty 2064.067078 = -14644.442271 nChanged 9 SP:Iteration 4Q (6672.928076 sec): 3 clusters Score: Raw -16736.871636 + Penalty 2064.067078 = -14672.804557 nChanged 6 SP:Iteration 5Q (6673.011757 sec): 3 clusters Score: Raw -16753.493658 + Penalty 2064.067078 = -14689.426580 nChanged 1 SP:Iteration 6Q (6673.096927 sec): 3 clusters Score: Raw -16755.603863 + Penalty 2064.067078 = -14691.536785 nChanged 0 SP:Iteration 7F (6673.186571 sec): 3 clusters Score: Raw -16755.603863 + Penalty 2064.067078 = -14691.536785 nChanged 0 Trying to split cluster 26 (5567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6673.219397 sec): 2 clusters Score: Raw -353556.023331 + Penalty 1513.619334 = -352042.403998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6673.332462 sec): 3 clusters Score: Raw -350630.811050 + Penalty 3027.238667 = -347603.572382 nChanged 2344 SP:Iteration 1F (6673.409887 sec): 3 clusters Score: Raw -351925.056891 + Penalty 3027.238667 = -348897.818223 nChanged 403 SP:Iteration 2F (6673.521797 sec): 3 clusters Score: Raw -352207.252266 + Penalty 3027.238667 = -349180.013598 nChanged 376 SP:Iteration 3F (6673.612921 sec): 3 clusters Score: Raw -352465.731747 + Penalty 3027.238667 = -349438.493080 nChanged 355 SP:Iteration 4F (6673.687325 sec): 3 clusters Score: Raw -352715.395347 + Penalty 3027.238667 = -349688.156679 nChanged 343 SP:Iteration 5F (6673.778957 sec): 3 clusters Score: Raw -352960.734111 + Penalty 3027.238667 = -349933.495444 nChanged 312 SP:Iteration 6F (6673.879257 sec): 3 clusters Score: Raw -353216.044976 + Penalty 3027.238667 = -350188.806309 nChanged 259 SP:Iteration 7Q (6673.974044 sec): 3 clusters Score: Raw -353386.831996 + Penalty 3027.238667 = -350359.593329 nChanged 189 SP:Iteration 8Q (6674.062405 sec): 3 clusters Score: Raw -353495.581234 + Penalty 3027.238667 = -350468.342566 nChanged 151 SP:Iteration 9Q (6674.131604 sec): 3 clusters Score: Raw -353582.794541 + Penalty 3027.238667 = -350555.555874 nChanged 124 SP:Iteration 10Q (6674.219372 sec): 3 clusters Score: Raw -353644.509534 + Penalty 3027.238667 = -350617.270867 nChanged 103 SP:Iteration 11Q (6674.309587 sec): 3 clusters Score: Raw -353695.309935 + Penalty 3027.238667 = -350668.071268 nChanged 86 SP:Iteration 12Q (6674.399783 sec): 3 clusters Score: Raw -353734.845598 + Penalty 3027.238667 = -350707.606931 nChanged 67 SP:Iteration 13Q (6674.499777 sec): 3 clusters Score: Raw -353766.928909 + Penalty 3027.238667 = -350739.690242 nChanged 71 SP:Iteration 14Q (6674.604735 sec): 3 clusters Score: Raw -353796.983638 + Penalty 3027.238667 = -350769.744971 nChanged 63 SP:Iteration 15Q (6674.681574 sec): 3 clusters Score: Raw -353822.714925 + Penalty 3027.238667 = -350795.476258 nChanged 58 SP:Iteration 16Q (6674.781283 sec): 3 clusters Score: Raw -353845.935395 + Penalty 3027.238667 = -350818.696728 nChanged 44 SP:Iteration 17Q (6674.872269 sec): 3 clusters Score: Raw -353862.585632 + Penalty 3027.238667 = -350835.346965 nChanged 38 SP:Iteration 18Q (6674.957853 sec): 3 clusters Score: Raw -353877.792904 + Penalty 3027.238667 = -350850.554237 nChanged 30 SP:Iteration 19Q (6675.046932 sec): 3 clusters Score: Raw -353887.450955 + Penalty 3027.238667 = -350860.212288 nChanged 21 SP:Iteration 20F (6675.144966 sec): 3 clusters Score: Raw -353893.366366 + Penalty 3027.238667 = -350866.127699 nChanged 16 SP:Iteration 21Q (6675.244674 sec): 3 clusters Score: Raw -353898.116730 + Penalty 3027.238667 = -350870.878063 nChanged 19 SP:Iteration 22Q (6675.335427 sec): 3 clusters Score: Raw -353903.708439 + Penalty 3027.238667 = -350876.469772 nChanged 11 SP:Iteration 23Q (6675.423551 sec): 3 clusters Score: Raw -353907.597208 + Penalty 3027.238667 = -350880.358541 nChanged 13 SP:Iteration 24Q (6675.522234 sec): 3 clusters Score: Raw -353911.038052 + Penalty 3027.238667 = -350883.799385 nChanged 11 SP:Iteration 25Q (6675.616240 sec): 3 clusters Score: Raw -353913.000270 + Penalty 3027.238667 = -350885.761603 nChanged 3 SP:Iteration 26Q (6675.710438 sec): 3 clusters Score: Raw -353914.126590 + Penalty 3027.238667 = -350886.887923 nChanged 7 SP:Iteration 27Q (6675.790675 sec): 3 clusters Score: Raw -353916.438430 + Penalty 3027.238667 = -350889.199763 nChanged 8 SP:Iteration 28Q (6675.899301 sec): 3 clusters Score: Raw -353918.832211 + Penalty 3027.238667 = -350891.593544 nChanged 8 SP:Iteration 29Q (6675.983880 sec): 3 clusters Score: Raw -353921.543548 + Penalty 3027.238667 = -350894.304880 nChanged 9 SP:Iteration 30Q (6676.072712 sec): 3 clusters Score: Raw -353924.914590 + Penalty 3027.238667 = -350897.675923 nChanged 8 SP:Iteration 31Q (6676.154334 sec): 3 clusters Score: Raw -353927.173311 + Penalty 3027.238667 = -350899.934643 nChanged 8 SP:Iteration 32Q (6676.245770 sec): 3 clusters Score: Raw -353929.414019 + Penalty 3027.238667 = -350902.175352 nChanged 3 SP:Iteration 33Q (6676.334670 sec): 3 clusters Score: Raw -353930.027872 + Penalty 3027.238667 = -350902.789204 nChanged 3 SP:Iteration 34Q (6676.448294 sec): 3 clusters Score: Raw -353930.562223 + Penalty 3027.238667 = -350903.323555 nChanged 5 SP:Iteration 35Q (6676.542932 sec): 3 clusters Score: Raw -353932.314500 + Penalty 3027.238667 = -350905.075832 nChanged 8 SP:Iteration 36Q (6676.620212 sec): 3 clusters Score: Raw -353934.631683 + Penalty 3027.238667 = -350907.393015 nChanged 4 SP:Iteration 37Q (6676.734505 sec): 3 clusters Score: Raw -353935.927468 + Penalty 3027.238667 = -350908.688800 nChanged 2 SP:Iteration 38Q (6676.830237 sec): 3 clusters Score: Raw -353936.143277 + Penalty 3027.238667 = -350908.904609 nChanged 3 SP:Iteration 39Q (6676.924135 sec): 3 clusters Score: Raw -353936.574860 + Penalty 3027.238667 = -350909.336192 nChanged 2 SP:Iteration 40F (6677.006336 sec): 3 clusters Score: Raw -353936.829666 + Penalty 3027.238667 = -350909.590999 nChanged 3 SP:Iteration 41Q (6677.108377 sec): 3 clusters Score: Raw -353937.704629 + Penalty 3027.238667 = -350910.465961 nChanged 2 SP:Iteration 42Q (6677.181180 sec): 3 clusters Score: Raw -353937.888861 + Penalty 3027.238667 = -350910.650193 nChanged 1 SP:Iteration 43Q (6677.285936 sec): 3 clusters Score: Raw -353938.084236 + Penalty 3027.238667 = -350910.845568 nChanged 1 SP:Iteration 44Q (6677.366680 sec): 3 clusters Score: Raw -353938.208661 + Penalty 3027.238667 = -350910.969994 nChanged 2 SP:Iteration 45Q (6677.462728 sec): 3 clusters Score: Raw -353938.541216 + Penalty 3027.238667 = -350911.302549 nChanged 2 SP:Iteration 46Q (6677.572389 sec): 3 clusters Score: Raw -353939.245325 + Penalty 3027.238667 = -350912.006657 nChanged 1 SP:Iteration 47Q (6677.672569 sec): 3 clusters Score: Raw -353939.309583 + Penalty 3027.238667 = -350912.070916 nChanged 0 SP:Iteration 48F (6677.767094 sec): 3 clusters Score: Raw -353939.309583 + Penalty 3027.238667 = -350912.070916 nChanged 0 Trying to split cluster 27 (3728 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6677.809786 sec): 2 clusters Score: Raw -195428.101334 + Penalty 1443.246569 = -193984.854764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6677.904026 sec): 3 clusters Score: Raw -193646.238224 + Penalty 2886.493139 = -190759.745086 nChanged 1432 SP:Iteration 1F (6677.989353 sec): 3 clusters Score: Raw -194636.683330 + Penalty 2886.493139 = -191750.190192 nChanged 381 SP:Iteration 2F (6678.077743 sec): 3 clusters Score: Raw -195012.072758 + Penalty 2886.493139 = -192125.579620 nChanged 269 SP:Iteration 3F (6678.166539 sec): 3 clusters Score: Raw -195249.002247 + Penalty 2886.493139 = -192362.509108 nChanged 220 SP:Iteration 4F (6678.251323 sec): 3 clusters Score: Raw -195418.563203 + Penalty 2886.493139 = -192532.070064 nChanged 163 SP:Iteration 5Q (6678.338836 sec): 3 clusters Score: Raw -195519.589521 + Penalty 2886.493139 = -192633.096382 nChanged 107 SP:Iteration 6Q (6678.407354 sec): 3 clusters Score: Raw -195582.575944 + Penalty 2886.493139 = -192696.082805 nChanged 93 SP:Iteration 7Q (6678.504873 sec): 3 clusters Score: Raw -195631.166982 + Penalty 2886.493139 = -192744.673843 nChanged 63 SP:Iteration 8Q (6678.603949 sec): 3 clusters Score: Raw -195662.955237 + Penalty 2886.493139 = -192776.462098 nChanged 59 SP:Iteration 9Q (6678.700521 sec): 3 clusters Score: Raw -195682.105011 + Penalty 2886.493139 = -192795.611873 nChanged 39 SP:Iteration 10Q (6678.792440 sec): 3 clusters Score: Raw -195700.710684 + Penalty 2886.493139 = -192814.217545 nChanged 28 SP:Iteration 11Q (6678.882719 sec): 3 clusters Score: Raw -195716.810349 + Penalty 2886.493139 = -192830.317211 nChanged 37 SP:Iteration 12Q (6678.961568 sec): 3 clusters Score: Raw -195734.314949 + Penalty 2886.493139 = -192847.821811 nChanged 33 SP:Iteration 13Q (6679.051245 sec): 3 clusters Score: Raw -195746.947904 + Penalty 2886.493139 = -192860.454765 nChanged 21 SP:Iteration 14Q (6679.136828 sec): 3 clusters Score: Raw -195756.524642 + Penalty 2886.493139 = -192870.031503 nChanged 24 SP:Iteration 15Q (6679.227199 sec): 3 clusters Score: Raw -195764.113002 + Penalty 2886.493139 = -192877.619863 nChanged 18 SP:Iteration 16Q (6679.309635 sec): 3 clusters Score: Raw -195771.258769 + Penalty 2886.493139 = -192884.765630 nChanged 19 SP:Iteration 17Q (6679.388903 sec): 3 clusters Score: Raw -195782.580790 + Penalty 2886.493139 = -192896.087651 nChanged 25 SP:Iteration 18Q (6679.470172 sec): 3 clusters Score: Raw -195795.110222 + Penalty 2886.493139 = -192908.617083 nChanged 17 SP:Iteration 19Q (6679.554799 sec): 3 clusters Score: Raw -195802.751462 + Penalty 2886.493139 = -192916.258323 nChanged 17 SP:Iteration 20F (6679.653244 sec): 3 clusters Score: Raw -195809.083365 + Penalty 2886.493139 = -192922.590226 nChanged 14 SP:Iteration 21Q (6679.763180 sec): 3 clusters Score: Raw -195812.735860 + Penalty 2886.493139 = -192926.242721 nChanged 12 SP:Iteration 22Q (6679.867581 sec): 3 clusters Score: Raw -195815.171797 + Penalty 2886.493139 = -192928.678658 nChanged 6 SP:Iteration 23Q (6679.972958 sec): 3 clusters Score: Raw -195816.225815 + Penalty 2886.493139 = -192929.732676 nChanged 5 SP:Iteration 24Q (6680.095083 sec): 3 clusters Score: Raw -195817.921135 + Penalty 2886.493139 = -192931.427997 nChanged 7 SP:Iteration 25Q (6680.190743 sec): 3 clusters Score: Raw -195820.913626 + Penalty 2886.493139 = -192934.420487 nChanged 7 SP:Iteration 26Q (6680.301169 sec): 3 clusters Score: Raw -195822.522535 + Penalty 2886.493139 = -192936.029397 nChanged 4 SP:Iteration 27Q (6680.404689 sec): 3 clusters Score: Raw -195824.010159 + Penalty 2886.493139 = -192937.517020 nChanged 10 SP:Iteration 28Q (6680.498044 sec): 3 clusters Score: Raw -195828.275125 + Penalty 2886.493139 = -192941.781986 nChanged 13 SP:Iteration 29Q (6680.583753 sec): 3 clusters Score: Raw -195833.894961 + Penalty 2886.493139 = -192947.401822 nChanged 13 SP:Iteration 30Q (6680.680608 sec): 3 clusters Score: Raw -195838.163303 + Penalty 2886.493139 = -192951.670164 nChanged 15 SP:Iteration 31Q (6680.778345 sec): 3 clusters Score: Raw -195842.736694 + Penalty 2886.493139 = -192956.243555 nChanged 15 SP:Iteration 32Q (6680.878789 sec): 3 clusters Score: Raw -195846.705095 + Penalty 2886.493139 = -192960.211956 nChanged 11 SP:Iteration 33Q (6680.976865 sec): 3 clusters Score: Raw -195850.403318 + Penalty 2886.493139 = -192963.910179 nChanged 15 SP:Iteration 34Q (6681.090526 sec): 3 clusters Score: Raw -195856.307857 + Penalty 2886.493139 = -192969.814719 nChanged 14 SP:Iteration 35Q (6681.187592 sec): 3 clusters Score: Raw -195864.887942 + Penalty 2886.493139 = -192978.394803 nChanged 25 SP:Iteration 36Q (6681.280755 sec): 3 clusters Score: Raw -195875.070573 + Penalty 2886.493139 = -192988.577434 nChanged 24 SP:Iteration 37Q (6681.396427 sec): 3 clusters Score: Raw -195887.006741 + Penalty 2886.493139 = -193000.513602 nChanged 23 SP:Iteration 38Q (6681.512099 sec): 3 clusters Score: Raw -195895.427129 + Penalty 2886.493139 = -193008.933990 nChanged 25 SP:Iteration 39Q (6681.591278 sec): 3 clusters Score: Raw -195905.313008 + Penalty 2886.493139 = -193018.819869 nChanged 27 SP:Iteration 40F (6681.746163 sec): 3 clusters Score: Raw -195918.210507 + Penalty 2886.493139 = -193031.717368 nChanged 28 SP:Iteration 41Q (6681.839135 sec): 3 clusters Score: Raw -195930.290060 + Penalty 2886.493139 = -193043.796921 nChanged 24 SP:Iteration 42Q (6681.918912 sec): 3 clusters Score: Raw -195940.056826 + Penalty 2886.493139 = -193053.563688 nChanged 16 SP:Iteration 43Q (6682.016478 sec): 3 clusters Score: Raw -195943.950797 + Penalty 2886.493139 = -193057.457658 nChanged 9 SP:Iteration 44Q (6682.109410 sec): 3 clusters Score: Raw -195946.919628 + Penalty 2886.493139 = -193060.426489 nChanged 10 SP:Iteration 45Q (6682.185386 sec): 3 clusters Score: Raw -195949.925603 + Penalty 2886.493139 = -193063.432465 nChanged 11 SP:Iteration 46Q (6682.279691 sec): 3 clusters Score: Raw -195952.879646 + Penalty 2886.493139 = -193066.386508 nChanged 8 SP:Iteration 47Q (6682.375022 sec): 3 clusters Score: Raw -195954.891026 + Penalty 2886.493139 = -193068.397888 nChanged 6 SP:Iteration 48Q (6682.460490 sec): 3 clusters Score: Raw -195957.044878 + Penalty 2886.493139 = -193070.551739 nChanged 7 SP:Iteration 49Q (6682.554669 sec): 3 clusters Score: Raw -195959.688261 + Penalty 2886.493139 = -193073.195122 nChanged 6 SP:Iteration 50Q (6682.642912 sec): 3 clusters Score: Raw -195960.795655 + Penalty 2886.493139 = -193074.302516 nChanged 7 SP:Iteration 51Q (6682.738775 sec): 3 clusters Score: Raw -195963.043915 + Penalty 2886.493139 = -193076.550777 nChanged 10 SP:Iteration 52Q (6682.835683 sec): 3 clusters Score: Raw -195966.276253 + Penalty 2886.493139 = -193079.783114 nChanged 12 SP:Iteration 53Q (6682.928163 sec): 3 clusters Score: Raw -195968.929079 + Penalty 2886.493139 = -193082.435940 nChanged 6 SP:Iteration 54Q (6683.038911 sec): 3 clusters Score: Raw -195970.222378 + Penalty 2886.493139 = -193083.729240 nChanged 4 SP:Iteration 55Q (6683.138074 sec): 3 clusters Score: Raw -195971.308263 + Penalty 2886.493139 = -193084.815124 nChanged 4 SP:Iteration 56Q (6683.237015 sec): 3 clusters Score: Raw -195971.936212 + Penalty 2886.493139 = -193085.443073 nChanged 1 SP:Iteration 57Q (6683.332784 sec): 3 clusters Score: Raw -195972.240405 + Penalty 2886.493139 = -193085.747266 nChanged 0 SP:Iteration 58F (6683.425557 sec): 3 clusters Score: Raw -195972.240405 + Penalty 2886.493139 = -193085.747266 nChanged 0 Trying to split cluster 28 (2611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6683.473722 sec): 2 clusters Score: Raw -134227.361834 + Penalty 1380.744244 = -132846.617591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6683.555268 sec): 3 clusters Score: Raw -133103.191684 + Penalty 2761.488488 = -130341.703197 nChanged 964 SP:Iteration 1F (6683.678376 sec): 3 clusters Score: Raw -133926.765972 + Penalty 2761.488488 = -131165.277484 nChanged 283 SP:Iteration 2F (6683.779872 sec): 3 clusters Score: Raw -134301.881799 + Penalty 2761.488488 = -131540.393312 nChanged 216 SP:Iteration 3F (6683.855495 sec): 3 clusters Score: Raw -134614.852625 + Penalty 2761.488488 = -131853.364138 nChanged 174 SP:Iteration 4F (6683.943095 sec): 3 clusters Score: Raw -134818.860730 + Penalty 2761.488488 = -132057.372242 nChanged 112 SP:Iteration 5Q (6684.033776 sec): 3 clusters Score: Raw -134945.885855 + Penalty 2761.488488 = -132184.397368 nChanged 94 SP:Iteration 6Q (6684.138051 sec): 3 clusters Score: Raw -135040.708616 + Penalty 2761.488488 = -132279.220129 nChanged 63 SP:Iteration 7Q (6684.206679 sec): 3 clusters Score: Raw -135096.524443 + Penalty 2761.488488 = -132335.035955 nChanged 45 SP:Iteration 8Q (6684.284301 sec): 3 clusters Score: Raw -135136.395946 + Penalty 2761.488488 = -132374.907458 nChanged 41 SP:Iteration 9Q (6684.368873 sec): 3 clusters Score: Raw -135178.561718 + Penalty 2761.488488 = -132417.073231 nChanged 35 SP:Iteration 10Q (6684.467475 sec): 3 clusters Score: Raw -135203.099084 + Penalty 2761.488488 = -132441.610596 nChanged 23 SP:Iteration 11Q (6684.539043 sec): 3 clusters Score: Raw -135217.521015 + Penalty 2761.488488 = -132456.032528 nChanged 20 SP:Iteration 12Q (6684.624644 sec): 3 clusters Score: Raw -135230.018235 + Penalty 2761.488488 = -132468.529747 nChanged 17 SP:Iteration 13Q (6684.711028 sec): 3 clusters Score: Raw -135239.622880 + Penalty 2761.488488 = -132478.134392 nChanged 16 SP:Iteration 14Q (6684.811795 sec): 3 clusters Score: Raw -135248.985396 + Penalty 2761.488488 = -132487.496908 nChanged 11 SP:Iteration 15Q (6684.893266 sec): 3 clusters Score: Raw -135256.874356 + Penalty 2761.488488 = -132495.385869 nChanged 10 SP:Iteration 16Q (6684.971463 sec): 3 clusters Score: Raw -135263.815248 + Penalty 2761.488488 = -132502.326761 nChanged 7 SP:Iteration 17Q (6685.048525 sec): 3 clusters Score: Raw -135266.458802 + Penalty 2761.488488 = -132504.970315 nChanged 3 SP:Iteration 18Q (6685.155019 sec): 3 clusters Score: Raw -135267.729881 + Penalty 2761.488488 = -132506.241394 nChanged 2 SP:Iteration 19Q (6685.240275 sec): 3 clusters Score: Raw -135268.573844 + Penalty 2761.488488 = -132507.085356 nChanged 1 SP:Iteration 20F (6685.331209 sec): 3 clusters Score: Raw -135269.141638 + Penalty 2761.488488 = -132507.653151 nChanged 0 Trying to split cluster 29 (9622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6685.399740 sec): 2 clusters Score: Raw -625217.964047 + Penalty 1609.652203 = -623608.311844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6685.505249 sec): 3 clusters Score: Raw -619868.687170 + Penalty 3219.304405 = -616649.382765 nChanged 4113 SP:Iteration 1F (6685.610490 sec): 3 clusters Score: Raw -622337.617117 + Penalty 3219.304405 = -619118.312712 nChanged 787 SP:Iteration 2F (6685.714602 sec): 3 clusters Score: Raw -622858.694088 + Penalty 3219.304405 = -619639.389683 nChanged 659 SP:Iteration 3F (6685.800584 sec): 3 clusters Score: Raw -623313.023286 + Penalty 3219.304405 = -620093.718880 nChanged 594 SP:Iteration 4F (6685.918977 sec): 3 clusters Score: Raw -623760.325060 + Penalty 3219.304405 = -620541.020655 nChanged 553 SP:Iteration 5F (6686.005917 sec): 3 clusters Score: Raw -624154.828844 + Penalty 3219.304405 = -620935.524439 nChanged 466 SP:Iteration 6Q (6686.131353 sec): 3 clusters Score: Raw -624462.599642 + Penalty 3219.304405 = -621243.295237 nChanged 387 SP:Iteration 7Q (6686.218568 sec): 3 clusters Score: Raw -624704.344378 + Penalty 3219.304405 = -621485.039973 nChanged 335 SP:Iteration 8Q (6686.324430 sec): 3 clusters Score: Raw -624893.901188 + Penalty 3219.304405 = -621674.596783 nChanged 271 SP:Iteration 9Q (6686.447996 sec): 3 clusters Score: Raw -625022.411699 + Penalty 3219.304405 = -621803.107294 nChanged 223 SP:Iteration 10Q (6686.546490 sec): 3 clusters Score: Raw -625119.435859 + Penalty 3219.304405 = -621900.131453 nChanged 192 SP:Iteration 11Q (6686.629385 sec): 3 clusters Score: Raw -625198.899813 + Penalty 3219.304405 = -621979.595408 nChanged 168 SP:Iteration 12Q (6686.752703 sec): 3 clusters Score: Raw -625276.516106 + Penalty 3219.304405 = -622057.211701 nChanged 148 SP:Iteration 13Q (6686.857130 sec): 3 clusters Score: Raw -625335.990978 + Penalty 3219.304405 = -622116.686572 nChanged 114 SP:Iteration 14Q (6686.956920 sec): 3 clusters Score: Raw -625380.456665 + Penalty 3219.304405 = -622161.152260 nChanged 112 SP:Iteration 15Q (6687.039099 sec): 3 clusters Score: Raw -625427.696251 + Penalty 3219.304405 = -622208.391846 nChanged 114 SP:Iteration 16Q (6687.152020 sec): 3 clusters Score: Raw -625471.104534 + Penalty 3219.304405 = -622251.800129 nChanged 114 SP:Iteration 17Q (6687.252618 sec): 3 clusters Score: Raw -625519.420789 + Penalty 3219.304405 = -622300.116384 nChanged 114 SP:Iteration 18Q (6687.353549 sec): 3 clusters Score: Raw -625559.421799 + Penalty 3219.304405 = -622340.117393 nChanged 88 SP:Iteration 19Q (6687.454756 sec): 3 clusters Score: Raw -625587.265751 + Penalty 3219.304405 = -622367.961346 nChanged 76 SP:Iteration 20F (6687.555862 sec): 3 clusters Score: Raw -625615.490463 + Penalty 3219.304405 = -622396.186057 nChanged 80 SP:Iteration 21Q (6687.638132 sec): 3 clusters Score: Raw -625642.450173 + Penalty 3219.304405 = -622423.145768 nChanged 69 SP:Iteration 22Q (6687.761275 sec): 3 clusters Score: Raw -625670.051219 + Penalty 3219.304405 = -622450.746814 nChanged 81 SP:Iteration 23Q (6687.859700 sec): 3 clusters Score: Raw -625715.208189 + Penalty 3219.304405 = -622495.903784 nChanged 99 SP:Iteration 24Q (6687.940692 sec): 3 clusters Score: Raw -625773.639249 + Penalty 3219.304405 = -622554.334844 nChanged 108 SP:Iteration 25Q (6688.041253 sec): 3 clusters Score: Raw -625841.218579 + Penalty 3219.304405 = -622621.914174 nChanged 93 SP:Iteration 26Q (6688.152460 sec): 3 clusters Score: Raw -625904.275367 + Penalty 3219.304405 = -622684.970962 nChanged 80 SP:Iteration 27Q (6688.249415 sec): 3 clusters Score: Raw -625960.026802 + Penalty 3219.304405 = -622740.722397 nChanged 73 SP:Iteration 28Q (6688.352055 sec): 3 clusters Score: Raw -625998.405366 + Penalty 3219.304405 = -622779.100961 nChanged 64 SP:Iteration 29Q (6688.459484 sec): 3 clusters Score: Raw -626019.347969 + Penalty 3219.304405 = -622800.043564 nChanged 43 SP:Iteration 30Q (6688.556474 sec): 3 clusters Score: Raw -626033.070900 + Penalty 3219.304405 = -622813.766495 nChanged 28 SP:Iteration 31Q (6688.658197 sec): 3 clusters Score: Raw -626040.781625 + Penalty 3219.304405 = -622821.477220 nChanged 27 SP:Iteration 32Q (6688.732580 sec): 3 clusters Score: Raw -626046.944598 + Penalty 3219.304405 = -622827.640192 nChanged 25 SP:Iteration 33Q (6688.823029 sec): 3 clusters Score: Raw -626053.491930 + Penalty 3219.304405 = -622834.187525 nChanged 23 SP:Iteration 34Q (6688.925494 sec): 3 clusters Score: Raw -626058.392775 + Penalty 3219.304405 = -622839.088369 nChanged 18 SP:Iteration 35Q (6689.006625 sec): 3 clusters Score: Raw -626062.341308 + Penalty 3219.304405 = -622843.036902 nChanged 13 SP:Iteration 36Q (6689.106018 sec): 3 clusters Score: Raw -626064.586080 + Penalty 3219.304405 = -622845.281675 nChanged 6 SP:Iteration 37Q (6689.212019 sec): 3 clusters Score: Raw -626065.674397 + Penalty 3219.304405 = -622846.369992 nChanged 11 SP:Iteration 38Q (6689.327699 sec): 3 clusters Score: Raw -626066.918925 + Penalty 3219.304405 = -622847.614520 nChanged 4 SP:Iteration 39Q (6689.404043 sec): 3 clusters Score: Raw -626067.358949 + Penalty 3219.304405 = -622848.054544 nChanged 1 SP:Iteration 40F (6689.506463 sec): 3 clusters Score: Raw -626067.480374 + Penalty 3219.304405 = -622848.175969 nChanged 1 SP:Iteration 41Q (6689.632683 sec): 3 clusters Score: Raw -626067.562050 + Penalty 3219.304405 = -622848.257644 nChanged 1 SP:Iteration 42Q (6689.719725 sec): 3 clusters Score: Raw -626067.725642 + Penalty 3219.304405 = -622848.421237 nChanged 0 SP:Iteration 43F (6689.825889 sec): 3 clusters Score: Raw -626067.725642 + Penalty 3219.304405 = -622848.421237 nChanged 0 Trying to split cluster 30 (1020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6689.883864 sec): 2 clusters Score: Raw -38965.972116 + Penalty 1215.786413 = -37750.185703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6689.965676 sec): 3 clusters Score: Raw -38663.269620 + Penalty 2431.572825 = -36231.696795 nChanged 318 SP:Iteration 1F (6690.042302 sec): 3 clusters Score: Raw -38997.608819 + Penalty 2431.572825 = -36566.035994 nChanged 87 SP:Iteration 2F (6690.098617 sec): 3 clusters Score: Raw -39100.933834 + Penalty 2431.572825 = -36669.361009 nChanged 44 SP:Iteration 3Q (6690.195134 sec): 3 clusters Score: Raw -39167.431395 + Penalty 2431.572825 = -36735.858570 nChanged 37 SP:Iteration 4Q (6690.255920 sec): 3 clusters Score: Raw -39220.145220 + Penalty 2431.572825 = -36788.572395 nChanged 31 SP:Iteration 5Q (6690.335480 sec): 3 clusters Score: Raw -39272.428031 + Penalty 2431.572825 = -36840.855206 nChanged 35 SP:Iteration 6Q (6690.429909 sec): 3 clusters Score: Raw -39330.452146 + Penalty 2431.572825 = -36898.879321 nChanged 41 SP:Iteration 7Q (6690.509853 sec): 3 clusters Score: Raw -39385.570637 + Penalty 2431.572825 = -36953.997812 nChanged 37 SP:Iteration 8Q (6690.598039 sec): 3 clusters Score: Raw -39440.781548 + Penalty 2431.572825 = -37009.208723 nChanged 23 SP:Iteration 9Q (6690.662023 sec): 3 clusters Score: Raw -39475.834277 + Penalty 2431.572825 = -37044.261452 nChanged 20 SP:Iteration 10Q (6690.731626 sec): 3 clusters Score: Raw -39509.401591 + Penalty 2431.572825 = -37077.828766 nChanged 15 SP:Iteration 11Q (6690.818893 sec): 3 clusters Score: Raw -39537.207921 + Penalty 2431.572825 = -37105.635096 nChanged 11 SP:Iteration 12Q (6690.900955 sec): 3 clusters Score: Raw -39558.881003 + Penalty 2431.572825 = -37127.308178 nChanged 10 SP:Iteration 13Q (6690.972682 sec): 3 clusters Score: Raw -39574.671915 + Penalty 2431.572825 = -37143.099090 nChanged 9 SP:Iteration 14Q (6691.065942 sec): 3 clusters Score: Raw -39584.684099 + Penalty 2431.572825 = -37153.111274 nChanged 5 SP:Iteration 15Q (6691.141443 sec): 3 clusters Score: Raw -39600.517565 + Penalty 2431.572825 = -37168.944740 nChanged 5 SP:Iteration 16Q (6691.221449 sec): 3 clusters Score: Raw -39615.920166 + Penalty 2431.572825 = -37184.347341 nChanged 8 SP:Iteration 17Q (6691.303221 sec): 3 clusters Score: Raw -39627.923042 + Penalty 2431.572825 = -37196.350216 nChanged 9 SP:Iteration 18Q (6691.387377 sec): 3 clusters Score: Raw -39647.883011 + Penalty 2431.572825 = -37216.310186 nChanged 7 SP:Iteration 19Q (6691.473133 sec): 3 clusters Score: Raw -39659.535640 + Penalty 2431.572825 = -37227.962815 nChanged 5 SP:Iteration 20F (6691.559225 sec): 3 clusters Score: Raw -39663.703346 + Penalty 2431.572825 = -37232.130521 nChanged 4 SP:Iteration 21Q (6691.646155 sec): 3 clusters Score: Raw -39666.910024 + Penalty 2431.572825 = -37235.337199 nChanged 1 SP:Iteration 22Q (6691.713864 sec): 3 clusters Score: Raw -39667.779600 + Penalty 2431.572825 = -37236.206775 nChanged 0 SP:Iteration 23F (6691.794720 sec): 3 clusters Score: Raw -39667.779600 + Penalty 2431.572825 = -37236.206775 nChanged 0 Trying to split cluster 31 (4564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6691.863858 sec): 2 clusters Score: Raw -303107.364306 + Penalty 1478.755052 = -301628.609254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6691.933717 sec): 3 clusters Score: Raw -300788.428167 + Penalty 2957.510104 = -297830.918063 nChanged 1783 SP:Iteration 1F (6692.021750 sec): 3 clusters Score: Raw -301814.539418 + Penalty 2957.510104 = -298857.029314 nChanged 350 SP:Iteration 2F (6692.126876 sec): 3 clusters Score: Raw -302044.089266 + Penalty 2957.510104 = -299086.579163 nChanged 275 SP:Iteration 3F (6692.204158 sec): 3 clusters Score: Raw -302245.171593 + Penalty 2957.510104 = -299287.661490 nChanged 258 SP:Iteration 4F (6692.272752 sec): 3 clusters Score: Raw -302420.129683 + Penalty 2957.510104 = -299462.619580 nChanged 187 SP:Iteration 5Q (6692.360423 sec): 3 clusters Score: Raw -302540.612095 + Penalty 2957.510104 = -299583.101992 nChanged 183 SP:Iteration 6Q (6692.451122 sec): 3 clusters Score: Raw -302661.524515 + Penalty 2957.510104 = -299704.014412 nChanged 177 SP:Iteration 7Q (6692.542434 sec): 3 clusters Score: Raw -302766.953755 + Penalty 2957.510104 = -299809.443652 nChanged 151 SP:Iteration 8Q (6692.653117 sec): 3 clusters Score: Raw -302846.970558 + Penalty 2957.510104 = -299889.460455 nChanged 141 SP:Iteration 9Q (6692.741911 sec): 3 clusters Score: Raw -302923.260502 + Penalty 2957.510104 = -299965.750398 nChanged 112 SP:Iteration 10Q (6692.825449 sec): 3 clusters Score: Raw -302985.646335 + Penalty 2957.510104 = -300028.136231 nChanged 117 SP:Iteration 11Q (6692.910689 sec): 3 clusters Score: Raw -303046.140025 + Penalty 2957.510104 = -300088.629922 nChanged 96 SP:Iteration 12Q (6692.982092 sec): 3 clusters Score: Raw -303090.690969 + Penalty 2957.510104 = -300133.180866 nChanged 75 SP:Iteration 13Q (6693.076777 sec): 3 clusters Score: Raw -303124.107685 + Penalty 2957.510104 = -300166.597581 nChanged 69 SP:Iteration 14Q (6693.181833 sec): 3 clusters Score: Raw -303154.552135 + Penalty 2957.510104 = -300197.042032 nChanged 58 SP:Iteration 15Q (6693.265707 sec): 3 clusters Score: Raw -303180.904293 + Penalty 2957.510104 = -300223.394190 nChanged 47 SP:Iteration 16Q (6693.344749 sec): 3 clusters Score: Raw -303202.513466 + Penalty 2957.510104 = -300245.003363 nChanged 37 SP:Iteration 17Q (6693.415276 sec): 3 clusters Score: Raw -303215.984687 + Penalty 2957.510104 = -300258.474583 nChanged 32 SP:Iteration 18Q (6693.520328 sec): 3 clusters Score: Raw -303229.285761 + Penalty 2957.510104 = -300271.775658 nChanged 39 SP:Iteration 19Q (6693.601279 sec): 3 clusters Score: Raw -303245.642368 + Penalty 2957.510104 = -300288.132264 nChanged 34 SP:Iteration 20F (6693.682644 sec): 3 clusters Score: Raw -303258.561064 + Penalty 2957.510104 = -300301.050960 nChanged 29 SP:Iteration 21Q (6693.767384 sec): 3 clusters Score: Raw -303267.109921 + Penalty 2957.510104 = -300309.599817 nChanged 23 SP:Iteration 22Q (6693.837991 sec): 3 clusters Score: Raw -303274.340999 + Penalty 2957.510104 = -300316.830896 nChanged 22 SP:Iteration 23Q (6693.940724 sec): 3 clusters Score: Raw -303281.746245 + Penalty 2957.510104 = -300324.236141 nChanged 25 SP:Iteration 24Q (6694.016849 sec): 3 clusters Score: Raw -303289.435407 + Penalty 2957.510104 = -300331.925303 nChanged 26 SP:Iteration 25Q (6694.128993 sec): 3 clusters Score: Raw -303298.424455 + Penalty 2957.510104 = -300340.914351 nChanged 32 SP:Iteration 26Q (6694.220871 sec): 3 clusters Score: Raw -303308.011381 + Penalty 2957.510104 = -300350.501278 nChanged 19 SP:Iteration 27Q (6694.303588 sec): 3 clusters Score: Raw -303313.140988 + Penalty 2957.510104 = -300355.630884 nChanged 16 SP:Iteration 28Q (6694.368970 sec): 3 clusters Score: Raw -303316.662261 + Penalty 2957.510104 = -300359.152157 nChanged 13 SP:Iteration 29Q (6694.466068 sec): 3 clusters Score: Raw -303319.570878 + Penalty 2957.510104 = -300362.060775 nChanged 12 SP:Iteration 30Q (6694.542106 sec): 3 clusters Score: Raw -303324.036035 + Penalty 2957.510104 = -300366.525931 nChanged 18 SP:Iteration 31Q (6694.639595 sec): 3 clusters Score: Raw -303330.458693 + Penalty 2957.510104 = -300372.948590 nChanged 11 SP:Iteration 32Q (6694.725924 sec): 3 clusters Score: Raw -303333.246133 + Penalty 2957.510104 = -300375.736030 nChanged 9 SP:Iteration 33Q (6694.812170 sec): 3 clusters Score: Raw -303335.273171 + Penalty 2957.510104 = -300377.763068 nChanged 8 SP:Iteration 34Q (6694.918934 sec): 3 clusters Score: Raw -303337.462347 + Penalty 2957.510104 = -300379.952244 nChanged 10 SP:Iteration 35Q (6695.005060 sec): 3 clusters Score: Raw -303340.995535 + Penalty 2957.510104 = -300383.485431 nChanged 12 SP:Iteration 36Q (6695.094388 sec): 3 clusters Score: Raw -303343.889159 + Penalty 2957.510104 = -300386.379055 nChanged 11 SP:Iteration 37Q (6695.156988 sec): 3 clusters Score: Raw -303347.026048 + Penalty 2957.510104 = -300389.515945 nChanged 7 SP:Iteration 38Q (6695.241878 sec): 3 clusters Score: Raw -303349.759593 + Penalty 2957.510104 = -300392.249490 nChanged 9 SP:Iteration 39Q (6695.337139 sec): 3 clusters Score: Raw -303353.310170 + Penalty 2957.510104 = -300395.800066 nChanged 12 SP:Iteration 40F (6695.440109 sec): 3 clusters Score: Raw -303358.547605 + Penalty 2957.510104 = -300401.037501 nChanged 12 SP:Iteration 41Q (6695.543822 sec): 3 clusters Score: Raw -303362.000946 + Penalty 2957.510104 = -300404.490842 nChanged 18 SP:Iteration 42Q (6695.647112 sec): 3 clusters Score: Raw -303366.694390 + Penalty 2957.510104 = -300409.184286 nChanged 13 SP:Iteration 43Q (6695.744511 sec): 3 clusters Score: Raw -303369.650782 + Penalty 2957.510104 = -300412.140679 nChanged 11 SP:Iteration 44Q (6695.839928 sec): 3 clusters Score: Raw -303372.588389 + Penalty 2957.510104 = -300415.078285 nChanged 8 SP:Iteration 45Q (6695.943078 sec): 3 clusters Score: Raw -303374.914418 + Penalty 2957.510104 = -300417.404315 nChanged 8 SP:Iteration 46Q (6696.045073 sec): 3 clusters Score: Raw -303377.729744 + Penalty 2957.510104 = -300420.219640 nChanged 14 SP:Iteration 47Q (6696.203730 sec): 3 clusters Score: Raw -303381.412566 + Penalty 2957.510104 = -300423.902462 nChanged 10 SP:Iteration 48Q (6696.302312 sec): 3 clusters Score: Raw -303383.801774 + Penalty 2957.510104 = -300426.291670 nChanged 10 SP:Iteration 49Q (6696.420877 sec): 3 clusters Score: Raw -303386.748768 + Penalty 2957.510104 = -300429.238665 nChanged 4 SP:Iteration 50Q (6696.521639 sec): 3 clusters Score: Raw -303387.678653 + Penalty 2957.510104 = -300430.168550 nChanged 2 SP:Iteration 51Q (6696.623710 sec): 3 clusters Score: Raw -303388.006688 + Penalty 2957.510104 = -300430.496584 nChanged 0 SP:Iteration 52F (6696.714263 sec): 3 clusters Score: Raw -303388.006688 + Penalty 2957.510104 = -300430.496584 nChanged 0 Trying to split cluster 32 (2031 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6696.761414 sec): 2 clusters Score: Raw -108932.055539 + Penalty 1336.657765 = -107595.397774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6696.843888 sec): 3 clusters Score: Raw -108087.361662 + Penalty 2673.315530 = -105414.046132 nChanged 725 SP:Iteration 1F (6696.933647 sec): 3 clusters Score: Raw -108675.545376 + Penalty 2673.315530 = -106002.229846 nChanged 198 SP:Iteration 2F (6697.027591 sec): 3 clusters Score: Raw -108896.005987 + Penalty 2673.315530 = -106222.690457 nChanged 149 SP:Iteration 3F (6697.138508 sec): 3 clusters Score: Raw -109070.098678 + Penalty 2673.315530 = -106396.783148 nChanged 120 SP:Iteration 4F (6697.215417 sec): 3 clusters Score: Raw -109235.617912 + Penalty 2673.315530 = -106562.302382 nChanged 126 SP:Iteration 5F (6697.319623 sec): 3 clusters Score: Raw -109394.734206 + Penalty 2673.315530 = -106721.418676 nChanged 104 SP:Iteration 6F (6697.404875 sec): 3 clusters Score: Raw -109523.554383 + Penalty 2673.315530 = -106850.238853 nChanged 70 SP:Iteration 7Q (6697.495000 sec): 3 clusters Score: Raw -109601.771387 + Penalty 2673.315530 = -106928.455857 nChanged 46 SP:Iteration 8Q (6697.613771 sec): 3 clusters Score: Raw -109648.220723 + Penalty 2673.315530 = -106974.905193 nChanged 31 SP:Iteration 9Q (6697.730348 sec): 3 clusters Score: Raw -109695.691248 + Penalty 2673.315530 = -107022.375717 nChanged 35 SP:Iteration 10Q (6697.806500 sec): 3 clusters Score: Raw -109739.146453 + Penalty 2673.315530 = -107065.830923 nChanged 28 SP:Iteration 11Q (6697.889452 sec): 3 clusters Score: Raw -109766.953777 + Penalty 2673.315530 = -107093.638247 nChanged 27 SP:Iteration 12Q (6698.068287 sec): 3 clusters Score: Raw -109790.311371 + Penalty 2673.315530 = -107116.995841 nChanged 20 SP:Iteration 13Q (6698.134831 sec): 3 clusters Score: Raw -109806.109541 + Penalty 2673.315530 = -107132.794011 nChanged 14 SP:Iteration 14Q (6698.214462 sec): 3 clusters Score: Raw -109816.684617 + Penalty 2673.315530 = -107143.369087 nChanged 9 SP:Iteration 15Q (6698.307324 sec): 3 clusters Score: Raw -109822.410441 + Penalty 2673.315530 = -107149.094911 nChanged 12 SP:Iteration 16Q (6698.396451 sec): 3 clusters Score: Raw -109830.524152 + Penalty 2673.315530 = -107157.208621 nChanged 6 SP:Iteration 17Q (6698.482569 sec): 3 clusters Score: Raw -109833.587151 + Penalty 2673.315530 = -107160.271621 nChanged 1 SP:Iteration 18Q (6698.565290 sec): 3 clusters Score: Raw -109834.427860 + Penalty 2673.315530 = -107161.112330 nChanged 1 SP:Iteration 19Q (6698.670362 sec): 3 clusters Score: Raw -109834.722207 + Penalty 2673.315530 = -107161.406677 nChanged 0 SP:Iteration 20F (6698.756041 sec): 3 clusters Score: Raw -109834.722207 + Penalty 2673.315530 = -107161.406677 nChanged 0 Trying to split cluster 33 (15456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6698.835273 sec): 2 clusters Score: Raw -1077560.364804 + Penalty 1692.829574 = -1075867.535230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6698.954604 sec): 3 clusters Score: Raw -1068573.186861 + Penalty 3385.659147 = -1065187.527714 nChanged 6829 SP:Iteration 1F (6699.069786 sec): 3 clusters Score: Raw -1072572.746025 + Penalty 3385.659147 = -1069187.086878 nChanged 1055 SP:Iteration 2F (6699.184144 sec): 3 clusters Score: Raw -1073223.560714 + Penalty 3385.659147 = -1069837.901566 nChanged 1082 SP:Iteration 3F (6699.277964 sec): 3 clusters Score: Raw -1073928.713429 + Penalty 3385.659147 = -1070543.054282 nChanged 1040 SP:Iteration 4F (6699.410580 sec): 3 clusters Score: Raw -1074642.384457 + Penalty 3385.659147 = -1071256.725310 nChanged 940 SP:Iteration 5F (6699.523022 sec): 3 clusters Score: Raw -1075227.483681 + Penalty 3385.659147 = -1071841.824534 nChanged 772 SP:Iteration 6Q (6699.643553 sec): 3 clusters Score: Raw -1075692.562738 + Penalty 3385.659147 = -1072306.903591 nChanged 661 SP:Iteration 7Q (6699.761106 sec): 3 clusters Score: Raw -1076080.873311 + Penalty 3385.659147 = -1072695.214163 nChanged 620 SP:Iteration 8Q (6699.881034 sec): 3 clusters Score: Raw -1076536.114581 + Penalty 3385.659147 = -1073150.455433 nChanged 620 SP:Iteration 9Q (6699.980123 sec): 3 clusters Score: Raw -1077088.587753 + Penalty 3385.659147 = -1073702.928606 nChanged 610 SP:Iteration 10Q (6700.092088 sec): 3 clusters Score: Raw -1077649.968367 + Penalty 3385.659147 = -1074264.309220 nChanged 522 SP:Iteration 11Q (6700.217284 sec): 3 clusters Score: Raw -1078059.735678 + Penalty 3385.659147 = -1074674.076531 nChanged 401 SP:Iteration 12Q (6700.320242 sec): 3 clusters Score: Raw -1078338.801755 + Penalty 3385.659147 = -1074953.142608 nChanged 315 SP:Iteration 13Q (6700.432616 sec): 3 clusters Score: Raw -1078579.407472 + Penalty 3385.659147 = -1075193.748325 nChanged 288 SP:Iteration 14Q (6700.538974 sec): 3 clusters Score: Raw -1078785.921032 + Penalty 3385.659147 = -1075400.261885 nChanged 263 SP:Iteration 15Q (6700.628257 sec): 3 clusters Score: Raw -1078981.245307 + Penalty 3385.659147 = -1075595.586159 nChanged 273 SP:Iteration 16Q (6700.735798 sec): 3 clusters Score: Raw -1079215.016648 + Penalty 3385.659147 = -1075829.357500 nChanged 279 SP:Iteration 17Q (6700.827539 sec): 3 clusters Score: Raw -1079472.795838 + Penalty 3385.659147 = -1076087.136691 nChanged 273 SP:Iteration 18Q (6700.949113 sec): 3 clusters Score: Raw -1079790.335792 + Penalty 3385.659147 = -1076404.676644 nChanged 270 SP:Iteration 19Q (6701.053014 sec): 3 clusters Score: Raw -1080239.360162 + Penalty 3385.659147 = -1076853.701014 nChanged 247 SP:Iteration 20F (6701.152764 sec): 3 clusters Score: Raw -1080672.481666 + Penalty 3385.659147 = -1077286.822519 nChanged 169 SP:Iteration 21Q (6701.265393 sec): 3 clusters Score: Raw -1080902.733110 + Penalty 3385.659147 = -1077517.073962 nChanged 97 SP:Iteration 22Q (6701.372231 sec): 3 clusters Score: Raw -1080973.168014 + Penalty 3385.659147 = -1077587.508866 nChanged 58 SP:Iteration 23Q (6701.490725 sec): 3 clusters Score: Raw -1081005.190008 + Penalty 3385.659147 = -1077619.530861 nChanged 44 SP:Iteration 24Q (6701.592843 sec): 3 clusters Score: Raw -1081021.593755 + Penalty 3385.659147 = -1077635.934607 nChanged 29 SP:Iteration 25Q (6701.704547 sec): 3 clusters Score: Raw -1081034.234122 + Penalty 3385.659147 = -1077648.574975 nChanged 18 SP:Iteration 26Q (6701.813344 sec): 3 clusters Score: Raw -1081039.741253 + Penalty 3385.659147 = -1077654.082106 nChanged 15 SP:Iteration 27Q (6701.894554 sec): 3 clusters Score: Raw -1081042.499864 + Penalty 3385.659147 = -1077656.840717 nChanged 13 SP:Iteration 28Q (6702.011513 sec): 3 clusters Score: Raw -1081045.253650 + Penalty 3385.659147 = -1077659.594503 nChanged 7 SP:Iteration 29Q (6702.119229 sec): 3 clusters Score: Raw -1081046.668948 + Penalty 3385.659147 = -1077661.009800 nChanged 7 SP:Iteration 30Q (6702.231715 sec): 3 clusters Score: Raw -1081047.989368 + Penalty 3385.659147 = -1077662.330221 nChanged 2 SP:Iteration 31Q (6702.352017 sec): 3 clusters Score: Raw -1081048.103983 + Penalty 3385.659147 = -1077662.444835 nChanged 2 SP:Iteration 32Q (6702.464204 sec): 3 clusters Score: Raw -1081048.283563 + Penalty 3385.659147 = -1077662.624416 nChanged 2 SP:Iteration 33Q (6702.577920 sec): 3 clusters Score: Raw -1081048.421306 + Penalty 3385.659147 = -1077662.762158 nChanged 3 SP:Iteration 34Q (6702.691535 sec): 3 clusters Score: Raw -1081048.987638 + Penalty 3385.659147 = -1077663.328490 nChanged 5 SP:Iteration 35Q (6702.805330 sec): 3 clusters Score: Raw -1081050.039580 + Penalty 3385.659147 = -1077664.380433 nChanged 4 SP:Iteration 36Q (6702.913869 sec): 3 clusters Score: Raw -1081050.437404 + Penalty 3385.659147 = -1077664.778257 nChanged 2 SP:Iteration 37Q (6703.022336 sec): 3 clusters Score: Raw -1081050.611076 + Penalty 3385.659147 = -1077664.951929 nChanged 0 SP:Iteration 38F (6703.133257 sec): 3 clusters Score: Raw -1081050.611076 + Penalty 3385.659147 = -1077664.951929 nChanged 0 Score: Raw -11990358.923649 + Penalty 79353.804390 = -11911005.119259 Splitting cluster 33 changes total score from -11909656.808589 to -11911005.119259 So it's getting split into cluster 37. Trying to split cluster 34 (517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6710.316823 sec): 2 clusters Score: Raw -32129.748436 + Penalty 1096.531524 = -31033.216911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6710.395792 sec): 3 clusters Score: Raw -32101.582272 + Penalty 2193.063049 = -29908.519223 nChanged 122 SP:Iteration 1F (6710.468871 sec): 3 clusters Score: Raw -32316.505264 + Penalty 2193.063049 = -30123.442216 nChanged 32 SP:Iteration 2F (6710.538845 sec): 3 clusters Score: Raw -32376.545523 + Penalty 2193.063049 = -30183.482474 nChanged 26 SP:Iteration 3F (6710.625299 sec): 3 clusters Score: Raw -32416.724733 + Penalty 2193.063049 = -30223.661684 nChanged 21 SP:Iteration 4Q (6710.690178 sec): 3 clusters Score: Raw -32455.145950 + Penalty 2193.063049 = -30262.082901 nChanged 8 SP:Iteration 5Q (6710.765522 sec): 3 clusters Score: Raw -32468.034896 + Penalty 2193.063049 = -30274.971847 nChanged 6 SP:Iteration 6Q (6710.835715 sec): 3 clusters Score: Raw -32485.581272 + Penalty 2193.063049 = -30292.518223 nChanged 10 SP:Iteration 7Q (6710.939720 sec): 3 clusters Score: Raw -32506.623041 + Penalty 2193.063049 = -30313.559992 nChanged 5 SP:Iteration 8Q (6711.021857 sec): 3 clusters Score: Raw -32512.692870 + Penalty 2193.063049 = -30319.629822 nChanged 2 SP:Iteration 9Q (6711.103573 sec): 3 clusters Score: Raw -32515.663036 + Penalty 2193.063049 = -30322.599987 nChanged 1 SP:Iteration 10Q (6711.172686 sec): 3 clusters Score: Raw -32517.429823 + Penalty 2193.063049 = -30324.366774 nChanged 2 SP:Iteration 11Q (6711.254293 sec): 3 clusters Score: Raw -32526.827883 + Penalty 2193.063049 = -30333.764834 nChanged 4 SP:Iteration 12Q (6711.333636 sec): 3 clusters Score: Raw -32535.327657 + Penalty 2193.063049 = -30342.264608 nChanged 2 SP:Iteration 13Q (6711.422908 sec): 3 clusters Score: Raw -32538.540587 + Penalty 2193.063049 = -30345.477538 nChanged 0 SP:Iteration 14F (6711.493765 sec): 3 clusters Score: Raw -32538.540587 + Penalty 2193.063049 = -30345.477538 nChanged 0 Trying to split cluster 35 (9739 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6711.564174 sec): 2 clusters Score: Raw -683928.766020 + Penalty 1611.773348 = -682316.992672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6711.655221 sec): 3 clusters Score: Raw -678513.579890 + Penalty 3223.546696 = -675290.033194 nChanged 4160 SP:Iteration 1F (6711.751564 sec): 3 clusters Score: Raw -680920.292969 + Penalty 3223.546696 = -677696.746272 nChanged 771 SP:Iteration 2F (6711.836562 sec): 3 clusters Score: Raw -681372.063561 + Penalty 3223.546696 = -678148.516865 nChanged 639 SP:Iteration 3F (6711.940638 sec): 3 clusters Score: Raw -681811.659199 + Penalty 3223.546696 = -678588.112503 nChanged 609 SP:Iteration 4F (6712.034121 sec): 3 clusters Score: Raw -682228.371173 + Penalty 3223.546696 = -679004.824477 nChanged 589 SP:Iteration 5F (6712.108711 sec): 3 clusters Score: Raw -682649.426289 + Penalty 3223.546696 = -679425.879592 nChanged 569 SP:Iteration 6F (6712.229677 sec): 3 clusters Score: Raw -683022.313052 + Penalty 3223.546696 = -679798.766356 nChanged 458 SP:Iteration 7Q (6712.338716 sec): 3 clusters Score: Raw -683319.234068 + Penalty 3223.546696 = -680095.687371 nChanged 390 SP:Iteration 8Q (6712.407837 sec): 3 clusters Score: Raw -683530.915199 + Penalty 3223.546696 = -680307.368503 nChanged 325 SP:Iteration 9Q (6712.497068 sec): 3 clusters Score: Raw -683710.283575 + Penalty 3223.546696 = -680486.736879 nChanged 282 SP:Iteration 10Q (6712.608170 sec): 3 clusters Score: Raw -683861.984429 + Penalty 3223.546696 = -680638.437732 nChanged 231 SP:Iteration 11Q (6712.717260 sec): 3 clusters Score: Raw -683985.180866 + Penalty 3223.546696 = -680761.634169 nChanged 213 SP:Iteration 12Q (6712.817892 sec): 3 clusters Score: Raw -684099.976148 + Penalty 3223.546696 = -680876.429452 nChanged 201 SP:Iteration 13Q (6712.892074 sec): 3 clusters Score: Raw -684198.594152 + Penalty 3223.546696 = -680975.047455 nChanged 185 SP:Iteration 14Q (6712.986426 sec): 3 clusters Score: Raw -684288.307019 + Penalty 3223.546696 = -681064.760323 nChanged 165 SP:Iteration 15Q (6713.100059 sec): 3 clusters Score: Raw -684357.549198 + Penalty 3223.546696 = -681134.002501 nChanged 100 SP:Iteration 16Q (6713.234872 sec): 3 clusters Score: Raw -684396.639263 + Penalty 3223.546696 = -681173.092567 nChanged 85 SP:Iteration 17Q (6713.359655 sec): 3 clusters Score: Raw -684428.665505 + Penalty 3223.546696 = -681205.118808 nChanged 75 SP:Iteration 18Q (6713.494167 sec): 3 clusters Score: Raw -684450.481729 + Penalty 3223.546696 = -681226.935033 nChanged 54 SP:Iteration 19Q (6713.618679 sec): 3 clusters Score: Raw -684465.991461 + Penalty 3223.546696 = -681242.444765 nChanged 51 SP:Iteration 20F (6713.739006 sec): 3 clusters Score: Raw -684479.476375 + Penalty 3223.546696 = -681255.929678 nChanged 44 SP:Iteration 21Q (6713.869001 sec): 3 clusters Score: Raw -684491.615263 + Penalty 3223.546696 = -681268.068566 nChanged 41 SP:Iteration 22Q (6713.979533 sec): 3 clusters Score: Raw -684502.217304 + Penalty 3223.546696 = -681278.670607 nChanged 43 SP:Iteration 23Q (6714.094701 sec): 3 clusters Score: Raw -684511.272220 + Penalty 3223.546696 = -681287.725523 nChanged 34 SP:Iteration 24Q (6714.237881 sec): 3 clusters Score: Raw -684520.196038 + Penalty 3223.546696 = -681296.649342 nChanged 33 SP:Iteration 25Q (6714.378695 sec): 3 clusters Score: Raw -684529.362523 + Penalty 3223.546696 = -681305.815826 nChanged 33 SP:Iteration 26Q (6714.492906 sec): 3 clusters Score: Raw -684536.708106 + Penalty 3223.546696 = -681313.161409 nChanged 28 SP:Iteration 27Q (6714.640283 sec): 3 clusters Score: Raw -684542.851249 + Penalty 3223.546696 = -681319.304552 nChanged 25 SP:Iteration 28Q (6714.758965 sec): 3 clusters Score: Raw -684548.275057 + Penalty 3223.546696 = -681324.728361 nChanged 16 SP:Iteration 29Q (6714.865179 sec): 3 clusters Score: Raw -684550.537637 + Penalty 3223.546696 = -681326.990941 nChanged 13 SP:Iteration 30Q (6714.989370 sec): 3 clusters Score: Raw -684552.381449 + Penalty 3223.546696 = -681328.834752 nChanged 16 SP:Iteration 31Q (6715.072235 sec): 3 clusters Score: Raw -684554.817504 + Penalty 3223.546696 = -681331.270807 nChanged 13 SP:Iteration 32Q (6715.194670 sec): 3 clusters Score: Raw -684556.889020 + Penalty 3223.546696 = -681333.342324 nChanged 14 SP:Iteration 33Q (6715.315350 sec): 3 clusters Score: Raw -684558.560567 + Penalty 3223.546696 = -681335.013871 nChanged 11 SP:Iteration 34Q (6715.412520 sec): 3 clusters Score: Raw -684559.663497 + Penalty 3223.546696 = -681336.116800 nChanged 7 SP:Iteration 35Q (6715.525587 sec): 3 clusters Score: Raw -684560.609781 + Penalty 3223.546696 = -681337.063084 nChanged 7 SP:Iteration 36Q (6715.637739 sec): 3 clusters Score: Raw -684561.981745 + Penalty 3223.546696 = -681338.435048 nChanged 7 SP:Iteration 37Q (6715.773201 sec): 3 clusters Score: Raw -684562.905230 + Penalty 3223.546696 = -681339.358534 nChanged 9 SP:Iteration 38Q (6715.888093 sec): 3 clusters Score: Raw -684564.021663 + Penalty 3223.546696 = -681340.474966 nChanged 3 SP:Iteration 39Q (6716.014638 sec): 3 clusters Score: Raw -684564.284031 + Penalty 3223.546696 = -681340.737335 nChanged 2 SP:Iteration 40F (6716.138766 sec): 3 clusters Score: Raw -684564.562038 + Penalty 3223.546696 = -681341.015341 nChanged 3 SP:Iteration 41Q (6716.278054 sec): 3 clusters Score: Raw -684564.871103 + Penalty 3223.546696 = -681341.324407 nChanged 3 SP:Iteration 42Q (6716.395112 sec): 3 clusters Score: Raw -684565.379676 + Penalty 3223.546696 = -681341.832980 nChanged 5 SP:Iteration 43Q (6716.485089 sec): 3 clusters Score: Raw -684566.117646 + Penalty 3223.546696 = -681342.570950 nChanged 3 SP:Iteration 44Q (6716.607259 sec): 3 clusters Score: Raw -684566.466488 + Penalty 3223.546696 = -681342.919792 nChanged 4 SP:Iteration 45Q (6716.726462 sec): 3 clusters Score: Raw -684566.989329 + Penalty 3223.546696 = -681343.442632 nChanged 4 SP:Iteration 46Q (6716.865125 sec): 3 clusters Score: Raw -684567.362248 + Penalty 3223.546696 = -681343.815552 nChanged 3 SP:Iteration 47Q (6716.987035 sec): 3 clusters Score: Raw -684567.801302 + Penalty 3223.546696 = -681344.254605 nChanged 3 SP:Iteration 48Q (6717.120080 sec): 3 clusters Score: Raw -684568.315250 + Penalty 3223.546696 = -681344.768554 nChanged 1 SP:Iteration 49Q (6717.257875 sec): 3 clusters Score: Raw -684568.493529 + Penalty 3223.546696 = -681344.946833 nChanged 2 SP:Iteration 50Q (6717.368853 sec): 3 clusters Score: Raw -684568.682608 + Penalty 3223.546696 = -681345.135912 nChanged 3 SP:Iteration 51Q (6717.502928 sec): 3 clusters Score: Raw -684569.064149 + Penalty 3223.546696 = -681345.517453 nChanged 4 SP:Iteration 52Q (6717.617373 sec): 3 clusters Score: Raw -684569.438597 + Penalty 3223.546696 = -681345.891901 nChanged 2 SP:Iteration 53Q (6717.743736 sec): 3 clusters Score: Raw -684569.613772 + Penalty 3223.546696 = -681346.067076 nChanged 2 SP:Iteration 54Q (6717.872294 sec): 3 clusters Score: Raw -684570.002951 + Penalty 3223.546696 = -681346.456255 nChanged 4 SP:Iteration 55Q (6718.021753 sec): 3 clusters Score: Raw -684570.373136 + Penalty 3223.546696 = -681346.826439 nChanged 3 SP:Iteration 56Q (6718.125830 sec): 3 clusters Score: Raw -684570.705593 + Penalty 3223.546696 = -681347.158897 nChanged 3 SP:Iteration 57Q (6718.277493 sec): 3 clusters Score: Raw -684571.152485 + Penalty 3223.546696 = -681347.605789 nChanged 5 SP:Iteration 58Q (6718.381789 sec): 3 clusters Score: Raw -684571.714376 + Penalty 3223.546696 = -681348.167679 nChanged 1 SP:Iteration 59Q (6718.531191 sec): 3 clusters Score: Raw -684571.767801 + Penalty 3223.546696 = -681348.221105 nChanged 0 SP:Iteration 60F (6718.658915 sec): 3 clusters Score: Raw -684571.767801 + Penalty 3223.546696 = -681348.221105 nChanged 0 Trying to split cluster 36 (1320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6718.723260 sec): 2 clusters Score: Raw -53721.236727 + Penalty 1261.035421 = -52460.201305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6718.833534 sec): 3 clusters Score: Raw -53270.484674 + Penalty 2522.070842 = -50748.413831 nChanged 441 SP:Iteration 1F (6718.855143 sec): 3 clusters Score: Raw -53688.768345 + Penalty 2522.070842 = -51166.697503 nChanged 132 SP:Iteration 2F (6718.873011 sec): 3 clusters Score: Raw -53848.237520 + Penalty 2522.070842 = -51326.166678 nChanged 74 SP:Iteration 3F (6718.890771 sec): 3 clusters Score: Raw -53931.427960 + Penalty 2522.070842 = -51409.357118 nChanged 40 SP:Iteration 4Q (6718.908753 sec): 3 clusters Score: Raw -53977.463546 + Penalty 2522.070842 = -51455.392703 nChanged 33 SP:Iteration 5Q (6718.926648 sec): 3 clusters Score: Raw -54022.078932 + Penalty 2522.070842 = -51500.008089 nChanged 34 SP:Iteration 6Q (6718.944541 sec): 3 clusters Score: Raw -54050.909953 + Penalty 2522.070842 = -51528.839111 nChanged 22 SP:Iteration 7Q (6718.962267 sec): 3 clusters Score: Raw -54064.193649 + Penalty 2522.070842 = -51542.122807 nChanged 9 SP:Iteration 8Q (6718.980239 sec): 3 clusters Score: Raw -54070.259250 + Penalty 2522.070842 = -51548.188408 nChanged 9 SP:Iteration 9Q (6718.998122 sec): 3 clusters Score: Raw -54076.054972 + Penalty 2522.070842 = -51553.984130 nChanged 7 SP:Iteration 10Q (6719.015971 sec): 3 clusters Score: Raw -54089.558633 + Penalty 2522.070842 = -51567.487791 nChanged 18 SP:Iteration 11Q (6719.036487 sec): 3 clusters Score: Raw -54109.333970 + Penalty 2522.070842 = -51587.263128 nChanged 14 SP:Iteration 12Q (6719.058142 sec): 3 clusters Score: Raw -54119.080576 + Penalty 2522.070842 = -51597.009733 nChanged 11 SP:Iteration 13Q (6719.075990 sec): 3 clusters Score: Raw -54129.225054 + Penalty 2522.070842 = -51607.154212 nChanged 10 SP:Iteration 14Q (6719.093821 sec): 3 clusters Score: Raw -54136.833584 + Penalty 2522.070842 = -51614.762741 nChanged 7 SP:Iteration 15Q (6719.111744 sec): 3 clusters Score: Raw -54142.218669 + Penalty 2522.070842 = -51620.147826 nChanged 7 SP:Iteration 16Q (6719.129620 sec): 3 clusters Score: Raw -54147.282398 + Penalty 2522.070842 = -51625.211555 nChanged 5 SP:Iteration 17Q (6719.147522 sec): 3 clusters Score: Raw -54152.062155 + Penalty 2522.070842 = -51629.991312 nChanged 8 SP:Iteration 18Q (6719.270158 sec): 3 clusters Score: Raw -54158.009423 + Penalty 2522.070842 = -51635.938580 nChanged 6 SP:Iteration 19Q (6719.379222 sec): 3 clusters Score: Raw -54165.340607 + Penalty 2522.070842 = -51643.269765 nChanged 10 SP:Iteration 20F (6719.456218 sec): 3 clusters Score: Raw -54174.398468 + Penalty 2522.070842 = -51652.327626 nChanged 12 SP:Iteration 21Q (6719.480542 sec): 3 clusters Score: Raw -54187.165244 + Penalty 2522.070842 = -51665.094401 nChanged 6 SP:Iteration 22Q (6719.498537 sec): 3 clusters Score: Raw -54192.012527 + Penalty 2522.070842 = -51669.941685 nChanged 2 SP:Iteration 23Q (6719.516370 sec): 3 clusters Score: Raw -54193.594813 + Penalty 2522.070842 = -51671.523971 nChanged 3 SP:Iteration 24Q (6719.534388 sec): 3 clusters Score: Raw -54195.284062 + Penalty 2522.070842 = -51673.213220 nChanged 1 SP:Iteration 25Q (6719.565905 sec): 3 clusters Score: Raw -54195.696294 + Penalty 2522.070842 = -51673.625452 nChanged 0 SP:Iteration 26F (6719.583637 sec): 3 clusters Score: Raw -54195.696294 + Penalty 2522.070842 = -51673.625452 nChanged 0 Iteration 219Q (6724.937340 sec): 38 clusters Score: Raw -11991178.327537 + Penalty 79353.804390 = -11911824.523147 nChanged 872 Iteration 220F (6732.041026 sec): 38 clusters Score: Raw -11991571.241530 + Penalty 79353.804390 = -11912217.437140 nChanged 538 Iteration 221Q (6736.929741 sec): 38 clusters Score: Raw -11991656.032638 + Penalty 79353.804390 = -11912302.228248 nChanged 251 Iteration 222Q (6742.279574 sec): 38 clusters Score: Raw -11991689.536851 + Penalty 79353.804390 = -11912335.732461 nChanged 175 Iteration 223Q (6747.107203 sec): 38 clusters Score: Raw -11991711.289274 + Penalty 79353.804390 = -11912357.484883 nChanged 121 Iteration 224Q (6751.823767 sec): 38 clusters Score: Raw -11991723.578497 + Penalty 79353.804390 = -11912369.774106 nChanged 88 Iteration 225Q (6756.487851 sec): 38 clusters Score: Raw -11991730.437400 + Penalty 79353.804390 = -11912376.633010 nChanged 45 Iteration 226Q (6762.019956 sec): 38 clusters Score: Raw -11991734.293439 + Penalty 79353.804390 = -11912380.489049 nChanged 43 Iteration 227Q (6766.814767 sec): 38 clusters Score: Raw -11991738.100211 + Penalty 79353.804390 = -11912384.295820 nChanged 30 Iteration 228Q (6771.598240 sec): 38 clusters Score: Raw -11991740.987792 + Penalty 79353.804390 = -11912387.183401 nChanged 35 Iteration 229Q (6776.352921 sec): 38 clusters Score: Raw -11991744.564914 + Penalty 79353.804390 = -11912390.760523 nChanged 34 Iteration 230Q (6781.366411 sec): 38 clusters Score: Raw -11991747.593535 + Penalty 79353.804390 = -11912393.789145 nChanged 34 Iteration 231Q (6786.249253 sec): 38 clusters Score: Raw -11991750.463274 + Penalty 79353.804390 = -11912396.658884 nChanged 24 Iteration 232Q (6791.012804 sec): 38 clusters Score: Raw -11991752.051806 + Penalty 79353.804390 = -11912398.247416 nChanged 17 Iteration 233Q (6795.745529 sec): 38 clusters Score: Raw -11991753.562211 + Penalty 79353.804390 = -11912399.757821 nChanged 19 Iteration 234Q (6800.438954 sec): 38 clusters Score: Raw -11991754.884342 + Penalty 79353.804390 = -11912401.079952 nChanged 23 Iteration 235Q (6805.870480 sec): 38 clusters Score: Raw -11991756.749469 + Penalty 79353.804390 = -11912402.945078 nChanged 16 Iteration 236Q (6810.425417 sec): 38 clusters Score: Raw -11991757.758802 + Penalty 79353.804390 = -11912403.954412 nChanged 8 Iteration 237Q (6815.167326 sec): 38 clusters Score: Raw -11991758.464955 + Penalty 79353.804390 = -11912404.660565 nChanged 14 Iteration 238Q (6819.864996 sec): 38 clusters Score: Raw -11991759.627238 + Penalty 79353.804390 = -11912405.822847 nChanged 6 Iteration 239Q (6825.118558 sec): 38 clusters Score: Raw -11991760.219599 + Penalty 79353.804390 = -11912406.415209 nChanged 5 Iteration 240F (6832.274920 sec): 38 clusters Score: Raw -11991760.571222 + Penalty 79353.804390 = -11912406.766832 nChanged 4 Iteration 241Q (6836.928877 sec): 38 clusters Score: Raw -11991760.985771 + Penalty 79353.804390 = -11912407.181381 nChanged 3 Iteration 242Q (6841.592883 sec): 38 clusters Score: Raw -11991761.215699 + Penalty 79353.804390 = -11912407.411308 nChanged 0 Iteration 243F (6849.524248 sec): 38 clusters Score: Raw -11991761.215699 + Penalty 79353.804390 = -11912407.411308 nChanged 0 Compute initial score before splitting: Score: Raw -11991761.215699 + Penalty 79353.804390 = -11912407.411308 Trying to split cluster 1 (5762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6849.740554 sec): 2 clusters Score: Raw -358765.862917 + Penalty 1519.661505 = -357246.201412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6849.819183 sec): 3 clusters Score: Raw -355875.620761 + Penalty 3039.323010 = -352836.297751 nChanged 2306 SP:Iteration 1F (6849.913522 sec): 3 clusters Score: Raw -357312.070838 + Penalty 3039.323010 = -354272.747828 nChanged 509 SP:Iteration 2F (6850.007171 sec): 3 clusters Score: Raw -357747.689718 + Penalty 3039.323010 = -354708.366708 nChanged 443 SP:Iteration 3F (6850.096336 sec): 3 clusters Score: Raw -358131.468165 + Penalty 3039.323010 = -355092.145155 nChanged 411 SP:Iteration 4F (6850.187981 sec): 3 clusters Score: Raw -358530.854319 + Penalty 3039.323010 = -355491.531309 nChanged 333 SP:Iteration 5F (6850.278061 sec): 3 clusters Score: Raw -358835.270721 + Penalty 3039.323010 = -355795.947711 nChanged 277 SP:Iteration 6Q (6850.373321 sec): 3 clusters Score: Raw -359028.950306 + Penalty 3039.323010 = -355989.627295 nChanged 200 SP:Iteration 7Q (6850.447502 sec): 3 clusters Score: Raw -359151.806895 + Penalty 3039.323010 = -356112.483885 nChanged 146 SP:Iteration 8Q (6850.553018 sec): 3 clusters Score: Raw -359241.336656 + Penalty 3039.323010 = -356202.013646 nChanged 118 SP:Iteration 9Q (6850.647982 sec): 3 clusters Score: Raw -359305.315956 + Penalty 3039.323010 = -356265.992946 nChanged 94 SP:Iteration 10Q (6850.716884 sec): 3 clusters Score: Raw -359346.001234 + Penalty 3039.323010 = -356306.678224 nChanged 79 SP:Iteration 11Q (6850.810690 sec): 3 clusters Score: Raw -359387.071270 + Penalty 3039.323010 = -356347.748260 nChanged 70 SP:Iteration 12Q (6850.885706 sec): 3 clusters Score: Raw -359416.864819 + Penalty 3039.323010 = -356377.541809 nChanged 75 SP:Iteration 13Q (6850.975323 sec): 3 clusters Score: Raw -359445.912366 + Penalty 3039.323010 = -356406.589355 nChanged 63 SP:Iteration 14Q (6851.060492 sec): 3 clusters Score: Raw -359472.529726 + Penalty 3039.323010 = -356433.206715 nChanged 75 SP:Iteration 15Q (6851.139701 sec): 3 clusters Score: Raw -359508.400425 + Penalty 3039.323010 = -356469.077415 nChanged 66 SP:Iteration 16Q (6851.240013 sec): 3 clusters Score: Raw -359543.004728 + Penalty 3039.323010 = -356503.681717 nChanged 68 SP:Iteration 17Q (6851.332116 sec): 3 clusters Score: Raw -359584.666040 + Penalty 3039.323010 = -356545.343030 nChanged 67 SP:Iteration 18Q (6851.432780 sec): 3 clusters Score: Raw -359625.972877 + Penalty 3039.323010 = -356586.649867 nChanged 66 SP:Iteration 19Q (6851.529633 sec): 3 clusters Score: Raw -359664.519705 + Penalty 3039.323010 = -356625.196695 nChanged 57 SP:Iteration 20F (6851.598990 sec): 3 clusters Score: Raw -359694.213954 + Penalty 3039.323010 = -356654.890944 nChanged 51 SP:Iteration 21Q (6851.705947 sec): 3 clusters Score: Raw -359719.192049 + Penalty 3039.323010 = -356679.869038 nChanged 55 SP:Iteration 22Q (6851.790437 sec): 3 clusters Score: Raw -359752.940987 + Penalty 3039.323010 = -356713.617976 nChanged 65 SP:Iteration 23Q (6851.881160 sec): 3 clusters Score: Raw -359793.774664 + Penalty 3039.323010 = -356754.451653 nChanged 64 SP:Iteration 24Q (6851.966808 sec): 3 clusters Score: Raw -359826.773218 + Penalty 3039.323010 = -356787.450207 nChanged 54 SP:Iteration 25Q (6852.039263 sec): 3 clusters Score: Raw -359855.020795 + Penalty 3039.323010 = -356815.697784 nChanged 44 SP:Iteration 26Q (6852.138903 sec): 3 clusters Score: Raw -359885.207697 + Penalty 3039.323010 = -356845.884687 nChanged 50 SP:Iteration 27Q (6852.233305 sec): 3 clusters Score: Raw -359910.105667 + Penalty 3039.323010 = -356870.782656 nChanged 37 SP:Iteration 28Q (6852.311551 sec): 3 clusters Score: Raw -359928.038323 + Penalty 3039.323010 = -356888.715313 nChanged 34 SP:Iteration 29Q (6852.415452 sec): 3 clusters Score: Raw -359947.286571 + Penalty 3039.323010 = -356907.963561 nChanged 44 SP:Iteration 30Q (6852.505294 sec): 3 clusters Score: Raw -359966.203189 + Penalty 3039.323010 = -356926.880178 nChanged 37 SP:Iteration 31Q (6852.609806 sec): 3 clusters Score: Raw -359981.311087 + Penalty 3039.323010 = -356941.988077 nChanged 26 SP:Iteration 32Q (6852.705146 sec): 3 clusters Score: Raw -359990.322139 + Penalty 3039.323010 = -356950.999129 nChanged 22 SP:Iteration 33Q (6852.794026 sec): 3 clusters Score: Raw -359999.839825 + Penalty 3039.323010 = -356960.516814 nChanged 19 SP:Iteration 34Q (6852.890066 sec): 3 clusters Score: Raw -360005.807558 + Penalty 3039.323010 = -356966.484548 nChanged 20 SP:Iteration 35Q (6852.982850 sec): 3 clusters Score: Raw -360015.972535 + Penalty 3039.323010 = -356976.649524 nChanged 22 SP:Iteration 36Q (6853.063745 sec): 3 clusters Score: Raw -360024.298040 + Penalty 3039.323010 = -356984.975030 nChanged 16 SP:Iteration 37Q (6853.110552 sec): 3 clusters Score: Raw -360028.881731 + Penalty 3039.323010 = -356989.558721 nChanged 17 SP:Iteration 38Q (6853.145007 sec): 3 clusters Score: Raw -360035.168501 + Penalty 3039.323010 = -356995.845491 nChanged 15 SP:Iteration 39Q (6853.259754 sec): 3 clusters Score: Raw -360040.692431 + Penalty 3039.323010 = -357001.369420 nChanged 18 SP:Iteration 40F (6853.353065 sec): 3 clusters Score: Raw -360047.143647 + Penalty 3039.323010 = -357007.820637 nChanged 24 SP:Iteration 41Q (6853.446309 sec): 3 clusters Score: Raw -360054.360097 + Penalty 3039.323010 = -357015.037087 nChanged 16 SP:Iteration 42Q (6853.515258 sec): 3 clusters Score: Raw -360059.313010 + Penalty 3039.323010 = -357019.989999 nChanged 4 SP:Iteration 43Q (6853.630384 sec): 3 clusters Score: Raw -360060.268714 + Penalty 3039.323010 = -357020.945704 nChanged 4 SP:Iteration 44Q (6853.708929 sec): 3 clusters Score: Raw -360061.354735 + Penalty 3039.323010 = -357022.031725 nChanged 6 SP:Iteration 45Q (6853.823181 sec): 3 clusters Score: Raw -360063.776196 + Penalty 3039.323010 = -357024.453186 nChanged 6 SP:Iteration 46Q (6853.919086 sec): 3 clusters Score: Raw -360065.017833 + Penalty 3039.323010 = -357025.694823 nChanged 3 SP:Iteration 47Q (6854.012730 sec): 3 clusters Score: Raw -360065.531140 + Penalty 3039.323010 = -357026.208130 nChanged 2 SP:Iteration 48Q (6854.089427 sec): 3 clusters Score: Raw -360065.902131 + Penalty 3039.323010 = -357026.579120 nChanged 1 SP:Iteration 49Q (6854.187680 sec): 3 clusters Score: Raw -360066.251127 + Penalty 3039.323010 = -357026.928117 nChanged 0 SP:Iteration 50F (6854.282605 sec): 3 clusters Score: Raw -360066.251127 + Penalty 3039.323010 = -357026.928117 nChanged 0 Trying to split cluster 2 (1606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6854.331291 sec): 2 clusters Score: Raw -80270.599624 + Penalty 1295.453582 = -78975.146041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6854.419298 sec): 3 clusters Score: Raw -79645.233989 + Penalty 2590.907165 = -77054.326824 nChanged 528 SP:Iteration 1F (6854.502477 sec): 3 clusters Score: Raw -80144.470381 + Penalty 2590.907165 = -77553.563216 nChanged 165 SP:Iteration 2F (6854.587216 sec): 3 clusters Score: Raw -80385.055811 + Penalty 2590.907165 = -77794.148646 nChanged 100 SP:Iteration 3F (6854.649046 sec): 3 clusters Score: Raw -80539.588631 + Penalty 2590.907165 = -77948.681466 nChanged 86 SP:Iteration 4F (6854.743533 sec): 3 clusters Score: Raw -80682.548432 + Penalty 2590.907165 = -78091.641267 nChanged 67 SP:Iteration 5Q (6854.830383 sec): 3 clusters Score: Raw -80794.746795 + Penalty 2590.907165 = -78203.839630 nChanged 78 SP:Iteration 6Q (6854.915433 sec): 3 clusters Score: Raw -80944.216795 + Penalty 2590.907165 = -78353.309630 nChanged 71 SP:Iteration 7Q (6855.002383 sec): 3 clusters Score: Raw -81097.690932 + Penalty 2590.907165 = -78506.783767 nChanged 74 SP:Iteration 8Q (6855.094935 sec): 3 clusters Score: Raw -81242.991749 + Penalty 2590.907165 = -78652.084584 nChanged 64 SP:Iteration 9Q (6855.163465 sec): 3 clusters Score: Raw -81360.896241 + Penalty 2590.907165 = -78769.989076 nChanged 46 SP:Iteration 10Q (6855.265522 sec): 3 clusters Score: Raw -81439.477537 + Penalty 2590.907165 = -78848.570372 nChanged 33 SP:Iteration 11Q (6855.346984 sec): 3 clusters Score: Raw -81480.709589 + Penalty 2590.907165 = -78889.802424 nChanged 18 SP:Iteration 12Q (6855.428109 sec): 3 clusters Score: Raw -81504.156510 + Penalty 2590.907165 = -78913.249345 nChanged 17 SP:Iteration 13Q (6855.507677 sec): 3 clusters Score: Raw -81521.463763 + Penalty 2590.907165 = -78930.556599 nChanged 16 SP:Iteration 14Q (6855.568318 sec): 3 clusters Score: Raw -81536.702534 + Penalty 2590.907165 = -78945.795369 nChanged 15 SP:Iteration 15Q (6855.673207 sec): 3 clusters Score: Raw -81556.460743 + Penalty 2590.907165 = -78965.553578 nChanged 7 SP:Iteration 16Q (6855.753211 sec): 3 clusters Score: Raw -81560.690660 + Penalty 2590.907165 = -78969.783495 nChanged 7 SP:Iteration 17Q (6855.825214 sec): 3 clusters Score: Raw -81567.588076 + Penalty 2590.907165 = -78976.680911 nChanged 5 SP:Iteration 18Q (6855.908916 sec): 3 clusters Score: Raw -81575.590369 + Penalty 2590.907165 = -78984.683204 nChanged 5 SP:Iteration 19Q (6855.986934 sec): 3 clusters Score: Raw -81579.530075 + Penalty 2590.907165 = -78988.622910 nChanged 6 SP:Iteration 20F (6856.077133 sec): 3 clusters Score: Raw -81586.316971 + Penalty 2590.907165 = -78995.409806 nChanged 7 SP:Iteration 21Q (6856.168941 sec): 3 clusters Score: Raw -81598.713072 + Penalty 2590.907165 = -79007.805907 nChanged 7 SP:Iteration 22Q (6856.247963 sec): 3 clusters Score: Raw -81605.242984 + Penalty 2590.907165 = -79014.335819 nChanged 4 SP:Iteration 23Q (6856.332933 sec): 3 clusters Score: Raw -81607.739124 + Penalty 2590.907165 = -79016.831959 nChanged 3 SP:Iteration 24Q (6856.407698 sec): 3 clusters Score: Raw -81610.018900 + Penalty 2590.907165 = -79019.111735 nChanged 2 SP:Iteration 25Q (6856.483021 sec): 3 clusters Score: Raw -81611.633414 + Penalty 2590.907165 = -79020.726249 nChanged 1 SP:Iteration 26Q (6856.567261 sec): 3 clusters Score: Raw -81612.494586 + Penalty 2590.907165 = -79021.587421 nChanged 1 SP:Iteration 27Q (6856.648753 sec): 3 clusters Score: Raw -81613.619071 + Penalty 2590.907165 = -79022.711906 nChanged 1 SP:Iteration 28Q (6856.729471 sec): 3 clusters Score: Raw -81615.184022 + Penalty 2590.907165 = -79024.276857 nChanged 2 SP:Iteration 29Q (6856.813816 sec): 3 clusters Score: Raw -81617.435121 + Penalty 2590.907165 = -79026.527956 nChanged 0 SP:Iteration 30F (6856.885215 sec): 3 clusters Score: Raw -81617.435121 + Penalty 2590.907165 = -79026.527956 nChanged 0 Score: Raw -11993108.051196 + Penalty 81498.501806 = -11911609.549390 Splitting cluster 2 changes total score from -11912407.411308 to -11911609.549390 So it's not getting split. Trying to split cluster 3 (5234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6865.090338 sec): 2 clusters Score: Raw -346096.741511 + Penalty 1502.794405 = -344593.947106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6865.217778 sec): 3 clusters Score: Raw -343414.681751 + Penalty 3005.588810 = -340409.092941 nChanged 2145 SP:Iteration 1F (6865.305423 sec): 3 clusters Score: Raw -344730.821351 + Penalty 3005.588810 = -341725.232541 nChanged 491 SP:Iteration 2F (6865.431245 sec): 3 clusters Score: Raw -345116.891755 + Penalty 3005.588810 = -342111.302945 nChanged 431 SP:Iteration 3F (6865.528297 sec): 3 clusters Score: Raw -345465.235404 + Penalty 3005.588810 = -342459.646594 nChanged 343 SP:Iteration 4F (6865.635139 sec): 3 clusters Score: Raw -345729.480397 + Penalty 3005.588810 = -342723.891587 nChanged 281 SP:Iteration 5F (6865.746134 sec): 3 clusters Score: Raw -345926.086287 + Penalty 3005.588810 = -342920.497477 nChanged 220 SP:Iteration 6Q (6865.860588 sec): 3 clusters Score: Raw -346077.420529 + Penalty 3005.588810 = -343071.831719 nChanged 178 SP:Iteration 7Q (6865.967231 sec): 3 clusters Score: Raw -346182.212543 + Penalty 3005.588810 = -343176.623733 nChanged 147 SP:Iteration 8Q (6866.057371 sec): 3 clusters Score: Raw -346269.331966 + Penalty 3005.588810 = -343263.743156 nChanged 130 SP:Iteration 9Q (6866.148245 sec): 3 clusters Score: Raw -346339.809643 + Penalty 3005.588810 = -343334.220833 nChanged 93 SP:Iteration 10Q (6866.222111 sec): 3 clusters Score: Raw -346378.538433 + Penalty 3005.588810 = -343372.949623 nChanged 75 SP:Iteration 11Q (6866.315963 sec): 3 clusters Score: Raw -346410.764659 + Penalty 3005.588810 = -343405.175848 nChanged 70 SP:Iteration 12Q (6866.410972 sec): 3 clusters Score: Raw -346442.194535 + Penalty 3005.588810 = -343436.605725 nChanged 62 SP:Iteration 13Q (6866.498033 sec): 3 clusters Score: Raw -346463.541537 + Penalty 3005.588810 = -343457.952726 nChanged 57 SP:Iteration 14Q (6866.602251 sec): 3 clusters Score: Raw -346484.675281 + Penalty 3005.588810 = -343479.086471 nChanged 42 SP:Iteration 15Q (6866.662243 sec): 3 clusters Score: Raw -346497.670615 + Penalty 3005.588810 = -343492.081805 nChanged 34 SP:Iteration 16Q (6866.752150 sec): 3 clusters Score: Raw -346508.126960 + Penalty 3005.588810 = -343502.538149 nChanged 31 SP:Iteration 17Q (6866.846662 sec): 3 clusters Score: Raw -346518.347804 + Penalty 3005.588810 = -343512.758993 nChanged 32 SP:Iteration 18Q (6866.933996 sec): 3 clusters Score: Raw -346527.047389 + Penalty 3005.588810 = -343521.458578 nChanged 31 SP:Iteration 19Q (6867.027261 sec): 3 clusters Score: Raw -346536.986781 + Penalty 3005.588810 = -343531.397971 nChanged 31 SP:Iteration 20F (6867.105309 sec): 3 clusters Score: Raw -346547.258890 + Penalty 3005.588810 = -343541.670080 nChanged 22 SP:Iteration 21Q (6867.182705 sec): 3 clusters Score: Raw -346553.302169 + Penalty 3005.588810 = -343547.713359 nChanged 19 SP:Iteration 22Q (6867.256745 sec): 3 clusters Score: Raw -346558.190514 + Penalty 3005.588810 = -343552.601704 nChanged 14 SP:Iteration 23Q (6867.344990 sec): 3 clusters Score: Raw -346561.768147 + Penalty 3005.588810 = -343556.179336 nChanged 12 SP:Iteration 24Q (6867.427891 sec): 3 clusters Score: Raw -346564.180971 + Penalty 3005.588810 = -343558.592161 nChanged 11 SP:Iteration 25Q (6867.513245 sec): 3 clusters Score: Raw -346566.278881 + Penalty 3005.588810 = -343560.690071 nChanged 6 SP:Iteration 26Q (6867.613555 sec): 3 clusters Score: Raw -346567.663365 + Penalty 3005.588810 = -343562.074555 nChanged 3 SP:Iteration 27Q (6867.690555 sec): 3 clusters Score: Raw -346568.493057 + Penalty 3005.588810 = -343562.904246 nChanged 5 SP:Iteration 28Q (6867.777323 sec): 3 clusters Score: Raw -346569.970167 + Penalty 3005.588810 = -343564.381357 nChanged 5 SP:Iteration 29Q (6867.877516 sec): 3 clusters Score: Raw -346570.847747 + Penalty 3005.588810 = -343565.258937 nChanged 5 SP:Iteration 30Q (6867.971972 sec): 3 clusters Score: Raw -346571.797861 + Penalty 3005.588810 = -343566.209050 nChanged 3 SP:Iteration 31Q (6868.063665 sec): 3 clusters Score: Raw -346572.497700 + Penalty 3005.588810 = -343566.908890 nChanged 4 SP:Iteration 32Q (6868.128514 sec): 3 clusters Score: Raw -346573.488627 + Penalty 3005.588810 = -343567.899817 nChanged 1 SP:Iteration 33Q (6868.220203 sec): 3 clusters Score: Raw -346573.598869 + Penalty 3005.588810 = -343568.010058 nChanged 1 SP:Iteration 34Q (6868.319603 sec): 3 clusters Score: Raw -346574.048576 + Penalty 3005.588810 = -343568.459765 nChanged 1 SP:Iteration 35Q (6868.418846 sec): 3 clusters Score: Raw -346574.138792 + Penalty 3005.588810 = -343568.549982 nChanged 1 SP:Iteration 36Q (6868.504344 sec): 3 clusters Score: Raw -346574.224917 + Penalty 3005.588810 = -343568.636107 nChanged 1 SP:Iteration 37Q (6868.603227 sec): 3 clusters Score: Raw -346574.334138 + Penalty 3005.588810 = -343568.745328 nChanged 1 SP:Iteration 38Q (6868.690840 sec): 3 clusters Score: Raw -346574.457738 + Penalty 3005.588810 = -343568.868928 nChanged 2 SP:Iteration 39Q (6868.768145 sec): 3 clusters Score: Raw -346575.084816 + Penalty 3005.588810 = -343569.496005 nChanged 4 SP:Iteration 40F (6868.855601 sec): 3 clusters Score: Raw -346576.031279 + Penalty 3005.588810 = -343570.442469 nChanged 3 SP:Iteration 41Q (6868.966720 sec): 3 clusters Score: Raw -346576.605147 + Penalty 3005.588810 = -343571.016337 nChanged 3 SP:Iteration 42Q (6869.060666 sec): 3 clusters Score: Raw -346577.136276 + Penalty 3005.588810 = -343571.547466 nChanged 5 SP:Iteration 43Q (6869.150430 sec): 3 clusters Score: Raw -346577.868691 + Penalty 3005.588810 = -343572.279881 nChanged 1 SP:Iteration 44Q (6869.234041 sec): 3 clusters Score: Raw -346577.979357 + Penalty 3005.588810 = -343572.390547 nChanged 0 SP:Iteration 45F (6869.327805 sec): 3 clusters Score: Raw -346577.979357 + Penalty 3005.588810 = -343572.390547 nChanged 0 Trying to split cluster 4 (7575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6869.390286 sec): 2 clusters Score: Raw -416716.950863 + Penalty 1567.672815 = -415149.278048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6869.502901 sec): 3 clusters Score: Raw -412572.414010 + Penalty 3135.345629 = -409437.068381 nChanged 3225 SP:Iteration 1F (6869.592822 sec): 3 clusters Score: Raw -414502.731183 + Penalty 3135.345629 = -411367.385554 nChanged 609 SP:Iteration 2F (6869.689718 sec): 3 clusters Score: Raw -414903.475683 + Penalty 3135.345629 = -411768.130054 nChanged 539 SP:Iteration 3F (6869.782573 sec): 3 clusters Score: Raw -415296.214142 + Penalty 3135.345629 = -412160.868513 nChanged 452 SP:Iteration 4F (6869.879799 sec): 3 clusters Score: Raw -415622.304349 + Penalty 3135.345629 = -412486.958720 nChanged 402 SP:Iteration 5F (6869.960252 sec): 3 clusters Score: Raw -415902.800725 + Penalty 3135.345629 = -412767.455096 nChanged 363 SP:Iteration 6Q (6870.078314 sec): 3 clusters Score: Raw -416159.868503 + Penalty 3135.345629 = -413024.522874 nChanged 315 SP:Iteration 7Q (6870.177851 sec): 3 clusters Score: Raw -416374.402468 + Penalty 3135.345629 = -413239.056839 nChanged 271 SP:Iteration 8Q (6870.252108 sec): 3 clusters Score: Raw -416543.006693 + Penalty 3135.345629 = -413407.661063 nChanged 219 SP:Iteration 9Q (6870.361094 sec): 3 clusters Score: Raw -416671.538715 + Penalty 3135.345629 = -413536.193085 nChanged 196 SP:Iteration 10Q (6870.464614 sec): 3 clusters Score: Raw -416780.370566 + Penalty 3135.345629 = -413645.024937 nChanged 158 SP:Iteration 11Q (6870.550812 sec): 3 clusters Score: Raw -416863.743514 + Penalty 3135.345629 = -413728.397885 nChanged 143 SP:Iteration 12Q (6870.632255 sec): 3 clusters Score: Raw -416937.923131 + Penalty 3135.345629 = -413802.577502 nChanged 128 SP:Iteration 13Q (6870.751961 sec): 3 clusters Score: Raw -417003.730609 + Penalty 3135.345629 = -413868.384980 nChanged 116 SP:Iteration 14Q (6870.844964 sec): 3 clusters Score: Raw -417067.550794 + Penalty 3135.345629 = -413932.205165 nChanged 96 SP:Iteration 15Q (6870.922529 sec): 3 clusters Score: Raw -417116.094905 + Penalty 3135.345629 = -413980.749276 nChanged 76 SP:Iteration 16Q (6871.025774 sec): 3 clusters Score: Raw -417159.022061 + Penalty 3135.345629 = -414023.676432 nChanged 72 SP:Iteration 17Q (6871.119201 sec): 3 clusters Score: Raw -417199.444897 + Penalty 3135.345629 = -414064.099268 nChanged 69 SP:Iteration 18Q (6871.191510 sec): 3 clusters Score: Raw -417244.026586 + Penalty 3135.345629 = -414108.680957 nChanged 59 SP:Iteration 19Q (6871.304653 sec): 3 clusters Score: Raw -417279.016114 + Penalty 3135.345629 = -414143.670485 nChanged 45 SP:Iteration 20F (6871.378272 sec): 3 clusters Score: Raw -417308.761516 + Penalty 3135.345629 = -414173.415887 nChanged 54 SP:Iteration 21Q (6871.483629 sec): 3 clusters Score: Raw -417342.031179 + Penalty 3135.345629 = -414206.685550 nChanged 51 SP:Iteration 22Q (6871.574220 sec): 3 clusters Score: Raw -417371.997586 + Penalty 3135.345629 = -414236.651957 nChanged 34 SP:Iteration 23Q (6871.688203 sec): 3 clusters Score: Raw -417391.866723 + Penalty 3135.345629 = -414256.521094 nChanged 36 SP:Iteration 24Q (6871.786936 sec): 3 clusters Score: Raw -417409.340600 + Penalty 3135.345629 = -414273.994971 nChanged 26 SP:Iteration 25Q (6871.886506 sec): 3 clusters Score: Raw -417419.181176 + Penalty 3135.345629 = -414283.835546 nChanged 29 SP:Iteration 26Q (6871.973543 sec): 3 clusters Score: Raw -417430.234086 + Penalty 3135.345629 = -414294.888457 nChanged 26 SP:Iteration 27Q (6872.076372 sec): 3 clusters Score: Raw -417440.938032 + Penalty 3135.345629 = -414305.592403 nChanged 28 SP:Iteration 28Q (6872.175807 sec): 3 clusters Score: Raw -417450.563645 + Penalty 3135.345629 = -414315.218016 nChanged 18 SP:Iteration 29Q (6872.276724 sec): 3 clusters Score: Raw -417456.794096 + Penalty 3135.345629 = -414321.448466 nChanged 14 SP:Iteration 30Q (6872.350886 sec): 3 clusters Score: Raw -417462.227973 + Penalty 3135.345629 = -414326.882344 nChanged 8 SP:Iteration 31Q (6872.446740 sec): 3 clusters Score: Raw -417465.067918 + Penalty 3135.345629 = -414329.722289 nChanged 8 SP:Iteration 32Q (6872.545276 sec): 3 clusters Score: Raw -417467.773425 + Penalty 3135.345629 = -414332.427795 nChanged 11 SP:Iteration 33Q (6872.625866 sec): 3 clusters Score: Raw -417472.035107 + Penalty 3135.345629 = -414336.689478 nChanged 9 SP:Iteration 34Q (6872.717966 sec): 3 clusters Score: Raw -417475.932483 + Penalty 3135.345629 = -414340.586854 nChanged 3 SP:Iteration 35Q (6872.813825 sec): 3 clusters Score: Raw -417477.216806 + Penalty 3135.345629 = -414341.871176 nChanged 6 SP:Iteration 36Q (6872.911475 sec): 3 clusters Score: Raw -417479.601435 + Penalty 3135.345629 = -414344.255806 nChanged 6 SP:Iteration 37Q (6873.015582 sec): 3 clusters Score: Raw -417481.112714 + Penalty 3135.345629 = -414345.767085 nChanged 4 SP:Iteration 38Q (6873.105221 sec): 3 clusters Score: Raw -417482.833711 + Penalty 3135.345629 = -414347.488082 nChanged 4 SP:Iteration 39Q (6873.201255 sec): 3 clusters Score: Raw -417483.630833 + Penalty 3135.345629 = -414348.285204 nChanged 1 SP:Iteration 40F (6873.297918 sec): 3 clusters Score: Raw -417483.749862 + Penalty 3135.345629 = -414348.404233 nChanged 0 Trying to split cluster 5 (6699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6873.357676 sec): 2 clusters Score: Raw -399001.533422 + Penalty 1546.104726 = -397455.428695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6873.450055 sec): 3 clusters Score: Raw -395363.249417 + Penalty 3092.209453 = -392271.039964 nChanged 2807 SP:Iteration 1F (6873.541997 sec): 3 clusters Score: Raw -397031.208168 + Penalty 3092.209453 = -393938.998715 nChanged 508 SP:Iteration 2F (6873.631334 sec): 3 clusters Score: Raw -397343.197157 + Penalty 3092.209453 = -394250.987705 nChanged 427 SP:Iteration 3F (6873.725308 sec): 3 clusters Score: Raw -397631.529390 + Penalty 3092.209453 = -394539.319938 nChanged 377 SP:Iteration 4F (6873.811730 sec): 3 clusters Score: Raw -397884.433814 + Penalty 3092.209453 = -394792.224361 nChanged 316 SP:Iteration 5Q (6873.917891 sec): 3 clusters Score: Raw -398093.589715 + Penalty 3092.209453 = -395001.380263 nChanged 293 SP:Iteration 6Q (6874.007110 sec): 3 clusters Score: Raw -398304.687677 + Penalty 3092.209453 = -395212.478224 nChanged 271 SP:Iteration 7Q (6874.110258 sec): 3 clusters Score: Raw -398530.533715 + Penalty 3092.209453 = -395438.324262 nChanged 250 SP:Iteration 8Q (6874.184881 sec): 3 clusters Score: Raw -398741.606363 + Penalty 3092.209453 = -395649.396911 nChanged 232 SP:Iteration 9Q (6874.292366 sec): 3 clusters Score: Raw -398927.742528 + Penalty 3092.209453 = -395835.533075 nChanged 215 SP:Iteration 10Q (6874.377104 sec): 3 clusters Score: Raw -399121.192130 + Penalty 3092.209453 = -396028.982678 nChanged 218 SP:Iteration 11Q (6874.474957 sec): 3 clusters Score: Raw -399361.540544 + Penalty 3092.209453 = -396269.331092 nChanged 222 SP:Iteration 12Q (6874.566443 sec): 3 clusters Score: Raw -399597.356614 + Penalty 3092.209453 = -396505.147161 nChanged 172 SP:Iteration 13Q (6874.641242 sec): 3 clusters Score: Raw -399756.218103 + Penalty 3092.209453 = -396664.008650 nChanged 147 SP:Iteration 14Q (6874.749413 sec): 3 clusters Score: Raw -399888.560828 + Penalty 3092.209453 = -396796.351375 nChanged 123 SP:Iteration 15Q (6874.855580 sec): 3 clusters Score: Raw -399998.299681 + Penalty 3092.209453 = -396906.090229 nChanged 105 SP:Iteration 16Q (6874.945732 sec): 3 clusters Score: Raw -400070.111958 + Penalty 3092.209453 = -396977.902505 nChanged 74 SP:Iteration 17Q (6875.020044 sec): 3 clusters Score: Raw -400112.958905 + Penalty 3092.209453 = -397020.749452 nChanged 47 SP:Iteration 18Q (6875.105800 sec): 3 clusters Score: Raw -400136.778910 + Penalty 3092.209453 = -397044.569457 nChanged 34 SP:Iteration 19Q (6875.204015 sec): 3 clusters Score: Raw -400154.708918 + Penalty 3092.209453 = -397062.499465 nChanged 30 SP:Iteration 20F (6875.297055 sec): 3 clusters Score: Raw -400168.650068 + Penalty 3092.209453 = -397076.440615 nChanged 28 SP:Iteration 21Q (6875.392380 sec): 3 clusters Score: Raw -400182.722425 + Penalty 3092.209453 = -397090.512973 nChanged 28 SP:Iteration 22Q (6875.505884 sec): 3 clusters Score: Raw -400194.965457 + Penalty 3092.209453 = -397102.756005 nChanged 17 SP:Iteration 23Q (6875.579713 sec): 3 clusters Score: Raw -400201.553436 + Penalty 3092.209453 = -397109.343983 nChanged 16 SP:Iteration 24Q (6875.686116 sec): 3 clusters Score: Raw -400206.872421 + Penalty 3092.209453 = -397114.662968 nChanged 17 SP:Iteration 25Q (6875.768013 sec): 3 clusters Score: Raw -400213.005730 + Penalty 3092.209453 = -397120.796277 nChanged 16 SP:Iteration 26Q (6875.858241 sec): 3 clusters Score: Raw -400217.850479 + Penalty 3092.209453 = -397125.641027 nChanged 14 SP:Iteration 27Q (6875.949600 sec): 3 clusters Score: Raw -400223.101615 + Penalty 3092.209453 = -397130.892162 nChanged 11 SP:Iteration 28Q (6876.037918 sec): 3 clusters Score: Raw -400225.949758 + Penalty 3092.209453 = -397133.740305 nChanged 14 SP:Iteration 29Q (6876.130941 sec): 3 clusters Score: Raw -400231.330172 + Penalty 3092.209453 = -397139.120719 nChanged 12 SP:Iteration 30Q (6876.226082 sec): 3 clusters Score: Raw -400235.268492 + Penalty 3092.209453 = -397143.059040 nChanged 7 SP:Iteration 31Q (6876.318289 sec): 3 clusters Score: Raw -400237.535411 + Penalty 3092.209453 = -397145.325959 nChanged 4 SP:Iteration 32Q (6876.405491 sec): 3 clusters Score: Raw -400238.330666 + Penalty 3092.209453 = -397146.121213 nChanged 1 SP:Iteration 33Q (6876.480138 sec): 3 clusters Score: Raw -400238.856325 + Penalty 3092.209453 = -397146.646872 nChanged 2 SP:Iteration 34Q (6876.593747 sec): 3 clusters Score: Raw -400239.376298 + Penalty 3092.209453 = -397147.166846 nChanged 1 SP:Iteration 35Q (6876.688110 sec): 3 clusters Score: Raw -400239.845472 + Penalty 3092.209453 = -397147.636019 nChanged 1 SP:Iteration 36Q (6876.774690 sec): 3 clusters Score: Raw -400239.930507 + Penalty 3092.209453 = -397147.721054 nChanged 3 SP:Iteration 37Q (6876.847255 sec): 3 clusters Score: Raw -400240.721555 + Penalty 3092.209453 = -397148.512102 nChanged 4 SP:Iteration 38Q (6876.937272 sec): 3 clusters Score: Raw -400241.425981 + Penalty 3092.209453 = -397149.216528 nChanged 4 SP:Iteration 39Q (6877.044654 sec): 3 clusters Score: Raw -400242.309079 + Penalty 3092.209453 = -397150.099627 nChanged 3 SP:Iteration 40F (6877.162573 sec): 3 clusters Score: Raw -400243.101029 + Penalty 3092.209453 = -397150.891577 nChanged 2 SP:Iteration 41Q (6877.278209 sec): 3 clusters Score: Raw -400243.424813 + Penalty 3092.209453 = -397151.215360 nChanged 4 SP:Iteration 42Q (6877.371785 sec): 3 clusters Score: Raw -400244.233300 + Penalty 3092.209453 = -397152.023847 nChanged 6 SP:Iteration 43Q (6877.503888 sec): 3 clusters Score: Raw -400246.899543 + Penalty 3092.209453 = -397154.690090 nChanged 7 SP:Iteration 44Q (6877.629505 sec): 3 clusters Score: Raw -400249.919677 + Penalty 3092.209453 = -397157.710225 nChanged 11 SP:Iteration 45Q (6877.766140 sec): 3 clusters Score: Raw -400256.179601 + Penalty 3092.209453 = -397163.970148 nChanged 17 SP:Iteration 46Q (6877.878405 sec): 3 clusters Score: Raw -400272.785269 + Penalty 3092.209453 = -397180.575816 nChanged 24 SP:Iteration 47Q (6877.973467 sec): 3 clusters Score: Raw -400299.010909 + Penalty 3092.209453 = -397206.801457 nChanged 26 SP:Iteration 48Q (6878.105848 sec): 3 clusters Score: Raw -400315.330691 + Penalty 3092.209453 = -397223.121238 nChanged 14 SP:Iteration 49Q (6878.195636 sec): 3 clusters Score: Raw -400321.756362 + Penalty 3092.209453 = -397229.546910 nChanged 13 SP:Iteration 50Q (6878.316566 sec): 3 clusters Score: Raw -400328.832772 + Penalty 3092.209453 = -397236.623320 nChanged 9 SP:Iteration 51Q (6878.445586 sec): 3 clusters Score: Raw -400332.736893 + Penalty 3092.209453 = -397240.527440 nChanged 7 SP:Iteration 52Q (6878.550548 sec): 3 clusters Score: Raw -400334.864504 + Penalty 3092.209453 = -397242.655051 nChanged 2 SP:Iteration 53Q (6878.650257 sec): 3 clusters Score: Raw -400335.244311 + Penalty 3092.209453 = -397243.034858 nChanged 2 SP:Iteration 54Q (6878.761813 sec): 3 clusters Score: Raw -400336.002545 + Penalty 3092.209453 = -397243.793092 nChanged 4 SP:Iteration 55Q (6878.887225 sec): 3 clusters Score: Raw -400337.723885 + Penalty 3092.209453 = -397245.514433 nChanged 3 SP:Iteration 56Q (6878.988176 sec): 3 clusters Score: Raw -400339.542492 + Penalty 3092.209453 = -397247.333039 nChanged 1 SP:Iteration 57Q (6879.088693 sec): 3 clusters Score: Raw -400339.654951 + Penalty 3092.209453 = -397247.445498 nChanged 0 SP:Iteration 58F (6879.205977 sec): 3 clusters Score: Raw -400339.654951 + Penalty 3092.209453 = -397247.445498 nChanged 0 Trying to split cluster 6 (7093 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6879.268491 sec): 2 clusters Score: Raw -492836.582346 + Penalty 1556.134573 = -491280.447774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6879.422055 sec): 3 clusters Score: Raw -489015.279925 + Penalty 3112.269145 = -485903.010780 nChanged 2982 SP:Iteration 1F (6879.543984 sec): 3 clusters Score: Raw -490694.809960 + Penalty 3112.269145 = -487582.540815 nChanged 468 SP:Iteration 2F (6879.657072 sec): 3 clusters Score: Raw -490916.800806 + Penalty 3112.269145 = -487804.531661 nChanged 366 SP:Iteration 3F (6879.783143 sec): 3 clusters Score: Raw -491071.725795 + Penalty 3112.269145 = -487959.456650 nChanged 256 SP:Iteration 4Q (6879.905946 sec): 3 clusters Score: Raw -491175.979148 + Penalty 3112.269145 = -488063.710002 nChanged 233 SP:Iteration 5Q (6880.017483 sec): 3 clusters Score: Raw -491260.515589 + Penalty 3112.269145 = -488148.246443 nChanged 181 SP:Iteration 6Q (6880.134904 sec): 3 clusters Score: Raw -491335.985980 + Penalty 3112.269145 = -488223.716835 nChanged 194 SP:Iteration 7Q (6880.258375 sec): 3 clusters Score: Raw -491420.359413 + Penalty 3112.269145 = -488308.090268 nChanged 191 SP:Iteration 8Q (6880.377403 sec): 3 clusters Score: Raw -491511.386556 + Penalty 3112.269145 = -488399.117411 nChanged 210 SP:Iteration 9Q (6880.489229 sec): 3 clusters Score: Raw -491608.787776 + Penalty 3112.269145 = -488496.518631 nChanged 210 SP:Iteration 10Q (6880.594533 sec): 3 clusters Score: Raw -491702.820675 + Penalty 3112.269145 = -488590.551530 nChanged 185 SP:Iteration 11Q (6880.686311 sec): 3 clusters Score: Raw -491788.135507 + Penalty 3112.269145 = -488675.866362 nChanged 165 SP:Iteration 12Q (6880.807005 sec): 3 clusters Score: Raw -491860.863237 + Penalty 3112.269145 = -488748.594092 nChanged 155 SP:Iteration 13Q (6880.923294 sec): 3 clusters Score: Raw -491931.424842 + Penalty 3112.269145 = -488819.155696 nChanged 146 SP:Iteration 14Q (6881.049888 sec): 3 clusters Score: Raw -492002.639239 + Penalty 3112.269145 = -488890.370094 nChanged 152 SP:Iteration 15Q (6881.212016 sec): 3 clusters Score: Raw -492072.387218 + Penalty 3112.269145 = -488960.118073 nChanged 146 SP:Iteration 16Q (6881.296689 sec): 3 clusters Score: Raw -492144.626638 + Penalty 3112.269145 = -489032.357493 nChanged 147 SP:Iteration 17Q (6881.424990 sec): 3 clusters Score: Raw -492223.303336 + Penalty 3112.269145 = -489111.034191 nChanged 152 SP:Iteration 18Q (6881.545589 sec): 3 clusters Score: Raw -492300.378232 + Penalty 3112.269145 = -489188.109087 nChanged 154 SP:Iteration 19Q (6881.666934 sec): 3 clusters Score: Raw -492391.145064 + Penalty 3112.269145 = -489278.875919 nChanged 151 SP:Iteration 20F (6881.765776 sec): 3 clusters Score: Raw -492483.425733 + Penalty 3112.269145 = -489371.156588 nChanged 150 SP:Iteration 21Q (6881.883179 sec): 3 clusters Score: Raw -492570.471868 + Penalty 3112.269145 = -489458.202723 nChanged 151 SP:Iteration 22Q (6881.981644 sec): 3 clusters Score: Raw -492659.699339 + Penalty 3112.269145 = -489547.430194 nChanged 153 SP:Iteration 23Q (6882.065758 sec): 3 clusters Score: Raw -492749.335220 + Penalty 3112.269145 = -489637.066075 nChanged 133 SP:Iteration 24Q (6882.179437 sec): 3 clusters Score: Raw -492831.512176 + Penalty 3112.269145 = -489719.243031 nChanged 126 SP:Iteration 25Q (6882.286377 sec): 3 clusters Score: Raw -492931.865661 + Penalty 3112.269145 = -489819.596516 nChanged 116 SP:Iteration 26Q (6882.382059 sec): 3 clusters Score: Raw -493063.584045 + Penalty 3112.269145 = -489951.314900 nChanged 108 SP:Iteration 27Q (6882.491154 sec): 3 clusters Score: Raw -493168.353436 + Penalty 3112.269145 = -490056.084291 nChanged 96 SP:Iteration 28Q (6882.584851 sec): 3 clusters Score: Raw -493252.238767 + Penalty 3112.269145 = -490139.969622 nChanged 92 SP:Iteration 29Q (6882.708536 sec): 3 clusters Score: Raw -493317.527725 + Penalty 3112.269145 = -490205.258580 nChanged 73 SP:Iteration 30Q (6882.796772 sec): 3 clusters Score: Raw -493354.447066 + Penalty 3112.269145 = -490242.177920 nChanged 54 SP:Iteration 31Q (6882.931567 sec): 3 clusters Score: Raw -493375.219343 + Penalty 3112.269145 = -490262.950197 nChanged 34 SP:Iteration 32Q (6883.039820 sec): 3 clusters Score: Raw -493384.710729 + Penalty 3112.269145 = -490272.441584 nChanged 19 SP:Iteration 33Q (6883.141891 sec): 3 clusters Score: Raw -493390.287174 + Penalty 3112.269145 = -490278.018029 nChanged 15 SP:Iteration 34Q (6883.223235 sec): 3 clusters Score: Raw -493395.404900 + Penalty 3112.269145 = -490283.135755 nChanged 15 SP:Iteration 35Q (6883.353642 sec): 3 clusters Score: Raw -493399.804287 + Penalty 3112.269145 = -490287.535141 nChanged 15 SP:Iteration 36Q (6883.457440 sec): 3 clusters Score: Raw -493403.738474 + Penalty 3112.269145 = -490291.469329 nChanged 14 SP:Iteration 37Q (6883.574172 sec): 3 clusters Score: Raw -493407.868465 + Penalty 3112.269145 = -490295.599320 nChanged 19 SP:Iteration 38Q (6883.678506 sec): 3 clusters Score: Raw -493413.244479 + Penalty 3112.269145 = -490300.975334 nChanged 13 SP:Iteration 39Q (6883.778342 sec): 3 clusters Score: Raw -493417.010257 + Penalty 3112.269145 = -490304.741112 nChanged 14 SP:Iteration 40F (6883.886957 sec): 3 clusters Score: Raw -493420.739893 + Penalty 3112.269145 = -490308.470748 nChanged 10 SP:Iteration 41Q (6883.999653 sec): 3 clusters Score: Raw -493422.896110 + Penalty 3112.269145 = -490310.626965 nChanged 5 SP:Iteration 42Q (6884.094282 sec): 3 clusters Score: Raw -493423.956627 + Penalty 3112.269145 = -490311.687481 nChanged 4 SP:Iteration 43Q (6884.204108 sec): 3 clusters Score: Raw -493424.829091 + Penalty 3112.269145 = -490312.559946 nChanged 3 SP:Iteration 44Q (6884.341990 sec): 3 clusters Score: Raw -493425.562550 + Penalty 3112.269145 = -490313.293405 nChanged 0 SP:Iteration 45F (6884.463991 sec): 3 clusters Score: Raw -493425.562550 + Penalty 3112.269145 = -490313.293405 nChanged 0 Trying to split cluster 7 (6924 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6884.510302 sec): 2 clusters Score: Raw -433726.620214 + Penalty 1551.902435 = -432174.717779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6884.631065 sec): 3 clusters Score: Raw -430009.391615 + Penalty 3103.804870 = -426905.586745 nChanged 2931 SP:Iteration 1F (6884.759879 sec): 3 clusters Score: Raw -431756.840736 + Penalty 3103.804870 = -428653.035866 nChanged 589 SP:Iteration 2F (6884.863062 sec): 3 clusters Score: Raw -432192.500940 + Penalty 3103.804870 = -429088.696071 nChanged 516 SP:Iteration 3F (6884.965903 sec): 3 clusters Score: Raw -432626.794567 + Penalty 3103.804870 = -429522.989697 nChanged 493 SP:Iteration 4F (6885.075579 sec): 3 clusters Score: Raw -433069.769099 + Penalty 3103.804870 = -429965.964230 nChanged 433 SP:Iteration 5F (6885.172846 sec): 3 clusters Score: Raw -433411.758676 + Penalty 3103.804870 = -430307.953806 nChanged 359 SP:Iteration 6F (6885.275729 sec): 3 clusters Score: Raw -433653.855107 + Penalty 3103.804870 = -430550.050238 nChanged 284 SP:Iteration 7Q (6885.375572 sec): 3 clusters Score: Raw -433838.463553 + Penalty 3103.804870 = -430734.658684 nChanged 215 SP:Iteration 8Q (6885.474827 sec): 3 clusters Score: Raw -433954.435905 + Penalty 3103.804870 = -430850.631035 nChanged 187 SP:Iteration 9Q (6885.546597 sec): 3 clusters Score: Raw -434049.355339 + Penalty 3103.804870 = -430945.550470 nChanged 177 SP:Iteration 10Q (6885.638503 sec): 3 clusters Score: Raw -434138.663248 + Penalty 3103.804870 = -431034.858378 nChanged 145 SP:Iteration 11Q (6885.745348 sec): 3 clusters Score: Raw -434199.389158 + Penalty 3103.804870 = -431095.584289 nChanged 109 SP:Iteration 12Q (6885.823053 sec): 3 clusters Score: Raw -434238.172462 + Penalty 3103.804870 = -431134.367592 nChanged 85 SP:Iteration 13Q (6885.917823 sec): 3 clusters Score: Raw -434264.691246 + Penalty 3103.804870 = -431160.886376 nChanged 59 SP:Iteration 14Q (6886.009045 sec): 3 clusters Score: Raw -434283.870081 + Penalty 3103.804870 = -431180.065211 nChanged 55 SP:Iteration 15Q (6886.108831 sec): 3 clusters Score: Raw -434299.620327 + Penalty 3103.804870 = -431195.815458 nChanged 45 SP:Iteration 16Q (6886.206328 sec): 3 clusters Score: Raw -434312.978572 + Penalty 3103.804870 = -431209.173702 nChanged 47 SP:Iteration 17Q (6886.321572 sec): 3 clusters Score: Raw -434323.983467 + Penalty 3103.804870 = -431220.178597 nChanged 35 SP:Iteration 18Q (6886.414664 sec): 3 clusters Score: Raw -434331.318511 + Penalty 3103.804870 = -431227.513641 nChanged 30 SP:Iteration 19Q (6886.496116 sec): 3 clusters Score: Raw -434338.012657 + Penalty 3103.804870 = -431234.207788 nChanged 25 SP:Iteration 20F (6886.595120 sec): 3 clusters Score: Raw -434345.112883 + Penalty 3103.804870 = -431241.308013 nChanged 28 SP:Iteration 21Q (6886.690127 sec): 3 clusters Score: Raw -434351.361579 + Penalty 3103.804870 = -431247.556709 nChanged 25 SP:Iteration 22Q (6886.769199 sec): 3 clusters Score: Raw -434355.376017 + Penalty 3103.804870 = -431251.571148 nChanged 16 SP:Iteration 23Q (6886.859394 sec): 3 clusters Score: Raw -434358.202834 + Penalty 3103.804870 = -431254.397965 nChanged 10 SP:Iteration 24Q (6886.950202 sec): 3 clusters Score: Raw -434359.799278 + Penalty 3103.804870 = -431255.994408 nChanged 13 SP:Iteration 25Q (6887.044291 sec): 3 clusters Score: Raw -434362.644102 + Penalty 3103.804870 = -431258.839232 nChanged 13 SP:Iteration 26Q (6887.156771 sec): 3 clusters Score: Raw -434365.177133 + Penalty 3103.804870 = -431261.372263 nChanged 23 SP:Iteration 27Q (6887.258309 sec): 3 clusters Score: Raw -434370.675709 + Penalty 3103.804870 = -431266.870839 nChanged 21 SP:Iteration 28Q (6887.353961 sec): 3 clusters Score: Raw -434376.312527 + Penalty 3103.804870 = -431272.507657 nChanged 13 SP:Iteration 29Q (6887.449614 sec): 3 clusters Score: Raw -434379.285212 + Penalty 3103.804870 = -431275.480342 nChanged 16 SP:Iteration 30Q (6887.544557 sec): 3 clusters Score: Raw -434382.253220 + Penalty 3103.804870 = -431278.448350 nChanged 12 SP:Iteration 31Q (6887.643198 sec): 3 clusters Score: Raw -434383.997297 + Penalty 3103.804870 = -431280.192427 nChanged 11 SP:Iteration 32Q (6887.732867 sec): 3 clusters Score: Raw -434385.421202 + Penalty 3103.804870 = -431281.616332 nChanged 6 SP:Iteration 33Q (6887.821254 sec): 3 clusters Score: Raw -434386.150718 + Penalty 3103.804870 = -431282.345848 nChanged 4 SP:Iteration 34Q (6887.904213 sec): 3 clusters Score: Raw -434386.847024 + Penalty 3103.804870 = -431283.042155 nChanged 6 SP:Iteration 35Q (6888.018377 sec): 3 clusters Score: Raw -434387.662713 + Penalty 3103.804870 = -431283.857843 nChanged 5 SP:Iteration 36Q (6888.088840 sec): 3 clusters Score: Raw -434388.391624 + Penalty 3103.804870 = -431284.586754 nChanged 4 SP:Iteration 37Q (6888.206159 sec): 3 clusters Score: Raw -434388.768626 + Penalty 3103.804870 = -431284.963756 nChanged 5 SP:Iteration 38Q (6888.302163 sec): 3 clusters Score: Raw -434389.130614 + Penalty 3103.804870 = -431285.325744 nChanged 3 SP:Iteration 39Q (6888.378794 sec): 3 clusters Score: Raw -434389.687212 + Penalty 3103.804870 = -431285.882343 nChanged 4 SP:Iteration 40F (6888.471229 sec): 3 clusters Score: Raw -434390.027652 + Penalty 3103.804870 = -431286.222782 nChanged 4 SP:Iteration 41Q (6888.545448 sec): 3 clusters Score: Raw -434390.560902 + Penalty 3103.804870 = -431286.756033 nChanged 4 SP:Iteration 42Q (6888.631335 sec): 3 clusters Score: Raw -434391.039510 + Penalty 3103.804870 = -431287.234641 nChanged 5 SP:Iteration 43Q (6888.740528 sec): 3 clusters Score: Raw -434391.522536 + Penalty 3103.804870 = -431287.717667 nChanged 1 SP:Iteration 44Q (6888.831403 sec): 3 clusters Score: Raw -434391.789054 + Penalty 3103.804870 = -431287.984184 nChanged 1 SP:Iteration 45Q (6888.913677 sec): 3 clusters Score: Raw -434391.864269 + Penalty 3103.804870 = -431288.059399 nChanged 0 SP:Iteration 46F (6888.995667 sec): 3 clusters Score: Raw -434391.864269 + Penalty 3103.804870 = -431288.059399 nChanged 0 Trying to split cluster 8 (3598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6889.061948 sec): 2 clusters Score: Raw -149154.072400 + Penalty 1437.017414 = -147717.054986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6889.147060 sec): 3 clusters Score: Raw -147528.956701 + Penalty 2874.034828 = -144654.921873 nChanged 1410 SP:Iteration 1F (6889.228130 sec): 3 clusters Score: Raw -148547.295229 + Penalty 2874.034828 = -145673.260400 nChanged 305 SP:Iteration 2F (6889.310670 sec): 3 clusters Score: Raw -148830.963842 + Penalty 2874.034828 = -145956.929014 nChanged 258 SP:Iteration 3F (6889.380494 sec): 3 clusters Score: Raw -149073.377512 + Penalty 2874.034828 = -146199.342684 nChanged 196 SP:Iteration 4F (6889.472379 sec): 3 clusters Score: Raw -149266.851656 + Penalty 2874.034828 = -146392.816827 nChanged 180 SP:Iteration 5F (6889.568458 sec): 3 clusters Score: Raw -149406.343106 + Penalty 2874.034828 = -146532.308278 nChanged 136 SP:Iteration 6Q (6889.639228 sec): 3 clusters Score: Raw -149486.951827 + Penalty 2874.034828 = -146612.916999 nChanged 105 SP:Iteration 7Q (6889.747827 sec): 3 clusters Score: Raw -149544.990363 + Penalty 2874.034828 = -146670.955534 nChanged 85 SP:Iteration 8Q (6889.837051 sec): 3 clusters Score: Raw -149599.847665 + Penalty 2874.034828 = -146725.812836 nChanged 75 SP:Iteration 9Q (6889.925909 sec): 3 clusters Score: Raw -149636.348961 + Penalty 2874.034828 = -146762.314133 nChanged 50 SP:Iteration 10Q (6889.996965 sec): 3 clusters Score: Raw -149658.580462 + Penalty 2874.034828 = -146784.545633 nChanged 39 SP:Iteration 11Q (6890.100404 sec): 3 clusters Score: Raw -149676.119304 + Penalty 2874.034828 = -146802.084475 nChanged 41 SP:Iteration 12Q (6890.190167 sec): 3 clusters Score: Raw -149692.354462 + Penalty 2874.034828 = -146818.319634 nChanged 30 SP:Iteration 13Q (6890.284300 sec): 3 clusters Score: Raw -149702.470872 + Penalty 2874.034828 = -146828.436044 nChanged 23 SP:Iteration 14Q (6890.363582 sec): 3 clusters Score: Raw -149711.441136 + Penalty 2874.034828 = -146837.406307 nChanged 25 SP:Iteration 15Q (6890.447109 sec): 3 clusters Score: Raw -149718.272885 + Penalty 2874.034828 = -146844.238057 nChanged 15 SP:Iteration 16Q (6890.514286 sec): 3 clusters Score: Raw -149722.662796 + Penalty 2874.034828 = -146848.627968 nChanged 15 SP:Iteration 17Q (6890.607564 sec): 3 clusters Score: Raw -149726.672965 + Penalty 2874.034828 = -146852.638136 nChanged 11 SP:Iteration 18Q (6890.681381 sec): 3 clusters Score: Raw -149731.684540 + Penalty 2874.034828 = -146857.649711 nChanged 11 SP:Iteration 19Q (6890.775757 sec): 3 clusters Score: Raw -149738.110370 + Penalty 2874.034828 = -146864.075541 nChanged 15 SP:Iteration 20F (6890.860864 sec): 3 clusters Score: Raw -149743.673329 + Penalty 2874.034828 = -146869.638500 nChanged 12 SP:Iteration 21Q (6890.931988 sec): 3 clusters Score: Raw -149748.816887 + Penalty 2874.034828 = -146874.782058 nChanged 17 SP:Iteration 22Q (6891.021283 sec): 3 clusters Score: Raw -149754.368199 + Penalty 2874.034828 = -146880.333370 nChanged 14 SP:Iteration 23Q (6891.104301 sec): 3 clusters Score: Raw -149761.554055 + Penalty 2874.034828 = -146887.519227 nChanged 26 SP:Iteration 24Q (6891.187691 sec): 3 clusters Score: Raw -149771.521900 + Penalty 2874.034828 = -146897.487072 nChanged 25 SP:Iteration 25Q (6891.282813 sec): 3 clusters Score: Raw -149782.519658 + Penalty 2874.034828 = -146908.484830 nChanged 24 SP:Iteration 26Q (6891.374991 sec): 3 clusters Score: Raw -149793.992775 + Penalty 2874.034828 = -146919.957946 nChanged 19 SP:Iteration 27Q (6891.442134 sec): 3 clusters Score: Raw -149802.076284 + Penalty 2874.034828 = -146928.041455 nChanged 18 SP:Iteration 28Q (6891.545384 sec): 3 clusters Score: Raw -149809.573886 + Penalty 2874.034828 = -146935.539058 nChanged 14 SP:Iteration 29Q (6891.641051 sec): 3 clusters Score: Raw -149813.709146 + Penalty 2874.034828 = -146939.674318 nChanged 10 SP:Iteration 30Q (6891.713852 sec): 3 clusters Score: Raw -149817.046265 + Penalty 2874.034828 = -146943.011436 nChanged 14 SP:Iteration 31Q (6891.806383 sec): 3 clusters Score: Raw -149821.251707 + Penalty 2874.034828 = -146947.216878 nChanged 13 SP:Iteration 32Q (6891.917583 sec): 3 clusters Score: Raw -149826.258608 + Penalty 2874.034828 = -146952.223780 nChanged 12 SP:Iteration 33Q (6892.009035 sec): 3 clusters Score: Raw -149831.248268 + Penalty 2874.034828 = -146957.213440 nChanged 16 SP:Iteration 34Q (6892.097622 sec): 3 clusters Score: Raw -149836.902923 + Penalty 2874.034828 = -146962.868094 nChanged 6 SP:Iteration 35Q (6892.166563 sec): 3 clusters Score: Raw -149839.013896 + Penalty 2874.034828 = -146964.979068 nChanged 6 SP:Iteration 36Q (6892.258184 sec): 3 clusters Score: Raw -149841.126615 + Penalty 2874.034828 = -146967.091787 nChanged 6 SP:Iteration 37Q (6892.365023 sec): 3 clusters Score: Raw -149844.743722 + Penalty 2874.034828 = -146970.708893 nChanged 6 SP:Iteration 38Q (6892.438214 sec): 3 clusters Score: Raw -149846.489764 + Penalty 2874.034828 = -146972.454936 nChanged 2 SP:Iteration 39Q (6892.548900 sec): 3 clusters Score: Raw -149847.211941 + Penalty 2874.034828 = -146973.177112 nChanged 2 SP:Iteration 40F (6892.636248 sec): 3 clusters Score: Raw -149847.630317 + Penalty 2874.034828 = -146973.595489 nChanged 3 SP:Iteration 41Q (6892.704009 sec): 3 clusters Score: Raw -149848.593977 + Penalty 2874.034828 = -146974.559149 nChanged 3 SP:Iteration 42Q (6892.790300 sec): 3 clusters Score: Raw -149849.361812 + Penalty 2874.034828 = -146975.326984 nChanged 2 SP:Iteration 43Q (6892.879420 sec): 3 clusters Score: Raw -149849.977580 + Penalty 2874.034828 = -146975.942751 nChanged 1 SP:Iteration 44Q (6892.979861 sec): 3 clusters Score: Raw -149850.204601 + Penalty 2874.034828 = -146976.169773 nChanged 1 SP:Iteration 45Q (6893.052928 sec): 3 clusters Score: Raw -149850.469211 + Penalty 2874.034828 = -146976.434383 nChanged 0 SP:Iteration 46F (6893.161979 sec): 3 clusters Score: Raw -149850.469211 + Penalty 2874.034828 = -146976.434383 nChanged 0 Trying to split cluster 9 (3073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6893.205647 sec): 2 clusters Score: Raw -197459.276000 + Penalty 1409.336878 = -196049.939122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6893.294736 sec): 3 clusters Score: Raw -196040.506076 + Penalty 2818.673756 = -193221.832319 nChanged 1132 SP:Iteration 1F (6893.358031 sec): 3 clusters Score: Raw -196821.537457 + Penalty 2818.673756 = -194002.863700 nChanged 314 SP:Iteration 2F (6893.453225 sec): 3 clusters Score: Raw -197197.707093 + Penalty 2818.673756 = -194379.033337 nChanged 285 SP:Iteration 3F (6893.543551 sec): 3 clusters Score: Raw -197533.587877 + Penalty 2818.673756 = -194714.914121 nChanged 210 SP:Iteration 4F (6893.625767 sec): 3 clusters Score: Raw -197772.950805 + Penalty 2818.673756 = -194954.277048 nChanged 164 SP:Iteration 5F (6893.693497 sec): 3 clusters Score: Raw -197942.527093 + Penalty 2818.673756 = -195123.853336 nChanged 114 SP:Iteration 6Q (6893.776722 sec): 3 clusters Score: Raw -198038.982787 + Penalty 2818.673756 = -195220.309031 nChanged 70 SP:Iteration 7Q (6893.891641 sec): 3 clusters Score: Raw -198086.195283 + Penalty 2818.673756 = -195267.521527 nChanged 43 SP:Iteration 8Q (6894.011192 sec): 3 clusters Score: Raw -198114.379796 + Penalty 2818.673756 = -195295.706039 nChanged 38 SP:Iteration 9Q (6894.109790 sec): 3 clusters Score: Raw -198137.295342 + Penalty 2818.673756 = -195318.621585 nChanged 26 SP:Iteration 10Q (6894.214162 sec): 3 clusters Score: Raw -198151.429697 + Penalty 2818.673756 = -195332.755941 nChanged 19 SP:Iteration 11Q (6894.300697 sec): 3 clusters Score: Raw -198160.444325 + Penalty 2818.673756 = -195341.770568 nChanged 14 SP:Iteration 12Q (6894.397303 sec): 3 clusters Score: Raw -198166.759643 + Penalty 2818.673756 = -195348.085887 nChanged 11 SP:Iteration 13Q (6894.499797 sec): 3 clusters Score: Raw -198171.532193 + Penalty 2818.673756 = -195352.858436 nChanged 10 SP:Iteration 14Q (6894.590236 sec): 3 clusters Score: Raw -198175.924355 + Penalty 2818.673756 = -195357.250598 nChanged 5 SP:Iteration 15Q (6894.690980 sec): 3 clusters Score: Raw -198178.393715 + Penalty 2818.673756 = -195359.719959 nChanged 1 SP:Iteration 16Q (6894.785191 sec): 3 clusters Score: Raw -198178.537454 + Penalty 2818.673756 = -195359.863698 nChanged 0 SP:Iteration 17F (6894.868088 sec): 3 clusters Score: Raw -198178.537454 + Penalty 2818.673756 = -195359.863698 nChanged 0 Trying to split cluster 10 (1278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6894.914979 sec): 2 clusters Score: Raw -63624.058467 + Penalty 1255.360562 = -62368.697905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6895.004707 sec): 3 clusters Score: Raw -63187.316866 + Penalty 2510.721124 = -60676.595742 nChanged 411 SP:Iteration 1F (6895.096187 sec): 3 clusters Score: Raw -63569.265456 + Penalty 2510.721124 = -61058.544332 nChanged 101 SP:Iteration 2F (6895.172029 sec): 3 clusters Score: Raw -63698.193168 + Penalty 2510.721124 = -61187.472045 nChanged 63 SP:Iteration 3Q (6895.259866 sec): 3 clusters Score: Raw -63778.086652 + Penalty 2510.721124 = -61267.365528 nChanged 56 SP:Iteration 4Q (6895.328379 sec): 3 clusters Score: Raw -63848.816559 + Penalty 2510.721124 = -61338.095435 nChanged 62 SP:Iteration 5Q (6895.409984 sec): 3 clusters Score: Raw -63930.878781 + Penalty 2510.721124 = -61420.157658 nChanged 54 SP:Iteration 6Q (6895.497880 sec): 3 clusters Score: Raw -64005.759701 + Penalty 2510.721124 = -61495.038577 nChanged 52 SP:Iteration 7Q (6895.582476 sec): 3 clusters Score: Raw -64073.804127 + Penalty 2510.721124 = -61563.083003 nChanged 52 SP:Iteration 8Q (6895.701644 sec): 3 clusters Score: Raw -64144.119532 + Penalty 2510.721124 = -61633.398409 nChanged 41 SP:Iteration 9Q (6895.813194 sec): 3 clusters Score: Raw -64196.912576 + Penalty 2510.721124 = -61686.191452 nChanged 21 SP:Iteration 10Q (6895.915235 sec): 3 clusters Score: Raw -64219.221752 + Penalty 2510.721124 = -61708.500628 nChanged 17 SP:Iteration 11Q (6895.978609 sec): 3 clusters Score: Raw -64237.515316 + Penalty 2510.721124 = -61726.794192 nChanged 16 SP:Iteration 12Q (6896.079147 sec): 3 clusters Score: Raw -64251.865299 + Penalty 2510.721124 = -61741.144175 nChanged 9 SP:Iteration 13Q (6896.170280 sec): 3 clusters Score: Raw -64260.191056 + Penalty 2510.721124 = -61749.469932 nChanged 9 SP:Iteration 14Q (6896.253080 sec): 3 clusters Score: Raw -64269.754659 + Penalty 2510.721124 = -61759.033535 nChanged 11 SP:Iteration 15Q (6896.337114 sec): 3 clusters Score: Raw -64280.018231 + Penalty 2510.721124 = -61769.297108 nChanged 4 SP:Iteration 16Q (6896.427601 sec): 3 clusters Score: Raw -64284.278619 + Penalty 2510.721124 = -61773.557495 nChanged 3 SP:Iteration 17Q (6896.538771 sec): 3 clusters Score: Raw -64285.928348 + Penalty 2510.721124 = -61775.207224 nChanged 1 SP:Iteration 18Q (6896.620674 sec): 3 clusters Score: Raw -64287.079950 + Penalty 2510.721124 = -61776.358826 nChanged 3 SP:Iteration 19Q (6896.709826 sec): 3 clusters Score: Raw -64289.525630 + Penalty 2510.721124 = -61778.804506 nChanged 1 SP:Iteration 20F (6896.798351 sec): 3 clusters Score: Raw -64290.344701 + Penalty 2510.721124 = -61779.623577 nChanged 2 SP:Iteration 21Q (6896.886869 sec): 3 clusters Score: Raw -64292.071424 + Penalty 2510.721124 = -61781.350300 nChanged 2 SP:Iteration 22Q (6896.970056 sec): 3 clusters Score: Raw -64294.667909 + Penalty 2510.721124 = -61783.946785 nChanged 4 SP:Iteration 23Q (6897.057699 sec): 3 clusters Score: Raw -64297.269305 + Penalty 2510.721124 = -61786.548182 nChanged 0 SP:Iteration 24F (6897.123779 sec): 3 clusters Score: Raw -64297.269305 + Penalty 2510.721124 = -61786.548182 nChanged 0 Trying to split cluster 11 (8625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6897.186643 sec): 2 clusters Score: Raw -498929.778413 + Penalty 1590.454752 = -497339.323660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6897.320636 sec): 3 clusters Score: Raw -494212.465815 + Penalty 3180.909505 = -491031.556310 nChanged 3686 SP:Iteration 1F (6897.426498 sec): 3 clusters Score: Raw -496688.907905 + Penalty 3180.909505 = -493507.998400 nChanged 799 SP:Iteration 2F (6897.517409 sec): 3 clusters Score: Raw -497283.377761 + Penalty 3180.909505 = -494102.468256 nChanged 640 SP:Iteration 3F (6897.641797 sec): 3 clusters Score: Raw -497706.247525 + Penalty 3180.909505 = -494525.338020 nChanged 537 SP:Iteration 4F (6897.785741 sec): 3 clusters Score: Raw -498070.853644 + Penalty 3180.909505 = -494889.944139 nChanged 452 SP:Iteration 5F (6897.892027 sec): 3 clusters Score: Raw -498377.709424 + Penalty 3180.909505 = -495196.799919 nChanged 426 SP:Iteration 6Q (6898.012430 sec): 3 clusters Score: Raw -498688.350530 + Penalty 3180.909505 = -495507.441025 nChanged 341 SP:Iteration 7Q (6898.123568 sec): 3 clusters Score: Raw -498945.676984 + Penalty 3180.909505 = -495764.767479 nChanged 325 SP:Iteration 8Q (6898.241007 sec): 3 clusters Score: Raw -499170.800133 + Penalty 3180.909505 = -495989.890628 nChanged 278 SP:Iteration 9Q (6898.364235 sec): 3 clusters Score: Raw -499378.086738 + Penalty 3180.909505 = -496197.177233 nChanged 234 SP:Iteration 10Q (6898.477073 sec): 3 clusters Score: Raw -499557.127111 + Penalty 3180.909505 = -496376.217606 nChanged 202 SP:Iteration 11Q (6898.603920 sec): 3 clusters Score: Raw -499712.746426 + Penalty 3180.909505 = -496531.836921 nChanged 180 SP:Iteration 12Q (6898.712919 sec): 3 clusters Score: Raw -499842.625685 + Penalty 3180.909505 = -496661.716181 nChanged 150 SP:Iteration 13Q (6898.807771 sec): 3 clusters Score: Raw -499953.414198 + Penalty 3180.909505 = -496772.504693 nChanged 117 SP:Iteration 14Q (6898.908269 sec): 3 clusters Score: Raw -500060.459651 + Penalty 3180.909505 = -496879.550146 nChanged 105 SP:Iteration 15Q (6899.023673 sec): 3 clusters Score: Raw -500153.624996 + Penalty 3180.909505 = -496972.715491 nChanged 81 SP:Iteration 16Q (6899.124425 sec): 3 clusters Score: Raw -500212.944810 + Penalty 3180.909505 = -497032.035305 nChanged 71 SP:Iteration 17Q (6899.217204 sec): 3 clusters Score: Raw -500250.444339 + Penalty 3180.909505 = -497069.534834 nChanged 51 SP:Iteration 18Q (6899.313365 sec): 3 clusters Score: Raw -500273.270937 + Penalty 3180.909505 = -497092.361432 nChanged 47 SP:Iteration 19Q (6899.409028 sec): 3 clusters Score: Raw -500296.119910 + Penalty 3180.909505 = -497115.210405 nChanged 43 SP:Iteration 20F (6899.484864 sec): 3 clusters Score: Raw -500315.698018 + Penalty 3180.909505 = -497134.788513 nChanged 29 SP:Iteration 21Q (6899.590441 sec): 3 clusters Score: Raw -500325.988306 + Penalty 3180.909505 = -497145.078801 nChanged 19 SP:Iteration 22Q (6899.675994 sec): 3 clusters Score: Raw -500331.432261 + Penalty 3180.909505 = -497150.522756 nChanged 14 SP:Iteration 23Q (6899.762918 sec): 3 clusters Score: Raw -500335.787886 + Penalty 3180.909505 = -497154.878381 nChanged 10 SP:Iteration 24Q (6899.864019 sec): 3 clusters Score: Raw -500338.596322 + Penalty 3180.909505 = -497157.686817 nChanged 6 SP:Iteration 25Q (6899.959940 sec): 3 clusters Score: Raw -500340.294786 + Penalty 3180.909505 = -497159.385282 nChanged 5 SP:Iteration 26Q (6900.052422 sec): 3 clusters Score: Raw -500341.478029 + Penalty 3180.909505 = -497160.568524 nChanged 4 SP:Iteration 27Q (6900.153775 sec): 3 clusters Score: Raw -500343.033630 + Penalty 3180.909505 = -497162.124126 nChanged 3 SP:Iteration 28Q (6900.244581 sec): 3 clusters Score: Raw -500345.150286 + Penalty 3180.909505 = -497164.240781 nChanged 8 SP:Iteration 29Q (6900.330467 sec): 3 clusters Score: Raw -500348.282071 + Penalty 3180.909505 = -497167.372567 nChanged 6 SP:Iteration 30Q (6900.412890 sec): 3 clusters Score: Raw -500349.881395 + Penalty 3180.909505 = -497168.971890 nChanged 5 SP:Iteration 31Q (6900.517053 sec): 3 clusters Score: Raw -500351.150577 + Penalty 3180.909505 = -497170.241072 nChanged 2 SP:Iteration 32Q (6900.594745 sec): 3 clusters Score: Raw -500351.859044 + Penalty 3180.909505 = -497170.949539 nChanged 2 SP:Iteration 33Q (6900.689122 sec): 3 clusters Score: Raw -500352.311138 + Penalty 3180.909505 = -497171.401633 nChanged 2 SP:Iteration 34Q (6900.793056 sec): 3 clusters Score: Raw -500352.664282 + Penalty 3180.909505 = -497171.754778 nChanged 0 SP:Iteration 35F (6900.885611 sec): 3 clusters Score: Raw -500352.664282 + Penalty 3180.909505 = -497171.754778 nChanged 0 Trying to split cluster 12 (12874 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6900.975380 sec): 2 clusters Score: Raw -890219.892791 + Penalty 1660.750367 = -888559.142424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6901.074822 sec): 3 clusters Score: Raw -882758.118239 + Penalty 3321.500733 = -879436.617505 nChanged 5735 SP:Iteration 1F (6901.175537 sec): 3 clusters Score: Raw -885871.165853 + Penalty 3321.500733 = -882549.665119 nChanged 804 SP:Iteration 2F (6901.277174 sec): 3 clusters Score: Raw -886258.110910 + Penalty 3321.500733 = -882936.610176 nChanged 756 SP:Iteration 3F (6901.378622 sec): 3 clusters Score: Raw -886649.423071 + Penalty 3321.500733 = -883327.922337 nChanged 716 SP:Iteration 4F (6901.486510 sec): 3 clusters Score: Raw -887061.938066 + Penalty 3321.500733 = -883740.437333 nChanged 748 SP:Iteration 5F (6901.588718 sec): 3 clusters Score: Raw -887492.873717 + Penalty 3321.500733 = -884171.372984 nChanged 720 SP:Iteration 6F (6901.707483 sec): 3 clusters Score: Raw -887925.496867 + Penalty 3321.500733 = -884603.996134 nChanged 643 SP:Iteration 7Q (6901.793024 sec): 3 clusters Score: Raw -888281.585029 + Penalty 3321.500733 = -884960.084295 nChanged 586 SP:Iteration 8Q (6901.915934 sec): 3 clusters Score: Raw -888604.627280 + Penalty 3321.500733 = -885283.126547 nChanged 504 SP:Iteration 9Q (6902.027618 sec): 3 clusters Score: Raw -888870.267637 + Penalty 3321.500733 = -885548.766904 nChanged 492 SP:Iteration 10Q (6902.138254 sec): 3 clusters Score: Raw -889110.710971 + Penalty 3321.500733 = -885789.210237 nChanged 397 SP:Iteration 11Q (6902.252742 sec): 3 clusters Score: Raw -889304.461983 + Penalty 3321.500733 = -885982.961249 nChanged 415 SP:Iteration 12Q (6902.364521 sec): 3 clusters Score: Raw -889544.193150 + Penalty 3321.500733 = -886222.692416 nChanged 442 SP:Iteration 13Q (6902.476270 sec): 3 clusters Score: Raw -889858.714445 + Penalty 3321.500733 = -886537.213711 nChanged 445 SP:Iteration 14Q (6902.570617 sec): 3 clusters Score: Raw -890233.722668 + Penalty 3321.500733 = -886912.221934 nChanged 461 SP:Iteration 15Q (6902.683969 sec): 3 clusters Score: Raw -890607.161912 + Penalty 3321.500733 = -887285.661179 nChanged 394 SP:Iteration 16Q (6902.810986 sec): 3 clusters Score: Raw -890918.219635 + Penalty 3321.500733 = -887596.718901 nChanged 321 SP:Iteration 17Q (6902.902165 sec): 3 clusters Score: Raw -891149.204052 + Penalty 3321.500733 = -887827.703318 nChanged 238 SP:Iteration 18Q (6903.029835 sec): 3 clusters Score: Raw -891315.154619 + Penalty 3321.500733 = -887993.653886 nChanged 219 SP:Iteration 19Q (6903.137790 sec): 3 clusters Score: Raw -891470.139785 + Penalty 3321.500733 = -888148.639051 nChanged 201 SP:Iteration 20F (6903.245340 sec): 3 clusters Score: Raw -891614.010476 + Penalty 3321.500733 = -888292.509743 nChanged 196 SP:Iteration 21Q (6903.353693 sec): 3 clusters Score: Raw -891757.308164 + Penalty 3321.500733 = -888435.807431 nChanged 182 SP:Iteration 22Q (6903.439215 sec): 3 clusters Score: Raw -891874.791214 + Penalty 3321.500733 = -888553.290481 nChanged 158 SP:Iteration 23Q (6903.565520 sec): 3 clusters Score: Raw -891973.972273 + Penalty 3321.500733 = -888652.471540 nChanged 140 SP:Iteration 24Q (6903.672986 sec): 3 clusters Score: Raw -892051.043688 + Penalty 3321.500733 = -888729.542955 nChanged 106 SP:Iteration 25Q (6903.779855 sec): 3 clusters Score: Raw -892094.109638 + Penalty 3321.500733 = -888772.608905 nChanged 89 SP:Iteration 26Q (6903.867574 sec): 3 clusters Score: Raw -892124.784423 + Penalty 3321.500733 = -888803.283690 nChanged 65 SP:Iteration 27Q (6903.977094 sec): 3 clusters Score: Raw -892143.305706 + Penalty 3321.500733 = -888821.804972 nChanged 46 SP:Iteration 28Q (6904.087660 sec): 3 clusters Score: Raw -892154.969078 + Penalty 3321.500733 = -888833.468345 nChanged 50 SP:Iteration 29Q (6904.199986 sec): 3 clusters Score: Raw -892165.957042 + Penalty 3321.500733 = -888844.456308 nChanged 43 SP:Iteration 30Q (6904.305614 sec): 3 clusters Score: Raw -892174.664205 + Penalty 3321.500733 = -888853.163472 nChanged 35 SP:Iteration 31Q (6904.408372 sec): 3 clusters Score: Raw -892180.850091 + Penalty 3321.500733 = -888859.349357 nChanged 36 SP:Iteration 32Q (6904.509083 sec): 3 clusters Score: Raw -892187.312254 + Penalty 3321.500733 = -888865.811521 nChanged 25 SP:Iteration 33Q (6904.620899 sec): 3 clusters Score: Raw -892191.275452 + Penalty 3321.500733 = -888869.774718 nChanged 21 SP:Iteration 34Q (6904.723728 sec): 3 clusters Score: Raw -892194.362164 + Penalty 3321.500733 = -888872.861430 nChanged 20 SP:Iteration 35Q (6904.814636 sec): 3 clusters Score: Raw -892197.259196 + Penalty 3321.500733 = -888875.758462 nChanged 17 SP:Iteration 36Q (6904.911241 sec): 3 clusters Score: Raw -892200.683740 + Penalty 3321.500733 = -888879.183006 nChanged 17 SP:Iteration 37Q (6905.000762 sec): 3 clusters Score: Raw -892202.984902 + Penalty 3321.500733 = -888881.484169 nChanged 15 SP:Iteration 38Q (6905.104096 sec): 3 clusters Score: Raw -892205.222149 + Penalty 3321.500733 = -888883.721416 nChanged 15 SP:Iteration 39Q (6905.216561 sec): 3 clusters Score: Raw -892207.151016 + Penalty 3321.500733 = -888885.650282 nChanged 5 SP:Iteration 40F (6905.329676 sec): 3 clusters Score: Raw -892207.797141 + Penalty 3321.500733 = -888886.296408 nChanged 5 SP:Iteration 41Q (6905.409768 sec): 3 clusters Score: Raw -892208.474708 + Penalty 3321.500733 = -888886.973975 nChanged 1 SP:Iteration 42Q (6905.507889 sec): 3 clusters Score: Raw -892208.530941 + Penalty 3321.500733 = -888887.030208 nChanged 0 SP:Iteration 43F (6905.627719 sec): 3 clusters Score: Raw -892208.530941 + Penalty 3321.500733 = -888887.030208 nChanged 0 Score: Raw -11993749.853849 + Penalty 81498.501806 = -11912251.352043 Splitting cluster 12 changes total score from -11912407.411308 to -11912251.352043 So it's not getting split. Trying to split cluster 13 (2380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6912.960369 sec): 2 clusters Score: Raw -130974.750412 + Penalty 1364.487187 = -129610.263225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6913.043765 sec): 3 clusters Score: Raw -129978.359493 + Penalty 2728.974374 = -127249.385118 nChanged 873 SP:Iteration 1F (6913.121416 sec): 3 clusters Score: Raw -130683.969049 + Penalty 2728.974374 = -127954.994675 nChanged 237 SP:Iteration 2F (6913.192738 sec): 3 clusters Score: Raw -130938.787257 + Penalty 2728.974374 = -128209.812883 nChanged 170 SP:Iteration 3F (6913.291982 sec): 3 clusters Score: Raw -131119.915875 + Penalty 2728.974374 = -128390.941501 nChanged 132 SP:Iteration 4F (6913.378959 sec): 3 clusters Score: Raw -131246.121350 + Penalty 2728.974374 = -128517.146976 nChanged 99 SP:Iteration 5Q (6913.466584 sec): 3 clusters Score: Raw -131334.294404 + Penalty 2728.974374 = -128605.320030 nChanged 73 SP:Iteration 6Q (6913.554789 sec): 3 clusters Score: Raw -131390.902935 + Penalty 2728.974374 = -128661.928561 nChanged 43 SP:Iteration 7Q (6913.631306 sec): 3 clusters Score: Raw -131420.623374 + Penalty 2728.974374 = -128691.649000 nChanged 37 SP:Iteration 8Q (6913.730209 sec): 3 clusters Score: Raw -131441.361726 + Penalty 2728.974374 = -128712.387352 nChanged 29 SP:Iteration 9Q (6913.819019 sec): 3 clusters Score: Raw -131459.947543 + Penalty 2728.974374 = -128730.973169 nChanged 21 SP:Iteration 10Q (6913.903787 sec): 3 clusters Score: Raw -131475.569402 + Penalty 2728.974374 = -128746.595028 nChanged 18 SP:Iteration 11Q (6913.992370 sec): 3 clusters Score: Raw -131488.508172 + Penalty 2728.974374 = -128759.533798 nChanged 16 SP:Iteration 12Q (6914.080478 sec): 3 clusters Score: Raw -131499.296471 + Penalty 2728.974374 = -128770.322097 nChanged 15 SP:Iteration 13Q (6914.170827 sec): 3 clusters Score: Raw -131512.661587 + Penalty 2728.974374 = -128783.687213 nChanged 14 SP:Iteration 14Q (6914.247773 sec): 3 clusters Score: Raw -131526.059302 + Penalty 2728.974374 = -128797.084928 nChanged 8 SP:Iteration 15Q (6914.332001 sec): 3 clusters Score: Raw -131530.755934 + Penalty 2728.974374 = -128801.781560 nChanged 7 SP:Iteration 16Q (6914.422384 sec): 3 clusters Score: Raw -131534.292369 + Penalty 2728.974374 = -128805.317995 nChanged 6 SP:Iteration 17Q (6914.491828 sec): 3 clusters Score: Raw -131536.504867 + Penalty 2728.974374 = -128807.530493 nChanged 8 SP:Iteration 18Q (6914.589406 sec): 3 clusters Score: Raw -131539.106907 + Penalty 2728.974374 = -128810.132533 nChanged 8 SP:Iteration 19Q (6914.679330 sec): 3 clusters Score: Raw -131542.358411 + Penalty 2728.974374 = -128813.384037 nChanged 7 SP:Iteration 20F (6914.786426 sec): 3 clusters Score: Raw -131545.417359 + Penalty 2728.974374 = -128816.442985 nChanged 3 SP:Iteration 21Q (6914.919778 sec): 3 clusters Score: Raw -131547.012738 + Penalty 2728.974374 = -128818.038364 nChanged 2 SP:Iteration 22Q (6915.007943 sec): 3 clusters Score: Raw -131547.502590 + Penalty 2728.974374 = -128818.528216 nChanged 1 SP:Iteration 23Q (6915.107988 sec): 3 clusters Score: Raw -131547.717058 + Penalty 2728.974374 = -128818.742684 nChanged 1 SP:Iteration 24Q (6915.205037 sec): 3 clusters Score: Raw -131548.356360 + Penalty 2728.974374 = -128819.381986 nChanged 1 SP:Iteration 25Q (6915.292059 sec): 3 clusters Score: Raw -131548.704809 + Penalty 2728.974374 = -128819.730435 nChanged 2 SP:Iteration 26Q (6915.375708 sec): 3 clusters Score: Raw -131549.459229 + Penalty 2728.974374 = -128820.484854 nChanged 1 SP:Iteration 27Q (6915.460822 sec): 3 clusters Score: Raw -131550.216113 + Penalty 2728.974374 = -128821.241739 nChanged 1 SP:Iteration 28Q (6915.539805 sec): 3 clusters Score: Raw -131550.592524 + Penalty 2728.974374 = -128821.618150 nChanged 1 SP:Iteration 29Q (6915.627740 sec): 3 clusters Score: Raw -131551.017749 + Penalty 2728.974374 = -128822.043374 nChanged 1 SP:Iteration 30Q (6915.714749 sec): 3 clusters Score: Raw -131551.200394 + Penalty 2728.974374 = -128822.226020 nChanged 0 SP:Iteration 31F (6915.825389 sec): 3 clusters Score: Raw -131551.200394 + Penalty 2728.974374 = -128822.226020 nChanged 0 Trying to split cluster 14 (2267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6915.875121 sec): 2 clusters Score: Raw -129007.810167 + Penalty 1355.950320 = -127651.859847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6915.965617 sec): 3 clusters Score: Raw -128055.369591 + Penalty 2711.900640 = -125343.468951 nChanged 778 SP:Iteration 1F (6916.069812 sec): 3 clusters Score: Raw -128594.355332 + Penalty 2711.900640 = -125882.454691 nChanged 201 SP:Iteration 2F (6916.170298 sec): 3 clusters Score: Raw -128788.484542 + Penalty 2711.900640 = -126076.583901 nChanged 151 SP:Iteration 3F (6916.272457 sec): 3 clusters Score: Raw -128962.052964 + Penalty 2711.900640 = -126250.152323 nChanged 118 SP:Iteration 4F (6916.374471 sec): 3 clusters Score: Raw -129079.050472 + Penalty 2711.900640 = -126367.149832 nChanged 90 SP:Iteration 5Q (6916.458600 sec): 3 clusters Score: Raw -129172.043083 + Penalty 2711.900640 = -126460.142443 nChanged 80 SP:Iteration 6Q (6916.558350 sec): 3 clusters Score: Raw -129262.482287 + Penalty 2711.900640 = -126550.581646 nChanged 81 SP:Iteration 7Q (6916.650024 sec): 3 clusters Score: Raw -129337.352936 + Penalty 2711.900640 = -126625.452296 nChanged 66 SP:Iteration 8Q (6916.741191 sec): 3 clusters Score: Raw -129402.055581 + Penalty 2711.900640 = -126690.154941 nChanged 62 SP:Iteration 9Q (6916.822345 sec): 3 clusters Score: Raw -129451.310156 + Penalty 2711.900640 = -126739.409516 nChanged 46 SP:Iteration 10Q (6916.904930 sec): 3 clusters Score: Raw -129481.199625 + Penalty 2711.900640 = -126769.298985 nChanged 28 SP:Iteration 11Q (6916.981063 sec): 3 clusters Score: Raw -129502.289798 + Penalty 2711.900640 = -126790.389158 nChanged 32 SP:Iteration 12Q (6917.069711 sec): 3 clusters Score: Raw -129528.090086 + Penalty 2711.900640 = -126816.189446 nChanged 31 SP:Iteration 13Q (6917.158410 sec): 3 clusters Score: Raw -129548.072702 + Penalty 2711.900640 = -126836.172061 nChanged 25 SP:Iteration 14Q (6917.248649 sec): 3 clusters Score: Raw -129561.670317 + Penalty 2711.900640 = -126849.769677 nChanged 9 SP:Iteration 15Q (6917.336892 sec): 3 clusters Score: Raw -129565.197314 + Penalty 2711.900640 = -126853.296674 nChanged 7 SP:Iteration 16Q (6917.427193 sec): 3 clusters Score: Raw -129568.831355 + Penalty 2711.900640 = -126856.930714 nChanged 9 SP:Iteration 17Q (6917.515780 sec): 3 clusters Score: Raw -129576.370192 + Penalty 2711.900640 = -126864.469552 nChanged 8 SP:Iteration 18Q (6917.605477 sec): 3 clusters Score: Raw -129582.613409 + Penalty 2711.900640 = -126870.712769 nChanged 10 SP:Iteration 19Q (6917.693690 sec): 3 clusters Score: Raw -129588.208509 + Penalty 2711.900640 = -126876.307868 nChanged 13 SP:Iteration 20F (6917.812785 sec): 3 clusters Score: Raw -129593.557132 + Penalty 2711.900640 = -126881.656492 nChanged 6 SP:Iteration 21Q (6917.896606 sec): 3 clusters Score: Raw -129596.068358 + Penalty 2711.900640 = -126884.167718 nChanged 5 SP:Iteration 22Q (6917.961056 sec): 3 clusters Score: Raw -129597.898656 + Penalty 2711.900640 = -126885.998016 nChanged 4 SP:Iteration 23Q (6918.045442 sec): 3 clusters Score: Raw -129599.685036 + Penalty 2711.900640 = -126887.784395 nChanged 2 SP:Iteration 24Q (6918.129951 sec): 3 clusters Score: Raw -129600.876089 + Penalty 2711.900640 = -126888.975449 nChanged 2 SP:Iteration 25Q (6918.214100 sec): 3 clusters Score: Raw -129602.326348 + Penalty 2711.900640 = -126890.425707 nChanged 4 SP:Iteration 26Q (6918.298614 sec): 3 clusters Score: Raw -129604.383568 + Penalty 2711.900640 = -126892.482928 nChanged 4 SP:Iteration 27Q (6918.383176 sec): 3 clusters Score: Raw -129606.107621 + Penalty 2711.900640 = -126894.206981 nChanged 5 SP:Iteration 28Q (6918.460081 sec): 3 clusters Score: Raw -129607.202229 + Penalty 2711.900640 = -126895.301589 nChanged 0 SP:Iteration 29F (6918.544664 sec): 3 clusters Score: Raw -129607.202229 + Penalty 2711.900640 = -126895.301589 nChanged 0 Trying to split cluster 15 (7269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6918.604050 sec): 2 clusters Score: Raw -470516.074381 + Penalty 1560.436139 = -468955.638242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6918.718525 sec): 3 clusters Score: Raw -466538.920692 + Penalty 3120.872277 = -463418.048414 nChanged 3073 SP:Iteration 1F (6918.812149 sec): 3 clusters Score: Raw -468452.646381 + Penalty 3120.872277 = -465331.774104 nChanged 568 SP:Iteration 2F (6918.923727 sec): 3 clusters Score: Raw -468837.292630 + Penalty 3120.872277 = -465716.420353 nChanged 486 SP:Iteration 3F (6919.035827 sec): 3 clusters Score: Raw -469178.502561 + Penalty 3120.872277 = -466057.630283 nChanged 455 SP:Iteration 4F (6919.161214 sec): 3 clusters Score: Raw -469490.251898 + Penalty 3120.872277 = -466369.379621 nChanged 389 SP:Iteration 5F (6919.276231 sec): 3 clusters Score: Raw -469757.481322 + Penalty 3120.872277 = -466636.609044 nChanged 338 SP:Iteration 6Q (6919.390244 sec): 3 clusters Score: Raw -469961.834438 + Penalty 3120.872277 = -466840.962160 nChanged 266 SP:Iteration 7Q (6919.511850 sec): 3 clusters Score: Raw -470136.220633 + Penalty 3120.872277 = -467015.348355 nChanged 253 SP:Iteration 8Q (6919.600278 sec): 3 clusters Score: Raw -470274.437403 + Penalty 3120.872277 = -467153.565126 nChanged 212 SP:Iteration 9Q (6919.696282 sec): 3 clusters Score: Raw -470383.549070 + Penalty 3120.872277 = -467262.676792 nChanged 171 SP:Iteration 10Q (6919.772699 sec): 3 clusters Score: Raw -470466.910775 + Penalty 3120.872277 = -467346.038498 nChanged 148 SP:Iteration 11Q (6919.874841 sec): 3 clusters Score: Raw -470539.670181 + Penalty 3120.872277 = -467418.797904 nChanged 132 SP:Iteration 12Q (6919.976294 sec): 3 clusters Score: Raw -470606.214175 + Penalty 3120.872277 = -467485.341898 nChanged 117 SP:Iteration 13Q (6920.050030 sec): 3 clusters Score: Raw -470654.875116 + Penalty 3120.872277 = -467534.002838 nChanged 101 SP:Iteration 14Q (6920.152946 sec): 3 clusters Score: Raw -470697.327763 + Penalty 3120.872277 = -467576.455486 nChanged 104 SP:Iteration 15Q (6920.244472 sec): 3 clusters Score: Raw -470748.134904 + Penalty 3120.872277 = -467627.262626 nChanged 91 SP:Iteration 16Q (6920.335236 sec): 3 clusters Score: Raw -470801.602539 + Penalty 3120.872277 = -467680.730262 nChanged 85 SP:Iteration 17Q (6920.433388 sec): 3 clusters Score: Raw -470845.552835 + Penalty 3120.872277 = -467724.680558 nChanged 88 SP:Iteration 18Q (6920.533650 sec): 3 clusters Score: Raw -470890.927499 + Penalty 3120.872277 = -467770.055222 nChanged 87 SP:Iteration 19Q (6920.605976 sec): 3 clusters Score: Raw -470925.983917 + Penalty 3120.872277 = -467805.111640 nChanged 78 SP:Iteration 20F (6920.724499 sec): 3 clusters Score: Raw -470960.197634 + Penalty 3120.872277 = -467839.325356 nChanged 69 SP:Iteration 21Q (6920.812015 sec): 3 clusters Score: Raw -470986.874568 + Penalty 3120.872277 = -467866.002291 nChanged 72 SP:Iteration 22Q (6920.882112 sec): 3 clusters Score: Raw -471013.262226 + Penalty 3120.872277 = -467892.389949 nChanged 72 SP:Iteration 23Q (6920.994287 sec): 3 clusters Score: Raw -471042.769195 + Penalty 3120.872277 = -467921.896917 nChanged 55 SP:Iteration 24Q (6921.095771 sec): 3 clusters Score: Raw -471056.860000 + Penalty 3120.872277 = -467935.987722 nChanged 38 SP:Iteration 25Q (6921.195143 sec): 3 clusters Score: Raw -471066.671852 + Penalty 3120.872277 = -467945.799575 nChanged 30 SP:Iteration 26Q (6921.297181 sec): 3 clusters Score: Raw -471073.652633 + Penalty 3120.872277 = -467952.780355 nChanged 25 SP:Iteration 27Q (6921.397717 sec): 3 clusters Score: Raw -471080.004064 + Penalty 3120.872277 = -467959.131787 nChanged 26 SP:Iteration 28Q (6921.498114 sec): 3 clusters Score: Raw -471086.181127 + Penalty 3120.872277 = -467965.308849 nChanged 27 SP:Iteration 29Q (6921.598574 sec): 3 clusters Score: Raw -471091.718946 + Penalty 3120.872277 = -467970.846668 nChanged 23 SP:Iteration 30Q (6921.698141 sec): 3 clusters Score: Raw -471096.851241 + Penalty 3120.872277 = -467975.978963 nChanged 29 SP:Iteration 31Q (6921.797456 sec): 3 clusters Score: Raw -471103.167109 + Penalty 3120.872277 = -467982.294832 nChanged 19 SP:Iteration 32Q (6921.894739 sec): 3 clusters Score: Raw -471107.987552 + Penalty 3120.872277 = -467987.115274 nChanged 21 SP:Iteration 33Q (6921.997436 sec): 3 clusters Score: Raw -471113.964938 + Penalty 3120.872277 = -467993.092660 nChanged 29 SP:Iteration 34Q (6922.096833 sec): 3 clusters Score: Raw -471122.563077 + Penalty 3120.872277 = -468001.690800 nChanged 27 SP:Iteration 35Q (6922.195521 sec): 3 clusters Score: Raw -471131.732807 + Penalty 3120.872277 = -468010.860530 nChanged 31 SP:Iteration 36Q (6922.297035 sec): 3 clusters Score: Raw -471140.488526 + Penalty 3120.872277 = -468019.616248 nChanged 38 SP:Iteration 37Q (6922.397729 sec): 3 clusters Score: Raw -471151.329786 + Penalty 3120.872277 = -468030.457509 nChanged 40 SP:Iteration 38Q (6922.498115 sec): 3 clusters Score: Raw -471164.913331 + Penalty 3120.872277 = -468044.041054 nChanged 36 SP:Iteration 39Q (6922.578837 sec): 3 clusters Score: Raw -471176.290590 + Penalty 3120.872277 = -468055.418313 nChanged 36 SP:Iteration 40F (6922.678906 sec): 3 clusters Score: Raw -471188.000915 + Penalty 3120.872277 = -468067.128638 nChanged 40 SP:Iteration 41Q (6922.779718 sec): 3 clusters Score: Raw -471200.476118 + Penalty 3120.872277 = -468079.603841 nChanged 44 SP:Iteration 42Q (6922.895294 sec): 3 clusters Score: Raw -471212.870328 + Penalty 3120.872277 = -468091.998050 nChanged 36 SP:Iteration 43Q (6922.985791 sec): 3 clusters Score: Raw -471224.420805 + Penalty 3120.872277 = -468103.548528 nChanged 40 SP:Iteration 44Q (6923.060581 sec): 3 clusters Score: Raw -471237.453090 + Penalty 3120.872277 = -468116.580813 nChanged 35 SP:Iteration 45Q (6923.169201 sec): 3 clusters Score: Raw -471246.499836 + Penalty 3120.872277 = -468125.627559 nChanged 27 SP:Iteration 46Q (6923.266457 sec): 3 clusters Score: Raw -471253.373376 + Penalty 3120.872277 = -468132.501099 nChanged 25 SP:Iteration 47Q (6923.362100 sec): 3 clusters Score: Raw -471260.545240 + Penalty 3120.872277 = -468139.672963 nChanged 31 SP:Iteration 48Q (6923.461317 sec): 3 clusters Score: Raw -471268.004544 + Penalty 3120.872277 = -468147.132267 nChanged 24 SP:Iteration 49Q (6923.530532 sec): 3 clusters Score: Raw -471272.625750 + Penalty 3120.872277 = -468151.753472 nChanged 22 SP:Iteration 50Q (6923.650745 sec): 3 clusters Score: Raw -471277.201936 + Penalty 3120.872277 = -468156.329659 nChanged 18 SP:Iteration 51Q (6923.748807 sec): 3 clusters Score: Raw -471282.775323 + Penalty 3120.872277 = -468161.903046 nChanged 22 SP:Iteration 52Q (6923.823617 sec): 3 clusters Score: Raw -471288.592212 + Penalty 3120.872277 = -468167.719934 nChanged 23 SP:Iteration 53Q (6923.937736 sec): 3 clusters Score: Raw -471294.665227 + Penalty 3120.872277 = -468173.792949 nChanged 25 SP:Iteration 54Q (6924.031194 sec): 3 clusters Score: Raw -471300.899268 + Penalty 3120.872277 = -468180.026990 nChanged 22 SP:Iteration 55Q (6924.122196 sec): 3 clusters Score: Raw -471307.139154 + Penalty 3120.872277 = -468186.266876 nChanged 17 SP:Iteration 56Q (6924.201930 sec): 3 clusters Score: Raw -471310.838772 + Penalty 3120.872277 = -468189.966495 nChanged 15 SP:Iteration 57Q (6924.291743 sec): 3 clusters Score: Raw -471314.287821 + Penalty 3120.872277 = -468193.415544 nChanged 21 SP:Iteration 58Q (6924.372683 sec): 3 clusters Score: Raw -471317.758241 + Penalty 3120.872277 = -468196.885963 nChanged 9 SP:Iteration 59Q (6924.470172 sec): 3 clusters Score: Raw -471319.663262 + Penalty 3120.872277 = -468198.790985 nChanged 9 SP:Iteration 60F (6924.588956 sec): 3 clusters Score: Raw -471321.357302 + Penalty 3120.872277 = -468200.485024 nChanged 7 SP:Iteration 61Q (6924.669319 sec): 3 clusters Score: Raw -471322.198756 + Penalty 3120.872277 = -468201.326478 nChanged 4 SP:Iteration 62Q (6924.769295 sec): 3 clusters Score: Raw -471323.171954 + Penalty 3120.872277 = -468202.299676 nChanged 9 SP:Iteration 63Q (6924.846324 sec): 3 clusters Score: Raw -471325.159867 + Penalty 3120.872277 = -468204.287590 nChanged 12 SP:Iteration 64Q (6924.958609 sec): 3 clusters Score: Raw -471327.439592 + Penalty 3120.872277 = -468206.567314 nChanged 9 SP:Iteration 65Q (6925.060691 sec): 3 clusters Score: Raw -471329.289024 + Penalty 3120.872277 = -468208.416746 nChanged 7 SP:Iteration 66Q (6925.130692 sec): 3 clusters Score: Raw -471330.874320 + Penalty 3120.872277 = -468210.002043 nChanged 6 SP:Iteration 67Q (6925.242013 sec): 3 clusters Score: Raw -471332.271757 + Penalty 3120.872277 = -468211.399480 nChanged 7 SP:Iteration 68Q (6925.344413 sec): 3 clusters Score: Raw -471333.324949 + Penalty 3120.872277 = -468212.452672 nChanged 1 SP:Iteration 69Q (6925.425823 sec): 3 clusters Score: Raw -471333.548753 + Penalty 3120.872277 = -468212.676475 nChanged 0 SP:Iteration 70F (6925.527880 sec): 3 clusters Score: Raw -471333.548753 + Penalty 3120.872277 = -468212.676475 nChanged 0 Trying to split cluster 16 (5795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6925.605479 sec): 2 clusters Score: Raw -325189.308259 + Penalty 1520.663758 = -323668.644502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6925.704321 sec): 3 clusters Score: Raw -322185.764577 + Penalty 3041.327515 = -319144.437062 nChanged 2390 SP:Iteration 1F (6925.781081 sec): 3 clusters Score: Raw -323679.111469 + Penalty 3041.327515 = -320637.783954 nChanged 518 SP:Iteration 2F (6925.883059 sec): 3 clusters Score: Raw -323992.731800 + Penalty 3041.327515 = -320951.404285 nChanged 373 SP:Iteration 3F (6925.961485 sec): 3 clusters Score: Raw -324194.539779 + Penalty 3041.327515 = -321153.212264 nChanged 255 SP:Iteration 4Q (6926.059034 sec): 3 clusters Score: Raw -324317.419016 + Penalty 3041.327515 = -321276.091501 nChanged 193 SP:Iteration 5Q (6926.146716 sec): 3 clusters Score: Raw -324438.504936 + Penalty 3041.327515 = -321397.177421 nChanged 216 SP:Iteration 6Q (6926.241864 sec): 3 clusters Score: Raw -324574.816394 + Penalty 3041.327515 = -321533.488878 nChanged 201 SP:Iteration 7Q (6926.324233 sec): 3 clusters Score: Raw -324698.822329 + Penalty 3041.327515 = -321657.494814 nChanged 175 SP:Iteration 8Q (6926.427004 sec): 3 clusters Score: Raw -324801.817191 + Penalty 3041.327515 = -321760.489676 nChanged 167 SP:Iteration 9Q (6926.513749 sec): 3 clusters Score: Raw -324896.133012 + Penalty 3041.327515 = -321854.805497 nChanged 139 SP:Iteration 10Q (6926.617029 sec): 3 clusters Score: Raw -324971.584626 + Penalty 3041.327515 = -321930.257111 nChanged 137 SP:Iteration 11Q (6926.708572 sec): 3 clusters Score: Raw -325050.814019 + Penalty 3041.327515 = -322009.486504 nChanged 140 SP:Iteration 12Q (6926.798934 sec): 3 clusters Score: Raw -325131.870840 + Penalty 3041.327515 = -322090.543325 nChanged 136 SP:Iteration 13Q (6926.873117 sec): 3 clusters Score: Raw -325221.215365 + Penalty 3041.327515 = -322179.887850 nChanged 141 SP:Iteration 14Q (6926.965869 sec): 3 clusters Score: Raw -325323.084212 + Penalty 3041.327515 = -322281.756697 nChanged 138 SP:Iteration 15Q (6927.058090 sec): 3 clusters Score: Raw -325402.455718 + Penalty 3041.327515 = -322361.128203 nChanged 95 SP:Iteration 16Q (6927.145011 sec): 3 clusters Score: Raw -325452.114626 + Penalty 3041.327515 = -322410.787111 nChanged 88 SP:Iteration 17Q (6927.247826 sec): 3 clusters Score: Raw -325493.818904 + Penalty 3041.327515 = -322452.491389 nChanged 57 SP:Iteration 18Q (6927.337156 sec): 3 clusters Score: Raw -325513.332984 + Penalty 3041.327515 = -322472.005469 nChanged 38 SP:Iteration 19Q (6927.437961 sec): 3 clusters Score: Raw -325527.540201 + Penalty 3041.327515 = -322486.212685 nChanged 30 SP:Iteration 20F (6927.510472 sec): 3 clusters Score: Raw -325538.029940 + Penalty 3041.327515 = -322496.702424 nChanged 27 SP:Iteration 21Q (6927.618270 sec): 3 clusters Score: Raw -325550.786408 + Penalty 3041.327515 = -322509.458893 nChanged 26 SP:Iteration 22Q (6927.691945 sec): 3 clusters Score: Raw -325562.197593 + Penalty 3041.327515 = -322520.870078 nChanged 28 SP:Iteration 23Q (6927.776531 sec): 3 clusters Score: Raw -325571.411254 + Penalty 3041.327515 = -322530.083739 nChanged 18 SP:Iteration 24Q (6927.884314 sec): 3 clusters Score: Raw -325577.715923 + Penalty 3041.327515 = -322536.388407 nChanged 19 SP:Iteration 25Q (6927.951826 sec): 3 clusters Score: Raw -325583.955925 + Penalty 3041.327515 = -322542.628409 nChanged 21 SP:Iteration 26Q (6928.037938 sec): 3 clusters Score: Raw -325590.632666 + Penalty 3041.327515 = -322549.305150 nChanged 22 SP:Iteration 27Q (6928.126482 sec): 3 clusters Score: Raw -325597.329964 + Penalty 3041.327515 = -322556.002448 nChanged 15 SP:Iteration 28Q (6928.232393 sec): 3 clusters Score: Raw -325600.432675 + Penalty 3041.327515 = -322559.105159 nChanged 7 SP:Iteration 29Q (6928.309918 sec): 3 clusters Score: Raw -325602.504535 + Penalty 3041.327515 = -322561.177020 nChanged 4 SP:Iteration 30Q (6928.404170 sec): 3 clusters Score: Raw -325603.656744 + Penalty 3041.327515 = -322562.329229 nChanged 5 SP:Iteration 31Q (6928.477853 sec): 3 clusters Score: Raw -325604.988641 + Penalty 3041.327515 = -322563.661126 nChanged 3 SP:Iteration 32Q (6928.564749 sec): 3 clusters Score: Raw -325605.471326 + Penalty 3041.327515 = -322564.143810 nChanged 2 SP:Iteration 33Q (6928.652216 sec): 3 clusters Score: Raw -325606.154688 + Penalty 3041.327515 = -322564.827173 nChanged 3 SP:Iteration 34Q (6928.745696 sec): 3 clusters Score: Raw -325607.427072 + Penalty 3041.327515 = -322566.099557 nChanged 6 SP:Iteration 35Q (6928.815056 sec): 3 clusters Score: Raw -325608.695201 + Penalty 3041.327515 = -322567.367686 nChanged 6 SP:Iteration 36Q (6928.911679 sec): 3 clusters Score: Raw -325610.421198 + Penalty 3041.327515 = -322569.093682 nChanged 5 SP:Iteration 37Q (6928.998234 sec): 3 clusters Score: Raw -325611.862065 + Penalty 3041.327515 = -322570.534549 nChanged 3 SP:Iteration 38Q (6929.082416 sec): 3 clusters Score: Raw -325612.533101 + Penalty 3041.327515 = -322571.205586 nChanged 2 SP:Iteration 39Q (6929.181478 sec): 3 clusters Score: Raw -325612.950252 + Penalty 3041.327515 = -322571.622737 nChanged 4 SP:Iteration 40F (6929.276088 sec): 3 clusters Score: Raw -325613.594981 + Penalty 3041.327515 = -322572.267466 nChanged 4 SP:Iteration 41Q (6929.369146 sec): 3 clusters Score: Raw -325614.665299 + Penalty 3041.327515 = -322573.337783 nChanged 3 SP:Iteration 42Q (6929.460456 sec): 3 clusters Score: Raw -325615.282429 + Penalty 3041.327515 = -322573.954914 nChanged 1 SP:Iteration 43Q (6929.554508 sec): 3 clusters Score: Raw -325615.502468 + Penalty 3041.327515 = -322574.174952 nChanged 1 SP:Iteration 44Q (6929.633396 sec): 3 clusters Score: Raw -325615.829447 + Penalty 3041.327515 = -322574.501932 nChanged 2 SP:Iteration 45Q (6929.741444 sec): 3 clusters Score: Raw -325616.323164 + Penalty 3041.327515 = -322574.995649 nChanged 3 SP:Iteration 46Q (6929.812468 sec): 3 clusters Score: Raw -325616.808165 + Penalty 3041.327515 = -322575.480650 nChanged 1 SP:Iteration 47Q (6929.920339 sec): 3 clusters Score: Raw -325617.013261 + Penalty 3041.327515 = -322575.685746 nChanged 0 SP:Iteration 48F (6930.015651 sec): 3 clusters Score: Raw -325617.013261 + Penalty 3041.327515 = -322575.685746 nChanged 0 Trying to split cluster 17 (10883 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6930.080424 sec): 2 clusters Score: Raw -688905.299224 + Penalty 1631.264992 = -687274.034233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6930.186464 sec): 3 clusters Score: Raw -682703.319891 + Penalty 3262.529983 = -679440.789908 nChanged 4745 SP:Iteration 1F (6930.290622 sec): 3 clusters Score: Raw -685346.546572 + Penalty 3262.529983 = -682084.016588 nChanged 809 SP:Iteration 2F (6930.382651 sec): 3 clusters Score: Raw -685822.588319 + Penalty 3262.529983 = -682560.058335 nChanged 739 SP:Iteration 3F (6930.511900 sec): 3 clusters Score: Raw -686275.037112 + Penalty 3262.529983 = -683012.507129 nChanged 648 SP:Iteration 4F (6930.631731 sec): 3 clusters Score: Raw -686689.562743 + Penalty 3262.529983 = -683427.032760 nChanged 571 SP:Iteration 5F (6930.735161 sec): 3 clusters Score: Raw -687118.373463 + Penalty 3262.529983 = -683855.843479 nChanged 562 SP:Iteration 6F (6930.840383 sec): 3 clusters Score: Raw -687543.136937 + Penalty 3262.529983 = -684280.606954 nChanged 531 SP:Iteration 7Q (6930.930228 sec): 3 clusters Score: Raw -687919.252323 + Penalty 3262.529983 = -684656.722339 nChanged 439 SP:Iteration 8Q (6931.035880 sec): 3 clusters Score: Raw -688217.831887 + Penalty 3262.529983 = -684955.301904 nChanged 373 SP:Iteration 9Q (6931.115863 sec): 3 clusters Score: Raw -688466.443912 + Penalty 3262.529983 = -685203.913928 nChanged 336 SP:Iteration 10Q (6931.237193 sec): 3 clusters Score: Raw -688714.189763 + Penalty 3262.529983 = -685451.659780 nChanged 317 SP:Iteration 11Q (6931.324488 sec): 3 clusters Score: Raw -688917.441176 + Penalty 3262.529983 = -685654.911193 nChanged 266 SP:Iteration 12Q (6931.440591 sec): 3 clusters Score: Raw -689080.454769 + Penalty 3262.529983 = -685817.924785 nChanged 208 SP:Iteration 13Q (6931.545690 sec): 3 clusters Score: Raw -689179.997684 + Penalty 3262.529983 = -685917.467701 nChanged 152 SP:Iteration 14Q (6931.623037 sec): 3 clusters Score: Raw -689244.047304 + Penalty 3262.529983 = -685981.517320 nChanged 134 SP:Iteration 15Q (6931.741612 sec): 3 clusters Score: Raw -689293.218552 + Penalty 3262.529983 = -686030.688569 nChanged 90 SP:Iteration 16Q (6931.844102 sec): 3 clusters Score: Raw -689324.410886 + Penalty 3262.529983 = -686061.880903 nChanged 91 SP:Iteration 17Q (6931.943379 sec): 3 clusters Score: Raw -689357.178386 + Penalty 3262.529983 = -686094.648402 nChanged 87 SP:Iteration 18Q (6932.046673 sec): 3 clusters Score: Raw -689387.883291 + Penalty 3262.529983 = -686125.353307 nChanged 76 SP:Iteration 19Q (6932.151049 sec): 3 clusters Score: Raw -689418.672057 + Penalty 3262.529983 = -686156.142074 nChanged 87 SP:Iteration 20F (6932.256191 sec): 3 clusters Score: Raw -689453.655309 + Penalty 3262.529983 = -686191.125326 nChanged 83 SP:Iteration 21Q (6932.358057 sec): 3 clusters Score: Raw -689493.526370 + Penalty 3262.529983 = -686230.996387 nChanged 82 SP:Iteration 22Q (6932.466318 sec): 3 clusters Score: Raw -689533.915351 + Penalty 3262.529983 = -686271.385368 nChanged 78 SP:Iteration 23Q (6932.592455 sec): 3 clusters Score: Raw -689574.963789 + Penalty 3262.529983 = -686312.433806 nChanged 78 SP:Iteration 24Q (6932.717901 sec): 3 clusters Score: Raw -689626.537607 + Penalty 3262.529983 = -686364.007623 nChanged 87 SP:Iteration 25Q (6932.842920 sec): 3 clusters Score: Raw -689690.933129 + Penalty 3262.529983 = -686428.403146 nChanged 94 SP:Iteration 26Q (6932.976199 sec): 3 clusters Score: Raw -689786.920730 + Penalty 3262.529983 = -686524.390746 nChanged 98 SP:Iteration 27Q (6933.100436 sec): 3 clusters Score: Raw -689875.682986 + Penalty 3262.529983 = -686613.153003 nChanged 90 SP:Iteration 28Q (6933.232932 sec): 3 clusters Score: Raw -689925.944510 + Penalty 3262.529983 = -686663.414527 nChanged 68 SP:Iteration 29Q (6933.340802 sec): 3 clusters Score: Raw -689957.024268 + Penalty 3262.529983 = -686694.494285 nChanged 52 SP:Iteration 30Q (6933.466788 sec): 3 clusters Score: Raw -689978.619985 + Penalty 3262.529983 = -686716.090002 nChanged 32 SP:Iteration 31Q (6933.560351 sec): 3 clusters Score: Raw -689990.356182 + Penalty 3262.529983 = -686727.826199 nChanged 26 SP:Iteration 32Q (6933.684914 sec): 3 clusters Score: Raw -689996.588390 + Penalty 3262.529983 = -686734.058406 nChanged 11 SP:Iteration 33Q (6933.809607 sec): 3 clusters Score: Raw -689999.149082 + Penalty 3262.529983 = -686736.619099 nChanged 5 SP:Iteration 34Q (6933.926231 sec): 3 clusters Score: Raw -690000.105496 + Penalty 3262.529983 = -686737.575512 nChanged 5 SP:Iteration 35Q (6934.044440 sec): 3 clusters Score: Raw -690000.949238 + Penalty 3262.529983 = -686738.419254 nChanged 5 SP:Iteration 36Q (6934.159348 sec): 3 clusters Score: Raw -690002.162262 + Penalty 3262.529983 = -686739.632279 nChanged 3 SP:Iteration 37Q (6934.275552 sec): 3 clusters Score: Raw -690002.640423 + Penalty 3262.529983 = -686740.110440 nChanged 2 SP:Iteration 38Q (6934.395014 sec): 3 clusters Score: Raw -690002.962881 + Penalty 3262.529983 = -686740.432897 nChanged 3 SP:Iteration 39Q (6934.539803 sec): 3 clusters Score: Raw -690003.405025 + Penalty 3262.529983 = -686740.875041 nChanged 2 SP:Iteration 40F (6934.648258 sec): 3 clusters Score: Raw -690003.728073 + Penalty 3262.529983 = -686741.198090 nChanged 1 SP:Iteration 41Q (6934.769202 sec): 3 clusters Score: Raw -690003.989206 + Penalty 3262.529983 = -686741.459223 nChanged 0 SP:Iteration 42F (6934.877642 sec): 3 clusters Score: Raw -690003.989206 + Penalty 3262.529983 = -686741.459223 nChanged 0 Trying to split cluster 18 (4503 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6934.942123 sec): 2 clusters Score: Raw -305838.541879 + Penalty 1476.393596 = -304362.148283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6935.048108 sec): 3 clusters Score: Raw -303609.071131 + Penalty 2952.787191 = -300656.283939 nChanged 1762 SP:Iteration 1F (6935.163488 sec): 3 clusters Score: Raw -304555.687893 + Penalty 2952.787191 = -301602.900702 nChanged 298 SP:Iteration 2F (6935.257508 sec): 3 clusters Score: Raw -304714.841484 + Penalty 2952.787191 = -301762.054293 nChanged 241 SP:Iteration 3F (6935.341763 sec): 3 clusters Score: Raw -304836.033361 + Penalty 2952.787191 = -301883.246170 nChanged 173 SP:Iteration 4Q (6935.451826 sec): 3 clusters Score: Raw -304916.683370 + Penalty 2952.787191 = -301963.896179 nChanged 125 SP:Iteration 5Q (6935.558489 sec): 3 clusters Score: Raw -304968.696125 + Penalty 2952.787191 = -302015.908934 nChanged 113 SP:Iteration 6Q (6935.665789 sec): 3 clusters Score: Raw -305014.944844 + Penalty 2952.787191 = -302062.157653 nChanged 94 SP:Iteration 7Q (6935.779355 sec): 3 clusters Score: Raw -305058.320938 + Penalty 2952.787191 = -302105.533747 nChanged 106 SP:Iteration 8Q (6935.945680 sec): 3 clusters Score: Raw -305114.561945 + Penalty 2952.787191 = -302161.774754 nChanged 122 SP:Iteration 9Q (6936.034332 sec): 3 clusters Score: Raw -305185.281713 + Penalty 2952.787191 = -302232.494522 nChanged 140 SP:Iteration 10Q (6936.127077 sec): 3 clusters Score: Raw -305273.378618 + Penalty 2952.787191 = -302320.591426 nChanged 162 SP:Iteration 11Q (6936.252543 sec): 3 clusters Score: Raw -305376.594635 + Penalty 2952.787191 = -302423.807444 nChanged 185 SP:Iteration 12Q (6936.370087 sec): 3 clusters Score: Raw -305501.098403 + Penalty 2952.787191 = -302548.311212 nChanged 185 SP:Iteration 13Q (6936.490438 sec): 3 clusters Score: Raw -305633.300969 + Penalty 2952.787191 = -302680.513778 nChanged 159 SP:Iteration 14Q (6936.577347 sec): 3 clusters Score: Raw -305737.380149 + Penalty 2952.787191 = -302784.592957 nChanged 146 SP:Iteration 15Q (6936.679703 sec): 3 clusters Score: Raw -305823.138034 + Penalty 2952.787191 = -302870.350843 nChanged 112 SP:Iteration 16Q (6936.778093 sec): 3 clusters Score: Raw -305871.973134 + Penalty 2952.787191 = -302919.185943 nChanged 74 SP:Iteration 17Q (6936.893073 sec): 3 clusters Score: Raw -305902.323150 + Penalty 2952.787191 = -302949.535959 nChanged 68 SP:Iteration 18Q (6937.017781 sec): 3 clusters Score: Raw -305930.760986 + Penalty 2952.787191 = -302977.973794 nChanged 56 SP:Iteration 19Q (6937.113150 sec): 3 clusters Score: Raw -305950.494323 + Penalty 2952.787191 = -302997.707132 nChanged 44 SP:Iteration 20F (6937.205345 sec): 3 clusters Score: Raw -305965.524220 + Penalty 2952.787191 = -303012.737029 nChanged 40 SP:Iteration 21Q (6937.307659 sec): 3 clusters Score: Raw -305976.735558 + Penalty 2952.787191 = -303023.948367 nChanged 20 SP:Iteration 22Q (6937.414029 sec): 3 clusters Score: Raw -305982.032526 + Penalty 2952.787191 = -303029.245335 nChanged 13 SP:Iteration 23Q (6937.516988 sec): 3 clusters Score: Raw -305986.287967 + Penalty 2952.787191 = -303033.500776 nChanged 11 SP:Iteration 24Q (6937.623377 sec): 3 clusters Score: Raw -305989.393541 + Penalty 2952.787191 = -303036.606349 nChanged 17 SP:Iteration 25Q (6937.721687 sec): 3 clusters Score: Raw -305994.209442 + Penalty 2952.787191 = -303041.422250 nChanged 12 SP:Iteration 26Q (6937.839074 sec): 3 clusters Score: Raw -305998.182693 + Penalty 2952.787191 = -303045.395502 nChanged 8 SP:Iteration 27Q (6937.921667 sec): 3 clusters Score: Raw -306000.328007 + Penalty 2952.787191 = -303047.540815 nChanged 11 SP:Iteration 28Q (6938.049431 sec): 3 clusters Score: Raw -306002.714113 + Penalty 2952.787191 = -303049.926921 nChanged 8 SP:Iteration 29Q (6938.127589 sec): 3 clusters Score: Raw -306004.319516 + Penalty 2952.787191 = -303051.532325 nChanged 6 SP:Iteration 30Q (6938.232991 sec): 3 clusters Score: Raw -306005.789311 + Penalty 2952.787191 = -303053.002120 nChanged 6 SP:Iteration 31Q (6938.347130 sec): 3 clusters Score: Raw -306006.976424 + Penalty 2952.787191 = -303054.189233 nChanged 6 SP:Iteration 32Q (6938.446527 sec): 3 clusters Score: Raw -306008.494587 + Penalty 2952.787191 = -303055.707396 nChanged 4 SP:Iteration 33Q (6938.553966 sec): 3 clusters Score: Raw -306008.948210 + Penalty 2952.787191 = -303056.161018 nChanged 2 SP:Iteration 34Q (6938.639479 sec): 3 clusters Score: Raw -306009.542130 + Penalty 2952.787191 = -303056.754939 nChanged 6 SP:Iteration 35Q (6938.732693 sec): 3 clusters Score: Raw -306010.976184 + Penalty 2952.787191 = -303058.188993 nChanged 9 SP:Iteration 36Q (6938.830119 sec): 3 clusters Score: Raw -306013.990315 + Penalty 2952.787191 = -303061.203123 nChanged 8 SP:Iteration 37Q (6938.944128 sec): 3 clusters Score: Raw -306016.555742 + Penalty 2952.787191 = -303063.768551 nChanged 6 SP:Iteration 38Q (6939.046792 sec): 3 clusters Score: Raw -306017.729504 + Penalty 2952.787191 = -303064.942313 nChanged 3 SP:Iteration 39Q (6939.141230 sec): 3 clusters Score: Raw -306018.152592 + Penalty 2952.787191 = -303065.365401 nChanged 2 SP:Iteration 40F (6939.229474 sec): 3 clusters Score: Raw -306018.327499 + Penalty 2952.787191 = -303065.540308 nChanged 0 Trying to split cluster 19 (1565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6939.281327 sec): 2 clusters Score: Raw -58985.592059 + Penalty 1290.915014 = -57694.677045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6939.371813 sec): 3 clusters Score: Raw -58451.137393 + Penalty 2581.830027 = -55869.307366 nChanged 533 SP:Iteration 1F (6939.464429 sec): 3 clusters Score: Raw -58943.448139 + Penalty 2581.830027 = -56361.618112 nChanged 135 SP:Iteration 2F (6939.568618 sec): 3 clusters Score: Raw -59127.534412 + Penalty 2581.830027 = -56545.704384 nChanged 95 SP:Iteration 3F (6939.644688 sec): 3 clusters Score: Raw -59251.829081 + Penalty 2581.830027 = -56669.999054 nChanged 69 SP:Iteration 4Q (6939.736729 sec): 3 clusters Score: Raw -59328.482413 + Penalty 2581.830027 = -56746.652386 nChanged 54 SP:Iteration 5Q (6939.817653 sec): 3 clusters Score: Raw -59392.903698 + Penalty 2581.830027 = -56811.073671 nChanged 50 SP:Iteration 6Q (6939.907951 sec): 3 clusters Score: Raw -59436.908446 + Penalty 2581.830027 = -56855.078419 nChanged 33 SP:Iteration 7Q (6939.992261 sec): 3 clusters Score: Raw -59465.605689 + Penalty 2581.830027 = -56883.775662 nChanged 21 SP:Iteration 8Q (6940.085427 sec): 3 clusters Score: Raw -59479.428813 + Penalty 2581.830027 = -56897.598786 nChanged 12 SP:Iteration 9Q (6940.179686 sec): 3 clusters Score: Raw -59488.226987 + Penalty 2581.830027 = -56906.396960 nChanged 9 SP:Iteration 10Q (6940.271697 sec): 3 clusters Score: Raw -59495.529674 + Penalty 2581.830027 = -56913.699647 nChanged 7 SP:Iteration 11Q (6940.363219 sec): 3 clusters Score: Raw -59499.762909 + Penalty 2581.830027 = -56917.932882 nChanged 9 SP:Iteration 12Q (6940.452214 sec): 3 clusters Score: Raw -59508.587590 + Penalty 2581.830027 = -56926.757563 nChanged 4 SP:Iteration 13Q (6940.545639 sec): 3 clusters Score: Raw -59509.825459 + Penalty 2581.830027 = -56927.995432 nChanged 2 SP:Iteration 14Q (6940.656330 sec): 3 clusters Score: Raw -59510.460941 + Penalty 2581.830027 = -56928.630914 nChanged 0 SP:Iteration 15F (6940.740652 sec): 3 clusters Score: Raw -59510.460941 + Penalty 2581.830027 = -56928.630914 nChanged 0 Trying to split cluster 20 (8490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6940.825392 sec): 2 clusters Score: Raw -551047.691069 + Penalty 1587.686071 = -549460.004998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6940.934520 sec): 3 clusters Score: Raw -546396.669403 + Penalty 3175.372142 = -543221.297261 nChanged 3592 SP:Iteration 1F (6941.049116 sec): 3 clusters Score: Raw -548349.608810 + Penalty 3175.372142 = -545174.236668 nChanged 551 SP:Iteration 2F (6941.159397 sec): 3 clusters Score: Raw -548602.180242 + Penalty 3175.372142 = -545426.808100 nChanged 449 SP:Iteration 3F (6941.254580 sec): 3 clusters Score: Raw -548822.148625 + Penalty 3175.372142 = -545646.776483 nChanged 405 SP:Iteration 4Q (6941.358627 sec): 3 clusters Score: Raw -549016.008031 + Penalty 3175.372142 = -545840.635889 nChanged 371 SP:Iteration 5Q (6941.485566 sec): 3 clusters Score: Raw -549202.599526 + Penalty 3175.372142 = -546027.227384 nChanged 380 SP:Iteration 6Q (6941.572444 sec): 3 clusters Score: Raw -549429.484611 + Penalty 3175.372142 = -546254.112469 nChanged 375 SP:Iteration 7Q (6941.691633 sec): 3 clusters Score: Raw -549642.392924 + Penalty 3175.372142 = -546467.020782 nChanged 358 SP:Iteration 8Q (6941.784816 sec): 3 clusters Score: Raw -549871.854966 + Penalty 3175.372142 = -546696.482824 nChanged 387 SP:Iteration 9Q (6941.908225 sec): 3 clusters Score: Raw -550116.411212 + Penalty 3175.372142 = -546941.039070 nChanged 346 SP:Iteration 10Q (6942.010165 sec): 3 clusters Score: Raw -550348.053853 + Penalty 3175.372142 = -547172.681711 nChanged 319 SP:Iteration 11Q (6942.100358 sec): 3 clusters Score: Raw -550568.278815 + Penalty 3175.372142 = -547392.906673 nChanged 334 SP:Iteration 12Q (6942.204024 sec): 3 clusters Score: Raw -550784.433866 + Penalty 3175.372142 = -547609.061724 nChanged 284 SP:Iteration 13Q (6942.321778 sec): 3 clusters Score: Raw -550954.117897 + Penalty 3175.372142 = -547778.745755 nChanged 243 SP:Iteration 14Q (6942.410125 sec): 3 clusters Score: Raw -551065.238000 + Penalty 3175.372142 = -547889.865858 nChanged 183 SP:Iteration 15Q (6942.508516 sec): 3 clusters Score: Raw -551133.013589 + Penalty 3175.372142 = -547957.641447 nChanged 146 SP:Iteration 16Q (6942.593053 sec): 3 clusters Score: Raw -551188.153114 + Penalty 3175.372142 = -548012.780972 nChanged 131 SP:Iteration 17Q (6942.685591 sec): 3 clusters Score: Raw -551228.995648 + Penalty 3175.372142 = -548053.623506 nChanged 93 SP:Iteration 18Q (6942.780704 sec): 3 clusters Score: Raw -551258.091128 + Penalty 3175.372142 = -548082.718986 nChanged 75 SP:Iteration 19Q (6942.854524 sec): 3 clusters Score: Raw -551281.223964 + Penalty 3175.372142 = -548105.851822 nChanged 70 SP:Iteration 20F (6942.953749 sec): 3 clusters Score: Raw -551300.774494 + Penalty 3175.372142 = -548125.402352 nChanged 55 SP:Iteration 21Q (6943.060458 sec): 3 clusters Score: Raw -551312.451466 + Penalty 3175.372142 = -548137.079324 nChanged 45 SP:Iteration 22Q (6943.161845 sec): 3 clusters Score: Raw -551320.476521 + Penalty 3175.372142 = -548145.104379 nChanged 34 SP:Iteration 23Q (6943.257007 sec): 3 clusters Score: Raw -551327.162495 + Penalty 3175.372142 = -548151.790353 nChanged 30 SP:Iteration 24Q (6943.355480 sec): 3 clusters Score: Raw -551333.322325 + Penalty 3175.372142 = -548157.950183 nChanged 31 SP:Iteration 25Q (6943.449504 sec): 3 clusters Score: Raw -551340.898111 + Penalty 3175.372142 = -548165.525969 nChanged 36 SP:Iteration 26Q (6943.544471 sec): 3 clusters Score: Raw -551347.506941 + Penalty 3175.372142 = -548172.134799 nChanged 24 SP:Iteration 27Q (6943.635898 sec): 3 clusters Score: Raw -551350.583635 + Penalty 3175.372142 = -548175.211493 nChanged 20 SP:Iteration 28Q (6943.722487 sec): 3 clusters Score: Raw -551353.279239 + Penalty 3175.372142 = -548177.907097 nChanged 14 SP:Iteration 29Q (6943.806081 sec): 3 clusters Score: Raw -551355.825012 + Penalty 3175.372142 = -548180.452870 nChanged 11 SP:Iteration 30Q (6943.901357 sec): 3 clusters Score: Raw -551357.558612 + Penalty 3175.372142 = -548182.186470 nChanged 9 SP:Iteration 31Q (6944.012697 sec): 3 clusters Score: Raw -551358.842445 + Penalty 3175.372142 = -548183.470303 nChanged 7 SP:Iteration 32Q (6944.094806 sec): 3 clusters Score: Raw -551359.854797 + Penalty 3175.372142 = -548184.482655 nChanged 7 SP:Iteration 33Q (6944.188158 sec): 3 clusters Score: Raw -551360.718738 + Penalty 3175.372142 = -548185.346596 nChanged 7 SP:Iteration 34Q (6944.290669 sec): 3 clusters Score: Raw -551361.935620 + Penalty 3175.372142 = -548186.563478 nChanged 5 SP:Iteration 35Q (6944.387941 sec): 3 clusters Score: Raw -551362.280085 + Penalty 3175.372142 = -548186.907943 nChanged 1 SP:Iteration 36Q (6944.479193 sec): 3 clusters Score: Raw -551362.398726 + Penalty 3175.372142 = -548187.026584 nChanged 3 SP:Iteration 37Q (6944.580711 sec): 3 clusters Score: Raw -551363.154861 + Penalty 3175.372142 = -548187.782719 nChanged 3 SP:Iteration 38Q (6944.673922 sec): 3 clusters Score: Raw -551363.698635 + Penalty 3175.372142 = -548188.326493 nChanged 2 SP:Iteration 39Q (6944.776427 sec): 3 clusters Score: Raw -551364.066967 + Penalty 3175.372142 = -548188.694825 nChanged 3 SP:Iteration 40F (6944.860886 sec): 3 clusters Score: Raw -551364.289616 + Penalty 3175.372142 = -548188.917474 nChanged 2 SP:Iteration 41Q (6944.964207 sec): 3 clusters Score: Raw -551364.612305 + Penalty 3175.372142 = -548189.240163 nChanged 1 SP:Iteration 42Q (6945.061224 sec): 3 clusters Score: Raw -551364.830309 + Penalty 3175.372142 = -548189.458167 nChanged 3 SP:Iteration 43Q (6945.164423 sec): 3 clusters Score: Raw -551365.264925 + Penalty 3175.372142 = -548189.892783 nChanged 4 SP:Iteration 44Q (6945.257020 sec): 3 clusters Score: Raw -551366.041166 + Penalty 3175.372142 = -548190.669024 nChanged 5 SP:Iteration 45Q (6945.341668 sec): 3 clusters Score: Raw -551367.097103 + Penalty 3175.372142 = -548191.724961 nChanged 6 SP:Iteration 46Q (6945.436664 sec): 3 clusters Score: Raw -551368.145653 + Penalty 3175.372142 = -548192.773511 nChanged 8 SP:Iteration 47Q (6945.534073 sec): 3 clusters Score: Raw -551369.300914 + Penalty 3175.372142 = -548193.928772 nChanged 4 SP:Iteration 48Q (6945.643511 sec): 3 clusters Score: Raw -551369.633802 + Penalty 3175.372142 = -548194.261660 nChanged 3 SP:Iteration 49Q (6945.744472 sec): 3 clusters Score: Raw -551370.410622 + Penalty 3175.372142 = -548195.038480 nChanged 4 SP:Iteration 50Q (6945.837320 sec): 3 clusters Score: Raw -551370.983214 + Penalty 3175.372142 = -548195.611072 nChanged 2 SP:Iteration 51Q (6945.922040 sec): 3 clusters Score: Raw -551371.312174 + Penalty 3175.372142 = -548195.940032 nChanged 2 SP:Iteration 52Q (6946.021097 sec): 3 clusters Score: Raw -551371.548213 + Penalty 3175.372142 = -548196.176071 nChanged 3 SP:Iteration 53Q (6946.106601 sec): 3 clusters Score: Raw -551372.109217 + Penalty 3175.372142 = -548196.737075 nChanged 3 SP:Iteration 54Q (6946.214096 sec): 3 clusters Score: Raw -551372.533139 + Penalty 3175.372142 = -548197.160997 nChanged 6 SP:Iteration 55Q (6946.298397 sec): 3 clusters Score: Raw -551373.852983 + Penalty 3175.372142 = -548198.480841 nChanged 8 SP:Iteration 56Q (6946.363386 sec): 3 clusters Score: Raw -551375.785046 + Penalty 3175.372142 = -548200.412904 nChanged 5 SP:Iteration 57Q (6946.464705 sec): 3 clusters Score: Raw -551376.685681 + Penalty 3175.372142 = -548201.313539 nChanged 9 SP:Iteration 58Q (6946.567021 sec): 3 clusters Score: Raw -551377.599069 + Penalty 3175.372142 = -548202.226927 nChanged 3 SP:Iteration 59Q (6946.647948 sec): 3 clusters Score: Raw -551377.988842 + Penalty 3175.372142 = -548202.616700 nChanged 5 SP:Iteration 60F (6946.764720 sec): 3 clusters Score: Raw -551379.172193 + Penalty 3175.372142 = -548203.800051 nChanged 9 SP:Iteration 61Q (6946.855402 sec): 3 clusters Score: Raw -551381.083089 + Penalty 3175.372142 = -548205.710947 nChanged 15 SP:Iteration 62Q (6946.964435 sec): 3 clusters Score: Raw -551383.685761 + Penalty 3175.372142 = -548208.313619 nChanged 12 SP:Iteration 63Q (6947.045644 sec): 3 clusters Score: Raw -551385.505502 + Penalty 3175.372142 = -548210.133360 nChanged 15 SP:Iteration 64Q (6947.144745 sec): 3 clusters Score: Raw -551388.306468 + Penalty 3175.372142 = -548212.934326 nChanged 17 SP:Iteration 65Q (6947.258337 sec): 3 clusters Score: Raw -551391.721457 + Penalty 3175.372142 = -548216.349315 nChanged 18 SP:Iteration 66Q (6947.340507 sec): 3 clusters Score: Raw -551395.711006 + Penalty 3175.372142 = -548220.338864 nChanged 12 SP:Iteration 67Q (6947.436701 sec): 3 clusters Score: Raw -551397.965046 + Penalty 3175.372142 = -548222.592904 nChanged 13 SP:Iteration 68Q (6947.543544 sec): 3 clusters Score: Raw -551400.462066 + Penalty 3175.372142 = -548225.089924 nChanged 16 SP:Iteration 69Q (6947.638972 sec): 3 clusters Score: Raw -551403.375938 + Penalty 3175.372142 = -548228.003796 nChanged 14 SP:Iteration 70Q (6947.734002 sec): 3 clusters Score: Raw -551406.776381 + Penalty 3175.372142 = -548231.404238 nChanged 21 SP:Iteration 71Q (6947.811743 sec): 3 clusters Score: Raw -551411.384519 + Penalty 3175.372142 = -548236.012377 nChanged 24 SP:Iteration 72Q (6947.921885 sec): 3 clusters Score: Raw -551416.335273 + Penalty 3175.372142 = -548240.963131 nChanged 27 SP:Iteration 73Q (6947.999738 sec): 3 clusters Score: Raw -551421.937498 + Penalty 3175.372142 = -548246.565356 nChanged 27 SP:Iteration 74Q (6948.093707 sec): 3 clusters Score: Raw -551428.895256 + Penalty 3175.372142 = -548253.523114 nChanged 30 SP:Iteration 75Q (6948.182107 sec): 3 clusters Score: Raw -551436.460987 + Penalty 3175.372142 = -548261.088845 nChanged 31 SP:Iteration 76Q (6948.294475 sec): 3 clusters Score: Raw -551443.788528 + Penalty 3175.372142 = -548268.416386 nChanged 30 SP:Iteration 77Q (6948.385110 sec): 3 clusters Score: Raw -551449.887667 + Penalty 3175.372142 = -548274.515524 nChanged 31 SP:Iteration 78Q (6948.470242 sec): 3 clusters Score: Raw -551457.479306 + Penalty 3175.372142 = -548282.107164 nChanged 25 SP:Iteration 79Q (6948.560346 sec): 3 clusters Score: Raw -551465.847731 + Penalty 3175.372142 = -548290.475589 nChanged 40 SP:Iteration 80F (6948.644065 sec): 3 clusters Score: Raw -551477.918958 + Penalty 3175.372142 = -548302.546816 nChanged 37 SP:Iteration 81Q (6948.753717 sec): 3 clusters Score: Raw -551487.897776 + Penalty 3175.372142 = -548312.525634 nChanged 41 SP:Iteration 82Q (6948.858121 sec): 3 clusters Score: Raw -551497.940097 + Penalty 3175.372142 = -548322.567955 nChanged 32 SP:Iteration 83Q (6948.942147 sec): 3 clusters Score: Raw -551507.458017 + Penalty 3175.372142 = -548332.085875 nChanged 33 SP:Iteration 84Q (6949.043461 sec): 3 clusters Score: Raw -551516.341805 + Penalty 3175.372142 = -548340.969663 nChanged 40 SP:Iteration 85Q (6949.147057 sec): 3 clusters Score: Raw -551525.503279 + Penalty 3175.372142 = -548350.131137 nChanged 22 SP:Iteration 86Q (6949.252429 sec): 3 clusters Score: Raw -551530.398859 + Penalty 3175.372142 = -548355.026717 nChanged 21 SP:Iteration 87Q (6949.356985 sec): 3 clusters Score: Raw -551534.651394 + Penalty 3175.372142 = -548359.279252 nChanged 18 SP:Iteration 88Q (6949.461750 sec): 3 clusters Score: Raw -551538.110948 + Penalty 3175.372142 = -548362.738806 nChanged 17 SP:Iteration 89Q (6949.545542 sec): 3 clusters Score: Raw -551541.645416 + Penalty 3175.372142 = -548366.273274 nChanged 22 SP:Iteration 90Q (6949.649337 sec): 3 clusters Score: Raw -551545.806242 + Penalty 3175.372142 = -548370.434100 nChanged 11 SP:Iteration 91Q (6949.772032 sec): 3 clusters Score: Raw -551547.915293 + Penalty 3175.372142 = -548372.543151 nChanged 13 SP:Iteration 92Q (6949.855490 sec): 3 clusters Score: Raw -551550.814022 + Penalty 3175.372142 = -548375.441880 nChanged 17 SP:Iteration 93Q (6949.977792 sec): 3 clusters Score: Raw -551554.743379 + Penalty 3175.372142 = -548379.371237 nChanged 24 SP:Iteration 94Q (6950.082694 sec): 3 clusters Score: Raw -551560.170903 + Penalty 3175.372142 = -548384.798761 nChanged 32 SP:Iteration 95Q (6950.166214 sec): 3 clusters Score: Raw -551570.637280 + Penalty 3175.372142 = -548395.265138 nChanged 48 SP:Iteration 96Q (6950.281746 sec): 3 clusters Score: Raw -551588.798784 + Penalty 3175.372142 = -548413.426642 nChanged 51 SP:Iteration 97Q (6950.402224 sec): 3 clusters Score: Raw -551602.538795 + Penalty 3175.372142 = -548427.166653 nChanged 43 SP:Iteration 98Q (6950.518763 sec): 3 clusters Score: Raw -551614.802334 + Penalty 3175.372142 = -548439.430192 nChanged 40 SP:Iteration 99Q (6950.630456 sec): 3 clusters Score: Raw -551624.875934 + Penalty 3175.372142 = -548449.503792 nChanged 32 SP:Iteration 100F (6950.743387 sec): 3 clusters Score: Raw -551632.055379 + Penalty 3175.372142 = -548456.683237 nChanged 30 SP:Iteration 101Q (6950.858673 sec): 3 clusters Score: Raw -551639.078279 + Penalty 3175.372142 = -548463.706137 nChanged 30 SP:Iteration 102Q (6950.990941 sec): 3 clusters Score: Raw -551647.060518 + Penalty 3175.372142 = -548471.688376 nChanged 24 SP:Iteration 103Q (6951.145334 sec): 3 clusters Score: Raw -551652.662551 + Penalty 3175.372142 = -548477.290409 nChanged 21 SP:Iteration 104Q (6951.239275 sec): 3 clusters Score: Raw -551658.805830 + Penalty 3175.372142 = -548483.433688 nChanged 24 SP:Iteration 105Q (6951.356354 sec): 3 clusters Score: Raw -551665.393196 + Penalty 3175.372142 = -548490.021054 nChanged 28 SP:Iteration 106Q (6951.472571 sec): 3 clusters Score: Raw -551672.404901 + Penalty 3175.372142 = -548497.032759 nChanged 32 SP:Iteration 107Q (6951.585799 sec): 3 clusters Score: Raw -551682.484839 + Penalty 3175.372142 = -548507.112697 nChanged 30 SP:Iteration 108Q (6951.704133 sec): 3 clusters Score: Raw -551692.816084 + Penalty 3175.372142 = -548517.443942 nChanged 36 SP:Iteration 109Q (6951.817708 sec): 3 clusters Score: Raw -551703.378228 + Penalty 3175.372142 = -548528.006086 nChanged 35 SP:Iteration 110Q (6951.943350 sec): 3 clusters Score: Raw -551712.559966 + Penalty 3175.372142 = -548537.187824 nChanged 32 SP:Iteration 111Q (6952.071533 sec): 3 clusters Score: Raw -551720.338397 + Penalty 3175.372142 = -548544.966255 nChanged 26 SP:Iteration 112Q (6952.188164 sec): 3 clusters Score: Raw -551728.188029 + Penalty 3175.372142 = -548552.815887 nChanged 35 SP:Iteration 113Q (6952.321867 sec): 3 clusters Score: Raw -551738.801793 + Penalty 3175.372142 = -548563.429651 nChanged 39 SP:Iteration 114Q (6952.435192 sec): 3 clusters Score: Raw -551748.483345 + Penalty 3175.372142 = -548573.111203 nChanged 40 SP:Iteration 115Q (6952.542836 sec): 3 clusters Score: Raw -551759.766350 + Penalty 3175.372142 = -548584.394208 nChanged 29 SP:Iteration 116Q (6952.635602 sec): 3 clusters Score: Raw -551769.474932 + Penalty 3175.372142 = -548594.102790 nChanged 34 SP:Iteration 117Q (6952.741985 sec): 3 clusters Score: Raw -551781.263083 + Penalty 3175.372142 = -548605.890941 nChanged 30 SP:Iteration 118Q (6952.853682 sec): 3 clusters Score: Raw -551789.922289 + Penalty 3175.372142 = -548614.550147 nChanged 31 SP:Iteration 119Q (6952.952381 sec): 3 clusters Score: Raw -551798.386686 + Penalty 3175.372142 = -548623.014544 nChanged 26 SP:Iteration 120F (6953.076537 sec): 3 clusters Score: Raw -551804.246208 + Penalty 3175.372142 = -548628.874066 nChanged 17 SP:Iteration 121Q (6953.190215 sec): 3 clusters Score: Raw -551807.383243 + Penalty 3175.372142 = -548632.011101 nChanged 10 SP:Iteration 122Q (6953.360478 sec): 3 clusters Score: Raw -551809.147791 + Penalty 3175.372142 = -548633.775649 nChanged 12 SP:Iteration 123Q (6953.479280 sec): 3 clusters Score: Raw -551811.265461 + Penalty 3175.372142 = -548635.893319 nChanged 6 SP:Iteration 124Q (6953.570636 sec): 3 clusters Score: Raw -551812.012672 + Penalty 3175.372142 = -548636.640530 nChanged 4 SP:Iteration 125Q (6953.684496 sec): 3 clusters Score: Raw -551812.865230 + Penalty 3175.372142 = -548637.493088 nChanged 7 SP:Iteration 126Q (6953.801990 sec): 3 clusters Score: Raw -551813.955710 + Penalty 3175.372142 = -548638.583568 nChanged 7 SP:Iteration 127Q (6953.916300 sec): 3 clusters Score: Raw -551815.820855 + Penalty 3175.372142 = -548640.448713 nChanged 9 SP:Iteration 128Q (6954.029820 sec): 3 clusters Score: Raw -551817.032554 + Penalty 3175.372142 = -548641.660411 nChanged 3 SP:Iteration 129Q (6954.167410 sec): 3 clusters Score: Raw -551817.301389 + Penalty 3175.372142 = -548641.929247 nChanged 2 SP:Iteration 130Q (6954.263737 sec): 3 clusters Score: Raw -551817.546943 + Penalty 3175.372142 = -548642.174801 nChanged 2 SP:Iteration 131Q (6954.368334 sec): 3 clusters Score: Raw -551817.841890 + Penalty 3175.372142 = -548642.469748 nChanged 2 SP:Iteration 132Q (6954.466222 sec): 3 clusters Score: Raw -551817.989842 + Penalty 3175.372142 = -548642.617700 nChanged 1 SP:Iteration 133Q (6954.574768 sec): 3 clusters Score: Raw -551818.074171 + Penalty 3175.372142 = -548642.702029 nChanged 0 SP:Iteration 134F (6954.673908 sec): 3 clusters Score: Raw -551818.074171 + Penalty 3175.372142 = -548642.702029 nChanged 0 Trying to split cluster 21 (3471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6954.725330 sec): 2 clusters Score: Raw -179316.248026 + Penalty 1430.710752 = -177885.537275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6954.817031 sec): 3 clusters Score: Raw -177671.006267 + Penalty 2861.421504 = -174809.584763 nChanged 1326 SP:Iteration 1F (6954.897566 sec): 3 clusters Score: Raw -178571.137591 + Penalty 2861.421504 = -175709.716087 nChanged 289 SP:Iteration 2F (6954.990200 sec): 3 clusters Score: Raw -178776.226854 + Penalty 2861.421504 = -175914.805350 nChanged 196 SP:Iteration 3F (6955.085987 sec): 3 clusters Score: Raw -178898.116258 + Penalty 2861.421504 = -176036.694754 nChanged 132 SP:Iteration 4Q (6955.178261 sec): 3 clusters Score: Raw -178977.764399 + Penalty 2861.421504 = -176116.342896 nChanged 124 SP:Iteration 5Q (6955.275802 sec): 3 clusters Score: Raw -179063.050711 + Penalty 2861.421504 = -176201.629208 nChanged 102 SP:Iteration 6Q (6955.362493 sec): 3 clusters Score: Raw -179125.838817 + Penalty 2861.421504 = -176264.417314 nChanged 75 SP:Iteration 7Q (6955.457858 sec): 3 clusters Score: Raw -179172.647838 + Penalty 2861.421504 = -176311.226335 nChanged 77 SP:Iteration 8Q (6955.546603 sec): 3 clusters Score: Raw -179214.059985 + Penalty 2861.421504 = -176352.638482 nChanged 59 SP:Iteration 9Q (6955.641720 sec): 3 clusters Score: Raw -179241.764529 + Penalty 2861.421504 = -176380.343026 nChanged 57 SP:Iteration 10Q (6955.731890 sec): 3 clusters Score: Raw -179275.227823 + Penalty 2861.421504 = -176413.806320 nChanged 62 SP:Iteration 11Q (6955.831503 sec): 3 clusters Score: Raw -179309.107401 + Penalty 2861.421504 = -176447.685898 nChanged 60 SP:Iteration 12Q (6955.934138 sec): 3 clusters Score: Raw -179339.400871 + Penalty 2861.421504 = -176477.979367 nChanged 57 SP:Iteration 13Q (6956.005623 sec): 3 clusters Score: Raw -179371.735154 + Penalty 2861.421504 = -176510.313650 nChanged 62 SP:Iteration 14Q (6956.120707 sec): 3 clusters Score: Raw -179404.071922 + Penalty 2861.421504 = -176542.650419 nChanged 49 SP:Iteration 15Q (6956.215777 sec): 3 clusters Score: Raw -179431.261771 + Penalty 2861.421504 = -176569.840268 nChanged 54 SP:Iteration 16Q (6956.305699 sec): 3 clusters Score: Raw -179467.961336 + Penalty 2861.421504 = -176606.539832 nChanged 64 SP:Iteration 17Q (6956.404873 sec): 3 clusters Score: Raw -179511.670356 + Penalty 2861.421504 = -176650.248852 nChanged 63 SP:Iteration 18Q (6956.492915 sec): 3 clusters Score: Raw -179548.225004 + Penalty 2861.421504 = -176686.803500 nChanged 65 SP:Iteration 19Q (6956.583810 sec): 3 clusters Score: Raw -179580.370380 + Penalty 2861.421504 = -176718.948877 nChanged 47 SP:Iteration 20F (6956.683420 sec): 3 clusters Score: Raw -179601.626328 + Penalty 2861.421504 = -176740.204824 nChanged 42 SP:Iteration 21Q (6956.763814 sec): 3 clusters Score: Raw -179625.079962 + Penalty 2861.421504 = -176763.658458 nChanged 42 SP:Iteration 22Q (6956.853248 sec): 3 clusters Score: Raw -179645.542281 + Penalty 2861.421504 = -176784.120778 nChanged 45 SP:Iteration 23Q (6956.928472 sec): 3 clusters Score: Raw -179665.954482 + Penalty 2861.421504 = -176804.532979 nChanged 39 SP:Iteration 24Q (6957.015554 sec): 3 clusters Score: Raw -179689.561766 + Penalty 2861.421504 = -176828.140263 nChanged 29 SP:Iteration 25Q (6957.129234 sec): 3 clusters Score: Raw -179706.525772 + Penalty 2861.421504 = -176845.104268 nChanged 30 SP:Iteration 26Q (6957.199569 sec): 3 clusters Score: Raw -179720.793888 + Penalty 2861.421504 = -176859.372384 nChanged 26 SP:Iteration 27Q (6957.294875 sec): 3 clusters Score: Raw -179733.020214 + Penalty 2861.421504 = -176871.598710 nChanged 24 SP:Iteration 28Q (6957.383654 sec): 3 clusters Score: Raw -179743.947117 + Penalty 2861.421504 = -176882.525613 nChanged 20 SP:Iteration 29Q (6957.484522 sec): 3 clusters Score: Raw -179749.575089 + Penalty 2861.421504 = -176888.153585 nChanged 20 SP:Iteration 30Q (6957.562679 sec): 3 clusters Score: Raw -179756.458192 + Penalty 2861.421504 = -176895.036689 nChanged 12 SP:Iteration 31Q (6957.659268 sec): 3 clusters Score: Raw -179760.977818 + Penalty 2861.421504 = -176899.556315 nChanged 14 SP:Iteration 32Q (6957.749887 sec): 3 clusters Score: Raw -179766.782346 + Penalty 2861.421504 = -176905.360843 nChanged 14 SP:Iteration 33Q (6957.847472 sec): 3 clusters Score: Raw -179771.112780 + Penalty 2861.421504 = -176909.691276 nChanged 13 SP:Iteration 34Q (6957.945834 sec): 3 clusters Score: Raw -179775.385809 + Penalty 2861.421504 = -176913.964305 nChanged 11 SP:Iteration 35Q (6958.034907 sec): 3 clusters Score: Raw -179780.133094 + Penalty 2861.421504 = -176918.711590 nChanged 19 SP:Iteration 36Q (6958.127937 sec): 3 clusters Score: Raw -179785.530440 + Penalty 2861.421504 = -176924.108936 nChanged 12 SP:Iteration 37Q (6958.222201 sec): 3 clusters Score: Raw -179791.635465 + Penalty 2861.421504 = -176930.213962 nChanged 19 SP:Iteration 38Q (6958.319708 sec): 3 clusters Score: Raw -179799.602389 + Penalty 2861.421504 = -176938.180885 nChanged 15 SP:Iteration 39Q (6958.412510 sec): 3 clusters Score: Raw -179806.125610 + Penalty 2861.421504 = -176944.704107 nChanged 14 SP:Iteration 40F (6958.505403 sec): 3 clusters Score: Raw -179812.347401 + Penalty 2861.421504 = -176950.925898 nChanged 14 SP:Iteration 41Q (6958.597353 sec): 3 clusters Score: Raw -179818.011741 + Penalty 2861.421504 = -176956.590237 nChanged 20 SP:Iteration 42Q (6958.696612 sec): 3 clusters Score: Raw -179828.453594 + Penalty 2861.421504 = -176967.032091 nChanged 19 SP:Iteration 43Q (6958.779758 sec): 3 clusters Score: Raw -179837.901268 + Penalty 2861.421504 = -176976.479764 nChanged 19 SP:Iteration 44Q (6958.885575 sec): 3 clusters Score: Raw -179845.771359 + Penalty 2861.421504 = -176984.349855 nChanged 14 SP:Iteration 45Q (6958.962320 sec): 3 clusters Score: Raw -179850.744033 + Penalty 2861.421504 = -176989.322530 nChanged 12 SP:Iteration 46Q (6959.066491 sec): 3 clusters Score: Raw -179854.901339 + Penalty 2861.421504 = -176993.479835 nChanged 10 SP:Iteration 47Q (6959.145884 sec): 3 clusters Score: Raw -179859.133671 + Penalty 2861.421504 = -176997.712168 nChanged 8 SP:Iteration 48Q (6959.229634 sec): 3 clusters Score: Raw -179862.087928 + Penalty 2861.421504 = -177000.666424 nChanged 13 SP:Iteration 49Q (6959.315475 sec): 3 clusters Score: Raw -179865.057034 + Penalty 2861.421504 = -177003.635530 nChanged 11 SP:Iteration 50Q (6959.396695 sec): 3 clusters Score: Raw -179868.302808 + Penalty 2861.421504 = -177006.881304 nChanged 9 SP:Iteration 51Q (6959.481689 sec): 3 clusters Score: Raw -179871.448107 + Penalty 2861.421504 = -177010.026603 nChanged 6 SP:Iteration 52Q (6959.574211 sec): 3 clusters Score: Raw -179873.670528 + Penalty 2861.421504 = -177012.249024 nChanged 10 SP:Iteration 53Q (6959.665953 sec): 3 clusters Score: Raw -179877.652729 + Penalty 2861.421504 = -177016.231225 nChanged 8 SP:Iteration 54Q (6959.769284 sec): 3 clusters Score: Raw -179880.111945 + Penalty 2861.421504 = -177018.690442 nChanged 5 SP:Iteration 55Q (6959.846044 sec): 3 clusters Score: Raw -179881.834129 + Penalty 2861.421504 = -177020.412626 nChanged 4 SP:Iteration 56Q (6959.950977 sec): 3 clusters Score: Raw -179883.218072 + Penalty 2861.421504 = -177021.796568 nChanged 4 SP:Iteration 57Q (6960.044475 sec): 3 clusters Score: Raw -179884.255313 + Penalty 2861.421504 = -177022.833810 nChanged 0 SP:Iteration 58F (6960.139377 sec): 3 clusters Score: Raw -179884.255313 + Penalty 2861.421504 = -177022.833810 nChanged 0 Trying to split cluster 22 (2530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6960.178231 sec): 2 clusters Score: Raw -160824.272678 + Penalty 1375.213539 = -159449.059138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6960.282412 sec): 3 clusters Score: Raw -159726.409164 + Penalty 2750.427078 = -156975.982085 nChanged 914 SP:Iteration 1F (6960.376122 sec): 3 clusters Score: Raw -160382.217397 + Penalty 2750.427078 = -157631.790318 nChanged 247 SP:Iteration 2F (6960.446147 sec): 3 clusters Score: Raw -160618.816097 + Penalty 2750.427078 = -157868.389018 nChanged 153 SP:Iteration 3F (6960.540998 sec): 3 clusters Score: Raw -160762.337603 + Penalty 2750.427078 = -158011.910525 nChanged 116 SP:Iteration 4Q (6960.635859 sec): 3 clusters Score: Raw -160873.104623 + Penalty 2750.427078 = -158122.677545 nChanged 107 SP:Iteration 5Q (6960.719057 sec): 3 clusters Score: Raw -160986.628322 + Penalty 2750.427078 = -158236.201244 nChanged 122 SP:Iteration 6Q (6960.807972 sec): 3 clusters Score: Raw -161100.894092 + Penalty 2750.427078 = -158350.467014 nChanged 122 SP:Iteration 7Q (6960.891102 sec): 3 clusters Score: Raw -161203.644994 + Penalty 2750.427078 = -158453.217916 nChanged 93 SP:Iteration 8Q (6960.969382 sec): 3 clusters Score: Raw -161285.696760 + Penalty 2750.427078 = -158535.269682 nChanged 93 SP:Iteration 9Q (6961.054341 sec): 3 clusters Score: Raw -161367.465235 + Penalty 2750.427078 = -158617.038157 nChanged 71 SP:Iteration 10Q (6961.139533 sec): 3 clusters Score: Raw -161416.061602 + Penalty 2750.427078 = -158665.634524 nChanged 44 SP:Iteration 11Q (6961.224820 sec): 3 clusters Score: Raw -161445.177798 + Penalty 2750.427078 = -158694.750720 nChanged 30 SP:Iteration 12Q (6961.304321 sec): 3 clusters Score: Raw -161466.606673 + Penalty 2750.427078 = -158716.179594 nChanged 22 SP:Iteration 13Q (6961.393107 sec): 3 clusters Score: Raw -161480.896379 + Penalty 2750.427078 = -158730.469301 nChanged 19 SP:Iteration 14Q (6961.492892 sec): 3 clusters Score: Raw -161491.361137 + Penalty 2750.427078 = -158740.934059 nChanged 14 SP:Iteration 15Q (6961.579891 sec): 3 clusters Score: Raw -161500.709475 + Penalty 2750.427078 = -158750.282397 nChanged 14 SP:Iteration 16Q (6961.668567 sec): 3 clusters Score: Raw -161512.752596 + Penalty 2750.427078 = -158762.325518 nChanged 16 SP:Iteration 17Q (6961.736049 sec): 3 clusters Score: Raw -161521.635757 + Penalty 2750.427078 = -158771.208679 nChanged 13 SP:Iteration 18Q (6961.822659 sec): 3 clusters Score: Raw -161528.656718 + Penalty 2750.427078 = -158778.229640 nChanged 8 SP:Iteration 19Q (6961.900548 sec): 3 clusters Score: Raw -161531.872061 + Penalty 2750.427078 = -158781.444983 nChanged 4 SP:Iteration 20F (6961.994901 sec): 3 clusters Score: Raw -161539.926489 + Penalty 2750.427078 = -158789.499411 nChanged 6 SP:Iteration 21Q (6962.068103 sec): 3 clusters Score: Raw -161543.820470 + Penalty 2750.427078 = -158793.393392 nChanged 6 SP:Iteration 22Q (6962.152892 sec): 3 clusters Score: Raw -161546.413951 + Penalty 2750.427078 = -158795.986873 nChanged 4 SP:Iteration 23Q (6962.239336 sec): 3 clusters Score: Raw -161547.572639 + Penalty 2750.427078 = -158797.145561 nChanged 1 SP:Iteration 24Q (6962.323348 sec): 3 clusters Score: Raw -161547.909470 + Penalty 2750.427078 = -158797.482392 nChanged 0 SP:Iteration 25F (6962.398480 sec): 3 clusters Score: Raw -161547.909470 + Penalty 2750.427078 = -158797.482392 nChanged 0 Trying to split cluster 23 (18901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6962.495430 sec): 2 clusters Score: Raw -1289972.314725 + Penalty 1728.143254 = -1288244.171471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6962.621121 sec): 3 clusters Score: Raw -1278801.936285 + Penalty 3456.286509 = -1275345.649776 nChanged 8501 SP:Iteration 1F (6962.708778 sec): 3 clusters Score: Raw -1283413.318162 + Penalty 3456.286509 = -1279957.031654 nChanged 1081 SP:Iteration 2F (6962.832081 sec): 3 clusters Score: Raw -1283873.319874 + Penalty 3456.286509 = -1280417.033366 nChanged 1000 SP:Iteration 3F (6962.941342 sec): 3 clusters Score: Raw -1284353.579821 + Penalty 3456.286509 = -1280897.293313 nChanged 988 SP:Iteration 4F (6963.060890 sec): 3 clusters Score: Raw -1284831.183527 + Penalty 3456.286509 = -1281374.897018 nChanged 904 SP:Iteration 5Q (6963.188403 sec): 3 clusters Score: Raw -1285293.912177 + Penalty 3456.286509 = -1281837.625669 nChanged 864 SP:Iteration 6Q (6963.312937 sec): 3 clusters Score: Raw -1285717.307156 + Penalty 3456.286509 = -1282261.020647 nChanged 870 SP:Iteration 7Q (6963.432152 sec): 3 clusters Score: Raw -1286180.043252 + Penalty 3456.286509 = -1282723.756743 nChanged 854 SP:Iteration 8Q (6963.552417 sec): 3 clusters Score: Raw -1286725.492935 + Penalty 3456.286509 = -1283269.206426 nChanged 906 SP:Iteration 9Q (6963.672295 sec): 3 clusters Score: Raw -1287320.865976 + Penalty 3456.286509 = -1283864.579467 nChanged 891 SP:Iteration 10Q (6963.791285 sec): 3 clusters Score: Raw -1287912.084394 + Penalty 3456.286509 = -1284455.797886 nChanged 781 SP:Iteration 11Q (6963.916603 sec): 3 clusters Score: Raw -1288337.902702 + Penalty 3456.286509 = -1284881.616194 nChanged 663 SP:Iteration 12Q (6964.039757 sec): 3 clusters Score: Raw -1288642.746548 + Penalty 3456.286509 = -1285186.460040 nChanged 535 SP:Iteration 13Q (6964.156798 sec): 3 clusters Score: Raw -1288847.024431 + Penalty 3456.286509 = -1285390.737923 nChanged 401 SP:Iteration 14Q (6964.268288 sec): 3 clusters Score: Raw -1288979.436786 + Penalty 3456.286509 = -1285523.150278 nChanged 313 SP:Iteration 15Q (6964.366262 sec): 3 clusters Score: Raw -1289093.834914 + Penalty 3456.286509 = -1285637.548406 nChanged 287 SP:Iteration 16Q (6964.512377 sec): 3 clusters Score: Raw -1289201.347273 + Penalty 3456.286509 = -1285745.060764 nChanged 282 SP:Iteration 17Q (6964.634921 sec): 3 clusters Score: Raw -1289311.223959 + Penalty 3456.286509 = -1285854.937450 nChanged 284 SP:Iteration 18Q (6964.742902 sec): 3 clusters Score: Raw -1289447.776311 + Penalty 3456.286509 = -1285991.489802 nChanged 312 SP:Iteration 19Q (6964.888344 sec): 3 clusters Score: Raw -1289605.723820 + Penalty 3456.286509 = -1286149.437312 nChanged 306 SP:Iteration 20F (6965.007529 sec): 3 clusters Score: Raw -1289764.602406 + Penalty 3456.286509 = -1286308.315898 nChanged 332 SP:Iteration 21Q (6965.118526 sec): 3 clusters Score: Raw -1289948.845861 + Penalty 3456.286509 = -1286492.559352 nChanged 352 SP:Iteration 22Q (6965.234034 sec): 3 clusters Score: Raw -1290125.640940 + Penalty 3456.286509 = -1286669.354431 nChanged 294 SP:Iteration 23Q (6965.352921 sec): 3 clusters Score: Raw -1290257.358811 + Penalty 3456.286509 = -1286801.072303 nChanged 277 SP:Iteration 24Q (6965.466021 sec): 3 clusters Score: Raw -1290390.869461 + Penalty 3456.286509 = -1286934.582953 nChanged 266 SP:Iteration 25Q (6965.582147 sec): 3 clusters Score: Raw -1290550.067117 + Penalty 3456.286509 = -1287093.780609 nChanged 270 SP:Iteration 26Q (6965.698479 sec): 3 clusters Score: Raw -1290722.433781 + Penalty 3456.286509 = -1287266.147272 nChanged 245 SP:Iteration 27Q (6965.809156 sec): 3 clusters Score: Raw -1290898.780870 + Penalty 3456.286509 = -1287442.494361 nChanged 260 SP:Iteration 28Q (6965.910941 sec): 3 clusters Score: Raw -1291092.554825 + Penalty 3456.286509 = -1287636.268316 nChanged 228 SP:Iteration 29Q (6966.001072 sec): 3 clusters Score: Raw -1291262.173844 + Penalty 3456.286509 = -1287805.887335 nChanged 189 SP:Iteration 30Q (6966.099682 sec): 3 clusters Score: Raw -1291367.005163 + Penalty 3456.286509 = -1287910.718654 nChanged 155 SP:Iteration 31Q (6966.226832 sec): 3 clusters Score: Raw -1291423.639575 + Penalty 3456.286509 = -1287967.353066 nChanged 90 SP:Iteration 32Q (6966.368862 sec): 3 clusters Score: Raw -1291448.986834 + Penalty 3456.286509 = -1287992.700325 nChanged 79 SP:Iteration 33Q (6966.548022 sec): 3 clusters Score: Raw -1291466.736127 + Penalty 3456.286509 = -1288010.449619 nChanged 54 SP:Iteration 34Q (6966.697184 sec): 3 clusters Score: Raw -1291476.719002 + Penalty 3456.286509 = -1288020.432493 nChanged 44 SP:Iteration 35Q (6966.862871 sec): 3 clusters Score: Raw -1291483.211044 + Penalty 3456.286509 = -1288026.924536 nChanged 20 SP:Iteration 36Q (6966.982921 sec): 3 clusters Score: Raw -1291485.434201 + Penalty 3456.286509 = -1288029.147693 nChanged 19 SP:Iteration 37Q (6967.151801 sec): 3 clusters Score: Raw -1291487.346171 + Penalty 3456.286509 = -1288031.059663 nChanged 18 SP:Iteration 38Q (6967.307354 sec): 3 clusters Score: Raw -1291489.132298 + Penalty 3456.286509 = -1288032.845790 nChanged 13 SP:Iteration 39Q (6967.453789 sec): 3 clusters Score: Raw -1291490.399268 + Penalty 3456.286509 = -1288034.112759 nChanged 11 SP:Iteration 40F (6967.614919 sec): 3 clusters Score: Raw -1291491.246555 + Penalty 3456.286509 = -1288034.960046 nChanged 7 SP:Iteration 41Q (6967.780954 sec): 3 clusters Score: Raw -1291491.812046 + Penalty 3456.286509 = -1288035.525537 nChanged 3 SP:Iteration 42Q (6967.946199 sec): 3 clusters Score: Raw -1291491.956500 + Penalty 3456.286509 = -1288035.669992 nChanged 2 SP:Iteration 43Q (6968.103888 sec): 3 clusters Score: Raw -1291492.039352 + Penalty 3456.286509 = -1288035.752843 nChanged 2 SP:Iteration 44Q (6968.243717 sec): 3 clusters Score: Raw -1291492.158174 + Penalty 3456.286509 = -1288035.871665 nChanged 2 SP:Iteration 45Q (6968.376345 sec): 3 clusters Score: Raw -1291492.240655 + Penalty 3456.286509 = -1288035.954146 nChanged 1 SP:Iteration 46Q (6968.532198 sec): 3 clusters Score: Raw -1291492.286612 + Penalty 3456.286509 = -1288036.000104 nChanged 0 SP:Iteration 47F (6968.669014 sec): 3 clusters Score: Raw -1291492.286612 + Penalty 3456.286509 = -1288036.000104 nChanged 0 Trying to split cluster 24 (7551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6968.785918 sec): 2 clusters Score: Raw -395075.941223 + Penalty 1567.115892 = -393508.825331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6968.951691 sec): 3 clusters Score: Raw -390966.466447 + Penalty 3134.231785 = -387832.234662 nChanged 3173 SP:Iteration 1F (6969.054107 sec): 3 clusters Score: Raw -392734.940864 + Penalty 3134.231785 = -389600.709080 nChanged 555 SP:Iteration 2F (6969.162150 sec): 3 clusters Score: Raw -393037.259563 + Penalty 3134.231785 = -389903.027778 nChanged 445 SP:Iteration 3F (6969.295185 sec): 3 clusters Score: Raw -393272.861449 + Penalty 3134.231785 = -390138.629664 nChanged 383 SP:Iteration 4F (6969.403516 sec): 3 clusters Score: Raw -393490.465307 + Penalty 3134.231785 = -390356.233523 nChanged 379 SP:Iteration 5F (6969.486477 sec): 3 clusters Score: Raw -393722.606088 + Penalty 3134.231785 = -390588.374303 nChanged 386 SP:Iteration 6F (6969.601770 sec): 3 clusters Score: Raw -393944.726428 + Penalty 3134.231785 = -390810.494643 nChanged 319 SP:Iteration 7Q (6969.704826 sec): 3 clusters Score: Raw -394112.925364 + Penalty 3134.231785 = -390978.693580 nChanged 284 SP:Iteration 8Q (6969.780117 sec): 3 clusters Score: Raw -394256.783673 + Penalty 3134.231785 = -391122.551889 nChanged 268 SP:Iteration 9Q (6969.888421 sec): 3 clusters Score: Raw -394377.830550 + Penalty 3134.231785 = -391243.598766 nChanged 225 SP:Iteration 10Q (6969.978324 sec): 3 clusters Score: Raw -394478.912631 + Penalty 3134.231785 = -391344.680846 nChanged 193 SP:Iteration 11Q (6970.076028 sec): 3 clusters Score: Raw -394556.955862 + Penalty 3134.231785 = -391422.724077 nChanged 166 SP:Iteration 12Q (6970.167349 sec): 3 clusters Score: Raw -394623.084243 + Penalty 3134.231785 = -391488.852459 nChanged 147 SP:Iteration 13Q (6970.266207 sec): 3 clusters Score: Raw -394683.920868 + Penalty 3134.231785 = -391549.689083 nChanged 125 SP:Iteration 14Q (6970.346852 sec): 3 clusters Score: Raw -394733.603972 + Penalty 3134.231785 = -391599.372187 nChanged 113 SP:Iteration 15Q (6970.429631 sec): 3 clusters Score: Raw -394772.535763 + Penalty 3134.231785 = -391638.303978 nChanged 94 SP:Iteration 16Q (6970.528144 sec): 3 clusters Score: Raw -394802.793060 + Penalty 3134.231785 = -391668.561276 nChanged 83 SP:Iteration 17Q (6970.627117 sec): 3 clusters Score: Raw -394829.264719 + Penalty 3134.231785 = -391695.032935 nChanged 87 SP:Iteration 18Q (6970.717933 sec): 3 clusters Score: Raw -394855.734017 + Penalty 3134.231785 = -391721.502232 nChanged 82 SP:Iteration 19Q (6970.812374 sec): 3 clusters Score: Raw -394885.736463 + Penalty 3134.231785 = -391751.504679 nChanged 79 SP:Iteration 20F (6970.906320 sec): 3 clusters Score: Raw -394915.854716 + Penalty 3134.231785 = -391781.622931 nChanged 76 SP:Iteration 21Q (6971.024231 sec): 3 clusters Score: Raw -394942.777636 + Penalty 3134.231785 = -391808.545852 nChanged 68 SP:Iteration 22Q (6971.117394 sec): 3 clusters Score: Raw -394962.724760 + Penalty 3134.231785 = -391828.492975 nChanged 54 SP:Iteration 23Q (6971.196351 sec): 3 clusters Score: Raw -394980.314007 + Penalty 3134.231785 = -391846.082222 nChanged 57 SP:Iteration 24Q (6971.294854 sec): 3 clusters Score: Raw -395002.600440 + Penalty 3134.231785 = -391868.368655 nChanged 58 SP:Iteration 25Q (6971.408449 sec): 3 clusters Score: Raw -395022.121227 + Penalty 3134.231785 = -391887.889442 nChanged 49 SP:Iteration 26Q (6971.483975 sec): 3 clusters Score: Raw -395036.079801 + Penalty 3134.231785 = -391901.848016 nChanged 40 SP:Iteration 27Q (6971.590744 sec): 3 clusters Score: Raw -395046.138326 + Penalty 3134.231785 = -391911.906542 nChanged 31 SP:Iteration 28Q (6971.687652 sec): 3 clusters Score: Raw -395053.478716 + Penalty 3134.231785 = -391919.246932 nChanged 29 SP:Iteration 29Q (6971.782492 sec): 3 clusters Score: Raw -395060.146584 + Penalty 3134.231785 = -391925.914799 nChanged 27 SP:Iteration 30Q (6971.855899 sec): 3 clusters Score: Raw -395066.909346 + Penalty 3134.231785 = -391932.677561 nChanged 32 SP:Iteration 31Q (6971.945660 sec): 3 clusters Score: Raw -395075.603395 + Penalty 3134.231785 = -391941.371610 nChanged 35 SP:Iteration 32Q (6972.059282 sec): 3 clusters Score: Raw -395084.607152 + Penalty 3134.231785 = -391950.375368 nChanged 38 SP:Iteration 33Q (6972.151322 sec): 3 clusters Score: Raw -395094.433979 + Penalty 3134.231785 = -391960.202195 nChanged 33 SP:Iteration 34Q (6972.236762 sec): 3 clusters Score: Raw -395101.826282 + Penalty 3134.231785 = -391967.594497 nChanged 31 SP:Iteration 35Q (6972.320972 sec): 3 clusters Score: Raw -395107.870000 + Penalty 3134.231785 = -391973.638215 nChanged 16 SP:Iteration 36Q (6972.434372 sec): 3 clusters Score: Raw -395111.162787 + Penalty 3134.231785 = -391976.931002 nChanged 11 SP:Iteration 37Q (6972.531327 sec): 3 clusters Score: Raw -395113.202675 + Penalty 3134.231785 = -391978.970890 nChanged 14 SP:Iteration 38Q (6972.629250 sec): 3 clusters Score: Raw -395116.464087 + Penalty 3134.231785 = -391982.232303 nChanged 13 SP:Iteration 39Q (6972.724377 sec): 3 clusters Score: Raw -395118.728940 + Penalty 3134.231785 = -391984.497155 nChanged 10 SP:Iteration 40F (6972.820256 sec): 3 clusters Score: Raw -395120.496371 + Penalty 3134.231785 = -391986.264587 nChanged 5 SP:Iteration 41Q (6972.910508 sec): 3 clusters Score: Raw -395121.197598 + Penalty 3134.231785 = -391986.965814 nChanged 5 SP:Iteration 42Q (6972.998085 sec): 3 clusters Score: Raw -395121.989896 + Penalty 3134.231785 = -391987.758111 nChanged 4 SP:Iteration 43Q (6973.096615 sec): 3 clusters Score: Raw -395122.511219 + Penalty 3134.231785 = -391988.279434 nChanged 5 SP:Iteration 44Q (6973.189196 sec): 3 clusters Score: Raw -395123.460324 + Penalty 3134.231785 = -391989.228540 nChanged 11 SP:Iteration 45Q (6973.285019 sec): 3 clusters Score: Raw -395125.610795 + Penalty 3134.231785 = -391991.379010 nChanged 8 SP:Iteration 46Q (6973.370601 sec): 3 clusters Score: Raw -395127.238156 + Penalty 3134.231785 = -391993.006371 nChanged 7 SP:Iteration 47Q (6973.461755 sec): 3 clusters Score: Raw -395128.491255 + Penalty 3134.231785 = -391994.259470 nChanged 8 SP:Iteration 48Q (6973.544310 sec): 3 clusters Score: Raw -395129.419164 + Penalty 3134.231785 = -391995.187380 nChanged 7 SP:Iteration 49Q (6973.640056 sec): 3 clusters Score: Raw -395130.625156 + Penalty 3134.231785 = -391996.393371 nChanged 6 SP:Iteration 50Q (6973.738416 sec): 3 clusters Score: Raw -395131.399911 + Penalty 3134.231785 = -391997.168126 nChanged 3 SP:Iteration 51Q (6973.812322 sec): 3 clusters Score: Raw -395131.763702 + Penalty 3134.231785 = -391997.531917 nChanged 2 SP:Iteration 52Q (6973.923653 sec): 3 clusters Score: Raw -395132.021269 + Penalty 3134.231785 = -391997.789485 nChanged 1 SP:Iteration 53Q (6974.015690 sec): 3 clusters Score: Raw -395132.077798 + Penalty 3134.231785 = -391997.846014 nChanged 0 SP:Iteration 54F (6974.108319 sec): 3 clusters Score: Raw -395132.077798 + Penalty 3134.231785 = -391997.846014 nChanged 0 Trying to split cluster 25 (358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6974.153176 sec): 2 clusters Score: Raw -16256.219944 + Penalty 1032.033539 = -15224.186405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6974.220803 sec): 3 clusters Score: Raw -16337.923076 + Penalty 2064.067078 = -14273.855998 nChanged 76 SP:Iteration 1F (6974.318666 sec): 3 clusters Score: Raw -16560.775133 + Penalty 2064.067078 = -14496.708055 nChanged 33 SP:Iteration 2F (6974.399181 sec): 3 clusters Score: Raw -16650.597624 + Penalty 2064.067078 = -14586.530545 nChanged 12 SP:Iteration 3Q (6974.461210 sec): 3 clusters Score: Raw -16686.391360 + Penalty 2064.067078 = -14622.324282 nChanged 6 SP:Iteration 4Q (6974.554469 sec): 3 clusters Score: Raw -16698.272272 + Penalty 2064.067078 = -14634.205193 nChanged 0 SP:Iteration 5F (6974.632127 sec): 3 clusters Score: Raw -16698.272272 + Penalty 2064.067078 = -14634.205193 nChanged 0 Trying to split cluster 26 (5557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6974.698124 sec): 2 clusters Score: Raw -352979.318205 + Penalty 1513.303800 = -351466.014405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6974.784178 sec): 3 clusters Score: Raw -350136.130490 + Penalty 3026.607599 = -347109.522890 nChanged 2273 SP:Iteration 1F (6974.874083 sec): 3 clusters Score: Raw -351480.935853 + Penalty 3026.607599 = -348454.328254 nChanged 429 SP:Iteration 2F (6974.965616 sec): 3 clusters Score: Raw -351771.906521 + Penalty 3026.607599 = -348745.298922 nChanged 329 SP:Iteration 3F (6975.056943 sec): 3 clusters Score: Raw -352017.984518 + Penalty 3026.607599 = -348991.376919 nChanged 312 SP:Iteration 4F (6975.130290 sec): 3 clusters Score: Raw -352261.414538 + Penalty 3026.607599 = -349234.806939 nChanged 299 SP:Iteration 5F (6975.222645 sec): 3 clusters Score: Raw -352463.479678 + Penalty 3026.607599 = -349436.872078 nChanged 246 SP:Iteration 6Q (6975.319041 sec): 3 clusters Score: Raw -352621.493824 + Penalty 3026.607599 = -349594.886225 nChanged 184 SP:Iteration 7Q (6975.415732 sec): 3 clusters Score: Raw -352743.708424 + Penalty 3026.607599 = -349717.100824 nChanged 165 SP:Iteration 8Q (6975.513734 sec): 3 clusters Score: Raw -352872.430851 + Penalty 3026.607599 = -349845.823252 nChanged 162 SP:Iteration 9Q (6975.607012 sec): 3 clusters Score: Raw -353004.299321 + Penalty 3026.607599 = -349977.691721 nChanged 177 SP:Iteration 10Q (6975.712418 sec): 3 clusters Score: Raw -353145.112282 + Penalty 3026.607599 = -350118.504683 nChanged 160 SP:Iteration 11Q (6975.806059 sec): 3 clusters Score: Raw -353289.906891 + Penalty 3026.607599 = -350263.299292 nChanged 174 SP:Iteration 12Q (6975.896179 sec): 3 clusters Score: Raw -353423.084948 + Penalty 3026.607599 = -350396.477348 nChanged 145 SP:Iteration 13Q (6975.997730 sec): 3 clusters Score: Raw -353540.981849 + Penalty 3026.607599 = -350514.374250 nChanged 125 SP:Iteration 14Q (6976.087492 sec): 3 clusters Score: Raw -353641.471061 + Penalty 3026.607599 = -350614.863461 nChanged 123 SP:Iteration 15Q (6976.165043 sec): 3 clusters Score: Raw -353727.782397 + Penalty 3026.607599 = -350701.174798 nChanged 127 SP:Iteration 16Q (6976.266361 sec): 3 clusters Score: Raw -353810.382663 + Penalty 3026.607599 = -350783.775064 nChanged 117 SP:Iteration 17Q (6976.353937 sec): 3 clusters Score: Raw -353882.154332 + Penalty 3026.607599 = -350855.546733 nChanged 110 SP:Iteration 18Q (6976.442568 sec): 3 clusters Score: Raw -353947.787666 + Penalty 3026.607599 = -350921.180066 nChanged 82 SP:Iteration 19Q (6976.525856 sec): 3 clusters Score: Raw -353991.048643 + Penalty 3026.607599 = -350964.441044 nChanged 89 SP:Iteration 20F (6976.614759 sec): 3 clusters Score: Raw -354042.798497 + Penalty 3026.607599 = -351016.190897 nChanged 90 SP:Iteration 21Q (6976.690012 sec): 3 clusters Score: Raw -354100.919732 + Penalty 3026.607599 = -351074.312133 nChanged 84 SP:Iteration 22Q (6976.795972 sec): 3 clusters Score: Raw -354148.850163 + Penalty 3026.607599 = -351122.242564 nChanged 71 SP:Iteration 23Q (6976.865688 sec): 3 clusters Score: Raw -354182.127296 + Penalty 3026.607599 = -351155.519696 nChanged 60 SP:Iteration 24Q (6976.954106 sec): 3 clusters Score: Raw -354204.235446 + Penalty 3026.607599 = -351177.627847 nChanged 42 SP:Iteration 25Q (6977.048562 sec): 3 clusters Score: Raw -354221.656668 + Penalty 3026.607599 = -351195.049069 nChanged 41 SP:Iteration 26Q (6977.129687 sec): 3 clusters Score: Raw -354238.040434 + Penalty 3026.607599 = -351211.432835 nChanged 26 SP:Iteration 27Q (6977.238449 sec): 3 clusters Score: Raw -354246.428039 + Penalty 3026.607599 = -351219.820440 nChanged 24 SP:Iteration 28Q (6977.323611 sec): 3 clusters Score: Raw -354252.835844 + Penalty 3026.607599 = -351226.228245 nChanged 21 SP:Iteration 29Q (6977.408193 sec): 3 clusters Score: Raw -354258.400956 + Penalty 3026.607599 = -351231.793357 nChanged 15 SP:Iteration 30Q (6977.475781 sec): 3 clusters Score: Raw -354261.922778 + Penalty 3026.607599 = -351235.315178 nChanged 14 SP:Iteration 31Q (6977.566959 sec): 3 clusters Score: Raw -354264.868160 + Penalty 3026.607599 = -351238.260561 nChanged 6 SP:Iteration 32Q (6977.656881 sec): 3 clusters Score: Raw -354265.989099 + Penalty 3026.607599 = -351239.381499 nChanged 11 SP:Iteration 33Q (6977.742446 sec): 3 clusters Score: Raw -354268.469000 + Penalty 3026.607599 = -351241.861401 nChanged 5 SP:Iteration 34Q (6977.851445 sec): 3 clusters Score: Raw -354269.266925 + Penalty 3026.607599 = -351242.659326 nChanged 5 SP:Iteration 35Q (6977.920121 sec): 3 clusters Score: Raw -354270.518934 + Penalty 3026.607599 = -351243.911335 nChanged 6 SP:Iteration 36Q (6978.004122 sec): 3 clusters Score: Raw -354271.842483 + Penalty 3026.607599 = -351245.234884 nChanged 4 SP:Iteration 37Q (6978.110095 sec): 3 clusters Score: Raw -354272.711638 + Penalty 3026.607599 = -351246.104038 nChanged 3 SP:Iteration 38Q (6978.190897 sec): 3 clusters Score: Raw -354273.715848 + Penalty 3026.607599 = -351247.108249 nChanged 5 SP:Iteration 39Q (6978.296573 sec): 3 clusters Score: Raw -354275.065464 + Penalty 3026.607599 = -351248.457864 nChanged 4 SP:Iteration 40F (6978.386145 sec): 3 clusters Score: Raw -354275.648653 + Penalty 3026.607599 = -351249.041054 nChanged 5 SP:Iteration 41Q (6978.483860 sec): 3 clusters Score: Raw -354276.387739 + Penalty 3026.607599 = -351249.780139 nChanged 3 SP:Iteration 42Q (6978.560198 sec): 3 clusters Score: Raw -354277.702645 + Penalty 3026.607599 = -351251.095045 nChanged 7 SP:Iteration 43Q (6978.652269 sec): 3 clusters Score: Raw -354279.820583 + Penalty 3026.607599 = -351253.212984 nChanged 12 SP:Iteration 44Q (6978.746339 sec): 3 clusters Score: Raw -354282.683367 + Penalty 3026.607599 = -351256.075767 nChanged 14 SP:Iteration 45Q (6978.854624 sec): 3 clusters Score: Raw -354286.544007 + Penalty 3026.607599 = -351259.936408 nChanged 14 SP:Iteration 46Q (6978.940862 sec): 3 clusters Score: Raw -354290.812319 + Penalty 3026.607599 = -351264.204720 nChanged 21 SP:Iteration 47Q (6979.035869 sec): 3 clusters Score: Raw -354298.924966 + Penalty 3026.607599 = -351272.317366 nChanged 20 SP:Iteration 48Q (6979.129862 sec): 3 clusters Score: Raw -354305.233384 + Penalty 3026.607599 = -351278.625785 nChanged 14 SP:Iteration 49Q (6979.194270 sec): 3 clusters Score: Raw -354310.255537 + Penalty 3026.607599 = -351283.647937 nChanged 12 SP:Iteration 50Q (6979.296553 sec): 3 clusters Score: Raw -354315.045585 + Penalty 3026.607599 = -351288.437986 nChanged 17 SP:Iteration 51Q (6979.382746 sec): 3 clusters Score: Raw -354321.064399 + Penalty 3026.607599 = -351294.456800 nChanged 14 SP:Iteration 52Q (6979.473999 sec): 3 clusters Score: Raw -354325.932567 + Penalty 3026.607599 = -351299.324968 nChanged 16 SP:Iteration 53Q (6979.553239 sec): 3 clusters Score: Raw -354331.485258 + Penalty 3026.607599 = -351304.877659 nChanged 20 SP:Iteration 54Q (6979.632046 sec): 3 clusters Score: Raw -354336.737641 + Penalty 3026.607599 = -351310.130042 nChanged 17 SP:Iteration 55Q (6979.720198 sec): 3 clusters Score: Raw -354342.049163 + Penalty 3026.607599 = -351315.441563 nChanged 18 SP:Iteration 56Q (6979.811321 sec): 3 clusters Score: Raw -354348.163672 + Penalty 3026.607599 = -351321.556073 nChanged 12 SP:Iteration 57Q (6979.917353 sec): 3 clusters Score: Raw -354351.764738 + Penalty 3026.607599 = -351325.157138 nChanged 11 SP:Iteration 58Q (6980.009011 sec): 3 clusters Score: Raw -354354.603518 + Penalty 3026.607599 = -351327.995919 nChanged 12 SP:Iteration 59Q (6980.086988 sec): 3 clusters Score: Raw -354357.555023 + Penalty 3026.607599 = -351330.947424 nChanged 12 SP:Iteration 60F (6980.199638 sec): 3 clusters Score: Raw -354360.257402 + Penalty 3026.607599 = -351333.649802 nChanged 7 SP:Iteration 61Q (6980.291447 sec): 3 clusters Score: Raw -354361.708311 + Penalty 3026.607599 = -351335.100711 nChanged 10 SP:Iteration 62Q (6980.371173 sec): 3 clusters Score: Raw -354364.509742 + Penalty 3026.607599 = -351337.902143 nChanged 5 SP:Iteration 63Q (6980.466081 sec): 3 clusters Score: Raw -354366.099049 + Penalty 3026.607599 = -351339.491450 nChanged 9 SP:Iteration 64Q (6980.579956 sec): 3 clusters Score: Raw -354368.690449 + Penalty 3026.607599 = -351342.082850 nChanged 6 SP:Iteration 65Q (6980.673216 sec): 3 clusters Score: Raw -354370.841707 + Penalty 3026.607599 = -351344.234108 nChanged 7 SP:Iteration 66Q (6980.756909 sec): 3 clusters Score: Raw -354373.184521 + Penalty 3026.607599 = -351346.576922 nChanged 9 SP:Iteration 67Q (6980.851970 sec): 3 clusters Score: Raw -354375.176638 + Penalty 3026.607599 = -351348.569039 nChanged 6 SP:Iteration 68Q (6980.946856 sec): 3 clusters Score: Raw -354376.740459 + Penalty 3026.607599 = -351350.132859 nChanged 6 SP:Iteration 69Q (6981.041167 sec): 3 clusters Score: Raw -354378.032695 + Penalty 3026.607599 = -351351.425096 nChanged 5 SP:Iteration 70Q (6981.135159 sec): 3 clusters Score: Raw -354379.410152 + Penalty 3026.607599 = -351352.802553 nChanged 5 SP:Iteration 71Q (6981.244605 sec): 3 clusters Score: Raw -354380.710028 + Penalty 3026.607599 = -351354.102429 nChanged 5 SP:Iteration 72Q (6981.325152 sec): 3 clusters Score: Raw -354382.177499 + Penalty 3026.607599 = -351355.569900 nChanged 8 SP:Iteration 73Q (6981.408603 sec): 3 clusters Score: Raw -354383.947950 + Penalty 3026.607599 = -351357.340351 nChanged 0 SP:Iteration 74F (6981.495877 sec): 3 clusters Score: Raw -354383.947950 + Penalty 3026.607599 = -351357.340351 nChanged 0 Trying to split cluster 27 (3739 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6981.564319 sec): 2 clusters Score: Raw -195983.948478 + Penalty 1443.763645 = -194540.184833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6981.630948 sec): 3 clusters Score: Raw -194154.273576 + Penalty 2887.527290 = -191266.746286 nChanged 1487 SP:Iteration 1F (6981.727379 sec): 3 clusters Score: Raw -195212.952611 + Penalty 2887.527290 = -192325.425321 nChanged 333 SP:Iteration 2F (6981.817577 sec): 3 clusters Score: Raw -195434.915294 + Penalty 2887.527290 = -192547.388004 nChanged 225 SP:Iteration 3F (6981.910106 sec): 3 clusters Score: Raw -195610.526833 + Penalty 2887.527290 = -192722.999543 nChanged 195 SP:Iteration 4F (6981.989646 sec): 3 clusters Score: Raw -195776.355945 + Penalty 2887.527290 = -192888.828655 nChanged 178 SP:Iteration 5Q (6982.102635 sec): 3 clusters Score: Raw -195953.018195 + Penalty 2887.527290 = -193065.490906 nChanged 162 SP:Iteration 6Q (6982.190408 sec): 3 clusters Score: Raw -196096.100061 + Penalty 2887.527290 = -193208.572772 nChanged 131 SP:Iteration 7Q (6982.283725 sec): 3 clusters Score: Raw -196180.910579 + Penalty 2887.527290 = -193293.383289 nChanged 92 SP:Iteration 8Q (6982.382147 sec): 3 clusters Score: Raw -196245.522973 + Penalty 2887.527290 = -193357.995683 nChanged 86 SP:Iteration 9Q (6982.494930 sec): 3 clusters Score: Raw -196306.512938 + Penalty 2887.527290 = -193418.985649 nChanged 88 SP:Iteration 10Q (6982.604084 sec): 3 clusters Score: Raw -196374.078501 + Penalty 2887.527290 = -193486.551211 nChanged 88 SP:Iteration 11Q (6982.716633 sec): 3 clusters Score: Raw -196431.481202 + Penalty 2887.527290 = -193543.953912 nChanged 74 SP:Iteration 12Q (6982.816140 sec): 3 clusters Score: Raw -196485.118302 + Penalty 2887.527290 = -193597.591012 nChanged 75 SP:Iteration 13Q (6982.897284 sec): 3 clusters Score: Raw -196533.873168 + Penalty 2887.527290 = -193646.345878 nChanged 65 SP:Iteration 14Q (6982.990677 sec): 3 clusters Score: Raw -196578.946675 + Penalty 2887.527290 = -193691.419385 nChanged 56 SP:Iteration 15Q (6983.098102 sec): 3 clusters Score: Raw -196610.407260 + Penalty 2887.527290 = -193722.879971 nChanged 42 SP:Iteration 16Q (6983.209612 sec): 3 clusters Score: Raw -196631.676412 + Penalty 2887.527290 = -193744.149122 nChanged 29 SP:Iteration 17Q (6983.340815 sec): 3 clusters Score: Raw -196647.994132 + Penalty 2887.527290 = -193760.466843 nChanged 30 SP:Iteration 18Q (6983.413169 sec): 3 clusters Score: Raw -196662.798834 + Penalty 2887.527290 = -193775.271545 nChanged 32 SP:Iteration 19Q (6983.505274 sec): 3 clusters Score: Raw -196676.983672 + Penalty 2887.527290 = -193789.456382 nChanged 20 SP:Iteration 20F (6983.597126 sec): 3 clusters Score: Raw -196684.067733 + Penalty 2887.527290 = -193796.540443 nChanged 20 SP:Iteration 21Q (6983.709629 sec): 3 clusters Score: Raw -196693.031786 + Penalty 2887.527290 = -193805.504496 nChanged 26 SP:Iteration 22Q (6983.788825 sec): 3 clusters Score: Raw -196705.295064 + Penalty 2887.527290 = -193817.767774 nChanged 24 SP:Iteration 23Q (6983.921786 sec): 3 clusters Score: Raw -196714.559033 + Penalty 2887.527290 = -193827.031744 nChanged 18 SP:Iteration 24Q (6983.997273 sec): 3 clusters Score: Raw -196720.531452 + Penalty 2887.527290 = -193833.004162 nChanged 14 SP:Iteration 25Q (6984.113429 sec): 3 clusters Score: Raw -196726.137297 + Penalty 2887.527290 = -193838.610007 nChanged 15 SP:Iteration 26Q (6984.228004 sec): 3 clusters Score: Raw -196731.372961 + Penalty 2887.527290 = -193843.845672 nChanged 12 SP:Iteration 27Q (6984.321548 sec): 3 clusters Score: Raw -196737.074792 + Penalty 2887.527290 = -193849.547502 nChanged 17 SP:Iteration 28Q (6984.436272 sec): 3 clusters Score: Raw -196743.447829 + Penalty 2887.527290 = -193855.920539 nChanged 10 SP:Iteration 29Q (6984.511588 sec): 3 clusters Score: Raw -196747.324377 + Penalty 2887.527290 = -193859.797088 nChanged 9 SP:Iteration 30Q (6984.626538 sec): 3 clusters Score: Raw -196751.645565 + Penalty 2887.527290 = -193864.118276 nChanged 12 SP:Iteration 31Q (6984.736018 sec): 3 clusters Score: Raw -196756.448723 + Penalty 2887.527290 = -193868.921433 nChanged 13 SP:Iteration 32Q (6984.834349 sec): 3 clusters Score: Raw -196763.356225 + Penalty 2887.527290 = -193875.828936 nChanged 19 SP:Iteration 33Q (6984.938047 sec): 3 clusters Score: Raw -196771.310777 + Penalty 2887.527290 = -193883.783487 nChanged 15 SP:Iteration 34Q (6985.059214 sec): 3 clusters Score: Raw -196776.494280 + Penalty 2887.527290 = -193888.966991 nChanged 8 SP:Iteration 35Q (6985.154822 sec): 3 clusters Score: Raw -196779.568698 + Penalty 2887.527290 = -193892.041408 nChanged 9 SP:Iteration 36Q (6985.276520 sec): 3 clusters Score: Raw -196783.063138 + Penalty 2887.527290 = -193895.535848 nChanged 8 SP:Iteration 37Q (6985.382435 sec): 3 clusters Score: Raw -196785.149242 + Penalty 2887.527290 = -193897.621953 nChanged 3 SP:Iteration 38Q (6985.474429 sec): 3 clusters Score: Raw -196786.177949 + Penalty 2887.527290 = -193898.650660 nChanged 3 SP:Iteration 39Q (6985.578307 sec): 3 clusters Score: Raw -196787.031626 + Penalty 2887.527290 = -193899.504336 nChanged 3 SP:Iteration 40F (6985.691095 sec): 3 clusters Score: Raw -196787.644609 + Penalty 2887.527290 = -193900.117319 nChanged 2 SP:Iteration 41Q (6985.772382 sec): 3 clusters Score: Raw -196787.979259 + Penalty 2887.527290 = -193900.451969 nChanged 2 SP:Iteration 42Q (6985.876837 sec): 3 clusters Score: Raw -196788.412647 + Penalty 2887.527290 = -193900.885357 nChanged 2 SP:Iteration 43Q (6985.973426 sec): 3 clusters Score: Raw -196788.726320 + Penalty 2887.527290 = -193901.199030 nChanged 2 SP:Iteration 44Q (6986.051153 sec): 3 clusters Score: Raw -196789.229042 + Penalty 2887.527290 = -193901.701752 nChanged 1 SP:Iteration 45Q (6986.155397 sec): 3 clusters Score: Raw -196789.421692 + Penalty 2887.527290 = -193901.894402 nChanged 0 SP:Iteration 46F (6986.228362 sec): 3 clusters Score: Raw -196789.421692 + Penalty 2887.527290 = -193901.894402 nChanged 0 Trying to split cluster 28 (2613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6986.294638 sec): 2 clusters Score: Raw -134332.614296 + Penalty 1380.878624 = -132951.735672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6986.366488 sec): 3 clusters Score: Raw -133201.846221 + Penalty 2761.757247 = -130440.088974 nChanged 967 SP:Iteration 1F (6986.437041 sec): 3 clusters Score: Raw -134088.269308 + Penalty 2761.757247 = -131326.512060 nChanged 248 SP:Iteration 2F (6986.527004 sec): 3 clusters Score: Raw -134348.708752 + Penalty 2761.757247 = -131586.951505 nChanged 162 SP:Iteration 3F (6986.616925 sec): 3 clusters Score: Raw -134502.611557 + Penalty 2761.757247 = -131740.854310 nChanged 130 SP:Iteration 4Q (6986.698036 sec): 3 clusters Score: Raw -134622.386620 + Penalty 2761.757247 = -131860.629373 nChanged 101 SP:Iteration 5Q (6986.781463 sec): 3 clusters Score: Raw -134694.450837 + Penalty 2761.757247 = -131932.693590 nChanged 73 SP:Iteration 6Q (6986.866934 sec): 3 clusters Score: Raw -134746.923011 + Penalty 2761.757247 = -131985.165764 nChanged 55 SP:Iteration 7Q (6986.933484 sec): 3 clusters Score: Raw -134801.195504 + Penalty 2761.757247 = -132039.438257 nChanged 58 SP:Iteration 8Q (6987.037419 sec): 3 clusters Score: Raw -134851.576484 + Penalty 2761.757247 = -132089.819237 nChanged 54 SP:Iteration 9Q (6987.098695 sec): 3 clusters Score: Raw -134889.261781 + Penalty 2761.757247 = -132127.504534 nChanged 46 SP:Iteration 10Q (6987.187191 sec): 3 clusters Score: Raw -134918.559743 + Penalty 2761.757247 = -132156.802496 nChanged 38 SP:Iteration 11Q (6987.270417 sec): 3 clusters Score: Raw -134938.269275 + Penalty 2761.757247 = -132176.512028 nChanged 29 SP:Iteration 12Q (6987.353150 sec): 3 clusters Score: Raw -134956.705830 + Penalty 2761.757247 = -132194.948583 nChanged 24 SP:Iteration 13Q (6987.440211 sec): 3 clusters Score: Raw -134969.023795 + Penalty 2761.757247 = -132207.266547 nChanged 17 SP:Iteration 14Q (6987.527595 sec): 3 clusters Score: Raw -134979.562435 + Penalty 2761.757247 = -132217.805188 nChanged 17 SP:Iteration 15Q (6987.611634 sec): 3 clusters Score: Raw -134992.412418 + Penalty 2761.757247 = -132230.655171 nChanged 24 SP:Iteration 16Q (6987.697536 sec): 3 clusters Score: Raw -135007.194016 + Penalty 2761.757247 = -132245.436769 nChanged 25 SP:Iteration 17Q (6987.779551 sec): 3 clusters Score: Raw -135020.230223 + Penalty 2761.757247 = -132258.472975 nChanged 15 SP:Iteration 18Q (6987.866044 sec): 3 clusters Score: Raw -135028.628223 + Penalty 2761.757247 = -132266.870975 nChanged 16 SP:Iteration 19Q (6987.931479 sec): 3 clusters Score: Raw -135035.544745 + Penalty 2761.757247 = -132273.787497 nChanged 7 SP:Iteration 20F (6988.023402 sec): 3 clusters Score: Raw -135038.563277 + Penalty 2761.757247 = -132276.806030 nChanged 10 SP:Iteration 21Q (6988.087211 sec): 3 clusters Score: Raw -135044.376332 + Penalty 2761.757247 = -132282.619085 nChanged 13 SP:Iteration 22Q (6988.189491 sec): 3 clusters Score: Raw -135052.700293 + Penalty 2761.757247 = -132290.943046 nChanged 18 SP:Iteration 23Q (6988.269283 sec): 3 clusters Score: Raw -135063.858237 + Penalty 2761.757247 = -132302.100990 nChanged 16 SP:Iteration 24Q (6988.360872 sec): 3 clusters Score: Raw -135074.374164 + Penalty 2761.757247 = -132312.616917 nChanged 17 SP:Iteration 25Q (6988.436488 sec): 3 clusters Score: Raw -135083.228006 + Penalty 2761.757247 = -132321.470759 nChanged 13 SP:Iteration 26Q (6988.525822 sec): 3 clusters Score: Raw -135092.910077 + Penalty 2761.757247 = -132331.152830 nChanged 12 SP:Iteration 27Q (6988.607610 sec): 3 clusters Score: Raw -135102.392211 + Penalty 2761.757247 = -132340.634964 nChanged 7 SP:Iteration 28Q (6988.678610 sec): 3 clusters Score: Raw -135105.573183 + Penalty 2761.757247 = -132343.815935 nChanged 4 SP:Iteration 29Q (6988.776514 sec): 3 clusters Score: Raw -135107.373771 + Penalty 2761.757247 = -132345.616524 nChanged 6 SP:Iteration 30Q (6988.862660 sec): 3 clusters Score: Raw -135110.114714 + Penalty 2761.757247 = -132348.357467 nChanged 3 SP:Iteration 31Q (6988.931773 sec): 3 clusters Score: Raw -135111.894384 + Penalty 2761.757247 = -132350.137136 nChanged 4 SP:Iteration 32Q (6989.034686 sec): 3 clusters Score: Raw -135115.673129 + Penalty 2761.757247 = -132353.915882 nChanged 6 SP:Iteration 33Q (6989.123587 sec): 3 clusters Score: Raw -135118.195901 + Penalty 2761.757247 = -132356.438654 nChanged 6 SP:Iteration 34Q (6989.205811 sec): 3 clusters Score: Raw -135120.697105 + Penalty 2761.757247 = -132358.939858 nChanged 3 SP:Iteration 35Q (6989.294166 sec): 3 clusters Score: Raw -135121.526125 + Penalty 2761.757247 = -132359.768878 nChanged 2 SP:Iteration 36Q (6989.372441 sec): 3 clusters Score: Raw -135122.583280 + Penalty 2761.757247 = -132360.826033 nChanged 4 SP:Iteration 37Q (6989.446336 sec): 3 clusters Score: Raw -135125.565091 + Penalty 2761.757247 = -132363.807844 nChanged 4 SP:Iteration 38Q (6989.541254 sec): 3 clusters Score: Raw -135128.436062 + Penalty 2761.757247 = -132366.678815 nChanged 9 SP:Iteration 39Q (6989.629015 sec): 3 clusters Score: Raw -135134.612013 + Penalty 2761.757247 = -132372.854766 nChanged 9 SP:Iteration 40F (6989.698038 sec): 3 clusters Score: Raw -135141.367545 + Penalty 2761.757247 = -132379.610297 nChanged 10 SP:Iteration 41Q (6989.802297 sec): 3 clusters Score: Raw -135146.777807 + Penalty 2761.757247 = -132385.020560 nChanged 8 SP:Iteration 42Q (6989.886344 sec): 3 clusters Score: Raw -135151.186435 + Penalty 2761.757247 = -132389.429188 nChanged 7 SP:Iteration 43Q (6989.952681 sec): 3 clusters Score: Raw -135155.755609 + Penalty 2761.757247 = -132393.998362 nChanged 10 SP:Iteration 44Q (6990.052223 sec): 3 clusters Score: Raw -135161.832010 + Penalty 2761.757247 = -132400.074762 nChanged 10 SP:Iteration 45Q (6990.129015 sec): 3 clusters Score: Raw -135166.087798 + Penalty 2761.757247 = -132404.330551 nChanged 4 SP:Iteration 46Q (6990.222156 sec): 3 clusters Score: Raw -135167.798675 + Penalty 2761.757247 = -132406.041428 nChanged 5 SP:Iteration 47Q (6990.300109 sec): 3 clusters Score: Raw -135171.725376 + Penalty 2761.757247 = -132409.968129 nChanged 8 SP:Iteration 48Q (6990.378289 sec): 3 clusters Score: Raw -135175.497929 + Penalty 2761.757247 = -132413.740682 nChanged 5 SP:Iteration 49Q (6990.477965 sec): 3 clusters Score: Raw -135177.466594 + Penalty 2761.757247 = -132415.709346 nChanged 4 SP:Iteration 50Q (6990.564600 sec): 3 clusters Score: Raw -135179.564726 + Penalty 2761.757247 = -132417.807479 nChanged 4 SP:Iteration 51Q (6990.644797 sec): 3 clusters Score: Raw -135181.905994 + Penalty 2761.757247 = -132420.148747 nChanged 5 SP:Iteration 52Q (6990.737487 sec): 3 clusters Score: Raw -135184.156906 + Penalty 2761.757247 = -132422.399659 nChanged 3 SP:Iteration 53Q (6990.805703 sec): 3 clusters Score: Raw -135184.801671 + Penalty 2761.757247 = -132423.044423 nChanged 4 SP:Iteration 54Q (6990.883774 sec): 3 clusters Score: Raw -135186.702778 + Penalty 2761.757247 = -132424.945530 nChanged 2 SP:Iteration 55Q (6990.971974 sec): 3 clusters Score: Raw -135187.551964 + Penalty 2761.757247 = -132425.794717 nChanged 5 SP:Iteration 56Q (6991.050949 sec): 3 clusters Score: Raw -135189.327052 + Penalty 2761.757247 = -132427.569805 nChanged 6 SP:Iteration 57Q (6991.137661 sec): 3 clusters Score: Raw -135191.713694 + Penalty 2761.757247 = -132429.956447 nChanged 4 SP:Iteration 58Q (6991.219394 sec): 3 clusters Score: Raw -135194.052100 + Penalty 2761.757247 = -132432.294852 nChanged 7 SP:Iteration 59Q (6991.318631 sec): 3 clusters Score: Raw -135198.223532 + Penalty 2761.757247 = -132436.466285 nChanged 7 SP:Iteration 60F (6991.406119 sec): 3 clusters Score: Raw -135201.924125 + Penalty 2761.757247 = -132440.166878 nChanged 8 SP:Iteration 61Q (6991.491187 sec): 3 clusters Score: Raw -135206.264808 + Penalty 2761.757247 = -132444.507560 nChanged 6 SP:Iteration 62Q (6991.563224 sec): 3 clusters Score: Raw -135209.214275 + Penalty 2761.757247 = -132447.457028 nChanged 7 SP:Iteration 63Q (6991.648272 sec): 3 clusters Score: Raw -135212.321789 + Penalty 2761.757247 = -132450.564541 nChanged 4 SP:Iteration 64Q (6991.732721 sec): 3 clusters Score: Raw -135214.938996 + Penalty 2761.757247 = -132453.181749 nChanged 4 SP:Iteration 65Q (6991.818844 sec): 3 clusters Score: Raw -135216.979966 + Penalty 2761.757247 = -132455.222718 nChanged 3 SP:Iteration 66Q (6991.903447 sec): 3 clusters Score: Raw -135218.730896 + Penalty 2761.757247 = -132456.973648 nChanged 2 SP:Iteration 67Q (6991.988013 sec): 3 clusters Score: Raw -135219.798004 + Penalty 2761.757247 = -132458.040757 nChanged 1 SP:Iteration 68Q (6992.077577 sec): 3 clusters Score: Raw -135220.622770 + Penalty 2761.757247 = -132458.865523 nChanged 1 SP:Iteration 69Q (6992.165075 sec): 3 clusters Score: Raw -135221.162696 + Penalty 2761.757247 = -132459.405449 nChanged 3 SP:Iteration 70Q (6992.266938 sec): 3 clusters Score: Raw -135223.444679 + Penalty 2761.757247 = -132461.687432 nChanged 3 SP:Iteration 71Q (6992.348460 sec): 3 clusters Score: Raw -135227.029179 + Penalty 2761.757247 = -132465.271931 nChanged 5 SP:Iteration 72Q (6992.434972 sec): 3 clusters Score: Raw -135233.948159 + Penalty 2761.757247 = -132472.190912 nChanged 7 SP:Iteration 73Q (6992.508548 sec): 3 clusters Score: Raw -135239.648868 + Penalty 2761.757247 = -132477.891621 nChanged 8 SP:Iteration 74Q (6992.608825 sec): 3 clusters Score: Raw -135244.416284 + Penalty 2761.757247 = -132482.659037 nChanged 10 SP:Iteration 75Q (6992.687378 sec): 3 clusters Score: Raw -135249.474016 + Penalty 2761.757247 = -132487.716769 nChanged 6 SP:Iteration 76Q (6992.773406 sec): 3 clusters Score: Raw -135252.532945 + Penalty 2761.757247 = -132490.775697 nChanged 6 SP:Iteration 77Q (6992.884935 sec): 3 clusters Score: Raw -135254.589088 + Penalty 2761.757247 = -132492.831841 nChanged 5 SP:Iteration 78Q (6992.955550 sec): 3 clusters Score: Raw -135256.599919 + Penalty 2761.757247 = -132494.842672 nChanged 1 SP:Iteration 79Q (6993.056931 sec): 3 clusters Score: Raw -135257.297615 + Penalty 2761.757247 = -132495.540368 nChanged 2 SP:Iteration 80F (6993.141929 sec): 3 clusters Score: Raw -135257.879885 + Penalty 2761.757247 = -132496.122637 nChanged 2 SP:Iteration 81Q (6993.217701 sec): 3 clusters Score: Raw -135258.985707 + Penalty 2761.757247 = -132497.228460 nChanged 3 SP:Iteration 82Q (6993.300047 sec): 3 clusters Score: Raw -135260.295609 + Penalty 2761.757247 = -132498.538362 nChanged 6 SP:Iteration 83Q (6993.387062 sec): 3 clusters Score: Raw -135263.624612 + Penalty 2761.757247 = -132501.867365 nChanged 6 SP:Iteration 84Q (6993.458663 sec): 3 clusters Score: Raw -135265.738064 + Penalty 2761.757247 = -132503.980817 nChanged 4 SP:Iteration 85Q (6993.543718 sec): 3 clusters Score: Raw -135267.879139 + Penalty 2761.757247 = -132506.121892 nChanged 4 SP:Iteration 86Q (6993.626671 sec): 3 clusters Score: Raw -135269.840607 + Penalty 2761.757247 = -132508.083360 nChanged 1 SP:Iteration 87Q (6993.699218 sec): 3 clusters Score: Raw -135270.786553 + Penalty 2761.757247 = -132509.029305 nChanged 1 SP:Iteration 88Q (6993.787898 sec): 3 clusters Score: Raw -135271.307854 + Penalty 2761.757247 = -132509.550607 nChanged 2 SP:Iteration 89Q (6993.864059 sec): 3 clusters Score: Raw -135272.270348 + Penalty 2761.757247 = -132510.513101 nChanged 2 SP:Iteration 90Q (6993.944548 sec): 3 clusters Score: Raw -135273.138385 + Penalty 2761.757247 = -132511.381138 nChanged 2 SP:Iteration 91Q (6994.025593 sec): 3 clusters Score: Raw -135273.630977 + Penalty 2761.757247 = -132511.873730 nChanged 0 SP:Iteration 92F (6994.113298 sec): 3 clusters Score: Raw -135273.630977 + Penalty 2761.757247 = -132511.873730 nChanged 0 Trying to split cluster 29 (9412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6994.187964 sec): 2 clusters Score: Raw -611460.805033 + Penalty 1605.779502 = -609855.025532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6994.270112 sec): 3 clusters Score: Raw -606238.469977 + Penalty 3211.559003 = -603026.910974 nChanged 3978 SP:Iteration 1F (6994.389396 sec): 3 clusters Score: Raw -608310.171028 + Penalty 3211.559003 = -605098.612024 nChanged 628 SP:Iteration 2F (6994.488276 sec): 3 clusters Score: Raw -608619.055912 + Penalty 3211.559003 = -605407.496909 nChanged 566 SP:Iteration 3F (6994.583942 sec): 3 clusters Score: Raw -608932.918442 + Penalty 3211.559003 = -605721.359439 nChanged 573 SP:Iteration 4F (6994.667256 sec): 3 clusters Score: Raw -609288.143371 + Penalty 3211.559003 = -606076.584367 nChanged 522 SP:Iteration 5F (6994.758903 sec): 3 clusters Score: Raw -609629.246808 + Penalty 3211.559003 = -606417.687805 nChanged 530 SP:Iteration 6F (6994.876752 sec): 3 clusters Score: Raw -609976.635204 + Penalty 3211.559003 = -606765.076201 nChanged 454 SP:Iteration 7Q (6994.951402 sec): 3 clusters Score: Raw -610279.947637 + Penalty 3211.559003 = -607068.388634 nChanged 391 SP:Iteration 8Q (6995.065245 sec): 3 clusters Score: Raw -610565.503818 + Penalty 3211.559003 = -607353.944815 nChanged 347 SP:Iteration 9Q (6995.135779 sec): 3 clusters Score: Raw -610832.261693 + Penalty 3211.559003 = -607620.702690 nChanged 287 SP:Iteration 10Q (6995.244636 sec): 3 clusters Score: Raw -611053.693815 + Penalty 3211.559003 = -607842.134812 nChanged 229 SP:Iteration 11Q (6995.348109 sec): 3 clusters Score: Raw -611230.341700 + Penalty 3211.559003 = -608018.782697 nChanged 176 SP:Iteration 12Q (6995.432844 sec): 3 clusters Score: Raw -611372.187360 + Penalty 3211.559003 = -608160.628357 nChanged 139 SP:Iteration 13Q (6995.512633 sec): 3 clusters Score: Raw -611453.718038 + Penalty 3211.559003 = -608242.159035 nChanged 102 SP:Iteration 14Q (6995.631222 sec): 3 clusters Score: Raw -611517.334352 + Penalty 3211.559003 = -608305.775349 nChanged 88 SP:Iteration 15Q (6995.724108 sec): 3 clusters Score: Raw -611580.883484 + Penalty 3211.559003 = -608369.324481 nChanged 90 SP:Iteration 16Q (6995.815895 sec): 3 clusters Score: Raw -611629.396601 + Penalty 3211.559003 = -608417.837597 nChanged 67 SP:Iteration 17Q (6995.919400 sec): 3 clusters Score: Raw -611660.625242 + Penalty 3211.559003 = -608449.066239 nChanged 46 SP:Iteration 18Q (6996.020839 sec): 3 clusters Score: Raw -611682.702265 + Penalty 3211.559003 = -608471.143262 nChanged 41 SP:Iteration 19Q (6996.116533 sec): 3 clusters Score: Raw -611704.106314 + Penalty 3211.559003 = -608492.547311 nChanged 34 SP:Iteration 20F (6996.214737 sec): 3 clusters Score: Raw -611719.137414 + Penalty 3211.559003 = -608507.578411 nChanged 30 SP:Iteration 21Q (6996.297363 sec): 3 clusters Score: Raw -611729.512147 + Penalty 3211.559003 = -608517.953143 nChanged 20 SP:Iteration 22Q (6996.425581 sec): 3 clusters Score: Raw -611736.891087 + Penalty 3211.559003 = -608525.332084 nChanged 13 SP:Iteration 23Q (6996.522372 sec): 3 clusters Score: Raw -611742.717565 + Penalty 3211.559003 = -608531.158562 nChanged 19 SP:Iteration 24Q (6996.627071 sec): 3 clusters Score: Raw -611749.727265 + Penalty 3211.559003 = -608538.168261 nChanged 16 SP:Iteration 25Q (6996.716274 sec): 3 clusters Score: Raw -611754.026291 + Penalty 3211.559003 = -608542.467288 nChanged 9 SP:Iteration 26Q (6996.813449 sec): 3 clusters Score: Raw -611757.038916 + Penalty 3211.559003 = -608545.479913 nChanged 11 SP:Iteration 27Q (6996.915331 sec): 3 clusters Score: Raw -611761.505343 + Penalty 3211.559003 = -608549.946339 nChanged 10 SP:Iteration 28Q (6997.050777 sec): 3 clusters Score: Raw -611766.429417 + Penalty 3211.559003 = -608554.870413 nChanged 16 SP:Iteration 29Q (6997.161413 sec): 3 clusters Score: Raw -611774.080003 + Penalty 3211.559003 = -608562.520999 nChanged 22 SP:Iteration 30Q (6997.302987 sec): 3 clusters Score: Raw -611781.520000 + Penalty 3211.559003 = -608569.960997 nChanged 18 SP:Iteration 31Q (6997.417359 sec): 3 clusters Score: Raw -611788.162843 + Penalty 3211.559003 = -608576.603840 nChanged 21 SP:Iteration 32Q (6997.549048 sec): 3 clusters Score: Raw -611796.724415 + Penalty 3211.559003 = -608585.165412 nChanged 19 SP:Iteration 33Q (6997.664632 sec): 3 clusters Score: Raw -611804.643184 + Penalty 3211.559003 = -608593.084180 nChanged 23 SP:Iteration 34Q (6997.778238 sec): 3 clusters Score: Raw -611812.930245 + Penalty 3211.559003 = -608601.371241 nChanged 15 SP:Iteration 35Q (6997.954430 sec): 3 clusters Score: Raw -611819.722776 + Penalty 3211.559003 = -608608.163773 nChanged 17 SP:Iteration 36Q (6998.062355 sec): 3 clusters Score: Raw -611826.145517 + Penalty 3211.559003 = -608614.586514 nChanged 23 SP:Iteration 37Q (6998.200564 sec): 3 clusters Score: Raw -611834.768852 + Penalty 3211.559003 = -608623.209849 nChanged 16 SP:Iteration 38Q (6998.306418 sec): 3 clusters Score: Raw -611840.941676 + Penalty 3211.559003 = -608629.382673 nChanged 15 SP:Iteration 39Q (6998.407345 sec): 3 clusters Score: Raw -611847.428394 + Penalty 3211.559003 = -608635.869391 nChanged 18 SP:Iteration 40F (6998.540229 sec): 3 clusters Score: Raw -611856.008080 + Penalty 3211.559003 = -608644.449077 nChanged 28 SP:Iteration 41Q (6998.661908 sec): 3 clusters Score: Raw -611869.167642 + Penalty 3211.559003 = -608657.608639 nChanged 20 SP:Iteration 42Q (6998.777890 sec): 3 clusters Score: Raw -611881.499140 + Penalty 3211.559003 = -608669.940137 nChanged 25 SP:Iteration 43Q (6998.895169 sec): 3 clusters Score: Raw -611902.623381 + Penalty 3211.559003 = -608691.064378 nChanged 29 SP:Iteration 44Q (6999.011955 sec): 3 clusters Score: Raw -611923.015617 + Penalty 3211.559003 = -608711.456614 nChanged 35 SP:Iteration 45Q (6999.127917 sec): 3 clusters Score: Raw -611948.396111 + Penalty 3211.559003 = -608736.837108 nChanged 28 SP:Iteration 46Q (6999.272889 sec): 3 clusters Score: Raw -611962.757657 + Penalty 3211.559003 = -608751.198654 nChanged 20 SP:Iteration 47Q (6999.405468 sec): 3 clusters Score: Raw -611973.567418 + Penalty 3211.559003 = -608762.008414 nChanged 24 SP:Iteration 48Q (6999.543024 sec): 3 clusters Score: Raw -611983.382184 + Penalty 3211.559003 = -608771.823181 nChanged 18 SP:Iteration 49Q (6999.628876 sec): 3 clusters Score: Raw -611988.926156 + Penalty 3211.559003 = -608777.367153 nChanged 11 SP:Iteration 50Q (6999.738579 sec): 3 clusters Score: Raw -611993.428377 + Penalty 3211.559003 = -608781.869373 nChanged 14 SP:Iteration 51Q (6999.870116 sec): 3 clusters Score: Raw -611998.240368 + Penalty 3211.559003 = -608786.681365 nChanged 10 SP:Iteration 52Q (6999.985602 sec): 3 clusters Score: Raw -612001.191520 + Penalty 3211.559003 = -608789.632516 nChanged 10 SP:Iteration 53Q (7000.101729 sec): 3 clusters Score: Raw -612004.886681 + Penalty 3211.559003 = -608793.327678 nChanged 15 SP:Iteration 54Q (7000.205057 sec): 3 clusters Score: Raw -612010.225169 + Penalty 3211.559003 = -608798.666166 nChanged 7 SP:Iteration 55Q (7000.324619 sec): 3 clusters Score: Raw -612012.251452 + Penalty 3211.559003 = -608800.692448 nChanged 7 SP:Iteration 56Q (7000.456421 sec): 3 clusters Score: Raw -612014.944045 + Penalty 3211.559003 = -608803.385042 nChanged 8 SP:Iteration 57Q (7000.544276 sec): 3 clusters Score: Raw -612016.874332 + Penalty 3211.559003 = -608805.315329 nChanged 6 SP:Iteration 58Q (7000.653778 sec): 3 clusters Score: Raw -612018.588048 + Penalty 3211.559003 = -608807.029044 nChanged 7 SP:Iteration 59Q (7000.786504 sec): 3 clusters Score: Raw -612021.646676 + Penalty 3211.559003 = -608810.087673 nChanged 10 SP:Iteration 60F (7000.894005 sec): 3 clusters Score: Raw -612025.887142 + Penalty 3211.559003 = -608814.328139 nChanged 13 SP:Iteration 61Q (7001.004173 sec): 3 clusters Score: Raw -612029.671462 + Penalty 3211.559003 = -608818.112459 nChanged 9 SP:Iteration 62Q (7001.127806 sec): 3 clusters Score: Raw -612031.977254 + Penalty 3211.559003 = -608820.418251 nChanged 3 SP:Iteration 63Q (7001.234825 sec): 3 clusters Score: Raw -612032.514395 + Penalty 3211.559003 = -608820.955391 nChanged 5 SP:Iteration 64Q (7001.316124 sec): 3 clusters Score: Raw -612034.427034 + Penalty 3211.559003 = -608822.868030 nChanged 7 SP:Iteration 65Q (7001.438741 sec): 3 clusters Score: Raw -612035.700427 + Penalty 3211.559003 = -608824.141424 nChanged 5 SP:Iteration 66Q (7001.541836 sec): 3 clusters Score: Raw -612037.273149 + Penalty 3211.559003 = -608825.714145 nChanged 7 SP:Iteration 67Q (7001.653087 sec): 3 clusters Score: Raw -612038.977058 + Penalty 3211.559003 = -608827.418054 nChanged 7 SP:Iteration 68Q (7001.750785 sec): 3 clusters Score: Raw -612040.526991 + Penalty 3211.559003 = -608828.967988 nChanged 4 SP:Iteration 69Q (7001.869568 sec): 3 clusters Score: Raw -612041.302304 + Penalty 3211.559003 = -608829.743301 nChanged 0 SP:Iteration 70F (7001.986101 sec): 3 clusters Score: Raw -612041.302304 + Penalty 3211.559003 = -608829.743301 nChanged 0 Trying to split cluster 30 (1022 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7002.063583 sec): 2 clusters Score: Raw -39046.076748 + Penalty 1216.130193 = -37829.946554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7002.166772 sec): 3 clusters Score: Raw -38792.757943 + Penalty 2432.260387 = -36360.497557 nChanged 296 SP:Iteration 1F (7002.238337 sec): 3 clusters Score: Raw -39122.236935 + Penalty 2432.260387 = -36689.976548 nChanged 83 SP:Iteration 2F (7002.325956 sec): 3 clusters Score: Raw -39238.642677 + Penalty 2432.260387 = -36806.382291 nChanged 65 SP:Iteration 3F (7002.417906 sec): 3 clusters Score: Raw -39346.836612 + Penalty 2432.260387 = -36914.576226 nChanged 37 SP:Iteration 4Q (7002.520710 sec): 3 clusters Score: Raw -39399.080289 + Penalty 2432.260387 = -36966.819903 nChanged 23 SP:Iteration 5Q (7002.626871 sec): 3 clusters Score: Raw -39433.279201 + Penalty 2432.260387 = -37001.018814 nChanged 18 SP:Iteration 6Q (7002.726207 sec): 3 clusters Score: Raw -39454.630791 + Penalty 2432.260387 = -37022.370404 nChanged 13 SP:Iteration 7Q (7002.806825 sec): 3 clusters Score: Raw -39470.831565 + Penalty 2432.260387 = -37038.571178 nChanged 7 SP:Iteration 8Q (7002.901775 sec): 3 clusters Score: Raw -39480.346771 + Penalty 2432.260387 = -37048.086384 nChanged 4 SP:Iteration 9Q (7002.984127 sec): 3 clusters Score: Raw -39491.874001 + Penalty 2432.260387 = -37059.613615 nChanged 8 SP:Iteration 10Q (7003.086600 sec): 3 clusters Score: Raw -39500.644495 + Penalty 2432.260387 = -37068.384108 nChanged 7 SP:Iteration 11Q (7003.186847 sec): 3 clusters Score: Raw -39505.905410 + Penalty 2432.260387 = -37073.645023 nChanged 5 SP:Iteration 12Q (7003.284748 sec): 3 clusters Score: Raw -39512.282201 + Penalty 2432.260387 = -37080.021815 nChanged 5 SP:Iteration 13Q (7003.383633 sec): 3 clusters Score: Raw -39518.531427 + Penalty 2432.260387 = -37086.271041 nChanged 4 SP:Iteration 14Q (7003.476345 sec): 3 clusters Score: Raw -39521.761443 + Penalty 2432.260387 = -37089.501057 nChanged 1 SP:Iteration 15Q (7003.555237 sec): 3 clusters Score: Raw -39522.186616 + Penalty 2432.260387 = -37089.926230 nChanged 0 SP:Iteration 16F (7003.636916 sec): 3 clusters Score: Raw -39522.186616 + Penalty 2432.260387 = -37089.926230 nChanged 0 Trying to split cluster 31 (4564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7003.696329 sec): 2 clusters Score: Raw -303128.657416 + Penalty 1478.755052 = -301649.902364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7003.834083 sec): 3 clusters Score: Raw -300833.949245 + Penalty 2957.510104 = -297876.439142 nChanged 1794 SP:Iteration 1F (7003.918018 sec): 3 clusters Score: Raw -301871.938305 + Penalty 2957.510104 = -298914.428202 nChanged 330 SP:Iteration 2F (7004.039544 sec): 3 clusters Score: Raw -302059.597599 + Penalty 2957.510104 = -299102.087495 nChanged 252 SP:Iteration 3F (7004.129979 sec): 3 clusters Score: Raw -302206.332113 + Penalty 2957.510104 = -299248.822009 nChanged 209 SP:Iteration 4Q (7004.223973 sec): 3 clusters Score: Raw -302344.745910 + Penalty 2957.510104 = -299387.235806 nChanged 196 SP:Iteration 5Q (7004.323796 sec): 3 clusters Score: Raw -302459.219017 + Penalty 2957.510104 = -299501.708913 nChanged 158 SP:Iteration 6Q (7004.410764 sec): 3 clusters Score: Raw -302557.760560 + Penalty 2957.510104 = -299600.250456 nChanged 151 SP:Iteration 7Q (7004.487093 sec): 3 clusters Score: Raw -302647.902083 + Penalty 2957.510104 = -299690.391980 nChanged 142 SP:Iteration 8Q (7004.592683 sec): 3 clusters Score: Raw -302738.025225 + Penalty 2957.510104 = -299780.515122 nChanged 139 SP:Iteration 9Q (7004.693957 sec): 3 clusters Score: Raw -302823.311293 + Penalty 2957.510104 = -299865.801189 nChanged 130 SP:Iteration 10Q (7004.789866 sec): 3 clusters Score: Raw -302896.378771 + Penalty 2957.510104 = -299938.868668 nChanged 103 SP:Iteration 11Q (7004.881277 sec): 3 clusters Score: Raw -302954.246962 + Penalty 2957.510104 = -299996.736858 nChanged 93 SP:Iteration 12Q (7004.970748 sec): 3 clusters Score: Raw -303005.624093 + Penalty 2957.510104 = -300048.113989 nChanged 108 SP:Iteration 13Q (7005.062551 sec): 3 clusters Score: Raw -303063.785953 + Penalty 2957.510104 = -300106.275850 nChanged 114 SP:Iteration 14Q (7005.159834 sec): 3 clusters Score: Raw -303132.415565 + Penalty 2957.510104 = -300174.905461 nChanged 106 SP:Iteration 15Q (7005.243807 sec): 3 clusters Score: Raw -303187.762952 + Penalty 2957.510104 = -300230.252849 nChanged 83 SP:Iteration 16Q (7005.334238 sec): 3 clusters Score: Raw -303228.979622 + Penalty 2957.510104 = -300271.469518 nChanged 73 SP:Iteration 17Q (7005.418718 sec): 3 clusters Score: Raw -303264.550573 + Penalty 2957.510104 = -300307.040470 nChanged 74 SP:Iteration 18Q (7005.491071 sec): 3 clusters Score: Raw -303308.765502 + Penalty 2957.510104 = -300351.255399 nChanged 90 SP:Iteration 19Q (7005.605770 sec): 3 clusters Score: Raw -303357.872124 + Penalty 2957.510104 = -300400.362020 nChanged 82 SP:Iteration 20F (7005.696412 sec): 3 clusters Score: Raw -303400.867488 + Penalty 2957.510104 = -300443.357385 nChanged 81 SP:Iteration 21Q (7005.786904 sec): 3 clusters Score: Raw -303438.251094 + Penalty 2957.510104 = -300480.740991 nChanged 68 SP:Iteration 22Q (7005.865372 sec): 3 clusters Score: Raw -303469.842370 + Penalty 2957.510104 = -300512.332267 nChanged 55 SP:Iteration 23Q (7005.967374 sec): 3 clusters Score: Raw -303495.444835 + Penalty 2957.510104 = -300537.934731 nChanged 49 SP:Iteration 24Q (7006.064079 sec): 3 clusters Score: Raw -303516.463155 + Penalty 2957.510104 = -300558.953052 nChanged 55 SP:Iteration 25Q (7006.147707 sec): 3 clusters Score: Raw -303539.391958 + Penalty 2957.510104 = -300581.881855 nChanged 52 SP:Iteration 26Q (7006.215972 sec): 3 clusters Score: Raw -303561.371917 + Penalty 2957.510104 = -300603.861814 nChanged 46 SP:Iteration 27Q (7006.313110 sec): 3 clusters Score: Raw -303579.853093 + Penalty 2957.510104 = -300622.342989 nChanged 54 SP:Iteration 28Q (7006.399648 sec): 3 clusters Score: Raw -303600.598679 + Penalty 2957.510104 = -300643.088576 nChanged 38 SP:Iteration 29Q (7006.495504 sec): 3 clusters Score: Raw -303615.156059 + Penalty 2957.510104 = -300657.645955 nChanged 38 SP:Iteration 30Q (7006.576701 sec): 3 clusters Score: Raw -303628.347522 + Penalty 2957.510104 = -300670.837419 nChanged 32 SP:Iteration 31Q (7006.647613 sec): 3 clusters Score: Raw -303638.887107 + Penalty 2957.510104 = -300681.377004 nChanged 22 SP:Iteration 32Q (7006.735420 sec): 3 clusters Score: Raw -303647.483007 + Penalty 2957.510104 = -300689.972904 nChanged 27 SP:Iteration 33Q (7006.814389 sec): 3 clusters Score: Raw -303659.412733 + Penalty 2957.510104 = -300701.902630 nChanged 30 SP:Iteration 34Q (7006.899255 sec): 3 clusters Score: Raw -303669.801222 + Penalty 2957.510104 = -300712.291119 nChanged 27 SP:Iteration 35Q (7007.000889 sec): 3 clusters Score: Raw -303680.315678 + Penalty 2957.510104 = -300722.805575 nChanged 26 SP:Iteration 36Q (7007.086139 sec): 3 clusters Score: Raw -303689.251435 + Penalty 2957.510104 = -300731.741332 nChanged 18 SP:Iteration 37Q (7007.188366 sec): 3 clusters Score: Raw -303694.468980 + Penalty 2957.510104 = -300736.958877 nChanged 16 SP:Iteration 38Q (7007.249893 sec): 3 clusters Score: Raw -303699.578408 + Penalty 2957.510104 = -300742.068304 nChanged 16 SP:Iteration 39Q (7007.345568 sec): 3 clusters Score: Raw -303703.595495 + Penalty 2957.510104 = -300746.085391 nChanged 15 SP:Iteration 40F (7007.424648 sec): 3 clusters Score: Raw -303707.824108 + Penalty 2957.510104 = -300750.314005 nChanged 13 SP:Iteration 41Q (7007.500282 sec): 3 clusters Score: Raw -303710.412256 + Penalty 2957.510104 = -300752.902153 nChanged 9 SP:Iteration 42Q (7007.587720 sec): 3 clusters Score: Raw -303712.369209 + Penalty 2957.510104 = -300754.859105 nChanged 11 SP:Iteration 43Q (7007.688584 sec): 3 clusters Score: Raw -303714.168063 + Penalty 2957.510104 = -300756.657960 nChanged 5 SP:Iteration 44Q (7007.760610 sec): 3 clusters Score: Raw -303715.057854 + Penalty 2957.510104 = -300757.547751 nChanged 4 SP:Iteration 45Q (7007.853638 sec): 3 clusters Score: Raw -303715.644027 + Penalty 2957.510104 = -300758.133923 nChanged 3 SP:Iteration 46Q (7007.930443 sec): 3 clusters Score: Raw -303716.318985 + Penalty 2957.510104 = -300758.808881 nChanged 3 SP:Iteration 47Q (7008.032886 sec): 3 clusters Score: Raw -303716.958177 + Penalty 2957.510104 = -300759.448073 nChanged 4 SP:Iteration 48Q (7008.104042 sec): 3 clusters Score: Raw -303718.728475 + Penalty 2957.510104 = -300761.218371 nChanged 4 SP:Iteration 49Q (7008.195782 sec): 3 clusters Score: Raw -303719.272111 + Penalty 2957.510104 = -300761.762008 nChanged 2 SP:Iteration 50Q (7008.260903 sec): 3 clusters Score: Raw -303719.718027 + Penalty 2957.510104 = -300762.207924 nChanged 3 SP:Iteration 51Q (7008.356911 sec): 3 clusters Score: Raw -303721.077105 + Penalty 2957.510104 = -300763.567001 nChanged 6 SP:Iteration 52Q (7008.425436 sec): 3 clusters Score: Raw -303722.643695 + Penalty 2957.510104 = -300765.133591 nChanged 4 SP:Iteration 53Q (7008.525336 sec): 3 clusters Score: Raw -303724.333529 + Penalty 2957.510104 = -300766.823425 nChanged 5 SP:Iteration 54Q (7008.621246 sec): 3 clusters Score: Raw -303725.912617 + Penalty 2957.510104 = -300768.402513 nChanged 6 SP:Iteration 55Q (7008.710062 sec): 3 clusters Score: Raw -303726.998766 + Penalty 2957.510104 = -300769.488662 nChanged 3 SP:Iteration 56Q (7008.792320 sec): 3 clusters Score: Raw -303728.184158 + Penalty 2957.510104 = -300770.674055 nChanged 6 SP:Iteration 57Q (7008.891062 sec): 3 clusters Score: Raw -303730.348857 + Penalty 2957.510104 = -300772.838753 nChanged 6 SP:Iteration 58Q (7008.963199 sec): 3 clusters Score: Raw -303732.893197 + Penalty 2957.510104 = -300775.383093 nChanged 5 SP:Iteration 59Q (7009.054104 sec): 3 clusters Score: Raw -303733.830948 + Penalty 2957.510104 = -300776.320844 nChanged 3 SP:Iteration 60F (7009.166345 sec): 3 clusters Score: Raw -303735.277895 + Penalty 2957.510104 = -300777.767791 nChanged 4 SP:Iteration 61Q (7009.259517 sec): 3 clusters Score: Raw -303736.006500 + Penalty 2957.510104 = -300778.496396 nChanged 0 SP:Iteration 62F (7009.355829 sec): 3 clusters Score: Raw -303736.006500 + Penalty 2957.510104 = -300778.496396 nChanged 0 Trying to split cluster 32 (2037 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7009.405668 sec): 2 clusters Score: Raw -109281.593677 + Penalty 1337.175465 = -107944.418213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7009.494864 sec): 3 clusters Score: Raw -108427.171878 + Penalty 2674.350929 = -105752.820949 nChanged 782 SP:Iteration 1F (7009.578957 sec): 3 clusters Score: Raw -108947.684001 + Penalty 2674.350929 = -106273.333072 nChanged 191 SP:Iteration 2F (7009.644101 sec): 3 clusters Score: Raw -109122.413240 + Penalty 2674.350929 = -106448.062311 nChanged 142 SP:Iteration 3F (7009.735582 sec): 3 clusters Score: Raw -109280.312148 + Penalty 2674.350929 = -106605.961218 nChanged 120 SP:Iteration 4F (7009.805567 sec): 3 clusters Score: Raw -109400.494181 + Penalty 2674.350929 = -106726.143252 nChanged 97 SP:Iteration 5Q (7009.906673 sec): 3 clusters Score: Raw -109484.188141 + Penalty 2674.350929 = -106809.837212 nChanged 76 SP:Iteration 6Q (7009.973685 sec): 3 clusters Score: Raw -109563.889925 + Penalty 2674.350929 = -106889.538996 nChanged 63 SP:Iteration 7Q (7010.053544 sec): 3 clusters Score: Raw -109615.942287 + Penalty 2674.350929 = -106941.591358 nChanged 58 SP:Iteration 8Q (7010.143322 sec): 3 clusters Score: Raw -109665.309761 + Penalty 2674.350929 = -106990.958832 nChanged 42 SP:Iteration 9Q (7010.230960 sec): 3 clusters Score: Raw -109710.811243 + Penalty 2674.350929 = -107036.460314 nChanged 51 SP:Iteration 10Q (7010.314794 sec): 3 clusters Score: Raw -109775.072653 + Penalty 2674.350929 = -107100.721724 nChanged 48 SP:Iteration 11Q (7010.397785 sec): 3 clusters Score: Raw -109820.434330 + Penalty 2674.350929 = -107146.083401 nChanged 43 SP:Iteration 12Q (7010.483315 sec): 3 clusters Score: Raw -109865.086958 + Penalty 2674.350929 = -107190.736029 nChanged 42 SP:Iteration 13Q (7010.555060 sec): 3 clusters Score: Raw -109905.884971 + Penalty 2674.350929 = -107231.534042 nChanged 32 SP:Iteration 14Q (7010.645504 sec): 3 clusters Score: Raw -109936.634793 + Penalty 2674.350929 = -107262.283864 nChanged 23 SP:Iteration 15Q (7010.732291 sec): 3 clusters Score: Raw -109962.197545 + Penalty 2674.350929 = -107287.846616 nChanged 28 SP:Iteration 16Q (7010.810880 sec): 3 clusters Score: Raw -109983.579335 + Penalty 2674.350929 = -107309.228405 nChanged 20 SP:Iteration 17Q (7010.897015 sec): 3 clusters Score: Raw -110005.868565 + Penalty 2674.350929 = -107331.517635 nChanged 21 SP:Iteration 18Q (7010.970522 sec): 3 clusters Score: Raw -110029.939486 + Penalty 2674.350929 = -107355.588557 nChanged 28 SP:Iteration 19Q (7011.072841 sec): 3 clusters Score: Raw -110059.142267 + Penalty 2674.350929 = -107384.791338 nChanged 16 SP:Iteration 20F (7011.153184 sec): 3 clusters Score: Raw -110078.875913 + Penalty 2674.350929 = -107404.524983 nChanged 18 SP:Iteration 21Q (7011.236964 sec): 3 clusters Score: Raw -110104.631843 + Penalty 2674.350929 = -107430.280914 nChanged 13 SP:Iteration 22Q (7011.320507 sec): 3 clusters Score: Raw -110112.879669 + Penalty 2674.350929 = -107438.528740 nChanged 4 SP:Iteration 23Q (7011.383192 sec): 3 clusters Score: Raw -110119.898453 + Penalty 2674.350929 = -107445.547524 nChanged 9 SP:Iteration 24Q (7011.405190 sec): 3 clusters Score: Raw -110131.283608 + Penalty 2674.350929 = -107456.932679 nChanged 15 SP:Iteration 25Q (7011.425400 sec): 3 clusters Score: Raw -110146.380604 + Penalty 2674.350929 = -107472.029675 nChanged 14 SP:Iteration 26Q (7011.445982 sec): 3 clusters Score: Raw -110157.081198 + Penalty 2674.350929 = -107482.730269 nChanged 15 SP:Iteration 27Q (7011.474379 sec): 3 clusters Score: Raw -110166.216856 + Penalty 2674.350929 = -107491.865927 nChanged 11 SP:Iteration 28Q (7011.494522 sec): 3 clusters Score: Raw -110172.467522 + Penalty 2674.350929 = -107498.116593 nChanged 5 SP:Iteration 29Q (7011.568322 sec): 3 clusters Score: Raw -110177.213044 + Penalty 2674.350929 = -107502.862115 nChanged 3 SP:Iteration 30Q (7011.657227 sec): 3 clusters Score: Raw -110179.715354 + Penalty 2674.350929 = -107505.364425 nChanged 3 SP:Iteration 31Q (7011.746600 sec): 3 clusters Score: Raw -110181.660595 + Penalty 2674.350929 = -107507.309666 nChanged 2 SP:Iteration 32Q (7011.851603 sec): 3 clusters Score: Raw -110182.480979 + Penalty 2674.350929 = -107508.130050 nChanged 0 SP:Iteration 33F (7011.916200 sec): 3 clusters Score: Raw -110182.480979 + Penalty 2674.350929 = -107508.130050 nChanged 0 Trying to split cluster 33 (4437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7011.980791 sec): 2 clusters Score: Raw -314398.056310 + Penalty 1473.802273 = -312924.254037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7012.072747 sec): 3 clusters Score: Raw -312147.953861 + Penalty 2947.604547 = -309200.349314 nChanged 1770 SP:Iteration 1F (7012.160442 sec): 3 clusters Score: Raw -313157.353501 + Penalty 2947.604547 = -310209.748954 nChanged 328 SP:Iteration 2F (7012.230692 sec): 3 clusters Score: Raw -313347.930862 + Penalty 2947.604547 = -310400.326315 nChanged 237 SP:Iteration 3F (7012.316100 sec): 3 clusters Score: Raw -313474.052240 + Penalty 2947.604547 = -310526.447693 nChanged 214 SP:Iteration 4Q (7012.397871 sec): 3 clusters Score: Raw -313595.290824 + Penalty 2947.604547 = -310647.686277 nChanged 160 SP:Iteration 5Q (7012.546368 sec): 3 clusters Score: Raw -313690.260744 + Penalty 2947.604547 = -310742.656197 nChanged 166 SP:Iteration 6Q (7012.642269 sec): 3 clusters Score: Raw -313802.779253 + Penalty 2947.604547 = -310855.174706 nChanged 175 SP:Iteration 7Q (7012.755462 sec): 3 clusters Score: Raw -313925.277778 + Penalty 2947.604547 = -310977.673232 nChanged 163 SP:Iteration 8Q (7012.857750 sec): 3 clusters Score: Raw -314035.761553 + Penalty 2947.604547 = -311088.157006 nChanged 149 SP:Iteration 9Q (7012.960322 sec): 3 clusters Score: Raw -314145.597442 + Penalty 2947.604547 = -311197.992896 nChanged 149 SP:Iteration 10Q (7013.062443 sec): 3 clusters Score: Raw -314290.175525 + Penalty 2947.604547 = -311342.570978 nChanged 141 SP:Iteration 11Q (7013.173072 sec): 3 clusters Score: Raw -314410.251873 + Penalty 2947.604547 = -311462.647326 nChanged 133 SP:Iteration 12Q (7013.265717 sec): 3 clusters Score: Raw -314511.273228 + Penalty 2947.604547 = -311563.668681 nChanged 102 SP:Iteration 13Q (7013.385061 sec): 3 clusters Score: Raw -314581.184450 + Penalty 2947.604547 = -311633.579903 nChanged 85 SP:Iteration 14Q (7013.510514 sec): 3 clusters Score: Raw -314641.677910 + Penalty 2947.604547 = -311694.073364 nChanged 79 SP:Iteration 15Q (7013.605279 sec): 3 clusters Score: Raw -314687.213734 + Penalty 2947.604547 = -311739.609187 nChanged 80 SP:Iteration 16Q (7013.729622 sec): 3 clusters Score: Raw -314730.953518 + Penalty 2947.604547 = -311783.348971 nChanged 55 SP:Iteration 17Q (7013.840784 sec): 3 clusters Score: Raw -314759.905683 + Penalty 2947.604547 = -311812.301136 nChanged 40 SP:Iteration 18Q (7013.945656 sec): 3 clusters Score: Raw -314777.773905 + Penalty 2947.604547 = -311830.169359 nChanged 35 SP:Iteration 19Q (7014.028453 sec): 3 clusters Score: Raw -314795.244452 + Penalty 2947.604547 = -311847.639905 nChanged 33 SP:Iteration 20F (7014.139827 sec): 3 clusters Score: Raw -314808.221480 + Penalty 2947.604547 = -311860.616933 nChanged 24 SP:Iteration 21Q (7014.254810 sec): 3 clusters Score: Raw -314816.760831 + Penalty 2947.604547 = -311869.156285 nChanged 16 SP:Iteration 22Q (7014.363484 sec): 3 clusters Score: Raw -314823.596637 + Penalty 2947.604547 = -311875.992090 nChanged 19 SP:Iteration 23Q (7014.405124 sec): 3 clusters Score: Raw -314832.905999 + Penalty 2947.604547 = -311885.301452 nChanged 17 SP:Iteration 24Q (7014.443948 sec): 3 clusters Score: Raw -314838.805124 + Penalty 2947.604547 = -311891.200577 nChanged 15 SP:Iteration 25Q (7014.484659 sec): 3 clusters Score: Raw -314843.871529 + Penalty 2947.604547 = -311896.266982 nChanged 11 SP:Iteration 26Q (7014.523782 sec): 3 clusters Score: Raw -314847.203894 + Penalty 2947.604547 = -311899.599347 nChanged 10 SP:Iteration 27Q (7014.626143 sec): 3 clusters Score: Raw -314850.042108 + Penalty 2947.604547 = -311902.437562 nChanged 8 SP:Iteration 28Q (7014.732036 sec): 3 clusters Score: Raw -314852.754167 + Penalty 2947.604547 = -311905.149620 nChanged 5 SP:Iteration 29Q (7014.829840 sec): 3 clusters Score: Raw -314854.346081 + Penalty 2947.604547 = -311906.741534 nChanged 4 SP:Iteration 30Q (7014.940163 sec): 3 clusters Score: Raw -314855.176914 + Penalty 2947.604547 = -311907.572367 nChanged 3 SP:Iteration 31Q (7015.042414 sec): 3 clusters Score: Raw -314856.033530 + Penalty 2947.604547 = -311908.428983 nChanged 0 SP:Iteration 32F (7015.134619 sec): 3 clusters Score: Raw -314856.033530 + Penalty 2947.604547 = -311908.428983 nChanged 0 Trying to split cluster 34 (517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7015.181405 sec): 2 clusters Score: Raw -32129.748436 + Penalty 1096.531524 = -31033.216911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7015.268500 sec): 3 clusters Score: Raw -32128.301228 + Penalty 2193.063049 = -29935.238179 nChanged 120 SP:Iteration 1F (7015.354988 sec): 3 clusters Score: Raw -32338.372523 + Penalty 2193.063049 = -30145.309474 nChanged 34 SP:Iteration 2F (7015.445375 sec): 3 clusters Score: Raw -32411.637021 + Penalty 2193.063049 = -30218.573972 nChanged 21 SP:Iteration 3Q (7015.518590 sec): 3 clusters Score: Raw -32448.469407 + Penalty 2193.063049 = -30255.406358 nChanged 19 SP:Iteration 4Q (7015.604693 sec): 3 clusters Score: Raw -32512.449255 + Penalty 2193.063049 = -30319.386206 nChanged 22 SP:Iteration 5Q (7015.691053 sec): 3 clusters Score: Raw -32601.627265 + Penalty 2193.063049 = -30408.564216 nChanged 20 SP:Iteration 6Q (7015.732586 sec): 3 clusters Score: Raw -32691.878975 + Penalty 2193.063049 = -30498.815927 nChanged 13 SP:Iteration 7Q (7015.740557 sec): 3 clusters Score: Raw -32744.047091 + Penalty 2193.063049 = -30550.984042 nChanged 11 SP:Iteration 8Q (7015.748578 sec): 3 clusters Score: Raw -32770.042343 + Penalty 2193.063049 = -30576.979294 nChanged 7 SP:Iteration 9Q (7015.835768 sec): 3 clusters Score: Raw -32782.135018 + Penalty 2193.063049 = -30589.071969 nChanged 3 SP:Iteration 10Q (7015.922537 sec): 3 clusters Score: Raw -32794.045926 + Penalty 2193.063049 = -30600.982877 nChanged 3 SP:Iteration 11Q (7016.008929 sec): 3 clusters Score: Raw -32806.627618 + Penalty 2193.063049 = -30613.564570 nChanged 4 SP:Iteration 12Q (7016.095674 sec): 3 clusters Score: Raw -32818.349655 + Penalty 2193.063049 = -30625.286606 nChanged 0 SP:Iteration 13F (7016.182654 sec): 3 clusters Score: Raw -32820.272491 + Penalty 2193.063049 = -30627.209442 nChanged 1 SP:Iteration 14Q (7016.290593 sec): 3 clusters Score: Raw -32823.210457 + Penalty 2193.063049 = -30630.147408 nChanged 0 SP:Iteration 15F (7016.340558 sec): 3 clusters Score: Raw -32823.210457 + Penalty 2193.063049 = -30630.147408 nChanged 0 Trying to split cluster 35 (9757 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7016.431113 sec): 2 clusters Score: Raw -685087.888507 + Penalty 1612.097415 = -683475.791093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7016.539730 sec): 3 clusters Score: Raw -679589.143406 + Penalty 3224.194830 = -676364.948577 nChanged 4202 SP:Iteration 1F (7016.648239 sec): 3 clusters Score: Raw -681910.533761 + Penalty 3224.194830 = -678686.338931 nChanged 657 SP:Iteration 2F (7016.773890 sec): 3 clusters Score: Raw -682227.617684 + Penalty 3224.194830 = -679003.422855 nChanged 552 SP:Iteration 3F (7016.888670 sec): 3 clusters Score: Raw -682493.001559 + Penalty 3224.194830 = -679268.806730 nChanged 482 SP:Iteration 4Q (7017.004193 sec): 3 clusters Score: Raw -682742.386227 + Penalty 3224.194830 = -679518.191398 nChanged 440 SP:Iteration 5Q (7017.119757 sec): 3 clusters Score: Raw -682972.863734 + Penalty 3224.194830 = -679748.668905 nChanged 416 SP:Iteration 6Q (7017.237995 sec): 3 clusters Score: Raw -683218.403123 + Penalty 3224.194830 = -679994.208293 nChanged 423 SP:Iteration 7Q (7017.349439 sec): 3 clusters Score: Raw -683493.771258 + Penalty 3224.194830 = -680269.576429 nChanged 405 SP:Iteration 8Q (7017.462815 sec): 3 clusters Score: Raw -683756.568805 + Penalty 3224.194830 = -680532.373975 nChanged 402 SP:Iteration 9Q (7017.577386 sec): 3 clusters Score: Raw -684008.822905 + Penalty 3224.194830 = -680784.628076 nChanged 372 SP:Iteration 10Q (7017.702541 sec): 3 clusters Score: Raw -684254.939661 + Penalty 3224.194830 = -681030.744832 nChanged 325 SP:Iteration 11Q (7017.814413 sec): 3 clusters Score: Raw -684476.607265 + Penalty 3224.194830 = -681252.412435 nChanged 311 SP:Iteration 12Q (7017.928767 sec): 3 clusters Score: Raw -684700.760909 + Penalty 3224.194830 = -681476.566079 nChanged 302 SP:Iteration 13Q (7018.044283 sec): 3 clusters Score: Raw -684916.776257 + Penalty 3224.194830 = -681692.581428 nChanged 275 SP:Iteration 14Q (7018.139199 sec): 3 clusters Score: Raw -685080.532837 + Penalty 3224.194830 = -681856.338008 nChanged 207 SP:Iteration 15Q (7018.252179 sec): 3 clusters Score: Raw -685171.595389 + Penalty 3224.194830 = -681947.400560 nChanged 178 SP:Iteration 16Q (7018.363779 sec): 3 clusters Score: Raw -685241.579363 + Penalty 3224.194830 = -682017.384534 nChanged 149 SP:Iteration 17Q (7018.480027 sec): 3 clusters Score: Raw -685289.436030 + Penalty 3224.194830 = -682065.241200 nChanged 116 SP:Iteration 18Q (7018.590186 sec): 3 clusters Score: Raw -685323.585837 + Penalty 3224.194830 = -682099.391007 nChanged 88 SP:Iteration 19Q (7018.700721 sec): 3 clusters Score: Raw -685348.984589 + Penalty 3224.194830 = -682124.789759 nChanged 71 SP:Iteration 20F (7018.814666 sec): 3 clusters Score: Raw -685366.260569 + Penalty 3224.194830 = -682142.065740 nChanged 65 SP:Iteration 21Q (7018.930815 sec): 3 clusters Score: Raw -685383.478075 + Penalty 3224.194830 = -682159.283246 nChanged 62 SP:Iteration 22Q (7019.044796 sec): 3 clusters Score: Raw -685398.951272 + Penalty 3224.194830 = -682174.756442 nChanged 52 SP:Iteration 23Q (7019.183507 sec): 3 clusters Score: Raw -685410.394486 + Penalty 3224.194830 = -682186.199657 nChanged 45 SP:Iteration 24Q (7019.318305 sec): 3 clusters Score: Raw -685419.707677 + Penalty 3224.194830 = -682195.512847 nChanged 39 SP:Iteration 25Q (7019.448982 sec): 3 clusters Score: Raw -685428.670953 + Penalty 3224.194830 = -682204.476123 nChanged 37 SP:Iteration 26Q (7019.586047 sec): 3 clusters Score: Raw -685437.077278 + Penalty 3224.194830 = -682212.882449 nChanged 40 SP:Iteration 27Q (7019.719702 sec): 3 clusters Score: Raw -685446.425488 + Penalty 3224.194830 = -682222.230659 nChanged 38 SP:Iteration 28Q (7019.884657 sec): 3 clusters Score: Raw -685453.478736 + Penalty 3224.194830 = -682229.283907 nChanged 32 SP:Iteration 29Q (7020.038782 sec): 3 clusters Score: Raw -685458.656675 + Penalty 3224.194830 = -682234.461845 nChanged 22 SP:Iteration 30Q (7020.155679 sec): 3 clusters Score: Raw -685463.791566 + Penalty 3224.194830 = -682239.596737 nChanged 27 SP:Iteration 31Q (7020.277000 sec): 3 clusters Score: Raw -685468.355448 + Penalty 3224.194830 = -682244.160618 nChanged 16 SP:Iteration 32Q (7020.382314 sec): 3 clusters Score: Raw -685471.015951 + Penalty 3224.194830 = -682246.821121 nChanged 11 SP:Iteration 33Q (7020.517844 sec): 3 clusters Score: Raw -685472.078947 + Penalty 3224.194830 = -682247.884117 nChanged 9 SP:Iteration 34Q (7020.631436 sec): 3 clusters Score: Raw -685473.174101 + Penalty 3224.194830 = -682248.979272 nChanged 5 SP:Iteration 35Q (7020.745299 sec): 3 clusters Score: Raw -685473.708803 + Penalty 3224.194830 = -682249.513974 nChanged 4 SP:Iteration 36Q (7020.845317 sec): 3 clusters Score: Raw -685474.566496 + Penalty 3224.194830 = -682250.371666 nChanged 4 SP:Iteration 37Q (7020.948707 sec): 3 clusters Score: Raw -685475.355404 + Penalty 3224.194830 = -682251.160575 nChanged 3 SP:Iteration 38Q (7021.074087 sec): 3 clusters Score: Raw -685475.825355 + Penalty 3224.194830 = -682251.630525 nChanged 3 SP:Iteration 39Q (7021.188699 sec): 3 clusters Score: Raw -685476.181035 + Penalty 3224.194830 = -682251.986206 nChanged 4 SP:Iteration 40F (7021.307403 sec): 3 clusters Score: Raw -685476.717696 + Penalty 3224.194830 = -682252.522866 nChanged 3 SP:Iteration 41Q (7021.424214 sec): 3 clusters Score: Raw -685477.047308 + Penalty 3224.194830 = -682252.852479 nChanged 1 SP:Iteration 42Q (7021.537821 sec): 3 clusters Score: Raw -685477.142317 + Penalty 3224.194830 = -682252.947487 nChanged 1 SP:Iteration 43Q (7021.666506 sec): 3 clusters Score: Raw -685477.303553 + Penalty 3224.194830 = -682253.108723 nChanged 0 SP:Iteration 44F (7021.777276 sec): 3 clusters Score: Raw -685477.303553 + Penalty 3224.194830 = -682253.108723 nChanged 0 Trying to split cluster 36 (1337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7021.833431 sec): 2 clusters Score: Raw -54443.009662 + Penalty 1263.281218 = -53179.728444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7021.907520 sec): 3 clusters Score: Raw -54010.823808 + Penalty 2526.562436 = -51484.261373 nChanged 425 SP:Iteration 1F (7021.988154 sec): 3 clusters Score: Raw -54446.281936 + Penalty 2526.562436 = -51919.719500 nChanged 128 SP:Iteration 2F (7022.068466 sec): 3 clusters Score: Raw -54617.050673 + Penalty 2526.562436 = -52090.488237 nChanged 80 SP:Iteration 3F (7022.149078 sec): 3 clusters Score: Raw -54729.404920 + Penalty 2526.562436 = -52202.842484 nChanged 58 SP:Iteration 4Q (7022.225142 sec): 3 clusters Score: Raw -54824.280307 + Penalty 2526.562436 = -52297.717872 nChanged 58 SP:Iteration 5Q (7022.305882 sec): 3 clusters Score: Raw -54886.195681 + Penalty 2526.562436 = -52359.633245 nChanged 33 SP:Iteration 6Q (7022.386358 sec): 3 clusters Score: Raw -54916.908897 + Penalty 2526.562436 = -52390.346462 nChanged 22 SP:Iteration 7Q (7022.492090 sec): 3 clusters Score: Raw -54940.697701 + Penalty 2526.562436 = -52414.135265 nChanged 19 SP:Iteration 8Q (7022.603831 sec): 3 clusters Score: Raw -54958.430609 + Penalty 2526.562436 = -52431.868174 nChanged 10 SP:Iteration 9Q (7022.706644 sec): 3 clusters Score: Raw -54966.242549 + Penalty 2526.562436 = -52439.680114 nChanged 12 SP:Iteration 10Q (7022.791587 sec): 3 clusters Score: Raw -54975.957044 + Penalty 2526.562436 = -52449.394609 nChanged 14 SP:Iteration 11Q (7022.899754 sec): 3 clusters Score: Raw -54990.000631 + Penalty 2526.562436 = -52463.438196 nChanged 10 SP:Iteration 12Q (7023.024230 sec): 3 clusters Score: Raw -55001.157085 + Penalty 2526.562436 = -52474.594649 nChanged 7 SP:Iteration 13Q (7023.134072 sec): 3 clusters Score: Raw -55004.827345 + Penalty 2526.562436 = -52478.264910 nChanged 2 SP:Iteration 14Q (7023.231505 sec): 3 clusters Score: Raw -55006.025856 + Penalty 2526.562436 = -52479.463420 nChanged 2 SP:Iteration 15Q (7023.327469 sec): 3 clusters Score: Raw -55006.975567 + Penalty 2526.562436 = -52480.413131 nChanged 0 SP:Iteration 16F (7023.433994 sec): 3 clusters Score: Raw -55006.975567 + Penalty 2526.562436 = -52480.413131 nChanged 0 Trying to split cluster 37 (11570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7023.539039 sec): 2 clusters Score: Raw -813176.441419 + Penalty 1642.007979 = -811534.433440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7023.657088 sec): 3 clusters Score: Raw -806673.007694 + Penalty 3284.015958 = -803388.991736 nChanged 5065 SP:Iteration 1F (7023.766113 sec): 3 clusters Score: Raw -809515.977235 + Penalty 3284.015958 = -806231.961277 nChanged 797 SP:Iteration 2F (7023.922092 sec): 3 clusters Score: Raw -809928.435998 + Penalty 3284.015958 = -806644.420040 nChanged 736 SP:Iteration 3F (7024.022486 sec): 3 clusters Score: Raw -810359.617501 + Penalty 3284.015958 = -807075.601543 nChanged 711 SP:Iteration 4F (7024.167633 sec): 3 clusters Score: Raw -810790.443735 + Penalty 3284.015958 = -807506.427777 nChanged 680 SP:Iteration 5F (7024.277006 sec): 3 clusters Score: Raw -811178.287906 + Penalty 3284.015958 = -807894.271948 nChanged 575 SP:Iteration 6Q (7024.402117 sec): 3 clusters Score: Raw -811499.916099 + Penalty 3284.015958 = -808215.900141 nChanged 482 SP:Iteration 7Q (7024.518634 sec): 3 clusters Score: Raw -811750.323116 + Penalty 3284.015958 = -808466.307158 nChanged 389 SP:Iteration 8Q (7024.632854 sec): 3 clusters Score: Raw -811944.670567 + Penalty 3284.015958 = -808660.654609 nChanged 306 SP:Iteration 9Q (7024.767647 sec): 3 clusters Score: Raw -812072.918640 + Penalty 3284.015958 = -808788.902682 nChanged 256 SP:Iteration 10Q (7024.892594 sec): 3 clusters Score: Raw -812171.968087 + Penalty 3284.015958 = -808887.952129 nChanged 226 SP:Iteration 11Q (7025.009303 sec): 3 clusters Score: Raw -812267.521861 + Penalty 3284.015958 = -808983.505903 nChanged 222 SP:Iteration 12Q (7025.128720 sec): 3 clusters Score: Raw -812368.734423 + Penalty 3284.015958 = -809084.718465 nChanged 220 SP:Iteration 13Q (7025.250401 sec): 3 clusters Score: Raw -812471.887447 + Penalty 3284.015958 = -809187.871489 nChanged 199 SP:Iteration 14Q (7025.397746 sec): 3 clusters Score: Raw -812566.768077 + Penalty 3284.015958 = -809282.752119 nChanged 179 SP:Iteration 15Q (7025.523894 sec): 3 clusters Score: Raw -812646.171330 + Penalty 3284.015958 = -809362.155372 nChanged 172 SP:Iteration 16Q (7025.642080 sec): 3 clusters Score: Raw -812733.143095 + Penalty 3284.015958 = -809449.127137 nChanged 148 SP:Iteration 17Q (7025.756077 sec): 3 clusters Score: Raw -812811.925761 + Penalty 3284.015958 = -809527.909803 nChanged 131 SP:Iteration 18Q (7025.887033 sec): 3 clusters Score: Raw -812884.836308 + Penalty 3284.015958 = -809600.820350 nChanged 117 SP:Iteration 19Q (7026.020788 sec): 3 clusters Score: Raw -812953.616224 + Penalty 3284.015958 = -809669.600266 nChanged 112 SP:Iteration 20F (7026.143996 sec): 3 clusters Score: Raw -813019.562675 + Penalty 3284.015958 = -809735.546717 nChanged 86 SP:Iteration 21Q (7026.261893 sec): 3 clusters Score: Raw -813069.247851 + Penalty 3284.015958 = -809785.231893 nChanged 83 SP:Iteration 22Q (7026.370646 sec): 3 clusters Score: Raw -813127.157293 + Penalty 3284.015958 = -809843.141335 nChanged 87 SP:Iteration 23Q (7026.491337 sec): 3 clusters Score: Raw -813182.001093 + Penalty 3284.015958 = -809897.985135 nChanged 61 SP:Iteration 24Q (7026.613428 sec): 3 clusters Score: Raw -813228.605417 + Penalty 3284.015958 = -809944.589459 nChanged 54 SP:Iteration 25Q (7026.760543 sec): 3 clusters Score: Raw -813266.832795 + Penalty 3284.015958 = -809982.816837 nChanged 58 SP:Iteration 26Q (7026.860600 sec): 3 clusters Score: Raw -813325.138943 + Penalty 3284.015958 = -810041.122985 nChanged 57 SP:Iteration 27Q (7026.969809 sec): 3 clusters Score: Raw -813377.505113 + Penalty 3284.015958 = -810093.489155 nChanged 41 SP:Iteration 28Q (7027.090149 sec): 3 clusters Score: Raw -813424.034045 + Penalty 3284.015958 = -810140.018087 nChanged 39 SP:Iteration 29Q (7027.245144 sec): 3 clusters Score: Raw -813462.551750 + Penalty 3284.015958 = -810178.535792 nChanged 34 SP:Iteration 30Q (7027.357397 sec): 3 clusters Score: Raw -813488.799621 + Penalty 3284.015958 = -810204.783663 nChanged 28 SP:Iteration 31Q (7027.477923 sec): 3 clusters Score: Raw -813506.132324 + Penalty 3284.015958 = -810222.116366 nChanged 24 SP:Iteration 32Q (7027.603151 sec): 3 clusters Score: Raw -813524.920333 + Penalty 3284.015958 = -810240.904375 nChanged 27 SP:Iteration 33Q (7027.728190 sec): 3 clusters Score: Raw -813549.942729 + Penalty 3284.015958 = -810265.926771 nChanged 30 SP:Iteration 34Q (7027.844747 sec): 3 clusters Score: Raw -813573.044618 + Penalty 3284.015958 = -810289.028660 nChanged 29 SP:Iteration 35Q (7027.954360 sec): 3 clusters Score: Raw -813594.648499 + Penalty 3284.015958 = -810310.632541 nChanged 25 SP:Iteration 36Q (7028.060310 sec): 3 clusters Score: Raw -813615.396445 + Penalty 3284.015958 = -810331.380488 nChanged 29 SP:Iteration 37Q (7028.213531 sec): 3 clusters Score: Raw -813636.129104 + Penalty 3284.015958 = -810352.113147 nChanged 32 SP:Iteration 38Q (7028.323524 sec): 3 clusters Score: Raw -813656.726209 + Penalty 3284.015958 = -810372.710251 nChanged 20 SP:Iteration 39Q (7028.449840 sec): 3 clusters Score: Raw -813669.425054 + Penalty 3284.015958 = -810385.409097 nChanged 24 SP:Iteration 40F (7028.582245 sec): 3 clusters Score: Raw -813681.750335 + Penalty 3284.015958 = -810397.734377 nChanged 21 SP:Iteration 41Q (7028.711524 sec): 3 clusters Score: Raw -813689.769727 + Penalty 3284.015958 = -810405.753769 nChanged 24 SP:Iteration 42Q (7028.826236 sec): 3 clusters Score: Raw -813700.557627 + Penalty 3284.015958 = -810416.541669 nChanged 23 SP:Iteration 43Q (7028.969655 sec): 3 clusters Score: Raw -813712.144049 + Penalty 3284.015958 = -810428.128091 nChanged 24 SP:Iteration 44Q (7029.095830 sec): 3 clusters Score: Raw -813725.272655 + Penalty 3284.015958 = -810441.256697 nChanged 27 SP:Iteration 45Q (7029.194146 sec): 3 clusters Score: Raw -813738.664057 + Penalty 3284.015958 = -810454.648099 nChanged 20 SP:Iteration 46Q (7029.290897 sec): 3 clusters Score: Raw -813746.610276 + Penalty 3284.015958 = -810462.594319 nChanged 19 SP:Iteration 47Q (7029.427466 sec): 3 clusters Score: Raw -813754.114887 + Penalty 3284.015958 = -810470.098929 nChanged 17 SP:Iteration 48Q (7029.545826 sec): 3 clusters Score: Raw -813760.818056 + Penalty 3284.015958 = -810476.802098 nChanged 13 SP:Iteration 49Q (7029.674119 sec): 3 clusters Score: Raw -813764.432063 + Penalty 3284.015958 = -810480.416105 nChanged 11 SP:Iteration 50Q (7029.807444 sec): 3 clusters Score: Raw -813767.850561 + Penalty 3284.015958 = -810483.834603 nChanged 8 SP:Iteration 51Q (7029.983142 sec): 3 clusters Score: Raw -813769.242782 + Penalty 3284.015958 = -810485.226824 nChanged 1 SP:Iteration 52Q (7030.097479 sec): 3 clusters Score: Raw -813769.721109 + Penalty 3284.015958 = -810485.705152 nChanged 3 SP:Iteration 53Q (7030.246927 sec): 3 clusters Score: Raw -813770.776158 + Penalty 3284.015958 = -810486.760200 nChanged 5 SP:Iteration 54Q (7030.410980 sec): 3 clusters Score: Raw -813772.052946 + Penalty 3284.015958 = -810488.036988 nChanged 3 SP:Iteration 55Q (7030.574289 sec): 3 clusters Score: Raw -813772.688439 + Penalty 3284.015958 = -810488.672481 nChanged 4 SP:Iteration 56Q (7030.721407 sec): 3 clusters Score: Raw -813773.585861 + Penalty 3284.015958 = -810489.569903 nChanged 5 SP:Iteration 57Q (7030.864458 sec): 3 clusters Score: Raw -813774.708160 + Penalty 3284.015958 = -810490.692202 nChanged 5 SP:Iteration 58Q (7031.008280 sec): 3 clusters Score: Raw -813777.428980 + Penalty 3284.015958 = -810493.413022 nChanged 5 SP:Iteration 59Q (7031.151405 sec): 3 clusters Score: Raw -813779.446855 + Penalty 3284.015958 = -810495.430897 nChanged 7 SP:Iteration 60F (7031.292522 sec): 3 clusters Score: Raw -813782.778457 + Penalty 3284.015958 = -810498.762499 nChanged 10 SP:Iteration 61Q (7031.424671 sec): 3 clusters Score: Raw -813786.763211 + Penalty 3284.015958 = -810502.747253 nChanged 6 SP:Iteration 62Q (7031.558833 sec): 3 clusters Score: Raw -813789.104174 + Penalty 3284.015958 = -810505.088216 nChanged 7 SP:Iteration 63Q (7031.698780 sec): 3 clusters Score: Raw -813791.431261 + Penalty 3284.015958 = -810507.415303 nChanged 7 SP:Iteration 64Q (7031.836921 sec): 3 clusters Score: Raw -813793.108406 + Penalty 3284.015958 = -810509.092448 nChanged 9 SP:Iteration 65Q (7031.952867 sec): 3 clusters Score: Raw -813795.898588 + Penalty 3284.015958 = -810511.882631 nChanged 8 SP:Iteration 66Q (7032.073796 sec): 3 clusters Score: Raw -813799.189229 + Penalty 3284.015958 = -810515.173271 nChanged 7 SP:Iteration 67Q (7032.215452 sec): 3 clusters Score: Raw -813801.120506 + Penalty 3284.015958 = -810517.104548 nChanged 4 SP:Iteration 68Q (7032.333314 sec): 3 clusters Score: Raw -813803.358345 + Penalty 3284.015958 = -810519.342387 nChanged 2 SP:Iteration 69Q (7032.496592 sec): 3 clusters Score: Raw -813804.715318 + Penalty 3284.015958 = -810520.699361 nChanged 4 SP:Iteration 70Q (7032.614051 sec): 3 clusters Score: Raw -813805.878845 + Penalty 3284.015958 = -810521.862888 nChanged 4 SP:Iteration 71Q (7032.755319 sec): 3 clusters Score: Raw -813807.327773 + Penalty 3284.015958 = -810523.311816 nChanged 4 SP:Iteration 72Q (7032.892354 sec): 3 clusters Score: Raw -813809.095571 + Penalty 3284.015958 = -810525.079613 nChanged 3 SP:Iteration 73Q (7033.026252 sec): 3 clusters Score: Raw -813810.461804 + Penalty 3284.015958 = -810526.445846 nChanged 5 SP:Iteration 74Q (7033.158441 sec): 3 clusters Score: Raw -813811.994029 + Penalty 3284.015958 = -810527.978071 nChanged 1 SP:Iteration 75Q (7033.285456 sec): 3 clusters Score: Raw -813812.463658 + Penalty 3284.015958 = -810528.447700 nChanged 1 SP:Iteration 76Q (7033.424974 sec): 3 clusters Score: Raw -813812.767244 + Penalty 3284.015958 = -810528.751287 nChanged 1 SP:Iteration 77Q (7033.548824 sec): 3 clusters Score: Raw -813813.009008 + Penalty 3284.015958 = -810528.993051 nChanged 0 SP:Iteration 78F (7033.658926 sec): 3 clusters Score: Raw -813813.009008 + Penalty 3284.015958 = -810528.993051 nChanged 0 Time taken for this iteration:1727.050056 seconds. 4->38 Clusters: Score -11912407.411308, best is -11917366.791748 Starting from 5 clusters... ------ Clustering full data set of 202906 points ------ SP: Assigned 5 initial classes randomly. Iteration 0F (7034.563382 sec): 5 clusters Score: Raw -10766057.635568 + Penalty 8578.789664 = -10757478.845905 nChanged 150501 Iteration 1F (7035.394920 sec): 5 clusters Score: Raw -11358749.754356 + Penalty 8578.789664 = -11350170.964692 nChanged 59136 Iteration 2F (7036.275299 sec): 5 clusters Score: Raw -11515469.158303 + Penalty 8578.789664 = -11506890.368639 nChanged 30731 Iteration 3F (7037.120525 sec): 5 clusters Score: Raw -11561589.567748 + Penalty 8578.789664 = -11553010.778084 nChanged 23226 Iteration 4F (7038.030584 sec): 5 clusters Score: Raw -11595881.201109 + Penalty 8578.789664 = -11587302.411445 nChanged 16517 Iteration 5F (7038.842090 sec): 5 clusters Score: Raw -11620737.274285 + Penalty 8578.789664 = -11612158.484621 nChanged 12230 Iteration 6F (7039.621909 sec): 5 clusters Score: Raw -11639316.474544 + Penalty 8578.789664 = -11630737.684880 nChanged 9201 Iteration 7Q (7040.276195 sec): 5 clusters Score: Raw -11648946.985130 + Penalty 8578.789664 = -11640368.195466 nChanged 6362 Iteration 8Q (7040.962402 sec): 5 clusters Score: Raw -11653526.813905 + Penalty 8578.789664 = -11644948.024242 nChanged 4401 Iteration 9Q (7041.738780 sec): 5 clusters Score: Raw -11655859.061935 + Penalty 8578.789664 = -11647280.272272 nChanged 3328 Iteration 10Q (7042.482068 sec): 5 clusters Score: Raw -11657260.191798 + Penalty 8578.789664 = -11648681.402134 nChanged 2685 Iteration 11Q (7043.173724 sec): 5 clusters Score: Raw -11658277.080382 + Penalty 8578.789664 = -11649698.290719 nChanged 2307 Iteration 12Q (7043.932321 sec): 5 clusters Score: Raw -11659164.220116 + Penalty 8578.789664 = -11650585.430452 nChanged 2141 Iteration 13Q (7044.659950 sec): 5 clusters Score: Raw -11660065.043798 + Penalty 8578.789664 = -11651486.254135 nChanged 2075 Iteration 14Q (7045.381665 sec): 5 clusters Score: Raw -11660933.568905 + Penalty 8578.789664 = -11652354.779241 nChanged 2026 Iteration 15Q (7046.162578 sec): 5 clusters Score: Raw -11661688.512779 + Penalty 8578.789664 = -11653109.723115 nChanged 1917 Iteration 16Q (7046.934071 sec): 5 clusters Score: Raw -11662374.908301 + Penalty 8578.789664 = -11653796.118638 nChanged 1852 Iteration 17Q (7047.700067 sec): 5 clusters Score: Raw -11662924.186111 + Penalty 8578.789664 = -11654345.396447 nChanged 1689 Iteration 18Q (7048.455219 sec): 5 clusters Score: Raw -11663396.622868 + Penalty 8578.789664 = -11654817.833204 nChanged 1509 Iteration 19Q (7049.138633 sec): 5 clusters Score: Raw -11663759.839790 + Penalty 8578.789664 = -11655181.050126 nChanged 1379 Writing temp clu file Because OldScore, -11654817.833204, is greater than current (better) Score,-11655181.050126 Compute initial score before splitting: Score: Raw -11663759.839790 + Penalty 8578.789664 = -11655181.050126 Trying to split cluster 1 (88358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7049.606140 sec): 2 clusters Score: Raw -5752432.018981 + Penalty 1998.796180 = -5750433.222801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7049.862732 sec): 3 clusters Score: Raw -5695727.876582 + Penalty 3997.592360 = -5691730.284222 nChanged 41934 SP:Iteration 1F (7050.138262 sec): 3 clusters Score: Raw -5724240.368380 + Penalty 3997.592360 = -5720242.776020 nChanged 8009 SP:Iteration 2F (7050.437051 sec): 3 clusters Score: Raw -5732824.079053 + Penalty 3997.592360 = -5728826.486693 nChanged 9791 SP:Iteration 3F (7050.677540 sec): 3 clusters Score: Raw -5743685.918030 + Penalty 3997.592360 = -5739688.325670 nChanged 8876 SP:Iteration 4F (7050.960716 sec): 3 clusters Score: Raw -5751418.724105 + Penalty 3997.592360 = -5747421.131745 nChanged 6090 SP:Iteration 5F (7051.232968 sec): 3 clusters Score: Raw -5755408.397868 + Penalty 3997.592360 = -5751410.805508 nChanged 3972 SP:Iteration 6Q (7051.531638 sec): 3 clusters Score: Raw -5757368.984547 + Penalty 3997.592360 = -5753371.392187 nChanged 2589 SP:Iteration 7Q (7051.818143 sec): 3 clusters Score: Raw -5758386.255755 + Penalty 3997.592360 = -5754388.663395 nChanged 1828 SP:Iteration 8Q (7052.071472 sec): 3 clusters Score: Raw -5759043.918562 + Penalty 3997.592360 = -5755046.326202 nChanged 1403 SP:Iteration 9Q (7052.347318 sec): 3 clusters Score: Raw -5759497.508328 + Penalty 3997.592360 = -5755499.915968 nChanged 1204 SP:Iteration 10Q (7052.635281 sec): 3 clusters Score: Raw -5759866.615611 + Penalty 3997.592360 = -5755869.023251 nChanged 1085 SP:Iteration 11Q (7052.911615 sec): 3 clusters Score: Raw -5760187.493311 + Penalty 3997.592360 = -5756189.900951 nChanged 1075 SP:Iteration 12Q (7053.203573 sec): 3 clusters Score: Raw -5760486.835924 + Penalty 3997.592360 = -5756489.243564 nChanged 1039 SP:Iteration 13Q (7053.517882 sec): 3 clusters Score: Raw -5760759.359516 + Penalty 3997.592360 = -5756761.767156 nChanged 993 SP:Iteration 14Q (7053.798589 sec): 3 clusters Score: Raw -5761000.364697 + Penalty 3997.592360 = -5757002.772337 nChanged 943 SP:Iteration 15Q (7054.077832 sec): 3 clusters Score: Raw -5761224.837798 + Penalty 3997.592360 = -5757227.245438 nChanged 902 SP:Iteration 16Q (7054.401442 sec): 3 clusters Score: Raw -5761427.886054 + Penalty 3997.592360 = -5757430.293694 nChanged 863 SP:Iteration 17Q (7054.727082 sec): 3 clusters Score: Raw -5761600.867544 + Penalty 3997.592360 = -5757603.275184 nChanged 709 SP:Iteration 18Q (7055.009774 sec): 3 clusters Score: Raw -5761731.897658 + Penalty 3997.592360 = -5757734.305298 nChanged 660 SP:Iteration 19Q (7055.296158 sec): 3 clusters Score: Raw -5761846.234279 + Penalty 3997.592360 = -5757848.641919 nChanged 567 SP:Iteration 20F (7055.605792 sec): 3 clusters Score: Raw -5761941.649108 + Penalty 3997.592360 = -5757944.056748 nChanged 490 SP:Iteration 21Q (7055.909185 sec): 3 clusters Score: Raw -5762007.716594 + Penalty 3997.592360 = -5758010.124234 nChanged 409 SP:Iteration 22Q (7056.207619 sec): 3 clusters Score: Raw -5762051.564315 + Penalty 3997.592360 = -5758053.971955 nChanged 310 SP:Iteration 23Q (7056.523905 sec): 3 clusters Score: Raw -5762080.362937 + Penalty 3997.592360 = -5758082.770577 nChanged 271 SP:Iteration 24Q (7056.859309 sec): 3 clusters Score: Raw -5762103.816707 + Penalty 3997.592360 = -5758106.224347 nChanged 233 SP:Iteration 25Q (7057.216173 sec): 3 clusters Score: Raw -5762121.450282 + Penalty 3997.592360 = -5758123.857922 nChanged 215 SP:Iteration 26Q (7057.563179 sec): 3 clusters Score: Raw -5762134.443098 + Penalty 3997.592360 = -5758136.850738 nChanged 165 SP:Iteration 27Q (7057.878183 sec): 3 clusters Score: Raw -5762144.366395 + Penalty 3997.592360 = -5758146.774035 nChanged 147 SP:Iteration 28Q (7058.228392 sec): 3 clusters Score: Raw -5762151.072828 + Penalty 3997.592360 = -5758153.480468 nChanged 100 SP:Iteration 29Q (7058.601073 sec): 3 clusters Score: Raw -5762154.914684 + Penalty 3997.592360 = -5758157.322325 nChanged 75 SP:Iteration 30Q (7058.920257 sec): 3 clusters Score: Raw -5762157.883435 + Penalty 3997.592360 = -5758160.291075 nChanged 72 SP:Iteration 31Q (7059.282705 sec): 3 clusters Score: Raw -5762160.826364 + Penalty 3997.592360 = -5758163.234004 nChanged 57 SP:Iteration 32Q (7059.632857 sec): 3 clusters Score: Raw -5762162.700709 + Penalty 3997.592360 = -5758165.108349 nChanged 59 SP:Iteration 33Q (7059.998230 sec): 3 clusters Score: Raw -5762164.405132 + Penalty 3997.592360 = -5758166.812773 nChanged 44 SP:Iteration 34Q (7060.362864 sec): 3 clusters Score: Raw -5762165.432849 + Penalty 3997.592360 = -5758167.840489 nChanged 28 SP:Iteration 35Q (7060.707194 sec): 3 clusters Score: Raw -5762166.052101 + Penalty 3997.592360 = -5758168.459741 nChanged 21 SP:Iteration 36Q (7061.080987 sec): 3 clusters Score: Raw -5762166.525896 + Penalty 3997.592360 = -5758168.933536 nChanged 16 SP:Iteration 37Q (7061.437828 sec): 3 clusters Score: Raw -5762166.914776 + Penalty 3997.592360 = -5758169.322416 nChanged 20 SP:Iteration 38Q (7061.758944 sec): 3 clusters Score: Raw -5762167.366452 + Penalty 3997.592360 = -5758169.774092 nChanged 15 SP:Iteration 39Q (7062.131545 sec): 3 clusters Score: Raw -5762167.634376 + Penalty 3997.592360 = -5758170.042016 nChanged 10 SP:Iteration 40F (7062.500175 sec): 3 clusters Score: Raw -5762167.825095 + Penalty 3997.592360 = -5758170.232735 nChanged 8 SP:Iteration 41Q (7062.847145 sec): 3 clusters Score: Raw -5762167.947537 + Penalty 3997.592360 = -5758170.355177 nChanged 9 SP:Iteration 42Q (7063.221329 sec): 3 clusters Score: Raw -5762168.151039 + Penalty 3997.592360 = -5758170.558679 nChanged 9 SP:Iteration 43Q (7063.593861 sec): 3 clusters Score: Raw -5762168.352625 + Penalty 3997.592360 = -5758170.760265 nChanged 10 SP:Iteration 44Q (7063.968546 sec): 3 clusters Score: Raw -5762168.551290 + Penalty 3997.592360 = -5758170.958930 nChanged 4 SP:Iteration 45Q (7064.274603 sec): 3 clusters Score: Raw -5762168.599287 + Penalty 3997.592360 = -5758171.006927 nChanged 1 SP:Iteration 46Q (7064.629699 sec): 3 clusters Score: Raw -5762168.632749 + Penalty 3997.592360 = -5758171.040389 nChanged 4 SP:Iteration 47Q (7064.976247 sec): 3 clusters Score: Raw -5762168.711140 + Penalty 3997.592360 = -5758171.118780 nChanged 5 SP:Iteration 48Q (7065.332947 sec): 3 clusters Score: Raw -5762168.818349 + Penalty 3997.592360 = -5758171.225989 nChanged 4 SP:Iteration 49Q (7065.704564 sec): 3 clusters Score: Raw -5762168.891536 + Penalty 3997.592360 = -5758171.299176 nChanged 3 SP:Iteration 50Q (7066.061587 sec): 3 clusters Score: Raw -5762168.914951 + Penalty 3997.592360 = -5758171.322591 nChanged 1 SP:Iteration 51Q (7066.379310 sec): 3 clusters Score: Raw -5762168.929329 + Penalty 3997.592360 = -5758171.336969 nChanged 2 SP:Iteration 52Q (7066.711853 sec): 3 clusters Score: Raw -5762168.967353 + Penalty 3997.592360 = -5758171.374993 nChanged 1 SP:Iteration 53Q (7067.072673 sec): 3 clusters Score: Raw -5762168.977228 + Penalty 3997.592360 = -5758171.384868 nChanged 0 SP:Iteration 54F (7067.432382 sec): 3 clusters Score: Raw -5762168.977228 + Penalty 3997.592360 = -5758171.384868 nChanged 0 Score: Raw -11673644.539005 + Penalty 10723.487080 = -11662921.051925 Splitting cluster 1 changes total score from -11655181.050126 to -11662921.051925 So it's getting split into cluster 5. Trying to split cluster 2 (38017 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7069.013299 sec): 2 clusters Score: Raw -1825335.138851 + Penalty 1850.785918 = -1823484.352933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7069.220702 sec): 3 clusters Score: Raw -1801989.067875 + Penalty 3701.571836 = -1798287.496039 nChanged 17761 SP:Iteration 1F (7069.414639 sec): 3 clusters Score: Raw -1818012.261617 + Penalty 3701.571836 = -1814310.689781 nChanged 4522 SP:Iteration 2F (7069.633490 sec): 3 clusters Score: Raw -1824604.666861 + Penalty 3701.571836 = -1820903.095025 nChanged 4276 SP:Iteration 3F (7069.839917 sec): 3 clusters Score: Raw -1831189.841839 + Penalty 3701.571836 = -1827488.270003 nChanged 3642 SP:Iteration 4F (7070.069944 sec): 3 clusters Score: Raw -1836017.992862 + Penalty 3701.571836 = -1832316.421026 nChanged 3137 SP:Iteration 5F (7070.285253 sec): 3 clusters Score: Raw -1841034.718215 + Penalty 3701.571836 = -1837333.146379 nChanged 3043 SP:Iteration 6F (7070.527624 sec): 3 clusters Score: Raw -1846088.118467 + Penalty 3701.571836 = -1842386.546631 nChanged 2633 SP:Iteration 7F (7070.746777 sec): 3 clusters Score: Raw -1850088.766717 + Penalty 3701.571836 = -1846387.194881 nChanged 2028 SP:Iteration 8F (7070.928416 sec): 3 clusters Score: Raw -1852812.810178 + Penalty 3701.571836 = -1849111.238342 nChanged 1521 SP:Iteration 9Q (7071.165269 sec): 3 clusters Score: Raw -1854523.199093 + Penalty 3701.571836 = -1850821.627257 nChanged 1171 SP:Iteration 10Q (7071.381469 sec): 3 clusters Score: Raw -1855559.449665 + Penalty 3701.571836 = -1851857.877829 nChanged 830 SP:Iteration 11Q (7071.557105 sec): 3 clusters Score: Raw -1856077.002456 + Penalty 3701.571836 = -1852375.430619 nChanged 590 SP:Iteration 12Q (7071.767428 sec): 3 clusters Score: Raw -1856305.383847 + Penalty 3701.571836 = -1852603.812011 nChanged 416 SP:Iteration 13Q (7072.001565 sec): 3 clusters Score: Raw -1856424.763372 + Penalty 3701.571836 = -1852723.191535 nChanged 310 SP:Iteration 14Q (7072.183850 sec): 3 clusters Score: Raw -1856492.423340 + Penalty 3701.571836 = -1852790.851504 nChanged 222 SP:Iteration 15Q (7072.393863 sec): 3 clusters Score: Raw -1856529.597323 + Penalty 3701.571836 = -1852828.025486 nChanged 162 SP:Iteration 16Q (7072.595618 sec): 3 clusters Score: Raw -1856551.288239 + Penalty 3701.571836 = -1852849.716403 nChanged 114 SP:Iteration 17Q (7072.794119 sec): 3 clusters Score: Raw -1856562.923492 + Penalty 3701.571836 = -1852861.351656 nChanged 98 SP:Iteration 18Q (7072.992928 sec): 3 clusters Score: Raw -1856571.784941 + Penalty 3701.571836 = -1852870.213105 nChanged 84 SP:Iteration 19Q (7073.216234 sec): 3 clusters Score: Raw -1856579.973859 + Penalty 3701.571836 = -1852878.402023 nChanged 86 SP:Iteration 20F (7073.401582 sec): 3 clusters Score: Raw -1856589.784504 + Penalty 3701.571836 = -1852888.212668 nChanged 85 SP:Iteration 21Q (7073.623762 sec): 3 clusters Score: Raw -1856597.929655 + Penalty 3701.571836 = -1852896.357819 nChanged 85 SP:Iteration 22Q (7073.849509 sec): 3 clusters Score: Raw -1856605.080778 + Penalty 3701.571836 = -1852903.508942 nChanged 68 SP:Iteration 23Q (7074.041994 sec): 3 clusters Score: Raw -1856609.385291 + Penalty 3701.571836 = -1852907.813455 nChanged 52 SP:Iteration 24Q (7074.212810 sec): 3 clusters Score: Raw -1856612.587747 + Penalty 3701.571836 = -1852911.015911 nChanged 39 SP:Iteration 25Q (7074.418080 sec): 3 clusters Score: Raw -1856615.675225 + Penalty 3701.571836 = -1852914.103389 nChanged 48 SP:Iteration 26Q (7074.597030 sec): 3 clusters Score: Raw -1856618.367997 + Penalty 3701.571836 = -1852916.796161 nChanged 33 SP:Iteration 27Q (7074.804912 sec): 3 clusters Score: Raw -1856620.377410 + Penalty 3701.571836 = -1852918.805574 nChanged 36 SP:Iteration 28Q (7075.019305 sec): 3 clusters Score: Raw -1856621.980231 + Penalty 3701.571836 = -1852920.408395 nChanged 21 SP:Iteration 29Q (7075.230334 sec): 3 clusters Score: Raw -1856622.796031 + Penalty 3701.571836 = -1852921.224194 nChanged 27 SP:Iteration 30Q (7075.414587 sec): 3 clusters Score: Raw -1856623.653283 + Penalty 3701.571836 = -1852922.081447 nChanged 14 SP:Iteration 31Q (7075.586463 sec): 3 clusters Score: Raw -1856624.103271 + Penalty 3701.571836 = -1852922.531435 nChanged 12 SP:Iteration 32Q (7075.772210 sec): 3 clusters Score: Raw -1856624.362541 + Penalty 3701.571836 = -1852922.790704 nChanged 6 SP:Iteration 33Q (7075.984906 sec): 3 clusters Score: Raw -1856624.514709 + Penalty 3701.571836 = -1852922.942872 nChanged 3 SP:Iteration 34Q (7076.174827 sec): 3 clusters Score: Raw -1856624.562080 + Penalty 3701.571836 = -1852922.990244 nChanged 2 SP:Iteration 35Q (7076.369863 sec): 3 clusters Score: Raw -1856624.598944 + Penalty 3701.571836 = -1852923.027108 nChanged 1 SP:Iteration 36Q (7076.559021 sec): 3 clusters Score: Raw -1856624.626613 + Penalty 3701.571836 = -1852923.054777 nChanged 1 SP:Iteration 37Q (7076.756118 sec): 3 clusters Score: Raw -1856624.639285 + Penalty 3701.571836 = -1852923.067449 nChanged 0 SP:Iteration 38F (7076.954042 sec): 3 clusters Score: Raw -1856624.639285 + Penalty 3701.571836 = -1852923.067449 nChanged 0 Score: Raw -11704934.039438 + Penalty 12868.184496 = -11692065.854943 Splitting cluster 2 changes total score from -11655181.050126 to -11692065.854943 So it's getting split into cluster 6. Trying to split cluster 3 (9385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7078.670819 sec): 2 clusters Score: Raw -376679.013484 + Penalty 1605.275325 = -375073.738159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7078.785294 sec): 3 clusters Score: Raw -371747.152150 + Penalty 3210.550650 = -368536.601500 nChanged 4133 SP:Iteration 1F (7078.922275 sec): 3 clusters Score: Raw -376686.726624 + Penalty 3210.550650 = -373476.175974 nChanged 1500 SP:Iteration 2F (7079.024255 sec): 3 clusters Score: Raw -379605.476032 + Penalty 3210.550650 = -376394.925382 nChanged 1020 SP:Iteration 3F (7079.175282 sec): 3 clusters Score: Raw -381175.420829 + Penalty 3210.550650 = -377964.870179 nChanged 671 SP:Iteration 4F (7079.269256 sec): 3 clusters Score: Raw -382307.732368 + Penalty 3210.550650 = -379097.181718 nChanged 595 SP:Iteration 5F (7079.377237 sec): 3 clusters Score: Raw -383487.244029 + Penalty 3210.550650 = -380276.693379 nChanged 459 SP:Iteration 6Q (7079.521778 sec): 3 clusters Score: Raw -384130.109028 + Penalty 3210.550650 = -380919.558378 nChanged 296 SP:Iteration 7Q (7079.616641 sec): 3 clusters Score: Raw -384428.041012 + Penalty 3210.550650 = -381217.490362 nChanged 188 SP:Iteration 8Q (7079.739368 sec): 3 clusters Score: Raw -384585.404805 + Penalty 3210.550650 = -381374.854155 nChanged 137 SP:Iteration 9Q (7079.876159 sec): 3 clusters Score: Raw -384713.433978 + Penalty 3210.550650 = -381502.883328 nChanged 133 SP:Iteration 10Q (7079.984660 sec): 3 clusters Score: Raw -384817.561727 + Penalty 3210.550650 = -381607.011077 nChanged 126 SP:Iteration 11Q (7080.104354 sec): 3 clusters Score: Raw -384919.207260 + Penalty 3210.550650 = -381708.656610 nChanged 121 SP:Iteration 12Q (7080.238074 sec): 3 clusters Score: Raw -385039.673133 + Penalty 3210.550650 = -381829.122483 nChanged 108 SP:Iteration 13Q (7080.336852 sec): 3 clusters Score: Raw -385117.554326 + Penalty 3210.550650 = -381907.003676 nChanged 83 SP:Iteration 14Q (7080.479786 sec): 3 clusters Score: Raw -385176.781263 + Penalty 3210.550650 = -381966.230612 nChanged 94 SP:Iteration 15Q (7080.603971 sec): 3 clusters Score: Raw -385276.276509 + Penalty 3210.550650 = -382065.725859 nChanged 98 SP:Iteration 16Q (7080.722684 sec): 3 clusters Score: Raw -385379.484372 + Penalty 3210.550650 = -382168.933722 nChanged 96 SP:Iteration 17Q (7080.847263 sec): 3 clusters Score: Raw -385461.436008 + Penalty 3210.550650 = -382250.885358 nChanged 86 SP:Iteration 18Q (7080.969009 sec): 3 clusters Score: Raw -385554.198053 + Penalty 3210.550650 = -382343.647402 nChanged 85 SP:Iteration 19Q (7081.083065 sec): 3 clusters Score: Raw -385670.679990 + Penalty 3210.550650 = -382460.129340 nChanged 87 SP:Iteration 20F (7081.214529 sec): 3 clusters Score: Raw -385882.547734 + Penalty 3210.550650 = -382671.997084 nChanged 118 SP:Iteration 21Q (7081.320698 sec): 3 clusters Score: Raw -386071.321753 + Penalty 3210.550650 = -382860.771103 nChanged 139 SP:Iteration 22Q (7081.462624 sec): 3 clusters Score: Raw -386227.823227 + Penalty 3210.550650 = -383017.272576 nChanged 125 SP:Iteration 23Q (7081.560280 sec): 3 clusters Score: Raw -386370.920818 + Penalty 3210.550650 = -383160.370168 nChanged 121 SP:Iteration 24Q (7081.707634 sec): 3 clusters Score: Raw -386541.197082 + Penalty 3210.550650 = -383330.646432 nChanged 112 SP:Iteration 25Q (7081.814532 sec): 3 clusters Score: Raw -386678.312071 + Penalty 3210.550650 = -383467.761421 nChanged 112 SP:Iteration 26Q (7081.925383 sec): 3 clusters Score: Raw -386791.500761 + Penalty 3210.550650 = -383580.950111 nChanged 109 SP:Iteration 27Q (7082.054417 sec): 3 clusters Score: Raw -386874.948876 + Penalty 3210.550650 = -383664.398226 nChanged 92 SP:Iteration 28Q (7082.158347 sec): 3 clusters Score: Raw -386932.128069 + Penalty 3210.550650 = -383721.577419 nChanged 64 SP:Iteration 29Q (7082.259172 sec): 3 clusters Score: Raw -386968.436840 + Penalty 3210.550650 = -383757.886189 nChanged 55 SP:Iteration 30Q (7082.367115 sec): 3 clusters Score: Raw -386994.317977 + Penalty 3210.550650 = -383783.767327 nChanged 47 SP:Iteration 31Q (7082.483525 sec): 3 clusters Score: Raw -387024.677096 + Penalty 3210.550650 = -383814.126446 nChanged 39 SP:Iteration 32Q (7082.596216 sec): 3 clusters Score: Raw -387050.378452 + Penalty 3210.550650 = -383839.827802 nChanged 39 SP:Iteration 33Q (7082.751763 sec): 3 clusters Score: Raw -387075.590958 + Penalty 3210.550650 = -383865.040307 nChanged 32 SP:Iteration 34Q (7082.839249 sec): 3 clusters Score: Raw -387100.088110 + Penalty 3210.550650 = -383889.537460 nChanged 27 SP:Iteration 35Q (7082.962201 sec): 3 clusters Score: Raw -387114.101758 + Penalty 3210.550650 = -383903.551108 nChanged 22 SP:Iteration 36Q (7083.098947 sec): 3 clusters Score: Raw -387121.492366 + Penalty 3210.550650 = -383910.941716 nChanged 18 SP:Iteration 37Q (7083.207436 sec): 3 clusters Score: Raw -387128.172163 + Penalty 3210.550650 = -383917.621513 nChanged 14 SP:Iteration 38Q (7083.344730 sec): 3 clusters Score: Raw -387131.391941 + Penalty 3210.550650 = -383920.841291 nChanged 9 SP:Iteration 39Q (7083.479977 sec): 3 clusters Score: Raw -387134.419395 + Penalty 3210.550650 = -383923.868745 nChanged 7 SP:Iteration 40F (7083.601289 sec): 3 clusters Score: Raw -387167.209289 + Penalty 3210.550650 = -383956.658639 nChanged 25 SP:Iteration 41Q (7083.657519 sec): 3 clusters Score: Raw -387202.922583 + Penalty 3210.550650 = -383992.371933 nChanged 38 SP:Iteration 42Q (7083.737354 sec): 3 clusters Score: Raw -387229.493643 + Penalty 3210.550650 = -384018.942993 nChanged 37 SP:Iteration 43Q (7083.859790 sec): 3 clusters Score: Raw -387253.557994 + Penalty 3210.550650 = -384043.007344 nChanged 34 SP:Iteration 44Q (7083.934083 sec): 3 clusters Score: Raw -387275.451859 + Penalty 3210.550650 = -384064.901208 nChanged 41 SP:Iteration 45Q (7083.989244 sec): 3 clusters Score: Raw -387306.216419 + Penalty 3210.550650 = -384095.665769 nChanged 41 SP:Iteration 46Q (7084.050915 sec): 3 clusters Score: Raw -387335.830480 + Penalty 3210.550650 = -384125.279830 nChanged 41 SP:Iteration 47Q (7084.156242 sec): 3 clusters Score: Raw -387362.766831 + Penalty 3210.550650 = -384152.216181 nChanged 30 SP:Iteration 48Q (7084.264545 sec): 3 clusters Score: Raw -387378.938303 + Penalty 3210.550650 = -384168.387653 nChanged 28 SP:Iteration 49Q (7084.383658 sec): 3 clusters Score: Raw -387393.194963 + Penalty 3210.550650 = -384182.644313 nChanged 23 SP:Iteration 50Q (7084.504524 sec): 3 clusters Score: Raw -387407.247821 + Penalty 3210.550650 = -384196.697171 nChanged 27 SP:Iteration 51Q (7084.626195 sec): 3 clusters Score: Raw -387421.242594 + Penalty 3210.550650 = -384210.691944 nChanged 25 SP:Iteration 52Q (7084.749791 sec): 3 clusters Score: Raw -387434.736863 + Penalty 3210.550650 = -384224.186213 nChanged 25 SP:Iteration 53Q (7084.869372 sec): 3 clusters Score: Raw -387454.567644 + Penalty 3210.550650 = -384244.016994 nChanged 19 SP:Iteration 54Q (7084.981562 sec): 3 clusters Score: Raw -387462.691810 + Penalty 3210.550650 = -384252.141160 nChanged 14 SP:Iteration 55Q (7085.072647 sec): 3 clusters Score: Raw -387466.968271 + Penalty 3210.550650 = -384256.417621 nChanged 12 SP:Iteration 56Q (7085.203230 sec): 3 clusters Score: Raw -387472.051031 + Penalty 3210.550650 = -384261.500380 nChanged 20 SP:Iteration 57Q (7085.319546 sec): 3 clusters Score: Raw -387478.997064 + Penalty 3210.550650 = -384268.446414 nChanged 13 SP:Iteration 58Q (7085.433377 sec): 3 clusters Score: Raw -387481.830251 + Penalty 3210.550650 = -384271.279601 nChanged 4 SP:Iteration 59Q (7085.576434 sec): 3 clusters Score: Raw -387485.050576 + Penalty 3210.550650 = -384274.499926 nChanged 4 SP:Iteration 60F (7085.703694 sec): 3 clusters Score: Raw -387486.834275 + Penalty 3210.550650 = -384276.283625 nChanged 12 SP:Iteration 61Q (7085.829190 sec): 3 clusters Score: Raw -387494.144474 + Penalty 3210.550650 = -384283.593824 nChanged 9 SP:Iteration 62Q (7085.938145 sec): 3 clusters Score: Raw -387503.516663 + Penalty 3210.550650 = -384292.966013 nChanged 9 SP:Iteration 63Q (7086.060806 sec): 3 clusters Score: Raw -387505.850913 + Penalty 3210.550650 = -384295.300263 nChanged 3 SP:Iteration 64Q (7086.191276 sec): 3 clusters Score: Raw -387506.238834 + Penalty 3210.550650 = -384295.688184 nChanged 1 SP:Iteration 65Q (7086.308084 sec): 3 clusters Score: Raw -387506.512728 + Penalty 3210.550650 = -384295.962078 nChanged 0 SP:Iteration 66F (7086.430278 sec): 3 clusters Score: Raw -387506.512728 + Penalty 3210.550650 = -384295.962078 nChanged 0 Score: Raw -11715761.538682 + Penalty 15012.881912 = -11700748.656771 Splitting cluster 3 changes total score from -11655181.050126 to -11700748.656771 So it's getting split into cluster 7. Trying to split cluster 4 (67006 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7088.668611 sec): 2 clusters Score: Raw -3950685.986405 + Penalty 1950.250322 = -3948735.736083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7088.945655 sec): 3 clusters Score: Raw -3908230.250994 + Penalty 3900.500644 = -3904329.750350 nChanged 31761 SP:Iteration 1F (7089.309980 sec): 3 clusters Score: Raw -3938157.395558 + Penalty 3900.500644 = -3934256.894914 nChanged 8785 SP:Iteration 2F (7089.615770 sec): 3 clusters Score: Raw -3952945.247880 + Penalty 3900.500644 = -3949044.747236 nChanged 8306 SP:Iteration 3F (7089.936430 sec): 3 clusters Score: Raw -3965356.721345 + Penalty 3900.500644 = -3961456.220701 nChanged 5777 SP:Iteration 4F (7090.235106 sec): 3 clusters Score: Raw -3972120.510325 + Penalty 3900.500644 = -3968220.009681 nChanged 3566 SP:Iteration 5F (7090.513837 sec): 3 clusters Score: Raw -3975029.579271 + Penalty 3900.500644 = -3971129.078627 nChanged 2110 SP:Iteration 6Q (7090.851962 sec): 3 clusters Score: Raw -3976425.613872 + Penalty 3900.500644 = -3972525.113229 nChanged 1415 SP:Iteration 7Q (7091.136712 sec): 3 clusters Score: Raw -3977172.419674 + Penalty 3900.500644 = -3973271.919030 nChanged 1013 SP:Iteration 8Q (7091.445116 sec): 3 clusters Score: Raw -3977609.827841 + Penalty 3900.500644 = -3973709.327197 nChanged 785 SP:Iteration 9Q (7091.708513 sec): 3 clusters Score: Raw -3977873.379813 + Penalty 3900.500644 = -3973972.879169 nChanged 599 SP:Iteration 10Q (7091.989854 sec): 3 clusters Score: Raw -3978025.397334 + Penalty 3900.500644 = -3974124.896691 nChanged 440 SP:Iteration 11Q (7092.288264 sec): 3 clusters Score: Raw -3978128.914687 + Penalty 3900.500644 = -3974228.414043 nChanged 409 SP:Iteration 12Q (7092.541934 sec): 3 clusters Score: Raw -3978228.415935 + Penalty 3900.500644 = -3974327.915291 nChanged 429 SP:Iteration 13Q (7092.841292 sec): 3 clusters Score: Raw -3978358.988838 + Penalty 3900.500644 = -3974458.488194 nChanged 474 SP:Iteration 14Q (7093.114597 sec): 3 clusters Score: Raw -3978542.213710 + Penalty 3900.500644 = -3974641.713067 nChanged 527 SP:Iteration 15Q (7093.366384 sec): 3 clusters Score: Raw -3978827.070328 + Penalty 3900.500644 = -3974926.569684 nChanged 640 SP:Iteration 16Q (7093.627715 sec): 3 clusters Score: Raw -3979264.969757 + Penalty 3900.500644 = -3975364.469113 nChanged 703 SP:Iteration 17Q (7093.878743 sec): 3 clusters Score: Raw -3979791.539659 + Penalty 3900.500644 = -3975891.039015 nChanged 762 SP:Iteration 18Q (7094.117679 sec): 3 clusters Score: Raw -3980365.912311 + Penalty 3900.500644 = -3976465.411667 nChanged 667 SP:Iteration 19Q (7094.372618 sec): 3 clusters Score: Raw -3980683.866103 + Penalty 3900.500644 = -3976783.365460 nChanged 498 SP:Iteration 20F (7094.679734 sec): 3 clusters Score: Raw -3980813.010238 + Penalty 3900.500644 = -3976912.509594 nChanged 301 SP:Iteration 21Q (7094.943118 sec): 3 clusters Score: Raw -3980857.441961 + Penalty 3900.500644 = -3976956.941318 nChanged 196 SP:Iteration 22Q (7095.246772 sec): 3 clusters Score: Raw -3980881.596706 + Penalty 3900.500644 = -3976981.096062 nChanged 159 SP:Iteration 23Q (7095.531738 sec): 3 clusters Score: Raw -3980895.622187 + Penalty 3900.500644 = -3976995.121543 nChanged 124 SP:Iteration 24Q (7095.809340 sec): 3 clusters Score: Raw -3980903.783148 + Penalty 3900.500644 = -3977003.282504 nChanged 79 SP:Iteration 25Q (7096.087852 sec): 3 clusters Score: Raw -3980908.392369 + Penalty 3900.500644 = -3977007.891725 nChanged 51 SP:Iteration 26Q (7096.361089 sec): 3 clusters Score: Raw -3980910.889236 + Penalty 3900.500644 = -3977010.388592 nChanged 40 SP:Iteration 27Q (7096.663933 sec): 3 clusters Score: Raw -3980912.587138 + Penalty 3900.500644 = -3977012.086494 nChanged 43 SP:Iteration 28Q (7096.940956 sec): 3 clusters Score: Raw -3980914.400334 + Penalty 3900.500644 = -3977013.899690 nChanged 41 SP:Iteration 29Q (7097.212089 sec): 3 clusters Score: Raw -3980916.184362 + Penalty 3900.500644 = -3977015.683719 nChanged 37 SP:Iteration 30Q (7097.463009 sec): 3 clusters Score: Raw -3980917.640954 + Penalty 3900.500644 = -3977017.140310 nChanged 33 SP:Iteration 31Q (7097.750181 sec): 3 clusters Score: Raw -3980919.358506 + Penalty 3900.500644 = -3977018.857862 nChanged 41 SP:Iteration 32Q (7098.044774 sec): 3 clusters Score: Raw -3980921.373472 + Penalty 3900.500644 = -3977020.872828 nChanged 42 SP:Iteration 33Q (7098.396383 sec): 3 clusters Score: Raw -3980923.785527 + Penalty 3900.500644 = -3977023.284883 nChanged 33 SP:Iteration 34Q (7098.620247 sec): 3 clusters Score: Raw -3980925.118533 + Penalty 3900.500644 = -3977024.617890 nChanged 27 SP:Iteration 35Q (7098.894295 sec): 3 clusters Score: Raw -3980925.935231 + Penalty 3900.500644 = -3977025.434587 nChanged 18 SP:Iteration 36Q (7099.172592 sec): 3 clusters Score: Raw -3980926.526077 + Penalty 3900.500644 = -3977026.025433 nChanged 15 SP:Iteration 37Q (7099.434727 sec): 3 clusters Score: Raw -3980926.889290 + Penalty 3900.500644 = -3977026.388646 nChanged 11 SP:Iteration 38Q (7099.697941 sec): 3 clusters Score: Raw -3980927.100845 + Penalty 3900.500644 = -3977026.600201 nChanged 2 SP:Iteration 39Q (7099.953599 sec): 3 clusters Score: Raw -3980927.135102 + Penalty 3900.500644 = -3977026.634458 nChanged 2 SP:Iteration 40F (7100.246203 sec): 3 clusters Score: Raw -3980927.169204 + Penalty 3900.500644 = -3977026.668560 nChanged 1 SP:Iteration 41Q (7100.504766 sec): 3 clusters Score: Raw -3980927.201112 + Penalty 3900.500644 = -3977026.700468 nChanged 2 SP:Iteration 42Q (7100.821957 sec): 3 clusters Score: Raw -3980927.243143 + Penalty 3900.500644 = -3977026.742499 nChanged 2 SP:Iteration 43Q (7101.096206 sec): 3 clusters Score: Raw -3980927.270485 + Penalty 3900.500644 = -3977026.769841 nChanged 0 SP:Iteration 44F (7101.376832 sec): 3 clusters Score: Raw -3980927.270485 + Penalty 3900.500644 = -3977026.769841 nChanged 0 Score: Raw -11746002.822762 + Penalty 17157.579328 = -11728845.243435 Splitting cluster 4 changes total score from -11655181.050126 to -11728845.243435 So it's getting split into cluster 8. Iteration 20F (7105.827557 sec): 9 clusters Score: Raw -11766498.727288 + Penalty 17157.579328 = -11749341.147961 nChanged 15229 Iteration 21F (7108.007686 sec): 9 clusters Score: Raw -11775806.576031 + Penalty 17157.579328 = -11758648.996703 nChanged 6569 Iteration 22Q (7109.751869 sec): 9 clusters Score: Raw -11778983.806286 + Penalty 17157.579328 = -11761826.226958 nChanged 4535 Iteration 23Q (7111.559622 sec): 9 clusters Score: Raw -11781042.650834 + Penalty 17157.579328 = -11763885.071506 nChanged 3710 Iteration 24Q (7113.319611 sec): 9 clusters Score: Raw -11782769.672363 + Penalty 17157.579328 = -11765612.093036 nChanged 3232 Iteration 25Q (7115.111275 sec): 9 clusters Score: Raw -11784206.163198 + Penalty 17157.579328 = -11767048.583871 nChanged 2817 Iteration 26Q (7116.941234 sec): 9 clusters Score: Raw -11785329.524400 + Penalty 17157.579328 = -11768171.945072 nChanged 2479 Iteration 27Q (7118.665697 sec): 9 clusters Score: Raw -11786213.408330 + Penalty 17157.579328 = -11769055.829002 nChanged 2271 Iteration 28Q (7120.474910 sec): 9 clusters Score: Raw -11786893.674436 + Penalty 17157.579328 = -11769736.095109 nChanged 2023 Iteration 29Q (7122.252210 sec): 9 clusters Score: Raw -11787417.068115 + Penalty 17157.579328 = -11770259.488787 nChanged 1735 Iteration 30Q (7124.017878 sec): 9 clusters Score: Raw -11787789.285178 + Penalty 17157.579328 = -11770631.705850 nChanged 1500 Iteration 31Q (7125.755981 sec): 9 clusters Score: Raw -11788040.952428 + Penalty 17157.579328 = -11770883.373100 nChanged 1220 Iteration 32Q (7127.538292 sec): 9 clusters Score: Raw -11788209.922805 + Penalty 17157.579328 = -11771052.343478 nChanged 974 Iteration 33Q (7129.241135 sec): 9 clusters Score: Raw -11788340.959440 + Penalty 17157.579328 = -11771183.380113 nChanged 805 Iteration 34Q (7131.021733 sec): 9 clusters Score: Raw -11788439.922863 + Penalty 17157.579328 = -11771282.343535 nChanged 756 Iteration 35Q (7132.812488 sec): 9 clusters Score: Raw -11788527.183947 + Penalty 17157.579328 = -11771369.604619 nChanged 654 Iteration 36Q (7134.585983 sec): 9 clusters Score: Raw -11788595.643201 + Penalty 17157.579328 = -11771438.063873 nChanged 562 Iteration 37Q (7136.334748 sec): 9 clusters Score: Raw -11788646.129066 + Penalty 17157.579328 = -11771488.549738 nChanged 496 Iteration 38Q (7138.123698 sec): 9 clusters Score: Raw -11788702.503732 + Penalty 17157.579328 = -11771544.924405 nChanged 452 Iteration 39Q (7139.962135 sec): 9 clusters Score: Raw -11788735.588089 + Penalty 17157.579328 = -11771578.008761 nChanged 382 Iteration 40F (7142.221549 sec): 9 clusters Score: Raw -11788919.334557 + Penalty 17157.579328 = -11771761.755229 nChanged 461 Iteration 41Q (7144.081187 sec): 9 clusters Score: Raw -11789004.623898 + Penalty 17157.579328 = -11771847.044570 nChanged 484 Iteration 42Q (7145.844544 sec): 9 clusters Score: Raw -11789052.501780 + Penalty 17157.579328 = -11771894.922453 nChanged 432 Iteration 43Q (7147.638212 sec): 9 clusters Score: Raw -11789085.673172 + Penalty 17157.579328 = -11771928.093845 nChanged 377 Iteration 44Q (7149.454897 sec): 9 clusters Score: Raw -11789111.332823 + Penalty 17157.579328 = -11771953.753495 nChanged 352 Iteration 45Q (7151.287971 sec): 9 clusters Score: Raw -11789132.912945 + Penalty 17157.579328 = -11771975.333617 nChanged 335 Iteration 46Q (7153.153119 sec): 9 clusters Score: Raw -11789151.710016 + Penalty 17157.579328 = -11771994.130688 nChanged 303 Iteration 47Q (7154.928229 sec): 9 clusters Score: Raw -11789167.372306 + Penalty 17157.579328 = -11772009.792979 nChanged 255 Iteration 48Q (7156.747169 sec): 9 clusters Score: Raw -11789178.846118 + Penalty 17157.579328 = -11772021.266790 nChanged 230 Iteration 49Q (7158.336800 sec): 9 clusters Score: Raw -11789190.499139 + Penalty 17157.579328 = -11772032.919812 nChanged 214 Iteration 50Q (7159.885461 sec): 9 clusters Score: Raw -11789199.302790 + Penalty 17157.579328 = -11772041.723462 nChanged 185 Iteration 51Q (7161.464376 sec): 9 clusters Score: Raw -11789207.419609 + Penalty 17157.579328 = -11772049.840281 nChanged 173 Iteration 52Q (7163.003344 sec): 9 clusters Score: Raw -11789214.557223 + Penalty 17157.579328 = -11772056.977896 nChanged 143 Iteration 53Q (7164.553659 sec): 9 clusters Score: Raw -11789219.749694 + Penalty 17157.579328 = -11772062.170367 nChanged 138 Iteration 54Q (7166.125257 sec): 9 clusters Score: Raw -11789224.606410 + Penalty 17157.579328 = -11772067.027082 nChanged 133 Iteration 55Q (7167.738123 sec): 9 clusters Score: Raw -11789229.605715 + Penalty 17157.579328 = -11772072.026388 nChanged 119 Iteration 56Q (7169.238200 sec): 9 clusters Score: Raw -11789233.001316 + Penalty 17157.579328 = -11772075.421989 nChanged 91 Iteration 57Q (7170.844450 sec): 9 clusters Score: Raw -11789235.664033 + Penalty 17157.579328 = -11772078.084705 nChanged 94 Iteration 58Q (7172.328662 sec): 9 clusters Score: Raw -11789238.509406 + Penalty 17157.579328 = -11772080.930078 nChanged 88 Writing temp clu file Because OldScore, -11772078.084705, is greater than current (better) Score,-11772080.930078 Compute initial score before splitting: Score: Raw -11789238.509406 + Penalty 17157.579328 = -11772080.930078 Trying to split cluster 1 (68788 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7172.706138 sec): 2 clusters Score: Raw -4595619.386988 + Penalty 1954.856696 = -4593664.530293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7173.017074 sec): 3 clusters Score: Raw -4551815.306623 + Penalty 3909.713391 = -4547905.593232 nChanged 32232 SP:Iteration 1F (7173.281410 sec): 3 clusters Score: Raw -4570841.814454 + Penalty 3909.713391 = -4566932.101063 nChanged 3609 SP:Iteration 2F (7173.529910 sec): 3 clusters Score: Raw -4572480.991414 + Penalty 3909.713391 = -4568571.278023 nChanged 3993 SP:Iteration 3F (7173.752538 sec): 3 clusters Score: Raw -4574935.576637 + Penalty 3909.713391 = -4571025.863246 nChanged 4762 SP:Iteration 4F (7173.962052 sec): 3 clusters Score: Raw -4578644.956352 + Penalty 3909.713391 = -4574735.242961 nChanged 5445 SP:Iteration 5F (7174.156838 sec): 3 clusters Score: Raw -4583528.375238 + Penalty 3909.713391 = -4579618.661846 nChanged 5437 SP:Iteration 6F (7174.418942 sec): 3 clusters Score: Raw -4588564.483369 + Penalty 3909.713391 = -4584654.769978 nChanged 4690 SP:Iteration 7F (7174.655397 sec): 3 clusters Score: Raw -4592584.787388 + Penalty 3909.713391 = -4588675.073997 nChanged 3688 SP:Iteration 8F (7174.907738 sec): 3 clusters Score: Raw -4595372.146588 + Penalty 3909.713391 = -4591462.433197 nChanged 2701 SP:Iteration 9Q (7175.147376 sec): 3 clusters Score: Raw -4596984.661225 + Penalty 3909.713391 = -4593074.947834 nChanged 1872 SP:Iteration 10Q (7175.408186 sec): 3 clusters Score: Raw -4597928.111685 + Penalty 3909.713391 = -4594018.398294 nChanged 1458 SP:Iteration 11Q (7175.615567 sec): 3 clusters Score: Raw -4598622.251002 + Penalty 3909.713391 = -4594712.537611 nChanged 1209 SP:Iteration 12Q (7175.864226 sec): 3 clusters Score: Raw -4599234.683064 + Penalty 3909.713391 = -4595324.969673 nChanged 1085 SP:Iteration 13Q (7176.103006 sec): 3 clusters Score: Raw -4599803.704118 + Penalty 3909.713391 = -4595893.990727 nChanged 1085 SP:Iteration 14Q (7176.330538 sec): 3 clusters Score: Raw -4600502.201310 + Penalty 3909.713391 = -4596592.487919 nChanged 1229 SP:Iteration 15Q (7176.561150 sec): 3 clusters Score: Raw -4601467.482898 + Penalty 3909.713391 = -4597557.769507 nChanged 1356 SP:Iteration 16Q (7176.822117 sec): 3 clusters Score: Raw -4602737.366486 + Penalty 3909.713391 = -4598827.653095 nChanged 1411 SP:Iteration 17Q (7177.054650 sec): 3 clusters Score: Raw -4604120.795139 + Penalty 3909.713391 = -4600211.081748 nChanged 1233 SP:Iteration 18Q (7177.290833 sec): 3 clusters Score: Raw -4605183.436299 + Penalty 3909.713391 = -4601273.722908 nChanged 970 SP:Iteration 19Q (7177.556826 sec): 3 clusters Score: Raw -4605827.240303 + Penalty 3909.713391 = -4601917.526912 nChanged 743 SP:Iteration 20F (7177.831838 sec): 3 clusters Score: Raw -4606377.446264 + Penalty 3909.713391 = -4602467.732873 nChanged 707 SP:Iteration 21Q (7178.086328 sec): 3 clusters Score: Raw -4606699.246826 + Penalty 3909.713391 = -4602789.533435 nChanged 589 SP:Iteration 22Q (7178.306864 sec): 3 clusters Score: Raw -4606919.713462 + Penalty 3909.713391 = -4603010.000071 nChanged 501 SP:Iteration 23Q (7178.554904 sec): 3 clusters Score: Raw -4607089.920077 + Penalty 3909.713391 = -4603180.206685 nChanged 439 SP:Iteration 24Q (7178.837730 sec): 3 clusters Score: Raw -4607221.170428 + Penalty 3909.713391 = -4603311.457037 nChanged 390 SP:Iteration 25Q (7179.111657 sec): 3 clusters Score: Raw -4607310.496614 + Penalty 3909.713391 = -4603400.783223 nChanged 329 SP:Iteration 26Q (7179.369919 sec): 3 clusters Score: Raw -4607368.807033 + Penalty 3909.713391 = -4603459.093642 nChanged 268 SP:Iteration 27Q (7179.616427 sec): 3 clusters Score: Raw -4607408.504754 + Penalty 3909.713391 = -4603498.791363 nChanged 241 SP:Iteration 28Q (7179.887875 sec): 3 clusters Score: Raw -4607438.522372 + Penalty 3909.713391 = -4603528.808981 nChanged 185 SP:Iteration 29Q (7180.143481 sec): 3 clusters Score: Raw -4607455.496482 + Penalty 3909.713391 = -4603545.783091 nChanged 123 SP:Iteration 30Q (7180.447686 sec): 3 clusters Score: Raw -4607465.253844 + Penalty 3909.713391 = -4603555.540453 nChanged 99 SP:Iteration 31Q (7180.733974 sec): 3 clusters Score: Raw -4607470.884378 + Penalty 3909.713391 = -4603561.170987 nChanged 72 SP:Iteration 32Q (7181.041572 sec): 3 clusters Score: Raw -4607474.476680 + Penalty 3909.713391 = -4603564.763289 nChanged 58 SP:Iteration 33Q (7181.342722 sec): 3 clusters Score: Raw -4607477.085366 + Penalty 3909.713391 = -4603567.371975 nChanged 57 SP:Iteration 34Q (7181.582901 sec): 3 clusters Score: Raw -4607479.121126 + Penalty 3909.713391 = -4603569.407735 nChanged 40 SP:Iteration 35Q (7181.861974 sec): 3 clusters Score: Raw -4607480.192666 + Penalty 3909.713391 = -4603570.479275 nChanged 33 SP:Iteration 36Q (7182.188333 sec): 3 clusters Score: Raw -4607481.188117 + Penalty 3909.713391 = -4603571.474726 nChanged 32 SP:Iteration 37Q (7182.477374 sec): 3 clusters Score: Raw -4607482.178678 + Penalty 3909.713391 = -4603572.465287 nChanged 20 SP:Iteration 38Q (7182.810121 sec): 3 clusters Score: Raw -4607482.671696 + Penalty 3909.713391 = -4603572.958305 nChanged 14 SP:Iteration 39Q (7183.060972 sec): 3 clusters Score: Raw -4607482.888759 + Penalty 3909.713391 = -4603573.175368 nChanged 5 SP:Iteration 40F (7183.355344 sec): 3 clusters Score: Raw -4607482.941374 + Penalty 3909.713391 = -4603573.227983 nChanged 4 SP:Iteration 41Q (7183.600872 sec): 3 clusters Score: Raw -4607482.978671 + Penalty 3909.713391 = -4603573.265280 nChanged 6 SP:Iteration 42Q (7183.876013 sec): 3 clusters Score: Raw -4607483.083051 + Penalty 3909.713391 = -4603573.369660 nChanged 4 SP:Iteration 43Q (7184.116708 sec): 3 clusters Score: Raw -4607483.148820 + Penalty 3909.713391 = -4603573.435429 nChanged 3 SP:Iteration 44Q (7184.379905 sec): 3 clusters Score: Raw -4607483.196711 + Penalty 3909.713391 = -4603573.483320 nChanged 1 SP:Iteration 45Q (7184.638859 sec): 3 clusters Score: Raw -4607483.208129 + Penalty 3909.713391 = -4603573.494737 nChanged 0 SP:Iteration 46F (7184.888904 sec): 3 clusters Score: Raw -4607483.208129 + Penalty 3909.713391 = -4603573.494737 nChanged 0 Score: Raw -11801104.003739 + Penalty 19302.276744 = -11781801.726995 Splitting cluster 1 changes total score from -11772080.930078 to -11781801.726995 So it's getting split into cluster 9. Trying to split cluster 2 (13978 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7187.537312 sec): 2 clusters Score: Raw -703652.468353 + Penalty 1675.189610 = -701977.278743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7187.701900 sec): 3 clusters Score: Raw -695597.195483 + Penalty 3350.379220 = -692246.816262 nChanged 6159 SP:Iteration 1F (7187.816518 sec): 3 clusters Score: Raw -700312.849095 + Penalty 3350.379220 = -696962.469875 nChanged 1611 SP:Iteration 2F (7187.965788 sec): 3 clusters Score: Raw -702727.346276 + Penalty 3350.379220 = -699376.967056 nChanged 1546 SP:Iteration 3F (7188.061235 sec): 3 clusters Score: Raw -704893.695790 + Penalty 3350.379220 = -701543.316570 nChanged 1194 SP:Iteration 4F (7188.194134 sec): 3 clusters Score: Raw -706261.667542 + Penalty 3350.379220 = -702911.288322 nChanged 856 SP:Iteration 5F (7188.333720 sec): 3 clusters Score: Raw -707039.056809 + Penalty 3350.379220 = -703688.677588 nChanged 639 SP:Iteration 6Q (7188.463967 sec): 3 clusters Score: Raw -707560.289072 + Penalty 3350.379220 = -704209.909852 nChanged 536 SP:Iteration 7Q (7188.606774 sec): 3 clusters Score: Raw -707923.008942 + Penalty 3350.379220 = -704572.629721 nChanged 439 SP:Iteration 8Q (7188.768009 sec): 3 clusters Score: Raw -708190.849681 + Penalty 3350.379220 = -704840.470461 nChanged 361 SP:Iteration 9Q (7188.917365 sec): 3 clusters Score: Raw -708403.769994 + Penalty 3350.379220 = -705053.390774 nChanged 277 SP:Iteration 10Q (7189.065612 sec): 3 clusters Score: Raw -708563.769244 + Penalty 3350.379220 = -705213.390024 nChanged 244 SP:Iteration 11Q (7189.236734 sec): 3 clusters Score: Raw -708731.100454 + Penalty 3350.379220 = -705380.721233 nChanged 230 SP:Iteration 12Q (7189.348117 sec): 3 clusters Score: Raw -708957.774840 + Penalty 3350.379220 = -705607.395619 nChanged 247 SP:Iteration 13Q (7189.506895 sec): 3 clusters Score: Raw -709276.381478 + Penalty 3350.379220 = -705926.002258 nChanged 227 SP:Iteration 14Q (7189.636640 sec): 3 clusters Score: Raw -709583.249043 + Penalty 3350.379220 = -706232.869822 nChanged 183 SP:Iteration 15Q (7189.759557 sec): 3 clusters Score: Raw -709933.542019 + Penalty 3350.379220 = -706583.162799 nChanged 172 SP:Iteration 16Q (7189.904690 sec): 3 clusters Score: Raw -710377.542473 + Penalty 3350.379220 = -707027.163253 nChanged 149 SP:Iteration 17Q (7190.010540 sec): 3 clusters Score: Raw -710747.388253 + Penalty 3350.379220 = -707397.009032 nChanged 131 SP:Iteration 18Q (7190.137038 sec): 3 clusters Score: Raw -710891.970271 + Penalty 3350.379220 = -707541.591050 nChanged 95 SP:Iteration 19Q (7190.279530 sec): 3 clusters Score: Raw -710947.533819 + Penalty 3350.379220 = -707597.154599 nChanged 51 SP:Iteration 20F (7190.430473 sec): 3 clusters Score: Raw -710981.687861 + Penalty 3350.379220 = -707631.308641 nChanged 46 SP:Iteration 21Q (7190.548003 sec): 3 clusters Score: Raw -710993.237772 + Penalty 3350.379220 = -707642.858552 nChanged 28 SP:Iteration 22Q (7190.710628 sec): 3 clusters Score: Raw -710997.203508 + Penalty 3350.379220 = -707646.824288 nChanged 23 SP:Iteration 23Q (7190.839324 sec): 3 clusters Score: Raw -710999.512562 + Penalty 3350.379220 = -707649.133342 nChanged 11 SP:Iteration 24Q (7190.983151 sec): 3 clusters Score: Raw -711000.727370 + Penalty 3350.379220 = -707650.348149 nChanged 10 SP:Iteration 25Q (7191.125638 sec): 3 clusters Score: Raw -711001.687304 + Penalty 3350.379220 = -707651.308084 nChanged 9 SP:Iteration 26Q (7191.244076 sec): 3 clusters Score: Raw -711002.794235 + Penalty 3350.379220 = -707652.415015 nChanged 6 SP:Iteration 27Q (7191.411354 sec): 3 clusters Score: Raw -711003.381798 + Penalty 3350.379220 = -707653.002578 nChanged 1 SP:Iteration 28Q (7191.529592 sec): 3 clusters Score: Raw -711003.437722 + Penalty 3350.379220 = -707653.058502 nChanged 1 SP:Iteration 29Q (7191.649561 sec): 3 clusters Score: Raw -711003.560147 + Penalty 3350.379220 = -707653.180927 nChanged 1 SP:Iteration 30Q (7191.798345 sec): 3 clusters Score: Raw -711003.730163 + Penalty 3350.379220 = -707653.350943 nChanged 2 SP:Iteration 31Q (7191.910801 sec): 3 clusters Score: Raw -711004.061666 + Penalty 3350.379220 = -707653.682446 nChanged 5 SP:Iteration 32Q (7192.072185 sec): 3 clusters Score: Raw -711004.585362 + Penalty 3350.379220 = -707654.206141 nChanged 2 SP:Iteration 33Q (7192.183045 sec): 3 clusters Score: Raw -711004.932219 + Penalty 3350.379220 = -707654.552999 nChanged 2 SP:Iteration 34Q (7192.337154 sec): 3 clusters Score: Raw -711005.201074 + Penalty 3350.379220 = -707654.821854 nChanged 1 SP:Iteration 35Q (7192.456904 sec): 3 clusters Score: Raw -711005.289778 + Penalty 3350.379220 = -707654.910557 nChanged 0 SP:Iteration 36F (7192.598825 sec): 3 clusters Score: Raw -711005.289778 + Penalty 3350.379220 = -707654.910557 nChanged 0 Score: Raw -11808456.825163 + Penalty 21446.974160 = -11787009.851004 Splitting cluster 2 changes total score from -11772080.930078 to -11787009.851004 So it's getting split into cluster 10. Trying to split cluster 3 (5504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7195.347714 sec): 2 clusters Score: Raw -272875.198142 + Penalty 1511.621932 = -271363.576210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7195.427009 sec): 3 clusters Score: Raw -270106.233116 + Penalty 3023.243863 = -267082.989253 nChanged 2325 SP:Iteration 1F (7195.510766 sec): 3 clusters Score: Raw -272767.498943 + Penalty 3023.243863 = -269744.255080 nChanged 769 SP:Iteration 2F (7195.630235 sec): 3 clusters Score: Raw -274216.740029 + Penalty 3023.243863 = -271193.496166 nChanged 564 SP:Iteration 3F (7195.752576 sec): 3 clusters Score: Raw -275256.690478 + Penalty 3023.243863 = -272233.446615 nChanged 392 SP:Iteration 4F (7195.850615 sec): 3 clusters Score: Raw -275919.817118 + Penalty 3023.243863 = -272896.573254 nChanged 294 SP:Iteration 5F (7195.948660 sec): 3 clusters Score: Raw -276397.974280 + Penalty 3023.243863 = -273374.730417 nChanged 199 SP:Iteration 6Q (7196.064385 sec): 3 clusters Score: Raw -276731.326864 + Penalty 3023.243863 = -273708.083001 nChanged 139 SP:Iteration 7Q (7196.187904 sec): 3 clusters Score: Raw -277013.275666 + Penalty 3023.243863 = -273990.031803 nChanged 99 SP:Iteration 8Q (7196.300892 sec): 3 clusters Score: Raw -277112.033219 + Penalty 3023.243863 = -274088.789355 nChanged 70 SP:Iteration 9Q (7196.401776 sec): 3 clusters Score: Raw -277163.815596 + Penalty 3023.243863 = -274140.571733 nChanged 56 SP:Iteration 10Q (7196.504936 sec): 3 clusters Score: Raw -277206.938986 + Penalty 3023.243863 = -274183.695123 nChanged 33 SP:Iteration 11Q (7196.603547 sec): 3 clusters Score: Raw -277224.519793 + Penalty 3023.243863 = -274201.275930 nChanged 25 SP:Iteration 12Q (7196.714519 sec): 3 clusters Score: Raw -277234.645713 + Penalty 3023.243863 = -274211.401850 nChanged 13 SP:Iteration 13Q (7196.843998 sec): 3 clusters Score: Raw -277241.642004 + Penalty 3023.243863 = -274218.398141 nChanged 18 SP:Iteration 14Q (7196.945089 sec): 3 clusters Score: Raw -277246.732087 + Penalty 3023.243863 = -274223.488223 nChanged 11 SP:Iteration 15Q (7197.048983 sec): 3 clusters Score: Raw -277249.793418 + Penalty 3023.243863 = -274226.549554 nChanged 4 SP:Iteration 16Q (7197.167985 sec): 3 clusters Score: Raw -277251.064193 + Penalty 3023.243863 = -274227.820330 nChanged 4 SP:Iteration 17Q (7197.265164 sec): 3 clusters Score: Raw -277251.934645 + Penalty 3023.243863 = -274228.690781 nChanged 1 SP:Iteration 18Q (7197.366618 sec): 3 clusters Score: Raw -277252.172983 + Penalty 3023.243863 = -274228.929120 nChanged 0 SP:Iteration 19F (7197.457051 sec): 3 clusters Score: Raw -277253.131650 + Penalty 3023.243863 = -274229.887787 nChanged 1 SP:Iteration 20F (7197.574778 sec): 3 clusters Score: Raw -277253.948169 + Penalty 3023.243863 = -274230.704305 nChanged 3 SP:Iteration 21Q (7197.706524 sec): 3 clusters Score: Raw -277255.194312 + Penalty 3023.243863 = -274231.950449 nChanged 3 SP:Iteration 22Q (7197.791273 sec): 3 clusters Score: Raw -277255.852090 + Penalty 3023.243863 = -274232.608226 nChanged 2 SP:Iteration 23Q (7197.918247 sec): 3 clusters Score: Raw -277256.184902 + Penalty 3023.243863 = -274232.941039 nChanged 1 SP:Iteration 24Q (7198.013740 sec): 3 clusters Score: Raw -277256.247034 + Penalty 3023.243863 = -274233.003171 nChanged 0 SP:Iteration 25F (7198.141786 sec): 3 clusters Score: Raw -277256.247034 + Penalty 3023.243863 = -274233.003171 nChanged 0 Score: Raw -11812837.874055 + Penalty 23591.671575 = -11789246.202480 Splitting cluster 3 changes total score from -11772080.930078 to -11789246.202480 So it's getting split into cluster 11. Trying to split cluster 4 (26669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7201.258809 sec): 2 clusters Score: Raw -1634477.897110 + Penalty 1788.565625 = -1632689.331485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7201.439841 sec): 3 clusters Score: Raw -1618229.479550 + Penalty 3577.131250 = -1614652.348300 nChanged 12216 SP:Iteration 1F (7201.647853 sec): 3 clusters Score: Raw -1626612.364176 + Penalty 3577.131250 = -1623035.232926 nChanged 2652 SP:Iteration 2F (7201.826455 sec): 3 clusters Score: Raw -1629605.164233 + Penalty 3577.131250 = -1626028.032984 nChanged 2987 SP:Iteration 3F (7201.977355 sec): 3 clusters Score: Raw -1633328.989699 + Penalty 3577.131250 = -1629751.858450 nChanged 2584 SP:Iteration 4F (7202.143241 sec): 3 clusters Score: Raw -1636162.563542 + Penalty 3577.131250 = -1632585.432292 nChanged 1829 SP:Iteration 5F (7202.325063 sec): 3 clusters Score: Raw -1637978.351379 + Penalty 3577.131250 = -1634401.220129 nChanged 1314 SP:Iteration 6Q (7202.523517 sec): 3 clusters Score: Raw -1639042.683336 + Penalty 3577.131250 = -1635465.552087 nChanged 874 SP:Iteration 7Q (7202.679722 sec): 3 clusters Score: Raw -1639569.826745 + Penalty 3577.131250 = -1635992.695496 nChanged 578 SP:Iteration 8Q (7202.865043 sec): 3 clusters Score: Raw -1639838.197392 + Penalty 3577.131250 = -1636261.066142 nChanged 402 SP:Iteration 9Q (7203.036661 sec): 3 clusters Score: Raw -1639976.940119 + Penalty 3577.131250 = -1636399.808869 nChanged 261 SP:Iteration 10Q (7203.215290 sec): 3 clusters Score: Raw -1640055.984971 + Penalty 3577.131250 = -1636478.853721 nChanged 167 SP:Iteration 11Q (7203.379131 sec): 3 clusters Score: Raw -1640096.749102 + Penalty 3577.131250 = -1636519.617853 nChanged 139 SP:Iteration 12Q (7203.564608 sec): 3 clusters Score: Raw -1640130.599466 + Penalty 3577.131250 = -1636553.468217 nChanged 123 SP:Iteration 13Q (7203.722430 sec): 3 clusters Score: Raw -1640152.615126 + Penalty 3577.131250 = -1636575.483877 nChanged 86 SP:Iteration 14Q (7203.889727 sec): 3 clusters Score: Raw -1640164.354694 + Penalty 3577.131250 = -1636587.223445 nChanged 73 SP:Iteration 15Q (7204.065460 sec): 3 clusters Score: Raw -1640174.004881 + Penalty 3577.131250 = -1636596.873632 nChanged 60 SP:Iteration 16Q (7204.251291 sec): 3 clusters Score: Raw -1640182.451821 + Penalty 3577.131250 = -1636605.320571 nChanged 53 SP:Iteration 17Q (7204.423584 sec): 3 clusters Score: Raw -1640189.199572 + Penalty 3577.131250 = -1636612.068323 nChanged 41 SP:Iteration 18Q (7204.583180 sec): 3 clusters Score: Raw -1640194.781095 + Penalty 3577.131250 = -1636617.649846 nChanged 39 SP:Iteration 19Q (7204.770752 sec): 3 clusters Score: Raw -1640199.080776 + Penalty 3577.131250 = -1636621.949526 nChanged 36 SP:Iteration 20F (7204.928299 sec): 3 clusters Score: Raw -1640201.999675 + Penalty 3577.131250 = -1636624.868426 nChanged 30 SP:Iteration 21Q (7205.071273 sec): 3 clusters Score: Raw -1640204.297257 + Penalty 3577.131250 = -1636627.166008 nChanged 21 SP:Iteration 22Q (7205.248805 sec): 3 clusters Score: Raw -1640205.705631 + Penalty 3577.131250 = -1636628.574382 nChanged 17 SP:Iteration 23Q (7205.403939 sec): 3 clusters Score: Raw -1640206.639693 + Penalty 3577.131250 = -1636629.508443 nChanged 7 SP:Iteration 24Q (7205.626792 sec): 3 clusters Score: Raw -1640206.941650 + Penalty 3577.131250 = -1636629.810401 nChanged 9 SP:Iteration 25Q (7205.799476 sec): 3 clusters Score: Raw -1640207.189596 + Penalty 3577.131250 = -1636630.058346 nChanged 3 SP:Iteration 26Q (7205.998498 sec): 3 clusters Score: Raw -1640207.291881 + Penalty 3577.131250 = -1636630.160631 nChanged 2 SP:Iteration 27Q (7206.215142 sec): 3 clusters Score: Raw -1640207.391169 + Penalty 3577.131250 = -1636630.259920 nChanged 0 SP:Iteration 28F (7206.432053 sec): 3 clusters Score: Raw -1640207.391169 + Penalty 3577.131250 = -1636630.259920 nChanged 0 Score: Raw -11818567.368115 + Penalty 25736.368991 = -11792830.999124 Splitting cluster 4 changes total score from -11772080.930078 to -11792830.999124 So it's getting split into cluster 12. Trying to split cluster 5 (28139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7209.553205 sec): 2 clusters Score: Raw -1682381.245328 + Penalty 1797.982020 = -1680583.263308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7209.710520 sec): 3 clusters Score: Raw -1665102.869264 + Penalty 3595.964039 = -1661506.905225 nChanged 12940 SP:Iteration 1F (7209.870525 sec): 3 clusters Score: Raw -1673263.582726 + Penalty 3595.964039 = -1669667.618686 nChanged 2209 SP:Iteration 2F (7210.016956 sec): 3 clusters Score: Raw -1674936.217852 + Penalty 3595.964039 = -1671340.253812 nChanged 2324 SP:Iteration 3F (7210.151765 sec): 3 clusters Score: Raw -1676960.315835 + Penalty 3595.964039 = -1673364.351795 nChanged 2323 SP:Iteration 4F (7210.298511 sec): 3 clusters Score: Raw -1679055.245971 + Penalty 3595.964039 = -1675459.281932 nChanged 2166 SP:Iteration 5F (7210.444370 sec): 3 clusters Score: Raw -1680899.515403 + Penalty 3595.964039 = -1677303.551364 nChanged 1861 SP:Iteration 6F (7210.589498 sec): 3 clusters Score: Raw -1682443.395539 + Penalty 3595.964039 = -1678847.431499 nChanged 1598 SP:Iteration 7F (7210.733650 sec): 3 clusters Score: Raw -1683628.685418 + Penalty 3595.964039 = -1680032.721378 nChanged 1272 SP:Iteration 8Q (7210.863132 sec): 3 clusters Score: Raw -1684401.691050 + Penalty 3595.964039 = -1680805.727011 nChanged 924 SP:Iteration 9Q (7210.998235 sec): 3 clusters Score: Raw -1684884.411671 + Penalty 3595.964039 = -1681288.447632 nChanged 718 SP:Iteration 10Q (7211.141900 sec): 3 clusters Score: Raw -1685210.551752 + Penalty 3595.964039 = -1681614.587713 nChanged 592 SP:Iteration 11Q (7211.258174 sec): 3 clusters Score: Raw -1685442.735570 + Penalty 3595.964039 = -1681846.771531 nChanged 478 SP:Iteration 12Q (7211.395720 sec): 3 clusters Score: Raw -1685615.578161 + Penalty 3595.964039 = -1682019.614122 nChanged 384 SP:Iteration 13Q (7211.532576 sec): 3 clusters Score: Raw -1685721.762308 + Penalty 3595.964039 = -1682125.798269 nChanged 311 SP:Iteration 14Q (7211.663483 sec): 3 clusters Score: Raw -1685792.081624 + Penalty 3595.964039 = -1682196.117585 nChanged 231 SP:Iteration 15Q (7211.797584 sec): 3 clusters Score: Raw -1685845.025013 + Penalty 3595.964039 = -1682249.060974 nChanged 183 SP:Iteration 16Q (7211.931269 sec): 3 clusters Score: Raw -1685880.264383 + Penalty 3595.964039 = -1682284.300344 nChanged 159 SP:Iteration 17Q (7212.082050 sec): 3 clusters Score: Raw -1685916.728503 + Penalty 3595.964039 = -1682320.764464 nChanged 161 SP:Iteration 18Q (7212.228784 sec): 3 clusters Score: Raw -1685943.456491 + Penalty 3595.964039 = -1682347.492451 nChanged 125 SP:Iteration 19Q (7212.373578 sec): 3 clusters Score: Raw -1685965.353831 + Penalty 3595.964039 = -1682369.389792 nChanged 136 SP:Iteration 20F (7212.515332 sec): 3 clusters Score: Raw -1685986.647863 + Penalty 3595.964039 = -1682390.683824 nChanged 117 SP:Iteration 21Q (7212.660729 sec): 3 clusters Score: Raw -1686005.236329 + Penalty 3595.964039 = -1682409.272289 nChanged 104 SP:Iteration 22Q (7212.801327 sec): 3 clusters Score: Raw -1686020.637275 + Penalty 3595.964039 = -1682424.673235 nChanged 108 SP:Iteration 23Q (7212.945607 sec): 3 clusters Score: Raw -1686035.957140 + Penalty 3595.964039 = -1682439.993100 nChanged 89 SP:Iteration 24Q (7213.087997 sec): 3 clusters Score: Raw -1686047.476689 + Penalty 3595.964039 = -1682451.512649 nChanged 90 SP:Iteration 25Q (7213.230544 sec): 3 clusters Score: Raw -1686061.186135 + Penalty 3595.964039 = -1682465.222095 nChanged 104 SP:Iteration 26Q (7213.373306 sec): 3 clusters Score: Raw -1686079.478075 + Penalty 3595.964039 = -1682483.514036 nChanged 111 SP:Iteration 27Q (7213.505675 sec): 3 clusters Score: Raw -1686099.670141 + Penalty 3595.964039 = -1682503.706101 nChanged 110 SP:Iteration 28Q (7213.641568 sec): 3 clusters Score: Raw -1686119.446286 + Penalty 3595.964039 = -1682523.482246 nChanged 115 SP:Iteration 29Q (7213.763031 sec): 3 clusters Score: Raw -1686139.048945 + Penalty 3595.964039 = -1682543.084905 nChanged 107 SP:Iteration 30Q (7213.942484 sec): 3 clusters Score: Raw -1686154.248460 + Penalty 3595.964039 = -1682558.284421 nChanged 100 SP:Iteration 31Q (7214.089377 sec): 3 clusters Score: Raw -1686167.663079 + Penalty 3595.964039 = -1682571.699040 nChanged 90 SP:Iteration 32Q (7214.237147 sec): 3 clusters Score: Raw -1686178.713403 + Penalty 3595.964039 = -1682582.749364 nChanged 84 SP:Iteration 33Q (7214.383241 sec): 3 clusters Score: Raw -1686187.534261 + Penalty 3595.964039 = -1682591.570222 nChanged 73 SP:Iteration 34Q (7214.527720 sec): 3 clusters Score: Raw -1686195.564616 + Penalty 3595.964039 = -1682599.600576 nChanged 76 SP:Iteration 35Q (7214.682505 sec): 3 clusters Score: Raw -1686204.954973 + Penalty 3595.964039 = -1682608.990933 nChanged 76 SP:Iteration 36Q (7214.827104 sec): 3 clusters Score: Raw -1686215.198047 + Penalty 3595.964039 = -1682619.234008 nChanged 74 SP:Iteration 37Q (7214.971006 sec): 3 clusters Score: Raw -1686223.569736 + Penalty 3595.964039 = -1682627.605697 nChanged 72 SP:Iteration 38Q (7215.114259 sec): 3 clusters Score: Raw -1686232.434774 + Penalty 3595.964039 = -1682636.470735 nChanged 69 SP:Iteration 39Q (7215.254389 sec): 3 clusters Score: Raw -1686240.414012 + Penalty 3595.964039 = -1682644.449973 nChanged 66 SP:Iteration 40F (7215.395833 sec): 3 clusters Score: Raw -1686247.288404 + Penalty 3595.964039 = -1682651.324365 nChanged 55 SP:Iteration 41Q (7215.538087 sec): 3 clusters Score: Raw -1686252.731065 + Penalty 3595.964039 = -1682656.767025 nChanged 56 SP:Iteration 42Q (7215.684899 sec): 3 clusters Score: Raw -1686257.456051 + Penalty 3595.964039 = -1682661.492012 nChanged 40 SP:Iteration 43Q (7215.832115 sec): 3 clusters Score: Raw -1686260.955629 + Penalty 3595.964039 = -1682664.991590 nChanged 47 SP:Iteration 44Q (7215.973884 sec): 3 clusters Score: Raw -1686264.951845 + Penalty 3595.964039 = -1682668.987806 nChanged 42 SP:Iteration 45Q (7216.114161 sec): 3 clusters Score: Raw -1686268.709446 + Penalty 3595.964039 = -1682672.745407 nChanged 50 SP:Iteration 46Q (7216.256353 sec): 3 clusters Score: Raw -1686273.524715 + Penalty 3595.964039 = -1682677.560676 nChanged 66 SP:Iteration 47Q (7216.384094 sec): 3 clusters Score: Raw -1686280.783234 + Penalty 3595.964039 = -1682684.819195 nChanged 67 SP:Iteration 48Q (7216.543004 sec): 3 clusters Score: Raw -1686287.919718 + Penalty 3595.964039 = -1682691.955679 nChanged 60 SP:Iteration 49Q (7216.687531 sec): 3 clusters Score: Raw -1686293.711575 + Penalty 3595.964039 = -1682697.747536 nChanged 52 SP:Iteration 50Q (7216.814382 sec): 3 clusters Score: Raw -1686297.872728 + Penalty 3595.964039 = -1682701.908688 nChanged 38 SP:Iteration 51Q (7216.968436 sec): 3 clusters Score: Raw -1686301.359317 + Penalty 3595.964039 = -1682705.395277 nChanged 50 SP:Iteration 52Q (7217.103069 sec): 3 clusters Score: Raw -1686305.545966 + Penalty 3595.964039 = -1682709.581927 nChanged 48 SP:Iteration 53Q (7217.246461 sec): 3 clusters Score: Raw -1686309.356543 + Penalty 3595.964039 = -1682713.392504 nChanged 35 SP:Iteration 54Q (7217.380148 sec): 3 clusters Score: Raw -1686311.578997 + Penalty 3595.964039 = -1682715.614957 nChanged 26 SP:Iteration 55Q (7217.497319 sec): 3 clusters Score: Raw -1686313.306194 + Penalty 3595.964039 = -1682717.342154 nChanged 28 SP:Iteration 56Q (7217.623849 sec): 3 clusters Score: Raw -1686315.598915 + Penalty 3595.964039 = -1682719.634875 nChanged 30 SP:Iteration 57Q (7217.774627 sec): 3 clusters Score: Raw -1686317.801249 + Penalty 3595.964039 = -1682721.837210 nChanged 24 SP:Iteration 58Q (7217.918295 sec): 3 clusters Score: Raw -1686319.317259 + Penalty 3595.964039 = -1682723.353219 nChanged 19 SP:Iteration 59Q (7218.058325 sec): 3 clusters Score: Raw -1686320.378496 + Penalty 3595.964039 = -1682724.414457 nChanged 11 SP:Iteration 60F (7218.200294 sec): 3 clusters Score: Raw -1686321.043858 + Penalty 3595.964039 = -1682725.079819 nChanged 12 SP:Iteration 61Q (7218.340619 sec): 3 clusters Score: Raw -1686321.735406 + Penalty 3595.964039 = -1682725.771366 nChanged 12 SP:Iteration 62Q (7218.477801 sec): 3 clusters Score: Raw -1686322.515861 + Penalty 3595.964039 = -1682726.551821 nChanged 15 SP:Iteration 63Q (7218.608098 sec): 3 clusters Score: Raw -1686323.193724 + Penalty 3595.964039 = -1682727.229684 nChanged 9 SP:Iteration 64Q (7218.749317 sec): 3 clusters Score: Raw -1686323.653511 + Penalty 3595.964039 = -1682727.689472 nChanged 7 SP:Iteration 65Q (7218.881941 sec): 3 clusters Score: Raw -1686324.244988 + Penalty 3595.964039 = -1682728.280948 nChanged 13 SP:Iteration 66Q (7219.010594 sec): 3 clusters Score: Raw -1686324.854752 + Penalty 3595.964039 = -1682728.890713 nChanged 9 SP:Iteration 67Q (7219.146016 sec): 3 clusters Score: Raw -1686325.536067 + Penalty 3595.964039 = -1682729.572028 nChanged 17 SP:Iteration 68Q (7219.289099 sec): 3 clusters Score: Raw -1686326.466339 + Penalty 3595.964039 = -1682730.502299 nChanged 11 SP:Iteration 69Q (7219.429194 sec): 3 clusters Score: Raw -1686327.045904 + Penalty 3595.964039 = -1682731.081865 nChanged 10 SP:Iteration 70Q (7219.568583 sec): 3 clusters Score: Raw -1686327.569622 + Penalty 3595.964039 = -1682731.605582 nChanged 6 SP:Iteration 71Q (7219.707822 sec): 3 clusters Score: Raw -1686327.946459 + Penalty 3595.964039 = -1682731.982420 nChanged 8 SP:Iteration 72Q (7219.851239 sec): 3 clusters Score: Raw -1686328.637376 + Penalty 3595.964039 = -1682732.673337 nChanged 9 SP:Iteration 73Q (7219.994800 sec): 3 clusters Score: Raw -1686329.177056 + Penalty 3595.964039 = -1682733.213016 nChanged 12 SP:Iteration 74Q (7220.138663 sec): 3 clusters Score: Raw -1686330.055268 + Penalty 3595.964039 = -1682734.091229 nChanged 9 SP:Iteration 75Q (7220.277725 sec): 3 clusters Score: Raw -1686330.495471 + Penalty 3595.964039 = -1682734.531431 nChanged 10 SP:Iteration 76Q (7220.417665 sec): 3 clusters Score: Raw -1686330.955576 + Penalty 3595.964039 = -1682734.991537 nChanged 9 SP:Iteration 77Q (7220.556564 sec): 3 clusters Score: Raw -1686331.469250 + Penalty 3595.964039 = -1682735.505211 nChanged 12 SP:Iteration 78Q (7220.696737 sec): 3 clusters Score: Raw -1686332.070023 + Penalty 3595.964039 = -1682736.105984 nChanged 6 SP:Iteration 79Q (7220.833376 sec): 3 clusters Score: Raw -1686332.316570 + Penalty 3595.964039 = -1682736.352530 nChanged 4 SP:Iteration 80F (7220.963827 sec): 3 clusters Score: Raw -1686332.576410 + Penalty 3595.964039 = -1682736.612370 nChanged 7 SP:Iteration 81Q (7221.102143 sec): 3 clusters Score: Raw -1686332.976408 + Penalty 3595.964039 = -1682737.012369 nChanged 8 SP:Iteration 82Q (7221.237514 sec): 3 clusters Score: Raw -1686333.541884 + Penalty 3595.964039 = -1682737.577845 nChanged 12 SP:Iteration 83Q (7221.360222 sec): 3 clusters Score: Raw -1686333.948796 + Penalty 3595.964039 = -1682737.984756 nChanged 11 SP:Iteration 84Q (7221.481768 sec): 3 clusters Score: Raw -1686334.476968 + Penalty 3595.964039 = -1682738.512929 nChanged 15 SP:Iteration 85Q (7221.603332 sec): 3 clusters Score: Raw -1686335.143356 + Penalty 3595.964039 = -1682739.179316 nChanged 11 SP:Iteration 86Q (7221.732013 sec): 3 clusters Score: Raw -1686335.655791 + Penalty 3595.964039 = -1682739.691752 nChanged 7 SP:Iteration 87Q (7221.876762 sec): 3 clusters Score: Raw -1686335.983234 + Penalty 3595.964039 = -1682740.019195 nChanged 7 SP:Iteration 88Q (7222.015191 sec): 3 clusters Score: Raw -1686336.225560 + Penalty 3595.964039 = -1682740.261521 nChanged 6 SP:Iteration 89Q (7222.150707 sec): 3 clusters Score: Raw -1686336.552770 + Penalty 3595.964039 = -1682740.588731 nChanged 4 SP:Iteration 90Q (7222.285976 sec): 3 clusters Score: Raw -1686336.796578 + Penalty 3595.964039 = -1682740.832538 nChanged 5 SP:Iteration 91Q (7222.423996 sec): 3 clusters Score: Raw -1686337.154315 + Penalty 3595.964039 = -1682741.190276 nChanged 5 SP:Iteration 92Q (7222.545158 sec): 3 clusters Score: Raw -1686337.388581 + Penalty 3595.964039 = -1682741.424541 nChanged 6 SP:Iteration 93Q (7222.703284 sec): 3 clusters Score: Raw -1686337.758168 + Penalty 3595.964039 = -1682741.794128 nChanged 8 SP:Iteration 94Q (7222.838169 sec): 3 clusters Score: Raw -1686338.156011 + Penalty 3595.964039 = -1682742.191971 nChanged 4 SP:Iteration 95Q (7222.980232 sec): 3 clusters Score: Raw -1686338.289930 + Penalty 3595.964039 = -1682742.325891 nChanged 2 SP:Iteration 96Q (7223.112347 sec): 3 clusters Score: Raw -1686338.372709 + Penalty 3595.964039 = -1682742.408669 nChanged 2 SP:Iteration 97Q (7223.261459 sec): 3 clusters Score: Raw -1686338.422591 + Penalty 3595.964039 = -1682742.458552 nChanged 1 SP:Iteration 98Q (7223.391923 sec): 3 clusters Score: Raw -1686338.444463 + Penalty 3595.964039 = -1682742.480423 nChanged 2 SP:Iteration 99Q (7223.524927 sec): 3 clusters Score: Raw -1686338.489961 + Penalty 3595.964039 = -1682742.525922 nChanged 3 SP:Iteration 100F (7223.662900 sec): 3 clusters Score: Raw -1686338.587861 + Penalty 3595.964039 = -1682742.623821 nChanged 1 SP:Iteration 101Q (7223.793436 sec): 3 clusters Score: Raw -1686338.662434 + Penalty 3595.964039 = -1682742.698395 nChanged 2 SP:Iteration 102Q (7223.931209 sec): 3 clusters Score: Raw -1686338.783798 + Penalty 3595.964039 = -1682742.819759 nChanged 3 SP:Iteration 103Q (7224.054800 sec): 3 clusters Score: Raw -1686338.946402 + Penalty 3595.964039 = -1682742.982363 nChanged 1 SP:Iteration 104Q (7224.209982 sec): 3 clusters Score: Raw -1686338.975461 + Penalty 3595.964039 = -1682743.011422 nChanged 0 SP:Iteration 105F (7224.338433 sec): 3 clusters Score: Raw -1686338.975461 + Penalty 3595.964039 = -1682743.011422 nChanged 0 Score: Raw -11822525.098249 + Penalty 27881.066407 = -11794644.031841 Splitting cluster 5 changes total score from -11772080.930078 to -11794644.031841 So it's getting split into cluster 13. Trying to split cluster 6 (22026 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7226.961219 sec): 2 clusters Score: Raw -1136229.929819 + Penalty 1754.996289 = -1134474.933530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7227.081170 sec): 3 clusters Score: Raw -1123306.697584 + Penalty 3509.992577 = -1119796.705007 nChanged 9912 SP:Iteration 1F (7227.182915 sec): 3 clusters Score: Raw -1131697.896668 + Penalty 3509.992577 = -1128187.904091 nChanged 2740 SP:Iteration 2F (7227.317045 sec): 3 clusters Score: Raw -1135397.151111 + Penalty 3509.992577 = -1131887.158534 nChanged 2305 SP:Iteration 3F (7227.434587 sec): 3 clusters Score: Raw -1137914.987292 + Penalty 3509.992577 = -1134404.994714 nChanged 1533 SP:Iteration 4F (7227.555803 sec): 3 clusters Score: Raw -1139050.149618 + Penalty 3509.992577 = -1135540.157041 nChanged 926 SP:Iteration 5Q (7227.655132 sec): 3 clusters Score: Raw -1139519.096702 + Penalty 3509.992577 = -1136009.104124 nChanged 598 SP:Iteration 6Q (7227.785749 sec): 3 clusters Score: Raw -1139743.734184 + Penalty 3509.992577 = -1136233.741607 nChanged 397 SP:Iteration 7Q (7227.924178 sec): 3 clusters Score: Raw -1139865.563135 + Penalty 3509.992577 = -1136355.570558 nChanged 274 SP:Iteration 8Q (7228.045299 sec): 3 clusters Score: Raw -1139938.068469 + Penalty 3509.992577 = -1136428.075892 nChanged 230 SP:Iteration 9Q (7228.178416 sec): 3 clusters Score: Raw -1139987.713687 + Penalty 3509.992577 = -1136477.721110 nChanged 179 SP:Iteration 10Q (7228.296928 sec): 3 clusters Score: Raw -1140021.956798 + Penalty 3509.992577 = -1136511.964221 nChanged 150 SP:Iteration 11Q (7228.409880 sec): 3 clusters Score: Raw -1140046.233625 + Penalty 3509.992577 = -1136536.241048 nChanged 120 SP:Iteration 12Q (7228.551419 sec): 3 clusters Score: Raw -1140064.691624 + Penalty 3509.992577 = -1136554.699047 nChanged 99 SP:Iteration 13Q (7228.686307 sec): 3 clusters Score: Raw -1140078.982184 + Penalty 3509.992577 = -1136568.989607 nChanged 84 SP:Iteration 14Q (7228.814756 sec): 3 clusters Score: Raw -1140090.740436 + Penalty 3509.992577 = -1136580.747858 nChanged 80 SP:Iteration 15Q (7228.936846 sec): 3 clusters Score: Raw -1140101.858081 + Penalty 3509.992577 = -1136591.865503 nChanged 73 SP:Iteration 16Q (7229.071395 sec): 3 clusters Score: Raw -1140113.276570 + Penalty 3509.992577 = -1136603.283993 nChanged 77 SP:Iteration 17Q (7229.238290 sec): 3 clusters Score: Raw -1140126.462042 + Penalty 3509.992577 = -1136616.469465 nChanged 86 SP:Iteration 18Q (7229.380513 sec): 3 clusters Score: Raw -1140139.279217 + Penalty 3509.992577 = -1136629.286640 nChanged 75 SP:Iteration 19Q (7229.501544 sec): 3 clusters Score: Raw -1140152.266771 + Penalty 3509.992577 = -1136642.274193 nChanged 91 SP:Iteration 20F (7229.641740 sec): 3 clusters Score: Raw -1140165.661497 + Penalty 3509.992577 = -1136655.668919 nChanged 86 SP:Iteration 21Q (7229.786573 sec): 3 clusters Score: Raw -1140179.140447 + Penalty 3509.992577 = -1136669.147870 nChanged 87 SP:Iteration 22Q (7229.931323 sec): 3 clusters Score: Raw -1140191.237845 + Penalty 3509.992577 = -1136681.245268 nChanged 67 SP:Iteration 23Q (7230.057225 sec): 3 clusters Score: Raw -1140199.668551 + Penalty 3509.992577 = -1136689.675973 nChanged 61 SP:Iteration 24Q (7230.191566 sec): 3 clusters Score: Raw -1140208.490370 + Penalty 3509.992577 = -1136698.497793 nChanged 60 SP:Iteration 25Q (7230.313878 sec): 3 clusters Score: Raw -1140216.209041 + Penalty 3509.992577 = -1136706.216464 nChanged 52 SP:Iteration 26Q (7230.465745 sec): 3 clusters Score: Raw -1140223.447967 + Penalty 3509.992577 = -1136713.455390 nChanged 63 SP:Iteration 27Q (7230.605930 sec): 3 clusters Score: Raw -1140232.251838 + Penalty 3509.992577 = -1136722.259261 nChanged 62 SP:Iteration 28Q (7230.735312 sec): 3 clusters Score: Raw -1140239.923777 + Penalty 3509.992577 = -1136729.931199 nChanged 64 SP:Iteration 29Q (7230.819883 sec): 3 clusters Score: Raw -1140249.546695 + Penalty 3509.992577 = -1136739.554118 nChanged 82 SP:Iteration 30Q (7230.951271 sec): 3 clusters Score: Raw -1140260.387007 + Penalty 3509.992577 = -1136750.394429 nChanged 78 SP:Iteration 31Q (7231.077974 sec): 3 clusters Score: Raw -1140275.998798 + Penalty 3509.992577 = -1136766.006221 nChanged 94 SP:Iteration 32Q (7231.217305 sec): 3 clusters Score: Raw -1140290.502759 + Penalty 3509.992577 = -1136780.510182 nChanged 72 SP:Iteration 33Q (7231.370606 sec): 3 clusters Score: Raw -1140303.337129 + Penalty 3509.992577 = -1136793.344552 nChanged 79 SP:Iteration 34Q (7231.497351 sec): 3 clusters Score: Raw -1140316.117573 + Penalty 3509.992577 = -1136806.124996 nChanged 100 SP:Iteration 35Q (7231.639655 sec): 3 clusters Score: Raw -1140329.322719 + Penalty 3509.992577 = -1136819.330141 nChanged 85 SP:Iteration 36Q (7231.759835 sec): 3 clusters Score: Raw -1140340.788271 + Penalty 3509.992577 = -1136830.795693 nChanged 90 SP:Iteration 37Q (7231.884163 sec): 3 clusters Score: Raw -1140356.015253 + Penalty 3509.992577 = -1136846.022676 nChanged 90 SP:Iteration 38Q (7232.004193 sec): 3 clusters Score: Raw -1140371.905170 + Penalty 3509.992577 = -1136861.912593 nChanged 92 SP:Iteration 39Q (7232.131981 sec): 3 clusters Score: Raw -1140387.852266 + Penalty 3509.992577 = -1136877.859688 nChanged 99 SP:Iteration 40F (7232.275642 sec): 3 clusters Score: Raw -1140407.862481 + Penalty 3509.992577 = -1136897.869903 nChanged 122 SP:Iteration 41Q (7232.424962 sec): 3 clusters Score: Raw -1140427.450267 + Penalty 3509.992577 = -1136917.457690 nChanged 104 SP:Iteration 42Q (7232.542147 sec): 3 clusters Score: Raw -1140445.008726 + Penalty 3509.992577 = -1136935.016148 nChanged 117 SP:Iteration 43Q (7232.669631 sec): 3 clusters Score: Raw -1140468.858818 + Penalty 3509.992577 = -1136958.866241 nChanged 111 SP:Iteration 44Q (7232.809425 sec): 3 clusters Score: Raw -1140494.689290 + Penalty 3509.992577 = -1136984.696713 nChanged 122 SP:Iteration 45Q (7232.931664 sec): 3 clusters Score: Raw -1140517.349942 + Penalty 3509.992577 = -1137007.357365 nChanged 124 SP:Iteration 46Q (7233.046891 sec): 3 clusters Score: Raw -1140537.049057 + Penalty 3509.992577 = -1137027.056480 nChanged 110 SP:Iteration 47Q (7233.178551 sec): 3 clusters Score: Raw -1140556.827023 + Penalty 3509.992577 = -1137046.834446 nChanged 102 SP:Iteration 48Q (7233.310816 sec): 3 clusters Score: Raw -1140573.388793 + Penalty 3509.992577 = -1137063.396216 nChanged 105 SP:Iteration 49Q (7233.443398 sec): 3 clusters Score: Raw -1140590.495391 + Penalty 3509.992577 = -1137080.502814 nChanged 105 SP:Iteration 50Q (7233.563878 sec): 3 clusters Score: Raw -1140607.855279 + Penalty 3509.992577 = -1137097.862702 nChanged 108 SP:Iteration 51Q (7233.696524 sec): 3 clusters Score: Raw -1140624.247738 + Penalty 3509.992577 = -1137114.255161 nChanged 92 SP:Iteration 52Q (7233.859513 sec): 3 clusters Score: Raw -1140638.157816 + Penalty 3509.992577 = -1137128.165239 nChanged 87 SP:Iteration 53Q (7233.977626 sec): 3 clusters Score: Raw -1140648.941086 + Penalty 3509.992577 = -1137138.948508 nChanged 72 SP:Iteration 54Q (7234.124520 sec): 3 clusters Score: Raw -1140658.872412 + Penalty 3509.992577 = -1137148.879834 nChanged 56 SP:Iteration 55Q (7234.281578 sec): 3 clusters Score: Raw -1140666.302844 + Penalty 3509.992577 = -1137156.310267 nChanged 55 SP:Iteration 56Q (7234.456894 sec): 3 clusters Score: Raw -1140674.333384 + Penalty 3509.992577 = -1137164.340806 nChanged 49 SP:Iteration 57Q (7234.613219 sec): 3 clusters Score: Raw -1140684.904005 + Penalty 3509.992577 = -1137174.911428 nChanged 58 SP:Iteration 58Q (7234.760852 sec): 3 clusters Score: Raw -1140694.057312 + Penalty 3509.992577 = -1137184.064734 nChanged 56 SP:Iteration 59Q (7234.906157 sec): 3 clusters Score: Raw -1140701.099043 + Penalty 3509.992577 = -1137191.106466 nChanged 37 SP:Iteration 60F (7235.062945 sec): 3 clusters Score: Raw -1140705.835358 + Penalty 3509.992577 = -1137195.842781 nChanged 40 SP:Iteration 61Q (7235.201423 sec): 3 clusters Score: Raw -1140710.667314 + Penalty 3509.992577 = -1137200.674737 nChanged 46 SP:Iteration 62Q (7235.344708 sec): 3 clusters Score: Raw -1140717.600101 + Penalty 3509.992577 = -1137207.607524 nChanged 46 SP:Iteration 63Q (7235.495664 sec): 3 clusters Score: Raw -1140723.630093 + Penalty 3509.992577 = -1137213.637515 nChanged 44 SP:Iteration 64Q (7235.670321 sec): 3 clusters Score: Raw -1140729.502680 + Penalty 3509.992577 = -1137219.510103 nChanged 44 SP:Iteration 65Q (7235.818456 sec): 3 clusters Score: Raw -1140734.888819 + Penalty 3509.992577 = -1137224.896241 nChanged 46 SP:Iteration 66Q (7235.958154 sec): 3 clusters Score: Raw -1140740.595014 + Penalty 3509.992577 = -1137230.602436 nChanged 44 SP:Iteration 67Q (7236.131148 sec): 3 clusters Score: Raw -1140745.570575 + Penalty 3509.992577 = -1137235.577998 nChanged 30 SP:Iteration 68Q (7236.280804 sec): 3 clusters Score: Raw -1140748.660460 + Penalty 3509.992577 = -1137238.667883 nChanged 32 SP:Iteration 69Q (7236.455018 sec): 3 clusters Score: Raw -1140751.256128 + Penalty 3509.992577 = -1137241.263550 nChanged 30 SP:Iteration 70Q (7236.626063 sec): 3 clusters Score: Raw -1140754.503264 + Penalty 3509.992577 = -1137244.510686 nChanged 36 SP:Iteration 71Q (7236.757252 sec): 3 clusters Score: Raw -1140757.758173 + Penalty 3509.992577 = -1137247.765596 nChanged 21 SP:Iteration 72Q (7236.940996 sec): 3 clusters Score: Raw -1140759.123648 + Penalty 3509.992577 = -1137249.131071 nChanged 20 SP:Iteration 73Q (7237.095347 sec): 3 clusters Score: Raw -1140760.791032 + Penalty 3509.992577 = -1137250.798455 nChanged 15 SP:Iteration 74Q (7237.266707 sec): 3 clusters Score: Raw -1140761.661309 + Penalty 3509.992577 = -1137251.668732 nChanged 10 SP:Iteration 75Q (7237.433652 sec): 3 clusters Score: Raw -1140762.527464 + Penalty 3509.992577 = -1137252.534887 nChanged 9 SP:Iteration 76Q (7237.607074 sec): 3 clusters Score: Raw -1140763.151219 + Penalty 3509.992577 = -1137253.158642 nChanged 6 SP:Iteration 77Q (7237.746491 sec): 3 clusters Score: Raw -1140763.605171 + Penalty 3509.992577 = -1137253.612594 nChanged 9 SP:Iteration 78Q (7237.943785 sec): 3 clusters Score: Raw -1140764.567566 + Penalty 3509.992577 = -1137254.574989 nChanged 9 SP:Iteration 79Q (7238.101181 sec): 3 clusters Score: Raw -1140765.148027 + Penalty 3509.992577 = -1137255.155450 nChanged 7 SP:Iteration 80F (7238.246916 sec): 3 clusters Score: Raw -1140765.665543 + Penalty 3509.992577 = -1137255.672966 nChanged 7 SP:Iteration 81Q (7238.391699 sec): 3 clusters Score: Raw -1140766.261395 + Penalty 3509.992577 = -1137256.268818 nChanged 10 SP:Iteration 82Q (7238.540948 sec): 3 clusters Score: Raw -1140766.784139 + Penalty 3509.992577 = -1137256.791562 nChanged 4 SP:Iteration 83Q (7238.710685 sec): 3 clusters Score: Raw -1140767.054799 + Penalty 3509.992577 = -1137257.062221 nChanged 4 SP:Iteration 84Q (7238.862971 sec): 3 clusters Score: Raw -1140767.178929 + Penalty 3509.992577 = -1137257.186351 nChanged 2 SP:Iteration 85Q (7239.024162 sec): 3 clusters Score: Raw -1140767.313938 + Penalty 3509.992577 = -1137257.321360 nChanged 0 SP:Iteration 86F (7239.184592 sec): 3 clusters Score: Raw -1140767.313938 + Penalty 3509.992577 = -1137257.321360 nChanged 0 Score: Raw -11827062.482368 + Penalty 30025.763823 = -11797036.718544 Splitting cluster 6 changes total score from -11772080.930078 to -11797036.718544 So it's getting split into cluster 14. Trying to split cluster 7 (8560 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7243.026287 sec): 2 clusters Score: Raw -323910.986362 + Penalty 1589.127135 = -322321.859227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7243.118770 sec): 3 clusters Score: Raw -319453.531422 + Penalty 3178.254270 = -316275.277152 nChanged 3761 SP:Iteration 1F (7243.228688 sec): 3 clusters Score: Raw -323828.520037 + Penalty 3178.254270 = -320650.265768 nChanged 1285 SP:Iteration 2F (7243.362448 sec): 3 clusters Score: Raw -326046.780688 + Penalty 3178.254270 = -322868.526418 nChanged 928 SP:Iteration 3F (7243.473075 sec): 3 clusters Score: Raw -327514.551564 + Penalty 3178.254270 = -324336.297295 nChanged 680 SP:Iteration 4F (7243.583513 sec): 3 clusters Score: Raw -328477.561167 + Penalty 3178.254270 = -325299.306897 nChanged 480 SP:Iteration 5F (7243.718561 sec): 3 clusters Score: Raw -329281.508144 + Penalty 3178.254270 = -326103.253874 nChanged 424 SP:Iteration 6Q (7243.835400 sec): 3 clusters Score: Raw -330152.780615 + Penalty 3178.254270 = -326974.526345 nChanged 465 SP:Iteration 7F (7243.954741 sec): 3 clusters Score: Raw -331226.849396 + Penalty 3178.254270 = -328048.595127 nChanged 417 SP:Iteration 8Q (7244.079778 sec): 3 clusters Score: Raw -332019.264830 + Penalty 3178.254270 = -328841.010561 nChanged 346 SP:Iteration 9Q (7244.204926 sec): 3 clusters Score: Raw -332585.889503 + Penalty 3178.254270 = -329407.635233 nChanged 286 SP:Iteration 10Q (7244.284617 sec): 3 clusters Score: Raw -333096.186085 + Penalty 3178.254270 = -329917.931815 nChanged 231 SP:Iteration 11Q (7244.341007 sec): 3 clusters Score: Raw -333483.912646 + Penalty 3178.254270 = -330305.658376 nChanged 180 SP:Iteration 12Q (7244.397536 sec): 3 clusters Score: Raw -333648.873406 + Penalty 3178.254270 = -330470.619136 nChanged 135 SP:Iteration 13Q (7244.453798 sec): 3 clusters Score: Raw -333736.575143 + Penalty 3178.254270 = -330558.320873 nChanged 99 SP:Iteration 14Q (7244.594397 sec): 3 clusters Score: Raw -333803.686112 + Penalty 3178.254270 = -330625.431842 nChanged 77 SP:Iteration 15Q (7244.701599 sec): 3 clusters Score: Raw -333846.680099 + Penalty 3178.254270 = -330668.425830 nChanged 65 SP:Iteration 16Q (7244.823302 sec): 3 clusters Score: Raw -333876.799747 + Penalty 3178.254270 = -330698.545477 nChanged 49 SP:Iteration 17Q (7244.918763 sec): 3 clusters Score: Raw -333896.973118 + Penalty 3178.254270 = -330718.718848 nChanged 37 SP:Iteration 18Q (7245.041954 sec): 3 clusters Score: Raw -333912.047002 + Penalty 3178.254270 = -330733.792733 nChanged 33 SP:Iteration 19Q (7245.153525 sec): 3 clusters Score: Raw -333922.779994 + Penalty 3178.254270 = -330744.525724 nChanged 25 SP:Iteration 20F (7245.293729 sec): 3 clusters Score: Raw -333929.006416 + Penalty 3178.254270 = -330750.752147 nChanged 12 SP:Iteration 21Q (7245.397662 sec): 3 clusters Score: Raw -333933.382212 + Penalty 3178.254270 = -330755.127942 nChanged 13 SP:Iteration 22Q (7245.512304 sec): 3 clusters Score: Raw -333939.642796 + Penalty 3178.254270 = -330761.388526 nChanged 14 SP:Iteration 23Q (7245.633509 sec): 3 clusters Score: Raw -333944.630453 + Penalty 3178.254270 = -330766.376183 nChanged 10 SP:Iteration 24Q (7245.763909 sec): 3 clusters Score: Raw -333947.643283 + Penalty 3178.254270 = -330769.389013 nChanged 11 SP:Iteration 25Q (7245.870727 sec): 3 clusters Score: Raw -333950.363036 + Penalty 3178.254270 = -330772.108767 nChanged 7 SP:Iteration 26Q (7245.999472 sec): 3 clusters Score: Raw -333952.484235 + Penalty 3178.254270 = -330774.229965 nChanged 10 SP:Iteration 27Q (7246.100734 sec): 3 clusters Score: Raw -333954.048755 + Penalty 3178.254270 = -330775.794485 nChanged 8 SP:Iteration 28Q (7246.220319 sec): 3 clusters Score: Raw -333955.106616 + Penalty 3178.254270 = -330776.852346 nChanged 5 SP:Iteration 29Q (7246.345520 sec): 3 clusters Score: Raw -333955.824293 + Penalty 3178.254270 = -330777.570024 nChanged 1 SP:Iteration 30Q (7246.478789 sec): 3 clusters Score: Raw -333955.920984 + Penalty 3178.254270 = -330777.666714 nChanged 0 SP:Iteration 31F (7246.571073 sec): 3 clusters Score: Raw -333955.920984 + Penalty 3178.254270 = -330777.666714 nChanged 0 Score: Raw -11837107.416989 + Penalty 32170.461239 = -11804936.955750 Splitting cluster 7 changes total score from -11772080.930078 to -11804936.955750 So it's getting split into cluster 15. Trying to split cluster 8 (29179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7250.811815 sec): 2 clusters Score: Raw -1814554.575822 + Penalty 1804.351399 = -1812750.224423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7250.985614 sec): 3 clusters Score: Raw -1796938.566482 + Penalty 3608.702798 = -1793329.863684 nChanged 13332 SP:Iteration 1F (7251.207189 sec): 3 clusters Score: Raw -1810175.436410 + Penalty 3608.702798 = -1806566.733612 nChanged 3612 SP:Iteration 2F (7251.407864 sec): 3 clusters Score: Raw -1814579.534748 + Penalty 3608.702798 = -1810970.831950 nChanged 2819 SP:Iteration 3F (7251.554544 sec): 3 clusters Score: Raw -1817047.265742 + Penalty 3608.702798 = -1813438.562944 nChanged 1830 SP:Iteration 4F (7251.762032 sec): 3 clusters Score: Raw -1818375.061159 + Penalty 3608.702798 = -1814766.358361 nChanged 1316 SP:Iteration 5Q (7251.874559 sec): 3 clusters Score: Raw -1819377.156040 + Penalty 3608.702798 = -1815768.453243 nChanged 1179 SP:Iteration 6Q (7252.048743 sec): 3 clusters Score: Raw -1820432.002454 + Penalty 3608.702798 = -1816823.299656 nChanged 1225 SP:Iteration 7Q (7252.240977 sec): 3 clusters Score: Raw -1821647.747228 + Penalty 3608.702798 = -1818039.044431 nChanged 1150 SP:Iteration 8Q (7252.454624 sec): 3 clusters Score: Raw -1822706.845578 + Penalty 3608.702798 = -1819098.142780 nChanged 905 SP:Iteration 9Q (7252.627803 sec): 3 clusters Score: Raw -1823317.090971 + Penalty 3608.702798 = -1819708.388174 nChanged 620 SP:Iteration 10Q (7252.834462 sec): 3 clusters Score: Raw -1823613.284444 + Penalty 3608.702798 = -1820004.581647 nChanged 420 SP:Iteration 11Q (7252.976037 sec): 3 clusters Score: Raw -1823748.815631 + Penalty 3608.702798 = -1820140.112834 nChanged 240 SP:Iteration 12Q (7253.160008 sec): 3 clusters Score: Raw -1823806.333414 + Penalty 3608.702798 = -1820197.630616 nChanged 148 SP:Iteration 13Q (7253.333317 sec): 3 clusters Score: Raw -1823837.110198 + Penalty 3608.702798 = -1820228.407400 nChanged 103 SP:Iteration 14Q (7253.534358 sec): 3 clusters Score: Raw -1823857.815098 + Penalty 3608.702798 = -1820249.112301 nChanged 81 SP:Iteration 15Q (7253.685959 sec): 3 clusters Score: Raw -1823871.370725 + Penalty 3608.702798 = -1820262.667928 nChanged 67 SP:Iteration 16Q (7253.870705 sec): 3 clusters Score: Raw -1823880.946990 + Penalty 3608.702798 = -1820272.244192 nChanged 60 SP:Iteration 17Q (7254.038424 sec): 3 clusters Score: Raw -1823887.763605 + Penalty 3608.702798 = -1820279.060808 nChanged 39 SP:Iteration 18Q (7254.228689 sec): 3 clusters Score: Raw -1823890.648077 + Penalty 3608.702798 = -1820281.945279 nChanged 29 SP:Iteration 19Q (7254.403025 sec): 3 clusters Score: Raw -1823892.736972 + Penalty 3608.702798 = -1820284.034174 nChanged 22 SP:Iteration 20F (7254.590200 sec): 3 clusters Score: Raw -1823894.399213 + Penalty 3608.702798 = -1820285.696416 nChanged 20 SP:Iteration 21Q (7254.745972 sec): 3 clusters Score: Raw -1823895.415457 + Penalty 3608.702798 = -1820286.712659 nChanged 12 SP:Iteration 22Q (7254.912503 sec): 3 clusters Score: Raw -1823895.985692 + Penalty 3608.702798 = -1820287.282895 nChanged 9 SP:Iteration 23Q (7255.078685 sec): 3 clusters Score: Raw -1823896.403206 + Penalty 3608.702798 = -1820287.700409 nChanged 7 SP:Iteration 24Q (7255.254967 sec): 3 clusters Score: Raw -1823896.808254 + Penalty 3608.702798 = -1820288.105456 nChanged 4 SP:Iteration 25Q (7255.438829 sec): 3 clusters Score: Raw -1823896.925656 + Penalty 3608.702798 = -1820288.222858 nChanged 3 SP:Iteration 26Q (7255.627275 sec): 3 clusters Score: Raw -1823896.981381 + Penalty 3608.702798 = -1820288.278584 nChanged 2 SP:Iteration 27Q (7255.772988 sec): 3 clusters Score: Raw -1823897.012336 + Penalty 3608.702798 = -1820288.309538 nChanged 0 SP:Iteration 28F (7255.963406 sec): 3 clusters Score: Raw -1823897.012336 + Penalty 3608.702798 = -1820288.309538 nChanged 0 Score: Raw -11846449.853503 + Penalty 34315.158655 = -11812134.694848 Splitting cluster 8 changes total score from -11772080.930078 to -11812134.694848 So it's getting split into cluster 16. Iteration 59Q (7264.098024 sec): 17 clusters Score: Raw -11857322.690351 + Penalty 34315.158655 = -11823007.531696 nChanged 12106 Iteration 60F (7268.440443 sec): 17 clusters Score: Raw -11864986.990017 + Penalty 34315.158655 = -11830671.831361 nChanged 7874 Iteration 61Q (7271.202952 sec): 17 clusters Score: Raw -11867425.777122 + Penalty 34315.158655 = -11833110.618467 nChanged 3906 Iteration 62Q (7274.041145 sec): 17 clusters Score: Raw -11868519.995201 + Penalty 34315.158655 = -11834204.836546 nChanged 2764 Iteration 63Q (7276.810077 sec): 17 clusters Score: Raw -11869187.469351 + Penalty 34315.158655 = -11834872.310695 nChanged 2158 Iteration 64Q (7279.614902 sec): 17 clusters Score: Raw -11869695.066367 + Penalty 34315.158655 = -11835379.907712 nChanged 1835 Iteration 65Q (7282.732431 sec): 17 clusters Score: Raw -11870115.314606 + Penalty 34315.158655 = -11835800.155951 nChanged 1576 Iteration 66Q (7285.911460 sec): 17 clusters Score: Raw -11870464.533279 + Penalty 34315.158655 = -11836149.374624 nChanged 1438 Iteration 67Q (7289.117528 sec): 17 clusters Score: Raw -11870771.503594 + Penalty 34315.158655 = -11836456.344939 nChanged 1326 Iteration 68Q (7291.952579 sec): 17 clusters Score: Raw -11871047.028197 + Penalty 34315.158655 = -11836731.869542 nChanged 1194 Iteration 69Q (7294.603607 sec): 17 clusters Score: Raw -11871283.734109 + Penalty 34315.158655 = -11836968.575454 nChanged 1133 Iteration 70Q (7297.232200 sec): 17 clusters Score: Raw -11871518.993217 + Penalty 34315.158655 = -11837203.834561 nChanged 1085 Iteration 71Q (7299.861177 sec): 17 clusters Score: Raw -11871737.607130 + Penalty 34315.158655 = -11837422.448474 nChanged 1041 Iteration 72Q (7302.697264 sec): 17 clusters Score: Raw -11871949.158513 + Penalty 34315.158655 = -11837633.999858 nChanged 997 Iteration 73Q (7305.356264 sec): 17 clusters Score: Raw -11872140.140788 + Penalty 34315.158655 = -11837824.982133 nChanged 993 Iteration 74Q (7308.046382 sec): 17 clusters Score: Raw -11872319.576664 + Penalty 34315.158655 = -11838004.418008 nChanged 923 Iteration 75Q (7310.834293 sec): 17 clusters Score: Raw -11872497.220347 + Penalty 34315.158655 = -11838182.061692 nChanged 865 Iteration 76Q (7313.393815 sec): 17 clusters Score: Raw -11872685.444426 + Penalty 34315.158655 = -11838370.285770 nChanged 811 Iteration 77Q (7316.200572 sec): 17 clusters Score: Raw -11872878.782454 + Penalty 34315.158655 = -11838563.623798 nChanged 837 Iteration 78Q (7318.847469 sec): 17 clusters Score: Raw -11873062.305667 + Penalty 34315.158655 = -11838747.147012 nChanged 796 Iteration 79Q (7321.513441 sec): 17 clusters Score: Raw -11873207.935442 + Penalty 34315.158655 = -11838892.776787 nChanged 741 Iteration 80F (7325.169380 sec): 17 clusters Score: Raw -11873336.016572 + Penalty 34315.158655 = -11839020.857916 nChanged 671 Iteration 81Q (7327.842700 sec): 17 clusters Score: Raw -11873448.628486 + Penalty 34315.158655 = -11839133.469831 nChanged 636 Iteration 82Q (7330.590992 sec): 17 clusters Score: Raw -11873540.308357 + Penalty 34315.158655 = -11839225.149701 nChanged 590 Iteration 83Q (7333.220721 sec): 17 clusters Score: Raw -11873628.223759 + Penalty 34315.158655 = -11839313.065104 nChanged 575 Iteration 84Q (7335.869380 sec): 17 clusters Score: Raw -11873706.454480 + Penalty 34315.158655 = -11839391.295825 nChanged 578 Iteration 85Q (7338.414881 sec): 17 clusters Score: Raw -11873789.511267 + Penalty 34315.158655 = -11839474.352611 nChanged 541 Iteration 86Q (7341.049299 sec): 17 clusters Score: Raw -11873867.380390 + Penalty 34315.158655 = -11839552.221735 nChanged 505 Iteration 87Q (7343.672583 sec): 17 clusters Score: Raw -11873945.795718 + Penalty 34315.158655 = -11839630.637063 nChanged 485 Iteration 88Q (7346.192647 sec): 17 clusters Score: Raw -11874031.755806 + Penalty 34315.158655 = -11839716.597151 nChanged 473 Iteration 89Q (7348.631605 sec): 17 clusters Score: Raw -11874126.896495 + Penalty 34315.158655 = -11839811.737839 nChanged 488 Iteration 90Q (7351.292341 sec): 17 clusters Score: Raw -11874195.442597 + Penalty 34315.158655 = -11839880.283942 nChanged 459 Iteration 91Q (7353.979739 sec): 17 clusters Score: Raw -11874252.085148 + Penalty 34315.158655 = -11839936.926492 nChanged 385 Iteration 92Q (7356.934210 sec): 17 clusters Score: Raw -11874299.968762 + Penalty 34315.158655 = -11839984.810107 nChanged 404 Iteration 93Q (7360.093834 sec): 17 clusters Score: Raw -11874353.140890 + Penalty 34315.158655 = -11840037.982235 nChanged 359 Iteration 94Q (7363.347985 sec): 17 clusters Score: Raw -11874396.014759 + Penalty 34315.158655 = -11840080.856104 nChanged 376 Iteration 95Q (7366.602990 sec): 17 clusters Score: Raw -11874460.425464 + Penalty 34315.158655 = -11840145.266809 nChanged 378 Iteration 96Q (7369.604621 sec): 17 clusters Score: Raw -11874509.947450 + Penalty 34315.158655 = -11840194.788795 nChanged 369 Iteration 97Q (7372.762065 sec): 17 clusters Score: Raw -11874550.422668 + Penalty 34315.158655 = -11840235.264013 nChanged 376 Iteration 98Q (7375.862609 sec): 17 clusters Score: Raw -11874583.649304 + Penalty 34315.158655 = -11840268.490649 nChanged 332 Writing temp clu file Because OldScore, -11840235.264013, is greater than current (better) Score,-11840268.490649 Compute initial score before splitting: Score: Raw -11874583.649304 + Penalty 34315.158655 = -11840268.490649 Trying to split cluster 1 (29361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7376.194835 sec): 2 clusters Score: Raw -2011042.976585 + Penalty 1805.442656 = -2009237.533929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7376.366754 sec): 3 clusters Score: Raw -1993050.798542 + Penalty 3610.885312 = -1989439.913230 nChanged 13424 SP:Iteration 1F (7376.537028 sec): 3 clusters Score: Raw -2000827.649432 + Penalty 3610.885312 = -1997216.764120 nChanged 1778 SP:Iteration 2F (7376.719439 sec): 3 clusters Score: Raw -2001804.813753 + Penalty 3610.885312 = -1998193.928440 nChanged 1917 SP:Iteration 3F (7376.902373 sec): 3 clusters Score: Raw -2002966.110829 + Penalty 3610.885312 = -1999355.225516 nChanged 2008 SP:Iteration 4F (7377.071988 sec): 3 clusters Score: Raw -2004365.674590 + Penalty 3610.885312 = -2000754.789277 nChanged 2070 SP:Iteration 5F (7377.238691 sec): 3 clusters Score: Raw -2005839.814653 + Penalty 3610.885312 = -2002228.929341 nChanged 1907 SP:Iteration 6F (7377.413353 sec): 3 clusters Score: Raw -2007201.283594 + Penalty 3610.885312 = -2003590.398282 nChanged 1682 SP:Iteration 7F (7377.604674 sec): 3 clusters Score: Raw -2008413.022219 + Penalty 3610.885312 = -2004802.136907 nChanged 1365 SP:Iteration 8Q (7377.760495 sec): 3 clusters Score: Raw -2009269.373582 + Penalty 3610.885312 = -2005658.488270 nChanged 1061 SP:Iteration 9Q (7377.956259 sec): 3 clusters Score: Raw -2009815.794158 + Penalty 3610.885312 = -2006204.908846 nChanged 855 SP:Iteration 10Q (7378.132315 sec): 3 clusters Score: Raw -2010212.537953 + Penalty 3610.885312 = -2006601.652640 nChanged 703 SP:Iteration 11Q (7378.316895 sec): 3 clusters Score: Raw -2010524.825033 + Penalty 3610.885312 = -2006913.939721 nChanged 562 SP:Iteration 12Q (7378.512676 sec): 3 clusters Score: Raw -2010768.601433 + Penalty 3610.885312 = -2007157.716121 nChanged 526 SP:Iteration 13Q (7378.700591 sec): 3 clusters Score: Raw -2010999.493385 + Penalty 3610.885312 = -2007388.608073 nChanged 474 SP:Iteration 14Q (7378.893732 sec): 3 clusters Score: Raw -2011232.269793 + Penalty 3610.885312 = -2007621.384481 nChanged 437 SP:Iteration 15Q (7379.069559 sec): 3 clusters Score: Raw -2011468.417455 + Penalty 3610.885312 = -2007857.532143 nChanged 448 SP:Iteration 16Q (7379.275644 sec): 3 clusters Score: Raw -2011762.276953 + Penalty 3610.885312 = -2008151.391641 nChanged 456 SP:Iteration 17Q (7379.455841 sec): 3 clusters Score: Raw -2012081.979112 + Penalty 3610.885312 = -2008471.093800 nChanged 455 SP:Iteration 18Q (7379.630284 sec): 3 clusters Score: Raw -2012422.973758 + Penalty 3610.885312 = -2008812.088446 nChanged 419 SP:Iteration 19Q (7379.818796 sec): 3 clusters Score: Raw -2012718.729300 + Penalty 3610.885312 = -2009107.843987 nChanged 388 SP:Iteration 20F (7379.991465 sec): 3 clusters Score: Raw -2012946.367647 + Penalty 3610.885312 = -2009335.482335 nChanged 310 SP:Iteration 21Q (7380.161717 sec): 3 clusters Score: Raw -2013086.467442 + Penalty 3610.885312 = -2009475.582130 nChanged 233 SP:Iteration 22Q (7380.340482 sec): 3 clusters Score: Raw -2013172.315095 + Penalty 3610.885312 = -2009561.429783 nChanged 177 SP:Iteration 23Q (7380.505617 sec): 3 clusters Score: Raw -2013224.855650 + Penalty 3610.885312 = -2009613.970338 nChanged 155 SP:Iteration 24Q (7380.701611 sec): 3 clusters Score: Raw -2013258.346211 + Penalty 3610.885312 = -2009647.460898 nChanged 110 SP:Iteration 25Q (7380.873096 sec): 3 clusters Score: Raw -2013276.076366 + Penalty 3610.885312 = -2009665.191053 nChanged 74 SP:Iteration 26Q (7381.053884 sec): 3 clusters Score: Raw -2013283.993357 + Penalty 3610.885312 = -2009673.108045 nChanged 50 SP:Iteration 27Q (7381.210360 sec): 3 clusters Score: Raw -2013288.557235 + Penalty 3610.885312 = -2009677.671923 nChanged 47 SP:Iteration 28Q (7381.375511 sec): 3 clusters Score: Raw -2013293.320386 + Penalty 3610.885312 = -2009682.435074 nChanged 38 SP:Iteration 29Q (7381.562002 sec): 3 clusters Score: Raw -2013297.108667 + Penalty 3610.885312 = -2009686.223355 nChanged 36 SP:Iteration 30Q (7381.730524 sec): 3 clusters Score: Raw -2013300.516191 + Penalty 3610.885312 = -2009689.630879 nChanged 32 SP:Iteration 31Q (7381.900877 sec): 3 clusters Score: Raw -2013302.808622 + Penalty 3610.885312 = -2009691.923310 nChanged 27 SP:Iteration 32Q (7382.088840 sec): 3 clusters Score: Raw -2013304.597970 + Penalty 3610.885312 = -2009693.712658 nChanged 17 SP:Iteration 33Q (7382.271675 sec): 3 clusters Score: Raw -2013305.594998 + Penalty 3610.885312 = -2009694.709686 nChanged 10 SP:Iteration 34Q (7382.476278 sec): 3 clusters Score: Raw -2013306.086176 + Penalty 3610.885312 = -2009695.200864 nChanged 7 SP:Iteration 35Q (7382.655505 sec): 3 clusters Score: Raw -2013306.422543 + Penalty 3610.885312 = -2009695.537230 nChanged 5 SP:Iteration 36Q (7382.836983 sec): 3 clusters Score: Raw -2013306.765903 + Penalty 3610.885312 = -2009695.880591 nChanged 3 SP:Iteration 37Q (7383.010692 sec): 3 clusters Score: Raw -2013306.877739 + Penalty 3610.885312 = -2009695.992427 nChanged 3 SP:Iteration 38Q (7383.148949 sec): 3 clusters Score: Raw -2013307.093221 + Penalty 3610.885312 = -2009696.207909 nChanged 3 SP:Iteration 39Q (7383.309287 sec): 3 clusters Score: Raw -2013307.255972 + Penalty 3610.885312 = -2009696.370659 nChanged 4 SP:Iteration 40F (7383.476638 sec): 3 clusters Score: Raw -2013307.406358 + Penalty 3610.885312 = -2009696.521046 nChanged 0 Score: Raw -11876868.294945 + Penalty 36459.856071 = -11840408.438873 Splitting cluster 1 changes total score from -11840268.490649 to -11840408.438873 So it's getting split into cluster 17. Trying to split cluster 2 (7731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7388.239824 sec): 2 clusters Score: Raw -397272.927383 + Penalty 1571.250359 = -395701.677023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7388.375866 sec): 3 clusters Score: Raw -393167.459650 + Penalty 3142.500718 = -390024.958932 nChanged 3327 SP:Iteration 1F (7388.471602 sec): 3 clusters Score: Raw -395676.100302 + Penalty 3142.500718 = -392533.599584 nChanged 755 SP:Iteration 2F (7388.621380 sec): 3 clusters Score: Raw -396476.560629 + Penalty 3142.500718 = -393334.059911 nChanged 721 SP:Iteration 3F (7388.728655 sec): 3 clusters Score: Raw -397283.071454 + Penalty 3142.500718 = -394140.570736 nChanged 618 SP:Iteration 4F (7388.855574 sec): 3 clusters Score: Raw -397870.436690 + Penalty 3142.500718 = -394727.935972 nChanged 477 SP:Iteration 5F (7388.982106 sec): 3 clusters Score: Raw -398307.120935 + Penalty 3142.500718 = -395164.620217 nChanged 377 SP:Iteration 6Q (7389.090704 sec): 3 clusters Score: Raw -398624.171714 + Penalty 3142.500718 = -395481.670996 nChanged 328 SP:Iteration 7Q (7389.146880 sec): 3 clusters Score: Raw -398880.650146 + Penalty 3142.500718 = -395738.149428 nChanged 300 SP:Iteration 8Q (7389.202766 sec): 3 clusters Score: Raw -399082.858534 + Penalty 3142.500718 = -395940.357816 nChanged 246 SP:Iteration 9Q (7389.321582 sec): 3 clusters Score: Raw -399238.115101 + Penalty 3142.500718 = -396095.614383 nChanged 211 SP:Iteration 10Q (7389.428716 sec): 3 clusters Score: Raw -399362.919563 + Penalty 3142.500718 = -396220.418845 nChanged 190 SP:Iteration 11Q (7389.530065 sec): 3 clusters Score: Raw -399473.841518 + Penalty 3142.500718 = -396331.340800 nChanged 170 SP:Iteration 12Q (7389.663373 sec): 3 clusters Score: Raw -399575.441875 + Penalty 3142.500718 = -396432.941156 nChanged 160 SP:Iteration 13Q (7389.789760 sec): 3 clusters Score: Raw -399650.246905 + Penalty 3142.500718 = -396507.746186 nChanged 125 SP:Iteration 14Q (7389.905971 sec): 3 clusters Score: Raw -399701.008007 + Penalty 3142.500718 = -396558.507289 nChanged 91 SP:Iteration 15Q (7390.022709 sec): 3 clusters Score: Raw -399735.003897 + Penalty 3142.500718 = -396592.503179 nChanged 68 SP:Iteration 16Q (7390.168672 sec): 3 clusters Score: Raw -399756.160571 + Penalty 3142.500718 = -396613.659853 nChanged 62 SP:Iteration 17Q (7390.286098 sec): 3 clusters Score: Raw -399777.351626 + Penalty 3142.500718 = -396634.850908 nChanged 61 SP:Iteration 18Q (7390.404935 sec): 3 clusters Score: Raw -399796.944343 + Penalty 3142.500718 = -396654.443625 nChanged 45 SP:Iteration 19Q (7390.471073 sec): 3 clusters Score: Raw -399808.582065 + Penalty 3142.500718 = -396666.081346 nChanged 37 SP:Iteration 20F (7390.583125 sec): 3 clusters Score: Raw -399819.291511 + Penalty 3142.500718 = -396676.790793 nChanged 36 SP:Iteration 21Q (7390.720338 sec): 3 clusters Score: Raw -399830.636581 + Penalty 3142.500718 = -396688.135862 nChanged 31 SP:Iteration 22Q (7390.850054 sec): 3 clusters Score: Raw -399839.520816 + Penalty 3142.500718 = -396697.020098 nChanged 31 SP:Iteration 23Q (7390.937111 sec): 3 clusters Score: Raw -399849.370651 + Penalty 3142.500718 = -396706.869933 nChanged 34 SP:Iteration 24Q (7391.070182 sec): 3 clusters Score: Raw -399858.328869 + Penalty 3142.500718 = -396715.828151 nChanged 27 SP:Iteration 25Q (7391.181170 sec): 3 clusters Score: Raw -399863.384439 + Penalty 3142.500718 = -396720.883721 nChanged 16 SP:Iteration 26Q (7391.287929 sec): 3 clusters Score: Raw -399866.819208 + Penalty 3142.500718 = -396724.318490 nChanged 13 SP:Iteration 27Q (7391.397226 sec): 3 clusters Score: Raw -399870.023694 + Penalty 3142.500718 = -396727.522976 nChanged 12 SP:Iteration 28Q (7391.511490 sec): 3 clusters Score: Raw -399871.659300 + Penalty 3142.500718 = -396729.158582 nChanged 7 SP:Iteration 29Q (7391.653022 sec): 3 clusters Score: Raw -399873.215821 + Penalty 3142.500718 = -396730.715103 nChanged 3 SP:Iteration 30Q (7391.743619 sec): 3 clusters Score: Raw -399873.511783 + Penalty 3142.500718 = -396731.011064 nChanged 2 SP:Iteration 31Q (7391.882962 sec): 3 clusters Score: Raw -399873.723710 + Penalty 3142.500718 = -396731.222991 nChanged 0 SP:Iteration 32F (7392.003481 sec): 3 clusters Score: Raw -399873.723710 + Penalty 3142.500718 = -396731.222991 nChanged 0 Score: Raw -11879469.091272 + Penalty 38604.553487 = -11840864.537785 Splitting cluster 2 changes total score from -11840268.490649 to -11840864.537785 So it's getting split into cluster 18. Trying to split cluster 3 (5537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7396.878030 sec): 2 clusters Score: Raw -294992.633570 + Penalty 1512.671025 = -293479.962546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7397.001375 sec): 3 clusters Score: Raw -292231.030105 + Penalty 3025.342049 = -289205.688056 nChanged 2208 SP:Iteration 1F (7397.101565 sec): 3 clusters Score: Raw -294441.295965 + Penalty 3025.342049 = -291415.953916 nChanged 713 SP:Iteration 2F (7397.222718 sec): 3 clusters Score: Raw -295728.643774 + Penalty 3025.342049 = -292703.301724 nChanged 610 SP:Iteration 3F (7397.343592 sec): 3 clusters Score: Raw -296498.737845 + Penalty 3025.342049 = -293473.395796 nChanged 363 SP:Iteration 4F (7397.446498 sec): 3 clusters Score: Raw -296805.138301 + Penalty 3025.342049 = -293779.796252 nChanged 238 SP:Iteration 5Q (7397.560651 sec): 3 clusters Score: Raw -296985.534905 + Penalty 3025.342049 = -293960.192856 nChanged 166 SP:Iteration 6Q (7397.673235 sec): 3 clusters Score: Raw -297064.623472 + Penalty 3025.342049 = -294039.281423 nChanged 94 SP:Iteration 7Q (7397.796624 sec): 3 clusters Score: Raw -297103.768153 + Penalty 3025.342049 = -294078.426104 nChanged 71 SP:Iteration 8Q (7397.888006 sec): 3 clusters Score: Raw -297143.945960 + Penalty 3025.342049 = -294118.603911 nChanged 72 SP:Iteration 9Q (7398.029379 sec): 3 clusters Score: Raw -297196.869640 + Penalty 3025.342049 = -294171.527591 nChanged 91 SP:Iteration 10Q (7398.122675 sec): 3 clusters Score: Raw -297267.082465 + Penalty 3025.342049 = -294241.740416 nChanged 76 SP:Iteration 11Q (7398.237829 sec): 3 clusters Score: Raw -297324.752407 + Penalty 3025.342049 = -294299.410358 nChanged 73 SP:Iteration 12Q (7398.356779 sec): 3 clusters Score: Raw -297370.917972 + Penalty 3025.342049 = -294345.575923 nChanged 54 SP:Iteration 13Q (7398.468468 sec): 3 clusters Score: Raw -297410.669489 + Penalty 3025.342049 = -294385.327440 nChanged 51 SP:Iteration 14Q (7398.571123 sec): 3 clusters Score: Raw -297430.610226 + Penalty 3025.342049 = -294405.268177 nChanged 36 SP:Iteration 15Q (7398.691299 sec): 3 clusters Score: Raw -297443.407191 + Penalty 3025.342049 = -294418.065142 nChanged 30 SP:Iteration 16Q (7398.800923 sec): 3 clusters Score: Raw -297452.484536 + Penalty 3025.342049 = -294427.142487 nChanged 19 SP:Iteration 17Q (7398.928214 sec): 3 clusters Score: Raw -297457.498384 + Penalty 3025.342049 = -294432.156335 nChanged 12 SP:Iteration 18Q (7399.048383 sec): 3 clusters Score: Raw -297460.971953 + Penalty 3025.342049 = -294435.629904 nChanged 10 SP:Iteration 19Q (7399.130925 sec): 3 clusters Score: Raw -297464.163670 + Penalty 3025.342049 = -294438.821621 nChanged 8 SP:Iteration 20F (7399.253181 sec): 3 clusters Score: Raw -297466.317045 + Penalty 3025.342049 = -294440.974996 nChanged 7 SP:Iteration 21Q (7399.359824 sec): 3 clusters Score: Raw -297468.141037 + Penalty 3025.342049 = -294442.798988 nChanged 3 SP:Iteration 22Q (7399.445674 sec): 3 clusters Score: Raw -297468.901143 + Penalty 3025.342049 = -294443.559094 nChanged 1 SP:Iteration 23Q (7399.543443 sec): 3 clusters Score: Raw -297469.058166 + Penalty 3025.342049 = -294443.716117 nChanged 0 SP:Iteration 24F (7399.657925 sec): 3 clusters Score: Raw -297469.058166 + Penalty 3025.342049 = -294443.716117 nChanged 0 Score: Raw -11881945.515868 + Penalty 40749.250903 = -11841196.264965 Splitting cluster 3 changes total score from -11840268.490649 to -11841196.264965 So it's getting split into cluster 19. Trying to split cluster 4 (19615 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7404.888163 sec): 2 clusters Score: Raw -1257643.369157 + Penalty 1734.650750 = -1255908.718406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7405.049824 sec): 3 clusters Score: Raw -1245961.596500 + Penalty 3469.301500 = -1242492.294999 nChanged 8792 SP:Iteration 1F (7405.202870 sec): 3 clusters Score: Raw -1251028.844737 + Penalty 3469.301500 = -1247559.543237 nChanged 1228 SP:Iteration 2F (7405.359624 sec): 3 clusters Score: Raw -1251661.071348 + Penalty 3469.301500 = -1248191.769848 nChanged 1172 SP:Iteration 3F (7405.520278 sec): 3 clusters Score: Raw -1252369.673553 + Penalty 3469.301500 = -1248900.372052 nChanged 1184 SP:Iteration 4F (7405.654918 sec): 3 clusters Score: Raw -1253174.561049 + Penalty 3469.301500 = -1249705.259549 nChanged 1135 SP:Iteration 5F (7405.800685 sec): 3 clusters Score: Raw -1254030.957730 + Penalty 3469.301500 = -1250561.656230 nChanged 1146 SP:Iteration 6F (7405.956804 sec): 3 clusters Score: Raw -1254896.496238 + Penalty 3469.301500 = -1251427.194738 nChanged 1073 SP:Iteration 7F (7406.123892 sec): 3 clusters Score: Raw -1255665.900336 + Penalty 3469.301500 = -1252196.598835 nChanged 899 SP:Iteration 8Q (7406.250738 sec): 3 clusters Score: Raw -1256253.411002 + Penalty 3469.301500 = -1252784.109502 nChanged 742 SP:Iteration 9Q (7406.398031 sec): 3 clusters Score: Raw -1256679.492107 + Penalty 3469.301500 = -1253210.190607 nChanged 574 SP:Iteration 10Q (7406.550595 sec): 3 clusters Score: Raw -1256965.640992 + Penalty 3469.301500 = -1253496.339492 nChanged 419 SP:Iteration 11Q (7406.703037 sec): 3 clusters Score: Raw -1257146.859761 + Penalty 3469.301500 = -1253677.558261 nChanged 326 SP:Iteration 12Q (7406.859331 sec): 3 clusters Score: Raw -1257269.586720 + Penalty 3469.301500 = -1253800.285220 nChanged 289 SP:Iteration 13Q (7407.026401 sec): 3 clusters Score: Raw -1257375.668920 + Penalty 3469.301500 = -1253906.367420 nChanged 234 SP:Iteration 14Q (7407.193655 sec): 3 clusters Score: Raw -1257463.665642 + Penalty 3469.301500 = -1253994.364141 nChanged 230 SP:Iteration 15Q (7407.340728 sec): 3 clusters Score: Raw -1257552.441199 + Penalty 3469.301500 = -1254083.139699 nChanged 229 SP:Iteration 16Q (7407.482113 sec): 3 clusters Score: Raw -1257634.004388 + Penalty 3469.301500 = -1254164.702888 nChanged 211 SP:Iteration 17Q (7407.650305 sec): 3 clusters Score: Raw -1257713.295317 + Penalty 3469.301500 = -1254243.993817 nChanged 212 SP:Iteration 18Q (7407.797002 sec): 3 clusters Score: Raw -1257783.728391 + Penalty 3469.301500 = -1254314.426891 nChanged 194 SP:Iteration 19Q (7407.977084 sec): 3 clusters Score: Raw -1257833.737639 + Penalty 3469.301500 = -1254364.436138 nChanged 184 SP:Iteration 20F (7408.159380 sec): 3 clusters Score: Raw -1257881.832722 + Penalty 3469.301500 = -1254412.531222 nChanged 185 SP:Iteration 21Q (7408.297411 sec): 3 clusters Score: Raw -1257931.614425 + Penalty 3469.301500 = -1254462.312924 nChanged 194 SP:Iteration 22Q (7408.441517 sec): 3 clusters Score: Raw -1257974.099155 + Penalty 3469.301500 = -1254504.797655 nChanged 158 SP:Iteration 23Q (7408.579041 sec): 3 clusters Score: Raw -1258011.059700 + Penalty 3469.301500 = -1254541.758200 nChanged 151 SP:Iteration 24Q (7408.718969 sec): 3 clusters Score: Raw -1258046.644414 + Penalty 3469.301500 = -1254577.342914 nChanged 137 SP:Iteration 25Q (7408.891834 sec): 3 clusters Score: Raw -1258080.116827 + Penalty 3469.301500 = -1254610.815326 nChanged 129 SP:Iteration 26Q (7409.023941 sec): 3 clusters Score: Raw -1258110.424286 + Penalty 3469.301500 = -1254641.122785 nChanged 127 SP:Iteration 27Q (7409.178246 sec): 3 clusters Score: Raw -1258144.446031 + Penalty 3469.301500 = -1254675.144531 nChanged 134 SP:Iteration 28Q (7409.366214 sec): 3 clusters Score: Raw -1258177.595027 + Penalty 3469.301500 = -1254708.293526 nChanged 132 SP:Iteration 29Q (7409.502193 sec): 3 clusters Score: Raw -1258212.169245 + Penalty 3469.301500 = -1254742.867745 nChanged 139 SP:Iteration 30Q (7409.671357 sec): 3 clusters Score: Raw -1258253.683332 + Penalty 3469.301500 = -1254784.381832 nChanged 137 SP:Iteration 31Q (7409.822799 sec): 3 clusters Score: Raw -1258296.084329 + Penalty 3469.301500 = -1254826.782828 nChanged 142 SP:Iteration 32Q (7409.994713 sec): 3 clusters Score: Raw -1258346.973636 + Penalty 3469.301500 = -1254877.672136 nChanged 185 SP:Iteration 33Q (7410.128529 sec): 3 clusters Score: Raw -1258409.729134 + Penalty 3469.301500 = -1254940.427633 nChanged 191 SP:Iteration 34Q (7410.262736 sec): 3 clusters Score: Raw -1258470.007046 + Penalty 3469.301500 = -1255000.705546 nChanged 153 SP:Iteration 35Q (7410.401246 sec): 3 clusters Score: Raw -1258535.320293 + Penalty 3469.301500 = -1255066.018793 nChanged 175 SP:Iteration 36Q (7410.559747 sec): 3 clusters Score: Raw -1258623.128553 + Penalty 3469.301500 = -1255153.827053 nChanged 191 SP:Iteration 37Q (7410.707239 sec): 3 clusters Score: Raw -1258718.524228 + Penalty 3469.301500 = -1255249.222728 nChanged 189 SP:Iteration 38Q (7410.883068 sec): 3 clusters Score: Raw -1258804.612700 + Penalty 3469.301500 = -1255335.311200 nChanged 192 SP:Iteration 39Q (7411.063065 sec): 3 clusters Score: Raw -1258876.417751 + Penalty 3469.301500 = -1255407.116251 nChanged 209 SP:Iteration 40F (7411.204095 sec): 3 clusters Score: Raw -1258937.678435 + Penalty 3469.301500 = -1255468.376935 nChanged 176 SP:Iteration 41Q (7411.355808 sec): 3 clusters Score: Raw -1258983.379271 + Penalty 3469.301500 = -1255514.077771 nChanged 152 SP:Iteration 42Q (7411.521248 sec): 3 clusters Score: Raw -1259021.197242 + Penalty 3469.301500 = -1255551.895742 nChanged 124 SP:Iteration 43Q (7411.655309 sec): 3 clusters Score: Raw -1259057.328142 + Penalty 3469.301500 = -1255588.026642 nChanged 119 SP:Iteration 44Q (7411.800196 sec): 3 clusters Score: Raw -1259089.187093 + Penalty 3469.301500 = -1255619.885592 nChanged 114 SP:Iteration 45Q (7411.959928 sec): 3 clusters Score: Raw -1259123.227444 + Penalty 3469.301500 = -1255653.925944 nChanged 132 SP:Iteration 46Q (7412.123359 sec): 3 clusters Score: Raw -1259159.997004 + Penalty 3469.301500 = -1255690.695503 nChanged 133 SP:Iteration 47Q (7412.280934 sec): 3 clusters Score: Raw -1259196.845530 + Penalty 3469.301500 = -1255727.544030 nChanged 137 SP:Iteration 48Q (7412.441002 sec): 3 clusters Score: Raw -1259238.512686 + Penalty 3469.301500 = -1255769.211186 nChanged 136 SP:Iteration 49Q (7412.587810 sec): 3 clusters Score: Raw -1259279.955528 + Penalty 3469.301500 = -1255810.654028 nChanged 125 SP:Iteration 50Q (7412.738596 sec): 3 clusters Score: Raw -1259317.638363 + Penalty 3469.301500 = -1255848.336863 nChanged 152 SP:Iteration 51Q (7412.881169 sec): 3 clusters Score: Raw -1259367.355959 + Penalty 3469.301500 = -1255898.054459 nChanged 137 SP:Iteration 52Q (7413.003070 sec): 3 clusters Score: Raw -1259410.215401 + Penalty 3469.301500 = -1255940.913900 nChanged 119 SP:Iteration 53Q (7413.174319 sec): 3 clusters Score: Raw -1259438.008503 + Penalty 3469.301500 = -1255968.707003 nChanged 98 SP:Iteration 54Q (7413.320749 sec): 3 clusters Score: Raw -1259455.192115 + Penalty 3469.301500 = -1255985.890615 nChanged 80 SP:Iteration 55Q (7413.455918 sec): 3 clusters Score: Raw -1259471.425591 + Penalty 3469.301500 = -1256002.124090 nChanged 86 SP:Iteration 56Q (7413.615402 sec): 3 clusters Score: Raw -1259485.804573 + Penalty 3469.301500 = -1256016.503073 nChanged 74 SP:Iteration 57Q (7413.752790 sec): 3 clusters Score: Raw -1259495.738036 + Penalty 3469.301500 = -1256026.436536 nChanged 57 SP:Iteration 58Q (7413.888639 sec): 3 clusters Score: Raw -1259501.918804 + Penalty 3469.301500 = -1256032.617303 nChanged 48 SP:Iteration 59Q (7414.051872 sec): 3 clusters Score: Raw -1259507.774704 + Penalty 3469.301500 = -1256038.473203 nChanged 34 SP:Iteration 60F (7414.196112 sec): 3 clusters Score: Raw -1259514.461767 + Penalty 3469.301500 = -1256045.160266 nChanged 40 SP:Iteration 61Q (7414.332247 sec): 3 clusters Score: Raw -1259518.618711 + Penalty 3469.301500 = -1256049.317211 nChanged 37 SP:Iteration 62Q (7414.485015 sec): 3 clusters Score: Raw -1259521.917166 + Penalty 3469.301500 = -1256052.615665 nChanged 27 SP:Iteration 63Q (7414.621018 sec): 3 clusters Score: Raw -1259524.400343 + Penalty 3469.301500 = -1256055.098842 nChanged 26 SP:Iteration 64Q (7414.779085 sec): 3 clusters Score: Raw -1259526.882225 + Penalty 3469.301500 = -1256057.580725 nChanged 30 SP:Iteration 65Q (7414.906867 sec): 3 clusters Score: Raw -1259530.047989 + Penalty 3469.301500 = -1256060.746488 nChanged 22 SP:Iteration 66Q (7415.119295 sec): 3 clusters Score: Raw -1259532.610026 + Penalty 3469.301500 = -1256063.308526 nChanged 19 SP:Iteration 67Q (7415.264953 sec): 3 clusters Score: Raw -1259535.138663 + Penalty 3469.301500 = -1256065.837162 nChanged 21 SP:Iteration 68Q (7415.399647 sec): 3 clusters Score: Raw -1259538.138562 + Penalty 3469.301500 = -1256068.837062 nChanged 31 SP:Iteration 69Q (7415.537253 sec): 3 clusters Score: Raw -1259541.723660 + Penalty 3469.301500 = -1256072.422159 nChanged 34 SP:Iteration 70Q (7415.689755 sec): 3 clusters Score: Raw -1259545.931143 + Penalty 3469.301500 = -1256076.629642 nChanged 31 SP:Iteration 71Q (7415.830478 sec): 3 clusters Score: Raw -1259549.221901 + Penalty 3469.301500 = -1256079.920401 nChanged 23 SP:Iteration 72Q (7415.986468 sec): 3 clusters Score: Raw -1259551.669545 + Penalty 3469.301500 = -1256082.368045 nChanged 17 SP:Iteration 73Q (7416.145165 sec): 3 clusters Score: Raw -1259553.129805 + Penalty 3469.301500 = -1256083.828304 nChanged 16 SP:Iteration 74Q (7416.279300 sec): 3 clusters Score: Raw -1259554.047908 + Penalty 3469.301500 = -1256084.746408 nChanged 5 SP:Iteration 75Q (7416.486663 sec): 3 clusters Score: Raw -1259554.586152 + Penalty 3469.301500 = -1256085.284652 nChanged 9 SP:Iteration 76Q (7416.650100 sec): 3 clusters Score: Raw -1259555.597505 + Penalty 3469.301500 = -1256086.296005 nChanged 10 SP:Iteration 77Q (7416.815158 sec): 3 clusters Score: Raw -1259556.200740 + Penalty 3469.301500 = -1256086.899239 nChanged 10 SP:Iteration 78Q (7416.942064 sec): 3 clusters Score: Raw -1259556.817361 + Penalty 3469.301500 = -1256087.515861 nChanged 8 SP:Iteration 79Q (7417.127647 sec): 3 clusters Score: Raw -1259557.333582 + Penalty 3469.301500 = -1256088.032081 nChanged 8 SP:Iteration 80F (7417.287299 sec): 3 clusters Score: Raw -1259557.846200 + Penalty 3469.301500 = -1256088.544700 nChanged 4 SP:Iteration 81Q (7417.467175 sec): 3 clusters Score: Raw -1259558.114435 + Penalty 3469.301500 = -1256088.812935 nChanged 2 SP:Iteration 82Q (7417.623894 sec): 3 clusters Score: Raw -1259558.298093 + Penalty 3469.301500 = -1256088.996593 nChanged 5 SP:Iteration 83Q (7417.775808 sec): 3 clusters Score: Raw -1259558.608338 + Penalty 3469.301500 = -1256089.306838 nChanged 4 SP:Iteration 84Q (7417.925310 sec): 3 clusters Score: Raw -1259558.845673 + Penalty 3469.301500 = -1256089.544172 nChanged 7 SP:Iteration 85Q (7418.068346 sec): 3 clusters Score: Raw -1259559.306600 + Penalty 3469.301500 = -1256090.005100 nChanged 7 SP:Iteration 86Q (7418.219253 sec): 3 clusters Score: Raw -1259560.071430 + Penalty 3469.301500 = -1256090.769929 nChanged 8 SP:Iteration 87Q (7418.368778 sec): 3 clusters Score: Raw -1259561.082629 + Penalty 3469.301500 = -1256091.781129 nChanged 9 SP:Iteration 88Q (7418.510130 sec): 3 clusters Score: Raw -1259561.762498 + Penalty 3469.301500 = -1256092.460998 nChanged 4 SP:Iteration 89Q (7418.639060 sec): 3 clusters Score: Raw -1259562.020147 + Penalty 3469.301500 = -1256092.718646 nChanged 3 SP:Iteration 90Q (7418.811990 sec): 3 clusters Score: Raw -1259562.243397 + Penalty 3469.301500 = -1256092.941897 nChanged 5 SP:Iteration 91Q (7418.958805 sec): 3 clusters Score: Raw -1259562.501657 + Penalty 3469.301500 = -1256093.200157 nChanged 8 SP:Iteration 92Q (7419.111293 sec): 3 clusters Score: Raw -1259562.961090 + Penalty 3469.301500 = -1256093.659589 nChanged 3 SP:Iteration 93Q (7419.251216 sec): 3 clusters Score: Raw -1259563.131277 + Penalty 3469.301500 = -1256093.829776 nChanged 1 SP:Iteration 94Q (7419.432283 sec): 3 clusters Score: Raw -1259563.167910 + Penalty 3469.301500 = -1256093.866410 nChanged 1 SP:Iteration 95Q (7419.565992 sec): 3 clusters Score: Raw -1259563.224422 + Penalty 3469.301500 = -1256093.922921 nChanged 0 SP:Iteration 96F (7419.713657 sec): 3 clusters Score: Raw -1259563.224422 + Penalty 3469.301500 = -1256093.922921 nChanged 0 Score: Raw -11883865.371133 + Penalty 42893.948319 = -11840971.422814 Splitting cluster 4 changes total score from -11840268.490649 to -11840971.422814 So it's getting split into cluster 20. Trying to split cluster 5 (18654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7425.139454 sec): 2 clusters Score: Raw -1137262.539124 + Penalty 1725.834687 = -1135536.704437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7425.312625 sec): 3 clusters Score: Raw -1126260.258155 + Penalty 3451.669374 = -1122808.588782 nChanged 8344 SP:Iteration 1F (7425.461809 sec): 3 clusters Score: Raw -1131337.591391 + Penalty 3451.669374 = -1127885.922018 nChanged 1450 SP:Iteration 2F (7425.614143 sec): 3 clusters Score: Raw -1132395.720372 + Penalty 3451.669374 = -1128944.050999 nChanged 1382 SP:Iteration 3F (7425.764327 sec): 3 clusters Score: Raw -1133476.930205 + Penalty 3451.669374 = -1130025.260832 nChanged 1291 SP:Iteration 4F (7425.943185 sec): 3 clusters Score: Raw -1134462.267055 + Penalty 3451.669374 = -1131010.597681 nChanged 1146 SP:Iteration 5F (7426.102722 sec): 3 clusters Score: Raw -1135311.946965 + Penalty 3451.669374 = -1131860.277592 nChanged 1041 SP:Iteration 6F (7426.228785 sec): 3 clusters Score: Raw -1136031.658783 + Penalty 3451.669374 = -1132579.989410 nChanged 827 SP:Iteration 7Q (7426.374511 sec): 3 clusters Score: Raw -1136577.879418 + Penalty 3451.669374 = -1133126.210044 nChanged 683 SP:Iteration 8Q (7426.535221 sec): 3 clusters Score: Raw -1137023.017264 + Penalty 3451.669374 = -1133571.347891 nChanged 594 SP:Iteration 9Q (7426.682654 sec): 3 clusters Score: Raw -1137406.420722 + Penalty 3451.669374 = -1133954.751349 nChanged 491 SP:Iteration 10Q (7426.860964 sec): 3 clusters Score: Raw -1137710.606973 + Penalty 3451.669374 = -1134258.937600 nChanged 419 SP:Iteration 11Q (7426.987265 sec): 3 clusters Score: Raw -1137962.747332 + Penalty 3451.669374 = -1134511.077959 nChanged 365 SP:Iteration 12Q (7427.155930 sec): 3 clusters Score: Raw -1138153.937642 + Penalty 3451.669374 = -1134702.268268 nChanged 318 SP:Iteration 13Q (7427.273439 sec): 3 clusters Score: Raw -1138297.491138 + Penalty 3451.669374 = -1134845.821765 nChanged 281 SP:Iteration 14Q (7427.433391 sec): 3 clusters Score: Raw -1138409.033309 + Penalty 3451.669374 = -1134957.363935 nChanged 230 SP:Iteration 15Q (7427.608850 sec): 3 clusters Score: Raw -1138487.785508 + Penalty 3451.669374 = -1135036.116134 nChanged 192 SP:Iteration 16Q (7427.741604 sec): 3 clusters Score: Raw -1138546.541502 + Penalty 3451.669374 = -1135094.872128 nChanged 160 SP:Iteration 17Q (7427.889706 sec): 3 clusters Score: Raw -1138584.846977 + Penalty 3451.669374 = -1135133.177603 nChanged 117 SP:Iteration 18Q (7428.047684 sec): 3 clusters Score: Raw -1138610.683462 + Penalty 3451.669374 = -1135159.014088 nChanged 102 SP:Iteration 19Q (7428.199236 sec): 3 clusters Score: Raw -1138633.037813 + Penalty 3451.669374 = -1135181.368439 nChanged 78 SP:Iteration 20F (7428.331011 sec): 3 clusters Score: Raw -1138651.833354 + Penalty 3451.669374 = -1135200.163980 nChanged 90 SP:Iteration 21Q (7428.456155 sec): 3 clusters Score: Raw -1138676.377984 + Penalty 3451.669374 = -1135224.708610 nChanged 77 SP:Iteration 22Q (7428.618694 sec): 3 clusters Score: Raw -1138697.226556 + Penalty 3451.669374 = -1135245.557182 nChanged 87 SP:Iteration 23Q (7428.747229 sec): 3 clusters Score: Raw -1138717.355174 + Penalty 3451.669374 = -1135265.685801 nChanged 86 SP:Iteration 24Q (7428.894251 sec): 3 clusters Score: Raw -1138735.748661 + Penalty 3451.669374 = -1135284.079287 nChanged 57 SP:Iteration 25Q (7429.048819 sec): 3 clusters Score: Raw -1138746.427998 + Penalty 3451.669374 = -1135294.758624 nChanged 49 SP:Iteration 26Q (7429.163666 sec): 3 clusters Score: Raw -1138755.509337 + Penalty 3451.669374 = -1135303.839964 nChanged 51 SP:Iteration 27Q (7429.330904 sec): 3 clusters Score: Raw -1138766.018524 + Penalty 3451.669374 = -1135314.349151 nChanged 52 SP:Iteration 28Q (7429.465229 sec): 3 clusters Score: Raw -1138776.406930 + Penalty 3451.669374 = -1135324.737556 nChanged 51 SP:Iteration 29Q (7429.636293 sec): 3 clusters Score: Raw -1138787.805095 + Penalty 3451.669374 = -1135336.135721 nChanged 55 SP:Iteration 30Q (7429.767838 sec): 3 clusters Score: Raw -1138801.852960 + Penalty 3451.669374 = -1135350.183586 nChanged 66 SP:Iteration 31Q (7429.920224 sec): 3 clusters Score: Raw -1138820.018947 + Penalty 3451.669374 = -1135368.349574 nChanged 61 SP:Iteration 32Q (7430.059795 sec): 3 clusters Score: Raw -1138834.575108 + Penalty 3451.669374 = -1135382.905734 nChanged 69 SP:Iteration 33Q (7430.200300 sec): 3 clusters Score: Raw -1138852.331215 + Penalty 3451.669374 = -1135400.661841 nChanged 65 SP:Iteration 34Q (7430.339903 sec): 3 clusters Score: Raw -1138866.197964 + Penalty 3451.669374 = -1135414.528591 nChanged 64 SP:Iteration 35Q (7430.487808 sec): 3 clusters Score: Raw -1138879.411887 + Penalty 3451.669374 = -1135427.742513 nChanged 71 SP:Iteration 36Q (7430.640940 sec): 3 clusters Score: Raw -1138895.930270 + Penalty 3451.669374 = -1135444.260896 nChanged 82 SP:Iteration 37Q (7430.772280 sec): 3 clusters Score: Raw -1138915.048982 + Penalty 3451.669374 = -1135463.379609 nChanged 95 SP:Iteration 38Q (7430.910095 sec): 3 clusters Score: Raw -1138941.792408 + Penalty 3451.669374 = -1135490.123034 nChanged 124 SP:Iteration 39Q (7431.054680 sec): 3 clusters Score: Raw -1138982.679882 + Penalty 3451.669374 = -1135531.010508 nChanged 142 SP:Iteration 40F (7431.191315 sec): 3 clusters Score: Raw -1139032.070808 + Penalty 3451.669374 = -1135580.401435 nChanged 159 SP:Iteration 41Q (7431.362855 sec): 3 clusters Score: Raw -1139086.808407 + Penalty 3451.669374 = -1135635.139034 nChanged 166 SP:Iteration 42Q (7431.500432 sec): 3 clusters Score: Raw -1139143.557759 + Penalty 3451.669374 = -1135691.888386 nChanged 159 SP:Iteration 43Q (7431.628620 sec): 3 clusters Score: Raw -1139189.630131 + Penalty 3451.669374 = -1135737.960757 nChanged 135 SP:Iteration 44Q (7431.783896 sec): 3 clusters Score: Raw -1139225.155533 + Penalty 3451.669374 = -1135773.486160 nChanged 104 SP:Iteration 45Q (7431.913838 sec): 3 clusters Score: Raw -1139251.937315 + Penalty 3451.669374 = -1135800.267942 nChanged 96 SP:Iteration 46Q (7432.077194 sec): 3 clusters Score: Raw -1139273.091677 + Penalty 3451.669374 = -1135821.422304 nChanged 87 SP:Iteration 47Q (7432.213803 sec): 3 clusters Score: Raw -1139291.760976 + Penalty 3451.669374 = -1135840.091602 nChanged 74 SP:Iteration 48Q (7432.352575 sec): 3 clusters Score: Raw -1139308.320469 + Penalty 3451.669374 = -1135856.651095 nChanged 82 SP:Iteration 49Q (7432.518120 sec): 3 clusters Score: Raw -1139327.829667 + Penalty 3451.669374 = -1135876.160294 nChanged 93 SP:Iteration 50Q (7432.648235 sec): 3 clusters Score: Raw -1139347.954317 + Penalty 3451.669374 = -1135896.284943 nChanged 77 SP:Iteration 51Q (7432.797438 sec): 3 clusters Score: Raw -1139363.547288 + Penalty 3451.669374 = -1135911.877915 nChanged 57 SP:Iteration 52Q (7432.976694 sec): 3 clusters Score: Raw -1139374.040019 + Penalty 3451.669374 = -1135922.370646 nChanged 45 SP:Iteration 53Q (7433.156797 sec): 3 clusters Score: Raw -1139380.277662 + Penalty 3451.669374 = -1135928.608289 nChanged 39 SP:Iteration 54Q (7433.331640 sec): 3 clusters Score: Raw -1139386.387869 + Penalty 3451.669374 = -1135934.718496 nChanged 33 SP:Iteration 55Q (7433.524239 sec): 3 clusters Score: Raw -1139391.571951 + Penalty 3451.669374 = -1135939.902577 nChanged 34 SP:Iteration 56Q (7433.644633 sec): 3 clusters Score: Raw -1139395.643182 + Penalty 3451.669374 = -1135943.973808 nChanged 21 SP:Iteration 57Q (7433.786052 sec): 3 clusters Score: Raw -1139397.521954 + Penalty 3451.669374 = -1135945.852580 nChanged 18 SP:Iteration 58Q (7433.954090 sec): 3 clusters Score: Raw -1139399.204821 + Penalty 3451.669374 = -1135947.535447 nChanged 12 SP:Iteration 59Q (7434.086671 sec): 3 clusters Score: Raw -1139400.879568 + Penalty 3451.669374 = -1135949.210195 nChanged 8 SP:Iteration 60F (7434.235492 sec): 3 clusters Score: Raw -1139404.060825 + Penalty 3451.669374 = -1135952.391451 nChanged 17 SP:Iteration 61Q (7434.399273 sec): 3 clusters Score: Raw -1139406.340906 + Penalty 3451.669374 = -1135954.671533 nChanged 21 SP:Iteration 62Q (7434.538140 sec): 3 clusters Score: Raw -1139409.582139 + Penalty 3451.669374 = -1135957.912765 nChanged 25 SP:Iteration 63Q (7434.720742 sec): 3 clusters Score: Raw -1139413.631472 + Penalty 3451.669374 = -1135961.962098 nChanged 29 SP:Iteration 64Q (7434.835543 sec): 3 clusters Score: Raw -1139417.788196 + Penalty 3451.669374 = -1135966.118823 nChanged 24 SP:Iteration 65Q (7434.973133 sec): 3 clusters Score: Raw -1139421.280879 + Penalty 3451.669374 = -1135969.611506 nChanged 28 SP:Iteration 66Q (7435.120762 sec): 3 clusters Score: Raw -1139425.801028 + Penalty 3451.669374 = -1135974.131654 nChanged 25 SP:Iteration 67Q (7435.253577 sec): 3 clusters Score: Raw -1139430.418657 + Penalty 3451.669374 = -1135978.749283 nChanged 31 SP:Iteration 68Q (7435.398200 sec): 3 clusters Score: Raw -1139436.907317 + Penalty 3451.669374 = -1135985.237943 nChanged 43 SP:Iteration 69Q (7435.566047 sec): 3 clusters Score: Raw -1139449.656678 + Penalty 3451.669374 = -1135997.987304 nChanged 51 SP:Iteration 70Q (7435.751543 sec): 3 clusters Score: Raw -1139464.174292 + Penalty 3451.669374 = -1136012.504918 nChanged 54 SP:Iteration 71Q (7435.888332 sec): 3 clusters Score: Raw -1139479.663865 + Penalty 3451.669374 = -1136027.994492 nChanged 52 SP:Iteration 72Q (7436.012054 sec): 3 clusters Score: Raw -1139492.964535 + Penalty 3451.669374 = -1136041.295162 nChanged 44 SP:Iteration 73Q (7436.167808 sec): 3 clusters Score: Raw -1139502.800718 + Penalty 3451.669374 = -1136051.131344 nChanged 48 SP:Iteration 74Q (7436.330792 sec): 3 clusters Score: Raw -1139511.040204 + Penalty 3451.669374 = -1136059.370830 nChanged 46 SP:Iteration 75Q (7436.454715 sec): 3 clusters Score: Raw -1139521.373606 + Penalty 3451.669374 = -1136069.704232 nChanged 43 SP:Iteration 76Q (7436.609826 sec): 3 clusters Score: Raw -1139528.995396 + Penalty 3451.669374 = -1136077.326022 nChanged 41 SP:Iteration 77Q (7436.749593 sec): 3 clusters Score: Raw -1139534.798871 + Penalty 3451.669374 = -1136083.129498 nChanged 21 SP:Iteration 78Q (7436.929394 sec): 3 clusters Score: Raw -1139537.186834 + Penalty 3451.669374 = -1136085.517460 nChanged 18 SP:Iteration 79Q (7437.061828 sec): 3 clusters Score: Raw -1139539.065267 + Penalty 3451.669374 = -1136087.395893 nChanged 18 SP:Iteration 80F (7437.219400 sec): 3 clusters Score: Raw -1139540.793317 + Penalty 3451.669374 = -1136089.123944 nChanged 11 SP:Iteration 81Q (7437.375998 sec): 3 clusters Score: Raw -1139542.040894 + Penalty 3451.669374 = -1136090.371520 nChanged 14 SP:Iteration 82Q (7437.520824 sec): 3 clusters Score: Raw -1139543.280641 + Penalty 3451.669374 = -1136091.611267 nChanged 8 SP:Iteration 83Q (7437.704921 sec): 3 clusters Score: Raw -1139544.101056 + Penalty 3451.669374 = -1136092.431683 nChanged 5 SP:Iteration 84Q (7437.865123 sec): 3 clusters Score: Raw -1139544.793254 + Penalty 3451.669374 = -1136093.123880 nChanged 6 SP:Iteration 85Q (7437.965091 sec): 3 clusters Score: Raw -1139545.179650 + Penalty 3451.669374 = -1136093.510277 nChanged 4 SP:Iteration 86Q (7438.108927 sec): 3 clusters Score: Raw -1139545.394697 + Penalty 3451.669374 = -1136093.725323 nChanged 1 SP:Iteration 87Q (7438.257044 sec): 3 clusters Score: Raw -1139545.459064 + Penalty 3451.669374 = -1136093.789690 nChanged 0 SP:Iteration 88F (7438.410761 sec): 3 clusters Score: Raw -1139545.459064 + Penalty 3451.669374 = -1136093.789690 nChanged 0 Score: Raw -11886148.291073 + Penalty 45038.645735 = -11841109.645338 Splitting cluster 5 changes total score from -11840268.490649 to -11841109.645338 So it's getting split into cluster 21. Trying to split cluster 6 (13058 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7444.153811 sec): 2 clusters Score: Raw -649991.475105 + Penalty 1663.240922 = -648328.234183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7444.312702 sec): 3 clusters Score: Raw -642492.850302 + Penalty 3326.481844 = -639166.368458 nChanged 5781 SP:Iteration 1F (7444.419825 sec): 3 clusters Score: Raw -646210.032554 + Penalty 3326.481844 = -642883.550710 nChanged 1112 SP:Iteration 2F (7444.579188 sec): 3 clusters Score: Raw -647129.715831 + Penalty 3326.481844 = -643803.233986 nChanged 1050 SP:Iteration 3F (7444.687539 sec): 3 clusters Score: Raw -648119.215039 + Penalty 3326.481844 = -644792.733195 nChanged 1067 SP:Iteration 4F (7444.818239 sec): 3 clusters Score: Raw -649209.581911 + Penalty 3326.481844 = -645883.100067 nChanged 951 SP:Iteration 5F (7444.927236 sec): 3 clusters Score: Raw -650014.376434 + Penalty 3326.481844 = -646687.894589 nChanged 718 SP:Iteration 6F (7445.061603 sec): 3 clusters Score: Raw -650490.022032 + Penalty 3326.481844 = -647163.540188 nChanged 524 SP:Iteration 7Q (7445.198256 sec): 3 clusters Score: Raw -650840.774382 + Penalty 3326.481844 = -647514.292538 nChanged 438 SP:Iteration 8Q (7445.344289 sec): 3 clusters Score: Raw -651109.543381 + Penalty 3326.481844 = -647783.061536 nChanged 404 SP:Iteration 9Q (7445.483094 sec): 3 clusters Score: Raw -651353.421300 + Penalty 3326.481844 = -648026.939456 nChanged 337 SP:Iteration 10Q (7445.635008 sec): 3 clusters Score: Raw -651535.652303 + Penalty 3326.481844 = -648209.170459 nChanged 270 SP:Iteration 11Q (7445.780284 sec): 3 clusters Score: Raw -651677.997286 + Penalty 3326.481844 = -648351.515442 nChanged 229 SP:Iteration 12Q (7445.923036 sec): 3 clusters Score: Raw -651800.246993 + Penalty 3326.481844 = -648473.765149 nChanged 223 SP:Iteration 13Q (7446.055148 sec): 3 clusters Score: Raw -651915.730725 + Penalty 3326.481844 = -648589.248881 nChanged 200 SP:Iteration 14Q (7446.169114 sec): 3 clusters Score: Raw -652002.728917 + Penalty 3326.481844 = -648676.247073 nChanged 170 SP:Iteration 15Q (7446.314568 sec): 3 clusters Score: Raw -652081.772941 + Penalty 3326.481844 = -648755.291097 nChanged 164 SP:Iteration 16Q (7446.449071 sec): 3 clusters Score: Raw -652145.339645 + Penalty 3326.481844 = -648818.857801 nChanged 169 SP:Iteration 17Q (7446.556216 sec): 3 clusters Score: Raw -652213.955765 + Penalty 3326.481844 = -648887.473920 nChanged 158 SP:Iteration 18Q (7446.711820 sec): 3 clusters Score: Raw -652276.511692 + Penalty 3326.481844 = -648950.029847 nChanged 135 SP:Iteration 19Q (7446.839133 sec): 3 clusters Score: Raw -652330.069175 + Penalty 3326.481844 = -649003.587331 nChanged 142 SP:Iteration 20F (7446.963776 sec): 3 clusters Score: Raw -652381.342774 + Penalty 3326.481844 = -649054.860929 nChanged 132 SP:Iteration 21Q (7447.100898 sec): 3 clusters Score: Raw -652423.161467 + Penalty 3326.481844 = -649096.679623 nChanged 107 SP:Iteration 22Q (7447.239054 sec): 3 clusters Score: Raw -652455.377621 + Penalty 3326.481844 = -649128.895776 nChanged 91 SP:Iteration 23Q (7447.396007 sec): 3 clusters Score: Raw -652476.991368 + Penalty 3326.481844 = -649150.509524 nChanged 73 SP:Iteration 24Q (7447.528612 sec): 3 clusters Score: Raw -652498.603273 + Penalty 3326.481844 = -649172.121429 nChanged 80 SP:Iteration 25Q (7447.660616 sec): 3 clusters Score: Raw -652519.678162 + Penalty 3326.481844 = -649193.196318 nChanged 60 SP:Iteration 26Q (7447.770400 sec): 3 clusters Score: Raw -652533.360465 + Penalty 3326.481844 = -649206.878620 nChanged 43 SP:Iteration 27Q (7447.913720 sec): 3 clusters Score: Raw -652544.641469 + Penalty 3326.481844 = -649218.159625 nChanged 45 SP:Iteration 28Q (7448.049670 sec): 3 clusters Score: Raw -652554.391104 + Penalty 3326.481844 = -649227.909259 nChanged 38 SP:Iteration 29Q (7448.166002 sec): 3 clusters Score: Raw -652561.347150 + Penalty 3326.481844 = -649234.865305 nChanged 42 SP:Iteration 30Q (7448.287518 sec): 3 clusters Score: Raw -652569.374322 + Penalty 3326.481844 = -649242.892478 nChanged 38 SP:Iteration 31Q (7448.427566 sec): 3 clusters Score: Raw -652575.399603 + Penalty 3326.481844 = -649248.917759 nChanged 28 SP:Iteration 32Q (7448.558134 sec): 3 clusters Score: Raw -652578.207094 + Penalty 3326.481844 = -649251.725250 nChanged 12 SP:Iteration 33Q (7448.694157 sec): 3 clusters Score: Raw -652579.501866 + Penalty 3326.481844 = -649253.020022 nChanged 13 SP:Iteration 34Q (7448.843434 sec): 3 clusters Score: Raw -652581.097802 + Penalty 3326.481844 = -649254.615958 nChanged 10 SP:Iteration 35Q (7448.972091 sec): 3 clusters Score: Raw -652581.974071 + Penalty 3326.481844 = -649255.492227 nChanged 4 SP:Iteration 36Q (7449.116445 sec): 3 clusters Score: Raw -652582.424792 + Penalty 3326.481844 = -649255.942948 nChanged 3 SP:Iteration 37Q (7449.258624 sec): 3 clusters Score: Raw -652582.634677 + Penalty 3326.481844 = -649256.152833 nChanged 2 SP:Iteration 38Q (7449.372817 sec): 3 clusters Score: Raw -652582.890352 + Penalty 3326.481844 = -649256.408508 nChanged 4 SP:Iteration 39Q (7449.498745 sec): 3 clusters Score: Raw -652583.608572 + Penalty 3326.481844 = -649257.126728 nChanged 3 SP:Iteration 40F (7449.623564 sec): 3 clusters Score: Raw -652583.838562 + Penalty 3326.481844 = -649257.356718 nChanged 1 SP:Iteration 41Q (7449.772639 sec): 3 clusters Score: Raw -652583.938959 + Penalty 3326.481844 = -649257.457115 nChanged 2 SP:Iteration 42Q (7449.894232 sec): 3 clusters Score: Raw -652584.297501 + Penalty 3326.481844 = -649257.815656 nChanged 1 SP:Iteration 43Q (7450.031221 sec): 3 clusters Score: Raw -652584.362757 + Penalty 3326.481844 = -649257.880913 nChanged 0 SP:Iteration 44F (7450.165916 sec): 3 clusters Score: Raw -652584.362757 + Penalty 3326.481844 = -649257.880913 nChanged 0 Score: Raw -11888741.178724 + Penalty 47183.343151 = -11841557.835573 Splitting cluster 6 changes total score from -11840268.490649 to -11841557.835573 So it's getting split into cluster 22. Trying to split cluster 7 (5205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7455.959231 sec): 2 clusters Score: Raw -185196.139257 + Penalty 1501.819309 = -183694.319948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7456.073119 sec): 3 clusters Score: Raw -182764.524648 + Penalty 3003.638618 = -179760.886029 nChanged 2100 SP:Iteration 1F (7456.182034 sec): 3 clusters Score: Raw -185408.967027 + Penalty 3003.638618 = -182405.328409 nChanged 677 SP:Iteration 2F (7456.286040 sec): 3 clusters Score: Raw -186597.892591 + Penalty 3003.638618 = -183594.253973 nChanged 512 SP:Iteration 3F (7456.387592 sec): 3 clusters Score: Raw -187530.989055 + Penalty 3003.638618 = -184527.350436 nChanged 362 SP:Iteration 4F (7456.498710 sec): 3 clusters Score: Raw -188005.229373 + Penalty 3003.638618 = -185001.590754 nChanged 235 SP:Iteration 5Q (7456.622272 sec): 3 clusters Score: Raw -188271.881904 + Penalty 3003.638618 = -185268.243286 nChanged 147 SP:Iteration 6Q (7456.739540 sec): 3 clusters Score: Raw -188441.046173 + Penalty 3003.638618 = -185437.407555 nChanged 111 SP:Iteration 7Q (7456.827514 sec): 3 clusters Score: Raw -188540.620858 + Penalty 3003.638618 = -185536.982240 nChanged 68 SP:Iteration 8Q (7456.975430 sec): 3 clusters Score: Raw -188577.854272 + Penalty 3003.638618 = -185574.215653 nChanged 35 SP:Iteration 9Q (7457.067459 sec): 3 clusters Score: Raw -188591.219866 + Penalty 3003.638618 = -185587.581248 nChanged 21 SP:Iteration 10Q (7457.201455 sec): 3 clusters Score: Raw -188597.347836 + Penalty 3003.638618 = -185593.709218 nChanged 12 SP:Iteration 11Q (7457.297038 sec): 3 clusters Score: Raw -188600.136924 + Penalty 3003.638618 = -185596.498306 nChanged 8 SP:Iteration 12Q (7457.415798 sec): 3 clusters Score: Raw -188604.036735 + Penalty 3003.638618 = -185600.398117 nChanged 6 SP:Iteration 13Q (7457.520636 sec): 3 clusters Score: Raw -188606.299180 + Penalty 3003.638618 = -185602.660562 nChanged 11 SP:Iteration 14Q (7457.630521 sec): 3 clusters Score: Raw -188610.479076 + Penalty 3003.638618 = -185606.840458 nChanged 9 SP:Iteration 15Q (7457.768542 sec): 3 clusters Score: Raw -188613.691418 + Penalty 3003.638618 = -185610.052799 nChanged 8 SP:Iteration 16Q (7457.843117 sec): 3 clusters Score: Raw -188616.549386 + Penalty 3003.638618 = -185612.910767 nChanged 7 SP:Iteration 17Q (7457.958144 sec): 3 clusters Score: Raw -188618.020748 + Penalty 3003.638618 = -185614.382130 nChanged 5 SP:Iteration 18Q (7458.064056 sec): 3 clusters Score: Raw -188618.689290 + Penalty 3003.638618 = -185615.050672 nChanged 2 SP:Iteration 19Q (7458.167852 sec): 3 clusters Score: Raw -188619.323355 + Penalty 3003.638618 = -185615.684737 nChanged 3 SP:Iteration 20F (7458.303641 sec): 3 clusters Score: Raw -188622.146885 + Penalty 3003.638618 = -185618.508266 nChanged 7 SP:Iteration 21Q (7458.397287 sec): 3 clusters Score: Raw -188624.371239 + Penalty 3003.638618 = -185620.732621 nChanged 8 SP:Iteration 22Q (7458.493031 sec): 3 clusters Score: Raw -188627.274303 + Penalty 3003.638618 = -185623.635685 nChanged 8 SP:Iteration 23Q (7458.600245 sec): 3 clusters Score: Raw -188628.997492 + Penalty 3003.638618 = -185625.358874 nChanged 7 SP:Iteration 24Q (7458.731016 sec): 3 clusters Score: Raw -188631.041745 + Penalty 3003.638618 = -185627.403126 nChanged 6 SP:Iteration 25Q (7458.860895 sec): 3 clusters Score: Raw -188631.613166 + Penalty 3003.638618 = -185627.974548 nChanged 1 SP:Iteration 26Q (7458.977897 sec): 3 clusters Score: Raw -188631.767232 + Penalty 3003.638618 = -185628.128614 nChanged 1 SP:Iteration 27Q (7459.094804 sec): 3 clusters Score: Raw -188631.833587 + Penalty 3003.638618 = -185628.194968 nChanged 1 SP:Iteration 28Q (7459.185634 sec): 3 clusters Score: Raw -188631.911796 + Penalty 3003.638618 = -185628.273178 nChanged 1 SP:Iteration 29Q (7459.310430 sec): 3 clusters Score: Raw -188632.031090 + Penalty 3003.638618 = -185628.392471 nChanged 1 SP:Iteration 30Q (7459.432752 sec): 3 clusters Score: Raw -188632.118336 + Penalty 3003.638618 = -185628.479717 nChanged 2 SP:Iteration 31Q (7459.543160 sec): 3 clusters Score: Raw -188632.672682 + Penalty 3003.638618 = -185629.034064 nChanged 3 SP:Iteration 32Q (7459.672438 sec): 3 clusters Score: Raw -188633.239893 + Penalty 3003.638618 = -185629.601275 nChanged 3 SP:Iteration 33Q (7459.758405 sec): 3 clusters Score: Raw -188633.617314 + Penalty 3003.638618 = -185629.978695 nChanged 2 SP:Iteration 34Q (7459.877093 sec): 3 clusters Score: Raw -188634.383873 + Penalty 3003.638618 = -185630.745254 nChanged 2 SP:Iteration 35Q (7460.005009 sec): 3 clusters Score: Raw -188634.581546 + Penalty 3003.638618 = -185630.942928 nChanged 1 SP:Iteration 36Q (7460.093599 sec): 3 clusters Score: Raw -188635.158847 + Penalty 3003.638618 = -185631.520229 nChanged 4 SP:Iteration 37Q (7460.207808 sec): 3 clusters Score: Raw -188635.722525 + Penalty 3003.638618 = -185632.083906 nChanged 5 SP:Iteration 38Q (7460.326974 sec): 3 clusters Score: Raw -188636.505425 + Penalty 3003.638618 = -185632.866807 nChanged 5 SP:Iteration 39Q (7460.378786 sec): 3 clusters Score: Raw -188637.893967 + Penalty 3003.638618 = -185634.255348 nChanged 2 SP:Iteration 40F (7460.424326 sec): 3 clusters Score: Raw -188638.596646 + Penalty 3003.638618 = -185634.958028 nChanged 4 SP:Iteration 41Q (7460.472095 sec): 3 clusters Score: Raw -188639.754778 + Penalty 3003.638618 = -185636.116160 nChanged 2 SP:Iteration 42Q (7460.525087 sec): 3 clusters Score: Raw -188640.101991 + Penalty 3003.638618 = -185636.463372 nChanged 0 SP:Iteration 43F (7460.630765 sec): 3 clusters Score: Raw -188640.101991 + Penalty 3003.638618 = -185636.463372 nChanged 0 Score: Raw -11892185.141458 + Penalty 49328.040567 = -11842857.100891 Splitting cluster 7 changes total score from -11840268.490649 to -11842857.100891 So it's getting split into cluster 23. Trying to split cluster 8 (19285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7466.865549 sec): 2 clusters Score: Raw -1222862.203259 + Penalty 1731.673044 = -1221130.530215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7467.019565 sec): 3 clusters Score: Raw -1211308.835312 + Penalty 3463.346088 = -1207845.489225 nChanged 8704 SP:Iteration 1F (7467.150024 sec): 3 clusters Score: Raw -1216456.727301 + Penalty 3463.346088 = -1212993.381213 nChanged 1462 SP:Iteration 2F (7467.314883 sec): 3 clusters Score: Raw -1217454.462836 + Penalty 3463.346088 = -1213991.116749 nChanged 1514 SP:Iteration 3F (7467.446405 sec): 3 clusters Score: Raw -1218670.594339 + Penalty 3463.346088 = -1215207.248251 nChanged 1525 SP:Iteration 4F (7467.607489 sec): 3 clusters Score: Raw -1219929.015783 + Penalty 3463.346088 = -1216465.669695 nChanged 1347 SP:Iteration 5F (7467.730697 sec): 3 clusters Score: Raw -1221029.445105 + Penalty 3463.346088 = -1217566.099017 nChanged 1164 SP:Iteration 6F (7467.893379 sec): 3 clusters Score: Raw -1222021.271701 + Penalty 3463.346088 = -1218557.925613 nChanged 1115 SP:Iteration 7F (7468.050957 sec): 3 clusters Score: Raw -1222915.880563 + Penalty 3463.346088 = -1219452.534475 nChanged 949 SP:Iteration 8Q (7468.190884 sec): 3 clusters Score: Raw -1223587.872037 + Penalty 3463.346088 = -1220124.525949 nChanged 739 SP:Iteration 9Q (7468.274134 sec): 3 clusters Score: Raw -1224032.725482 + Penalty 3463.346088 = -1220569.379395 nChanged 609 SP:Iteration 10Q (7468.422714 sec): 3 clusters Score: Raw -1224382.757915 + Penalty 3463.346088 = -1220919.411827 nChanged 520 SP:Iteration 11Q (7468.577653 sec): 3 clusters Score: Raw -1224659.671301 + Penalty 3463.346088 = -1221196.325213 nChanged 464 SP:Iteration 12Q (7468.735043 sec): 3 clusters Score: Raw -1224913.645687 + Penalty 3463.346088 = -1221450.299600 nChanged 491 SP:Iteration 13Q (7468.898901 sec): 3 clusters Score: Raw -1225247.385396 + Penalty 3463.346088 = -1221784.039309 nChanged 525 SP:Iteration 14Q (7469.085831 sec): 3 clusters Score: Raw -1225617.912889 + Penalty 3463.346088 = -1222154.566801 nChanged 463 SP:Iteration 15Q (7469.222525 sec): 3 clusters Score: Raw -1225910.358041 + Penalty 3463.346088 = -1222447.011953 nChanged 405 SP:Iteration 16Q (7469.400922 sec): 3 clusters Score: Raw -1226130.152066 + Penalty 3463.346088 = -1222666.805979 nChanged 310 SP:Iteration 17Q (7469.521464 sec): 3 clusters Score: Raw -1226260.914422 + Penalty 3463.346088 = -1222797.568334 nChanged 228 SP:Iteration 18Q (7469.666147 sec): 3 clusters Score: Raw -1226342.243745 + Penalty 3463.346088 = -1222878.897657 nChanged 164 SP:Iteration 19Q (7469.837252 sec): 3 clusters Score: Raw -1226397.357625 + Penalty 3463.346088 = -1222934.011537 nChanged 135 SP:Iteration 20F (7469.971332 sec): 3 clusters Score: Raw -1226440.045429 + Penalty 3463.346088 = -1222976.699341 nChanged 119 SP:Iteration 21Q (7470.117637 sec): 3 clusters Score: Raw -1226480.012195 + Penalty 3463.346088 = -1223016.666108 nChanged 98 SP:Iteration 22Q (7470.297541 sec): 3 clusters Score: Raw -1226521.883951 + Penalty 3463.346088 = -1223058.537864 nChanged 88 SP:Iteration 23Q (7470.440088 sec): 3 clusters Score: Raw -1226555.068676 + Penalty 3463.346088 = -1223091.722588 nChanged 93 SP:Iteration 24Q (7470.573343 sec): 3 clusters Score: Raw -1226593.413699 + Penalty 3463.346088 = -1223130.067611 nChanged 97 SP:Iteration 25Q (7470.727958 sec): 3 clusters Score: Raw -1226630.857693 + Penalty 3463.346088 = -1223167.511605 nChanged 85 SP:Iteration 26Q (7470.872647 sec): 3 clusters Score: Raw -1226663.306076 + Penalty 3463.346088 = -1223199.959988 nChanged 85 SP:Iteration 27Q (7471.009421 sec): 3 clusters Score: Raw -1226688.703767 + Penalty 3463.346088 = -1223225.357679 nChanged 84 SP:Iteration 28Q (7471.153700 sec): 3 clusters Score: Raw -1226709.753468 + Penalty 3463.346088 = -1223246.407380 nChanged 74 SP:Iteration 29Q (7471.268742 sec): 3 clusters Score: Raw -1226726.391994 + Penalty 3463.346088 = -1223263.045906 nChanged 64 SP:Iteration 30Q (7471.394883 sec): 3 clusters Score: Raw -1226739.269841 + Penalty 3463.346088 = -1223275.923754 nChanged 66 SP:Iteration 31Q (7471.594308 sec): 3 clusters Score: Raw -1226752.002299 + Penalty 3463.346088 = -1223288.656211 nChanged 68 SP:Iteration 32Q (7471.708655 sec): 3 clusters Score: Raw -1226765.792978 + Penalty 3463.346088 = -1223302.446890 nChanged 56 SP:Iteration 33Q (7471.842095 sec): 3 clusters Score: Raw -1226774.220415 + Penalty 3463.346088 = -1223310.874327 nChanged 46 SP:Iteration 34Q (7472.012959 sec): 3 clusters Score: Raw -1226780.387554 + Penalty 3463.346088 = -1223317.041466 nChanged 44 SP:Iteration 35Q (7472.143513 sec): 3 clusters Score: Raw -1226785.393455 + Penalty 3463.346088 = -1223322.047368 nChanged 46 SP:Iteration 36Q (7472.295517 sec): 3 clusters Score: Raw -1226791.345026 + Penalty 3463.346088 = -1223327.998938 nChanged 43 SP:Iteration 37Q (7472.440471 sec): 3 clusters Score: Raw -1226796.643037 + Penalty 3463.346088 = -1223333.296949 nChanged 39 SP:Iteration 38Q (7472.591978 sec): 3 clusters Score: Raw -1226802.484587 + Penalty 3463.346088 = -1223339.138499 nChanged 34 SP:Iteration 39Q (7472.746816 sec): 3 clusters Score: Raw -1226807.282435 + Penalty 3463.346088 = -1223343.936347 nChanged 37 SP:Iteration 40F (7472.886941 sec): 3 clusters Score: Raw -1226813.118204 + Penalty 3463.346088 = -1223349.772117 nChanged 36 SP:Iteration 41Q (7473.061469 sec): 3 clusters Score: Raw -1226817.556491 + Penalty 3463.346088 = -1223354.210404 nChanged 31 SP:Iteration 42Q (7473.203631 sec): 3 clusters Score: Raw -1226821.105283 + Penalty 3463.346088 = -1223357.759196 nChanged 33 SP:Iteration 43Q (7473.348183 sec): 3 clusters Score: Raw -1226825.294257 + Penalty 3463.346088 = -1223361.948169 nChanged 39 SP:Iteration 44Q (7473.500755 sec): 3 clusters Score: Raw -1226829.285884 + Penalty 3463.346088 = -1223365.939797 nChanged 34 SP:Iteration 45Q (7473.673317 sec): 3 clusters Score: Raw -1226833.200622 + Penalty 3463.346088 = -1223369.854534 nChanged 35 SP:Iteration 46Q (7473.812025 sec): 3 clusters Score: Raw -1226836.874624 + Penalty 3463.346088 = -1223373.528537 nChanged 26 SP:Iteration 47Q (7473.969714 sec): 3 clusters Score: Raw -1226839.477909 + Penalty 3463.346088 = -1223376.131821 nChanged 25 SP:Iteration 48Q (7474.132687 sec): 3 clusters Score: Raw -1226841.697969 + Penalty 3463.346088 = -1223378.351881 nChanged 15 SP:Iteration 49Q (7474.277536 sec): 3 clusters Score: Raw -1226842.854992 + Penalty 3463.346088 = -1223379.508904 nChanged 11 SP:Iteration 50Q (7474.441135 sec): 3 clusters Score: Raw -1226843.659458 + Penalty 3463.346088 = -1223380.313370 nChanged 6 SP:Iteration 51Q (7474.642729 sec): 3 clusters Score: Raw -1226844.114873 + Penalty 3463.346088 = -1223380.768786 nChanged 8 SP:Iteration 52Q (7474.780085 sec): 3 clusters Score: Raw -1226844.752684 + Penalty 3463.346088 = -1223381.406597 nChanged 10 SP:Iteration 53Q (7474.968429 sec): 3 clusters Score: Raw -1226845.463560 + Penalty 3463.346088 = -1223382.117472 nChanged 8 SP:Iteration 54Q (7475.111932 sec): 3 clusters Score: Raw -1226846.103465 + Penalty 3463.346088 = -1223382.757377 nChanged 7 SP:Iteration 55Q (7475.251729 sec): 3 clusters Score: Raw -1226846.537592 + Penalty 3463.346088 = -1223383.191505 nChanged 7 SP:Iteration 56Q (7475.392765 sec): 3 clusters Score: Raw -1226847.044704 + Penalty 3463.346088 = -1223383.698616 nChanged 8 SP:Iteration 57Q (7475.561965 sec): 3 clusters Score: Raw -1226847.581561 + Penalty 3463.346088 = -1223384.235473 nChanged 6 SP:Iteration 58Q (7475.709273 sec): 3 clusters Score: Raw -1226847.893057 + Penalty 3463.346088 = -1223384.546969 nChanged 5 SP:Iteration 59Q (7475.849577 sec): 3 clusters Score: Raw -1226848.070536 + Penalty 3463.346088 = -1223384.724449 nChanged 5 SP:Iteration 60F (7476.005292 sec): 3 clusters Score: Raw -1226848.905084 + Penalty 3463.346088 = -1223385.558997 nChanged 10 SP:Iteration 61Q (7476.117002 sec): 3 clusters Score: Raw -1226849.673603 + Penalty 3463.346088 = -1223386.327515 nChanged 8 SP:Iteration 62Q (7476.259228 sec): 3 clusters Score: Raw -1226850.242689 + Penalty 3463.346088 = -1223386.896602 nChanged 7 SP:Iteration 63Q (7476.424398 sec): 3 clusters Score: Raw -1226850.754335 + Penalty 3463.346088 = -1223387.408247 nChanged 7 SP:Iteration 64Q (7476.593850 sec): 3 clusters Score: Raw -1226851.157708 + Penalty 3463.346088 = -1223387.811620 nChanged 3 SP:Iteration 65Q (7476.719833 sec): 3 clusters Score: Raw -1226851.441461 + Penalty 3463.346088 = -1223388.095373 nChanged 4 SP:Iteration 66Q (7476.869673 sec): 3 clusters Score: Raw -1226851.738547 + Penalty 3463.346088 = -1223388.392460 nChanged 5 SP:Iteration 67Q (7477.008358 sec): 3 clusters Score: Raw -1226851.968017 + Penalty 3463.346088 = -1223388.621929 nChanged 3 SP:Iteration 68Q (7477.179368 sec): 3 clusters Score: Raw -1226852.123110 + Penalty 3463.346088 = -1223388.777022 nChanged 3 SP:Iteration 69Q (7477.317767 sec): 3 clusters Score: Raw -1226852.278509 + Penalty 3463.346088 = -1223388.932422 nChanged 2 SP:Iteration 70Q (7477.468817 sec): 3 clusters Score: Raw -1226852.336618 + Penalty 3463.346088 = -1223388.990530 nChanged 2 SP:Iteration 71Q (7477.623995 sec): 3 clusters Score: Raw -1226852.407152 + Penalty 3463.346088 = -1223389.061064 nChanged 3 SP:Iteration 72Q (7477.784279 sec): 3 clusters Score: Raw -1226852.547794 + Penalty 3463.346088 = -1223389.201707 nChanged 5 SP:Iteration 73Q (7477.911077 sec): 3 clusters Score: Raw -1226852.833068 + Penalty 3463.346088 = -1223389.486981 nChanged 2 SP:Iteration 74Q (7478.063969 sec): 3 clusters Score: Raw -1226852.988735 + Penalty 3463.346088 = -1223389.642647 nChanged 3 SP:Iteration 75Q (7478.221263 sec): 3 clusters Score: Raw -1226853.171802 + Penalty 3463.346088 = -1223389.825715 nChanged 2 SP:Iteration 76Q (7478.368085 sec): 3 clusters Score: Raw -1226853.271778 + Penalty 3463.346088 = -1223389.925691 nChanged 1 SP:Iteration 77Q (7478.517402 sec): 3 clusters Score: Raw -1226853.285727 + Penalty 3463.346088 = -1223389.939639 nChanged 1 SP:Iteration 78Q (7478.655914 sec): 3 clusters Score: Raw -1226853.375963 + Penalty 3463.346088 = -1223390.029876 nChanged 2 SP:Iteration 79Q (7478.793218 sec): 3 clusters Score: Raw -1226853.508728 + Penalty 3463.346088 = -1223390.162640 nChanged 2 SP:Iteration 80F (7478.943672 sec): 3 clusters Score: Raw -1226853.600571 + Penalty 3463.346088 = -1223390.254483 nChanged 3 SP:Iteration 81Q (7479.081356 sec): 3 clusters Score: Raw -1226853.763475 + Penalty 3463.346088 = -1223390.417387 nChanged 4 SP:Iteration 82Q (7479.201654 sec): 3 clusters Score: Raw -1226854.076968 + Penalty 3463.346088 = -1223390.730881 nChanged 4 SP:Iteration 83Q (7479.392560 sec): 3 clusters Score: Raw -1226854.340935 + Penalty 3463.346088 = -1223390.994848 nChanged 5 SP:Iteration 84Q (7479.536881 sec): 3 clusters Score: Raw -1226854.567376 + Penalty 3463.346088 = -1223391.221288 nChanged 6 SP:Iteration 85Q (7479.675686 sec): 3 clusters Score: Raw -1226854.905217 + Penalty 3463.346088 = -1223391.559130 nChanged 6 SP:Iteration 86Q (7479.833535 sec): 3 clusters Score: Raw -1226855.582613 + Penalty 3463.346088 = -1223392.236525 nChanged 12 SP:Iteration 87Q (7479.970765 sec): 3 clusters Score: Raw -1226856.348256 + Penalty 3463.346088 = -1223393.002168 nChanged 9 SP:Iteration 88Q (7480.122681 sec): 3 clusters Score: Raw -1226856.729084 + Penalty 3463.346088 = -1223393.382996 nChanged 6 SP:Iteration 89Q (7480.281495 sec): 3 clusters Score: Raw -1226857.136142 + Penalty 3463.346088 = -1223393.790055 nChanged 3 SP:Iteration 90Q (7480.417481 sec): 3 clusters Score: Raw -1226857.238659 + Penalty 3463.346088 = -1223393.892571 nChanged 0 SP:Iteration 91F (7480.603440 sec): 3 clusters Score: Raw -1226857.238659 + Penalty 3463.346088 = -1223393.892571 nChanged 0 Score: Raw -11896180.176857 + Penalty 51472.737983 = -11844707.438875 Splitting cluster 8 changes total score from -11840268.490649 to -11844707.438875 So it's getting split into cluster 24. Trying to split cluster 9 (32019 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7487.255806 sec): 2 clusters Score: Raw -2177826.233448 + Penalty 1820.651875 = -2176005.581573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7487.455181 sec): 3 clusters Score: Raw -2158167.048021 + Penalty 3641.303749 = -2154525.744272 nChanged 14672 SP:Iteration 1F (7487.645198 sec): 3 clusters Score: Raw -2166820.596991 + Penalty 3641.303749 = -2163179.293241 nChanged 1918 SP:Iteration 2F (7487.821731 sec): 3 clusters Score: Raw -2167956.226794 + Penalty 3641.303749 = -2164314.923044 nChanged 2133 SP:Iteration 3F (7487.994432 sec): 3 clusters Score: Raw -2169754.119081 + Penalty 3641.303749 = -2166112.815331 nChanged 2508 SP:Iteration 4F (7488.226112 sec): 3 clusters Score: Raw -2172420.400710 + Penalty 3641.303749 = -2168779.096961 nChanged 2706 SP:Iteration 5F (7488.433604 sec): 3 clusters Score: Raw -2175049.384838 + Penalty 3641.303749 = -2171408.081088 nChanged 2440 SP:Iteration 6F (7488.618255 sec): 3 clusters Score: Raw -2177048.059771 + Penalty 3641.303749 = -2173406.756022 nChanged 1860 SP:Iteration 7F (7488.800801 sec): 3 clusters Score: Raw -2178492.511231 + Penalty 3641.303749 = -2174851.207482 nChanged 1540 SP:Iteration 8Q (7488.992046 sec): 3 clusters Score: Raw -2180005.313754 + Penalty 3641.303749 = -2176364.010005 nChanged 1576 SP:Iteration 9Q (7489.193043 sec): 3 clusters Score: Raw -2182365.133571 + Penalty 3641.303749 = -2178723.829822 nChanged 1868 SP:Iteration 10F (7489.407981 sec): 3 clusters Score: Raw -2186660.127559 + Penalty 3641.303749 = -2183018.823810 nChanged 1676 SP:Iteration 11F (7489.593406 sec): 3 clusters Score: Raw -2190660.078484 + Penalty 3641.303749 = -2187018.774735 nChanged 810 SP:Iteration 12Q (7489.749846 sec): 3 clusters Score: Raw -2191649.983440 + Penalty 3641.303749 = -2188008.679691 nChanged 238 SP:Iteration 13Q (7489.921368 sec): 3 clusters Score: Raw -2191727.509511 + Penalty 3641.303749 = -2188086.205762 nChanged 69 SP:Iteration 14Q (7490.101228 sec): 3 clusters Score: Raw -2191738.647783 + Penalty 3641.303749 = -2188097.344034 nChanged 28 SP:Iteration 15Q (7490.300176 sec): 3 clusters Score: Raw -2191740.883596 + Penalty 3641.303749 = -2188099.579846 nChanged 7 SP:Iteration 16Q (7490.502634 sec): 3 clusters Score: Raw -2191741.290001 + Penalty 3641.303749 = -2188099.986252 nChanged 0 SP:Iteration 17F (7490.696226 sec): 3 clusters Score: Raw -2191741.290001 + Penalty 3641.303749 = -2188099.986252 nChanged 0 Score: Raw -11910095.233410 + Penalty 53617.435399 = -11856477.798012 Splitting cluster 9 changes total score from -11840268.490649 to -11856477.798012 So it's getting split into cluster 25. Trying to split cluster 10 (3289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7497.673059 sec): 2 clusters Score: Raw -170610.544712 + Penalty 1421.258468 = -169189.286245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7497.775772 sec): 3 clusters Score: Raw -169109.605128 + Penalty 2842.516935 = -166267.088193 nChanged 1202 SP:Iteration 1F (7497.818144 sec): 3 clusters Score: Raw -170138.908386 + Penalty 2842.516935 = -167296.391451 nChanged 353 SP:Iteration 2F (7497.858938 sec): 3 clusters Score: Raw -170555.006613 + Penalty 2842.516935 = -167712.489678 nChanged 274 SP:Iteration 3F (7497.898250 sec): 3 clusters Score: Raw -170827.192073 + Penalty 2842.516935 = -167984.675138 nChanged 195 SP:Iteration 4F (7497.957497 sec): 3 clusters Score: Raw -171024.319081 + Penalty 2842.516935 = -168181.802146 nChanged 156 SP:Iteration 5Q (7497.996501 sec): 3 clusters Score: Raw -171173.284285 + Penalty 2842.516935 = -168330.767350 nChanged 126 SP:Iteration 6Q (7498.035320 sec): 3 clusters Score: Raw -171285.792927 + Penalty 2842.516935 = -168443.275992 nChanged 104 SP:Iteration 7Q (7498.074270 sec): 3 clusters Score: Raw -171371.653390 + Penalty 2842.516935 = -168529.136455 nChanged 94 SP:Iteration 8Q (7498.113063 sec): 3 clusters Score: Raw -171437.045079 + Penalty 2842.516935 = -168594.528144 nChanged 76 SP:Iteration 9Q (7498.151840 sec): 3 clusters Score: Raw -171493.557108 + Penalty 2842.516935 = -168651.040173 nChanged 77 SP:Iteration 10Q (7498.190816 sec): 3 clusters Score: Raw -171552.429717 + Penalty 2842.516935 = -168709.912782 nChanged 69 SP:Iteration 11Q (7498.229487 sec): 3 clusters Score: Raw -171603.573926 + Penalty 2842.516935 = -168761.056991 nChanged 63 SP:Iteration 12Q (7498.268099 sec): 3 clusters Score: Raw -171649.531536 + Penalty 2842.516935 = -168807.014601 nChanged 59 SP:Iteration 13Q (7498.307419 sec): 3 clusters Score: Raw -171683.868831 + Penalty 2842.516935 = -168841.351896 nChanged 49 SP:Iteration 14Q (7498.416098 sec): 3 clusters Score: Raw -171715.643080 + Penalty 2842.516935 = -168873.126145 nChanged 36 SP:Iteration 15Q (7498.563598 sec): 3 clusters Score: Raw -171730.830212 + Penalty 2842.516935 = -168888.313277 nChanged 26 SP:Iteration 16Q (7498.643959 sec): 3 clusters Score: Raw -171742.689319 + Penalty 2842.516935 = -168900.172384 nChanged 25 SP:Iteration 17Q (7498.732089 sec): 3 clusters Score: Raw -171755.898959 + Penalty 2842.516935 = -168913.382024 nChanged 14 SP:Iteration 18Q (7498.867589 sec): 3 clusters Score: Raw -171762.085409 + Penalty 2842.516935 = -168919.568474 nChanged 15 SP:Iteration 19Q (7498.959370 sec): 3 clusters Score: Raw -171767.633214 + Penalty 2842.516935 = -168925.116279 nChanged 9 SP:Iteration 20F (7499.075991 sec): 3 clusters Score: Raw -171770.104756 + Penalty 2842.516935 = -168927.587821 nChanged 3 SP:Iteration 21Q (7499.191658 sec): 3 clusters Score: Raw -171771.007343 + Penalty 2842.516935 = -168928.490408 nChanged 1 SP:Iteration 22Q (7499.294632 sec): 3 clusters Score: Raw -171771.434534 + Penalty 2842.516935 = -168928.917599 nChanged 1 SP:Iteration 23Q (7499.401656 sec): 3 clusters Score: Raw -171771.527450 + Penalty 2842.516935 = -168929.010515 nChanged 2 SP:Iteration 24Q (7499.504373 sec): 3 clusters Score: Raw -171771.760809 + Penalty 2842.516935 = -168929.243874 nChanged 3 SP:Iteration 25Q (7499.617885 sec): 3 clusters Score: Raw -171773.405445 + Penalty 2842.516935 = -168930.888510 nChanged 4 SP:Iteration 26Q (7499.701083 sec): 3 clusters Score: Raw -171775.642646 + Penalty 2842.516935 = -168933.125711 nChanged 10 SP:Iteration 27Q (7499.776576 sec): 3 clusters Score: Raw -171782.192161 + Penalty 2842.516935 = -168939.675226 nChanged 9 SP:Iteration 28Q (7499.880203 sec): 3 clusters Score: Raw -171787.235345 + Penalty 2842.516935 = -168944.718410 nChanged 7 SP:Iteration 29Q (7500.001086 sec): 3 clusters Score: Raw -171788.778988 + Penalty 2842.516935 = -168946.262053 nChanged 1 SP:Iteration 30Q (7500.109957 sec): 3 clusters Score: Raw -171788.899578 + Penalty 2842.516935 = -168946.382643 nChanged 1 SP:Iteration 31Q (7500.239533 sec): 3 clusters Score: Raw -171789.343307 + Penalty 2842.516935 = -168946.826372 nChanged 0 SP:Iteration 32F (7500.323103 sec): 3 clusters Score: Raw -171789.343307 + Penalty 2842.516935 = -168946.826372 nChanged 0 Trying to split cluster 11 (2225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7500.380249 sec): 2 clusters Score: Raw -111349.770723 + Penalty 1352.668390 = -109997.102333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7500.489749 sec): 3 clusters Score: Raw -110459.352300 + Penalty 2705.336780 = -107754.015519 nChanged 806 SP:Iteration 1F (7500.581365 sec): 3 clusters Score: Raw -111331.411710 + Penalty 2705.336780 = -108626.074929 nChanged 302 SP:Iteration 2F (7500.695028 sec): 3 clusters Score: Raw -112053.090199 + Penalty 2705.336780 = -109347.753418 nChanged 223 SP:Iteration 3F (7500.774610 sec): 3 clusters Score: Raw -112563.807702 + Penalty 2705.336780 = -109858.470922 nChanged 153 SP:Iteration 4F (7500.865455 sec): 3 clusters Score: Raw -112825.621935 + Penalty 2705.336780 = -110120.285155 nChanged 88 SP:Iteration 5Q (7500.965111 sec): 3 clusters Score: Raw -112963.074839 + Penalty 2705.336780 = -110257.738058 nChanged 68 SP:Iteration 6Q (7501.063040 sec): 3 clusters Score: Raw -113112.357260 + Penalty 2705.336780 = -110407.020480 nChanged 73 SP:Iteration 7Q (7501.153669 sec): 3 clusters Score: Raw -113274.234124 + Penalty 2705.336780 = -110568.897344 nChanged 73 SP:Iteration 8Q (7501.252260 sec): 3 clusters Score: Raw -113442.110360 + Penalty 2705.336780 = -110736.773579 nChanged 67 SP:Iteration 9Q (7501.360322 sec): 3 clusters Score: Raw -113574.801038 + Penalty 2705.336780 = -110869.464258 nChanged 57 SP:Iteration 10Q (7501.459240 sec): 3 clusters Score: Raw -113668.017366 + Penalty 2705.336780 = -110962.680586 nChanged 53 SP:Iteration 11Q (7501.550830 sec): 3 clusters Score: Raw -113733.857882 + Penalty 2705.336780 = -111028.521102 nChanged 32 SP:Iteration 12Q (7501.661586 sec): 3 clusters Score: Raw -113773.111677 + Penalty 2705.336780 = -111067.774897 nChanged 28 SP:Iteration 13Q (7501.774532 sec): 3 clusters Score: Raw -113805.869993 + Penalty 2705.336780 = -111100.533213 nChanged 24 SP:Iteration 14Q (7501.870100 sec): 3 clusters Score: Raw -113836.504430 + Penalty 2705.336780 = -111131.167649 nChanged 24 SP:Iteration 15Q (7501.981339 sec): 3 clusters Score: Raw -113871.814279 + Penalty 2705.336780 = -111166.477499 nChanged 13 SP:Iteration 16Q (7502.101254 sec): 3 clusters Score: Raw -113886.262551 + Penalty 2705.336780 = -111180.925771 nChanged 10 SP:Iteration 17Q (7502.180949 sec): 3 clusters Score: Raw -113899.263926 + Penalty 2705.336780 = -111193.927146 nChanged 14 SP:Iteration 18Q (7502.276456 sec): 3 clusters Score: Raw -113914.683679 + Penalty 2705.336780 = -111209.346899 nChanged 18 SP:Iteration 19Q (7502.383553 sec): 3 clusters Score: Raw -113940.246043 + Penalty 2705.336780 = -111234.909263 nChanged 24 SP:Iteration 20F (7502.499988 sec): 3 clusters Score: Raw -113965.897437 + Penalty 2705.336780 = -111260.560657 nChanged 14 SP:Iteration 21Q (7502.576952 sec): 3 clusters Score: Raw -113981.080719 + Penalty 2705.336780 = -111275.743939 nChanged 12 SP:Iteration 22Q (7502.699381 sec): 3 clusters Score: Raw -114004.829162 + Penalty 2705.336780 = -111299.492381 nChanged 18 SP:Iteration 23Q (7502.782037 sec): 3 clusters Score: Raw -114037.842392 + Penalty 2705.336780 = -111332.505612 nChanged 17 SP:Iteration 24Q (7502.893254 sec): 3 clusters Score: Raw -114065.707271 + Penalty 2705.336780 = -111360.370490 nChanged 17 SP:Iteration 25Q (7502.973420 sec): 3 clusters Score: Raw -114085.891493 + Penalty 2705.336780 = -111380.554713 nChanged 10 SP:Iteration 26Q (7503.069976 sec): 3 clusters Score: Raw -114094.786114 + Penalty 2705.336780 = -111389.449334 nChanged 7 SP:Iteration 27Q (7503.206168 sec): 3 clusters Score: Raw -114100.466151 + Penalty 2705.336780 = -111395.129371 nChanged 5 SP:Iteration 28Q (7503.285151 sec): 3 clusters Score: Raw -114105.964551 + Penalty 2705.336780 = -111400.627771 nChanged 10 SP:Iteration 29Q (7503.392633 sec): 3 clusters Score: Raw -114116.527058 + Penalty 2705.336780 = -111411.190278 nChanged 8 SP:Iteration 30Q (7503.498909 sec): 3 clusters Score: Raw -114126.688333 + Penalty 2705.336780 = -111421.351553 nChanged 8 SP:Iteration 31Q (7503.600489 sec): 3 clusters Score: Raw -114132.580209 + Penalty 2705.336780 = -111427.243429 nChanged 5 SP:Iteration 32Q (7503.707603 sec): 3 clusters Score: Raw -114135.924607 + Penalty 2705.336780 = -111430.587827 nChanged 3 SP:Iteration 33Q (7503.791467 sec): 3 clusters Score: Raw -114138.912705 + Penalty 2705.336780 = -111433.575925 nChanged 4 SP:Iteration 34Q (7503.890158 sec): 3 clusters Score: Raw -114142.114448 + Penalty 2705.336780 = -111436.777668 nChanged 3 SP:Iteration 35Q (7503.991181 sec): 3 clusters Score: Raw -114145.214346 + Penalty 2705.336780 = -111439.877566 nChanged 4 SP:Iteration 36Q (7504.099402 sec): 3 clusters Score: Raw -114147.493775 + Penalty 2705.336780 = -111442.156995 nChanged 3 SP:Iteration 37Q (7504.200454 sec): 3 clusters Score: Raw -114149.282246 + Penalty 2705.336780 = -111443.945466 nChanged 1 SP:Iteration 38Q (7504.285718 sec): 3 clusters Score: Raw -114149.615896 + Penalty 2705.336780 = -111444.279116 nChanged 0 SP:Iteration 39F (7504.380722 sec): 3 clusters Score: Raw -114149.615896 + Penalty 2705.336780 = -111444.279116 nChanged 0 Score: Raw -11912895.078583 + Penalty 55762.132815 = -11857132.945768 Splitting cluster 11 changes total score from -11840268.490649 to -11857132.945768 So it's getting split into cluster 26. Trying to split cluster 12 (10623 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7511.569951 sec): 2 clusters Score: Raw -633690.652041 + Penalty 1627.021318 = -632063.630723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7511.705155 sec): 3 clusters Score: Raw -627741.489121 + Penalty 3254.042636 = -624487.446485 nChanged 4582 SP:Iteration 1F (7511.840255 sec): 3 clusters Score: Raw -630721.487961 + Penalty 3254.042636 = -627467.445325 nChanged 909 SP:Iteration 2F (7511.978731 sec): 3 clusters Score: Raw -631434.830543 + Penalty 3254.042636 = -628180.787907 nChanged 839 SP:Iteration 3F (7512.079859 sec): 3 clusters Score: Raw -632083.315184 + Penalty 3254.042636 = -628829.272548 nChanged 701 SP:Iteration 4F (7512.211709 sec): 3 clusters Score: Raw -632684.536433 + Penalty 3254.042636 = -629430.493797 nChanged 658 SP:Iteration 5F (7512.349507 sec): 3 clusters Score: Raw -633330.108895 + Penalty 3254.042636 = -630076.066259 nChanged 591 SP:Iteration 6F (7512.463745 sec): 3 clusters Score: Raw -633859.767533 + Penalty 3254.042636 = -630605.724897 nChanged 481 SP:Iteration 7Q (7512.585708 sec): 3 clusters Score: Raw -634218.422865 + Penalty 3254.042636 = -630964.380229 nChanged 399 SP:Iteration 8Q (7512.708460 sec): 3 clusters Score: Raw -634485.117855 + Penalty 3254.042636 = -631231.075219 nChanged 322 SP:Iteration 9Q (7512.831822 sec): 3 clusters Score: Raw -634689.048065 + Penalty 3254.042636 = -631435.005429 nChanged 258 SP:Iteration 10Q (7512.958257 sec): 3 clusters Score: Raw -634860.394751 + Penalty 3254.042636 = -631606.352115 nChanged 252 SP:Iteration 11Q (7513.087263 sec): 3 clusters Score: Raw -635052.529080 + Penalty 3254.042636 = -631798.486444 nChanged 264 SP:Iteration 12Q (7513.226247 sec): 3 clusters Score: Raw -635275.325208 + Penalty 3254.042636 = -632021.282572 nChanged 283 SP:Iteration 13Q (7513.323212 sec): 3 clusters Score: Raw -635521.646337 + Penalty 3254.042636 = -632267.603701 nChanged 280 SP:Iteration 14Q (7513.462546 sec): 3 clusters Score: Raw -635787.772233 + Penalty 3254.042636 = -632533.729597 nChanged 298 SP:Iteration 15Q (7513.583266 sec): 3 clusters Score: Raw -636065.046321 + Penalty 3254.042636 = -632811.003685 nChanged 269 SP:Iteration 16Q (7513.700122 sec): 3 clusters Score: Raw -636290.101971 + Penalty 3254.042636 = -633036.059335 nChanged 244 SP:Iteration 17Q (7513.817288 sec): 3 clusters Score: Raw -636451.938776 + Penalty 3254.042636 = -633197.896140 nChanged 198 SP:Iteration 18Q (7513.954247 sec): 3 clusters Score: Raw -636559.044011 + Penalty 3254.042636 = -633305.001375 nChanged 152 SP:Iteration 19Q (7514.102001 sec): 3 clusters Score: Raw -636642.693593 + Penalty 3254.042636 = -633388.650957 nChanged 138 SP:Iteration 20F (7514.220414 sec): 3 clusters Score: Raw -636729.879097 + Penalty 3254.042636 = -633475.836461 nChanged 148 SP:Iteration 21Q (7514.426816 sec): 3 clusters Score: Raw -636803.573991 + Penalty 3254.042636 = -633549.531355 nChanged 116 SP:Iteration 22Q (7514.543284 sec): 3 clusters Score: Raw -636845.304944 + Penalty 3254.042636 = -633591.262308 nChanged 93 SP:Iteration 23Q (7514.703193 sec): 3 clusters Score: Raw -636875.193390 + Penalty 3254.042636 = -633621.150754 nChanged 75 SP:Iteration 24Q (7514.852081 sec): 3 clusters Score: Raw -636895.272900 + Penalty 3254.042636 = -633641.230263 nChanged 67 SP:Iteration 25Q (7514.960286 sec): 3 clusters Score: Raw -636914.076975 + Penalty 3254.042636 = -633660.034339 nChanged 60 SP:Iteration 26Q (7515.100476 sec): 3 clusters Score: Raw -636934.164881 + Penalty 3254.042636 = -633680.122245 nChanged 63 SP:Iteration 27Q (7515.242323 sec): 3 clusters Score: Raw -636954.811651 + Penalty 3254.042636 = -633700.769015 nChanged 73 SP:Iteration 28Q (7515.386918 sec): 3 clusters Score: Raw -636973.493273 + Penalty 3254.042636 = -633719.450637 nChanged 72 SP:Iteration 29Q (7515.502176 sec): 3 clusters Score: Raw -636994.662846 + Penalty 3254.042636 = -633740.620210 nChanged 64 SP:Iteration 30Q (7515.641336 sec): 3 clusters Score: Raw -637010.219322 + Penalty 3254.042636 = -633756.176686 nChanged 49 SP:Iteration 31Q (7515.783635 sec): 3 clusters Score: Raw -637019.632974 + Penalty 3254.042636 = -633765.590338 nChanged 37 SP:Iteration 32Q (7515.886707 sec): 3 clusters Score: Raw -637027.269719 + Penalty 3254.042636 = -633773.227083 nChanged 31 SP:Iteration 33Q (7516.022930 sec): 3 clusters Score: Raw -637032.628963 + Penalty 3254.042636 = -633778.586327 nChanged 20 SP:Iteration 34Q (7516.164051 sec): 3 clusters Score: Raw -637035.797996 + Penalty 3254.042636 = -633781.755360 nChanged 19 SP:Iteration 35Q (7516.307255 sec): 3 clusters Score: Raw -637038.969442 + Penalty 3254.042636 = -633784.926806 nChanged 16 SP:Iteration 36Q (7516.418026 sec): 3 clusters Score: Raw -637040.859877 + Penalty 3254.042636 = -633786.817241 nChanged 12 SP:Iteration 37Q (7516.574378 sec): 3 clusters Score: Raw -637042.230170 + Penalty 3254.042636 = -633788.187534 nChanged 11 SP:Iteration 38Q (7516.718199 sec): 3 clusters Score: Raw -637043.341143 + Penalty 3254.042636 = -633789.298507 nChanged 14 SP:Iteration 39Q (7516.835642 sec): 3 clusters Score: Raw -637045.471246 + Penalty 3254.042636 = -633791.428610 nChanged 18 SP:Iteration 40F (7516.971265 sec): 3 clusters Score: Raw -637048.412929 + Penalty 3254.042636 = -633794.370293 nChanged 14 SP:Iteration 41Q (7517.078340 sec): 3 clusters Score: Raw -637049.888894 + Penalty 3254.042636 = -633795.846258 nChanged 5 SP:Iteration 42Q (7517.202951 sec): 3 clusters Score: Raw -637050.535198 + Penalty 3254.042636 = -633796.492562 nChanged 7 SP:Iteration 43Q (7517.336124 sec): 3 clusters Score: Raw -637051.320855 + Penalty 3254.042636 = -633797.278219 nChanged 9 SP:Iteration 44Q (7517.469271 sec): 3 clusters Score: Raw -637052.234289 + Penalty 3254.042636 = -633798.191653 nChanged 5 SP:Iteration 45Q (7517.602592 sec): 3 clusters Score: Raw -637052.686411 + Penalty 3254.042636 = -633798.643775 nChanged 2 SP:Iteration 46Q (7517.719736 sec): 3 clusters Score: Raw -637052.842088 + Penalty 3254.042636 = -633798.799452 nChanged 2 SP:Iteration 47Q (7517.852893 sec): 3 clusters Score: Raw -637052.996849 + Penalty 3254.042636 = -633798.954213 nChanged 2 SP:Iteration 48Q (7517.980496 sec): 3 clusters Score: Raw -637053.210607 + Penalty 3254.042636 = -633799.167971 nChanged 1 SP:Iteration 49Q (7518.120333 sec): 3 clusters Score: Raw -637053.375120 + Penalty 3254.042636 = -633799.332484 nChanged 2 SP:Iteration 50Q (7518.242114 sec): 3 clusters Score: Raw -637053.532667 + Penalty 3254.042636 = -633799.490031 nChanged 1 SP:Iteration 51Q (7518.395584 sec): 3 clusters Score: Raw -637053.600024 + Penalty 3254.042636 = -633799.557388 nChanged 0 SP:Iteration 52F (7518.505715 sec): 3 clusters Score: Raw -637053.600024 + Penalty 3254.042636 = -633799.557388 nChanged 0 Score: Raw -11916258.026566 + Penalty 57906.830231 = -11858351.196335 Splitting cluster 12 changes total score from -11840268.490649 to -11858351.196335 So it's getting split into cluster 27. Trying to split cluster 13 (8387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7525.959661 sec): 2 clusters Score: Raw -527285.097418 + Penalty 1585.543898 = -525699.553520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7526.073224 sec): 3 clusters Score: Raw -522713.268258 + Penalty 3171.087797 = -519542.180461 nChanged 3531 SP:Iteration 1F (7526.170457 sec): 3 clusters Score: Raw -524955.142222 + Penalty 3171.087797 = -521784.054425 nChanged 757 SP:Iteration 2F (7526.293557 sec): 3 clusters Score: Raw -525621.940991 + Penalty 3171.087797 = -522450.853195 nChanged 688 SP:Iteration 3F (7526.412794 sec): 3 clusters Score: Raw -526268.093588 + Penalty 3171.087797 = -523097.005792 nChanged 559 SP:Iteration 4F (7526.526462 sec): 3 clusters Score: Raw -526742.633870 + Penalty 3171.087797 = -523571.546073 nChanged 430 SP:Iteration 5F (7526.640688 sec): 3 clusters Score: Raw -527055.447651 + Penalty 3171.087797 = -523884.359854 nChanged 370 SP:Iteration 6Q (7526.766319 sec): 3 clusters Score: Raw -527271.192458 + Penalty 3171.087797 = -524100.104661 nChanged 292 SP:Iteration 7Q (7526.895832 sec): 3 clusters Score: Raw -527413.844436 + Penalty 3171.087797 = -524242.756640 nChanged 210 SP:Iteration 8Q (7527.004242 sec): 3 clusters Score: Raw -527511.800693 + Penalty 3171.087797 = -524340.712897 nChanged 191 SP:Iteration 9Q (7527.138608 sec): 3 clusters Score: Raw -527588.892960 + Penalty 3171.087797 = -524417.805163 nChanged 152 SP:Iteration 10Q (7527.248571 sec): 3 clusters Score: Raw -527650.242108 + Penalty 3171.087797 = -524479.154312 nChanged 123 SP:Iteration 11Q (7527.372426 sec): 3 clusters Score: Raw -527684.424740 + Penalty 3171.087797 = -524513.336943 nChanged 84 SP:Iteration 12Q (7527.494184 sec): 3 clusters Score: Raw -527711.293354 + Penalty 3171.087797 = -524540.205557 nChanged 73 SP:Iteration 13Q (7527.581388 sec): 3 clusters Score: Raw -527731.580024 + Penalty 3171.087797 = -524560.492228 nChanged 87 SP:Iteration 14Q (7527.688708 sec): 3 clusters Score: Raw -527755.202602 + Penalty 3171.087797 = -524584.114805 nChanged 60 SP:Iteration 15Q (7527.809423 sec): 3 clusters Score: Raw -527767.548593 + Penalty 3171.087797 = -524596.460796 nChanged 55 SP:Iteration 16Q (7527.908160 sec): 3 clusters Score: Raw -527779.792662 + Penalty 3171.087797 = -524608.704866 nChanged 54 SP:Iteration 17Q (7528.035843 sec): 3 clusters Score: Raw -527792.168899 + Penalty 3171.087797 = -524621.081102 nChanged 46 SP:Iteration 18Q (7528.160735 sec): 3 clusters Score: Raw -527802.506060 + Penalty 3171.087797 = -524631.418264 nChanged 41 SP:Iteration 19Q (7528.277705 sec): 3 clusters Score: Raw -527815.804118 + Penalty 3171.087797 = -524644.716321 nChanged 45 SP:Iteration 20F (7528.422731 sec): 3 clusters Score: Raw -527826.833677 + Penalty 3171.087797 = -524655.745880 nChanged 49 SP:Iteration 21Q (7528.531629 sec): 3 clusters Score: Raw -527840.748074 + Penalty 3171.087797 = -524669.660278 nChanged 60 SP:Iteration 22Q (7528.665638 sec): 3 clusters Score: Raw -527859.158527 + Penalty 3171.087797 = -524688.070730 nChanged 49 SP:Iteration 23Q (7528.774897 sec): 3 clusters Score: Raw -527873.995421 + Penalty 3171.087797 = -524702.907624 nChanged 40 SP:Iteration 24Q (7528.901263 sec): 3 clusters Score: Raw -527883.901990 + Penalty 3171.087797 = -524712.814193 nChanged 45 SP:Iteration 25Q (7529.046316 sec): 3 clusters Score: Raw -527895.267201 + Penalty 3171.087797 = -524724.179404 nChanged 48 SP:Iteration 26Q (7529.148634 sec): 3 clusters Score: Raw -527909.154679 + Penalty 3171.087797 = -524738.066882 nChanged 45 SP:Iteration 27Q (7529.252631 sec): 3 clusters Score: Raw -527923.359336 + Penalty 3171.087797 = -524752.271539 nChanged 48 SP:Iteration 28Q (7529.387988 sec): 3 clusters Score: Raw -527937.707142 + Penalty 3171.087797 = -524766.619345 nChanged 42 SP:Iteration 29Q (7529.505049 sec): 3 clusters Score: Raw -527949.049692 + Penalty 3171.087797 = -524777.961896 nChanged 35 SP:Iteration 30Q (7529.632506 sec): 3 clusters Score: Raw -527958.120250 + Penalty 3171.087797 = -524787.032453 nChanged 34 SP:Iteration 31Q (7529.740061 sec): 3 clusters Score: Raw -527966.120505 + Penalty 3171.087797 = -524795.032708 nChanged 33 SP:Iteration 32Q (7529.856751 sec): 3 clusters Score: Raw -527972.780474 + Penalty 3171.087797 = -524801.692678 nChanged 35 SP:Iteration 33Q (7529.975838 sec): 3 clusters Score: Raw -527981.978300 + Penalty 3171.087797 = -524810.890503 nChanged 30 SP:Iteration 34Q (7530.129344 sec): 3 clusters Score: Raw -527989.554801 + Penalty 3171.087797 = -524818.467004 nChanged 31 SP:Iteration 35Q (7530.239940 sec): 3 clusters Score: Raw -527996.373879 + Penalty 3171.087797 = -524825.286083 nChanged 18 SP:Iteration 36Q (7530.298689 sec): 3 clusters Score: Raw -528000.517373 + Penalty 3171.087797 = -524829.429576 nChanged 13 SP:Iteration 37Q (7530.357885 sec): 3 clusters Score: Raw -528002.947269 + Penalty 3171.087797 = -524831.859473 nChanged 10 SP:Iteration 38Q (7530.413844 sec): 3 clusters Score: Raw -528004.289362 + Penalty 3171.087797 = -524833.201566 nChanged 8 SP:Iteration 39Q (7530.538864 sec): 3 clusters Score: Raw -528005.521048 + Penalty 3171.087797 = -524834.433252 nChanged 9 SP:Iteration 40F (7530.611875 sec): 3 clusters Score: Raw -528007.071907 + Penalty 3171.087797 = -524835.984111 nChanged 12 SP:Iteration 41Q (7530.734563 sec): 3 clusters Score: Raw -528008.376137 + Penalty 3171.087797 = -524837.288340 nChanged 10 SP:Iteration 42Q (7530.859617 sec): 3 clusters Score: Raw -528009.907883 + Penalty 3171.087797 = -524838.820087 nChanged 14 SP:Iteration 43Q (7530.984922 sec): 3 clusters Score: Raw -528012.465672 + Penalty 3171.087797 = -524841.377875 nChanged 14 SP:Iteration 44Q (7531.133611 sec): 3 clusters Score: Raw -528016.093973 + Penalty 3171.087797 = -524845.006177 nChanged 14 SP:Iteration 45Q (7531.234672 sec): 3 clusters Score: Raw -528019.619809 + Penalty 3171.087797 = -524848.532012 nChanged 16 SP:Iteration 46Q (7531.339624 sec): 3 clusters Score: Raw -528022.951163 + Penalty 3171.087797 = -524851.863367 nChanged 15 SP:Iteration 47Q (7531.451461 sec): 3 clusters Score: Raw -528024.854243 + Penalty 3171.087797 = -524853.766446 nChanged 8 SP:Iteration 48Q (7531.575972 sec): 3 clusters Score: Raw -528025.991869 + Penalty 3171.087797 = -524854.904072 nChanged 4 SP:Iteration 49Q (7531.680037 sec): 3 clusters Score: Raw -528026.635767 + Penalty 3171.087797 = -524855.547971 nChanged 5 SP:Iteration 50Q (7531.806986 sec): 3 clusters Score: Raw -528027.831189 + Penalty 3171.087797 = -524856.743393 nChanged 7 SP:Iteration 51Q (7531.910643 sec): 3 clusters Score: Raw -528028.736509 + Penalty 3171.087797 = -524857.648712 nChanged 5 SP:Iteration 52Q (7532.018271 sec): 3 clusters Score: Raw -528029.871986 + Penalty 3171.087797 = -524858.784190 nChanged 6 SP:Iteration 53Q (7532.148106 sec): 3 clusters Score: Raw -528031.143017 + Penalty 3171.087797 = -524860.055221 nChanged 12 SP:Iteration 54Q (7532.272135 sec): 3 clusters Score: Raw -528033.222906 + Penalty 3171.087797 = -524862.135109 nChanged 5 SP:Iteration 55Q (7532.405727 sec): 3 clusters Score: Raw -528033.629583 + Penalty 3171.087797 = -524862.541786 nChanged 1 SP:Iteration 56Q (7532.518152 sec): 3 clusters Score: Raw -528033.901713 + Penalty 3171.087797 = -524862.813917 nChanged 2 SP:Iteration 57Q (7532.648309 sec): 3 clusters Score: Raw -528034.079870 + Penalty 3171.087797 = -524862.992074 nChanged 1 SP:Iteration 58Q (7532.769826 sec): 3 clusters Score: Raw -528034.155389 + Penalty 3171.087797 = -524863.067593 nChanged 4 SP:Iteration 59Q (7532.893835 sec): 3 clusters Score: Raw -528034.680077 + Penalty 3171.087797 = -524863.592281 nChanged 2 SP:Iteration 60F (7532.979268 sec): 3 clusters Score: Raw -528034.871435 + Penalty 3171.087797 = -524863.783638 nChanged 4 SP:Iteration 61Q (7533.100121 sec): 3 clusters Score: Raw -528035.529410 + Penalty 3171.087797 = -524864.441613 nChanged 3 SP:Iteration 62Q (7533.217294 sec): 3 clusters Score: Raw -528036.497066 + Penalty 3171.087797 = -524865.409269 nChanged 7 SP:Iteration 63Q (7533.337203 sec): 3 clusters Score: Raw -528037.813647 + Penalty 3171.087797 = -524866.725850 nChanged 8 SP:Iteration 64Q (7533.442099 sec): 3 clusters Score: Raw -528039.395809 + Penalty 3171.087797 = -524868.308012 nChanged 6 SP:Iteration 65Q (7533.581574 sec): 3 clusters Score: Raw -528040.035098 + Penalty 3171.087797 = -524868.947301 nChanged 4 SP:Iteration 66Q (7533.703845 sec): 3 clusters Score: Raw -528040.423714 + Penalty 3171.087797 = -524869.335917 nChanged 3 SP:Iteration 67Q (7533.826948 sec): 3 clusters Score: Raw -528040.860613 + Penalty 3171.087797 = -524869.772817 nChanged 4 SP:Iteration 68Q (7533.955150 sec): 3 clusters Score: Raw -528041.620520 + Penalty 3171.087797 = -524870.532724 nChanged 5 SP:Iteration 69Q (7534.060564 sec): 3 clusters Score: Raw -528042.698000 + Penalty 3171.087797 = -524871.610204 nChanged 4 SP:Iteration 70Q (7534.164472 sec): 3 clusters Score: Raw -528043.529565 + Penalty 3171.087797 = -524872.441768 nChanged 5 SP:Iteration 71Q (7534.299650 sec): 3 clusters Score: Raw -528044.105724 + Penalty 3171.087797 = -524873.017928 nChanged 0 SP:Iteration 72F (7534.383441 sec): 3 clusters Score: Raw -528044.105724 + Penalty 3171.087797 = -524873.017928 nChanged 0 Trying to split cluster 14 (13294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7534.496949 sec): 2 clusters Score: Raw -760936.432654 + Penalty 1666.384449 = -759270.048205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7534.640921 sec): 3 clusters Score: Raw -753333.598785 + Penalty 3332.768898 = -750000.829887 nChanged 5845 SP:Iteration 1F (7534.775849 sec): 3 clusters Score: Raw -757474.558760 + Penalty 3332.768898 = -754141.789862 nChanged 1333 SP:Iteration 2F (7534.891445 sec): 3 clusters Score: Raw -758730.467971 + Penalty 3332.768898 = -755397.699073 nChanged 1164 SP:Iteration 3F (7535.027849 sec): 3 clusters Score: Raw -759735.644700 + Penalty 3332.768898 = -756402.875802 nChanged 1002 SP:Iteration 4F (7535.144631 sec): 3 clusters Score: Raw -760511.269329 + Penalty 3332.768898 = -757178.500431 nChanged 749 SP:Iteration 5F (7535.273122 sec): 3 clusters Score: Raw -761014.454269 + Penalty 3332.768898 = -757681.685371 nChanged 586 SP:Iteration 6Q (7535.430717 sec): 3 clusters Score: Raw -761359.380331 + Penalty 3332.768898 = -758026.611433 nChanged 448 SP:Iteration 7Q (7535.551795 sec): 3 clusters Score: Raw -761602.110720 + Penalty 3332.768898 = -758269.341822 nChanged 367 SP:Iteration 8Q (7535.697269 sec): 3 clusters Score: Raw -761783.180435 + Penalty 3332.768898 = -758450.411537 nChanged 271 SP:Iteration 9Q (7535.802948 sec): 3 clusters Score: Raw -761885.256277 + Penalty 3332.768898 = -758552.487379 nChanged 200 SP:Iteration 10Q (7535.930022 sec): 3 clusters Score: Raw -761942.581205 + Penalty 3332.768898 = -758609.812308 nChanged 163 SP:Iteration 11Q (7536.070825 sec): 3 clusters Score: Raw -761986.555100 + Penalty 3332.768898 = -758653.786203 nChanged 128 SP:Iteration 12Q (7536.227286 sec): 3 clusters Score: Raw -762019.303199 + Penalty 3332.768898 = -758686.534302 nChanged 110 SP:Iteration 13Q (7536.331952 sec): 3 clusters Score: Raw -762049.246611 + Penalty 3332.768898 = -758716.477713 nChanged 97 SP:Iteration 14Q (7536.473470 sec): 3 clusters Score: Raw -762072.788883 + Penalty 3332.768898 = -758740.019985 nChanged 91 SP:Iteration 15Q (7536.577363 sec): 3 clusters Score: Raw -762095.653833 + Penalty 3332.768898 = -758762.884935 nChanged 90 SP:Iteration 16Q (7536.732408 sec): 3 clusters Score: Raw -762116.901895 + Penalty 3332.768898 = -758784.132997 nChanged 75 SP:Iteration 17Q (7536.864045 sec): 3 clusters Score: Raw -762137.551423 + Penalty 3332.768898 = -758804.782526 nChanged 79 SP:Iteration 18Q (7536.957761 sec): 3 clusters Score: Raw -762158.259804 + Penalty 3332.768898 = -758825.490906 nChanged 92 SP:Iteration 19Q (7537.033361 sec): 3 clusters Score: Raw -762181.546387 + Penalty 3332.768898 = -758848.777490 nChanged 84 SP:Iteration 20F (7537.112779 sec): 3 clusters Score: Raw -762202.115339 + Penalty 3332.768898 = -758869.346441 nChanged 90 SP:Iteration 21Q (7537.196381 sec): 3 clusters Score: Raw -762220.024348 + Penalty 3332.768898 = -758887.255450 nChanged 69 SP:Iteration 22Q (7537.355787 sec): 3 clusters Score: Raw -762233.900056 + Penalty 3332.768898 = -758901.131158 nChanged 65 SP:Iteration 23Q (7537.480356 sec): 3 clusters Score: Raw -762249.478596 + Penalty 3332.768898 = -758916.709698 nChanged 69 SP:Iteration 24Q (7537.548195 sec): 3 clusters Score: Raw -762265.330437 + Penalty 3332.768898 = -758932.561540 nChanged 67 SP:Iteration 25Q (7537.620913 sec): 3 clusters Score: Raw -762279.242734 + Penalty 3332.768898 = -758946.473836 nChanged 60 SP:Iteration 26Q (7537.701098 sec): 3 clusters Score: Raw -762290.902297 + Penalty 3332.768898 = -758958.133399 nChanged 60 SP:Iteration 27Q (7537.852752 sec): 3 clusters Score: Raw -762302.285180 + Penalty 3332.768898 = -758969.516282 nChanged 60 SP:Iteration 28Q (7537.994860 sec): 3 clusters Score: Raw -762313.797236 + Penalty 3332.768898 = -758981.028338 nChanged 62 SP:Iteration 29Q (7538.135490 sec): 3 clusters Score: Raw -762327.229901 + Penalty 3332.768898 = -758994.461003 nChanged 55 SP:Iteration 30Q (7538.275003 sec): 3 clusters Score: Raw -762338.338181 + Penalty 3332.768898 = -759005.569283 nChanged 46 SP:Iteration 31Q (7538.410123 sec): 3 clusters Score: Raw -762347.427863 + Penalty 3332.768898 = -759014.658965 nChanged 43 SP:Iteration 32Q (7538.544310 sec): 3 clusters Score: Raw -762356.026428 + Penalty 3332.768898 = -759023.257530 nChanged 44 SP:Iteration 33Q (7538.675186 sec): 3 clusters Score: Raw -762363.562125 + Penalty 3332.768898 = -759030.793227 nChanged 42 SP:Iteration 34Q (7538.816004 sec): 3 clusters Score: Raw -762372.911194 + Penalty 3332.768898 = -759040.142297 nChanged 44 SP:Iteration 35Q (7538.927788 sec): 3 clusters Score: Raw -762384.077703 + Penalty 3332.768898 = -759051.308805 nChanged 58 SP:Iteration 36Q (7539.079437 sec): 3 clusters Score: Raw -762399.722119 + Penalty 3332.768898 = -759066.953221 nChanged 63 SP:Iteration 37Q (7539.188318 sec): 3 clusters Score: Raw -762414.042913 + Penalty 3332.768898 = -759081.274015 nChanged 54 SP:Iteration 38Q (7539.345608 sec): 3 clusters Score: Raw -762423.995488 + Penalty 3332.768898 = -759091.226590 nChanged 54 SP:Iteration 39Q (7539.447818 sec): 3 clusters Score: Raw -762437.706123 + Penalty 3332.768898 = -759104.937225 nChanged 73 SP:Iteration 40F (7539.565326 sec): 3 clusters Score: Raw -762457.517861 + Penalty 3332.768898 = -759124.748963 nChanged 68 SP:Iteration 41Q (7539.698327 sec): 3 clusters Score: Raw -762476.279509 + Penalty 3332.768898 = -759143.510611 nChanged 75 SP:Iteration 42Q (7539.831937 sec): 3 clusters Score: Raw -762502.650698 + Penalty 3332.768898 = -759169.881800 nChanged 81 SP:Iteration 43Q (7539.959605 sec): 3 clusters Score: Raw -762532.466569 + Penalty 3332.768898 = -759199.697671 nChanged 71 SP:Iteration 44Q (7540.080630 sec): 3 clusters Score: Raw -762562.739925 + Penalty 3332.768898 = -759229.971027 nChanged 98 SP:Iteration 45Q (7540.201263 sec): 3 clusters Score: Raw -762609.001848 + Penalty 3332.768898 = -759276.232950 nChanged 100 SP:Iteration 46Q (7540.338054 sec): 3 clusters Score: Raw -762650.042077 + Penalty 3332.768898 = -759317.273179 nChanged 108 SP:Iteration 47Q (7540.485889 sec): 3 clusters Score: Raw -762688.365762 + Penalty 3332.768898 = -759355.596865 nChanged 97 SP:Iteration 48Q (7540.597142 sec): 3 clusters Score: Raw -762728.571234 + Penalty 3332.768898 = -759395.802336 nChanged 112 SP:Iteration 49Q (7540.732588 sec): 3 clusters Score: Raw -762766.875133 + Penalty 3332.768898 = -759434.106235 nChanged 92 SP:Iteration 50Q (7540.840557 sec): 3 clusters Score: Raw -762798.892300 + Penalty 3332.768898 = -759466.123402 nChanged 84 SP:Iteration 51Q (7540.969400 sec): 3 clusters Score: Raw -762825.243167 + Penalty 3332.768898 = -759492.474270 nChanged 64 SP:Iteration 52Q (7541.105844 sec): 3 clusters Score: Raw -762841.980040 + Penalty 3332.768898 = -759509.211142 nChanged 58 SP:Iteration 53Q (7541.245820 sec): 3 clusters Score: Raw -762856.443834 + Penalty 3332.768898 = -759523.674936 nChanged 49 SP:Iteration 54Q (7541.363463 sec): 3 clusters Score: Raw -762867.007789 + Penalty 3332.768898 = -759534.238891 nChanged 46 SP:Iteration 55Q (7541.495441 sec): 3 clusters Score: Raw -762879.326175 + Penalty 3332.768898 = -759546.557277 nChanged 45 SP:Iteration 56Q (7541.641178 sec): 3 clusters Score: Raw -762888.239185 + Penalty 3332.768898 = -759555.470287 nChanged 37 SP:Iteration 57Q (7541.769857 sec): 3 clusters Score: Raw -762896.840949 + Penalty 3332.768898 = -759564.072051 nChanged 40 SP:Iteration 58Q (7541.880156 sec): 3 clusters Score: Raw -762906.641040 + Penalty 3332.768898 = -759573.872142 nChanged 31 SP:Iteration 59Q (7542.023319 sec): 3 clusters Score: Raw -762914.981996 + Penalty 3332.768898 = -759582.213099 nChanged 30 SP:Iteration 60F (7542.146331 sec): 3 clusters Score: Raw -762921.865552 + Penalty 3332.768898 = -759589.096655 nChanged 27 SP:Iteration 61Q (7542.290337 sec): 3 clusters Score: Raw -762927.314079 + Penalty 3332.768898 = -759594.545182 nChanged 23 SP:Iteration 62Q (7542.418625 sec): 3 clusters Score: Raw -762931.622992 + Penalty 3332.768898 = -759598.854094 nChanged 19 SP:Iteration 63Q (7542.570931 sec): 3 clusters Score: Raw -762934.491064 + Penalty 3332.768898 = -759601.722166 nChanged 13 SP:Iteration 64Q (7542.691192 sec): 3 clusters Score: Raw -762936.228162 + Penalty 3332.768898 = -759603.459264 nChanged 11 SP:Iteration 65Q (7542.851447 sec): 3 clusters Score: Raw -762938.047720 + Penalty 3332.768898 = -759605.278822 nChanged 11 SP:Iteration 66Q (7542.961866 sec): 3 clusters Score: Raw -762940.012780 + Penalty 3332.768898 = -759607.243882 nChanged 14 SP:Iteration 67Q (7543.083951 sec): 3 clusters Score: Raw -762942.051425 + Penalty 3332.768898 = -759609.282528 nChanged 16 SP:Iteration 68Q (7543.208553 sec): 3 clusters Score: Raw -762945.251833 + Penalty 3332.768898 = -759612.482935 nChanged 21 SP:Iteration 69Q (7543.344150 sec): 3 clusters Score: Raw -762948.179316 + Penalty 3332.768898 = -759615.410418 nChanged 7 SP:Iteration 70Q (7543.475497 sec): 3 clusters Score: Raw -762949.223322 + Penalty 3332.768898 = -759616.454425 nChanged 4 SP:Iteration 71Q (7543.602964 sec): 3 clusters Score: Raw -762949.883063 + Penalty 3332.768898 = -759617.114165 nChanged 6 SP:Iteration 72Q (7543.754915 sec): 3 clusters Score: Raw -762950.547506 + Penalty 3332.768898 = -759617.778608 nChanged 6 SP:Iteration 73Q (7543.867548 sec): 3 clusters Score: Raw -762951.138932 + Penalty 3332.768898 = -759618.370034 nChanged 3 SP:Iteration 74Q (7544.014928 sec): 3 clusters Score: Raw -762951.357977 + Penalty 3332.768898 = -759618.589079 nChanged 2 SP:Iteration 75Q (7544.136668 sec): 3 clusters Score: Raw -762951.508968 + Penalty 3332.768898 = -759618.740070 nChanged 0 SP:Iteration 76F (7544.303825 sec): 3 clusters Score: Raw -762951.508968 + Penalty 3332.768898 = -759618.740070 nChanged 0 Score: Raw -11918273.102879 + Penalty 60051.527647 = -11858221.575233 Splitting cluster 14 changes total score from -11840268.490649 to -11858221.575233 So it's getting split into cluster 28. Trying to split cluster 15 (4533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7551.723622 sec): 2 clusters Score: Raw -221572.470898 + Penalty 1477.558939 = -220094.911959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7551.838095 sec): 3 clusters Score: Raw -219386.939707 + Penalty 2955.117877 = -216431.821830 nChanged 1815 SP:Iteration 1F (7551.930545 sec): 3 clusters Score: Raw -220899.379082 + Penalty 2955.117877 = -217944.261204 nChanged 543 SP:Iteration 2F (7552.041283 sec): 3 clusters Score: Raw -221828.412814 + Penalty 2955.117877 = -218873.294937 nChanged 473 SP:Iteration 3F (7552.146850 sec): 3 clusters Score: Raw -222542.806466 + Penalty 2955.117877 = -219587.688589 nChanged 330 SP:Iteration 4F (7552.256716 sec): 3 clusters Score: Raw -222936.536462 + Penalty 2955.117877 = -219981.418585 nChanged 212 SP:Iteration 5Q (7552.366079 sec): 3 clusters Score: Raw -223160.449161 + Penalty 2955.117877 = -220205.331284 nChanged 162 SP:Iteration 6Q (7552.469077 sec): 3 clusters Score: Raw -223353.275790 + Penalty 2955.117877 = -220398.157913 nChanged 154 SP:Iteration 7Q (7552.581323 sec): 3 clusters Score: Raw -223535.839342 + Penalty 2955.117877 = -220580.721465 nChanged 143 SP:Iteration 8Q (7552.695197 sec): 3 clusters Score: Raw -223708.053275 + Penalty 2955.117877 = -220752.935398 nChanged 126 SP:Iteration 9Q (7552.788626 sec): 3 clusters Score: Raw -223857.755567 + Penalty 2955.117877 = -220902.637690 nChanged 116 SP:Iteration 10Q (7552.901958 sec): 3 clusters Score: Raw -223992.382047 + Penalty 2955.117877 = -221037.264170 nChanged 101 SP:Iteration 11Q (7552.983307 sec): 3 clusters Score: Raw -224087.415444 + Penalty 2955.117877 = -221132.297567 nChanged 68 SP:Iteration 12Q (7553.107464 sec): 3 clusters Score: Raw -224138.677224 + Penalty 2955.117877 = -221183.559346 nChanged 54 SP:Iteration 13Q (7553.241481 sec): 3 clusters Score: Raw -224175.921120 + Penalty 2955.117877 = -221220.803243 nChanged 40 SP:Iteration 14Q (7553.349550 sec): 3 clusters Score: Raw -224200.367498 + Penalty 2955.117877 = -221245.249621 nChanged 36 SP:Iteration 15Q (7553.444161 sec): 3 clusters Score: Raw -224216.751888 + Penalty 2955.117877 = -221261.634011 nChanged 29 SP:Iteration 16Q (7553.558828 sec): 3 clusters Score: Raw -224225.888353 + Penalty 2955.117877 = -221270.770476 nChanged 16 SP:Iteration 17Q (7553.673702 sec): 3 clusters Score: Raw -224229.713111 + Penalty 2955.117877 = -221274.595234 nChanged 8 SP:Iteration 18Q (7553.776988 sec): 3 clusters Score: Raw -224230.962967 + Penalty 2955.117877 = -221275.845090 nChanged 3 SP:Iteration 19Q (7553.870348 sec): 3 clusters Score: Raw -224231.781824 + Penalty 2955.117877 = -221276.663947 nChanged 5 SP:Iteration 20F (7553.979515 sec): 3 clusters Score: Raw -224233.072709 + Penalty 2955.117877 = -221277.954832 nChanged 4 SP:Iteration 21Q (7554.080988 sec): 3 clusters Score: Raw -224234.744501 + Penalty 2955.117877 = -221279.626624 nChanged 6 SP:Iteration 22Q (7554.186195 sec): 3 clusters Score: Raw -224238.164999 + Penalty 2955.117877 = -221283.047122 nChanged 5 SP:Iteration 23Q (7554.298080 sec): 3 clusters Score: Raw -224240.805953 + Penalty 2955.117877 = -221285.688076 nChanged 3 SP:Iteration 24Q (7554.414378 sec): 3 clusters Score: Raw -224241.722101 + Penalty 2955.117877 = -221286.604224 nChanged 3 SP:Iteration 25Q (7554.530921 sec): 3 clusters Score: Raw -224242.313855 + Penalty 2955.117877 = -221287.195978 nChanged 1 SP:Iteration 26Q (7554.646281 sec): 3 clusters Score: Raw -224242.487056 + Penalty 2955.117877 = -221287.369179 nChanged 2 SP:Iteration 27Q (7554.756111 sec): 3 clusters Score: Raw -224243.109542 + Penalty 2955.117877 = -221287.991665 nChanged 2 SP:Iteration 28Q (7554.882780 sec): 3 clusters Score: Raw -224243.601898 + Penalty 2955.117877 = -221288.484021 nChanged 2 SP:Iteration 29Q (7555.008722 sec): 3 clusters Score: Raw -224243.988768 + Penalty 2955.117877 = -221288.870891 nChanged 0 SP:Iteration 30F (7555.136563 sec): 3 clusters Score: Raw -224243.988768 + Penalty 2955.117877 = -221288.870891 nChanged 0 Score: Raw -11920944.620749 + Penalty 62196.225063 = -11858748.395687 Splitting cluster 15 changes total score from -11840268.490649 to -11858748.395687 So it's getting split into cluster 29. Trying to split cluster 16 (10039 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7562.212318 sec): 2 clusters Score: Raw -632478.095877 + Penalty 1617.097854 = -630860.998023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7562.313458 sec): 3 clusters Score: Raw -626827.434564 + Penalty 3234.195708 = -623593.238855 nChanged 4386 SP:Iteration 1F (7562.398514 sec): 3 clusters Score: Raw -629813.120883 + Penalty 3234.195708 = -626578.925175 nChanged 1068 SP:Iteration 2F (7562.516578 sec): 3 clusters Score: Raw -631569.738395 + Penalty 3234.195708 = -628335.542687 nChanged 1209 SP:Iteration 3F (7562.590283 sec): 3 clusters Score: Raw -634008.915435 + Penalty 3234.195708 = -630774.719727 nChanged 1051 SP:Iteration 4F (7562.710464 sec): 3 clusters Score: Raw -635776.842163 + Penalty 3234.195708 = -632542.646455 nChanged 707 SP:Iteration 5F (7562.807850 sec): 3 clusters Score: Raw -636530.008975 + Penalty 3234.195708 = -633295.813267 nChanged 421 SP:Iteration 6Q (7562.908323 sec): 3 clusters Score: Raw -636801.750818 + Penalty 3234.195708 = -633567.555109 nChanged 218 SP:Iteration 7Q (7562.988463 sec): 3 clusters Score: Raw -636897.416565 + Penalty 3234.195708 = -633663.220857 nChanged 125 SP:Iteration 8Q (7563.105680 sec): 3 clusters Score: Raw -636954.550298 + Penalty 3234.195708 = -633720.354590 nChanged 93 SP:Iteration 9Q (7563.216876 sec): 3 clusters Score: Raw -636995.306752 + Penalty 3234.195708 = -633761.111044 nChanged 73 SP:Iteration 10Q (7563.296724 sec): 3 clusters Score: Raw -637020.179615 + Penalty 3234.195708 = -633785.983907 nChanged 63 SP:Iteration 11Q (7563.413493 sec): 3 clusters Score: Raw -637046.599394 + Penalty 3234.195708 = -633812.403686 nChanged 58 SP:Iteration 12Q (7563.518055 sec): 3 clusters Score: Raw -637068.991670 + Penalty 3234.195708 = -633834.795962 nChanged 47 SP:Iteration 13Q (7563.595802 sec): 3 clusters Score: Raw -637085.734886 + Penalty 3234.195708 = -633851.539178 nChanged 50 SP:Iteration 14Q (7563.683353 sec): 3 clusters Score: Raw -637100.978618 + Penalty 3234.195708 = -633866.782910 nChanged 34 SP:Iteration 15Q (7563.787149 sec): 3 clusters Score: Raw -637109.035608 + Penalty 3234.195708 = -633874.839900 nChanged 28 SP:Iteration 16Q (7563.882523 sec): 3 clusters Score: Raw -637113.483465 + Penalty 3234.195708 = -633879.287757 nChanged 20 SP:Iteration 17Q (7563.980286 sec): 3 clusters Score: Raw -637118.651597 + Penalty 3234.195708 = -633884.455889 nChanged 25 SP:Iteration 18Q (7564.076450 sec): 3 clusters Score: Raw -637124.247450 + Penalty 3234.195708 = -633890.051742 nChanged 22 SP:Iteration 19Q (7564.190866 sec): 3 clusters Score: Raw -637128.752974 + Penalty 3234.195708 = -633894.557266 nChanged 20 SP:Iteration 20F (7564.258839 sec): 3 clusters Score: Raw -637132.667303 + Penalty 3234.195708 = -633898.471595 nChanged 17 SP:Iteration 21Q (7564.361304 sec): 3 clusters Score: Raw -637135.318534 + Penalty 3234.195708 = -633901.122826 nChanged 12 SP:Iteration 22Q (7564.474216 sec): 3 clusters Score: Raw -637136.837506 + Penalty 3234.195708 = -633902.641798 nChanged 12 SP:Iteration 23Q (7564.571909 sec): 3 clusters Score: Raw -637138.300389 + Penalty 3234.195708 = -633904.104681 nChanged 10 SP:Iteration 24Q (7564.669277 sec): 3 clusters Score: Raw -637139.854505 + Penalty 3234.195708 = -633905.658796 nChanged 10 SP:Iteration 25Q (7564.771288 sec): 3 clusters Score: Raw -637140.992788 + Penalty 3234.195708 = -633906.797080 nChanged 6 SP:Iteration 26Q (7564.868756 sec): 3 clusters Score: Raw -637142.224460 + Penalty 3234.195708 = -633908.028751 nChanged 7 SP:Iteration 27Q (7564.966756 sec): 3 clusters Score: Raw -637143.322416 + Penalty 3234.195708 = -633909.126708 nChanged 1 SP:Iteration 28Q (7565.055646 sec): 3 clusters Score: Raw -637143.342810 + Penalty 3234.195708 = -633909.147101 nChanged 0 SP:Iteration 29F (7565.138539 sec): 3 clusters Score: Raw -637143.342810 + Penalty 3234.195708 = -633909.147101 nChanged 0 Score: Raw -11925609.867682 + Penalty 64340.922479 = -11861268.945203 Splitting cluster 16 changes total score from -11840268.490649 to -11861268.945203 So it's getting split into cluster 30. Iteration 99Q (7576.386922 sec): 31 clusters Score: Raw -11935304.631658 + Penalty 64340.922479 = -11870963.709180 nChanged 12212 Iteration 100F (7582.638685 sec): 31 clusters Score: Raw -11943249.996218 + Penalty 64340.922479 = -11878909.073739 nChanged 8600 Iteration 101Q (7586.574348 sec): 31 clusters Score: Raw -11946632.402202 + Penalty 64340.922479 = -11882291.479723 nChanged 4954 Iteration 102Q (7590.419228 sec): 31 clusters Score: Raw -11948536.772779 + Penalty 64340.922479 = -11884195.850301 nChanged 3714 Iteration 103Q (7594.335831 sec): 31 clusters Score: Raw -11949834.342303 + Penalty 64340.922479 = -11885493.419824 nChanged 2912 Iteration 104Q (7598.306337 sec): 31 clusters Score: Raw -11950732.920419 + Penalty 64340.922479 = -11886391.997940 nChanged 2421 Iteration 105Q (7602.080125 sec): 31 clusters Score: Raw -11951395.722230 + Penalty 64340.922479 = -11887054.799751 nChanged 2006 Iteration 106Q (7606.475153 sec): 31 clusters Score: Raw -11951909.544128 + Penalty 64340.922479 = -11887568.621649 nChanged 1750 Iteration 107Q (7610.833036 sec): 31 clusters Score: Raw -11952353.984450 + Penalty 64340.922479 = -11888013.061971 nChanged 1684 Iteration 108Q (7614.955669 sec): 31 clusters Score: Raw -11952742.011082 + Penalty 64340.922479 = -11888401.088604 nChanged 1493 Iteration 109Q (7618.822339 sec): 31 clusters Score: Raw -11953079.060930 + Penalty 64340.922479 = -11888738.138451 nChanged 1416 Iteration 110Q (7622.797298 sec): 31 clusters Score: Raw -11953396.346039 + Penalty 64340.922479 = -11889055.423560 nChanged 1253 Iteration 111Q (7626.959410 sec): 31 clusters Score: Raw -11953659.167530 + Penalty 64340.922479 = -11889318.245052 nChanged 1138 Iteration 112Q (7631.538943 sec): 31 clusters Score: Raw -11953899.816935 + Penalty 64340.922479 = -11889558.894457 nChanged 1095 Iteration 113Q (7635.637408 sec): 31 clusters Score: Raw -11954126.105630 + Penalty 64340.922479 = -11889785.183151 nChanged 1007 Iteration 114Q (7639.607990 sec): 31 clusters Score: Raw -11954321.579694 + Penalty 64340.922479 = -11889980.657216 nChanged 928 Iteration 115Q (7643.511866 sec): 31 clusters Score: Raw -11954480.326435 + Penalty 64340.922479 = -11890139.403957 nChanged 835 Iteration 116Q (7647.531266 sec): 31 clusters Score: Raw -11954629.391856 + Penalty 64340.922479 = -11890288.469377 nChanged 765 Iteration 117Q (7652.169451 sec): 31 clusters Score: Raw -11954758.287022 + Penalty 64340.922479 = -11890417.364543 nChanged 684 Iteration 118Q (7656.117683 sec): 31 clusters Score: Raw -11954874.093263 + Penalty 64340.922479 = -11890533.170785 nChanged 644 Iteration 119Q (7659.956479 sec): 31 clusters Score: Raw -11954980.545994 + Penalty 64340.922479 = -11890639.623515 nChanged 608 Iteration 120F (7665.706753 sec): 31 clusters Score: Raw -11955136.468719 + Penalty 64340.922479 = -11890795.546240 nChanged 589 Iteration 121Q (7669.957139 sec): 31 clusters Score: Raw -11955276.176283 + Penalty 64340.922479 = -11890935.253804 nChanged 576 Iteration 122Q (7674.415332 sec): 31 clusters Score: Raw -11955393.184687 + Penalty 64340.922479 = -11891052.262208 nChanged 597 Iteration 123Q (7678.485495 sec): 31 clusters Score: Raw -11955523.104048 + Penalty 64340.922479 = -11891182.181570 nChanged 595 Iteration 124Q (7682.565341 sec): 31 clusters Score: Raw -11955654.577859 + Penalty 64340.922479 = -11891313.655381 nChanged 599 Iteration 125Q (7686.556307 sec): 31 clusters Score: Raw -11955762.434844 + Penalty 64340.922479 = -11891421.512366 nChanged 585 Iteration 126Q (7690.736027 sec): 31 clusters Score: Raw -11955870.775014 + Penalty 64340.922479 = -11891529.852536 nChanged 582 Iteration 127Q (7695.381356 sec): 31 clusters Score: Raw -11955971.498335 + Penalty 64340.922479 = -11891630.575857 nChanged 510 Iteration 128Q (7699.502568 sec): 31 clusters Score: Raw -11956056.723322 + Penalty 64340.922479 = -11891715.800843 nChanged 489 Iteration 129Q (7703.646014 sec): 31 clusters Score: Raw -11956134.697834 + Penalty 64340.922479 = -11891793.775356 nChanged 444 Iteration 130Q (7707.650753 sec): 31 clusters Score: Raw -11956209.918420 + Penalty 64340.922479 = -11891868.995941 nChanged 442 Iteration 131Q (7711.818420 sec): 31 clusters Score: Raw -11956285.334377 + Penalty 64340.922479 = -11891944.411898 nChanged 434 Iteration 132Q (7716.519985 sec): 31 clusters Score: Raw -11956355.547908 + Penalty 64340.922479 = -11892014.625429 nChanged 442 Iteration 133Q (7720.524643 sec): 31 clusters Score: Raw -11956426.796169 + Penalty 64340.922479 = -11892085.873691 nChanged 443 Iteration 134Q (7724.301972 sec): 31 clusters Score: Raw -11956495.607854 + Penalty 64340.922479 = -11892154.685376 nChanged 442 Iteration 135Q (7728.289170 sec): 31 clusters Score: Raw -11956570.194253 + Penalty 64340.922479 = -11892229.271775 nChanged 452 Iteration 136Q (7732.283011 sec): 31 clusters Score: Raw -11956642.136418 + Penalty 64340.922479 = -11892301.213939 nChanged 434 Iteration 137Q (7736.917242 sec): 31 clusters Score: Raw -11956704.636718 + Penalty 64340.922479 = -11892363.714240 nChanged 423 Iteration 138Q (7740.961647 sec): 31 clusters Score: Raw -11956766.549193 + Penalty 64340.922479 = -11892425.626715 nChanged 400 Writing temp clu file Because OldScore, -11892363.714240, is greater than current (better) Score,-11892425.626715 Compute initial score before splitting: Score: Raw -11956766.549193 + Penalty 64340.922479 = -11892425.626715 Trying to split cluster 1 (8785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7741.215014 sec): 2 clusters Score: Raw -607035.714262 + Penalty 1593.680576 = -605442.033686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7741.307845 sec): 3 clusters Score: Raw -602221.527486 + Penalty 3187.361151 = -599034.166335 nChanged 3679 SP:Iteration 1F (7741.389223 sec): 3 clusters Score: Raw -604256.687531 + Penalty 3187.361151 = -601069.326380 nChanged 555 SP:Iteration 2F (7741.500208 sec): 3 clusters Score: Raw -604543.031563 + Penalty 3187.361151 = -601355.670412 nChanged 477 SP:Iteration 3F (7741.599252 sec): 3 clusters Score: Raw -604799.630647 + Penalty 3187.361151 = -601612.269496 nChanged 418 SP:Iteration 4Q (7741.700168 sec): 3 clusters Score: Raw -605026.523245 + Penalty 3187.361151 = -601839.162093 nChanged 385 SP:Iteration 5Q (7741.782570 sec): 3 clusters Score: Raw -605236.146026 + Penalty 3187.361151 = -602048.784875 nChanged 380 SP:Iteration 6Q (7741.879333 sec): 3 clusters Score: Raw -605423.675057 + Penalty 3187.361151 = -602236.313906 nChanged 348 SP:Iteration 7Q (7741.980092 sec): 3 clusters Score: Raw -605601.539498 + Penalty 3187.361151 = -602414.178347 nChanged 315 SP:Iteration 8Q (7742.077859 sec): 3 clusters Score: Raw -605775.966828 + Penalty 3187.361151 = -602588.605677 nChanged 299 SP:Iteration 9Q (7742.180974 sec): 3 clusters Score: Raw -605962.590075 + Penalty 3187.361151 = -602775.228924 nChanged 307 SP:Iteration 10Q (7742.288189 sec): 3 clusters Score: Raw -606163.824074 + Penalty 3187.361151 = -602976.462923 nChanged 297 SP:Iteration 11Q (7742.367161 sec): 3 clusters Score: Raw -606379.678465 + Penalty 3187.361151 = -603192.317313 nChanged 308 SP:Iteration 12Q (7742.462839 sec): 3 clusters Score: Raw -606636.200843 + Penalty 3187.361151 = -603448.839691 nChanged 337 SP:Iteration 13Q (7742.567133 sec): 3 clusters Score: Raw -607008.192354 + Penalty 3187.361151 = -603820.831203 nChanged 374 SP:Iteration 14Q (7742.661545 sec): 3 clusters Score: Raw -607540.547182 + Penalty 3187.361151 = -604353.186030 nChanged 383 SP:Iteration 15Q (7742.765492 sec): 3 clusters Score: Raw -608115.127629 + Penalty 3187.361151 = -604927.766478 nChanged 317 SP:Iteration 16Q (7742.845251 sec): 3 clusters Score: Raw -608537.817460 + Penalty 3187.361151 = -605350.456309 nChanged 250 SP:Iteration 17Q (7742.956730 sec): 3 clusters Score: Raw -608780.890152 + Penalty 3187.361151 = -605593.529001 nChanged 160 SP:Iteration 18Q (7743.054807 sec): 3 clusters Score: Raw -608881.953792 + Penalty 3187.361151 = -605694.592641 nChanged 97 SP:Iteration 19Q (7743.143715 sec): 3 clusters Score: Raw -608921.333282 + Penalty 3187.361151 = -605733.972131 nChanged 58 SP:Iteration 20F (7743.226230 sec): 3 clusters Score: Raw -608941.825497 + Penalty 3187.361151 = -605754.464345 nChanged 37 SP:Iteration 21Q (7743.334939 sec): 3 clusters Score: Raw -608951.051113 + Penalty 3187.361151 = -605763.689961 nChanged 25 SP:Iteration 22Q (7743.426098 sec): 3 clusters Score: Raw -608955.835994 + Penalty 3187.361151 = -605768.474843 nChanged 15 SP:Iteration 23Q (7743.516531 sec): 3 clusters Score: Raw -608957.904590 + Penalty 3187.361151 = -605770.543439 nChanged 6 SP:Iteration 24Q (7743.606450 sec): 3 clusters Score: Raw -608958.471620 + Penalty 3187.361151 = -605771.110469 nChanged 2 SP:Iteration 25Q (7743.709805 sec): 3 clusters Score: Raw -608958.684874 + Penalty 3187.361151 = -605771.323723 nChanged 2 SP:Iteration 26Q (7743.808739 sec): 3 clusters Score: Raw -608958.814781 + Penalty 3187.361151 = -605771.453630 nChanged 1 SP:Iteration 27Q (7743.900870 sec): 3 clusters Score: Raw -608958.858109 + Penalty 3187.361151 = -605771.496958 nChanged 0 SP:Iteration 28F (7743.996447 sec): 3 clusters Score: Raw -608958.858109 + Penalty 3187.361151 = -605771.496958 nChanged 0 Score: Raw -11958731.572620 + Penalty 66485.619895 = -11892245.952725 Splitting cluster 1 changes total score from -11892425.626715 to -11892245.952725 So it's not getting split. Trying to split cluster 2 (1755 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7750.063816 sec): 2 clusters Score: Raw -91219.953092 + Penalty 1311.024336 = -89908.928756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7750.149743 sec): 3 clusters Score: Raw -90537.657416 + Penalty 2622.048672 = -87915.608744 nChanged 600 SP:Iteration 1F (7750.255712 sec): 3 clusters Score: Raw -91016.444660 + Penalty 2622.048672 = -88394.395988 nChanged 162 SP:Iteration 2F (7750.325272 sec): 3 clusters Score: Raw -91180.449809 + Penalty 2622.048672 = -88558.401138 nChanged 108 SP:Iteration 3F (7750.406597 sec): 3 clusters Score: Raw -91283.764404 + Penalty 2622.048672 = -88661.715732 nChanged 84 SP:Iteration 4Q (7750.484959 sec): 3 clusters Score: Raw -91357.918641 + Penalty 2622.048672 = -88735.869969 nChanged 68 SP:Iteration 5Q (7750.567957 sec): 3 clusters Score: Raw -91443.663363 + Penalty 2622.048672 = -88821.614692 nChanged 77 SP:Iteration 6Q (7750.646127 sec): 3 clusters Score: Raw -91519.919872 + Penalty 2622.048672 = -88897.871200 nChanged 57 SP:Iteration 7Q (7750.743390 sec): 3 clusters Score: Raw -91582.363709 + Penalty 2622.048672 = -88960.315037 nChanged 55 SP:Iteration 8Q (7750.814212 sec): 3 clusters Score: Raw -91663.657971 + Penalty 2622.048672 = -89041.609300 nChanged 46 SP:Iteration 9Q (7750.914139 sec): 3 clusters Score: Raw -91730.046849 + Penalty 2622.048672 = -89107.998178 nChanged 53 SP:Iteration 10Q (7751.003058 sec): 3 clusters Score: Raw -91794.910284 + Penalty 2622.048672 = -89172.861613 nChanged 41 SP:Iteration 11Q (7751.117461 sec): 3 clusters Score: Raw -91844.572884 + Penalty 2622.048672 = -89222.524212 nChanged 34 SP:Iteration 12Q (7751.218484 sec): 3 clusters Score: Raw -91885.034407 + Penalty 2622.048672 = -89262.985735 nChanged 26 SP:Iteration 13Q (7751.306896 sec): 3 clusters Score: Raw -91922.832902 + Penalty 2622.048672 = -89300.784230 nChanged 20 SP:Iteration 14Q (7751.394952 sec): 3 clusters Score: Raw -91946.566319 + Penalty 2622.048672 = -89324.517647 nChanged 17 SP:Iteration 15Q (7751.484109 sec): 3 clusters Score: Raw -91960.641978 + Penalty 2622.048672 = -89338.593306 nChanged 12 SP:Iteration 16Q (7751.573111 sec): 3 clusters Score: Raw -91967.377604 + Penalty 2622.048672 = -89345.328932 nChanged 6 SP:Iteration 17Q (7751.662389 sec): 3 clusters Score: Raw -91974.066964 + Penalty 2622.048672 = -89352.018292 nChanged 9 SP:Iteration 18Q (7751.750683 sec): 3 clusters Score: Raw -91983.383582 + Penalty 2622.048672 = -89361.334911 nChanged 11 SP:Iteration 19Q (7751.839584 sec): 3 clusters Score: Raw -91991.988085 + Penalty 2622.048672 = -89369.939413 nChanged 15 SP:Iteration 20F (7751.928786 sec): 3 clusters Score: Raw -92003.017866 + Penalty 2622.048672 = -89380.969194 nChanged 14 SP:Iteration 21Q (7752.038548 sec): 3 clusters Score: Raw -92014.873371 + Penalty 2622.048672 = -89392.824700 nChanged 11 SP:Iteration 22Q (7752.110241 sec): 3 clusters Score: Raw -92023.213765 + Penalty 2622.048672 = -89401.165093 nChanged 10 SP:Iteration 23Q (7752.224667 sec): 3 clusters Score: Raw -92031.912532 + Penalty 2622.048672 = -89409.863860 nChanged 7 SP:Iteration 24Q (7752.314085 sec): 3 clusters Score: Raw -92039.388149 + Penalty 2622.048672 = -89417.339478 nChanged 9 SP:Iteration 25Q (7752.405187 sec): 3 clusters Score: Raw -92048.095303 + Penalty 2622.048672 = -89426.046632 nChanged 11 SP:Iteration 26Q (7752.510936 sec): 3 clusters Score: Raw -92058.560949 + Penalty 2622.048672 = -89436.512277 nChanged 7 SP:Iteration 27Q (7752.613425 sec): 3 clusters Score: Raw -92064.491662 + Penalty 2622.048672 = -89442.442991 nChanged 15 SP:Iteration 28Q (7752.716154 sec): 3 clusters Score: Raw -92075.305990 + Penalty 2622.048672 = -89453.257318 nChanged 8 SP:Iteration 29Q (7752.799562 sec): 3 clusters Score: Raw -92081.928857 + Penalty 2622.048672 = -89459.880185 nChanged 8 SP:Iteration 30Q (7752.882880 sec): 3 clusters Score: Raw -92087.820798 + Penalty 2622.048672 = -89465.772127 nChanged 7 SP:Iteration 31Q (7752.965708 sec): 3 clusters Score: Raw -92091.259305 + Penalty 2622.048672 = -89469.210634 nChanged 4 SP:Iteration 32Q (7753.048837 sec): 3 clusters Score: Raw -92093.309756 + Penalty 2622.048672 = -89471.261085 nChanged 3 SP:Iteration 33Q (7753.132549 sec): 3 clusters Score: Raw -92094.460724 + Penalty 2622.048672 = -89472.412052 nChanged 2 SP:Iteration 34Q (7753.212755 sec): 3 clusters Score: Raw -92095.198413 + Penalty 2622.048672 = -89473.149742 nChanged 2 SP:Iteration 35Q (7753.297716 sec): 3 clusters Score: Raw -92096.284322 + Penalty 2622.048672 = -89474.235650 nChanged 1 SP:Iteration 36Q (7753.373138 sec): 3 clusters Score: Raw -92096.765614 + Penalty 2622.048672 = -89474.716942 nChanged 1 SP:Iteration 37Q (7753.473219 sec): 3 clusters Score: Raw -92097.401683 + Penalty 2622.048672 = -89475.353011 nChanged 3 SP:Iteration 38Q (7753.562216 sec): 3 clusters Score: Raw -92098.848765 + Penalty 2622.048672 = -89476.800093 nChanged 5 SP:Iteration 39Q (7753.646683 sec): 3 clusters Score: Raw -92100.968251 + Penalty 2622.048672 = -89478.919580 nChanged 3 SP:Iteration 40F (7753.730263 sec): 3 clusters Score: Raw -92102.287357 + Penalty 2622.048672 = -89480.238685 nChanged 2 SP:Iteration 41Q (7753.818871 sec): 3 clusters Score: Raw -92103.867624 + Penalty 2622.048672 = -89481.818953 nChanged 3 SP:Iteration 42Q (7753.903429 sec): 3 clusters Score: Raw -92105.074156 + Penalty 2622.048672 = -89483.025484 nChanged 1 SP:Iteration 43Q (7753.992887 sec): 3 clusters Score: Raw -92105.575300 + Penalty 2622.048672 = -89483.526629 nChanged 0 SP:Iteration 44F (7754.078903 sec): 3 clusters Score: Raw -92105.575300 + Penalty 2622.048672 = -89483.526629 nChanged 0 Trying to split cluster 3 (2641 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7754.150527 sec): 2 clusters Score: Raw -134536.017401 + Penalty 1382.749216 = -133153.268185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7754.246853 sec): 3 clusters Score: Raw -133432.870074 + Penalty 2765.498432 = -130667.371641 nChanged 996 SP:Iteration 1F (7754.355376 sec): 3 clusters Score: Raw -134295.557929 + Penalty 2765.498432 = -131530.059497 nChanged 256 SP:Iteration 2F (7754.460346 sec): 3 clusters Score: Raw -134595.333354 + Penalty 2765.498432 = -131829.834922 nChanged 188 SP:Iteration 3F (7754.554562 sec): 3 clusters Score: Raw -134814.863930 + Penalty 2765.498432 = -132049.365498 nChanged 136 SP:Iteration 4F (7754.643666 sec): 3 clusters Score: Raw -134952.127995 + Penalty 2765.498432 = -132186.629563 nChanged 106 SP:Iteration 5Q (7754.737835 sec): 3 clusters Score: Raw -135047.470304 + Penalty 2765.498432 = -132281.971872 nChanged 77 SP:Iteration 6Q (7754.844082 sec): 3 clusters Score: Raw -135127.197382 + Penalty 2765.498432 = -132361.698950 nChanged 81 SP:Iteration 7Q (7754.924936 sec): 3 clusters Score: Raw -135202.168637 + Penalty 2765.498432 = -132436.670205 nChanged 66 SP:Iteration 8Q (7755.015733 sec): 3 clusters Score: Raw -135262.146679 + Penalty 2765.498432 = -132496.648247 nChanged 44 SP:Iteration 9Q (7755.106740 sec): 3 clusters Score: Raw -135302.608140 + Penalty 2765.498432 = -132537.109708 nChanged 43 SP:Iteration 10Q (7755.196875 sec): 3 clusters Score: Raw -135336.377672 + Penalty 2765.498432 = -132570.879240 nChanged 33 SP:Iteration 11Q (7755.287832 sec): 3 clusters Score: Raw -135367.703895 + Penalty 2765.498432 = -132602.205463 nChanged 38 SP:Iteration 12Q (7755.386129 sec): 3 clusters Score: Raw -135396.389013 + Penalty 2765.498432 = -132630.890581 nChanged 30 SP:Iteration 13Q (7755.485474 sec): 3 clusters Score: Raw -135426.164440 + Penalty 2765.498432 = -132660.666008 nChanged 21 SP:Iteration 14Q (7755.572262 sec): 3 clusters Score: Raw -135443.091092 + Penalty 2765.498432 = -132677.592660 nChanged 21 SP:Iteration 15Q (7755.658973 sec): 3 clusters Score: Raw -135459.683778 + Penalty 2765.498432 = -132694.185346 nChanged 22 SP:Iteration 16Q (7755.742988 sec): 3 clusters Score: Raw -135479.026906 + Penalty 2765.498432 = -132713.528474 nChanged 27 SP:Iteration 17Q (7755.827982 sec): 3 clusters Score: Raw -135507.756449 + Penalty 2765.498432 = -132742.258017 nChanged 29 SP:Iteration 18Q (7755.913143 sec): 3 clusters Score: Raw -135527.351870 + Penalty 2765.498432 = -132761.853438 nChanged 21 SP:Iteration 19Q (7755.998180 sec): 3 clusters Score: Raw -135537.272975 + Penalty 2765.498432 = -132771.774543 nChanged 12 SP:Iteration 20F (7756.083408 sec): 3 clusters Score: Raw -135543.855026 + Penalty 2765.498432 = -132778.356593 nChanged 7 SP:Iteration 21Q (7756.177126 sec): 3 clusters Score: Raw -135548.148453 + Penalty 2765.498432 = -132782.650021 nChanged 13 SP:Iteration 22Q (7756.278691 sec): 3 clusters Score: Raw -135555.781621 + Penalty 2765.498432 = -132790.283189 nChanged 9 SP:Iteration 23Q (7756.395933 sec): 3 clusters Score: Raw -135559.130415 + Penalty 2765.498432 = -132793.631983 nChanged 5 SP:Iteration 24Q (7756.509160 sec): 3 clusters Score: Raw -135560.459397 + Penalty 2765.498432 = -132794.960965 nChanged 6 SP:Iteration 25Q (7756.598166 sec): 3 clusters Score: Raw -135562.904922 + Penalty 2765.498432 = -132797.406490 nChanged 2 SP:Iteration 26Q (7756.676982 sec): 3 clusters Score: Raw -135563.863007 + Penalty 2765.498432 = -132798.364575 nChanged 1 SP:Iteration 27Q (7756.766659 sec): 3 clusters Score: Raw -135564.702864 + Penalty 2765.498432 = -132799.204432 nChanged 0 SP:Iteration 28F (7756.839211 sec): 3 clusters Score: Raw -135564.702864 + Penalty 2765.498432 = -132799.204432 nChanged 0 Trying to split cluster 4 (8542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7756.918543 sec): 2 clusters Score: Raw -568510.725999 + Penalty 1588.757704 = -566921.968295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7757.037856 sec): 3 clusters Score: Raw -563842.973877 + Penalty 3177.515408 = -560665.458469 nChanged 3605 SP:Iteration 1F (7757.139952 sec): 3 clusters Score: Raw -565844.500141 + Penalty 3177.515408 = -562666.984732 nChanged 604 SP:Iteration 2F (7757.218815 sec): 3 clusters Score: Raw -566163.882486 + Penalty 3177.515408 = -562986.367077 nChanged 516 SP:Iteration 3F (7757.324134 sec): 3 clusters Score: Raw -566476.880423 + Penalty 3177.515408 = -563299.365014 nChanged 462 SP:Iteration 4F (7757.401489 sec): 3 clusters Score: Raw -566778.657069 + Penalty 3177.515408 = -563601.141661 nChanged 464 SP:Iteration 5F (7757.504693 sec): 3 clusters Score: Raw -567139.544590 + Penalty 3177.515408 = -563962.029181 nChanged 483 SP:Iteration 6F (7757.604201 sec): 3 clusters Score: Raw -567512.814043 + Penalty 3177.515408 = -564335.298634 nChanged 439 SP:Iteration 7F (7757.702532 sec): 3 clusters Score: Raw -567850.362029 + Penalty 3177.515408 = -564672.846621 nChanged 438 SP:Iteration 8F (7757.788409 sec): 3 clusters Score: Raw -568238.503809 + Penalty 3177.515408 = -565060.988400 nChanged 422 SP:Iteration 9Q (7757.865876 sec): 3 clusters Score: Raw -568654.385561 + Penalty 3177.515408 = -565476.870152 nChanged 394 SP:Iteration 10Q (7757.955947 sec): 3 clusters Score: Raw -569071.894126 + Penalty 3177.515408 = -565894.378717 nChanged 368 SP:Iteration 11Q (7758.041175 sec): 3 clusters Score: Raw -569541.589744 + Penalty 3177.515408 = -566364.074335 nChanged 355 SP:Iteration 12Q (7758.142226 sec): 3 clusters Score: Raw -569987.658853 + Penalty 3177.515408 = -566810.143445 nChanged 283 SP:Iteration 13Q (7758.261045 sec): 3 clusters Score: Raw -570272.671444 + Penalty 3177.515408 = -567095.156035 nChanged 181 SP:Iteration 14Q (7758.362157 sec): 3 clusters Score: Raw -570383.545948 + Penalty 3177.515408 = -567206.030540 nChanged 96 SP:Iteration 15Q (7758.462030 sec): 3 clusters Score: Raw -570418.581475 + Penalty 3177.515408 = -567241.066067 nChanged 35 SP:Iteration 16Q (7758.561434 sec): 3 clusters Score: Raw -570426.113769 + Penalty 3177.515408 = -567248.598361 nChanged 17 SP:Iteration 17Q (7758.658730 sec): 3 clusters Score: Raw -570429.478943 + Penalty 3177.515408 = -567251.963534 nChanged 9 SP:Iteration 18Q (7758.768225 sec): 3 clusters Score: Raw -570430.437272 + Penalty 3177.515408 = -567252.921864 nChanged 4 SP:Iteration 19Q (7758.865214 sec): 3 clusters Score: Raw -570431.163838 + Penalty 3177.515408 = -567253.648430 nChanged 4 SP:Iteration 20F (7758.960916 sec): 3 clusters Score: Raw -570431.833544 + Penalty 3177.515408 = -567254.318136 nChanged 3 SP:Iteration 21Q (7759.057087 sec): 3 clusters Score: Raw -570432.260960 + Penalty 3177.515408 = -567254.745552 nChanged 1 SP:Iteration 22Q (7759.143713 sec): 3 clusters Score: Raw -570432.410290 + Penalty 3177.515408 = -567254.894882 nChanged 2 SP:Iteration 23Q (7759.264201 sec): 3 clusters Score: Raw -570432.688853 + Penalty 3177.515408 = -567255.173444 nChanged 0 SP:Iteration 24F (7759.343201 sec): 3 clusters Score: Raw -570432.688853 + Penalty 3177.515408 = -567255.173444 nChanged 0 Score: Raw -11958730.391626 + Penalty 66485.619895 = -11892244.771731 Splitting cluster 4 changes total score from -11892425.626715 to -11892244.771731 So it's not getting split. Trying to split cluster 5 (11428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7765.334156 sec): 2 clusters Score: Raw -681254.336122 + Penalty 1639.840719 = -679614.495403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7765.447083 sec): 3 clusters Score: Raw -674832.979447 + Penalty 3279.681439 = -671553.298008 nChanged 4922 SP:Iteration 1F (7765.543267 sec): 3 clusters Score: Raw -677727.735194 + Penalty 3279.681439 = -674448.053755 nChanged 837 SP:Iteration 2F (7765.643015 sec): 3 clusters Score: Raw -678253.562882 + Penalty 3279.681439 = -674973.881443 nChanged 777 SP:Iteration 3F (7765.734244 sec): 3 clusters Score: Raw -678772.146117 + Penalty 3279.681439 = -675492.464679 nChanged 747 SP:Iteration 4F (7765.844357 sec): 3 clusters Score: Raw -679305.538888 + Penalty 3279.681439 = -676025.857449 nChanged 704 SP:Iteration 5F (7765.931264 sec): 3 clusters Score: Raw -679810.535127 + Penalty 3279.681439 = -676530.853688 nChanged 589 SP:Iteration 6F (7766.038281 sec): 3 clusters Score: Raw -680208.906434 + Penalty 3279.681439 = -676929.224995 nChanged 470 SP:Iteration 7Q (7766.172448 sec): 3 clusters Score: Raw -680572.518784 + Penalty 3279.681439 = -677292.837345 nChanged 424 SP:Iteration 8Q (7766.275669 sec): 3 clusters Score: Raw -680895.424359 + Penalty 3279.681439 = -677615.742920 nChanged 351 SP:Iteration 9Q (7766.370224 sec): 3 clusters Score: Raw -681132.090291 + Penalty 3279.681439 = -677852.408852 nChanged 280 SP:Iteration 10Q (7766.474589 sec): 3 clusters Score: Raw -681308.334676 + Penalty 3279.681439 = -678028.653237 nChanged 242 SP:Iteration 11Q (7766.567352 sec): 3 clusters Score: Raw -681438.951890 + Penalty 3279.681439 = -678159.270451 nChanged 190 SP:Iteration 12Q (7766.660050 sec): 3 clusters Score: Raw -681541.704791 + Penalty 3279.681439 = -678262.023352 nChanged 158 SP:Iteration 13Q (7766.776289 sec): 3 clusters Score: Raw -681614.970886 + Penalty 3279.681439 = -678335.289447 nChanged 128 SP:Iteration 14Q (7766.873831 sec): 3 clusters Score: Raw -681670.205340 + Penalty 3279.681439 = -678390.523902 nChanged 110 SP:Iteration 15Q (7766.972012 sec): 3 clusters Score: Raw -681714.174727 + Penalty 3279.681439 = -678434.493288 nChanged 84 SP:Iteration 16Q (7767.060901 sec): 3 clusters Score: Raw -681740.478004 + Penalty 3279.681439 = -678460.796565 nChanged 72 SP:Iteration 17Q (7767.177702 sec): 3 clusters Score: Raw -681760.655138 + Penalty 3279.681439 = -678480.973700 nChanged 62 SP:Iteration 18Q (7767.278698 sec): 3 clusters Score: Raw -681779.649618 + Penalty 3279.681439 = -678499.968179 nChanged 53 SP:Iteration 19Q (7767.380330 sec): 3 clusters Score: Raw -681794.954670 + Penalty 3279.681439 = -678515.273231 nChanged 36 SP:Iteration 20F (7767.485517 sec): 3 clusters Score: Raw -681804.769131 + Penalty 3279.681439 = -678525.087692 nChanged 32 SP:Iteration 21Q (7767.590189 sec): 3 clusters Score: Raw -681813.215286 + Penalty 3279.681439 = -678533.533847 nChanged 26 SP:Iteration 22Q (7767.694076 sec): 3 clusters Score: Raw -681817.992317 + Penalty 3279.681439 = -678538.310878 nChanged 20 SP:Iteration 23Q (7767.798206 sec): 3 clusters Score: Raw -681822.546214 + Penalty 3279.681439 = -678542.864775 nChanged 18 SP:Iteration 24Q (7767.901258 sec): 3 clusters Score: Raw -681826.377742 + Penalty 3279.681439 = -678546.696303 nChanged 15 SP:Iteration 25Q (7767.997704 sec): 3 clusters Score: Raw -681830.745581 + Penalty 3279.681439 = -678551.064142 nChanged 11 SP:Iteration 26Q (7768.109673 sec): 3 clusters Score: Raw -681833.017868 + Penalty 3279.681439 = -678553.336429 nChanged 14 SP:Iteration 27Q (7768.199803 sec): 3 clusters Score: Raw -681835.672798 + Penalty 3279.681439 = -678555.991359 nChanged 9 SP:Iteration 28Q (7768.299109 sec): 3 clusters Score: Raw -681837.763970 + Penalty 3279.681439 = -678558.082531 nChanged 9 SP:Iteration 29Q (7768.399884 sec): 3 clusters Score: Raw -681839.376845 + Penalty 3279.681439 = -678559.695406 nChanged 7 SP:Iteration 30Q (7768.509511 sec): 3 clusters Score: Raw -681840.976151 + Penalty 3279.681439 = -678561.294713 nChanged 6 SP:Iteration 31Q (7768.596866 sec): 3 clusters Score: Raw -681842.383461 + Penalty 3279.681439 = -678562.702022 nChanged 7 SP:Iteration 32Q (7768.719947 sec): 3 clusters Score: Raw -681843.739653 + Penalty 3279.681439 = -678564.058214 nChanged 9 SP:Iteration 33Q (7768.805679 sec): 3 clusters Score: Raw -681845.622263 + Penalty 3279.681439 = -678565.940824 nChanged 3 SP:Iteration 34Q (7768.927362 sec): 3 clusters Score: Raw -681846.104460 + Penalty 3279.681439 = -678566.423021 nChanged 2 SP:Iteration 35Q (7769.017944 sec): 3 clusters Score: Raw -681846.266735 + Penalty 3279.681439 = -678566.585296 nChanged 1 SP:Iteration 36Q (7769.125297 sec): 3 clusters Score: Raw -681846.335533 + Penalty 3279.681439 = -678566.654094 nChanged 0 SP:Iteration 37F (7769.249245 sec): 3 clusters Score: Raw -681846.335533 + Penalty 3279.681439 = -678566.654094 nChanged 0 Trying to split cluster 6 (6858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7769.311783 sec): 2 clusters Score: Raw -339021.448946 + Penalty 1550.221534 = -337471.227412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7769.409007 sec): 3 clusters Score: Raw -335312.104616 + Penalty 3100.443068 = -332211.661548 nChanged 2823 SP:Iteration 1F (7769.500822 sec): 3 clusters Score: Raw -337071.017465 + Penalty 3100.443068 = -333970.574398 nChanged 618 SP:Iteration 2F (7769.591492 sec): 3 clusters Score: Raw -337566.906856 + Penalty 3100.443068 = -334466.463788 nChanged 542 SP:Iteration 3F (7769.691511 sec): 3 clusters Score: Raw -337985.312526 + Penalty 3100.443068 = -334884.869458 nChanged 489 SP:Iteration 4F (7769.771988 sec): 3 clusters Score: Raw -338344.691536 + Penalty 3100.443068 = -335244.248468 nChanged 383 SP:Iteration 5F (7769.875979 sec): 3 clusters Score: Raw -338644.990869 + Penalty 3100.443068 = -335544.547801 nChanged 341 SP:Iteration 6Q (7769.951362 sec): 3 clusters Score: Raw -338901.755951 + Penalty 3100.443068 = -335801.312883 nChanged 294 SP:Iteration 7Q (7770.064407 sec): 3 clusters Score: Raw -339114.799602 + Penalty 3100.443068 = -336014.356534 nChanged 269 SP:Iteration 8Q (7770.155737 sec): 3 clusters Score: Raw -339320.591089 + Penalty 3100.443068 = -336220.148021 nChanged 235 SP:Iteration 9Q (7770.269087 sec): 3 clusters Score: Raw -339496.570814 + Penalty 3100.443068 = -336396.127747 nChanged 210 SP:Iteration 10Q (7770.370744 sec): 3 clusters Score: Raw -339642.842992 + Penalty 3100.443068 = -336542.399924 nChanged 210 SP:Iteration 11Q (7770.468571 sec): 3 clusters Score: Raw -339788.127958 + Penalty 3100.443068 = -336687.684891 nChanged 153 SP:Iteration 12Q (7770.540381 sec): 3 clusters Score: Raw -339881.253278 + Penalty 3100.443068 = -336780.810210 nChanged 117 SP:Iteration 13Q (7770.621864 sec): 3 clusters Score: Raw -339941.794129 + Penalty 3100.443068 = -336841.351061 nChanged 95 SP:Iteration 14Q (7770.733253 sec): 3 clusters Score: Raw -339987.871692 + Penalty 3100.443068 = -336887.428624 nChanged 85 SP:Iteration 15Q (7770.823838 sec): 3 clusters Score: Raw -340028.481566 + Penalty 3100.443068 = -336928.038499 nChanged 67 SP:Iteration 16Q (7770.939191 sec): 3 clusters Score: Raw -340053.886648 + Penalty 3100.443068 = -336953.443580 nChanged 36 SP:Iteration 17Q (7771.037833 sec): 3 clusters Score: Raw -340066.464939 + Penalty 3100.443068 = -336966.021872 nChanged 39 SP:Iteration 18Q (7771.139924 sec): 3 clusters Score: Raw -340076.188356 + Penalty 3100.443068 = -336975.745288 nChanged 19 SP:Iteration 19Q (7771.247005 sec): 3 clusters Score: Raw -340082.224536 + Penalty 3100.443068 = -336981.781468 nChanged 18 SP:Iteration 20F (7771.352873 sec): 3 clusters Score: Raw -340086.393301 + Penalty 3100.443068 = -336985.950233 nChanged 11 SP:Iteration 21Q (7771.461876 sec): 3 clusters Score: Raw -340089.174092 + Penalty 3100.443068 = -336988.731024 nChanged 10 SP:Iteration 22Q (7771.584809 sec): 3 clusters Score: Raw -340090.985353 + Penalty 3100.443068 = -336990.542286 nChanged 7 SP:Iteration 23Q (7771.654634 sec): 3 clusters Score: Raw -340092.319382 + Penalty 3100.443068 = -336991.876314 nChanged 7 SP:Iteration 24Q (7771.793191 sec): 3 clusters Score: Raw -340093.941374 + Penalty 3100.443068 = -336993.498306 nChanged 5 SP:Iteration 25Q (7771.920675 sec): 3 clusters Score: Raw -340094.663082 + Penalty 3100.443068 = -336994.220015 nChanged 2 SP:Iteration 26Q (7772.038654 sec): 3 clusters Score: Raw -340094.912726 + Penalty 3100.443068 = -336994.469658 nChanged 3 SP:Iteration 27Q (7772.160239 sec): 3 clusters Score: Raw -340095.358197 + Penalty 3100.443068 = -336994.915129 nChanged 0 SP:Iteration 28F (7772.275472 sec): 3 clusters Score: Raw -340095.358197 + Penalty 3100.443068 = -336994.915129 nChanged 0 Trying to split cluster 7 (1708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7772.330423 sec): 2 clusters Score: Raw -59519.979299 + Penalty 1306.260255 = -58213.719044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7772.420090 sec): 3 clusters Score: Raw -58961.523320 + Penalty 2612.520509 = -56349.002810 nChanged 579 SP:Iteration 1F (7772.527151 sec): 3 clusters Score: Raw -59696.907893 + Penalty 2612.520509 = -57084.387384 nChanged 207 SP:Iteration 2F (7772.616173 sec): 3 clusters Score: Raw -60041.632529 + Penalty 2612.520509 = -57429.112019 nChanged 139 SP:Iteration 3F (7772.704765 sec): 3 clusters Score: Raw -60291.913939 + Penalty 2612.520509 = -57679.393429 nChanged 99 SP:Iteration 4F (7772.793457 sec): 3 clusters Score: Raw -60480.504567 + Penalty 2612.520509 = -57867.984057 nChanged 82 SP:Iteration 5Q (7772.882389 sec): 3 clusters Score: Raw -60679.037093 + Penalty 2612.520509 = -58066.516584 nChanged 67 SP:Iteration 6Q (7772.992418 sec): 3 clusters Score: Raw -60795.598757 + Penalty 2612.520509 = -58183.078247 nChanged 51 SP:Iteration 7Q (7773.060922 sec): 3 clusters Score: Raw -60852.771346 + Penalty 2612.520509 = -58240.250837 nChanged 18 SP:Iteration 8Q (7773.167230 sec): 3 clusters Score: Raw -60877.913240 + Penalty 2612.520509 = -58265.392731 nChanged 16 SP:Iteration 9Q (7773.249575 sec): 3 clusters Score: Raw -60896.587851 + Penalty 2612.520509 = -58284.067341 nChanged 7 SP:Iteration 10Q (7773.329515 sec): 3 clusters Score: Raw -60905.301468 + Penalty 2612.520509 = -58292.780958 nChanged 5 SP:Iteration 11Q (7773.421188 sec): 3 clusters Score: Raw -60912.085330 + Penalty 2612.520509 = -58299.564821 nChanged 3 SP:Iteration 12Q (7773.510108 sec): 3 clusters Score: Raw -60914.615526 + Penalty 2612.520509 = -58302.095017 nChanged 0 SP:Iteration 13F (7773.616042 sec): 3 clusters Score: Raw -60915.524537 + Penalty 2612.520509 = -58303.004028 nChanged 1 SP:Iteration 14Q (7773.714307 sec): 3 clusters Score: Raw -60917.662722 + Penalty 2612.520509 = -58305.142213 nChanged 2 SP:Iteration 15Q (7773.817162 sec): 3 clusters Score: Raw -60919.367877 + Penalty 2612.520509 = -58306.847368 nChanged 0 SP:Iteration 16F (7773.929218 sec): 3 clusters Score: Raw -60919.367877 + Penalty 2612.520509 = -58306.847368 nChanged 0 Score: Raw -11958207.817351 + Penalty 66485.619895 = -11891722.197456 Splitting cluster 7 changes total score from -11892425.626715 to -11891722.197456 So it's not getting split. Trying to split cluster 8 (11569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7780.284349 sec): 2 clusters Score: Raw -752861.437819 + Penalty 1641.992810 = -751219.445009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7780.380717 sec): 3 clusters Score: Raw -746371.655817 + Penalty 3283.985619 = -743087.670198 nChanged 5042 SP:Iteration 1F (7780.499173 sec): 3 clusters Score: Raw -749760.153809 + Penalty 3283.985619 = -746476.168190 nChanged 999 SP:Iteration 2F (7780.590379 sec): 3 clusters Score: Raw -750670.631325 + Penalty 3283.985619 = -747386.645705 nChanged 995 SP:Iteration 3F (7780.697445 sec): 3 clusters Score: Raw -751681.457935 + Penalty 3283.985619 = -748397.472316 nChanged 830 SP:Iteration 4F (7780.783143 sec): 3 clusters Score: Raw -752476.554744 + Penalty 3283.985619 = -749192.569124 nChanged 685 SP:Iteration 5F (7780.884571 sec): 3 clusters Score: Raw -753045.577573 + Penalty 3283.985619 = -749761.591953 nChanged 536 SP:Iteration 6Q (7780.990943 sec): 3 clusters Score: Raw -753377.527826 + Penalty 3283.985619 = -750093.542206 nChanged 436 SP:Iteration 7Q (7781.093489 sec): 3 clusters Score: Raw -753617.567390 + Penalty 3283.985619 = -750333.581770 nChanged 415 SP:Iteration 8Q (7781.200825 sec): 3 clusters Score: Raw -753868.943287 + Penalty 3283.985619 = -750584.957668 nChanged 382 SP:Iteration 9Q (7781.309863 sec): 3 clusters Score: Raw -754113.724033 + Penalty 3283.985619 = -750829.738414 nChanged 367 SP:Iteration 10Q (7781.418747 sec): 3 clusters Score: Raw -754359.945413 + Penalty 3283.985619 = -751075.959793 nChanged 351 SP:Iteration 11Q (7781.527532 sec): 3 clusters Score: Raw -754604.568478 + Penalty 3283.985619 = -751320.582859 nChanged 333 SP:Iteration 12Q (7781.635703 sec): 3 clusters Score: Raw -754836.885938 + Penalty 3283.985619 = -751552.900319 nChanged 267 SP:Iteration 13Q (7781.742321 sec): 3 clusters Score: Raw -755010.630916 + Penalty 3283.985619 = -751726.645296 nChanged 230 SP:Iteration 14Q (7781.826935 sec): 3 clusters Score: Raw -755143.593792 + Penalty 3283.985619 = -751859.608172 nChanged 184 SP:Iteration 15Q (7781.940525 sec): 3 clusters Score: Raw -755236.111467 + Penalty 3283.985619 = -751952.125847 nChanged 143 SP:Iteration 16Q (7782.047249 sec): 3 clusters Score: Raw -755301.988981 + Penalty 3283.985619 = -752018.003362 nChanged 125 SP:Iteration 17Q (7782.146954 sec): 3 clusters Score: Raw -755353.183263 + Penalty 3283.985619 = -752069.197644 nChanged 107 SP:Iteration 18Q (7782.234822 sec): 3 clusters Score: Raw -755394.836516 + Penalty 3283.985619 = -752110.850896 nChanged 100 SP:Iteration 19Q (7782.331585 sec): 3 clusters Score: Raw -755431.881669 + Penalty 3283.985619 = -752147.896050 nChanged 78 SP:Iteration 20F (7782.434489 sec): 3 clusters Score: Raw -755460.440381 + Penalty 3283.985619 = -752176.454762 nChanged 63 SP:Iteration 21Q (7782.557542 sec): 3 clusters Score: Raw -755477.791902 + Penalty 3283.985619 = -752193.806282 nChanged 44 SP:Iteration 22Q (7782.658878 sec): 3 clusters Score: Raw -755486.829732 + Penalty 3283.985619 = -752202.844112 nChanged 20 SP:Iteration 23Q (7782.746446 sec): 3 clusters Score: Raw -755489.489274 + Penalty 3283.985619 = -752205.503655 nChanged 16 SP:Iteration 24Q (7782.866428 sec): 3 clusters Score: Raw -755491.709918 + Penalty 3283.985619 = -752207.724299 nChanged 10 SP:Iteration 25Q (7782.939970 sec): 3 clusters Score: Raw -755493.198088 + Penalty 3283.985619 = -752209.212468 nChanged 8 SP:Iteration 26Q (7783.042938 sec): 3 clusters Score: Raw -755494.569925 + Penalty 3283.985619 = -752210.584306 nChanged 6 SP:Iteration 27Q (7783.147379 sec): 3 clusters Score: Raw -755495.167673 + Penalty 3283.985619 = -752211.182054 nChanged 3 SP:Iteration 28Q (7783.235183 sec): 3 clusters Score: Raw -755495.550301 + Penalty 3283.985619 = -752211.564682 nChanged 1 SP:Iteration 29Q (7783.342905 sec): 3 clusters Score: Raw -755495.607614 + Penalty 3283.985619 = -752211.621994 nChanged 1 SP:Iteration 30Q (7783.419620 sec): 3 clusters Score: Raw -755495.677181 + Penalty 3283.985619 = -752211.691562 nChanged 2 SP:Iteration 31Q (7783.536610 sec): 3 clusters Score: Raw -755495.822168 + Penalty 3283.985619 = -752211.836548 nChanged 1 SP:Iteration 32Q (7783.634815 sec): 3 clusters Score: Raw -755495.883876 + Penalty 3283.985619 = -752211.898257 nChanged 1 SP:Iteration 33Q (7783.742720 sec): 3 clusters Score: Raw -755495.912367 + Penalty 3283.985619 = -752211.926747 nChanged 0 SP:Iteration 34F (7783.840880 sec): 3 clusters Score: Raw -755495.912367 + Penalty 3283.985619 = -752211.926747 nChanged 0 Score: Raw -11959442.903320 + Penalty 66485.619895 = -11892957.283425 Splitting cluster 8 changes total score from -11892425.626715 to -11892957.283425 So it's getting split into cluster 31. Trying to split cluster 9 (19537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7789.968344 sec): 2 clusters Score: Raw -1341798.571206 + Penalty 1733.951475 = -1340064.619731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7790.093207 sec): 3 clusters Score: Raw -1330102.938759 + Penalty 3467.902949 = -1326635.035810 nChanged 8739 SP:Iteration 1F (7790.218183 sec): 3 clusters Score: Raw -1335281.817523 + Penalty 3467.902949 = -1331813.914573 nChanged 1325 SP:Iteration 2F (7790.337673 sec): 3 clusters Score: Raw -1336096.879538 + Penalty 3467.902949 = -1332628.976588 nChanged 1360 SP:Iteration 3F (7790.461520 sec): 3 clusters Score: Raw -1337070.997271 + Penalty 3467.902949 = -1333603.094322 nChanged 1402 SP:Iteration 4F (7790.577746 sec): 3 clusters Score: Raw -1338070.464887 + Penalty 3467.902949 = -1334602.561938 nChanged 1244 SP:Iteration 5F (7790.698546 sec): 3 clusters Score: Raw -1338873.590706 + Penalty 3467.902949 = -1335405.687757 nChanged 1072 SP:Iteration 6F (7790.826311 sec): 3 clusters Score: Raw -1339499.355348 + Penalty 3467.902949 = -1336031.452398 nChanged 892 SP:Iteration 7Q (7790.957619 sec): 3 clusters Score: Raw -1339979.390042 + Penalty 3467.902949 = -1336511.487093 nChanged 777 SP:Iteration 8Q (7791.083799 sec): 3 clusters Score: Raw -1340334.588026 + Penalty 3467.902949 = -1336866.685076 nChanged 618 SP:Iteration 9Q (7791.213134 sec): 3 clusters Score: Raw -1340614.611127 + Penalty 3467.902949 = -1337146.708178 nChanged 534 SP:Iteration 10Q (7791.340478 sec): 3 clusters Score: Raw -1340853.236646 + Penalty 3467.902949 = -1337385.333696 nChanged 464 SP:Iteration 11Q (7791.464814 sec): 3 clusters Score: Raw -1341021.812350 + Penalty 3467.902949 = -1337553.909400 nChanged 395 SP:Iteration 12Q (7791.580360 sec): 3 clusters Score: Raw -1341158.722143 + Penalty 3467.902949 = -1337690.819193 nChanged 344 SP:Iteration 13Q (7791.707690 sec): 3 clusters Score: Raw -1341276.798307 + Penalty 3467.902949 = -1337808.895358 nChanged 290 SP:Iteration 14Q (7791.836268 sec): 3 clusters Score: Raw -1341366.114319 + Penalty 3467.902949 = -1337898.211370 nChanged 272 SP:Iteration 15Q (7791.962602 sec): 3 clusters Score: Raw -1341452.165272 + Penalty 3467.902949 = -1337984.262323 nChanged 268 SP:Iteration 16Q (7792.090682 sec): 3 clusters Score: Raw -1341538.668614 + Penalty 3467.902949 = -1338070.765664 nChanged 251 SP:Iteration 17Q (7792.216602 sec): 3 clusters Score: Raw -1341610.588402 + Penalty 3467.902949 = -1338142.685453 nChanged 229 SP:Iteration 18Q (7792.322435 sec): 3 clusters Score: Raw -1341678.575497 + Penalty 3467.902949 = -1338210.672547 nChanged 244 SP:Iteration 19Q (7792.452545 sec): 3 clusters Score: Raw -1341749.075783 + Penalty 3467.902949 = -1338281.172834 nChanged 231 SP:Iteration 20F (7792.615265 sec): 3 clusters Score: Raw -1341817.224533 + Penalty 3467.902949 = -1338349.321584 nChanged 217 SP:Iteration 21Q (7792.749801 sec): 3 clusters Score: Raw -1341875.327416 + Penalty 3467.902949 = -1338407.424467 nChanged 204 SP:Iteration 22Q (7792.922112 sec): 3 clusters Score: Raw -1341927.906837 + Penalty 3467.902949 = -1338460.003887 nChanged 221 SP:Iteration 23Q (7793.069232 sec): 3 clusters Score: Raw -1341990.163721 + Penalty 3467.902949 = -1338522.260772 nChanged 224 SP:Iteration 24Q (7793.256618 sec): 3 clusters Score: Raw -1342057.876210 + Penalty 3467.902949 = -1338589.973260 nChanged 233 SP:Iteration 25Q (7793.394770 sec): 3 clusters Score: Raw -1342131.284067 + Penalty 3467.902949 = -1338663.381117 nChanged 258 SP:Iteration 26Q (7793.607765 sec): 3 clusters Score: Raw -1342219.417980 + Penalty 3467.902949 = -1338751.515031 nChanged 290 SP:Iteration 27Q (7793.800612 sec): 3 clusters Score: Raw -1342318.805287 + Penalty 3467.902949 = -1338850.902338 nChanged 307 SP:Iteration 28Q (7793.987727 sec): 3 clusters Score: Raw -1342440.585065 + Penalty 3467.902949 = -1338972.682115 nChanged 329 SP:Iteration 29Q (7794.167342 sec): 3 clusters Score: Raw -1342548.480375 + Penalty 3467.902949 = -1339080.577426 nChanged 292 SP:Iteration 30Q (7794.338902 sec): 3 clusters Score: Raw -1342657.464909 + Penalty 3467.902949 = -1339189.561960 nChanged 295 SP:Iteration 31Q (7794.525970 sec): 3 clusters Score: Raw -1342780.375637 + Penalty 3467.902949 = -1339312.472687 nChanged 290 SP:Iteration 32Q (7794.673151 sec): 3 clusters Score: Raw -1342908.655758 + Penalty 3467.902949 = -1339440.752809 nChanged 307 SP:Iteration 33Q (7794.890714 sec): 3 clusters Score: Raw -1343070.788119 + Penalty 3467.902949 = -1339602.885170 nChanged 315 SP:Iteration 34Q (7795.026821 sec): 3 clusters Score: Raw -1343255.244872 + Penalty 3467.902949 = -1339787.341923 nChanged 297 SP:Iteration 35Q (7795.263372 sec): 3 clusters Score: Raw -1343473.199727 + Penalty 3467.902949 = -1340005.296777 nChanged 331 SP:Iteration 36Q (7795.421896 sec): 3 clusters Score: Raw -1343742.579094 + Penalty 3467.902949 = -1340274.676144 nChanged 335 SP:Iteration 37Q (7795.625567 sec): 3 clusters Score: Raw -1343997.335785 + Penalty 3467.902949 = -1340529.432836 nChanged 306 SP:Iteration 38Q (7795.760906 sec): 3 clusters Score: Raw -1344207.531583 + Penalty 3467.902949 = -1340739.628633 nChanged 251 SP:Iteration 39Q (7795.957799 sec): 3 clusters Score: Raw -1344319.688113 + Penalty 3467.902949 = -1340851.785164 nChanged 190 SP:Iteration 40F (7796.091500 sec): 3 clusters Score: Raw -1344376.807053 + Penalty 3467.902949 = -1340908.904104 nChanged 126 SP:Iteration 41Q (7796.256966 sec): 3 clusters Score: Raw -1344397.173546 + Penalty 3467.902949 = -1340929.270596 nChanged 66 SP:Iteration 42Q (7796.453172 sec): 3 clusters Score: Raw -1344406.063864 + Penalty 3467.902949 = -1340938.160915 nChanged 49 SP:Iteration 43Q (7796.565332 sec): 3 clusters Score: Raw -1344411.456165 + Penalty 3467.902949 = -1340943.553216 nChanged 37 SP:Iteration 44Q (7796.698748 sec): 3 clusters Score: Raw -1344415.022949 + Penalty 3467.902949 = -1340947.119999 nChanged 35 SP:Iteration 45Q (7796.816109 sec): 3 clusters Score: Raw -1344418.572118 + Penalty 3467.902949 = -1340950.669169 nChanged 32 SP:Iteration 46Q (7796.915550 sec): 3 clusters Score: Raw -1344421.161677 + Penalty 3467.902949 = -1340953.258728 nChanged 15 SP:Iteration 47Q (7797.035955 sec): 3 clusters Score: Raw -1344422.717824 + Penalty 3467.902949 = -1340954.814875 nChanged 17 SP:Iteration 48Q (7797.158890 sec): 3 clusters Score: Raw -1344424.129912 + Penalty 3467.902949 = -1340956.226962 nChanged 15 SP:Iteration 49Q (7797.280520 sec): 3 clusters Score: Raw -1344425.218075 + Penalty 3467.902949 = -1340957.315126 nChanged 12 SP:Iteration 50Q (7797.402629 sec): 3 clusters Score: Raw -1344426.050952 + Penalty 3467.902949 = -1340958.148002 nChanged 10 SP:Iteration 51Q (7797.514723 sec): 3 clusters Score: Raw -1344426.830990 + Penalty 3467.902949 = -1340958.928040 nChanged 10 SP:Iteration 52Q (7797.655004 sec): 3 clusters Score: Raw -1344427.473161 + Penalty 3467.902949 = -1340959.570212 nChanged 8 SP:Iteration 53Q (7797.778048 sec): 3 clusters Score: Raw -1344427.972726 + Penalty 3467.902949 = -1340960.069777 nChanged 2 SP:Iteration 54Q (7797.897838 sec): 3 clusters Score: Raw -1344428.108739 + Penalty 3467.902949 = -1340960.205790 nChanged 1 SP:Iteration 55Q (7798.027535 sec): 3 clusters Score: Raw -1344428.145639 + Penalty 3467.902949 = -1340960.242690 nChanged 1 SP:Iteration 56Q (7798.148112 sec): 3 clusters Score: Raw -1344428.207535 + Penalty 3467.902949 = -1340960.304586 nChanged 3 SP:Iteration 57Q (7798.243228 sec): 3 clusters Score: Raw -1344428.363429 + Penalty 3467.902949 = -1340960.460479 nChanged 1 SP:Iteration 58Q (7798.384553 sec): 3 clusters Score: Raw -1344428.395938 + Penalty 3467.902949 = -1340960.492988 nChanged 1 SP:Iteration 59Q (7798.506895 sec): 3 clusters Score: Raw -1344428.417743 + Penalty 3467.902949 = -1340960.514793 nChanged 1 SP:Iteration 60F (7798.634971 sec): 3 clusters Score: Raw -1344428.487650 + Penalty 3467.902949 = -1340960.584701 nChanged 2 SP:Iteration 61Q (7798.758509 sec): 3 clusters Score: Raw -1344428.624174 + Penalty 3467.902949 = -1340960.721225 nChanged 2 SP:Iteration 62Q (7798.876819 sec): 3 clusters Score: Raw -1344428.748806 + Penalty 3467.902949 = -1340960.845857 nChanged 1 SP:Iteration 63Q (7798.998856 sec): 3 clusters Score: Raw -1344428.821376 + Penalty 3467.902949 = -1340960.918427 nChanged 1 SP:Iteration 64Q (7799.125287 sec): 3 clusters Score: Raw -1344428.847430 + Penalty 3467.902949 = -1340960.944481 nChanged 1 SP:Iteration 65Q (7799.242115 sec): 3 clusters Score: Raw -1344428.901763 + Penalty 3467.902949 = -1340960.998814 nChanged 2 SP:Iteration 66Q (7799.362081 sec): 3 clusters Score: Raw -1344429.068186 + Penalty 3467.902949 = -1340961.165237 nChanged 5 SP:Iteration 67Q (7799.480851 sec): 3 clusters Score: Raw -1344429.462211 + Penalty 3467.902949 = -1340961.559262 nChanged 5 SP:Iteration 68Q (7799.606801 sec): 3 clusters Score: Raw -1344429.713892 + Penalty 3467.902949 = -1340961.810943 nChanged 0 SP:Iteration 69F (7799.722372 sec): 3 clusters Score: Raw -1344429.713892 + Penalty 3467.902949 = -1340961.810943 nChanged 0 Score: Raw -11962074.046006 + Penalty 68630.317310 = -11893443.728696 Splitting cluster 9 changes total score from -11892425.626715 to -11893443.728696 So it's getting split into cluster 32. Trying to split cluster 10 (2651 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7806.207902 sec): 2 clusters Score: Raw -135250.631624 + Penalty 1383.412482 = -133867.219142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7806.292204 sec): 3 clusters Score: Raw -134060.483862 + Penalty 2766.824964 = -131293.658898 nChanged 962 SP:Iteration 1F (7806.378009 sec): 3 clusters Score: Raw -134846.782487 + Penalty 2766.824964 = -132079.957522 nChanged 281 SP:Iteration 2F (7806.458346 sec): 3 clusters Score: Raw -135242.267834 + Penalty 2766.824964 = -132475.442870 nChanged 197 SP:Iteration 3F (7806.519168 sec): 3 clusters Score: Raw -135485.405931 + Penalty 2766.824964 = -132718.580966 nChanged 143 SP:Iteration 4F (7806.613546 sec): 3 clusters Score: Raw -135632.717659 + Penalty 2766.824964 = -132865.892695 nChanged 121 SP:Iteration 5Q (7806.681149 sec): 3 clusters Score: Raw -135742.515865 + Penalty 2766.824964 = -132975.690901 nChanged 88 SP:Iteration 6Q (7806.768662 sec): 3 clusters Score: Raw -135805.593770 + Penalty 2766.824964 = -133038.768805 nChanged 68 SP:Iteration 7Q (7806.854704 sec): 3 clusters Score: Raw -135850.828040 + Penalty 2766.824964 = -133084.003076 nChanged 48 SP:Iteration 8Q (7806.957654 sec): 3 clusters Score: Raw -135878.970895 + Penalty 2766.824964 = -133112.145931 nChanged 35 SP:Iteration 9Q (7807.052885 sec): 3 clusters Score: Raw -135895.944252 + Penalty 2766.824964 = -133129.119288 nChanged 22 SP:Iteration 10Q (7807.141229 sec): 3 clusters Score: Raw -135907.328607 + Penalty 2766.824964 = -133140.503643 nChanged 20 SP:Iteration 11Q (7807.210866 sec): 3 clusters Score: Raw -135918.342862 + Penalty 2766.824964 = -133151.517897 nChanged 24 SP:Iteration 12Q (7807.294487 sec): 3 clusters Score: Raw -135934.244135 + Penalty 2766.824964 = -133167.419170 nChanged 26 SP:Iteration 13Q (7807.378610 sec): 3 clusters Score: Raw -135948.160130 + Penalty 2766.824964 = -133181.335166 nChanged 17 SP:Iteration 14Q (7807.459716 sec): 3 clusters Score: Raw -135955.978673 + Penalty 2766.824964 = -133189.153708 nChanged 4 SP:Iteration 15Q (7807.560068 sec): 3 clusters Score: Raw -135957.698716 + Penalty 2766.824964 = -133190.873752 nChanged 2 SP:Iteration 16Q (7807.637699 sec): 3 clusters Score: Raw -135959.094935 + Penalty 2766.824964 = -133192.269971 nChanged 9 SP:Iteration 17Q (7807.732033 sec): 3 clusters Score: Raw -135962.292932 + Penalty 2766.824964 = -133195.467967 nChanged 7 SP:Iteration 18Q (7807.799090 sec): 3 clusters Score: Raw -135965.447262 + Penalty 2766.824964 = -133198.622298 nChanged 6 SP:Iteration 19Q (7807.895423 sec): 3 clusters Score: Raw -135969.416229 + Penalty 2766.824964 = -133202.591265 nChanged 5 SP:Iteration 20F (7807.975677 sec): 3 clusters Score: Raw -135971.202271 + Penalty 2766.824964 = -133204.377307 nChanged 2 SP:Iteration 21Q (7808.066391 sec): 3 clusters Score: Raw -135972.554421 + Penalty 2766.824964 = -133205.729457 nChanged 4 SP:Iteration 22Q (7808.145094 sec): 3 clusters Score: Raw -135975.257565 + Penalty 2766.824964 = -133208.432600 nChanged 5 SP:Iteration 23Q (7808.227217 sec): 3 clusters Score: Raw -135978.516722 + Penalty 2766.824964 = -133211.691757 nChanged 4 SP:Iteration 24Q (7808.304076 sec): 3 clusters Score: Raw -135980.783729 + Penalty 2766.824964 = -133213.958765 nChanged 5 SP:Iteration 25Q (7808.395177 sec): 3 clusters Score: Raw -135982.656569 + Penalty 2766.824964 = -133215.831605 nChanged 4 SP:Iteration 26Q (7808.483695 sec): 3 clusters Score: Raw -135984.436499 + Penalty 2766.824964 = -133217.611535 nChanged 5 SP:Iteration 27Q (7808.567343 sec): 3 clusters Score: Raw -135986.262372 + Penalty 2766.824964 = -133219.437408 nChanged 3 SP:Iteration 28Q (7808.631156 sec): 3 clusters Score: Raw -135987.916738 + Penalty 2766.824964 = -133221.091773 nChanged 4 SP:Iteration 29Q (7808.722608 sec): 3 clusters Score: Raw -135992.342343 + Penalty 2766.824964 = -133225.517379 nChanged 5 SP:Iteration 30Q (7808.800982 sec): 3 clusters Score: Raw -135993.815340 + Penalty 2766.824964 = -133226.990375 nChanged 4 SP:Iteration 31Q (7808.897035 sec): 3 clusters Score: Raw -135994.751213 + Penalty 2766.824964 = -133227.926248 nChanged 3 SP:Iteration 32Q (7808.986216 sec): 3 clusters Score: Raw -135995.707735 + Penalty 2766.824964 = -133228.882771 nChanged 5 SP:Iteration 33Q (7809.055125 sec): 3 clusters Score: Raw -136000.342827 + Penalty 2766.824964 = -133233.517862 nChanged 15 SP:Iteration 34Q (7809.118192 sec): 3 clusters Score: Raw -136008.007178 + Penalty 2766.824964 = -133241.182213 nChanged 13 SP:Iteration 35Q (7809.218200 sec): 3 clusters Score: Raw -136014.739544 + Penalty 2766.824964 = -133247.914580 nChanged 12 SP:Iteration 36Q (7809.299143 sec): 3 clusters Score: Raw -136022.561797 + Penalty 2766.824964 = -133255.736833 nChanged 13 SP:Iteration 37Q (7809.361212 sec): 3 clusters Score: Raw -136031.234891 + Penalty 2766.824964 = -133264.409927 nChanged 15 SP:Iteration 38Q (7809.439434 sec): 3 clusters Score: Raw -136041.385728 + Penalty 2766.824964 = -133274.560763 nChanged 19 SP:Iteration 39Q (7809.522925 sec): 3 clusters Score: Raw -136050.843868 + Penalty 2766.824964 = -133284.018903 nChanged 17 SP:Iteration 40F (7809.610773 sec): 3 clusters Score: Raw -136059.118635 + Penalty 2766.824964 = -133292.293671 nChanged 12 SP:Iteration 41Q (7809.695401 sec): 3 clusters Score: Raw -136066.687357 + Penalty 2766.824964 = -133299.862393 nChanged 16 SP:Iteration 42Q (7809.777570 sec): 3 clusters Score: Raw -136078.652582 + Penalty 2766.824964 = -133311.827617 nChanged 19 SP:Iteration 43Q (7809.863287 sec): 3 clusters Score: Raw -136088.681587 + Penalty 2766.824964 = -133321.856623 nChanged 16 SP:Iteration 44Q (7809.948295 sec): 3 clusters Score: Raw -136096.021225 + Penalty 2766.824964 = -133329.196260 nChanged 11 SP:Iteration 45Q (7810.030359 sec): 3 clusters Score: Raw -136100.732141 + Penalty 2766.824964 = -133333.907177 nChanged 8 SP:Iteration 46Q (7810.118085 sec): 3 clusters Score: Raw -136104.502246 + Penalty 2766.824964 = -133337.677282 nChanged 4 SP:Iteration 47Q (7810.199931 sec): 3 clusters Score: Raw -136105.867021 + Penalty 2766.824964 = -133339.042056 nChanged 3 SP:Iteration 48Q (7810.325504 sec): 3 clusters Score: Raw -136106.715227 + Penalty 2766.824964 = -133339.890263 nChanged 2 SP:Iteration 49Q (7810.429276 sec): 3 clusters Score: Raw -136107.531862 + Penalty 2766.824964 = -133340.706898 nChanged 1 SP:Iteration 50Q (7810.512974 sec): 3 clusters Score: Raw -136107.795662 + Penalty 2766.824964 = -133340.970697 nChanged 4 SP:Iteration 51Q (7810.605116 sec): 3 clusters Score: Raw -136111.476556 + Penalty 2766.824964 = -133344.651592 nChanged 8 SP:Iteration 52Q (7810.696821 sec): 3 clusters Score: Raw -136113.940964 + Penalty 2766.824964 = -133347.116000 nChanged 5 SP:Iteration 53Q (7810.787711 sec): 3 clusters Score: Raw -136114.941150 + Penalty 2766.824964 = -133348.116186 nChanged 2 SP:Iteration 54Q (7810.866642 sec): 3 clusters Score: Raw -136115.781867 + Penalty 2766.824964 = -133348.956902 nChanged 2 SP:Iteration 55Q (7810.957832 sec): 3 clusters Score: Raw -136116.457809 + Penalty 2766.824964 = -133349.632844 nChanged 1 SP:Iteration 56Q (7811.056809 sec): 3 clusters Score: Raw -136116.571999 + Penalty 2766.824964 = -133349.747035 nChanged 0 SP:Iteration 57F (7811.148462 sec): 3 clusters Score: Raw -136116.571999 + Penalty 2766.824964 = -133349.747035 nChanged 0 Trying to split cluster 11 (1563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7811.205392 sec): 2 clusters Score: Raw -75385.486894 + Penalty 1290.690589 = -74094.796305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7811.306578 sec): 3 clusters Score: Raw -74799.194042 + Penalty 2581.381178 = -72217.812865 nChanged 516 SP:Iteration 1F (7811.401258 sec): 3 clusters Score: Raw -75256.814517 + Penalty 2581.381178 = -72675.433339 nChanged 154 SP:Iteration 2F (7811.489945 sec): 3 clusters Score: Raw -75508.284467 + Penalty 2581.381178 = -72926.903289 nChanged 140 SP:Iteration 3F (7811.578164 sec): 3 clusters Score: Raw -75768.202597 + Penalty 2581.381178 = -73186.821419 nChanged 101 SP:Iteration 4F (7811.676461 sec): 3 clusters Score: Raw -75970.078343 + Penalty 2581.381178 = -73388.697165 nChanged 81 SP:Iteration 5F (7811.798350 sec): 3 clusters Score: Raw -76132.659376 + Penalty 2581.381178 = -73551.278198 nChanged 64 SP:Iteration 6Q (7811.883943 sec): 3 clusters Score: Raw -76257.075625 + Penalty 2581.381178 = -73675.694447 nChanged 52 SP:Iteration 7Q (7811.964473 sec): 3 clusters Score: Raw -76354.331851 + Penalty 2581.381178 = -73772.950673 nChanged 50 SP:Iteration 8Q (7812.069354 sec): 3 clusters Score: Raw -76451.088386 + Penalty 2581.381178 = -73869.707208 nChanged 39 SP:Iteration 9Q (7812.146249 sec): 3 clusters Score: Raw -76516.824975 + Penalty 2581.381178 = -73935.443797 nChanged 32 SP:Iteration 10Q (7812.245542 sec): 3 clusters Score: Raw -76565.876494 + Penalty 2581.381178 = -73984.495316 nChanged 31 SP:Iteration 11Q (7812.359681 sec): 3 clusters Score: Raw -76614.440361 + Penalty 2581.381178 = -74033.059183 nChanged 19 SP:Iteration 12Q (7812.466478 sec): 3 clusters Score: Raw -76640.509567 + Penalty 2581.381178 = -74059.128389 nChanged 12 SP:Iteration 13Q (7812.577659 sec): 3 clusters Score: Raw -76661.650948 + Penalty 2581.381178 = -74080.269770 nChanged 12 SP:Iteration 14Q (7812.688438 sec): 3 clusters Score: Raw -76682.485319 + Penalty 2581.381178 = -74101.104141 nChanged 5 SP:Iteration 15Q (7812.776283 sec): 3 clusters Score: Raw -76686.168204 + Penalty 2581.381178 = -74104.787026 nChanged 3 SP:Iteration 16Q (7812.862218 sec): 3 clusters Score: Raw -76689.494715 + Penalty 2581.381178 = -74108.113537 nChanged 1 SP:Iteration 17Q (7812.950586 sec): 3 clusters Score: Raw -76689.984965 + Penalty 2581.381178 = -74108.603787 nChanged 1 SP:Iteration 18Q (7813.038610 sec): 3 clusters Score: Raw -76690.360049 + Penalty 2581.381178 = -74108.978871 nChanged 0 SP:Iteration 19F (7813.126917 sec): 3 clusters Score: Raw -76690.360049 + Penalty 2581.381178 = -74108.978871 nChanged 0 Score: Raw -11963378.919161 + Penalty 70775.014726 = -11892603.904435 Splitting cluster 11 changes total score from -11892425.626715 to -11892603.904435 So it's getting split into cluster 33. Trying to split cluster 12 (5036 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7819.591671 sec): 2 clusters Score: Raw -311569.843459 + Penalty 1496.026478 = -310073.816982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7819.688236 sec): 3 clusters Score: Raw -309016.699566 + Penalty 2992.052956 = -306024.646610 nChanged 1993 SP:Iteration 1F (7819.776024 sec): 3 clusters Score: Raw -310330.002428 + Penalty 2992.052956 = -307337.949472 nChanged 489 SP:Iteration 2F (7819.848105 sec): 3 clusters Score: Raw -310805.849516 + Penalty 2992.052956 = -307813.796561 nChanged 423 SP:Iteration 3F (7819.935090 sec): 3 clusters Score: Raw -311255.138457 + Penalty 2992.052956 = -308263.085502 nChanged 346 SP:Iteration 4F (7820.023695 sec): 3 clusters Score: Raw -311598.544413 + Penalty 2992.052956 = -308606.491458 nChanged 274 SP:Iteration 5F (7820.131607 sec): 3 clusters Score: Raw -311815.563108 + Penalty 2992.052956 = -308823.510152 nChanged 192 SP:Iteration 6Q (7820.207448 sec): 3 clusters Score: Raw -311948.709573 + Penalty 2992.052956 = -308956.656617 nChanged 159 SP:Iteration 7Q (7820.311190 sec): 3 clusters Score: Raw -312050.088626 + Penalty 2992.052956 = -309058.035670 nChanged 108 SP:Iteration 8Q (7820.406631 sec): 3 clusters Score: Raw -312124.673061 + Penalty 2992.052956 = -309132.620106 nChanged 99 SP:Iteration 9Q (7820.497915 sec): 3 clusters Score: Raw -312174.810460 + Penalty 2992.052956 = -309182.757504 nChanged 64 SP:Iteration 10Q (7820.589196 sec): 3 clusters Score: Raw -312204.898737 + Penalty 2992.052956 = -309212.845781 nChanged 52 SP:Iteration 11Q (7820.662345 sec): 3 clusters Score: Raw -312226.254040 + Penalty 2992.052956 = -309234.201085 nChanged 46 SP:Iteration 12Q (7820.774217 sec): 3 clusters Score: Raw -312246.146785 + Penalty 2992.052956 = -309254.093829 nChanged 35 SP:Iteration 13Q (7820.860021 sec): 3 clusters Score: Raw -312262.664179 + Penalty 2992.052956 = -309270.611223 nChanged 37 SP:Iteration 14Q (7820.948286 sec): 3 clusters Score: Raw -312274.898855 + Penalty 2992.052956 = -309282.845899 nChanged 35 SP:Iteration 15Q (7821.037508 sec): 3 clusters Score: Raw -312287.703100 + Penalty 2992.052956 = -309295.650145 nChanged 29 SP:Iteration 16Q (7821.129261 sec): 3 clusters Score: Raw -312297.380409 + Penalty 2992.052956 = -309305.327454 nChanged 32 SP:Iteration 17Q (7821.205193 sec): 3 clusters Score: Raw -312311.673141 + Penalty 2992.052956 = -309319.620185 nChanged 33 SP:Iteration 18Q (7821.292149 sec): 3 clusters Score: Raw -312325.908519 + Penalty 2992.052956 = -309333.855563 nChanged 34 SP:Iteration 19Q (7821.380448 sec): 3 clusters Score: Raw -312342.088488 + Penalty 2992.052956 = -309350.035532 nChanged 34 SP:Iteration 20F (7821.451762 sec): 3 clusters Score: Raw -312359.266900 + Penalty 2992.052956 = -309367.213945 nChanged 38 SP:Iteration 21Q (7821.552843 sec): 3 clusters Score: Raw -312376.433870 + Penalty 2992.052956 = -309384.380914 nChanged 48 SP:Iteration 22Q (7821.646043 sec): 3 clusters Score: Raw -312399.647304 + Penalty 2992.052956 = -309407.594348 nChanged 46 SP:Iteration 23Q (7821.716693 sec): 3 clusters Score: Raw -312427.109593 + Penalty 2992.052956 = -309435.056637 nChanged 53 SP:Iteration 24Q (7821.803320 sec): 3 clusters Score: Raw -312457.818874 + Penalty 2992.052956 = -309465.765918 nChanged 56 SP:Iteration 25Q (7821.908418 sec): 3 clusters Score: Raw -312487.018438 + Penalty 2992.052956 = -309494.965483 nChanged 51 SP:Iteration 26Q (7821.997007 sec): 3 clusters Score: Raw -312507.405328 + Penalty 2992.052956 = -309515.352373 nChanged 38 SP:Iteration 27Q (7822.086152 sec): 3 clusters Score: Raw -312520.569538 + Penalty 2992.052956 = -309528.516582 nChanged 27 SP:Iteration 28Q (7822.172810 sec): 3 clusters Score: Raw -312528.695138 + Penalty 2992.052956 = -309536.642182 nChanged 21 SP:Iteration 29Q (7822.265542 sec): 3 clusters Score: Raw -312537.255488 + Penalty 2992.052956 = -309545.202532 nChanged 21 SP:Iteration 30Q (7822.351508 sec): 3 clusters Score: Raw -312542.789578 + Penalty 2992.052956 = -309550.736623 nChanged 13 SP:Iteration 31Q (7822.441517 sec): 3 clusters Score: Raw -312545.710533 + Penalty 2992.052956 = -309553.657577 nChanged 12 SP:Iteration 32Q (7822.543419 sec): 3 clusters Score: Raw -312549.692617 + Penalty 2992.052956 = -309557.639661 nChanged 12 SP:Iteration 33Q (7822.637908 sec): 3 clusters Score: Raw -312552.441187 + Penalty 2992.052956 = -309560.388231 nChanged 11 SP:Iteration 34Q (7822.711552 sec): 3 clusters Score: Raw -312556.425348 + Penalty 2992.052956 = -309564.372392 nChanged 10 SP:Iteration 35Q (7822.813941 sec): 3 clusters Score: Raw -312558.692472 + Penalty 2992.052956 = -309566.639516 nChanged 2 SP:Iteration 36Q (7822.909252 sec): 3 clusters Score: Raw -312559.289360 + Penalty 2992.052956 = -309567.236404 nChanged 4 SP:Iteration 37Q (7823.001266 sec): 3 clusters Score: Raw -312560.339970 + Penalty 2992.052956 = -309568.287014 nChanged 7 SP:Iteration 38Q (7823.094184 sec): 3 clusters Score: Raw -312561.526248 + Penalty 2992.052956 = -309569.473292 nChanged 5 SP:Iteration 39Q (7823.186752 sec): 3 clusters Score: Raw -312562.893937 + Penalty 2992.052956 = -309570.840981 nChanged 5 SP:Iteration 40F (7823.282414 sec): 3 clusters Score: Raw -312563.851110 + Penalty 2992.052956 = -309571.798155 nChanged 3 SP:Iteration 41Q (7823.357506 sec): 3 clusters Score: Raw -312564.766349 + Penalty 2992.052956 = -309572.713393 nChanged 1 SP:Iteration 42Q (7823.431305 sec): 3 clusters Score: Raw -312565.054591 + Penalty 2992.052956 = -309573.001635 nChanged 1 SP:Iteration 43Q (7823.527431 sec): 3 clusters Score: Raw -312565.162461 + Penalty 2992.052956 = -309573.109505 nChanged 0 SP:Iteration 44F (7823.622466 sec): 3 clusters Score: Raw -312565.162461 + Penalty 2992.052956 = -309573.109505 nChanged 0 Trying to split cluster 13 (6201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7823.696194 sec): 2 clusters Score: Raw -399222.356059 + Penalty 1532.547756 = -397689.808302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7823.795008 sec): 3 clusters Score: Raw -395918.949400 + Penalty 3065.095513 = -392853.853887 nChanged 2611 SP:Iteration 1F (7823.891293 sec): 3 clusters Score: Raw -397562.188470 + Penalty 3065.095513 = -394497.092958 nChanged 536 SP:Iteration 2F (7823.966326 sec): 3 clusters Score: Raw -397958.583450 + Penalty 3065.095513 = -394893.487937 nChanged 404 SP:Iteration 3F (7824.074958 sec): 3 clusters Score: Raw -398264.021295 + Penalty 3065.095513 = -395198.925782 nChanged 369 SP:Iteration 4F (7824.163148 sec): 3 clusters Score: Raw -398537.008910 + Penalty 3065.095513 = -395471.913397 nChanged 309 SP:Iteration 5Q (7824.256080 sec): 3 clusters Score: Raw -398749.434787 + Penalty 3065.095513 = -395684.339274 nChanged 253 SP:Iteration 6Q (7824.351801 sec): 3 clusters Score: Raw -398901.515458 + Penalty 3065.095513 = -395836.419945 nChanged 198 SP:Iteration 7Q (7824.443514 sec): 3 clusters Score: Raw -399024.332200 + Penalty 3065.095513 = -395959.236687 nChanged 178 SP:Iteration 8Q (7824.537671 sec): 3 clusters Score: Raw -399115.365863 + Penalty 3065.095513 = -396050.270350 nChanged 134 SP:Iteration 9Q (7824.628435 sec): 3 clusters Score: Raw -399197.676261 + Penalty 3065.095513 = -396132.580748 nChanged 134 SP:Iteration 10Q (7824.722867 sec): 3 clusters Score: Raw -399268.978795 + Penalty 3065.095513 = -396203.883283 nChanged 128 SP:Iteration 11Q (7824.819605 sec): 3 clusters Score: Raw -399332.450112 + Penalty 3065.095513 = -396267.354600 nChanged 113 SP:Iteration 12Q (7824.912005 sec): 3 clusters Score: Raw -399380.797421 + Penalty 3065.095513 = -396315.701908 nChanged 92 SP:Iteration 13Q (7825.008230 sec): 3 clusters Score: Raw -399416.145927 + Penalty 3065.095513 = -396351.050414 nChanged 75 SP:Iteration 14Q (7825.099259 sec): 3 clusters Score: Raw -399443.013814 + Penalty 3065.095513 = -396377.918302 nChanged 57 SP:Iteration 15Q (7825.173516 sec): 3 clusters Score: Raw -399460.401631 + Penalty 3065.095513 = -396395.306119 nChanged 52 SP:Iteration 16Q (7825.276148 sec): 3 clusters Score: Raw -399479.358339 + Penalty 3065.095513 = -396414.262826 nChanged 50 SP:Iteration 17Q (7825.357857 sec): 3 clusters Score: Raw -399497.729204 + Penalty 3065.095513 = -396432.633692 nChanged 40 SP:Iteration 18Q (7825.450436 sec): 3 clusters Score: Raw -399513.478095 + Penalty 3065.095513 = -396448.382582 nChanged 54 SP:Iteration 19Q (7825.540862 sec): 3 clusters Score: Raw -399532.605516 + Penalty 3065.095513 = -396467.510003 nChanged 52 SP:Iteration 20F (7825.634371 sec): 3 clusters Score: Raw -399551.300064 + Penalty 3065.095513 = -396486.204552 nChanged 47 SP:Iteration 21Q (7825.726168 sec): 3 clusters Score: Raw -399569.798422 + Penalty 3065.095513 = -396504.702909 nChanged 59 SP:Iteration 22Q (7825.813917 sec): 3 clusters Score: Raw -399592.620308 + Penalty 3065.095513 = -396527.524795 nChanged 53 SP:Iteration 23Q (7825.891600 sec): 3 clusters Score: Raw -399610.221522 + Penalty 3065.095513 = -396545.126010 nChanged 43 SP:Iteration 24Q (7825.998944 sec): 3 clusters Score: Raw -399623.791856 + Penalty 3065.095513 = -396558.696344 nChanged 33 SP:Iteration 25Q (7826.083996 sec): 3 clusters Score: Raw -399632.881720 + Penalty 3065.095513 = -396567.786208 nChanged 34 SP:Iteration 26Q (7826.161697 sec): 3 clusters Score: Raw -399643.962987 + Penalty 3065.095513 = -396578.867474 nChanged 26 SP:Iteration 27Q (7826.264187 sec): 3 clusters Score: Raw -399651.531848 + Penalty 3065.095513 = -396586.436335 nChanged 27 SP:Iteration 28Q (7826.356388 sec): 3 clusters Score: Raw -399658.656400 + Penalty 3065.095513 = -396593.560887 nChanged 16 SP:Iteration 29Q (7826.455560 sec): 3 clusters Score: Raw -399661.752354 + Penalty 3065.095513 = -396596.656841 nChanged 22 SP:Iteration 30Q (7826.544332 sec): 3 clusters Score: Raw -399668.665744 + Penalty 3065.095513 = -396603.570231 nChanged 14 SP:Iteration 31Q (7826.623518 sec): 3 clusters Score: Raw -399673.138622 + Penalty 3065.095513 = -396608.043109 nChanged 10 SP:Iteration 32Q (7826.712504 sec): 3 clusters Score: Raw -399675.248633 + Penalty 3065.095513 = -396610.153120 nChanged 6 SP:Iteration 33Q (7826.803534 sec): 3 clusters Score: Raw -399677.490592 + Penalty 3065.095513 = -396612.395079 nChanged 7 SP:Iteration 34Q (7826.895832 sec): 3 clusters Score: Raw -399680.816342 + Penalty 3065.095513 = -396615.720829 nChanged 8 SP:Iteration 35Q (7826.996544 sec): 3 clusters Score: Raw -399682.979853 + Penalty 3065.095513 = -396617.884340 nChanged 8 SP:Iteration 36Q (7827.070074 sec): 3 clusters Score: Raw -399685.370356 + Penalty 3065.095513 = -396620.274844 nChanged 5 SP:Iteration 37Q (7827.164511 sec): 3 clusters Score: Raw -399687.493990 + Penalty 3065.095513 = -396622.398477 nChanged 4 SP:Iteration 38Q (7827.259541 sec): 3 clusters Score: Raw -399688.859328 + Penalty 3065.095513 = -396623.763815 nChanged 8 SP:Iteration 39Q (7827.363469 sec): 3 clusters Score: Raw -399690.363073 + Penalty 3065.095513 = -396625.267561 nChanged 3 SP:Iteration 40F (7827.448493 sec): 3 clusters Score: Raw -399690.702556 + Penalty 3065.095513 = -396625.607044 nChanged 2 SP:Iteration 41Q (7827.526858 sec): 3 clusters Score: Raw -399691.134104 + Penalty 3065.095513 = -396626.038591 nChanged 2 SP:Iteration 42Q (7827.618497 sec): 3 clusters Score: Raw -399691.382883 + Penalty 3065.095513 = -396626.287371 nChanged 1 SP:Iteration 43Q (7827.688471 sec): 3 clusters Score: Raw -399691.557476 + Penalty 3065.095513 = -396626.461963 nChanged 0 SP:Iteration 44F (7827.796675 sec): 3 clusters Score: Raw -399691.557476 + Penalty 3065.095513 = -396626.461963 nChanged 0 Trying to split cluster 14 (7497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7827.858990 sec): 2 clusters Score: Raw -432619.080553 + Penalty 1565.856318 = -431053.224235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7827.953544 sec): 3 clusters Score: Raw -428504.761068 + Penalty 3131.712635 = -425373.048433 nChanged 3182 SP:Iteration 1F (7828.030602 sec): 3 clusters Score: Raw -430438.598064 + Penalty 3131.712635 = -427306.885429 nChanged 575 SP:Iteration 2F (7828.152808 sec): 3 clusters Score: Raw -430767.428797 + Penalty 3131.712635 = -427635.716162 nChanged 444 SP:Iteration 3F (7828.236862 sec): 3 clusters Score: Raw -431026.005940 + Penalty 3131.712635 = -427894.293305 nChanged 374 SP:Iteration 4Q (7828.359720 sec): 3 clusters Score: Raw -431263.807719 + Penalty 3131.712635 = -428132.095084 nChanged 359 SP:Iteration 5Q (7828.470313 sec): 3 clusters Score: Raw -431493.456977 + Penalty 3131.712635 = -428361.744342 nChanged 329 SP:Iteration 6Q (7828.583996 sec): 3 clusters Score: Raw -431701.378688 + Penalty 3131.712635 = -428569.666053 nChanged 288 SP:Iteration 7Q (7828.721569 sec): 3 clusters Score: Raw -431895.452516 + Penalty 3131.712635 = -428763.739881 nChanged 277 SP:Iteration 8Q (7828.829275 sec): 3 clusters Score: Raw -432077.828902 + Penalty 3131.712635 = -428946.116267 nChanged 245 SP:Iteration 9Q (7828.941761 sec): 3 clusters Score: Raw -432217.068693 + Penalty 3131.712635 = -429085.356058 nChanged 185 SP:Iteration 10Q (7829.062891 sec): 3 clusters Score: Raw -432318.580092 + Penalty 3131.712635 = -429186.867457 nChanged 146 SP:Iteration 11Q (7829.171310 sec): 3 clusters Score: Raw -432404.345256 + Penalty 3131.712635 = -429272.632621 nChanged 164 SP:Iteration 12Q (7829.300564 sec): 3 clusters Score: Raw -432507.494790 + Penalty 3131.712635 = -429375.782155 nChanged 144 SP:Iteration 13Q (7829.431803 sec): 3 clusters Score: Raw -432595.800117 + Penalty 3131.712635 = -429464.087482 nChanged 128 SP:Iteration 14Q (7829.560352 sec): 3 clusters Score: Raw -432673.576780 + Penalty 3131.712635 = -429541.864145 nChanged 109 SP:Iteration 15Q (7829.663282 sec): 3 clusters Score: Raw -432727.314553 + Penalty 3131.712635 = -429595.601918 nChanged 75 SP:Iteration 16Q (7829.771689 sec): 3 clusters Score: Raw -432762.151255 + Penalty 3131.712635 = -429630.438620 nChanged 86 SP:Iteration 17Q (7829.887409 sec): 3 clusters Score: Raw -432810.665879 + Penalty 3131.712635 = -429678.953244 nChanged 74 SP:Iteration 18Q (7830.005355 sec): 3 clusters Score: Raw -432850.466895 + Penalty 3131.712635 = -429718.754260 nChanged 75 SP:Iteration 19Q (7830.115837 sec): 3 clusters Score: Raw -432893.576303 + Penalty 3131.712635 = -429761.863668 nChanged 64 SP:Iteration 20F (7830.215905 sec): 3 clusters Score: Raw -432931.997451 + Penalty 3131.712635 = -429800.284816 nChanged 65 SP:Iteration 21Q (7830.302024 sec): 3 clusters Score: Raw -432968.858478 + Penalty 3131.712635 = -429837.145843 nChanged 62 SP:Iteration 22Q (7830.431872 sec): 3 clusters Score: Raw -433007.289822 + Penalty 3131.712635 = -429875.577187 nChanged 49 SP:Iteration 23Q (7830.560198 sec): 3 clusters Score: Raw -433033.544352 + Penalty 3131.712635 = -429901.831717 nChanged 40 SP:Iteration 24Q (7830.685282 sec): 3 clusters Score: Raw -433050.515845 + Penalty 3131.712635 = -429918.803210 nChanged 27 SP:Iteration 25Q (7830.798437 sec): 3 clusters Score: Raw -433069.139817 + Penalty 3131.712635 = -429937.427182 nChanged 32 SP:Iteration 26Q (7830.938488 sec): 3 clusters Score: Raw -433085.258458 + Penalty 3131.712635 = -429953.545823 nChanged 28 SP:Iteration 27Q (7831.054525 sec): 3 clusters Score: Raw -433097.299556 + Penalty 3131.712635 = -429965.586921 nChanged 21 SP:Iteration 28Q (7831.164023 sec): 3 clusters Score: Raw -433107.875758 + Penalty 3131.712635 = -429976.163123 nChanged 18 SP:Iteration 29Q (7831.286728 sec): 3 clusters Score: Raw -433118.227233 + Penalty 3131.712635 = -429986.514598 nChanged 21 SP:Iteration 30Q (7831.394618 sec): 3 clusters Score: Raw -433127.434124 + Penalty 3131.712635 = -429995.721489 nChanged 16 SP:Iteration 31Q (7831.536087 sec): 3 clusters Score: Raw -433134.082078 + Penalty 3131.712635 = -430002.369443 nChanged 12 SP:Iteration 32Q (7831.649645 sec): 3 clusters Score: Raw -433140.283536 + Penalty 3131.712635 = -430008.570901 nChanged 16 SP:Iteration 33Q (7831.755849 sec): 3 clusters Score: Raw -433148.585864 + Penalty 3131.712635 = -430016.873229 nChanged 13 SP:Iteration 34Q (7831.878737 sec): 3 clusters Score: Raw -433155.027235 + Penalty 3131.712635 = -430023.314600 nChanged 15 SP:Iteration 35Q (7831.991428 sec): 3 clusters Score: Raw -433162.995816 + Penalty 3131.712635 = -430031.283181 nChanged 9 SP:Iteration 36Q (7832.147645 sec): 3 clusters Score: Raw -433167.004583 + Penalty 3131.712635 = -430035.291948 nChanged 8 SP:Iteration 37Q (7832.234231 sec): 3 clusters Score: Raw -433170.641821 + Penalty 3131.712635 = -430038.929186 nChanged 8 SP:Iteration 38Q (7832.365153 sec): 3 clusters Score: Raw -433174.437689 + Penalty 3131.712635 = -430042.725054 nChanged 8 SP:Iteration 39Q (7832.445925 sec): 3 clusters Score: Raw -433178.426942 + Penalty 3131.712635 = -430046.714307 nChanged 7 SP:Iteration 40F (7832.584870 sec): 3 clusters Score: Raw -433181.467270 + Penalty 3131.712635 = -430049.754635 nChanged 10 SP:Iteration 41Q (7832.698153 sec): 3 clusters Score: Raw -433185.740647 + Penalty 3131.712635 = -430054.028012 nChanged 12 SP:Iteration 42Q (7832.810690 sec): 3 clusters Score: Raw -433191.294222 + Penalty 3131.712635 = -430059.581587 nChanged 6 SP:Iteration 43Q (7832.921679 sec): 3 clusters Score: Raw -433194.027467 + Penalty 3131.712635 = -430062.314832 nChanged 4 SP:Iteration 44Q (7833.033682 sec): 3 clusters Score: Raw -433195.269429 + Penalty 3131.712635 = -430063.556794 nChanged 0 SP:Iteration 45F (7833.149580 sec): 3 clusters Score: Raw -433195.269429 + Penalty 3131.712635 = -430063.556794 nChanged 0 Trying to split cluster 15 (2667 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7833.209911 sec): 2 clusters Score: Raw -131002.895950 + Penalty 1384.468521 = -129618.427429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7833.311502 sec): 3 clusters Score: Raw -129800.236080 + Penalty 2768.937043 = -127031.299037 nChanged 993 SP:Iteration 1F (7833.407257 sec): 3 clusters Score: Raw -130568.845736 + Penalty 2768.937043 = -127799.908693 nChanged 273 SP:Iteration 2F (7833.511056 sec): 3 clusters Score: Raw -130873.052048 + Penalty 2768.937043 = -128104.115005 nChanged 207 SP:Iteration 3F (7833.618615 sec): 3 clusters Score: Raw -131115.602105 + Penalty 2768.937043 = -128346.665062 nChanged 167 SP:Iteration 4F (7833.716425 sec): 3 clusters Score: Raw -131316.828784 + Penalty 2768.937043 = -128547.891741 nChanged 142 SP:Iteration 5F (7833.820579 sec): 3 clusters Score: Raw -131493.952769 + Penalty 2768.937043 = -128725.015726 nChanged 121 SP:Iteration 6Q (7833.902263 sec): 3 clusters Score: Raw -131615.694823 + Penalty 2768.937043 = -128846.757780 nChanged 94 SP:Iteration 7Q (7833.999224 sec): 3 clusters Score: Raw -131697.114156 + Penalty 2768.937043 = -128928.177113 nChanged 70 SP:Iteration 8Q (7834.064013 sec): 3 clusters Score: Raw -131742.616364 + Penalty 2768.937043 = -128973.679321 nChanged 54 SP:Iteration 9Q (7834.090519 sec): 3 clusters Score: Raw -131782.615355 + Penalty 2768.937043 = -129013.678312 nChanged 39 SP:Iteration 10Q (7834.116508 sec): 3 clusters Score: Raw -131811.451367 + Penalty 2768.937043 = -129042.514324 nChanged 32 SP:Iteration 11Q (7834.142709 sec): 3 clusters Score: Raw -131834.569019 + Penalty 2768.937043 = -129065.631976 nChanged 20 SP:Iteration 12Q (7834.168202 sec): 3 clusters Score: Raw -131845.534004 + Penalty 2768.937043 = -129076.596961 nChanged 16 SP:Iteration 13Q (7834.194517 sec): 3 clusters Score: Raw -131851.692185 + Penalty 2768.937043 = -129082.755143 nChanged 15 SP:Iteration 14Q (7834.220380 sec): 3 clusters Score: Raw -131861.994618 + Penalty 2768.937043 = -129093.057575 nChanged 20 SP:Iteration 15Q (7834.246082 sec): 3 clusters Score: Raw -131871.191725 + Penalty 2768.937043 = -129102.254682 nChanged 16 SP:Iteration 16Q (7834.323342 sec): 3 clusters Score: Raw -131880.196891 + Penalty 2768.937043 = -129111.259848 nChanged 12 SP:Iteration 17Q (7834.428592 sec): 3 clusters Score: Raw -131886.185915 + Penalty 2768.937043 = -129117.248872 nChanged 9 SP:Iteration 18Q (7834.527748 sec): 3 clusters Score: Raw -131889.928712 + Penalty 2768.937043 = -129120.991669 nChanged 5 SP:Iteration 19Q (7834.633638 sec): 3 clusters Score: Raw -131892.314059 + Penalty 2768.937043 = -129123.377016 nChanged 0 SP:Iteration 20F (7834.732428 sec): 3 clusters Score: Raw -131892.314059 + Penalty 2768.937043 = -129123.377016 nChanged 0 Trying to split cluster 16 (3852 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7834.813579 sec): 2 clusters Score: Raw -242898.005327 + Penalty 1448.989034 = -241449.016293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7834.927753 sec): 3 clusters Score: Raw -241071.128225 + Penalty 2897.978068 = -238173.150157 nChanged 1502 SP:Iteration 1F (7835.021535 sec): 3 clusters Score: Raw -241972.434025 + Penalty 2897.978068 = -239074.455956 nChanged 304 SP:Iteration 2F (7835.145354 sec): 3 clusters Score: Raw -242181.758180 + Penalty 2897.978068 = -239283.780112 nChanged 232 SP:Iteration 3F (7835.263780 sec): 3 clusters Score: Raw -242342.145725 + Penalty 2897.978068 = -239444.167657 nChanged 194 SP:Iteration 4F (7835.346668 sec): 3 clusters Score: Raw -242465.201742 + Penalty 2897.978068 = -239567.223674 nChanged 162 SP:Iteration 5Q (7835.478440 sec): 3 clusters Score: Raw -242575.352364 + Penalty 2897.978068 = -239677.374296 nChanged 148 SP:Iteration 6Q (7835.586497 sec): 3 clusters Score: Raw -242674.830669 + Penalty 2897.978068 = -239776.852601 nChanged 142 SP:Iteration 7Q (7835.698322 sec): 3 clusters Score: Raw -242779.568244 + Penalty 2897.978068 = -239881.590176 nChanged 124 SP:Iteration 8Q (7835.797602 sec): 3 clusters Score: Raw -242862.319086 + Penalty 2897.978068 = -239964.341018 nChanged 105 SP:Iteration 9Q (7835.915980 sec): 3 clusters Score: Raw -242926.387490 + Penalty 2897.978068 = -240028.409422 nChanged 90 SP:Iteration 10Q (7835.997643 sec): 3 clusters Score: Raw -242986.621549 + Penalty 2897.978068 = -240088.643480 nChanged 68 SP:Iteration 11Q (7836.106827 sec): 3 clusters Score: Raw -243025.220924 + Penalty 2897.978068 = -240127.242855 nChanged 60 SP:Iteration 12Q (7836.239558 sec): 3 clusters Score: Raw -243067.284983 + Penalty 2897.978068 = -240169.306915 nChanged 56 SP:Iteration 13Q (7836.340386 sec): 3 clusters Score: Raw -243101.753090 + Penalty 2897.978068 = -240203.775021 nChanged 47 SP:Iteration 14Q (7836.416099 sec): 3 clusters Score: Raw -243128.560091 + Penalty 2897.978068 = -240230.582022 nChanged 52 SP:Iteration 15Q (7836.530822 sec): 3 clusters Score: Raw -243166.880497 + Penalty 2897.978068 = -240268.902429 nChanged 57 SP:Iteration 16Q (7836.600236 sec): 3 clusters Score: Raw -243212.374075 + Penalty 2897.978068 = -240314.396007 nChanged 60 SP:Iteration 17Q (7836.686234 sec): 3 clusters Score: Raw -243259.883545 + Penalty 2897.978068 = -240361.905477 nChanged 52 SP:Iteration 18Q (7836.766896 sec): 3 clusters Score: Raw -243288.217251 + Penalty 2897.978068 = -240390.239183 nChanged 33 SP:Iteration 19Q (7836.851406 sec): 3 clusters Score: Raw -243302.492887 + Penalty 2897.978068 = -240404.514819 nChanged 25 SP:Iteration 20F (7836.950061 sec): 3 clusters Score: Raw -243316.460115 + Penalty 2897.978068 = -240418.482046 nChanged 20 SP:Iteration 21Q (7837.018387 sec): 3 clusters Score: Raw -243328.461819 + Penalty 2897.978068 = -240430.483750 nChanged 15 SP:Iteration 22Q (7837.110404 sec): 3 clusters Score: Raw -243335.586364 + Penalty 2897.978068 = -240437.608295 nChanged 16 SP:Iteration 23Q (7837.208917 sec): 3 clusters Score: Raw -243343.948916 + Penalty 2897.978068 = -240445.970848 nChanged 12 SP:Iteration 24Q (7837.285351 sec): 3 clusters Score: Raw -243348.078811 + Penalty 2897.978068 = -240450.100742 nChanged 8 SP:Iteration 25Q (7837.376742 sec): 3 clusters Score: Raw -243352.384065 + Penalty 2897.978068 = -240454.405997 nChanged 9 SP:Iteration 26Q (7837.479069 sec): 3 clusters Score: Raw -243355.127242 + Penalty 2897.978068 = -240457.149173 nChanged 2 SP:Iteration 27Q (7837.565717 sec): 3 clusters Score: Raw -243355.478915 + Penalty 2897.978068 = -240457.500846 nChanged 3 SP:Iteration 28Q (7837.647051 sec): 3 clusters Score: Raw -243356.782696 + Penalty 2897.978068 = -240458.804627 nChanged 2 SP:Iteration 29Q (7837.719950 sec): 3 clusters Score: Raw -243357.151260 + Penalty 2897.978068 = -240459.173192 nChanged 1 SP:Iteration 30Q (7837.816027 sec): 3 clusters Score: Raw -243357.451200 + Penalty 2897.978068 = -240459.473131 nChanged 0 SP:Iteration 31F (7837.920299 sec): 3 clusters Score: Raw -243357.451200 + Penalty 2897.978068 = -240459.473131 nChanged 0 Trying to split cluster 17 (23527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7838.041615 sec): 2 clusters Score: Raw -1623388.844415 + Penalty 1766.566148 = -1621622.278267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7838.165468 sec): 3 clusters Score: Raw -1609305.248211 + Penalty 3533.132296 = -1605772.115915 nChanged 10570 SP:Iteration 1F (7838.282112 sec): 3 clusters Score: Raw -1615309.888177 + Penalty 3533.132296 = -1611776.755882 nChanged 1311 SP:Iteration 2F (7838.403690 sec): 3 clusters Score: Raw -1615852.067936 + Penalty 3533.132296 = -1612318.935640 nChanged 1229 SP:Iteration 3F (7838.530351 sec): 3 clusters Score: Raw -1616379.241959 + Penalty 3533.132296 = -1612846.109663 nChanged 1158 SP:Iteration 4Q (7838.659088 sec): 3 clusters Score: Raw -1616860.963391 + Penalty 3533.132296 = -1613327.831095 nChanged 1078 SP:Iteration 5Q (7838.787314 sec): 3 clusters Score: Raw -1617325.566158 + Penalty 3533.132296 = -1613792.433863 nChanged 1078 SP:Iteration 6Q (7838.907878 sec): 3 clusters Score: Raw -1617817.749698 + Penalty 3533.132296 = -1614284.617402 nChanged 1080 SP:Iteration 7Q (7839.043609 sec): 3 clusters Score: Raw -1618361.026434 + Penalty 3533.132296 = -1614827.894138 nChanged 986 SP:Iteration 8Q (7839.163398 sec): 3 clusters Score: Raw -1618896.871103 + Penalty 3533.132296 = -1615363.738807 nChanged 980 SP:Iteration 9Q (7839.269631 sec): 3 clusters Score: Raw -1619478.446285 + Penalty 3533.132296 = -1615945.313989 nChanged 934 SP:Iteration 10Q (7839.411864 sec): 3 clusters Score: Raw -1620061.279861 + Penalty 3533.132296 = -1616528.147565 nChanged 797 SP:Iteration 11Q (7839.540897 sec): 3 clusters Score: Raw -1620568.453636 + Penalty 3533.132296 = -1617035.321340 nChanged 736 SP:Iteration 12Q (7839.668533 sec): 3 clusters Score: Raw -1621012.489038 + Penalty 3533.132296 = -1617479.356742 nChanged 648 SP:Iteration 13Q (7839.803720 sec): 3 clusters Score: Raw -1621354.807379 + Penalty 3533.132296 = -1617821.675083 nChanged 570 SP:Iteration 14Q (7839.938347 sec): 3 clusters Score: Raw -1621650.880907 + Penalty 3533.132296 = -1618117.748611 nChanged 510 SP:Iteration 15Q (7840.072814 sec): 3 clusters Score: Raw -1621912.415667 + Penalty 3533.132296 = -1618379.283371 nChanged 460 SP:Iteration 16Q (7840.207483 sec): 3 clusters Score: Raw -1622146.237431 + Penalty 3533.132296 = -1618613.105135 nChanged 451 SP:Iteration 17Q (7840.334209 sec): 3 clusters Score: Raw -1622409.769132 + Penalty 3533.132296 = -1618876.636836 nChanged 406 SP:Iteration 18Q (7840.470324 sec): 3 clusters Score: Raw -1622694.443347 + Penalty 3533.132296 = -1619161.311051 nChanged 378 SP:Iteration 19Q (7840.600911 sec): 3 clusters Score: Raw -1622981.715552 + Penalty 3533.132296 = -1619448.583256 nChanged 319 SP:Iteration 20F (7840.733602 sec): 3 clusters Score: Raw -1623260.123201 + Penalty 3533.132296 = -1619726.990905 nChanged 316 SP:Iteration 21Q (7840.862390 sec): 3 clusters Score: Raw -1623635.703328 + Penalty 3533.132296 = -1620102.571032 nChanged 313 SP:Iteration 22Q (7840.994762 sec): 3 clusters Score: Raw -1624255.396503 + Penalty 3533.132296 = -1620722.264208 nChanged 293 SP:Iteration 23Q (7841.124415 sec): 3 clusters Score: Raw -1625071.826222 + Penalty 3533.132296 = -1621538.693926 nChanged 321 SP:Iteration 24Q (7841.253513 sec): 3 clusters Score: Raw -1625546.312370 + Penalty 3533.132296 = -1622013.180074 nChanged 303 SP:Iteration 25Q (7841.383301 sec): 3 clusters Score: Raw -1625840.716009 + Penalty 3533.132296 = -1622307.583713 nChanged 241 SP:Iteration 26Q (7841.512898 sec): 3 clusters Score: Raw -1626160.028976 + Penalty 3533.132296 = -1622626.896680 nChanged 222 SP:Iteration 27Q (7841.641796 sec): 3 clusters Score: Raw -1626649.376684 + Penalty 3533.132296 = -1623116.244388 nChanged 215 SP:Iteration 28Q (7841.770411 sec): 3 clusters Score: Raw -1627030.831254 + Penalty 3533.132296 = -1623497.698958 nChanged 140 SP:Iteration 29Q (7841.898434 sec): 3 clusters Score: Raw -1627145.875841 + Penalty 3533.132296 = -1623612.743545 nChanged 89 SP:Iteration 30Q (7842.026351 sec): 3 clusters Score: Raw -1627197.210064 + Penalty 3533.132296 = -1623664.077768 nChanged 39 SP:Iteration 31Q (7842.152798 sec): 3 clusters Score: Raw -1627208.238318 + Penalty 3533.132296 = -1623675.106022 nChanged 28 SP:Iteration 32Q (7842.281374 sec): 3 clusters Score: Raw -1627215.014461 + Penalty 3533.132296 = -1623681.882166 nChanged 17 SP:Iteration 33Q (7842.387885 sec): 3 clusters Score: Raw -1627218.332101 + Penalty 3533.132296 = -1623685.199805 nChanged 8 SP:Iteration 34Q (7842.526440 sec): 3 clusters Score: Raw -1627219.349534 + Penalty 3533.132296 = -1623686.217238 nChanged 2 SP:Iteration 35Q (7842.646503 sec): 3 clusters Score: Raw -1627219.618659 + Penalty 3533.132296 = -1623686.486363 nChanged 0 SP:Iteration 36F (7842.770581 sec): 3 clusters Score: Raw -1627227.719083 + Penalty 3533.132296 = -1623694.586787 nChanged 8 SP:Iteration 37Q (7842.889807 sec): 3 clusters Score: Raw -1627229.298114 + Penalty 3533.132296 = -1623696.165818 nChanged 4 SP:Iteration 38Q (7843.014363 sec): 3 clusters Score: Raw -1627230.030328 + Penalty 3533.132296 = -1623696.898032 nChanged 1 SP:Iteration 39Q (7843.135438 sec): 3 clusters Score: Raw -1627230.192039 + Penalty 3533.132296 = -1623697.059743 nChanged 0 SP:Iteration 40F (7843.262651 sec): 3 clusters Score: Raw -1627230.192039 + Penalty 3533.132296 = -1623697.059743 nChanged 0 Score: Raw -11967220.266785 + Penalty 72919.712142 = -11894300.554643 Splitting cluster 17 changes total score from -11892425.626715 to -11894300.554643 So it's getting split into cluster 34. Trying to split cluster 18 (5106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7850.469980 sec): 2 clusters Score: Raw -276444.196975 + Penalty 1498.449115 = -274945.747859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7850.587127 sec): 3 clusters Score: Raw -273818.236288 + Penalty 2996.898231 = -270821.338057 nChanged 2057 SP:Iteration 1F (7850.712902 sec): 3 clusters Score: Raw -275077.200284 + Penalty 2996.898231 = -272080.302053 nChanged 420 SP:Iteration 2F (7850.821678 sec): 3 clusters Score: Raw -275419.363318 + Penalty 2996.898231 = -272422.465087 nChanged 368 SP:Iteration 3F (7850.933431 sec): 3 clusters Score: Raw -275682.349909 + Penalty 2996.898231 = -272685.451678 nChanged 289 SP:Iteration 4F (7851.029919 sec): 3 clusters Score: Raw -275908.400504 + Penalty 2996.898231 = -272911.502273 nChanged 260 SP:Iteration 5F (7851.120720 sec): 3 clusters Score: Raw -276088.704501 + Penalty 2996.898231 = -273091.806270 nChanged 208 SP:Iteration 6Q (7851.225054 sec): 3 clusters Score: Raw -276229.071456 + Penalty 2996.898231 = -273232.173226 nChanged 172 SP:Iteration 7Q (7851.331414 sec): 3 clusters Score: Raw -276329.493124 + Penalty 2996.898231 = -273332.594893 nChanged 137 SP:Iteration 8Q (7851.437277 sec): 3 clusters Score: Raw -276401.715461 + Penalty 2996.898231 = -273404.817230 nChanged 99 SP:Iteration 9Q (7851.550823 sec): 3 clusters Score: Raw -276454.445199 + Penalty 2996.898231 = -273457.546968 nChanged 103 SP:Iteration 10Q (7851.669700 sec): 3 clusters Score: Raw -276515.155866 + Penalty 2996.898231 = -273518.257635 nChanged 92 SP:Iteration 11Q (7851.770996 sec): 3 clusters Score: Raw -276560.274092 + Penalty 2996.898231 = -273563.375861 nChanged 85 SP:Iteration 12Q (7851.879150 sec): 3 clusters Score: Raw -276602.666098 + Penalty 2996.898231 = -273605.767867 nChanged 81 SP:Iteration 13Q (7851.990736 sec): 3 clusters Score: Raw -276638.349637 + Penalty 2996.898231 = -273641.451406 nChanged 69 SP:Iteration 14Q (7852.097695 sec): 3 clusters Score: Raw -276667.477087 + Penalty 2996.898231 = -273670.578856 nChanged 64 SP:Iteration 15Q (7852.207604 sec): 3 clusters Score: Raw -276693.907280 + Penalty 2996.898231 = -273697.009049 nChanged 65 SP:Iteration 16Q (7852.316054 sec): 3 clusters Score: Raw -276723.332318 + Penalty 2996.898231 = -273726.434087 nChanged 59 SP:Iteration 17Q (7852.416783 sec): 3 clusters Score: Raw -276750.246533 + Penalty 2996.898231 = -273753.348302 nChanged 62 SP:Iteration 18Q (7852.538080 sec): 3 clusters Score: Raw -276779.287772 + Penalty 2996.898231 = -273782.389541 nChanged 57 SP:Iteration 19Q (7852.620154 sec): 3 clusters Score: Raw -276806.659876 + Penalty 2996.898231 = -273809.761645 nChanged 59 SP:Iteration 20F (7852.717508 sec): 3 clusters Score: Raw -276832.441616 + Penalty 2996.898231 = -273835.543386 nChanged 61 SP:Iteration 21Q (7852.801169 sec): 3 clusters Score: Raw -276853.807935 + Penalty 2996.898231 = -273856.909704 nChanged 42 SP:Iteration 22Q (7852.879559 sec): 3 clusters Score: Raw -276865.896683 + Penalty 2996.898231 = -273868.998453 nChanged 20 SP:Iteration 23Q (7852.970552 sec): 3 clusters Score: Raw -276872.302125 + Penalty 2996.898231 = -273875.403894 nChanged 24 SP:Iteration 24Q (7853.073939 sec): 3 clusters Score: Raw -276878.757574 + Penalty 2996.898231 = -273881.859343 nChanged 20 SP:Iteration 25Q (7853.146550 sec): 3 clusters Score: Raw -276884.878397 + Penalty 2996.898231 = -273887.980166 nChanged 19 SP:Iteration 26Q (7853.229161 sec): 3 clusters Score: Raw -276892.544647 + Penalty 2996.898231 = -273895.646416 nChanged 25 SP:Iteration 27Q (7853.324392 sec): 3 clusters Score: Raw -276902.539064 + Penalty 2996.898231 = -273905.640833 nChanged 20 SP:Iteration 28Q (7853.407394 sec): 3 clusters Score: Raw -276908.382642 + Penalty 2996.898231 = -273911.484411 nChanged 14 SP:Iteration 29Q (7853.500731 sec): 3 clusters Score: Raw -276911.627064 + Penalty 2996.898231 = -273914.728833 nChanged 9 SP:Iteration 30Q (7853.581885 sec): 3 clusters Score: Raw -276913.487692 + Penalty 2996.898231 = -273916.589461 nChanged 5 SP:Iteration 31Q (7853.667349 sec): 3 clusters Score: Raw -276914.470122 + Penalty 2996.898231 = -273917.571892 nChanged 3 SP:Iteration 32Q (7853.755083 sec): 3 clusters Score: Raw -276915.120041 + Penalty 2996.898231 = -273918.221810 nChanged 2 SP:Iteration 33Q (7853.830210 sec): 3 clusters Score: Raw -276915.561818 + Penalty 2996.898231 = -273918.663587 nChanged 3 SP:Iteration 34Q (7853.938324 sec): 3 clusters Score: Raw -276916.039642 + Penalty 2996.898231 = -273919.141411 nChanged 5 SP:Iteration 35Q (7854.036262 sec): 3 clusters Score: Raw -276917.369892 + Penalty 2996.898231 = -273920.471661 nChanged 7 SP:Iteration 36Q (7854.112156 sec): 3 clusters Score: Raw -276919.745037 + Penalty 2996.898231 = -273922.846806 nChanged 12 SP:Iteration 37Q (7854.225503 sec): 3 clusters Score: Raw -276922.633640 + Penalty 2996.898231 = -273925.735409 nChanged 6 SP:Iteration 38Q (7854.300675 sec): 3 clusters Score: Raw -276923.949886 + Penalty 2996.898231 = -273927.051655 nChanged 4 SP:Iteration 39Q (7854.380568 sec): 3 clusters Score: Raw -276924.747721 + Penalty 2996.898231 = -273927.849491 nChanged 1 SP:Iteration 40F (7854.471593 sec): 3 clusters Score: Raw -276925.237404 + Penalty 2996.898231 = -273928.339173 nChanged 6 SP:Iteration 41Q (7854.564120 sec): 3 clusters Score: Raw -276926.647797 + Penalty 2996.898231 = -273929.749567 nChanged 3 SP:Iteration 42Q (7854.673902 sec): 3 clusters Score: Raw -276927.177184 + Penalty 2996.898231 = -273930.278953 nChanged 2 SP:Iteration 43Q (7854.749265 sec): 3 clusters Score: Raw -276927.743693 + Penalty 2996.898231 = -273930.845463 nChanged 4 SP:Iteration 44Q (7854.856131 sec): 3 clusters Score: Raw -276928.795447 + Penalty 2996.898231 = -273931.897217 nChanged 5 SP:Iteration 45Q (7854.927906 sec): 3 clusters Score: Raw -276930.344007 + Penalty 2996.898231 = -273933.445776 nChanged 3 SP:Iteration 46Q (7855.034564 sec): 3 clusters Score: Raw -276930.719766 + Penalty 2996.898231 = -273933.821536 nChanged 3 SP:Iteration 47Q (7855.129819 sec): 3 clusters Score: Raw -276931.079093 + Penalty 2996.898231 = -273934.180862 nChanged 3 SP:Iteration 48Q (7855.223639 sec): 3 clusters Score: Raw -276931.653746 + Penalty 2996.898231 = -273934.755515 nChanged 5 SP:Iteration 49Q (7855.303454 sec): 3 clusters Score: Raw -276932.686751 + Penalty 2996.898231 = -273935.788520 nChanged 3 SP:Iteration 50Q (7855.396196 sec): 3 clusters Score: Raw -276933.053844 + Penalty 2996.898231 = -273936.155614 nChanged 2 SP:Iteration 51Q (7855.468659 sec): 3 clusters Score: Raw -276933.366992 + Penalty 2996.898231 = -273936.468761 nChanged 0 SP:Iteration 52F (7855.571042 sec): 3 clusters Score: Raw -276933.366992 + Penalty 2996.898231 = -273936.468761 nChanged 0 Trying to split cluster 19 (5743 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7855.619404 sec): 2 clusters Score: Raw -336666.582452 + Penalty 1519.081844 = -335147.500608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7855.716424 sec): 3 clusters Score: Raw -333629.772457 + Penalty 3038.163687 = -330591.608769 nChanged 2348 SP:Iteration 1F (7855.809791 sec): 3 clusters Score: Raw -335069.140674 + Penalty 3038.163687 = -332030.976987 nChanged 479 SP:Iteration 2F (7855.893943 sec): 3 clusters Score: Raw -335497.945700 + Penalty 3038.163687 = -332459.782013 nChanged 419 SP:Iteration 3F (7855.962349 sec): 3 clusters Score: Raw -335867.078343 + Penalty 3038.163687 = -332828.914655 nChanged 353 SP:Iteration 4F (7856.057555 sec): 3 clusters Score: Raw -336181.972003 + Penalty 3038.163687 = -333143.808316 nChanged 337 SP:Iteration 5F (7856.147187 sec): 3 clusters Score: Raw -336456.679092 + Penalty 3038.163687 = -333418.515404 nChanged 305 SP:Iteration 6F (7856.238365 sec): 3 clusters Score: Raw -336679.459648 + Penalty 3038.163687 = -333641.295960 nChanged 256 SP:Iteration 7Q (7856.321099 sec): 3 clusters Score: Raw -336865.673694 + Penalty 3038.163687 = -333827.510007 nChanged 238 SP:Iteration 8Q (7856.409855 sec): 3 clusters Score: Raw -337007.734748 + Penalty 3038.163687 = -333969.571061 nChanged 178 SP:Iteration 9Q (7856.515778 sec): 3 clusters Score: Raw -337105.244424 + Penalty 3038.163687 = -334067.080736 nChanged 132 SP:Iteration 10Q (7856.592029 sec): 3 clusters Score: Raw -337173.612245 + Penalty 3038.163687 = -334135.448558 nChanged 109 SP:Iteration 11Q (7856.697920 sec): 3 clusters Score: Raw -337228.249602 + Penalty 3038.163687 = -334190.085914 nChanged 93 SP:Iteration 12Q (7856.769296 sec): 3 clusters Score: Raw -337270.987884 + Penalty 3038.163687 = -334232.824197 nChanged 80 SP:Iteration 13Q (7856.860876 sec): 3 clusters Score: Raw -337302.323235 + Penalty 3038.163687 = -334264.159548 nChanged 83 SP:Iteration 14Q (7856.949672 sec): 3 clusters Score: Raw -337348.180761 + Penalty 3038.163687 = -334310.017073 nChanged 86 SP:Iteration 15Q (7857.039383 sec): 3 clusters Score: Raw -337398.262080 + Penalty 3038.163687 = -334360.098393 nChanged 94 SP:Iteration 16Q (7857.141563 sec): 3 clusters Score: Raw -337440.223387 + Penalty 3038.163687 = -334402.059700 nChanged 85 SP:Iteration 17Q (7857.216604 sec): 3 clusters Score: Raw -337479.671382 + Penalty 3038.163687 = -334441.507695 nChanged 73 SP:Iteration 18Q (7857.321975 sec): 3 clusters Score: Raw -337510.601175 + Penalty 3038.163687 = -334472.437488 nChanged 63 SP:Iteration 19Q (7857.397547 sec): 3 clusters Score: Raw -337529.642019 + Penalty 3038.163687 = -334491.478331 nChanged 42 SP:Iteration 20F (7857.498171 sec): 3 clusters Score: Raw -337541.950447 + Penalty 3038.163687 = -334503.786760 nChanged 33 SP:Iteration 21Q (7857.590850 sec): 3 clusters Score: Raw -337552.659352 + Penalty 3038.163687 = -334514.495665 nChanged 22 SP:Iteration 22Q (7857.667719 sec): 3 clusters Score: Raw -337559.143128 + Penalty 3038.163687 = -334520.979441 nChanged 21 SP:Iteration 23Q (7857.756142 sec): 3 clusters Score: Raw -337564.744847 + Penalty 3038.163687 = -334526.581159 nChanged 19 SP:Iteration 24Q (7857.847303 sec): 3 clusters Score: Raw -337569.807210 + Penalty 3038.163687 = -334531.643523 nChanged 14 SP:Iteration 25Q (7857.936531 sec): 3 clusters Score: Raw -337573.379945 + Penalty 3038.163687 = -334535.216258 nChanged 16 SP:Iteration 26Q (7858.028264 sec): 3 clusters Score: Raw -337578.460143 + Penalty 3038.163687 = -334540.296456 nChanged 20 SP:Iteration 27Q (7858.123403 sec): 3 clusters Score: Raw -337583.438530 + Penalty 3038.163687 = -334545.274843 nChanged 18 SP:Iteration 28Q (7858.214587 sec): 3 clusters Score: Raw -337587.668730 + Penalty 3038.163687 = -334549.505043 nChanged 14 SP:Iteration 29Q (7858.303189 sec): 3 clusters Score: Raw -337591.407052 + Penalty 3038.163687 = -334553.243364 nChanged 12 SP:Iteration 30Q (7858.397964 sec): 3 clusters Score: Raw -337595.620589 + Penalty 3038.163687 = -334557.456902 nChanged 14 SP:Iteration 31Q (7858.490770 sec): 3 clusters Score: Raw -337599.721994 + Penalty 3038.163687 = -334561.558306 nChanged 9 SP:Iteration 32Q (7858.596511 sec): 3 clusters Score: Raw -337602.141774 + Penalty 3038.163687 = -334563.978087 nChanged 10 SP:Iteration 33Q (7858.671849 sec): 3 clusters Score: Raw -337605.216003 + Penalty 3038.163687 = -334567.052316 nChanged 10 SP:Iteration 34Q (7858.783196 sec): 3 clusters Score: Raw -337607.056907 + Penalty 3038.163687 = -334568.893220 nChanged 6 SP:Iteration 35Q (7858.871108 sec): 3 clusters Score: Raw -337608.823534 + Penalty 3038.163687 = -334570.659847 nChanged 3 SP:Iteration 36Q (7858.963224 sec): 3 clusters Score: Raw -337609.313381 + Penalty 3038.163687 = -334571.149694 nChanged 5 SP:Iteration 37Q (7859.056002 sec): 3 clusters Score: Raw -337610.445292 + Penalty 3038.163687 = -334572.281604 nChanged 6 SP:Iteration 38Q (7859.143145 sec): 3 clusters Score: Raw -337611.799146 + Penalty 3038.163687 = -334573.635459 nChanged 5 SP:Iteration 39Q (7859.235530 sec): 3 clusters Score: Raw -337612.569302 + Penalty 3038.163687 = -334574.405614 nChanged 3 SP:Iteration 40F (7859.331458 sec): 3 clusters Score: Raw -337613.019403 + Penalty 3038.163687 = -334574.855715 nChanged 5 SP:Iteration 41Q (7859.405260 sec): 3 clusters Score: Raw -337613.831762 + Penalty 3038.163687 = -334575.668075 nChanged 3 SP:Iteration 42Q (7859.518132 sec): 3 clusters Score: Raw -337614.219718 + Penalty 3038.163687 = -334576.056031 nChanged 2 SP:Iteration 43Q (7859.614683 sec): 3 clusters Score: Raw -337614.420167 + Penalty 3038.163687 = -334576.256480 nChanged 0 SP:Iteration 44F (7859.705041 sec): 3 clusters Score: Raw -337614.420167 + Penalty 3038.163687 = -334576.256480 nChanged 0 Trying to split cluster 20 (9270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7859.769192 sec): 2 clusters Score: Raw -589177.318737 + Penalty 1603.111535 = -587574.207203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7859.867994 sec): 3 clusters Score: Raw -584031.125213 + Penalty 3206.223069 = -580824.902144 nChanged 3980 SP:Iteration 1F (7859.961668 sec): 3 clusters Score: Raw -586249.935721 + Penalty 3206.223069 = -583043.712652 nChanged 616 SP:Iteration 2F (7860.050825 sec): 3 clusters Score: Raw -586540.616838 + Penalty 3206.223069 = -583334.393769 nChanged 491 SP:Iteration 3F (7860.139946 sec): 3 clusters Score: Raw -586777.141262 + Penalty 3206.223069 = -583570.918193 nChanged 430 SP:Iteration 4Q (7860.243291 sec): 3 clusters Score: Raw -586995.776011 + Penalty 3206.223069 = -583789.552942 nChanged 410 SP:Iteration 5Q (7860.346585 sec): 3 clusters Score: Raw -587218.831697 + Penalty 3206.223069 = -584012.608627 nChanged 430 SP:Iteration 6Q (7860.453564 sec): 3 clusters Score: Raw -587469.034968 + Penalty 3206.223069 = -584262.811898 nChanged 393 SP:Iteration 7Q (7860.551889 sec): 3 clusters Score: Raw -587697.049820 + Penalty 3206.223069 = -584490.826751 nChanged 373 SP:Iteration 8Q (7860.650885 sec): 3 clusters Score: Raw -587909.616119 + Penalty 3206.223069 = -584703.393050 nChanged 317 SP:Iteration 9Q (7860.747876 sec): 3 clusters Score: Raw -588105.862402 + Penalty 3206.223069 = -584899.639333 nChanged 330 SP:Iteration 10Q (7860.843645 sec): 3 clusters Score: Raw -588316.167536 + Penalty 3206.223069 = -585109.944467 nChanged 282 SP:Iteration 11Q (7860.941512 sec): 3 clusters Score: Raw -588484.208691 + Penalty 3206.223069 = -585277.985622 nChanged 237 SP:Iteration 12Q (7861.021032 sec): 3 clusters Score: Raw -588638.001395 + Penalty 3206.223069 = -585431.778326 nChanged 219 SP:Iteration 13Q (7861.128112 sec): 3 clusters Score: Raw -588768.687004 + Penalty 3206.223069 = -585562.463935 nChanged 210 SP:Iteration 14Q (7861.216699 sec): 3 clusters Score: Raw -588883.386840 + Penalty 3206.223069 = -585677.163771 nChanged 179 SP:Iteration 15Q (7861.320234 sec): 3 clusters Score: Raw -588979.906602 + Penalty 3206.223069 = -585773.683533 nChanged 176 SP:Iteration 16Q (7861.410907 sec): 3 clusters Score: Raw -589073.021793 + Penalty 3206.223069 = -585866.798724 nChanged 144 SP:Iteration 17Q (7861.525287 sec): 3 clusters Score: Raw -589136.806675 + Penalty 3206.223069 = -585930.583606 nChanged 111 SP:Iteration 18Q (7861.623297 sec): 3 clusters Score: Raw -589192.188391 + Penalty 3206.223069 = -585985.965322 nChanged 106 SP:Iteration 19Q (7861.703486 sec): 3 clusters Score: Raw -589250.105542 + Penalty 3206.223069 = -586043.882472 nChanged 107 SP:Iteration 20F (7861.802444 sec): 3 clusters Score: Raw -589317.661556 + Penalty 3206.223069 = -586111.438487 nChanged 102 SP:Iteration 21Q (7861.911169 sec): 3 clusters Score: Raw -589379.903096 + Penalty 3206.223069 = -586173.680027 nChanged 102 SP:Iteration 22Q (7862.007780 sec): 3 clusters Score: Raw -589430.552557 + Penalty 3206.223069 = -586224.329488 nChanged 93 SP:Iteration 23Q (7862.101917 sec): 3 clusters Score: Raw -589473.119239 + Penalty 3206.223069 = -586266.896170 nChanged 89 SP:Iteration 24Q (7862.195513 sec): 3 clusters Score: Raw -589517.142909 + Penalty 3206.223069 = -586310.919840 nChanged 79 SP:Iteration 25Q (7862.286636 sec): 3 clusters Score: Raw -589555.717451 + Penalty 3206.223069 = -586349.494382 nChanged 76 SP:Iteration 26Q (7862.385130 sec): 3 clusters Score: Raw -589589.247974 + Penalty 3206.223069 = -586383.024905 nChanged 71 SP:Iteration 27Q (7862.472919 sec): 3 clusters Score: Raw -589623.446007 + Penalty 3206.223069 = -586417.222938 nChanged 67 SP:Iteration 28Q (7862.578412 sec): 3 clusters Score: Raw -589647.161705 + Penalty 3206.223069 = -586440.938635 nChanged 50 SP:Iteration 29Q (7862.656592 sec): 3 clusters Score: Raw -589663.768422 + Penalty 3206.223069 = -586457.545353 nChanged 42 SP:Iteration 30Q (7862.767635 sec): 3 clusters Score: Raw -589678.030361 + Penalty 3206.223069 = -586471.807292 nChanged 42 SP:Iteration 31Q (7862.848584 sec): 3 clusters Score: Raw -589693.500221 + Penalty 3206.223069 = -586487.277151 nChanged 46 SP:Iteration 32Q (7862.956248 sec): 3 clusters Score: Raw -589711.367527 + Penalty 3206.223069 = -586505.144458 nChanged 39 SP:Iteration 33Q (7863.032201 sec): 3 clusters Score: Raw -589726.567186 + Penalty 3206.223069 = -586520.344117 nChanged 41 SP:Iteration 34Q (7863.129991 sec): 3 clusters Score: Raw -589740.545358 + Penalty 3206.223069 = -586534.322289 nChanged 39 SP:Iteration 35Q (7863.215045 sec): 3 clusters Score: Raw -589757.075628 + Penalty 3206.223069 = -586550.852558 nChanged 44 SP:Iteration 36Q (7863.315094 sec): 3 clusters Score: Raw -589772.845123 + Penalty 3206.223069 = -586566.622054 nChanged 43 SP:Iteration 37Q (7863.409143 sec): 3 clusters Score: Raw -589786.824413 + Penalty 3206.223069 = -586580.601344 nChanged 31 SP:Iteration 38Q (7863.489552 sec): 3 clusters Score: Raw -589795.916897 + Penalty 3206.223069 = -586589.693827 nChanged 27 SP:Iteration 39Q (7863.582800 sec): 3 clusters Score: Raw -589806.093660 + Penalty 3206.223069 = -586599.870591 nChanged 30 SP:Iteration 40F (7863.716058 sec): 3 clusters Score: Raw -589816.267782 + Penalty 3206.223069 = -586610.044713 nChanged 28 SP:Iteration 41Q (7863.845498 sec): 3 clusters Score: Raw -589826.963578 + Penalty 3206.223069 = -586620.740509 nChanged 30 SP:Iteration 42Q (7863.956088 sec): 3 clusters Score: Raw -589838.255193 + Penalty 3206.223069 = -586632.032124 nChanged 33 SP:Iteration 43Q (7864.070006 sec): 3 clusters Score: Raw -589848.785676 + Penalty 3206.223069 = -586642.562607 nChanged 29 SP:Iteration 44Q (7864.192934 sec): 3 clusters Score: Raw -589854.945692 + Penalty 3206.223069 = -586648.722623 nChanged 20 SP:Iteration 45Q (7864.344287 sec): 3 clusters Score: Raw -589860.788317 + Penalty 3206.223069 = -586654.565248 nChanged 21 SP:Iteration 46Q (7864.462136 sec): 3 clusters Score: Raw -589867.595736 + Penalty 3206.223069 = -586661.372667 nChanged 21 SP:Iteration 47Q (7864.581220 sec): 3 clusters Score: Raw -589874.378152 + Penalty 3206.223069 = -586668.155083 nChanged 21 SP:Iteration 48Q (7864.718214 sec): 3 clusters Score: Raw -589880.189958 + Penalty 3206.223069 = -586673.966889 nChanged 21 SP:Iteration 49Q (7864.841622 sec): 3 clusters Score: Raw -589886.255470 + Penalty 3206.223069 = -586680.032401 nChanged 18 SP:Iteration 50Q (7864.980705 sec): 3 clusters Score: Raw -589891.855042 + Penalty 3206.223069 = -586685.631973 nChanged 11 SP:Iteration 51Q (7865.092951 sec): 3 clusters Score: Raw -589894.183117 + Penalty 3206.223069 = -586687.960048 nChanged 7 SP:Iteration 52Q (7865.207019 sec): 3 clusters Score: Raw -589895.970385 + Penalty 3206.223069 = -586689.747316 nChanged 3 SP:Iteration 53Q (7865.297362 sec): 3 clusters Score: Raw -589896.569998 + Penalty 3206.223069 = -586690.346929 nChanged 6 SP:Iteration 54Q (7865.401852 sec): 3 clusters Score: Raw -589897.778114 + Penalty 3206.223069 = -586691.555045 nChanged 3 SP:Iteration 55Q (7865.513990 sec): 3 clusters Score: Raw -589898.895692 + Penalty 3206.223069 = -586692.672623 nChanged 7 SP:Iteration 56Q (7865.638449 sec): 3 clusters Score: Raw -589900.608893 + Penalty 3206.223069 = -586694.385824 nChanged 6 SP:Iteration 57Q (7865.768106 sec): 3 clusters Score: Raw -589901.905655 + Penalty 3206.223069 = -586695.682586 nChanged 4 SP:Iteration 58Q (7865.882947 sec): 3 clusters Score: Raw -589902.563076 + Penalty 3206.223069 = -586696.340007 nChanged 3 SP:Iteration 59Q (7866.024344 sec): 3 clusters Score: Raw -589903.036778 + Penalty 3206.223069 = -586696.813709 nChanged 2 SP:Iteration 60F (7866.134302 sec): 3 clusters Score: Raw -589903.336941 + Penalty 3206.223069 = -586697.113872 nChanged 2 SP:Iteration 61Q (7866.288134 sec): 3 clusters Score: Raw -589903.558028 + Penalty 3206.223069 = -586697.334959 nChanged 0 SP:Iteration 62F (7866.402731 sec): 3 clusters Score: Raw -589903.558028 + Penalty 3206.223069 = -586697.334959 nChanged 0 Trying to split cluster 21 (6883 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7866.483644 sec): 2 clusters Score: Raw -445080.554031 + Penalty 1550.860134 = -443529.693896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7866.605059 sec): 3 clusters Score: Raw -441301.934763 + Penalty 3101.720269 = -438200.214494 nChanged 2868 SP:Iteration 1F (7866.708111 sec): 3 clusters Score: Raw -442832.850442 + Penalty 3101.720269 = -439731.130173 nChanged 450 SP:Iteration 2F (7866.817850 sec): 3 clusters Score: Raw -443074.577499 + Penalty 3101.720269 = -439972.857230 nChanged 390 SP:Iteration 3F (7866.939091 sec): 3 clusters Score: Raw -443299.190353 + Penalty 3101.720269 = -440197.470084 nChanged 358 SP:Iteration 4F (7867.075291 sec): 3 clusters Score: Raw -443512.535759 + Penalty 3101.720269 = -440410.815490 nChanged 331 SP:Iteration 5Q (7867.169122 sec): 3 clusters Score: Raw -443711.744258 + Penalty 3101.720269 = -440610.023989 nChanged 321 SP:Iteration 6Q (7867.285933 sec): 3 clusters Score: Raw -443914.109440 + Penalty 3101.720269 = -440812.389172 nChanged 300 SP:Iteration 7Q (7867.400553 sec): 3 clusters Score: Raw -444130.131713 + Penalty 3101.720269 = -441028.411445 nChanged 283 SP:Iteration 8Q (7867.505071 sec): 3 clusters Score: Raw -444340.212987 + Penalty 3101.720269 = -441238.492718 nChanged 249 SP:Iteration 9Q (7867.647392 sec): 3 clusters Score: Raw -444517.396485 + Penalty 3101.720269 = -441415.676216 nChanged 219 SP:Iteration 10Q (7867.766976 sec): 3 clusters Score: Raw -444691.617583 + Penalty 3101.720269 = -441589.897314 nChanged 196 SP:Iteration 11Q (7867.926341 sec): 3 clusters Score: Raw -444826.752065 + Penalty 3101.720269 = -441725.031796 nChanged 170 SP:Iteration 12Q (7868.021292 sec): 3 clusters Score: Raw -444944.284556 + Penalty 3101.720269 = -441842.564287 nChanged 121 SP:Iteration 13Q (7868.126114 sec): 3 clusters Score: Raw -445027.176239 + Penalty 3101.720269 = -441925.455970 nChanged 96 SP:Iteration 14Q (7868.258821 sec): 3 clusters Score: Raw -445088.225417 + Penalty 3101.720269 = -441986.505148 nChanged 84 SP:Iteration 15Q (7868.365866 sec): 3 clusters Score: Raw -445133.983942 + Penalty 3101.720269 = -442032.263673 nChanged 68 SP:Iteration 16Q (7868.480037 sec): 3 clusters Score: Raw -445178.190959 + Penalty 3101.720269 = -442076.470690 nChanged 63 SP:Iteration 17Q (7868.584311 sec): 3 clusters Score: Raw -445225.377268 + Penalty 3101.720269 = -442123.657000 nChanged 62 SP:Iteration 18Q (7868.699425 sec): 3 clusters Score: Raw -445263.723233 + Penalty 3101.720269 = -442162.002964 nChanged 46 SP:Iteration 19Q (7868.812299 sec): 3 clusters Score: Raw -445291.664881 + Penalty 3101.720269 = -442189.944612 nChanged 36 SP:Iteration 20F (7868.920114 sec): 3 clusters Score: Raw -445313.509065 + Penalty 3101.720269 = -442211.788796 nChanged 26 SP:Iteration 21Q (7869.014151 sec): 3 clusters Score: Raw -445328.399413 + Penalty 3101.720269 = -442226.679145 nChanged 16 SP:Iteration 22Q (7869.112498 sec): 3 clusters Score: Raw -445337.220284 + Penalty 3101.720269 = -442235.500016 nChanged 26 SP:Iteration 23Q (7869.232438 sec): 3 clusters Score: Raw -445349.081117 + Penalty 3101.720269 = -442247.360848 nChanged 18 SP:Iteration 24Q (7869.316406 sec): 3 clusters Score: Raw -445359.769628 + Penalty 3101.720269 = -442258.049359 nChanged 13 SP:Iteration 25Q (7869.405517 sec): 3 clusters Score: Raw -445366.706347 + Penalty 3101.720269 = -442264.986078 nChanged 7 SP:Iteration 26Q (7869.500366 sec): 3 clusters Score: Raw -445369.500737 + Penalty 3101.720269 = -442267.780468 nChanged 4 SP:Iteration 27Q (7869.601339 sec): 3 clusters Score: Raw -445370.668145 + Penalty 3101.720269 = -442268.947877 nChanged 0 SP:Iteration 28F (7869.705999 sec): 3 clusters Score: Raw -445370.668145 + Penalty 3101.720269 = -442268.947877 nChanged 0 Trying to split cluster 22 (4949 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7869.786640 sec): 2 clusters Score: Raw -258732.236415 + Penalty 1492.968113 = -257239.268302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7869.884611 sec): 3 clusters Score: Raw -256180.960748 + Penalty 2985.936226 = -253195.024522 nChanged 1992 SP:Iteration 1F (7869.991244 sec): 3 clusters Score: Raw -257406.191590 + Penalty 2985.936226 = -254420.255364 nChanged 370 SP:Iteration 2F (7870.064061 sec): 3 clusters Score: Raw -257679.838115 + Penalty 2985.936226 = -254693.901889 nChanged 315 SP:Iteration 3F (7870.164634 sec): 3 clusters Score: Raw -257952.634612 + Penalty 2985.936226 = -254966.698386 nChanged 311 SP:Iteration 4F (7870.261371 sec): 3 clusters Score: Raw -258223.401675 + Penalty 2985.936226 = -255237.465449 nChanged 312 SP:Iteration 5F (7870.365332 sec): 3 clusters Score: Raw -258509.771528 + Penalty 2985.936226 = -255523.835302 nChanged 262 SP:Iteration 6F (7870.470514 sec): 3 clusters Score: Raw -258687.041900 + Penalty 2985.936226 = -255701.105674 nChanged 214 SP:Iteration 7Q (7870.553390 sec): 3 clusters Score: Raw -258823.411921 + Penalty 2985.936226 = -255837.475695 nChanged 172 SP:Iteration 8Q (7870.649964 sec): 3 clusters Score: Raw -258929.401521 + Penalty 2985.936226 = -255943.465294 nChanged 138 SP:Iteration 9Q (7870.739737 sec): 3 clusters Score: Raw -259009.147283 + Penalty 2985.936226 = -256023.211057 nChanged 125 SP:Iteration 10Q (7870.840268 sec): 3 clusters Score: Raw -259079.572731 + Penalty 2985.936226 = -256093.636505 nChanged 104 SP:Iteration 11Q (7870.939386 sec): 3 clusters Score: Raw -259124.100161 + Penalty 2985.936226 = -256138.163935 nChanged 65 SP:Iteration 12Q (7871.031199 sec): 3 clusters Score: Raw -259154.109264 + Penalty 2985.936226 = -256168.173038 nChanged 53 SP:Iteration 13Q (7871.134166 sec): 3 clusters Score: Raw -259177.638049 + Penalty 2985.936226 = -256191.701823 nChanged 53 SP:Iteration 14Q (7871.234731 sec): 3 clusters Score: Raw -259201.603596 + Penalty 2985.936226 = -256215.667370 nChanged 44 SP:Iteration 15Q (7871.328409 sec): 3 clusters Score: Raw -259220.725209 + Penalty 2985.936226 = -256234.788983 nChanged 47 SP:Iteration 16Q (7871.438148 sec): 3 clusters Score: Raw -259241.064159 + Penalty 2985.936226 = -256255.127933 nChanged 53 SP:Iteration 17Q (7871.542055 sec): 3 clusters Score: Raw -259263.511277 + Penalty 2985.936226 = -256277.575051 nChanged 45 SP:Iteration 18Q (7871.666626 sec): 3 clusters Score: Raw -259280.625497 + Penalty 2985.936226 = -256294.689271 nChanged 25 SP:Iteration 19Q (7871.771617 sec): 3 clusters Score: Raw -259288.938943 + Penalty 2985.936226 = -256303.002717 nChanged 25 SP:Iteration 20F (7871.863394 sec): 3 clusters Score: Raw -259298.155039 + Penalty 2985.936226 = -256312.218813 nChanged 30 SP:Iteration 21Q (7871.948877 sec): 3 clusters Score: Raw -259307.958517 + Penalty 2985.936226 = -256322.022291 nChanged 25 SP:Iteration 22Q (7872.050019 sec): 3 clusters Score: Raw -259315.250336 + Penalty 2985.936226 = -256329.314110 nChanged 14 SP:Iteration 23Q (7872.155694 sec): 3 clusters Score: Raw -259318.789252 + Penalty 2985.936226 = -256332.853026 nChanged 11 SP:Iteration 24Q (7872.240867 sec): 3 clusters Score: Raw -259321.223568 + Penalty 2985.936226 = -256335.287342 nChanged 7 SP:Iteration 25Q (7872.349142 sec): 3 clusters Score: Raw -259322.810525 + Penalty 2985.936226 = -256336.874299 nChanged 4 SP:Iteration 26Q (7872.445066 sec): 3 clusters Score: Raw -259323.812572 + Penalty 2985.936226 = -256337.876346 nChanged 4 SP:Iteration 27Q (7872.536329 sec): 3 clusters Score: Raw -259324.546363 + Penalty 2985.936226 = -256338.610137 nChanged 3 SP:Iteration 28Q (7872.643870 sec): 3 clusters Score: Raw -259325.084252 + Penalty 2985.936226 = -256339.148026 nChanged 3 SP:Iteration 29Q (7872.713353 sec): 3 clusters Score: Raw -259325.718037 + Penalty 2985.936226 = -256339.781811 nChanged 4 SP:Iteration 30Q (7872.805679 sec): 3 clusters Score: Raw -259326.668057 + Penalty 2985.936226 = -256340.731831 nChanged 2 SP:Iteration 31Q (7872.922213 sec): 3 clusters Score: Raw -259326.999315 + Penalty 2985.936226 = -256341.063089 nChanged 2 SP:Iteration 32Q (7872.992283 sec): 3 clusters Score: Raw -259327.350980 + Penalty 2985.936226 = -256341.414754 nChanged 2 SP:Iteration 33Q (7873.110752 sec): 3 clusters Score: Raw -259327.701934 + Penalty 2985.936226 = -256341.765708 nChanged 1 SP:Iteration 34Q (7873.209365 sec): 3 clusters Score: Raw -259327.896927 + Penalty 2985.936226 = -256341.960701 nChanged 0 SP:Iteration 35F (7873.308144 sec): 3 clusters Score: Raw -259327.896927 + Penalty 2985.936226 = -256341.960701 nChanged 0 Trying to split cluster 23 (3547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7873.361392 sec): 2 clusters Score: Raw -134654.438508 + Penalty 1434.511983 = -133219.926525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7873.456421 sec): 3 clusters Score: Raw -133029.342452 + Penalty 2869.023967 = -130160.318485 nChanged 1396 SP:Iteration 1F (7873.530288 sec): 3 clusters Score: Raw -134195.897439 + Penalty 2869.023967 = -131326.873473 nChanged 379 SP:Iteration 2F (7873.642863 sec): 3 clusters Score: Raw -134660.375383 + Penalty 2869.023967 = -131791.351416 nChanged 270 SP:Iteration 3F (7873.711210 sec): 3 clusters Score: Raw -134960.221715 + Penalty 2869.023967 = -132091.197748 nChanged 218 SP:Iteration 4F (7873.796613 sec): 3 clusters Score: Raw -135218.567743 + Penalty 2869.023967 = -132349.543776 nChanged 163 SP:Iteration 5Q (7873.905288 sec): 3 clusters Score: Raw -135383.948072 + Penalty 2869.023967 = -132514.924105 nChanged 123 SP:Iteration 6Q (7873.994109 sec): 3 clusters Score: Raw -135485.117867 + Penalty 2869.023967 = -132616.093900 nChanged 99 SP:Iteration 7Q (7874.078003 sec): 3 clusters Score: Raw -135567.421838 + Penalty 2869.023967 = -132698.397872 nChanged 84 SP:Iteration 8Q (7874.162143 sec): 3 clusters Score: Raw -135633.368640 + Penalty 2869.023967 = -132764.344674 nChanged 82 SP:Iteration 9Q (7874.243189 sec): 3 clusters Score: Raw -135693.283075 + Penalty 2869.023967 = -132824.259109 nChanged 65 SP:Iteration 10Q (7874.326066 sec): 3 clusters Score: Raw -135746.088208 + Penalty 2869.023967 = -132877.064242 nChanged 53 SP:Iteration 11Q (7874.412951 sec): 3 clusters Score: Raw -135775.477882 + Penalty 2869.023967 = -132906.453916 nChanged 50 SP:Iteration 12Q (7874.486880 sec): 3 clusters Score: Raw -135804.453737 + Penalty 2869.023967 = -132935.429770 nChanged 38 SP:Iteration 13Q (7874.565294 sec): 3 clusters Score: Raw -135821.057569 + Penalty 2869.023967 = -132952.033603 nChanged 26 SP:Iteration 14Q (7874.648603 sec): 3 clusters Score: Raw -135832.213373 + Penalty 2869.023967 = -132963.189407 nChanged 24 SP:Iteration 15Q (7874.726927 sec): 3 clusters Score: Raw -135843.501572 + Penalty 2869.023967 = -132974.477605 nChanged 23 SP:Iteration 16Q (7874.813534 sec): 3 clusters Score: Raw -135852.403676 + Penalty 2869.023967 = -132983.379709 nChanged 18 SP:Iteration 17Q (7874.899426 sec): 3 clusters Score: Raw -135860.124302 + Penalty 2869.023967 = -132991.100335 nChanged 26 SP:Iteration 18Q (7874.982402 sec): 3 clusters Score: Raw -135870.939941 + Penalty 2869.023967 = -133001.915974 nChanged 22 SP:Iteration 19Q (7875.071930 sec): 3 clusters Score: Raw -135881.793945 + Penalty 2869.023967 = -133012.769978 nChanged 24 SP:Iteration 20F (7875.167914 sec): 3 clusters Score: Raw -135893.606119 + Penalty 2869.023967 = -133024.582152 nChanged 15 SP:Iteration 21Q (7875.237519 sec): 3 clusters Score: Raw -135902.347286 + Penalty 2869.023967 = -133033.323319 nChanged 13 SP:Iteration 22Q (7875.328360 sec): 3 clusters Score: Raw -135909.547822 + Penalty 2869.023967 = -133040.523855 nChanged 17 SP:Iteration 23Q (7875.402003 sec): 3 clusters Score: Raw -135916.599826 + Penalty 2869.023967 = -133047.575860 nChanged 10 SP:Iteration 24Q (7875.508841 sec): 3 clusters Score: Raw -135919.324853 + Penalty 2869.023967 = -133050.300886 nChanged 10 SP:Iteration 25Q (7875.598449 sec): 3 clusters Score: Raw -135922.804213 + Penalty 2869.023967 = -133053.780246 nChanged 9 SP:Iteration 26Q (7875.681415 sec): 3 clusters Score: Raw -135926.394875 + Penalty 2869.023967 = -133057.370908 nChanged 12 SP:Iteration 27Q (7875.765709 sec): 3 clusters Score: Raw -135930.024978 + Penalty 2869.023967 = -133061.001011 nChanged 4 SP:Iteration 28Q (7875.859469 sec): 3 clusters Score: Raw -135930.663134 + Penalty 2869.023967 = -133061.639167 nChanged 2 SP:Iteration 29Q (7875.949045 sec): 3 clusters Score: Raw -135931.008690 + Penalty 2869.023967 = -133061.984724 nChanged 5 SP:Iteration 30Q (7876.029196 sec): 3 clusters Score: Raw -135931.869770 + Penalty 2869.023967 = -133062.845803 nChanged 3 SP:Iteration 31Q (7876.116769 sec): 3 clusters Score: Raw -135932.328071 + Penalty 2869.023967 = -133063.304105 nChanged 4 SP:Iteration 32Q (7876.205605 sec): 3 clusters Score: Raw -135933.830112 + Penalty 2869.023967 = -133064.806146 nChanged 7 SP:Iteration 33Q (7876.294935 sec): 3 clusters Score: Raw -135935.546621 + Penalty 2869.023967 = -133066.522654 nChanged 7 SP:Iteration 34Q (7876.375359 sec): 3 clusters Score: Raw -135937.416191 + Penalty 2869.023967 = -133068.392224 nChanged 8 SP:Iteration 35Q (7876.463002 sec): 3 clusters Score: Raw -135940.430765 + Penalty 2869.023967 = -133071.406798 nChanged 8 SP:Iteration 36Q (7876.554862 sec): 3 clusters Score: Raw -135942.565277 + Penalty 2869.023967 = -133073.541310 nChanged 6 SP:Iteration 37Q (7876.621343 sec): 3 clusters Score: Raw -135945.423711 + Penalty 2869.023967 = -133076.399744 nChanged 10 SP:Iteration 38Q (7876.747617 sec): 3 clusters Score: Raw -135948.143968 + Penalty 2869.023967 = -133079.120002 nChanged 9 SP:Iteration 39Q (7876.829152 sec): 3 clusters Score: Raw -135950.523529 + Penalty 2869.023967 = -133081.499562 nChanged 7 SP:Iteration 40F (7876.913877 sec): 3 clusters Score: Raw -135952.176059 + Penalty 2869.023967 = -133083.152092 nChanged 5 SP:Iteration 41Q (7876.999255 sec): 3 clusters Score: Raw -135953.499118 + Penalty 2869.023967 = -133084.475151 nChanged 3 SP:Iteration 42Q (7877.082823 sec): 3 clusters Score: Raw -135953.896561 + Penalty 2869.023967 = -133084.872595 nChanged 3 SP:Iteration 43Q (7877.165131 sec): 3 clusters Score: Raw -135954.656408 + Penalty 2869.023967 = -133085.632441 nChanged 3 SP:Iteration 44Q (7877.248051 sec): 3 clusters Score: Raw -135955.316705 + Penalty 2869.023967 = -133086.292738 nChanged 2 SP:Iteration 45Q (7877.319519 sec): 3 clusters Score: Raw -135956.081727 + Penalty 2869.023967 = -133087.057760 nChanged 2 SP:Iteration 46Q (7877.398668 sec): 3 clusters Score: Raw -135956.811373 + Penalty 2869.023967 = -133087.787407 nChanged 0 SP:Iteration 47F (7877.486025 sec): 3 clusters Score: Raw -135956.811373 + Penalty 2869.023967 = -133087.787407 nChanged 0 Trying to split cluster 24 (8497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7877.569984 sec): 2 clusters Score: Raw -534393.000439 + Penalty 1587.830711 = -532805.169728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7877.648007 sec): 3 clusters Score: Raw -529745.078770 + Penalty 3175.661422 = -526569.417348 nChanged 3590 SP:Iteration 1F (7877.757845 sec): 3 clusters Score: Raw -531689.051993 + Penalty 3175.661422 = -528513.390571 nChanged 598 SP:Iteration 2F (7877.857034 sec): 3 clusters Score: Raw -532038.336923 + Penalty 3175.661422 = -528862.675501 nChanged 544 SP:Iteration 3F (7877.937738 sec): 3 clusters Score: Raw -532363.158771 + Penalty 3175.661422 = -529187.497349 nChanged 520 SP:Iteration 4F (7878.037119 sec): 3 clusters Score: Raw -532693.666798 + Penalty 3175.661422 = -529518.005376 nChanged 504 SP:Iteration 5F (7878.128743 sec): 3 clusters Score: Raw -533038.449446 + Penalty 3175.661422 = -529862.788024 nChanged 487 SP:Iteration 6F (7878.224065 sec): 3 clusters Score: Raw -533405.861481 + Penalty 3175.661422 = -530230.200059 nChanged 447 SP:Iteration 7F (7878.324581 sec): 3 clusters Score: Raw -533769.748425 + Penalty 3175.661422 = -530594.087002 nChanged 412 SP:Iteration 8Q (7878.422522 sec): 3 clusters Score: Raw -534118.207181 + Penalty 3175.661422 = -530942.545759 nChanged 359 SP:Iteration 9Q (7878.512863 sec): 3 clusters Score: Raw -534473.351009 + Penalty 3175.661422 = -531297.689587 nChanged 329 SP:Iteration 10Q (7878.629806 sec): 3 clusters Score: Raw -534769.795975 + Penalty 3175.661422 = -531594.134553 nChanged 274 SP:Iteration 11Q (7878.730257 sec): 3 clusters Score: Raw -534990.311873 + Penalty 3175.661422 = -531814.650451 nChanged 226 SP:Iteration 12Q (7878.832897 sec): 3 clusters Score: Raw -535156.790502 + Penalty 3175.661422 = -531981.129080 nChanged 169 SP:Iteration 13Q (7878.934457 sec): 3 clusters Score: Raw -535266.101280 + Penalty 3175.661422 = -532090.439858 nChanged 135 SP:Iteration 14Q (7879.028776 sec): 3 clusters Score: Raw -535354.660660 + Penalty 3175.661422 = -532178.999238 nChanged 126 SP:Iteration 15Q (7879.111938 sec): 3 clusters Score: Raw -535434.413919 + Penalty 3175.661422 = -532258.752497 nChanged 129 SP:Iteration 16Q (7879.213238 sec): 3 clusters Score: Raw -535527.103170 + Penalty 3175.661422 = -532351.441748 nChanged 132 SP:Iteration 17Q (7879.313658 sec): 3 clusters Score: Raw -535653.670506 + Penalty 3175.661422 = -532478.009084 nChanged 159 SP:Iteration 18Q (7879.411629 sec): 3 clusters Score: Raw -535816.799886 + Penalty 3175.661422 = -532641.138464 nChanged 167 SP:Iteration 19Q (7879.523235 sec): 3 clusters Score: Raw -536041.610682 + Penalty 3175.661422 = -532865.949260 nChanged 185 SP:Iteration 20F (7879.625755 sec): 3 clusters Score: Raw -536311.164306 + Penalty 3175.661422 = -533135.502884 nChanged 170 SP:Iteration 21Q (7879.719257 sec): 3 clusters Score: Raw -536572.421488 + Penalty 3175.661422 = -533396.760066 nChanged 129 SP:Iteration 22Q (7879.812327 sec): 3 clusters Score: Raw -536721.392997 + Penalty 3175.661422 = -533545.731575 nChanged 88 SP:Iteration 23Q (7879.901367 sec): 3 clusters Score: Raw -536783.193141 + Penalty 3175.661422 = -533607.531719 nChanged 52 SP:Iteration 24Q (7879.993513 sec): 3 clusters Score: Raw -536805.224794 + Penalty 3175.661422 = -533629.563372 nChanged 24 SP:Iteration 25Q (7880.089971 sec): 3 clusters Score: Raw -536812.368149 + Penalty 3175.661422 = -533636.706727 nChanged 13 SP:Iteration 26Q (7880.189117 sec): 3 clusters Score: Raw -536815.819778 + Penalty 3175.661422 = -533640.158356 nChanged 4 SP:Iteration 27Q (7880.284249 sec): 3 clusters Score: Raw -536816.813692 + Penalty 3175.661422 = -533641.152270 nChanged 2 SP:Iteration 28Q (7880.383633 sec): 3 clusters Score: Raw -536817.204879 + Penalty 3175.661422 = -533641.543457 nChanged 1 SP:Iteration 29Q (7880.492108 sec): 3 clusters Score: Raw -536817.314968 + Penalty 3175.661422 = -533641.653546 nChanged 0 SP:Iteration 30F (7880.595784 sec): 3 clusters Score: Raw -536817.314968 + Penalty 3175.661422 = -533641.653546 nChanged 0 Score: Raw -11969644.581314 + Penalty 75064.409558 = -11894580.171755 Splitting cluster 24 changes total score from -11892425.626715 to -11894580.171755 So it's getting split into cluster 35. Trying to split cluster 25 (12728 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7888.555162 sec): 2 clusters Score: Raw -880903.943260 + Penalty 1658.748705 = -879245.194555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7888.675156 sec): 3 clusters Score: Raw -873525.499939 + Penalty 3317.497409 = -870208.002530 nChanged 5590 SP:Iteration 1F (7888.777996 sec): 3 clusters Score: Raw -876697.581713 + Penalty 3317.497409 = -873380.084304 nChanged 834 SP:Iteration 2F (7888.864743 sec): 3 clusters Score: Raw -877091.958955 + Penalty 3317.497409 = -873774.461546 nChanged 733 SP:Iteration 3F (7888.980080 sec): 3 clusters Score: Raw -877468.118896 + Penalty 3317.497409 = -874150.621487 nChanged 716 SP:Iteration 4F (7889.077034 sec): 3 clusters Score: Raw -877849.932197 + Penalty 3317.497409 = -874532.434788 nChanged 652 SP:Iteration 5F (7889.196341 sec): 3 clusters Score: Raw -878200.504554 + Penalty 3317.497409 = -874883.007145 nChanged 634 SP:Iteration 6Q (7889.307933 sec): 3 clusters Score: Raw -878534.095522 + Penalty 3317.497409 = -875216.598113 nChanged 618 SP:Iteration 7Q (7889.420976 sec): 3 clusters Score: Raw -878862.077505 + Penalty 3317.497409 = -875544.580096 nChanged 554 SP:Iteration 8Q (7889.514406 sec): 3 clusters Score: Raw -879150.610311 + Penalty 3317.497409 = -875833.112902 nChanged 492 SP:Iteration 9Q (7889.646510 sec): 3 clusters Score: Raw -879409.466965 + Penalty 3317.497409 = -876091.969556 nChanged 459 SP:Iteration 10Q (7889.752105 sec): 3 clusters Score: Raw -879649.430080 + Penalty 3317.497409 = -876331.932671 nChanged 403 SP:Iteration 11Q (7889.854257 sec): 3 clusters Score: Raw -879851.735623 + Penalty 3317.497409 = -876534.238214 nChanged 379 SP:Iteration 12Q (7889.961699 sec): 3 clusters Score: Raw -880062.232082 + Penalty 3317.497409 = -876744.734673 nChanged 353 SP:Iteration 13Q (7890.075314 sec): 3 clusters Score: Raw -880263.350596 + Penalty 3317.497409 = -876945.853187 nChanged 353 SP:Iteration 14Q (7890.180584 sec): 3 clusters Score: Raw -880474.408541 + Penalty 3317.497409 = -877156.911132 nChanged 328 SP:Iteration 15Q (7890.284886 sec): 3 clusters Score: Raw -880688.866341 + Penalty 3317.497409 = -877371.368932 nChanged 330 SP:Iteration 16Q (7890.392611 sec): 3 clusters Score: Raw -880922.421811 + Penalty 3317.497409 = -877604.924402 nChanged 347 SP:Iteration 17Q (7890.500066 sec): 3 clusters Score: Raw -881174.992649 + Penalty 3317.497409 = -877857.495240 nChanged 327 SP:Iteration 18Q (7890.608168 sec): 3 clusters Score: Raw -881415.641824 + Penalty 3317.497409 = -878098.144415 nChanged 289 SP:Iteration 19Q (7890.715556 sec): 3 clusters Score: Raw -881682.937982 + Penalty 3317.497409 = -878365.440573 nChanged 325 SP:Iteration 20F (7890.805536 sec): 3 clusters Score: Raw -882005.829874 + Penalty 3317.497409 = -878688.332465 nChanged 297 SP:Iteration 21Q (7890.865202 sec): 3 clusters Score: Raw -882322.125796 + Penalty 3317.497409 = -879004.628387 nChanged 283 SP:Iteration 22Q (7890.992686 sec): 3 clusters Score: Raw -882604.833728 + Penalty 3317.497409 = -879287.336319 nChanged 222 SP:Iteration 23Q (7891.100607 sec): 3 clusters Score: Raw -882761.918415 + Penalty 3317.497409 = -879444.421006 nChanged 153 SP:Iteration 24Q (7891.208908 sec): 3 clusters Score: Raw -882840.387486 + Penalty 3317.497409 = -879522.890077 nChanged 99 SP:Iteration 25Q (7891.316040 sec): 3 clusters Score: Raw -882871.328373 + Penalty 3317.497409 = -879553.830964 nChanged 50 SP:Iteration 26Q (7891.421617 sec): 3 clusters Score: Raw -882880.979903 + Penalty 3317.497409 = -879563.482494 nChanged 17 SP:Iteration 27Q (7891.526073 sec): 3 clusters Score: Raw -882883.451960 + Penalty 3317.497409 = -879565.954551 nChanged 8 SP:Iteration 28Q (7891.612855 sec): 3 clusters Score: Raw -882884.589505 + Penalty 3317.497409 = -879567.092096 nChanged 7 SP:Iteration 29Q (7891.721578 sec): 3 clusters Score: Raw -882885.387064 + Penalty 3317.497409 = -879567.889655 nChanged 5 SP:Iteration 30Q (7891.834392 sec): 3 clusters Score: Raw -882886.088666 + Penalty 3317.497409 = -879568.591257 nChanged 3 SP:Iteration 31Q (7891.933062 sec): 3 clusters Score: Raw -882886.435840 + Penalty 3317.497409 = -879568.938431 nChanged 1 SP:Iteration 32Q (7892.044717 sec): 3 clusters Score: Raw -882886.586358 + Penalty 3317.497409 = -879569.088949 nChanged 2 SP:Iteration 33Q (7892.140042 sec): 3 clusters Score: Raw -882886.849953 + Penalty 3317.497409 = -879569.352544 nChanged 1 SP:Iteration 34Q (7892.236233 sec): 3 clusters Score: Raw -882886.887054 + Penalty 3317.497409 = -879569.389645 nChanged 1 SP:Iteration 35Q (7892.338573 sec): 3 clusters Score: Raw -882886.994305 + Penalty 3317.497409 = -879569.496896 nChanged 0 SP:Iteration 36F (7892.445342 sec): 3 clusters Score: Raw -882886.994305 + Penalty 3317.497409 = -879569.496896 nChanged 0 Score: Raw -11971627.632359 + Penalty 77209.106974 = -11894418.525385 Splitting cluster 25 changes total score from -11892425.626715 to -11894418.525385 So it's getting split into cluster 36. Trying to split cluster 26 (1666 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7899.597888 sec): 2 clusters Score: Raw -96234.145256 + Penalty 1301.890734 = -94932.254521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7899.663605 sec): 3 clusters Score: Raw -95610.099176 + Penalty 2603.781469 = -93006.317707 nChanged 574 SP:Iteration 1F (7899.761915 sec): 3 clusters Score: Raw -96115.381744 + Penalty 2603.781469 = -93511.600276 nChanged 138 SP:Iteration 2F (7899.845892 sec): 3 clusters Score: Raw -96255.417454 + Penalty 2603.781469 = -93651.635985 nChanged 86 SP:Iteration 3F (7899.927400 sec): 3 clusters Score: Raw -96344.301095 + Penalty 2603.781469 = -93740.519626 nChanged 72 SP:Iteration 4Q (7900.005863 sec): 3 clusters Score: Raw -96421.704166 + Penalty 2603.781469 = -93817.922697 nChanged 50 SP:Iteration 5Q (7900.091852 sec): 3 clusters Score: Raw -96482.277855 + Penalty 2603.781469 = -93878.496386 nChanged 54 SP:Iteration 6Q (7900.171045 sec): 3 clusters Score: Raw -96535.302978 + Penalty 2603.781469 = -93931.521509 nChanged 45 SP:Iteration 7Q (7900.248970 sec): 3 clusters Score: Raw -96590.272436 + Penalty 2603.781469 = -93986.490967 nChanged 47 SP:Iteration 8Q (7900.339691 sec): 3 clusters Score: Raw -96630.332753 + Penalty 2603.781469 = -94026.551285 nChanged 30 SP:Iteration 9Q (7900.418890 sec): 3 clusters Score: Raw -96667.241085 + Penalty 2603.781469 = -94063.459616 nChanged 38 SP:Iteration 10Q (7900.510770 sec): 3 clusters Score: Raw -96714.696360 + Penalty 2603.781469 = -94110.914891 nChanged 57 SP:Iteration 11Q (7900.580284 sec): 3 clusters Score: Raw -96789.770197 + Penalty 2603.781469 = -94185.988728 nChanged 54 SP:Iteration 12Q (7900.683716 sec): 3 clusters Score: Raw -96881.770054 + Penalty 2603.781469 = -94277.988586 nChanged 62 SP:Iteration 13Q (7900.750117 sec): 3 clusters Score: Raw -96999.455606 + Penalty 2603.781469 = -94395.674137 nChanged 59 SP:Iteration 14Q (7900.848455 sec): 3 clusters Score: Raw -97101.184105 + Penalty 2603.781469 = -94497.402636 nChanged 52 SP:Iteration 15Q (7900.930030 sec): 3 clusters Score: Raw -97194.655286 + Penalty 2603.781469 = -94590.873817 nChanged 38 SP:Iteration 16Q (7901.011818 sec): 3 clusters Score: Raw -97277.718270 + Penalty 2603.781469 = -94673.936801 nChanged 36 SP:Iteration 17Q (7901.079013 sec): 3 clusters Score: Raw -97360.383939 + Penalty 2603.781469 = -94756.602471 nChanged 34 SP:Iteration 18Q (7901.161355 sec): 3 clusters Score: Raw -97436.923054 + Penalty 2603.781469 = -94833.141585 nChanged 33 SP:Iteration 19Q (7901.249381 sec): 3 clusters Score: Raw -97485.300924 + Penalty 2603.781469 = -94881.519455 nChanged 27 SP:Iteration 20F (7901.336070 sec): 3 clusters Score: Raw -97516.348532 + Penalty 2603.781469 = -94912.567063 nChanged 23 SP:Iteration 21Q (7901.440687 sec): 3 clusters Score: Raw -97538.421934 + Penalty 2603.781469 = -94934.640465 nChanged 10 SP:Iteration 22Q (7901.524104 sec): 3 clusters Score: Raw -97551.106094 + Penalty 2603.781469 = -94947.324625 nChanged 15 SP:Iteration 23Q (7901.608811 sec): 3 clusters Score: Raw -97569.498019 + Penalty 2603.781469 = -94965.716550 nChanged 20 SP:Iteration 24Q (7901.688936 sec): 3 clusters Score: Raw -97604.365125 + Penalty 2603.781469 = -95000.583656 nChanged 28 SP:Iteration 25Q (7901.749998 sec): 3 clusters Score: Raw -97657.607277 + Penalty 2603.781469 = -95053.825809 nChanged 24 SP:Iteration 26Q (7901.849165 sec): 3 clusters Score: Raw -97698.136788 + Penalty 2603.781469 = -95094.355319 nChanged 25 SP:Iteration 27Q (7901.929866 sec): 3 clusters Score: Raw -97734.557725 + Penalty 2603.781469 = -95130.776256 nChanged 27 SP:Iteration 28Q (7902.008655 sec): 3 clusters Score: Raw -97779.639950 + Penalty 2603.781469 = -95175.858481 nChanged 24 SP:Iteration 29Q (7902.073532 sec): 3 clusters Score: Raw -97830.178070 + Penalty 2603.781469 = -95226.396601 nChanged 25 SP:Iteration 30Q (7902.176079 sec): 3 clusters Score: Raw -97897.285103 + Penalty 2603.781469 = -95293.503635 nChanged 28 SP:Iteration 31Q (7902.239312 sec): 3 clusters Score: Raw -98005.002657 + Penalty 2603.781469 = -95401.221188 nChanged 25 SP:Iteration 32Q (7902.322051 sec): 3 clusters Score: Raw -98121.766040 + Penalty 2603.781469 = -95517.984571 nChanged 18 SP:Iteration 33Q (7902.403160 sec): 3 clusters Score: Raw -98179.219188 + Penalty 2603.781469 = -95575.437719 nChanged 10 SP:Iteration 34Q (7902.483518 sec): 3 clusters Score: Raw -98202.749224 + Penalty 2603.781469 = -95598.967755 nChanged 2 SP:Iteration 35Q (7902.554749 sec): 3 clusters Score: Raw -98207.339624 + Penalty 2603.781469 = -95603.558155 nChanged 4 SP:Iteration 36Q (7902.641178 sec): 3 clusters Score: Raw -98214.777406 + Penalty 2603.781469 = -95610.995937 nChanged 4 SP:Iteration 37Q (7902.720731 sec): 3 clusters Score: Raw -98220.392196 + Penalty 2603.781469 = -95616.610727 nChanged 1 SP:Iteration 38Q (7902.795100 sec): 3 clusters Score: Raw -98222.874305 + Penalty 2603.781469 = -95619.092836 nChanged 1 SP:Iteration 39Q (7902.878583 sec): 3 clusters Score: Raw -98224.979553 + Penalty 2603.781469 = -95621.198084 nChanged 0 SP:Iteration 40F (7902.942701 sec): 3 clusters Score: Raw -98224.979553 + Penalty 2603.781469 = -95621.198084 nChanged 0 Score: Raw -11973618.466656 + Penalty 79353.804390 = -11894264.662266 Splitting cluster 26 changes total score from -11892425.626715 to -11894264.662266 So it's getting split into cluster 37. Trying to split cluster 27 (6115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7911.243687 sec): 2 clusters Score: Raw -365396.594047 + Penalty 1530.096758 = -363866.497288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7911.350613 sec): 3 clusters Score: Raw -362133.099844 + Penalty 3060.193517 = -359072.906327 nChanged 2515 SP:Iteration 1F (7911.443851 sec): 3 clusters Score: Raw -363686.410226 + Penalty 3060.193517 = -360626.216709 nChanged 521 SP:Iteration 2F (7911.527584 sec): 3 clusters Score: Raw -364061.321910 + Penalty 3060.193517 = -361001.128393 nChanged 410 SP:Iteration 3F (7911.632424 sec): 3 clusters Score: Raw -364399.402820 + Penalty 3060.193517 = -361339.209303 nChanged 355 SP:Iteration 4F (7911.722493 sec): 3 clusters Score: Raw -364708.645038 + Penalty 3060.193517 = -361648.451521 nChanged 373 SP:Iteration 5F (7911.823982 sec): 3 clusters Score: Raw -365005.120004 + Penalty 3060.193517 = -361944.926487 nChanged 310 SP:Iteration 6F (7911.915591 sec): 3 clusters Score: Raw -365247.435223 + Penalty 3060.193517 = -362187.241706 nChanged 257 SP:Iteration 7Q (7912.011803 sec): 3 clusters Score: Raw -365413.456910 + Penalty 3060.193517 = -362353.263393 nChanged 193 SP:Iteration 8Q (7912.115162 sec): 3 clusters Score: Raw -365526.470903 + Penalty 3060.193517 = -362466.277386 nChanged 167 SP:Iteration 9Q (7912.212226 sec): 3 clusters Score: Raw -365622.124463 + Penalty 3060.193517 = -362561.930946 nChanged 156 SP:Iteration 10Q (7912.299436 sec): 3 clusters Score: Raw -365707.462516 + Penalty 3060.193517 = -362647.268999 nChanged 129 SP:Iteration 11Q (7912.389822 sec): 3 clusters Score: Raw -365769.244777 + Penalty 3060.193517 = -362709.051260 nChanged 104 SP:Iteration 12Q (7912.486325 sec): 3 clusters Score: Raw -365830.806846 + Penalty 3060.193517 = -362770.613329 nChanged 110 SP:Iteration 13Q (7912.573018 sec): 3 clusters Score: Raw -365902.196691 + Penalty 3060.193517 = -362842.003174 nChanged 107 SP:Iteration 14Q (7912.662912 sec): 3 clusters Score: Raw -365958.562987 + Penalty 3060.193517 = -362898.369470 nChanged 81 SP:Iteration 15Q (7912.753397 sec): 3 clusters Score: Raw -365994.300084 + Penalty 3060.193517 = -362934.106567 nChanged 82 SP:Iteration 16Q (7912.846248 sec): 3 clusters Score: Raw -366042.916926 + Penalty 3060.193517 = -362982.723410 nChanged 89 SP:Iteration 17Q (7912.941977 sec): 3 clusters Score: Raw -366108.874103 + Penalty 3060.193517 = -363048.680587 nChanged 90 SP:Iteration 18Q (7913.025999 sec): 3 clusters Score: Raw -366168.814008 + Penalty 3060.193517 = -363108.620491 nChanged 94 SP:Iteration 19Q (7913.131576 sec): 3 clusters Score: Raw -366239.517207 + Penalty 3060.193517 = -363179.323690 nChanged 93 SP:Iteration 20F (7913.215653 sec): 3 clusters Score: Raw -366316.241379 + Penalty 3060.193517 = -363256.047862 nChanged 88 SP:Iteration 21Q (7913.303667 sec): 3 clusters Score: Raw -366391.897428 + Penalty 3060.193517 = -363331.703911 nChanged 97 SP:Iteration 22Q (7913.401805 sec): 3 clusters Score: Raw -366495.597111 + Penalty 3060.193517 = -363435.403594 nChanged 101 SP:Iteration 23Q (7913.495580 sec): 3 clusters Score: Raw -366613.605428 + Penalty 3060.193517 = -363553.411911 nChanged 90 SP:Iteration 24Q (7913.593842 sec): 3 clusters Score: Raw -366674.256800 + Penalty 3060.193517 = -363614.063284 nChanged 58 SP:Iteration 25Q (7913.679541 sec): 3 clusters Score: Raw -366711.819240 + Penalty 3060.193517 = -363651.625723 nChanged 51 SP:Iteration 26Q (7913.777484 sec): 3 clusters Score: Raw -366735.662218 + Penalty 3060.193517 = -363675.468701 nChanged 30 SP:Iteration 27Q (7913.865757 sec): 3 clusters Score: Raw -366744.912523 + Penalty 3060.193517 = -363684.719006 nChanged 22 SP:Iteration 28Q (7913.953892 sec): 3 clusters Score: Raw -366750.244792 + Penalty 3060.193517 = -363690.051275 nChanged 15 SP:Iteration 29Q (7914.034676 sec): 3 clusters Score: Raw -366754.102955 + Penalty 3060.193517 = -363693.909438 nChanged 15 SP:Iteration 30Q (7914.115071 sec): 3 clusters Score: Raw -366758.680104 + Penalty 3060.193517 = -363698.486587 nChanged 18 SP:Iteration 31Q (7914.231729 sec): 3 clusters Score: Raw -366764.775051 + Penalty 3060.193517 = -363704.581534 nChanged 15 SP:Iteration 32Q (7914.322362 sec): 3 clusters Score: Raw -366768.905183 + Penalty 3060.193517 = -363708.711666 nChanged 16 SP:Iteration 33Q (7914.415382 sec): 3 clusters Score: Raw -366772.851510 + Penalty 3060.193517 = -363712.657993 nChanged 7 SP:Iteration 34Q (7914.503232 sec): 3 clusters Score: Raw -366774.396169 + Penalty 3060.193517 = -363714.202652 nChanged 8 SP:Iteration 35Q (7914.592863 sec): 3 clusters Score: Raw -366776.421555 + Penalty 3060.193517 = -363716.228038 nChanged 6 SP:Iteration 36Q (7914.676490 sec): 3 clusters Score: Raw -366777.816831 + Penalty 3060.193517 = -363717.623314 nChanged 3 SP:Iteration 37Q (7914.743024 sec): 3 clusters Score: Raw -366778.443476 + Penalty 3060.193517 = -363718.249959 nChanged 3 SP:Iteration 38Q (7914.843794 sec): 3 clusters Score: Raw -366778.920335 + Penalty 3060.193517 = -363718.726818 nChanged 1 SP:Iteration 39Q (7914.928678 sec): 3 clusters Score: Raw -366779.081563 + Penalty 3060.193517 = -363718.888046 nChanged 2 SP:Iteration 40F (7915.035280 sec): 3 clusters Score: Raw -366779.439620 + Penalty 3060.193517 = -363719.246103 nChanged 2 SP:Iteration 41Q (7915.128687 sec): 3 clusters Score: Raw -366779.792789 + Penalty 3060.193517 = -363719.599272 nChanged 1 SP:Iteration 42Q (7915.197578 sec): 3 clusters Score: Raw -366779.887717 + Penalty 3060.193517 = -363719.694201 nChanged 0 SP:Iteration 43F (7915.302300 sec): 3 clusters Score: Raw -366779.887717 + Penalty 3060.193517 = -363719.694201 nChanged 0 Trying to split cluster 28 (2707 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7915.354401 sec): 2 clusters Score: Raw -163997.461142 + Penalty 1387.081149 = -162610.379993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7915.449859 sec): 3 clusters Score: Raw -162784.138185 + Penalty 2774.162298 = -160009.975887 nChanged 1006 SP:Iteration 1F (7915.531499 sec): 3 clusters Score: Raw -163522.904040 + Penalty 2774.162298 = -160748.741743 nChanged 247 SP:Iteration 2F (7915.616446 sec): 3 clusters Score: Raw -163766.043962 + Penalty 2774.162298 = -160991.881664 nChanged 200 SP:Iteration 3F (7915.700586 sec): 3 clusters Score: Raw -163978.082261 + Penalty 2774.162298 = -161203.919963 nChanged 155 SP:Iteration 4F (7915.785624 sec): 3 clusters Score: Raw -164167.592337 + Penalty 2774.162298 = -161393.430040 nChanged 140 SP:Iteration 5F (7915.868069 sec): 3 clusters Score: Raw -164333.573025 + Penalty 2774.162298 = -161559.410728 nChanged 111 SP:Iteration 6Q (7915.953735 sec): 3 clusters Score: Raw -164437.614016 + Penalty 2774.162298 = -161663.451719 nChanged 73 SP:Iteration 7Q (7916.042551 sec): 3 clusters Score: Raw -164507.995829 + Penalty 2774.162298 = -161733.833531 nChanged 69 SP:Iteration 8Q (7916.130021 sec): 3 clusters Score: Raw -164567.172305 + Penalty 2774.162298 = -161793.010007 nChanged 56 SP:Iteration 9Q (7916.214091 sec): 3 clusters Score: Raw -164617.725748 + Penalty 2774.162298 = -161843.563450 nChanged 52 SP:Iteration 10Q (7916.298981 sec): 3 clusters Score: Raw -164665.935492 + Penalty 2774.162298 = -161891.773195 nChanged 41 SP:Iteration 11Q (7916.392472 sec): 3 clusters Score: Raw -164696.754293 + Penalty 2774.162298 = -161922.591996 nChanged 35 SP:Iteration 12Q (7916.462999 sec): 3 clusters Score: Raw -164718.358148 + Penalty 2774.162298 = -161944.195850 nChanged 20 SP:Iteration 13Q (7916.524515 sec): 3 clusters Score: Raw -164728.951082 + Penalty 2774.162298 = -161954.788784 nChanged 17 SP:Iteration 14Q (7916.631497 sec): 3 clusters Score: Raw -164737.687626 + Penalty 2774.162298 = -161963.525328 nChanged 19 SP:Iteration 15Q (7916.708978 sec): 3 clusters Score: Raw -164749.634032 + Penalty 2774.162298 = -161975.471734 nChanged 21 SP:Iteration 16Q (7916.774962 sec): 3 clusters Score: Raw -164765.840786 + Penalty 2774.162298 = -161991.678488 nChanged 22 SP:Iteration 17Q (7916.867634 sec): 3 clusters Score: Raw -164777.511376 + Penalty 2774.162298 = -162003.349078 nChanged 15 SP:Iteration 18Q (7916.945964 sec): 3 clusters Score: Raw -164787.588248 + Penalty 2774.162298 = -162013.425951 nChanged 16 SP:Iteration 19Q (7917.040876 sec): 3 clusters Score: Raw -164795.872706 + Penalty 2774.162298 = -162021.710409 nChanged 8 SP:Iteration 20F (7917.115653 sec): 3 clusters Score: Raw -164799.486050 + Penalty 2774.162298 = -162025.323753 nChanged 11 SP:Iteration 21Q (7917.206937 sec): 3 clusters Score: Raw -164803.528282 + Penalty 2774.162298 = -162029.365984 nChanged 10 SP:Iteration 22Q (7917.290549 sec): 3 clusters Score: Raw -164809.106657 + Penalty 2774.162298 = -162034.944359 nChanged 15 SP:Iteration 23Q (7917.375787 sec): 3 clusters Score: Raw -164818.363914 + Penalty 2774.162298 = -162044.201616 nChanged 20 SP:Iteration 24Q (7917.459981 sec): 3 clusters Score: Raw -164830.707980 + Penalty 2774.162298 = -162056.545683 nChanged 19 SP:Iteration 25Q (7917.542436 sec): 3 clusters Score: Raw -164843.482883 + Penalty 2774.162298 = -162069.320585 nChanged 21 SP:Iteration 26Q (7917.615944 sec): 3 clusters Score: Raw -164855.762467 + Penalty 2774.162298 = -162081.600169 nChanged 16 SP:Iteration 27Q (7917.718742 sec): 3 clusters Score: Raw -164866.730221 + Penalty 2774.162298 = -162092.567924 nChanged 16 SP:Iteration 28Q (7917.785696 sec): 3 clusters Score: Raw -164873.422913 + Penalty 2774.162298 = -162099.260615 nChanged 5 SP:Iteration 29Q (7917.880061 sec): 3 clusters Score: Raw -164876.828673 + Penalty 2774.162298 = -162102.666375 nChanged 7 SP:Iteration 30Q (7917.944178 sec): 3 clusters Score: Raw -164879.922577 + Penalty 2774.162298 = -162105.760280 nChanged 10 SP:Iteration 31Q (7918.032929 sec): 3 clusters Score: Raw -164885.876684 + Penalty 2774.162298 = -162111.714387 nChanged 15 SP:Iteration 32Q (7918.134438 sec): 3 clusters Score: Raw -164896.185778 + Penalty 2774.162298 = -162122.023481 nChanged 15 SP:Iteration 33Q (7918.221704 sec): 3 clusters Score: Raw -164906.108922 + Penalty 2774.162298 = -162131.946624 nChanged 12 SP:Iteration 34Q (7918.294884 sec): 3 clusters Score: Raw -164912.490068 + Penalty 2774.162298 = -162138.327771 nChanged 11 SP:Iteration 35Q (7918.385122 sec): 3 clusters Score: Raw -164919.493142 + Penalty 2774.162298 = -162145.330844 nChanged 17 SP:Iteration 36Q (7918.456569 sec): 3 clusters Score: Raw -164929.550409 + Penalty 2774.162298 = -162155.388112 nChanged 12 SP:Iteration 37Q (7918.530274 sec): 3 clusters Score: Raw -164934.573098 + Penalty 2774.162298 = -162160.410800 nChanged 3 SP:Iteration 38Q (7918.634401 sec): 3 clusters Score: Raw -164935.412415 + Penalty 2774.162298 = -162161.250117 nChanged 2 SP:Iteration 39Q (7918.722470 sec): 3 clusters Score: Raw -164936.163560 + Penalty 2774.162298 = -162162.001263 nChanged 0 SP:Iteration 40F (7918.811303 sec): 3 clusters Score: Raw -164936.163560 + Penalty 2774.162298 = -162162.001263 nChanged 0 Trying to split cluster 29 (3831 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7918.865208 sec): 2 clusters Score: Raw -203489.810937 + Penalty 1448.029641 = -202041.781296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7918.957985 sec): 3 clusters Score: Raw -201659.176061 + Penalty 2896.059282 = -198763.116779 nChanged 1504 SP:Iteration 1F (7919.028116 sec): 3 clusters Score: Raw -202662.247031 + Penalty 2896.059282 = -199766.187749 nChanged 344 SP:Iteration 2F (7919.120811 sec): 3 clusters Score: Raw -202918.849441 + Penalty 2896.059282 = -200022.790159 nChanged 272 SP:Iteration 3F (7919.214262 sec): 3 clusters Score: Raw -203113.453633 + Penalty 2896.059282 = -200217.394351 nChanged 211 SP:Iteration 4F (7919.300884 sec): 3 clusters Score: Raw -203276.118934 + Penalty 2896.059282 = -200380.059652 nChanged 183 SP:Iteration 5Q (7919.369273 sec): 3 clusters Score: Raw -203429.097580 + Penalty 2896.059282 = -200533.038298 nChanged 164 SP:Iteration 6Q (7919.456004 sec): 3 clusters Score: Raw -203567.877874 + Penalty 2896.059282 = -200671.818592 nChanged 169 SP:Iteration 7Q (7919.545864 sec): 3 clusters Score: Raw -203723.081860 + Penalty 2896.059282 = -200827.022578 nChanged 177 SP:Iteration 8Q (7919.637265 sec): 3 clusters Score: Raw -203908.020718 + Penalty 2896.059282 = -201011.961436 nChanged 162 SP:Iteration 9Q (7919.737543 sec): 3 clusters Score: Raw -204056.134012 + Penalty 2896.059282 = -201160.074730 nChanged 142 SP:Iteration 10Q (7919.831795 sec): 3 clusters Score: Raw -204178.742434 + Penalty 2896.059282 = -201282.683153 nChanged 116 SP:Iteration 11Q (7919.902721 sec): 3 clusters Score: Raw -204273.871931 + Penalty 2896.059282 = -201377.812649 nChanged 93 SP:Iteration 12Q (7919.990261 sec): 3 clusters Score: Raw -204342.115170 + Penalty 2896.059282 = -201446.055888 nChanged 78 SP:Iteration 13Q (7920.073599 sec): 3 clusters Score: Raw -204400.228095 + Penalty 2896.059282 = -201504.168813 nChanged 72 SP:Iteration 14Q (7920.147536 sec): 3 clusters Score: Raw -204447.968824 + Penalty 2896.059282 = -201551.909542 nChanged 55 SP:Iteration 15Q (7920.246983 sec): 3 clusters Score: Raw -204502.152981 + Penalty 2896.059282 = -201606.093699 nChanged 44 SP:Iteration 16Q (7920.312339 sec): 3 clusters Score: Raw -204556.363385 + Penalty 2896.059282 = -201660.304103 nChanged 48 SP:Iteration 17Q (7920.425749 sec): 3 clusters Score: Raw -204608.622289 + Penalty 2896.059282 = -201712.563008 nChanged 37 SP:Iteration 18Q (7920.510543 sec): 3 clusters Score: Raw -204630.412841 + Penalty 2896.059282 = -201734.353559 nChanged 27 SP:Iteration 19Q (7920.581733 sec): 3 clusters Score: Raw -204641.859401 + Penalty 2896.059282 = -201745.800119 nChanged 19 SP:Iteration 20F (7920.676294 sec): 3 clusters Score: Raw -204647.352348 + Penalty 2896.059282 = -201751.293066 nChanged 8 SP:Iteration 21Q (7920.747195 sec): 3 clusters Score: Raw -204650.150268 + Penalty 2896.059282 = -201754.090987 nChanged 9 SP:Iteration 22Q (7920.864315 sec): 3 clusters Score: Raw -204652.631689 + Penalty 2896.059282 = -201756.572407 nChanged 2 SP:Iteration 23Q (7920.951996 sec): 3 clusters Score: Raw -204653.389669 + Penalty 2896.059282 = -201757.330387 nChanged 2 SP:Iteration 24Q (7921.083574 sec): 3 clusters Score: Raw -204654.017290 + Penalty 2896.059282 = -201757.958008 nChanged 3 SP:Iteration 25Q (7921.177726 sec): 3 clusters Score: Raw -204654.694384 + Penalty 2896.059282 = -201758.635102 nChanged 0 SP:Iteration 26F (7921.302009 sec): 3 clusters Score: Raw -204654.694384 + Penalty 2896.059282 = -201758.635102 nChanged 0 Trying to split cluster 30 (6007 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7921.349313 sec): 2 clusters Score: Raw -387575.074340 + Penalty 1526.969469 = -386048.104871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7921.472490 sec): 3 clusters Score: Raw -384419.147383 + Penalty 3053.938938 = -381365.208445 nChanged 2464 SP:Iteration 1F (7921.576037 sec): 3 clusters Score: Raw -385850.149131 + Penalty 3053.938938 = -382796.210193 nChanged 468 SP:Iteration 2F (7921.661712 sec): 3 clusters Score: Raw -386128.154787 + Penalty 3053.938938 = -383074.215849 nChanged 369 SP:Iteration 3F (7921.774704 sec): 3 clusters Score: Raw -386361.129021 + Penalty 3053.938938 = -383307.190083 nChanged 317 SP:Iteration 4F (7921.911797 sec): 3 clusters Score: Raw -386565.087501 + Penalty 3053.938938 = -383511.148563 nChanged 317 SP:Iteration 5F (7921.990852 sec): 3 clusters Score: Raw -386770.427918 + Penalty 3053.938938 = -383716.488980 nChanged 288 SP:Iteration 6Q (7922.121481 sec): 3 clusters Score: Raw -386965.299384 + Penalty 3053.938938 = -383911.360446 nChanged 266 SP:Iteration 7Q (7922.221683 sec): 3 clusters Score: Raw -387138.128003 + Penalty 3053.938938 = -384084.189065 nChanged 247 SP:Iteration 8Q (7922.331289 sec): 3 clusters Score: Raw -387310.714922 + Penalty 3053.938938 = -384256.775984 nChanged 223 SP:Iteration 9Q (7922.428787 sec): 3 clusters Score: Raw -387454.091085 + Penalty 3053.938938 = -384400.152147 nChanged 204 SP:Iteration 10Q (7922.545896 sec): 3 clusters Score: Raw -387604.997513 + Penalty 3053.938938 = -384551.058575 nChanged 155 SP:Iteration 11Q (7922.653931 sec): 3 clusters Score: Raw -387741.625897 + Penalty 3053.938938 = -384687.686959 nChanged 164 SP:Iteration 12Q (7922.787427 sec): 3 clusters Score: Raw -387923.653651 + Penalty 3053.938938 = -384869.714713 nChanged 156 SP:Iteration 13Q (7922.880654 sec): 3 clusters Score: Raw -388127.827964 + Penalty 3053.938938 = -385073.889026 nChanged 172 SP:Iteration 14Q (7923.015216 sec): 3 clusters Score: Raw -388363.109783 + Penalty 3053.938938 = -385309.170845 nChanged 191 SP:Iteration 15Q (7923.143414 sec): 3 clusters Score: Raw -388659.350506 + Penalty 3053.938938 = -385605.411568 nChanged 253 SP:Iteration 16Q (7923.250587 sec): 3 clusters Score: Raw -389192.894369 + Penalty 3053.938938 = -386138.955431 nChanged 350 SP:Iteration 17F (7923.357986 sec): 3 clusters Score: Raw -389928.419098 + Penalty 3053.938938 = -386874.480160 nChanged 384 SP:Iteration 18F (7923.483042 sec): 3 clusters Score: Raw -390657.593561 + Penalty 3053.938938 = -387603.654623 nChanged 227 SP:Iteration 19Q (7923.609905 sec): 3 clusters Score: Raw -390907.300272 + Penalty 3053.938938 = -387853.361334 nChanged 111 SP:Iteration 20F (7923.703599 sec): 3 clusters Score: Raw -390997.101086 + Penalty 3053.938938 = -387943.162148 nChanged 63 SP:Iteration 21Q (7923.833775 sec): 3 clusters Score: Raw -391046.845719 + Penalty 3053.938938 = -387992.906781 nChanged 37 SP:Iteration 22Q (7923.960628 sec): 3 clusters Score: Raw -391077.471958 + Penalty 3053.938938 = -388023.533020 nChanged 32 SP:Iteration 23Q (7924.090688 sec): 3 clusters Score: Raw -391110.924981 + Penalty 3053.938938 = -388056.986043 nChanged 30 SP:Iteration 24Q (7924.203996 sec): 3 clusters Score: Raw -391135.272798 + Penalty 3053.938938 = -388081.333860 nChanged 22 SP:Iteration 25Q (7924.338118 sec): 3 clusters Score: Raw -391150.377901 + Penalty 3053.938938 = -388096.438963 nChanged 25 SP:Iteration 26Q (7924.444666 sec): 3 clusters Score: Raw -391168.618443 + Penalty 3053.938938 = -388114.679505 nChanged 21 SP:Iteration 27Q (7924.568682 sec): 3 clusters Score: Raw -391184.190946 + Penalty 3053.938938 = -388130.252008 nChanged 11 SP:Iteration 28Q (7924.683749 sec): 3 clusters Score: Raw -391191.469356 + Penalty 3053.938938 = -388137.530418 nChanged 10 SP:Iteration 29Q (7924.793700 sec): 3 clusters Score: Raw -391196.150373 + Penalty 3053.938938 = -388142.211436 nChanged 7 SP:Iteration 30Q (7924.914799 sec): 3 clusters Score: Raw -391197.907948 + Penalty 3053.938938 = -388143.969010 nChanged 4 SP:Iteration 31Q (7925.034669 sec): 3 clusters Score: Raw -391198.906693 + Penalty 3053.938938 = -388144.967755 nChanged 0 SP:Iteration 32F (7925.161571 sec): 3 clusters Score: Raw -391198.906693 + Penalty 3053.938938 = -388144.967755 nChanged 0 Score: Raw -11977242.299009 + Penalty 81498.501806 = -11895743.797203 Splitting cluster 30 changes total score from -11892425.626715 to -11895743.797203 So it's getting split into cluster 38. Iteration 139Q (7938.873732 sec): 39 clusters Score: Raw -11980418.704464 + Penalty 81498.501806 = -11898920.202658 nChanged 4596 Iteration 140F (7946.008039 sec): 39 clusters Score: Raw -11983013.705952 + Penalty 81498.501806 = -11901515.204146 nChanged 3467 Iteration 141Q (7951.775434 sec): 39 clusters Score: Raw -11984166.976298 + Penalty 81498.501806 = -11902668.474492 nChanged 2052 Iteration 142Q (7956.621583 sec): 39 clusters Score: Raw -11984781.617140 + Penalty 81498.501806 = -11903283.115334 nChanged 1542 Iteration 143Q (7961.725025 sec): 39 clusters Score: Raw -11985189.312621 + Penalty 81498.501806 = -11903690.810815 nChanged 1264 Iteration 144Q (7966.740867 sec): 39 clusters Score: Raw -11985526.832471 + Penalty 81498.501806 = -11904028.330665 nChanged 1164 Iteration 145Q (7972.156666 sec): 39 clusters Score: Raw -11985827.278549 + Penalty 81498.501806 = -11904328.776742 nChanged 1007 Iteration 146Q (7977.056789 sec): 39 clusters Score: Raw -11986081.618329 + Penalty 81498.501806 = -11904583.116522 nChanged 925 Iteration 147Q (7981.921296 sec): 39 clusters Score: Raw -11986326.596769 + Penalty 81498.501806 = -11904828.094963 nChanged 914 Iteration 148Q (7986.726271 sec): 39 clusters Score: Raw -11986555.396962 + Penalty 81498.501806 = -11905056.895156 nChanged 836 Iteration 149Q (7991.798659 sec): 39 clusters Score: Raw -11986766.233096 + Penalty 81498.501806 = -11905267.731290 nChanged 803 Iteration 150Q (7997.152052 sec): 39 clusters Score: Raw -11986973.720143 + Penalty 81498.501806 = -11905475.218337 nChanged 764 Iteration 151Q (8001.865387 sec): 39 clusters Score: Raw -11987198.287387 + Penalty 81498.501806 = -11905699.785581 nChanged 779 Iteration 152Q (8006.652358 sec): 39 clusters Score: Raw -11987453.870096 + Penalty 81498.501806 = -11905955.368290 nChanged 789 Iteration 153Q (8011.439924 sec): 39 clusters Score: Raw -11987731.914771 + Penalty 81498.501806 = -11906233.412965 nChanged 769 Iteration 154Q (8016.168538 sec): 39 clusters Score: Raw -11987983.281713 + Penalty 81498.501806 = -11906484.779907 nChanged 706 Iteration 155Q (8021.086934 sec): 39 clusters Score: Raw -11988219.281194 + Penalty 81498.501806 = -11906720.779388 nChanged 726 Iteration 156Q (8026.606679 sec): 39 clusters Score: Raw -11988443.572400 + Penalty 81498.501806 = -11906945.070594 nChanged 681 Iteration 157Q (8031.274056 sec): 39 clusters Score: Raw -11988628.067314 + Penalty 81498.501806 = -11907129.565508 nChanged 626 Iteration 158Q (8035.932021 sec): 39 clusters Score: Raw -11988768.618574 + Penalty 81498.501806 = -11907270.116768 nChanged 593 Iteration 159Q (8040.588659 sec): 39 clusters Score: Raw -11988868.485564 + Penalty 81498.501806 = -11907369.983758 nChanged 511 Iteration 160F (8048.714772 sec): 39 clusters Score: Raw -11989005.071600 + Penalty 81498.501806 = -11907506.569794 nChanged 536 Iteration 161Q (8053.391372 sec): 39 clusters Score: Raw -11989113.162763 + Penalty 81498.501806 = -11907614.660957 nChanged 530 Iteration 162Q (8058.061784 sec): 39 clusters Score: Raw -11989212.645950 + Penalty 81498.501806 = -11907714.144144 nChanged 497 Iteration 163Q (8062.915948 sec): 39 clusters Score: Raw -11989312.087996 + Penalty 81498.501806 = -11907813.586190 nChanged 539 Iteration 164Q (8068.615463 sec): 39 clusters Score: Raw -11989423.971295 + Penalty 81498.501806 = -11907925.469489 nChanged 559 Iteration 165Q (8073.430058 sec): 39 clusters Score: Raw -11989543.609517 + Penalty 81498.501806 = -11908045.107711 nChanged 544 Iteration 166Q (8078.263948 sec): 39 clusters Score: Raw -11989663.972610 + Penalty 81498.501806 = -11908165.470803 nChanged 589 Iteration 167Q (8083.147563 sec): 39 clusters Score: Raw -11989817.579919 + Penalty 81498.501806 = -11908319.078113 nChanged 593 Iteration 168Q (8088.557684 sec): 39 clusters Score: Raw -11989991.053246 + Penalty 81498.501806 = -11908492.551440 nChanged 624 Iteration 169Q (8093.363425 sec): 39 clusters Score: Raw -11990185.701493 + Penalty 81498.501806 = -11908687.199686 nChanged 686 Iteration 170Q (8098.096774 sec): 39 clusters Score: Raw -11990402.598424 + Penalty 81498.501806 = -11908904.096617 nChanged 659 Iteration 171Q (8102.844390 sec): 39 clusters Score: Raw -11990580.130973 + Penalty 81498.501806 = -11909081.629167 nChanged 664 Iteration 172Q (8108.045465 sec): 39 clusters Score: Raw -11990732.272741 + Penalty 81498.501806 = -11909233.770935 nChanged 632 Iteration 173Q (8113.370557 sec): 39 clusters Score: Raw -11990869.163820 + Penalty 81498.501806 = -11909370.662014 nChanged 560 Iteration 174Q (8118.282894 sec): 39 clusters Score: Raw -11990979.051863 + Penalty 81498.501806 = -11909480.550056 nChanged 519 Iteration 175Q (8123.149507 sec): 39 clusters Score: Raw -11991075.278784 + Penalty 81498.501806 = -11909576.776978 nChanged 458 Iteration 176Q (8128.216447 sec): 39 clusters Score: Raw -11991151.326231 + Penalty 81498.501806 = -11909652.824425 nChanged 422 Iteration 177Q (8133.522260 sec): 39 clusters Score: Raw -11991220.961811 + Penalty 81498.501806 = -11909722.460005 nChanged 388 Iteration 178Q (8138.462582 sec): 39 clusters Score: Raw -11991278.047418 + Penalty 81498.501806 = -11909779.545612 nChanged 352 Writing temp clu file Because OldScore, -11909722.460005, is greater than current (better) Score,-11909779.545612 Compute initial score before splitting: Score: Raw -11991278.047418 + Penalty 81498.501806 = -11909779.545612 Trying to split cluster 1 (8398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8138.718950 sec): 2 clusters Score: Raw -581151.095358 + Penalty 1585.773925 = -579565.321433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8138.817864 sec): 3 clusters Score: Raw -576554.156171 + Penalty 3171.547850 = -573382.608321 nChanged 3490 SP:Iteration 1F (8138.892092 sec): 3 clusters Score: Raw -578530.738121 + Penalty 3171.547850 = -575359.190271 nChanged 553 SP:Iteration 2F (8138.998564 sec): 3 clusters Score: Raw -578801.292817 + Penalty 3171.547850 = -575629.744967 nChanged 433 SP:Iteration 3F (8139.085625 sec): 3 clusters Score: Raw -579013.442953 + Penalty 3171.547850 = -575841.895103 nChanged 373 SP:Iteration 4Q (8139.195375 sec): 3 clusters Score: Raw -579176.170708 + Penalty 3171.547850 = -576004.622858 nChanged 337 SP:Iteration 5Q (8139.298403 sec): 3 clusters Score: Raw -579335.610214 + Penalty 3171.547850 = -576164.062363 nChanged 322 SP:Iteration 6Q (8139.382844 sec): 3 clusters Score: Raw -579487.203801 + Penalty 3171.547850 = -576315.655951 nChanged 314 SP:Iteration 7Q (8139.506545 sec): 3 clusters Score: Raw -579621.720352 + Penalty 3171.547850 = -576450.172502 nChanged 279 SP:Iteration 8Q (8139.611689 sec): 3 clusters Score: Raw -579734.138306 + Penalty 3171.547850 = -576562.590455 nChanged 239 SP:Iteration 9Q (8139.716523 sec): 3 clusters Score: Raw -579831.888936 + Penalty 3171.547850 = -576660.341086 nChanged 225 SP:Iteration 10Q (8139.817864 sec): 3 clusters Score: Raw -579944.031380 + Penalty 3171.547850 = -576772.483529 nChanged 244 SP:Iteration 11Q (8139.914577 sec): 3 clusters Score: Raw -580062.017973 + Penalty 3171.547850 = -576890.470123 nChanged 229 SP:Iteration 12Q (8140.017847 sec): 3 clusters Score: Raw -580167.407144 + Penalty 3171.547850 = -576995.859294 nChanged 220 SP:Iteration 13Q (8140.100187 sec): 3 clusters Score: Raw -580267.554903 + Penalty 3171.547850 = -577096.007053 nChanged 184 SP:Iteration 14Q (8140.197107 sec): 3 clusters Score: Raw -580354.417970 + Penalty 3171.547850 = -577182.870120 nChanged 175 SP:Iteration 15Q (8140.309433 sec): 3 clusters Score: Raw -580434.855024 + Penalty 3171.547850 = -577263.307173 nChanged 146 SP:Iteration 16Q (8140.407444 sec): 3 clusters Score: Raw -580494.449679 + Penalty 3171.547850 = -577322.901829 nChanged 130 SP:Iteration 17Q (8140.508793 sec): 3 clusters Score: Raw -580546.022460 + Penalty 3171.547850 = -577374.474610 nChanged 120 SP:Iteration 18Q (8140.600927 sec): 3 clusters Score: Raw -580594.547047 + Penalty 3171.547850 = -577422.999196 nChanged 113 SP:Iteration 19Q (8140.685808 sec): 3 clusters Score: Raw -580637.832980 + Penalty 3171.547850 = -577466.285129 nChanged 122 SP:Iteration 20F (8140.803631 sec): 3 clusters Score: Raw -580691.657161 + Penalty 3171.547850 = -577520.109311 nChanged 135 SP:Iteration 21Q (8140.908423 sec): 3 clusters Score: Raw -580757.847975 + Penalty 3171.547850 = -577586.300125 nChanged 133 SP:Iteration 22Q (8141.009746 sec): 3 clusters Score: Raw -580835.767216 + Penalty 3171.547850 = -577664.219366 nChanged 131 SP:Iteration 23Q (8141.103167 sec): 3 clusters Score: Raw -580900.596728 + Penalty 3171.547850 = -577729.048878 nChanged 119 SP:Iteration 24Q (8141.199401 sec): 3 clusters Score: Raw -580963.234000 + Penalty 3171.547850 = -577791.686150 nChanged 113 SP:Iteration 25Q (8141.276437 sec): 3 clusters Score: Raw -581029.442554 + Penalty 3171.547850 = -577857.894704 nChanged 101 SP:Iteration 26Q (8141.387840 sec): 3 clusters Score: Raw -581107.323260 + Penalty 3171.547850 = -577935.775410 nChanged 113 SP:Iteration 27Q (8141.486423 sec): 3 clusters Score: Raw -581213.611144 + Penalty 3171.547850 = -578042.063294 nChanged 115 SP:Iteration 28Q (8141.582754 sec): 3 clusters Score: Raw -581330.198797 + Penalty 3171.547850 = -578158.650947 nChanged 121 SP:Iteration 29Q (8141.676620 sec): 3 clusters Score: Raw -581461.749226 + Penalty 3171.547850 = -578290.201376 nChanged 150 SP:Iteration 30Q (8141.769473 sec): 3 clusters Score: Raw -581600.093626 + Penalty 3171.547850 = -578428.545776 nChanged 154 SP:Iteration 31Q (8141.846211 sec): 3 clusters Score: Raw -581716.702955 + Penalty 3171.547850 = -578545.155104 nChanged 152 SP:Iteration 32Q (8141.953516 sec): 3 clusters Score: Raw -581811.726276 + Penalty 3171.547850 = -578640.178426 nChanged 151 SP:Iteration 33Q (8142.047710 sec): 3 clusters Score: Raw -581919.074337 + Penalty 3171.547850 = -578747.526486 nChanged 151 SP:Iteration 34Q (8142.122050 sec): 3 clusters Score: Raw -582038.282805 + Penalty 3171.547850 = -578866.734955 nChanged 164 SP:Iteration 35Q (8142.239658 sec): 3 clusters Score: Raw -582176.911426 + Penalty 3171.547850 = -579005.363576 nChanged 167 SP:Iteration 36Q (8142.318301 sec): 3 clusters Score: Raw -582329.241630 + Penalty 3171.547850 = -579157.693780 nChanged 164 SP:Iteration 37Q (8142.424506 sec): 3 clusters Score: Raw -582477.513130 + Penalty 3171.547850 = -579305.965279 nChanged 145 SP:Iteration 38Q (8142.522472 sec): 3 clusters Score: Raw -582585.862838 + Penalty 3171.547850 = -579414.314988 nChanged 103 SP:Iteration 39Q (8142.597446 sec): 3 clusters Score: Raw -582656.609011 + Penalty 3171.547850 = -579485.061160 nChanged 77 SP:Iteration 40F (8142.706676 sec): 3 clusters Score: Raw -582752.074962 + Penalty 3171.547850 = -579580.527112 nChanged 94 SP:Iteration 41Q (8142.792830 sec): 3 clusters Score: Raw -582832.382849 + Penalty 3171.547850 = -579660.834999 nChanged 66 SP:Iteration 42Q (8142.870230 sec): 3 clusters Score: Raw -582882.860050 + Penalty 3171.547850 = -579711.312200 nChanged 46 SP:Iteration 43Q (8142.962064 sec): 3 clusters Score: Raw -582913.776984 + Penalty 3171.547850 = -579742.229134 nChanged 30 SP:Iteration 44Q (8143.060256 sec): 3 clusters Score: Raw -582926.227498 + Penalty 3171.547850 = -579754.679647 nChanged 19 SP:Iteration 45Q (8143.150145 sec): 3 clusters Score: Raw -582933.713154 + Penalty 3171.547850 = -579762.165304 nChanged 15 SP:Iteration 46Q (8143.248946 sec): 3 clusters Score: Raw -582937.153217 + Penalty 3171.547850 = -579765.605366 nChanged 5 SP:Iteration 47Q (8143.344044 sec): 3 clusters Score: Raw -582937.995616 + Penalty 3171.547850 = -579766.447766 nChanged 4 SP:Iteration 48Q (8143.453697 sec): 3 clusters Score: Raw -582939.107909 + Penalty 3171.547850 = -579767.560059 nChanged 5 SP:Iteration 49Q (8143.545711 sec): 3 clusters Score: Raw -582940.479187 + Penalty 3171.547850 = -579768.931337 nChanged 3 SP:Iteration 50Q (8143.651760 sec): 3 clusters Score: Raw -582941.141458 + Penalty 3171.547850 = -579769.593607 nChanged 1 SP:Iteration 51Q (8143.756387 sec): 3 clusters Score: Raw -582941.186980 + Penalty 3171.547850 = -579769.639129 nChanged 1 SP:Iteration 52Q (8143.853856 sec): 3 clusters Score: Raw -582941.377178 + Penalty 3171.547850 = -579769.829327 nChanged 2 SP:Iteration 53Q (8143.947630 sec): 3 clusters Score: Raw -582941.821679 + Penalty 3171.547850 = -579770.273829 nChanged 3 SP:Iteration 54Q (8144.041819 sec): 3 clusters Score: Raw -582942.338763 + Penalty 3171.547850 = -579770.790913 nChanged 1 SP:Iteration 55Q (8144.148494 sec): 3 clusters Score: Raw -582942.653255 + Penalty 3171.547850 = -579771.105405 nChanged 2 SP:Iteration 56Q (8144.221221 sec): 3 clusters Score: Raw -582943.061981 + Penalty 3171.547850 = -579771.514131 nChanged 1 SP:Iteration 57Q (8144.331433 sec): 3 clusters Score: Raw -582943.199658 + Penalty 3171.547850 = -579771.651808 nChanged 1 SP:Iteration 58Q (8144.438032 sec): 3 clusters Score: Raw -582943.332330 + Penalty 3171.547850 = -579771.784480 nChanged 1 SP:Iteration 59Q (8144.561802 sec): 3 clusters Score: Raw -582943.953373 + Penalty 3171.547850 = -579772.405523 nChanged 4 SP:Iteration 60F (8144.669517 sec): 3 clusters Score: Raw -582944.956785 + Penalty 3171.547850 = -579773.408935 nChanged 1 SP:Iteration 61Q (8144.796124 sec): 3 clusters Score: Raw -582945.250490 + Penalty 3171.547850 = -579773.702640 nChanged 3 SP:Iteration 62Q (8144.919695 sec): 3 clusters Score: Raw -582946.167179 + Penalty 3171.547850 = -579774.619329 nChanged 1 SP:Iteration 63Q (8145.040983 sec): 3 clusters Score: Raw -582946.594206 + Penalty 3171.547850 = -579775.046355 nChanged 0 SP:Iteration 64F (8145.144911 sec): 3 clusters Score: Raw -582946.594206 + Penalty 3171.547850 = -579775.046355 nChanged 0 Score: Raw -11993110.158758 + Penalty 83643.199222 = -11909466.959536 Splitting cluster 1 changes total score from -11909779.545612 to -11909466.959536 So it's not getting split. Trying to split cluster 2 (1726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8153.304842 sec): 2 clusters Score: Raw -89126.944232 + Penalty 1308.100108 = -87818.844123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8153.386037 sec): 3 clusters Score: Raw -88479.684443 + Penalty 2616.200217 = -85863.484226 nChanged 586 SP:Iteration 1F (8153.467188 sec): 3 clusters Score: Raw -88939.693103 + Penalty 2616.200217 = -86323.492886 nChanged 141 SP:Iteration 2F (8153.545785 sec): 3 clusters Score: Raw -89068.742457 + Penalty 2616.200217 = -86452.542240 nChanged 88 SP:Iteration 3F (8153.627898 sec): 3 clusters Score: Raw -89190.157089 + Penalty 2616.200217 = -86573.956872 nChanged 92 SP:Iteration 4F (8153.696788 sec): 3 clusters Score: Raw -89305.455499 + Penalty 2616.200217 = -86689.255282 nChanged 88 SP:Iteration 5F (8153.796322 sec): 3 clusters Score: Raw -89420.952566 + Penalty 2616.200217 = -86804.752349 nChanged 85 SP:Iteration 6Q (8153.856138 sec): 3 clusters Score: Raw -89509.073762 + Penalty 2616.200217 = -86892.873545 nChanged 59 SP:Iteration 7Q (8153.960398 sec): 3 clusters Score: Raw -89582.053918 + Penalty 2616.200217 = -86965.853701 nChanged 52 SP:Iteration 8Q (8154.047168 sec): 3 clusters Score: Raw -89635.143918 + Penalty 2616.200217 = -87018.943701 nChanged 45 SP:Iteration 9Q (8154.128299 sec): 3 clusters Score: Raw -89680.945349 + Penalty 2616.200217 = -87064.745132 nChanged 36 SP:Iteration 10Q (8154.209409 sec): 3 clusters Score: Raw -89727.785188 + Penalty 2616.200217 = -87111.584971 nChanged 39 SP:Iteration 11Q (8154.271543 sec): 3 clusters Score: Raw -89769.898849 + Penalty 2616.200217 = -87153.698632 nChanged 31 SP:Iteration 12Q (8154.366869 sec): 3 clusters Score: Raw -89801.068214 + Penalty 2616.200217 = -87184.867997 nChanged 25 SP:Iteration 13Q (8154.441051 sec): 3 clusters Score: Raw -89822.705611 + Penalty 2616.200217 = -87206.505394 nChanged 16 SP:Iteration 14Q (8154.526461 sec): 3 clusters Score: Raw -89835.687027 + Penalty 2616.200217 = -87219.486810 nChanged 19 SP:Iteration 15Q (8154.613773 sec): 3 clusters Score: Raw -89849.516528 + Penalty 2616.200217 = -87233.316311 nChanged 14 SP:Iteration 16Q (8154.694779 sec): 3 clusters Score: Raw -89858.434702 + Penalty 2616.200217 = -87242.234485 nChanged 12 SP:Iteration 17Q (8154.775237 sec): 3 clusters Score: Raw -89870.266064 + Penalty 2616.200217 = -87254.065847 nChanged 10 SP:Iteration 18Q (8154.835843 sec): 3 clusters Score: Raw -89882.777271 + Penalty 2616.200217 = -87266.577054 nChanged 8 SP:Iteration 19Q (8154.923166 sec): 3 clusters Score: Raw -89888.319473 + Penalty 2616.200217 = -87272.119256 nChanged 5 SP:Iteration 20F (8154.995849 sec): 3 clusters Score: Raw -89891.722892 + Penalty 2616.200217 = -87275.522675 nChanged 1 SP:Iteration 21Q (8155.093251 sec): 3 clusters Score: Raw -89892.933070 + Penalty 2616.200217 = -87276.732853 nChanged 1 SP:Iteration 22Q (8155.177447 sec): 3 clusters Score: Raw -89893.970420 + Penalty 2616.200217 = -87277.770203 nChanged 1 SP:Iteration 23Q (8155.243190 sec): 3 clusters Score: Raw -89895.550681 + Penalty 2616.200217 = -87279.350464 nChanged 1 SP:Iteration 24Q (8155.349087 sec): 3 clusters Score: Raw -89895.995184 + Penalty 2616.200217 = -87279.794967 nChanged 0 SP:Iteration 25F (8155.421699 sec): 3 clusters Score: Raw -89895.995184 + Penalty 2616.200217 = -87279.794967 nChanged 0 Trying to split cluster 3 (2516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8155.459847 sec): 2 clusters Score: Raw -130013.957508 + Penalty 1374.239696 = -128639.717812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8155.572390 sec): 3 clusters Score: Raw -128906.692817 + Penalty 2748.479392 = -126158.213425 nChanged 913 SP:Iteration 1F (8155.637859 sec): 3 clusters Score: Raw -129614.648849 + Penalty 2748.479392 = -126866.169458 nChanged 266 SP:Iteration 2F (8155.728147 sec): 3 clusters Score: Raw -129958.165062 + Penalty 2748.479392 = -127209.685670 nChanged 206 SP:Iteration 3F (8155.812837 sec): 3 clusters Score: Raw -130246.423420 + Penalty 2748.479392 = -127497.944028 nChanged 169 SP:Iteration 4F (8155.882950 sec): 3 clusters Score: Raw -130443.262471 + Penalty 2748.479392 = -127694.783079 nChanged 124 SP:Iteration 5Q (8155.981715 sec): 3 clusters Score: Raw -130562.888999 + Penalty 2748.479392 = -127814.409607 nChanged 80 SP:Iteration 6Q (8156.050078 sec): 3 clusters Score: Raw -130631.767188 + Penalty 2748.479392 = -127883.287796 nChanged 59 SP:Iteration 7Q (8156.128737 sec): 3 clusters Score: Raw -130681.985981 + Penalty 2748.479392 = -127933.506589 nChanged 35 SP:Iteration 8Q (8156.225370 sec): 3 clusters Score: Raw -130708.109217 + Penalty 2748.479392 = -127959.629825 nChanged 29 SP:Iteration 9Q (8156.307745 sec): 3 clusters Score: Raw -130726.236494 + Penalty 2748.479392 = -127977.757103 nChanged 34 SP:Iteration 10Q (8156.393401 sec): 3 clusters Score: Raw -130756.651565 + Penalty 2748.479392 = -128008.172173 nChanged 37 SP:Iteration 11Q (8156.487357 sec): 3 clusters Score: Raw -130781.156372 + Penalty 2748.479392 = -128032.676980 nChanged 29 SP:Iteration 12Q (8156.567719 sec): 3 clusters Score: Raw -130797.663844 + Penalty 2748.479392 = -128049.184452 nChanged 22 SP:Iteration 13Q (8156.636518 sec): 3 clusters Score: Raw -130811.329273 + Penalty 2748.479392 = -128062.849881 nChanged 25 SP:Iteration 14Q (8156.719470 sec): 3 clusters Score: Raw -130824.844779 + Penalty 2748.479392 = -128076.365387 nChanged 12 SP:Iteration 15Q (8156.806286 sec): 3 clusters Score: Raw -130830.892656 + Penalty 2748.479392 = -128082.413264 nChanged 9 SP:Iteration 16Q (8156.885236 sec): 3 clusters Score: Raw -130834.580320 + Penalty 2748.479392 = -128086.100928 nChanged 6 SP:Iteration 17Q (8156.949186 sec): 3 clusters Score: Raw -130837.820049 + Penalty 2748.479392 = -128089.340658 nChanged 5 SP:Iteration 18Q (8157.030099 sec): 3 clusters Score: Raw -130839.379487 + Penalty 2748.479392 = -128090.900095 nChanged 1 SP:Iteration 19Q (8157.133875 sec): 3 clusters Score: Raw -130839.681694 + Penalty 2748.479392 = -128091.202302 nChanged 2 SP:Iteration 20F (8157.213898 sec): 3 clusters Score: Raw -130840.343207 + Penalty 2748.479392 = -128091.863816 nChanged 2 SP:Iteration 21Q (8157.297325 sec): 3 clusters Score: Raw -130841.039902 + Penalty 2748.479392 = -128092.560511 nChanged 2 SP:Iteration 22Q (8157.388604 sec): 3 clusters Score: Raw -130841.506498 + Penalty 2748.479392 = -128093.027106 nChanged 0 SP:Iteration 23F (8157.478685 sec): 3 clusters Score: Raw -130841.506498 + Penalty 2748.479392 = -128093.027106 nChanged 0 Trying to split cluster 4 (10442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8157.526776 sec): 2 clusters Score: Raw -687314.772682 + Penalty 1624.005293 = -685690.767388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8157.640340 sec): 3 clusters Score: Raw -681417.635410 + Penalty 3248.010586 = -678169.624823 nChanged 4530 SP:Iteration 1F (8157.730155 sec): 3 clusters Score: Raw -684135.060101 + Penalty 3248.010586 = -680887.049515 nChanged 760 SP:Iteration 2F (8157.827643 sec): 3 clusters Score: Raw -684614.775212 + Penalty 3248.010586 = -681366.764625 nChanged 692 SP:Iteration 3F (8157.918980 sec): 3 clusters Score: Raw -685090.123893 + Penalty 3248.010586 = -681842.113307 nChanged 654 SP:Iteration 4F (8158.015870 sec): 3 clusters Score: Raw -685554.938081 + Penalty 3248.010586 = -682306.927495 nChanged 612 SP:Iteration 5F (8158.107380 sec): 3 clusters Score: Raw -686011.769941 + Penalty 3248.010586 = -682763.759355 nChanged 563 SP:Iteration 6F (8158.206496 sec): 3 clusters Score: Raw -686497.693644 + Penalty 3248.010586 = -683249.683058 nChanged 548 SP:Iteration 7F (8158.325894 sec): 3 clusters Score: Raw -686984.098095 + Penalty 3248.010586 = -683736.087508 nChanged 497 SP:Iteration 8Q (8158.406458 sec): 3 clusters Score: Raw -687412.808298 + Penalty 3248.010586 = -684164.797712 nChanged 417 SP:Iteration 9Q (8158.523459 sec): 3 clusters Score: Raw -687732.017438 + Penalty 3248.010586 = -684484.006852 nChanged 338 SP:Iteration 10Q (8158.615488 sec): 3 clusters Score: Raw -687954.047294 + Penalty 3248.010586 = -684706.036707 nChanged 254 SP:Iteration 11Q (8158.716325 sec): 3 clusters Score: Raw -688105.641738 + Penalty 3248.010586 = -684857.631152 nChanged 196 SP:Iteration 12Q (8158.807352 sec): 3 clusters Score: Raw -688204.536905 + Penalty 3248.010586 = -684956.526318 nChanged 170 SP:Iteration 13Q (8158.905607 sec): 3 clusters Score: Raw -688286.079463 + Penalty 3248.010586 = -685038.068877 nChanged 156 SP:Iteration 14Q (8158.998725 sec): 3 clusters Score: Raw -688356.699258 + Penalty 3248.010586 = -685108.688671 nChanged 157 SP:Iteration 15Q (8159.083957 sec): 3 clusters Score: Raw -688430.026152 + Penalty 3248.010586 = -685182.015566 nChanged 141 SP:Iteration 16Q (8159.189647 sec): 3 clusters Score: Raw -688501.490507 + Penalty 3248.010586 = -685253.479920 nChanged 156 SP:Iteration 17Q (8159.288991 sec): 3 clusters Score: Raw -688584.954602 + Penalty 3248.010586 = -685336.944016 nChanged 171 SP:Iteration 18Q (8159.399745 sec): 3 clusters Score: Raw -688685.408141 + Penalty 3248.010586 = -685437.397555 nChanged 165 SP:Iteration 19Q (8159.497806 sec): 3 clusters Score: Raw -688791.027718 + Penalty 3248.010586 = -685543.017132 nChanged 158 SP:Iteration 20F (8159.588970 sec): 3 clusters Score: Raw -688902.887434 + Penalty 3248.010586 = -685654.876848 nChanged 153 SP:Iteration 21Q (8159.702612 sec): 3 clusters Score: Raw -688998.628860 + Penalty 3248.010586 = -685750.618273 nChanged 127 SP:Iteration 22Q (8159.803722 sec): 3 clusters Score: Raw -689073.674250 + Penalty 3248.010586 = -685825.663664 nChanged 118 SP:Iteration 23Q (8159.885171 sec): 3 clusters Score: Raw -689137.919096 + Penalty 3248.010586 = -685889.908510 nChanged 96 SP:Iteration 24Q (8159.989609 sec): 3 clusters Score: Raw -689178.389149 + Penalty 3248.010586 = -685930.378563 nChanged 76 SP:Iteration 25Q (8160.084341 sec): 3 clusters Score: Raw -689210.896675 + Penalty 3248.010586 = -685962.886089 nChanged 67 SP:Iteration 26Q (8160.190267 sec): 3 clusters Score: Raw -689237.841400 + Penalty 3248.010586 = -685989.830814 nChanged 61 SP:Iteration 27Q (8160.290534 sec): 3 clusters Score: Raw -689255.901433 + Penalty 3248.010586 = -686007.890846 nChanged 49 SP:Iteration 28Q (8160.390796 sec): 3 clusters Score: Raw -689268.775054 + Penalty 3248.010586 = -686020.764468 nChanged 40 SP:Iteration 29Q (8160.485572 sec): 3 clusters Score: Raw -689280.607893 + Penalty 3248.010586 = -686032.597307 nChanged 35 SP:Iteration 30Q (8160.580539 sec): 3 clusters Score: Raw -689289.198807 + Penalty 3248.010586 = -686041.188221 nChanged 33 SP:Iteration 31Q (8160.679985 sec): 3 clusters Score: Raw -689297.562168 + Penalty 3248.010586 = -686049.551582 nChanged 29 SP:Iteration 32Q (8160.768336 sec): 3 clusters Score: Raw -689303.284235 + Penalty 3248.010586 = -686055.273649 nChanged 29 SP:Iteration 33Q (8160.849373 sec): 3 clusters Score: Raw -689309.849560 + Penalty 3248.010586 = -686061.838974 nChanged 29 SP:Iteration 34Q (8160.965401 sec): 3 clusters Score: Raw -689315.558848 + Penalty 3248.010586 = -686067.548262 nChanged 19 SP:Iteration 35Q (8161.054828 sec): 3 clusters Score: Raw -689319.567800 + Penalty 3248.010586 = -686071.557213 nChanged 20 SP:Iteration 36Q (8161.150023 sec): 3 clusters Score: Raw -689322.345198 + Penalty 3248.010586 = -686074.334612 nChanged 16 SP:Iteration 37Q (8161.249894 sec): 3 clusters Score: Raw -689324.573167 + Penalty 3248.010586 = -686076.562581 nChanged 14 SP:Iteration 38Q (8161.350739 sec): 3 clusters Score: Raw -689326.787806 + Penalty 3248.010586 = -686078.777220 nChanged 15 SP:Iteration 39Q (8161.449465 sec): 3 clusters Score: Raw -689328.790117 + Penalty 3248.010586 = -686080.779531 nChanged 7 SP:Iteration 40F (8161.548725 sec): 3 clusters Score: Raw -689329.833673 + Penalty 3248.010586 = -686081.823087 nChanged 7 SP:Iteration 41Q (8161.636466 sec): 3 clusters Score: Raw -689330.431647 + Penalty 3248.010586 = -686082.421060 nChanged 2 SP:Iteration 42Q (8161.728449 sec): 3 clusters Score: Raw -689330.800937 + Penalty 3248.010586 = -686082.790350 nChanged 2 SP:Iteration 43Q (8161.826293 sec): 3 clusters Score: Raw -689330.947095 + Penalty 3248.010586 = -686082.936508 nChanged 3 SP:Iteration 44Q (8161.926870 sec): 3 clusters Score: Raw -689331.268390 + Penalty 3248.010586 = -686083.257803 nChanged 3 SP:Iteration 45Q (8162.021558 sec): 3 clusters Score: Raw -689331.745582 + Penalty 3248.010586 = -686083.734996 nChanged 3 SP:Iteration 46Q (8162.123808 sec): 3 clusters Score: Raw -689332.290790 + Penalty 3248.010586 = -686084.280204 nChanged 3 SP:Iteration 47Q (8162.295494 sec): 3 clusters Score: Raw -689332.592882 + Penalty 3248.010586 = -686084.582296 nChanged 3 SP:Iteration 48Q (8162.402288 sec): 3 clusters Score: Raw -689333.100195 + Penalty 3248.010586 = -686085.089609 nChanged 4 SP:Iteration 49Q (8162.519722 sec): 3 clusters Score: Raw -689333.741167 + Penalty 3248.010586 = -686085.730581 nChanged 3 SP:Iteration 50Q (8162.624485 sec): 3 clusters Score: Raw -689333.919062 + Penalty 3248.010586 = -686085.908476 nChanged 1 SP:Iteration 51Q (8162.748285 sec): 3 clusters Score: Raw -689334.126027 + Penalty 3248.010586 = -686086.115440 nChanged 4 SP:Iteration 52Q (8162.870160 sec): 3 clusters Score: Raw -689334.594732 + Penalty 3248.010586 = -686086.584145 nChanged 3 SP:Iteration 53Q (8162.989999 sec): 3 clusters Score: Raw -689334.803261 + Penalty 3248.010586 = -686086.792674 nChanged 2 SP:Iteration 54Q (8163.133463 sec): 3 clusters Score: Raw -689334.925447 + Penalty 3248.010586 = -686086.914860 nChanged 0 SP:Iteration 55F (8163.284874 sec): 3 clusters Score: Raw -689334.925447 + Penalty 3248.010586 = -686086.914860 nChanged 0 Score: Raw -11993334.812675 + Penalty 83643.199222 = -11909691.613453 Splitting cluster 4 changes total score from -11909779.545612 to -11909691.613453 So it's not getting split. Trying to split cluster 5 (9898 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8171.416548 sec): 2 clusters Score: Raw -585573.628722 + Penalty 1614.615443 = -583959.013279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8171.526223 sec): 3 clusters Score: Raw -579987.073187 + Penalty 3229.230886 = -576757.842301 nChanged 4349 SP:Iteration 1F (8171.621427 sec): 3 clusters Score: Raw -582513.718050 + Penalty 3229.230886 = -579284.487163 nChanged 737 SP:Iteration 2F (8171.708850 sec): 3 clusters Score: Raw -582977.338453 + Penalty 3229.230886 = -579748.107567 nChanged 639 SP:Iteration 3F (8171.808263 sec): 3 clusters Score: Raw -583356.064618 + Penalty 3229.230886 = -580126.833732 nChanged 545 SP:Iteration 4F (8171.932902 sec): 3 clusters Score: Raw -583686.678204 + Penalty 3229.230886 = -580457.447318 nChanged 522 SP:Iteration 5F (8172.015572 sec): 3 clusters Score: Raw -584011.649437 + Penalty 3229.230886 = -580782.418551 nChanged 480 SP:Iteration 6Q (8172.120502 sec): 3 clusters Score: Raw -584283.634469 + Penalty 3229.230886 = -581054.403583 nChanged 411 SP:Iteration 7Q (8172.215946 sec): 3 clusters Score: Raw -584500.352604 + Penalty 3229.230886 = -581271.121718 nChanged 339 SP:Iteration 8Q (8172.309820 sec): 3 clusters Score: Raw -584677.614789 + Penalty 3229.230886 = -581448.383903 nChanged 320 SP:Iteration 9Q (8172.423429 sec): 3 clusters Score: Raw -584836.548829 + Penalty 3229.230886 = -581607.317942 nChanged 270 SP:Iteration 10Q (8172.501573 sec): 3 clusters Score: Raw -584967.132960 + Penalty 3229.230886 = -581737.902073 nChanged 245 SP:Iteration 11Q (8172.617314 sec): 3 clusters Score: Raw -585080.404359 + Penalty 3229.230886 = -581851.173472 nChanged 208 SP:Iteration 12Q (8172.731506 sec): 3 clusters Score: Raw -585161.611824 + Penalty 3229.230886 = -581932.380938 nChanged 170 SP:Iteration 13Q (8172.830535 sec): 3 clusters Score: Raw -585225.201968 + Penalty 3229.230886 = -581995.971082 nChanged 132 SP:Iteration 14Q (8172.902947 sec): 3 clusters Score: Raw -585275.086536 + Penalty 3229.230886 = -582045.855649 nChanged 134 SP:Iteration 15Q (8173.012811 sec): 3 clusters Score: Raw -585324.780780 + Penalty 3229.230886 = -582095.549894 nChanged 111 SP:Iteration 16Q (8173.094711 sec): 3 clusters Score: Raw -585361.611299 + Penalty 3229.230886 = -582132.380412 nChanged 112 SP:Iteration 17Q (8173.212919 sec): 3 clusters Score: Raw -585388.985308 + Penalty 3229.230886 = -582159.754422 nChanged 83 SP:Iteration 18Q (8173.298322 sec): 3 clusters Score: Raw -585406.824586 + Penalty 3229.230886 = -582177.593699 nChanged 67 SP:Iteration 19Q (8173.395106 sec): 3 clusters Score: Raw -585422.170631 + Penalty 3229.230886 = -582192.939745 nChanged 58 SP:Iteration 20F (8173.519716 sec): 3 clusters Score: Raw -585435.716027 + Penalty 3229.230886 = -582206.485140 nChanged 59 SP:Iteration 21Q (8173.614236 sec): 3 clusters Score: Raw -585449.539289 + Penalty 3229.230886 = -582220.308403 nChanged 63 SP:Iteration 22Q (8173.710023 sec): 3 clusters Score: Raw -585463.865830 + Penalty 3229.230886 = -582234.634944 nChanged 55 SP:Iteration 23Q (8173.813302 sec): 3 clusters Score: Raw -585475.949657 + Penalty 3229.230886 = -582246.718771 nChanged 55 SP:Iteration 24Q (8173.914240 sec): 3 clusters Score: Raw -585487.388545 + Penalty 3229.230886 = -582258.157658 nChanged 42 SP:Iteration 25Q (8173.999116 sec): 3 clusters Score: Raw -585496.075311 + Penalty 3229.230886 = -582266.844424 nChanged 42 SP:Iteration 26Q (8174.121881 sec): 3 clusters Score: Raw -585504.282760 + Penalty 3229.230886 = -582275.051874 nChanged 39 SP:Iteration 27Q (8174.209086 sec): 3 clusters Score: Raw -585512.170490 + Penalty 3229.230886 = -582282.939603 nChanged 43 SP:Iteration 28Q (8174.311072 sec): 3 clusters Score: Raw -585521.078968 + Penalty 3229.230886 = -582291.848081 nChanged 38 SP:Iteration 29Q (8174.406660 sec): 3 clusters Score: Raw -585527.639640 + Penalty 3229.230886 = -582298.408753 nChanged 34 SP:Iteration 30Q (8174.484495 sec): 3 clusters Score: Raw -585532.950507 + Penalty 3229.230886 = -582303.719620 nChanged 24 SP:Iteration 31Q (8174.584420 sec): 3 clusters Score: Raw -585536.987246 + Penalty 3229.230886 = -582307.756360 nChanged 19 SP:Iteration 32Q (8174.668924 sec): 3 clusters Score: Raw -585541.027698 + Penalty 3229.230886 = -582311.796811 nChanged 23 SP:Iteration 33Q (8174.765912 sec): 3 clusters Score: Raw -585545.112986 + Penalty 3229.230886 = -582315.882100 nChanged 19 SP:Iteration 34Q (8174.865592 sec): 3 clusters Score: Raw -585549.075238 + Penalty 3229.230886 = -582319.844352 nChanged 31 SP:Iteration 35Q (8174.978075 sec): 3 clusters Score: Raw -585554.757971 + Penalty 3229.230886 = -582325.527085 nChanged 23 SP:Iteration 36Q (8175.075388 sec): 3 clusters Score: Raw -585559.223996 + Penalty 3229.230886 = -582329.993109 nChanged 24 SP:Iteration 37Q (8175.173606 sec): 3 clusters Score: Raw -585564.751566 + Penalty 3229.230886 = -582335.520680 nChanged 26 SP:Iteration 38Q (8175.254688 sec): 3 clusters Score: Raw -585569.437576 + Penalty 3229.230886 = -582340.206690 nChanged 23 SP:Iteration 39Q (8175.370470 sec): 3 clusters Score: Raw -585572.612890 + Penalty 3229.230886 = -582343.382004 nChanged 20 SP:Iteration 40F (8175.471474 sec): 3 clusters Score: Raw -585576.527910 + Penalty 3229.230886 = -582347.297024 nChanged 32 SP:Iteration 41Q (8175.546037 sec): 3 clusters Score: Raw -585583.672119 + Penalty 3229.230886 = -582354.441232 nChanged 46 SP:Iteration 42Q (8175.656481 sec): 3 clusters Score: Raw -585594.335748 + Penalty 3229.230886 = -582365.104862 nChanged 42 SP:Iteration 43Q (8175.744925 sec): 3 clusters Score: Raw -585605.562338 + Penalty 3229.230886 = -582376.331452 nChanged 51 SP:Iteration 44Q (8175.855366 sec): 3 clusters Score: Raw -585616.302213 + Penalty 3229.230886 = -582387.071326 nChanged 41 SP:Iteration 45Q (8175.945150 sec): 3 clusters Score: Raw -585624.442542 + Penalty 3229.230886 = -582395.211655 nChanged 40 SP:Iteration 46Q (8176.024973 sec): 3 clusters Score: Raw -585631.191077 + Penalty 3229.230886 = -582401.960190 nChanged 38 SP:Iteration 47Q (8176.138868 sec): 3 clusters Score: Raw -585639.235130 + Penalty 3229.230886 = -582410.004243 nChanged 36 SP:Iteration 48Q (8176.237708 sec): 3 clusters Score: Raw -585645.416458 + Penalty 3229.230886 = -582416.185571 nChanged 32 SP:Iteration 49Q (8176.328726 sec): 3 clusters Score: Raw -585651.121736 + Penalty 3229.230886 = -582421.890850 nChanged 33 SP:Iteration 50Q (8176.429581 sec): 3 clusters Score: Raw -585660.928995 + Penalty 3229.230886 = -582431.698109 nChanged 48 SP:Iteration 51Q (8176.527684 sec): 3 clusters Score: Raw -585673.887325 + Penalty 3229.230886 = -582444.656439 nChanged 44 SP:Iteration 52Q (8176.610016 sec): 3 clusters Score: Raw -585683.791181 + Penalty 3229.230886 = -582454.560295 nChanged 39 SP:Iteration 53Q (8176.699252 sec): 3 clusters Score: Raw -585691.597279 + Penalty 3229.230886 = -582462.366393 nChanged 43 SP:Iteration 54Q (8176.818914 sec): 3 clusters Score: Raw -585700.943175 + Penalty 3229.230886 = -582471.712288 nChanged 45 SP:Iteration 55Q (8176.931982 sec): 3 clusters Score: Raw -585712.334611 + Penalty 3229.230886 = -582483.103725 nChanged 43 SP:Iteration 56Q (8177.040870 sec): 3 clusters Score: Raw -585723.019224 + Penalty 3229.230886 = -582493.788338 nChanged 37 SP:Iteration 57Q (8177.145427 sec): 3 clusters Score: Raw -585732.077358 + Penalty 3229.230886 = -582502.846471 nChanged 36 SP:Iteration 58Q (8177.240993 sec): 3 clusters Score: Raw -585741.760349 + Penalty 3229.230886 = -582512.529463 nChanged 46 SP:Iteration 59Q (8177.342303 sec): 3 clusters Score: Raw -585754.413813 + Penalty 3229.230886 = -582525.182927 nChanged 42 SP:Iteration 60F (8177.447255 sec): 3 clusters Score: Raw -585765.524519 + Penalty 3229.230886 = -582536.293633 nChanged 43 SP:Iteration 61Q (8177.548339 sec): 3 clusters Score: Raw -585778.667869 + Penalty 3229.230886 = -582549.436983 nChanged 54 SP:Iteration 62Q (8177.650944 sec): 3 clusters Score: Raw -585796.716603 + Penalty 3229.230886 = -582567.485717 nChanged 56 SP:Iteration 63Q (8177.742688 sec): 3 clusters Score: Raw -585816.930496 + Penalty 3229.230886 = -582587.699610 nChanged 73 SP:Iteration 64Q (8177.840513 sec): 3 clusters Score: Raw -585841.640544 + Penalty 3229.230886 = -582612.409657 nChanged 60 SP:Iteration 65Q (8177.939238 sec): 3 clusters Score: Raw -585859.725207 + Penalty 3229.230886 = -582630.494321 nChanged 63 SP:Iteration 66Q (8178.021364 sec): 3 clusters Score: Raw -585877.837199 + Penalty 3229.230886 = -582648.606313 nChanged 55 SP:Iteration 67Q (8178.138750 sec): 3 clusters Score: Raw -585892.562020 + Penalty 3229.230886 = -582663.331134 nChanged 44 SP:Iteration 68Q (8178.240172 sec): 3 clusters Score: Raw -585902.329862 + Penalty 3229.230886 = -582673.098975 nChanged 42 SP:Iteration 69Q (8178.334864 sec): 3 clusters Score: Raw -585912.207486 + Penalty 3229.230886 = -582682.976600 nChanged 43 SP:Iteration 70Q (8178.440130 sec): 3 clusters Score: Raw -585922.234177 + Penalty 3229.230886 = -582693.003290 nChanged 36 SP:Iteration 71Q (8178.536116 sec): 3 clusters Score: Raw -585933.173400 + Penalty 3229.230886 = -582703.942513 nChanged 46 SP:Iteration 72Q (8178.618689 sec): 3 clusters Score: Raw -585944.781611 + Penalty 3229.230886 = -582715.550725 nChanged 38 SP:Iteration 73Q (8178.736613 sec): 3 clusters Score: Raw -585952.607284 + Penalty 3229.230886 = -582723.376398 nChanged 30 SP:Iteration 74Q (8178.836645 sec): 3 clusters Score: Raw -585960.019032 + Penalty 3229.230886 = -582730.788146 nChanged 29 SP:Iteration 75Q (8178.929677 sec): 3 clusters Score: Raw -585967.153712 + Penalty 3229.230886 = -582737.922826 nChanged 27 SP:Iteration 76Q (8179.026776 sec): 3 clusters Score: Raw -585975.349605 + Penalty 3229.230886 = -582746.118718 nChanged 31 SP:Iteration 77Q (8179.128065 sec): 3 clusters Score: Raw -585985.944744 + Penalty 3229.230886 = -582756.713857 nChanged 40 SP:Iteration 78Q (8179.209273 sec): 3 clusters Score: Raw -585998.496111 + Penalty 3229.230886 = -582769.265225 nChanged 45 SP:Iteration 79Q (8179.318954 sec): 3 clusters Score: Raw -586011.618729 + Penalty 3229.230886 = -582782.387843 nChanged 43 SP:Iteration 80F (8179.405419 sec): 3 clusters Score: Raw -586025.713826 + Penalty 3229.230886 = -582796.482939 nChanged 54 SP:Iteration 81Q (8179.518966 sec): 3 clusters Score: Raw -586042.780776 + Penalty 3229.230886 = -582813.549890 nChanged 54 SP:Iteration 82Q (8179.618775 sec): 3 clusters Score: Raw -586059.022845 + Penalty 3229.230886 = -582829.791959 nChanged 42 SP:Iteration 83Q (8179.719546 sec): 3 clusters Score: Raw -586072.395013 + Penalty 3229.230886 = -582843.164127 nChanged 39 SP:Iteration 84Q (8179.823036 sec): 3 clusters Score: Raw -586085.605972 + Penalty 3229.230886 = -582856.375086 nChanged 37 SP:Iteration 85Q (8179.914603 sec): 3 clusters Score: Raw -586098.147736 + Penalty 3229.230886 = -582868.916850 nChanged 31 SP:Iteration 86Q (8179.988570 sec): 3 clusters Score: Raw -586110.337832 + Penalty 3229.230886 = -582881.106946 nChanged 34 SP:Iteration 87Q (8180.101611 sec): 3 clusters Score: Raw -586122.928201 + Penalty 3229.230886 = -582893.697315 nChanged 31 SP:Iteration 88Q (8180.195961 sec): 3 clusters Score: Raw -586131.805897 + Penalty 3229.230886 = -582902.575011 nChanged 21 SP:Iteration 89Q (8180.287989 sec): 3 clusters Score: Raw -586137.104399 + Penalty 3229.230886 = -582907.873513 nChanged 17 SP:Iteration 90Q (8180.425782 sec): 3 clusters Score: Raw -586142.161973 + Penalty 3229.230886 = -582912.931086 nChanged 27 SP:Iteration 91Q (8180.546228 sec): 3 clusters Score: Raw -586151.562310 + Penalty 3229.230886 = -582922.331424 nChanged 36 SP:Iteration 92Q (8180.678346 sec): 3 clusters Score: Raw -586166.857115 + Penalty 3229.230886 = -582937.626229 nChanged 45 SP:Iteration 93Q (8180.801953 sec): 3 clusters Score: Raw -586194.997394 + Penalty 3229.230886 = -582965.766507 nChanged 52 SP:Iteration 94Q (8180.942641 sec): 3 clusters Score: Raw -586222.444283 + Penalty 3229.230886 = -582993.213397 nChanged 44 SP:Iteration 95Q (8181.072523 sec): 3 clusters Score: Raw -586241.541222 + Penalty 3229.230886 = -583012.310335 nChanged 34 SP:Iteration 96Q (8181.193377 sec): 3 clusters Score: Raw -586252.741605 + Penalty 3229.230886 = -583023.510719 nChanged 29 SP:Iteration 97Q (8181.339562 sec): 3 clusters Score: Raw -586262.177211 + Penalty 3229.230886 = -583032.946324 nChanged 21 SP:Iteration 98Q (8181.461514 sec): 3 clusters Score: Raw -586269.152332 + Penalty 3229.230886 = -583039.921446 nChanged 14 SP:Iteration 99Q (8181.603154 sec): 3 clusters Score: Raw -586272.954684 + Penalty 3229.230886 = -583043.723797 nChanged 10 SP:Iteration 100F (8181.728435 sec): 3 clusters Score: Raw -586275.807612 + Penalty 3229.230886 = -583046.576726 nChanged 13 SP:Iteration 101Q (8181.840073 sec): 3 clusters Score: Raw -586279.036003 + Penalty 3229.230886 = -583049.805117 nChanged 19 SP:Iteration 102Q (8181.952992 sec): 3 clusters Score: Raw -586284.294502 + Penalty 3229.230886 = -583055.063616 nChanged 17 SP:Iteration 103Q (8182.067974 sec): 3 clusters Score: Raw -586289.854244 + Penalty 3229.230886 = -583060.623357 nChanged 16 SP:Iteration 104Q (8182.172847 sec): 3 clusters Score: Raw -586296.470746 + Penalty 3229.230886 = -583067.239859 nChanged 18 SP:Iteration 105Q (8182.290957 sec): 3 clusters Score: Raw -586304.145001 + Penalty 3229.230886 = -583074.914115 nChanged 21 SP:Iteration 106Q (8182.410184 sec): 3 clusters Score: Raw -586310.193496 + Penalty 3229.230886 = -583080.962609 nChanged 11 SP:Iteration 107Q (8182.518586 sec): 3 clusters Score: Raw -586315.473229 + Penalty 3229.230886 = -583086.242342 nChanged 17 SP:Iteration 108Q (8182.642416 sec): 3 clusters Score: Raw -586322.992612 + Penalty 3229.230886 = -583093.761726 nChanged 14 SP:Iteration 109Q (8182.745544 sec): 3 clusters Score: Raw -586327.598932 + Penalty 3229.230886 = -583098.368045 nChanged 15 SP:Iteration 110Q (8182.865052 sec): 3 clusters Score: Raw -586332.051168 + Penalty 3229.230886 = -583102.820281 nChanged 8 SP:Iteration 111Q (8182.987052 sec): 3 clusters Score: Raw -586336.163892 + Penalty 3229.230886 = -583106.933005 nChanged 13 SP:Iteration 112Q (8183.123893 sec): 3 clusters Score: Raw -586341.986978 + Penalty 3229.230886 = -583112.756092 nChanged 11 SP:Iteration 113Q (8183.236630 sec): 3 clusters Score: Raw -586345.583265 + Penalty 3229.230886 = -583116.352379 nChanged 7 SP:Iteration 114Q (8183.348186 sec): 3 clusters Score: Raw -586348.530854 + Penalty 3229.230886 = -583119.299968 nChanged 7 SP:Iteration 115Q (8183.464374 sec): 3 clusters Score: Raw -586351.650749 + Penalty 3229.230886 = -583122.419863 nChanged 7 SP:Iteration 116Q (8183.583565 sec): 3 clusters Score: Raw -586354.356425 + Penalty 3229.230886 = -583125.125538 nChanged 5 SP:Iteration 117Q (8183.704288 sec): 3 clusters Score: Raw -586355.431869 + Penalty 3229.230886 = -583126.200983 nChanged 4 SP:Iteration 118Q (8183.806749 sec): 3 clusters Score: Raw -586355.942832 + Penalty 3229.230886 = -583126.711946 nChanged 2 SP:Iteration 119Q (8183.942741 sec): 3 clusters Score: Raw -586356.568287 + Penalty 3229.230886 = -583127.337401 nChanged 1 SP:Iteration 120F (8184.053163 sec): 3 clusters Score: Raw -586356.690839 + Penalty 3229.230886 = -583127.459952 nChanged 0 Trying to split cluster 6 (6306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8184.145579 sec): 2 clusters Score: Raw -308987.670144 + Penalty 1535.494575 = -307452.175569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8184.290222 sec): 3 clusters Score: Raw -305682.245445 + Penalty 3070.989151 = -302611.256294 nChanged 2567 SP:Iteration 1F (8184.392338 sec): 3 clusters Score: Raw -307235.857272 + Penalty 3070.989151 = -304164.868121 nChanged 519 SP:Iteration 2F (8184.526274 sec): 3 clusters Score: Raw -307570.870283 + Penalty 3070.989151 = -304499.881132 nChanged 399 SP:Iteration 3F (8184.651341 sec): 3 clusters Score: Raw -307874.170691 + Penalty 3070.989151 = -304803.181540 nChanged 365 SP:Iteration 4F (8184.787922 sec): 3 clusters Score: Raw -308122.048071 + Penalty 3070.989151 = -305051.058920 nChanged 301 SP:Iteration 5Q (8184.901049 sec): 3 clusters Score: Raw -308298.006842 + Penalty 3070.989151 = -305227.017691 nChanged 247 SP:Iteration 6Q (8185.033018 sec): 3 clusters Score: Raw -308433.570139 + Penalty 3070.989151 = -305362.580989 nChanged 209 SP:Iteration 7Q (8185.146884 sec): 3 clusters Score: Raw -308543.395322 + Penalty 3070.989151 = -305472.406171 nChanged 191 SP:Iteration 8Q (8185.261179 sec): 3 clusters Score: Raw -308636.192417 + Penalty 3070.989151 = -305565.203266 nChanged 157 SP:Iteration 9Q (8185.347773 sec): 3 clusters Score: Raw -308700.197964 + Penalty 3070.989151 = -305629.208813 nChanged 131 SP:Iteration 10Q (8185.468446 sec): 3 clusters Score: Raw -308747.029574 + Penalty 3070.989151 = -305676.040423 nChanged 108 SP:Iteration 11Q (8185.568286 sec): 3 clusters Score: Raw -308793.667876 + Penalty 3070.989151 = -305722.678725 nChanged 90 SP:Iteration 12Q (8185.669092 sec): 3 clusters Score: Raw -308826.960466 + Penalty 3070.989151 = -305755.971316 nChanged 76 SP:Iteration 13Q (8185.771376 sec): 3 clusters Score: Raw -308853.175608 + Penalty 3070.989151 = -305782.186457 nChanged 71 SP:Iteration 14Q (8185.895098 sec): 3 clusters Score: Raw -308879.703303 + Penalty 3070.989151 = -305808.714152 nChanged 79 SP:Iteration 15Q (8186.011437 sec): 3 clusters Score: Raw -308917.469313 + Penalty 3070.989151 = -305846.480162 nChanged 84 SP:Iteration 16Q (8186.104693 sec): 3 clusters Score: Raw -308957.508793 + Penalty 3070.989151 = -305886.519642 nChanged 87 SP:Iteration 17Q (8186.235619 sec): 3 clusters Score: Raw -308999.729232 + Penalty 3070.989151 = -305928.740082 nChanged 91 SP:Iteration 18Q (8186.342129 sec): 3 clusters Score: Raw -309043.544327 + Penalty 3070.989151 = -305972.555176 nChanged 108 SP:Iteration 19Q (8186.439125 sec): 3 clusters Score: Raw -309096.926546 + Penalty 3070.989151 = -306025.937395 nChanged 95 SP:Iteration 20F (8186.553974 sec): 3 clusters Score: Raw -309146.148934 + Penalty 3070.989151 = -306075.159783 nChanged 100 SP:Iteration 21Q (8186.668437 sec): 3 clusters Score: Raw -309199.296831 + Penalty 3070.989151 = -306128.307680 nChanged 102 SP:Iteration 22Q (8186.756025 sec): 3 clusters Score: Raw -309252.632506 + Penalty 3070.989151 = -306181.643355 nChanged 90 SP:Iteration 23Q (8186.898942 sec): 3 clusters Score: Raw -309301.712430 + Penalty 3070.989151 = -306230.723279 nChanged 72 SP:Iteration 24Q (8186.986686 sec): 3 clusters Score: Raw -309342.437194 + Penalty 3070.989151 = -306271.448043 nChanged 71 SP:Iteration 25Q (8187.103158 sec): 3 clusters Score: Raw -309374.639899 + Penalty 3070.989151 = -306303.650748 nChanged 62 SP:Iteration 26Q (8187.245648 sec): 3 clusters Score: Raw -309404.861785 + Penalty 3070.989151 = -306333.872634 nChanged 56 SP:Iteration 27Q (8187.354859 sec): 3 clusters Score: Raw -309433.269403 + Penalty 3070.989151 = -306362.280253 nChanged 52 SP:Iteration 28Q (8187.477225 sec): 3 clusters Score: Raw -309455.951994 + Penalty 3070.989151 = -306384.962843 nChanged 49 SP:Iteration 29Q (8187.593232 sec): 3 clusters Score: Raw -309478.524893 + Penalty 3070.989151 = -306407.535742 nChanged 44 SP:Iteration 30Q (8187.708253 sec): 3 clusters Score: Raw -309496.186115 + Penalty 3070.989151 = -306425.196964 nChanged 36 SP:Iteration 31Q (8187.812136 sec): 3 clusters Score: Raw -309509.839536 + Penalty 3070.989151 = -306438.850385 nChanged 24 SP:Iteration 32Q (8187.893479 sec): 3 clusters Score: Raw -309520.566025 + Penalty 3070.989151 = -306449.576875 nChanged 24 SP:Iteration 33Q (8188.027524 sec): 3 clusters Score: Raw -309528.801714 + Penalty 3070.989151 = -306457.812563 nChanged 22 SP:Iteration 34Q (8188.135420 sec): 3 clusters Score: Raw -309537.845508 + Penalty 3070.989151 = -306466.856357 nChanged 22 SP:Iteration 35Q (8188.232566 sec): 3 clusters Score: Raw -309546.731312 + Penalty 3070.989151 = -306475.742161 nChanged 23 SP:Iteration 36Q (8188.360491 sec): 3 clusters Score: Raw -309556.307973 + Penalty 3070.989151 = -306485.318822 nChanged 14 SP:Iteration 37Q (8188.459916 sec): 3 clusters Score: Raw -309560.381590 + Penalty 3070.989151 = -306489.392440 nChanged 12 SP:Iteration 38Q (8188.537740 sec): 3 clusters Score: Raw -309565.751474 + Penalty 3070.989151 = -306494.762323 nChanged 13 SP:Iteration 39Q (8188.642560 sec): 3 clusters Score: Raw -309569.222101 + Penalty 3070.989151 = -306498.232950 nChanged 7 SP:Iteration 40F (8188.758894 sec): 3 clusters Score: Raw -309572.866040 + Penalty 3070.989151 = -306501.876889 nChanged 14 SP:Iteration 41Q (8188.845163 sec): 3 clusters Score: Raw -309578.324052 + Penalty 3070.989151 = -306507.334901 nChanged 13 SP:Iteration 42Q (8188.948335 sec): 3 clusters Score: Raw -309582.124698 + Penalty 3070.989151 = -306511.135547 nChanged 4 SP:Iteration 43Q (8189.039097 sec): 3 clusters Score: Raw -309583.770381 + Penalty 3070.989151 = -306512.781230 nChanged 5 SP:Iteration 44Q (8189.147826 sec): 3 clusters Score: Raw -309586.135587 + Penalty 3070.989151 = -306515.146436 nChanged 5 SP:Iteration 45Q (8189.257147 sec): 3 clusters Score: Raw -309589.186644 + Penalty 3070.989151 = -306518.197493 nChanged 9 SP:Iteration 46Q (8189.363471 sec): 3 clusters Score: Raw -309592.132118 + Penalty 3070.989151 = -306521.142967 nChanged 10 SP:Iteration 47Q (8189.458278 sec): 3 clusters Score: Raw -309595.211551 + Penalty 3070.989151 = -306524.222400 nChanged 8 SP:Iteration 48Q (8189.561052 sec): 3 clusters Score: Raw -309597.589304 + Penalty 3070.989151 = -306526.600153 nChanged 9 SP:Iteration 49Q (8189.663902 sec): 3 clusters Score: Raw -309600.844513 + Penalty 3070.989151 = -306529.855362 nChanged 8 SP:Iteration 50Q (8189.761675 sec): 3 clusters Score: Raw -309605.428102 + Penalty 3070.989151 = -306534.438951 nChanged 16 SP:Iteration 51Q (8189.869506 sec): 3 clusters Score: Raw -309614.382953 + Penalty 3070.989151 = -306543.393803 nChanged 13 SP:Iteration 52Q (8189.993165 sec): 3 clusters Score: Raw -309622.088509 + Penalty 3070.989151 = -306551.099359 nChanged 22 SP:Iteration 53Q (8190.086808 sec): 3 clusters Score: Raw -309631.036493 + Penalty 3070.989151 = -306560.047343 nChanged 14 SP:Iteration 54Q (8190.191488 sec): 3 clusters Score: Raw -309637.196859 + Penalty 3070.989151 = -306566.207708 nChanged 13 SP:Iteration 55Q (8190.311859 sec): 3 clusters Score: Raw -309641.107209 + Penalty 3070.989151 = -306570.118058 nChanged 10 SP:Iteration 56Q (8190.409778 sec): 3 clusters Score: Raw -309644.152982 + Penalty 3070.989151 = -306573.163831 nChanged 9 SP:Iteration 57Q (8190.516758 sec): 3 clusters Score: Raw -309648.486826 + Penalty 3070.989151 = -306577.497675 nChanged 6 SP:Iteration 58Q (8190.618805 sec): 3 clusters Score: Raw -309652.796460 + Penalty 3070.989151 = -306581.807309 nChanged 9 SP:Iteration 59Q (8190.719767 sec): 3 clusters Score: Raw -309657.485377 + Penalty 3070.989151 = -306586.496226 nChanged 7 SP:Iteration 60F (8190.816305 sec): 3 clusters Score: Raw -309660.772916 + Penalty 3070.989151 = -306589.783765 nChanged 8 SP:Iteration 61Q (8190.902254 sec): 3 clusters Score: Raw -309664.372354 + Penalty 3070.989151 = -306593.383203 nChanged 10 SP:Iteration 62Q (8191.001601 sec): 3 clusters Score: Raw -309668.606861 + Penalty 3070.989151 = -306597.617710 nChanged 9 SP:Iteration 63Q (8191.082887 sec): 3 clusters Score: Raw -309671.576599 + Penalty 3070.989151 = -306600.587448 nChanged 7 SP:Iteration 64Q (8191.206477 sec): 3 clusters Score: Raw -309674.454410 + Penalty 3070.989151 = -306603.465259 nChanged 6 SP:Iteration 65Q (8191.304568 sec): 3 clusters Score: Raw -309677.177380 + Penalty 3070.989151 = -306606.188229 nChanged 5 SP:Iteration 66Q (8191.384083 sec): 3 clusters Score: Raw -309678.546396 + Penalty 3070.989151 = -306607.557245 nChanged 5 SP:Iteration 67Q (8191.480049 sec): 3 clusters Score: Raw -309680.787526 + Penalty 3070.989151 = -306609.798375 nChanged 5 SP:Iteration 68Q (8191.591842 sec): 3 clusters Score: Raw -309682.460994 + Penalty 3070.989151 = -306611.471843 nChanged 3 SP:Iteration 69Q (8191.663062 sec): 3 clusters Score: Raw -309683.346328 + Penalty 3070.989151 = -306612.357177 nChanged 2 SP:Iteration 70Q (8191.752892 sec): 3 clusters Score: Raw -309683.741713 + Penalty 3070.989151 = -306612.752562 nChanged 0 SP:Iteration 71F (8191.841135 sec): 3 clusters Score: Raw -309683.741713 + Penalty 3070.989151 = -306612.752562 nChanged 0 Trying to split cluster 7 (1643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8191.910823 sec): 2 clusters Score: Raw -57495.110451 + Penalty 1299.450985 = -56195.659466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8191.996667 sec): 3 clusters Score: Raw -56895.801970 + Penalty 2598.901970 = -54296.900000 nChanged 570 SP:Iteration 1F (8192.090088 sec): 3 clusters Score: Raw -57480.278690 + Penalty 2598.901970 = -54881.376720 nChanged 162 SP:Iteration 2F (8192.177940 sec): 3 clusters Score: Raw -57674.354721 + Penalty 2598.901970 = -55075.452751 nChanged 108 SP:Iteration 3F (8192.244853 sec): 3 clusters Score: Raw -57810.223138 + Penalty 2598.901970 = -55211.321168 nChanged 79 SP:Iteration 4Q (8192.354516 sec): 3 clusters Score: Raw -57925.804773 + Penalty 2598.901970 = -55326.902803 nChanged 81 SP:Iteration 5Q (8192.443561 sec): 3 clusters Score: Raw -58079.918329 + Penalty 2598.901970 = -55481.016359 nChanged 82 SP:Iteration 6Q (8192.535152 sec): 3 clusters Score: Raw -58229.661910 + Penalty 2598.901970 = -55630.759940 nChanged 85 SP:Iteration 7F (8192.615216 sec): 3 clusters Score: Raw -58334.267288 + Penalty 2598.901970 = -55735.365318 nChanged 52 SP:Iteration 8Q (8192.691787 sec): 3 clusters Score: Raw -58413.233808 + Penalty 2598.901970 = -55814.331838 nChanged 45 SP:Iteration 9Q (8192.778772 sec): 3 clusters Score: Raw -58484.546715 + Penalty 2598.901970 = -55885.644745 nChanged 38 SP:Iteration 10Q (8192.861960 sec): 3 clusters Score: Raw -58540.090191 + Penalty 2598.901970 = -55941.188220 nChanged 28 SP:Iteration 11Q (8192.950108 sec): 3 clusters Score: Raw -58567.735621 + Penalty 2598.901970 = -55968.833650 nChanged 15 SP:Iteration 12Q (8193.043730 sec): 3 clusters Score: Raw -58577.830845 + Penalty 2598.901970 = -55978.928874 nChanged 11 SP:Iteration 13Q (8193.123913 sec): 3 clusters Score: Raw -58600.317438 + Penalty 2598.901970 = -56001.415467 nChanged 18 SP:Iteration 14Q (8193.207358 sec): 3 clusters Score: Raw -58660.924320 + Penalty 2598.901970 = -56062.022350 nChanged 28 SP:Iteration 15Q (8193.285794 sec): 3 clusters Score: Raw -58706.563023 + Penalty 2598.901970 = -56107.661053 nChanged 30 SP:Iteration 16Q (8193.354657 sec): 3 clusters Score: Raw -58742.835544 + Penalty 2598.901970 = -56143.933573 nChanged 23 SP:Iteration 17Q (8193.439569 sec): 3 clusters Score: Raw -58772.220554 + Penalty 2598.901970 = -56173.318584 nChanged 13 SP:Iteration 18Q (8193.525248 sec): 3 clusters Score: Raw -58817.420610 + Penalty 2598.901970 = -56218.518640 nChanged 15 SP:Iteration 19Q (8193.616645 sec): 3 clusters Score: Raw -58845.425827 + Penalty 2598.901970 = -56246.523857 nChanged 12 SP:Iteration 20F (8193.701009 sec): 3 clusters Score: Raw -58853.868430 + Penalty 2598.901970 = -56254.966460 nChanged 10 SP:Iteration 21Q (8193.783430 sec): 3 clusters Score: Raw -58862.272962 + Penalty 2598.901970 = -56263.370992 nChanged 6 SP:Iteration 22Q (8193.870558 sec): 3 clusters Score: Raw -58866.568814 + Penalty 2598.901970 = -56267.666844 nChanged 6 SP:Iteration 23Q (8193.954559 sec): 3 clusters Score: Raw -58870.749047 + Penalty 2598.901970 = -56271.847076 nChanged 4 SP:Iteration 24Q (8194.055563 sec): 3 clusters Score: Raw -58875.181203 + Penalty 2598.901970 = -56276.279232 nChanged 5 SP:Iteration 25Q (8194.138867 sec): 3 clusters Score: Raw -58878.107131 + Penalty 2598.901970 = -56279.205161 nChanged 4 SP:Iteration 26Q (8194.196512 sec): 3 clusters Score: Raw -58881.385636 + Penalty 2598.901970 = -56282.483666 nChanged 5 SP:Iteration 27Q (8194.295913 sec): 3 clusters Score: Raw -58884.175336 + Penalty 2598.901970 = -56285.273365 nChanged 1 SP:Iteration 28Q (8194.377298 sec): 3 clusters Score: Raw -58884.297153 + Penalty 2598.901970 = -56285.395182 nChanged 0 SP:Iteration 29F (8194.450001 sec): 3 clusters Score: Raw -58884.297153 + Penalty 2598.901970 = -56285.395182 nChanged 0 Score: Raw -11992703.846612 + Penalty 83643.199222 = -11909060.647390 Splitting cluster 7 changes total score from -11909779.545612 to -11909060.647390 So it's not getting split. Trying to split cluster 8 (4501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8202.322097 sec): 2 clusters Score: Raw -301161.552030 + Penalty 1476.315630 = -299685.236400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8202.453476 sec): 3 clusters Score: Raw -298925.679889 + Penalty 2952.631261 = -295973.048628 nChanged 1776 SP:Iteration 1F (8202.553835 sec): 3 clusters Score: Raw -299951.260231 + Penalty 2952.631261 = -296998.628970 nChanged 368 SP:Iteration 2F (8202.651127 sec): 3 clusters Score: Raw -300235.655830 + Penalty 2952.631261 = -297283.024569 nChanged 273 SP:Iteration 3F (8202.753138 sec): 3 clusters Score: Raw -300446.372296 + Penalty 2952.631261 = -297493.741036 nChanged 229 SP:Iteration 4F (8202.836784 sec): 3 clusters Score: Raw -300619.586157 + Penalty 2952.631261 = -297666.954896 nChanged 216 SP:Iteration 5Q (8202.937412 sec): 3 clusters Score: Raw -300754.845565 + Penalty 2952.631261 = -297802.214305 nChanged 191 SP:Iteration 6Q (8203.043009 sec): 3 clusters Score: Raw -300878.948781 + Penalty 2952.631261 = -297926.317520 nChanged 171 SP:Iteration 7Q (8203.166248 sec): 3 clusters Score: Raw -300976.394827 + Penalty 2952.631261 = -298023.763567 nChanged 135 SP:Iteration 8Q (8203.265413 sec): 3 clusters Score: Raw -301050.507389 + Penalty 2952.631261 = -298097.876129 nChanged 131 SP:Iteration 9Q (8203.368325 sec): 3 clusters Score: Raw -301120.986459 + Penalty 2952.631261 = -298168.355198 nChanged 118 SP:Iteration 10Q (8203.511346 sec): 3 clusters Score: Raw -301178.936669 + Penalty 2952.631261 = -298226.305408 nChanged 93 SP:Iteration 11Q (8203.596124 sec): 3 clusters Score: Raw -301229.233933 + Penalty 2952.631261 = -298276.602672 nChanged 90 SP:Iteration 12Q (8203.723957 sec): 3 clusters Score: Raw -301271.108784 + Penalty 2952.631261 = -298318.477523 nChanged 63 SP:Iteration 13Q (8203.811656 sec): 3 clusters Score: Raw -301297.701972 + Penalty 2952.631261 = -298345.070712 nChanged 51 SP:Iteration 14Q (8203.930694 sec): 3 clusters Score: Raw -301315.643100 + Penalty 2952.631261 = -298363.011839 nChanged 42 SP:Iteration 15Q (8204.035928 sec): 3 clusters Score: Raw -301328.680269 + Penalty 2952.631261 = -298376.049008 nChanged 27 SP:Iteration 16Q (8204.141379 sec): 3 clusters Score: Raw -301336.009013 + Penalty 2952.631261 = -298383.377753 nChanged 28 SP:Iteration 17Q (8204.271490 sec): 3 clusters Score: Raw -301344.272270 + Penalty 2952.631261 = -298391.641010 nChanged 23 SP:Iteration 18Q (8204.406195 sec): 3 clusters Score: Raw -301349.521968 + Penalty 2952.631261 = -298396.890708 nChanged 16 SP:Iteration 19Q (8204.495966 sec): 3 clusters Score: Raw -301353.885604 + Penalty 2952.631261 = -298401.254343 nChanged 14 SP:Iteration 20F (8204.589287 sec): 3 clusters Score: Raw -301358.474184 + Penalty 2952.631261 = -298405.842924 nChanged 14 SP:Iteration 21Q (8204.676296 sec): 3 clusters Score: Raw -301362.832247 + Penalty 2952.631261 = -298410.200987 nChanged 22 SP:Iteration 22Q (8204.782987 sec): 3 clusters Score: Raw -301368.706468 + Penalty 2952.631261 = -298416.075208 nChanged 15 SP:Iteration 23Q (8204.908506 sec): 3 clusters Score: Raw -301372.643286 + Penalty 2952.631261 = -298420.012025 nChanged 12 SP:Iteration 24Q (8204.997479 sec): 3 clusters Score: Raw -301375.623822 + Penalty 2952.631261 = -298422.992562 nChanged 15 SP:Iteration 25Q (8205.103715 sec): 3 clusters Score: Raw -301379.531851 + Penalty 2952.631261 = -298426.900590 nChanged 15 SP:Iteration 26Q (8205.244097 sec): 3 clusters Score: Raw -301383.464797 + Penalty 2952.631261 = -298430.833537 nChanged 16 SP:Iteration 27Q (8205.319344 sec): 3 clusters Score: Raw -301388.141855 + Penalty 2952.631261 = -298435.510594 nChanged 16 SP:Iteration 28Q (8205.412376 sec): 3 clusters Score: Raw -301392.707036 + Penalty 2952.631261 = -298440.075776 nChanged 13 SP:Iteration 29Q (8205.500527 sec): 3 clusters Score: Raw -301396.662518 + Penalty 2952.631261 = -298444.031257 nChanged 16 SP:Iteration 30Q (8205.569387 sec): 3 clusters Score: Raw -301401.656194 + Penalty 2952.631261 = -298449.024933 nChanged 14 SP:Iteration 31Q (8205.672596 sec): 3 clusters Score: Raw -301407.374723 + Penalty 2952.631261 = -298454.743463 nChanged 17 SP:Iteration 32Q (8205.750817 sec): 3 clusters Score: Raw -301412.214928 + Penalty 2952.631261 = -298459.583667 nChanged 14 SP:Iteration 33Q (8205.838726 sec): 3 clusters Score: Raw -301416.694899 + Penalty 2952.631261 = -298464.063639 nChanged 17 SP:Iteration 34Q (8205.919731 sec): 3 clusters Score: Raw -301421.402286 + Penalty 2952.631261 = -298468.771026 nChanged 19 SP:Iteration 35Q (8205.998984 sec): 3 clusters Score: Raw -301427.836352 + Penalty 2952.631261 = -298475.205091 nChanged 16 SP:Iteration 36Q (8206.110132 sec): 3 clusters Score: Raw -301434.434087 + Penalty 2952.631261 = -298481.802826 nChanged 21 SP:Iteration 37Q (8206.202148 sec): 3 clusters Score: Raw -301439.506660 + Penalty 2952.631261 = -298486.875399 nChanged 11 SP:Iteration 38Q (8206.288722 sec): 3 clusters Score: Raw -301442.635363 + Penalty 2952.631261 = -298490.004103 nChanged 16 SP:Iteration 39Q (8206.376154 sec): 3 clusters Score: Raw -301447.086436 + Penalty 2952.631261 = -298494.455175 nChanged 10 SP:Iteration 40F (8206.466478 sec): 3 clusters Score: Raw -301449.417663 + Penalty 2952.631261 = -298496.786402 nChanged 11 SP:Iteration 41Q (8206.554136 sec): 3 clusters Score: Raw -301451.583563 + Penalty 2952.631261 = -298498.952303 nChanged 7 SP:Iteration 42Q (8206.648686 sec): 3 clusters Score: Raw -301452.995466 + Penalty 2952.631261 = -298500.364205 nChanged 4 SP:Iteration 43Q (8206.737129 sec): 3 clusters Score: Raw -301453.710802 + Penalty 2952.631261 = -298501.079542 nChanged 4 SP:Iteration 44Q (8206.827632 sec): 3 clusters Score: Raw -301454.120537 + Penalty 2952.631261 = -298501.489277 nChanged 4 SP:Iteration 45Q (8206.919663 sec): 3 clusters Score: Raw -301454.885437 + Penalty 2952.631261 = -298502.254177 nChanged 4 SP:Iteration 46Q (8206.985536 sec): 3 clusters Score: Raw -301455.863031 + Penalty 2952.631261 = -298503.231770 nChanged 4 SP:Iteration 47Q (8207.086907 sec): 3 clusters Score: Raw -301456.904476 + Penalty 2952.631261 = -298504.273215 nChanged 2 SP:Iteration 48Q (8207.164757 sec): 3 clusters Score: Raw -301457.308697 + Penalty 2952.631261 = -298504.677436 nChanged 3 SP:Iteration 49Q (8207.252109 sec): 3 clusters Score: Raw -301458.361710 + Penalty 2952.631261 = -298505.730449 nChanged 2 SP:Iteration 50Q (8207.346389 sec): 3 clusters Score: Raw -301458.875530 + Penalty 2952.631261 = -298506.244270 nChanged 4 SP:Iteration 51Q (8207.429318 sec): 3 clusters Score: Raw -301459.681631 + Penalty 2952.631261 = -298507.050370 nChanged 7 SP:Iteration 52Q (8207.505669 sec): 3 clusters Score: Raw -301461.392903 + Penalty 2952.631261 = -298508.761643 nChanged 11 SP:Iteration 53Q (8207.590092 sec): 3 clusters Score: Raw -301464.550201 + Penalty 2952.631261 = -298511.918941 nChanged 10 SP:Iteration 54Q (8207.682556 sec): 3 clusters Score: Raw -301466.340661 + Penalty 2952.631261 = -298513.709401 nChanged 8 SP:Iteration 55Q (8207.773673 sec): 3 clusters Score: Raw -301468.405004 + Penalty 2952.631261 = -298515.773743 nChanged 9 SP:Iteration 56Q (8207.853944 sec): 3 clusters Score: Raw -301470.278990 + Penalty 2952.631261 = -298517.647730 nChanged 11 SP:Iteration 57Q (8207.943929 sec): 3 clusters Score: Raw -301472.180100 + Penalty 2952.631261 = -298519.548839 nChanged 3 SP:Iteration 58Q (8208.033714 sec): 3 clusters Score: Raw -301472.594949 + Penalty 2952.631261 = -298519.963689 nChanged 3 SP:Iteration 59Q (8208.124506 sec): 3 clusters Score: Raw -301473.073252 + Penalty 2952.631261 = -298520.441992 nChanged 2 SP:Iteration 60F (8208.210517 sec): 3 clusters Score: Raw -301473.592536 + Penalty 2952.631261 = -298520.961275 nChanged 2 SP:Iteration 61Q (8208.297926 sec): 3 clusters Score: Raw -301474.098454 + Penalty 2952.631261 = -298521.467194 nChanged 3 SP:Iteration 62Q (8208.379979 sec): 3 clusters Score: Raw -301474.914809 + Penalty 2952.631261 = -298522.283548 nChanged 2 SP:Iteration 63Q (8208.465714 sec): 3 clusters Score: Raw -301475.285912 + Penalty 2952.631261 = -298522.654651 nChanged 4 SP:Iteration 64Q (8208.550202 sec): 3 clusters Score: Raw -301476.188962 + Penalty 2952.631261 = -298523.557702 nChanged 5 SP:Iteration 65Q (8208.634118 sec): 3 clusters Score: Raw -301477.230069 + Penalty 2952.631261 = -298524.598809 nChanged 9 SP:Iteration 66Q (8208.712116 sec): 3 clusters Score: Raw -301479.093248 + Penalty 2952.631261 = -298526.461988 nChanged 6 SP:Iteration 67Q (8208.795149 sec): 3 clusters Score: Raw -301480.213778 + Penalty 2952.631261 = -298527.582518 nChanged 5 SP:Iteration 68Q (8208.880933 sec): 3 clusters Score: Raw -301480.776530 + Penalty 2952.631261 = -298528.145269 nChanged 3 SP:Iteration 69Q (8208.985291 sec): 3 clusters Score: Raw -301481.083986 + Penalty 2952.631261 = -298528.452725 nChanged 4 SP:Iteration 70Q (8209.056017 sec): 3 clusters Score: Raw -301481.942824 + Penalty 2952.631261 = -298529.311563 nChanged 2 SP:Iteration 71Q (8209.154962 sec): 3 clusters Score: Raw -301482.722641 + Penalty 2952.631261 = -298530.091381 nChanged 4 SP:Iteration 72Q (8209.248403 sec): 3 clusters Score: Raw -301483.281471 + Penalty 2952.631261 = -298530.650211 nChanged 4 SP:Iteration 73Q (8209.335433 sec): 3 clusters Score: Raw -301483.718688 + Penalty 2952.631261 = -298531.087427 nChanged 7 SP:Iteration 74Q (8209.422021 sec): 3 clusters Score: Raw -301485.238174 + Penalty 2952.631261 = -298532.606914 nChanged 7 SP:Iteration 75Q (8209.506136 sec): 3 clusters Score: Raw -301486.518087 + Penalty 2952.631261 = -298533.886827 nChanged 12 SP:Iteration 76Q (8209.598062 sec): 3 clusters Score: Raw -301489.523552 + Penalty 2952.631261 = -298536.892291 nChanged 17 SP:Iteration 77Q (8209.682231 sec): 3 clusters Score: Raw -301494.511779 + Penalty 2952.631261 = -298541.880519 nChanged 12 SP:Iteration 78Q (8209.763778 sec): 3 clusters Score: Raw -301497.125383 + Penalty 2952.631261 = -298544.494122 nChanged 11 SP:Iteration 79Q (8209.852201 sec): 3 clusters Score: Raw -301498.938636 + Penalty 2952.631261 = -298546.307376 nChanged 0 SP:Iteration 80F (8209.932366 sec): 3 clusters Score: Raw -301498.938636 + Penalty 2952.631261 = -298546.307376 nChanged 0 Trying to split cluster 9 (11920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8210.007340 sec): 2 clusters Score: Raw -818013.877260 + Penalty 1647.238251 = -816366.639009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8210.087126 sec): 3 clusters Score: Raw -811218.053655 + Penalty 3294.476502 = -807923.577153 nChanged 5149 SP:Iteration 1F (8210.196781 sec): 3 clusters Score: Raw -814040.089144 + Penalty 3294.476502 = -810745.612642 nChanged 744 SP:Iteration 2F (8210.295526 sec): 3 clusters Score: Raw -814424.024832 + Penalty 3294.476502 = -811129.548329 nChanged 711 SP:Iteration 3F (8210.394526 sec): 3 clusters Score: Raw -814813.167375 + Penalty 3294.476502 = -811518.690872 nChanged 699 SP:Iteration 4F (8210.500873 sec): 3 clusters Score: Raw -815180.320385 + Penalty 3294.476502 = -811885.843883 nChanged 614 SP:Iteration 5F (8210.606866 sec): 3 clusters Score: Raw -815514.253858 + Penalty 3294.476502 = -812219.777356 nChanged 602 SP:Iteration 6F (8210.690552 sec): 3 clusters Score: Raw -815873.261785 + Penalty 3294.476502 = -812578.785282 nChanged 550 SP:Iteration 7Q (8210.811089 sec): 3 clusters Score: Raw -816207.215198 + Penalty 3294.476502 = -812912.738696 nChanged 502 SP:Iteration 8Q (8210.910821 sec): 3 clusters Score: Raw -816542.233741 + Penalty 3294.476502 = -813247.757239 nChanged 471 SP:Iteration 9Q (8211.001672 sec): 3 clusters Score: Raw -816871.479297 + Penalty 3294.476502 = -813577.002795 nChanged 413 SP:Iteration 10Q (8211.106852 sec): 3 clusters Score: Raw -817165.444903 + Penalty 3294.476502 = -813870.968401 nChanged 351 SP:Iteration 11Q (8211.217668 sec): 3 clusters Score: Raw -817427.538620 + Penalty 3294.476502 = -814133.062118 nChanged 259 SP:Iteration 12Q (8211.305459 sec): 3 clusters Score: Raw -817624.856899 + Penalty 3294.476502 = -814330.380397 nChanged 198 SP:Iteration 13Q (8211.426024 sec): 3 clusters Score: Raw -817760.010752 + Penalty 3294.476502 = -814465.534249 nChanged 162 SP:Iteration 14Q (8211.508024 sec): 3 clusters Score: Raw -817867.842222 + Penalty 3294.476502 = -814573.365720 nChanged 141 SP:Iteration 15Q (8211.623221 sec): 3 clusters Score: Raw -817964.221618 + Penalty 3294.476502 = -814669.745115 nChanged 110 SP:Iteration 16Q (8211.722334 sec): 3 clusters Score: Raw -818047.946163 + Penalty 3294.476502 = -814753.469661 nChanged 90 SP:Iteration 17Q (8211.821524 sec): 3 clusters Score: Raw -818106.439544 + Penalty 3294.476502 = -814811.963042 nChanged 77 SP:Iteration 18Q (8211.923832 sec): 3 clusters Score: Raw -818153.523573 + Penalty 3294.476502 = -814859.047071 nChanged 55 SP:Iteration 19Q (8212.023429 sec): 3 clusters Score: Raw -818186.854661 + Penalty 3294.476502 = -814892.378159 nChanged 48 SP:Iteration 20F (8212.122961 sec): 3 clusters Score: Raw -818215.428905 + Penalty 3294.476502 = -814920.952403 nChanged 39 SP:Iteration 21Q (8212.217772 sec): 3 clusters Score: Raw -818239.334072 + Penalty 3294.476502 = -814944.857570 nChanged 31 SP:Iteration 22Q (8212.316154 sec): 3 clusters Score: Raw -818260.347628 + Penalty 3294.476502 = -814965.871126 nChanged 28 SP:Iteration 23Q (8212.419669 sec): 3 clusters Score: Raw -818278.214261 + Penalty 3294.476502 = -814983.737759 nChanged 14 SP:Iteration 24Q (8212.517233 sec): 3 clusters Score: Raw -818286.927960 + Penalty 3294.476502 = -814992.451458 nChanged 15 SP:Iteration 25Q (8212.618627 sec): 3 clusters Score: Raw -818297.517403 + Penalty 3294.476502 = -815003.040901 nChanged 17 SP:Iteration 26Q (8212.712778 sec): 3 clusters Score: Raw -818308.279964 + Penalty 3294.476502 = -815013.803462 nChanged 11 SP:Iteration 27Q (8212.811741 sec): 3 clusters Score: Raw -818316.160036 + Penalty 3294.476502 = -815021.683534 nChanged 15 SP:Iteration 28Q (8212.899040 sec): 3 clusters Score: Raw -818326.461049 + Penalty 3294.476502 = -815031.984547 nChanged 9 SP:Iteration 29Q (8212.997674 sec): 3 clusters Score: Raw -818332.191750 + Penalty 3294.476502 = -815037.715247 nChanged 14 SP:Iteration 30Q (8213.123208 sec): 3 clusters Score: Raw -818340.188578 + Penalty 3294.476502 = -815045.712076 nChanged 8 SP:Iteration 31Q (8213.230253 sec): 3 clusters Score: Raw -818345.438668 + Penalty 3294.476502 = -815050.962165 nChanged 5 SP:Iteration 32Q (8213.334265 sec): 3 clusters Score: Raw -818347.017261 + Penalty 3294.476502 = -815052.540759 nChanged 1 SP:Iteration 33Q (8213.419548 sec): 3 clusters Score: Raw -818347.491424 + Penalty 3294.476502 = -815053.014921 nChanged 1 SP:Iteration 34Q (8213.523375 sec): 3 clusters Score: Raw -818347.608573 + Penalty 3294.476502 = -815053.132071 nChanged 1 SP:Iteration 35Q (8213.642798 sec): 3 clusters Score: Raw -818347.828877 + Penalty 3294.476502 = -815053.352375 nChanged 0 SP:Iteration 36F (8213.757250 sec): 3 clusters Score: Raw -818347.828877 + Penalty 3294.476502 = -815053.352375 nChanged 0 Trying to split cluster 10 (2495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8213.813884 sec): 2 clusters Score: Raw -127053.269732 + Penalty 1372.768723 = -125680.501009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8213.904055 sec): 3 clusters Score: Raw -125975.165743 + Penalty 2745.537447 = -123229.628296 nChanged 888 SP:Iteration 1F (8213.973577 sec): 3 clusters Score: Raw -126676.536490 + Penalty 2745.537447 = -123930.999043 nChanged 234 SP:Iteration 2F (8214.063591 sec): 3 clusters Score: Raw -126991.556448 + Penalty 2745.537447 = -124246.019002 nChanged 202 SP:Iteration 3F (8214.154588 sec): 3 clusters Score: Raw -127252.372071 + Penalty 2745.537447 = -124506.834624 nChanged 157 SP:Iteration 4F (8214.263902 sec): 3 clusters Score: Raw -127449.901565 + Penalty 2745.537447 = -124704.364118 nChanged 120 SP:Iteration 5Q (8214.355648 sec): 3 clusters Score: Raw -127567.375126 + Penalty 2745.537447 = -124821.837679 nChanged 76 SP:Iteration 6Q (8214.447479 sec): 3 clusters Score: Raw -127626.864323 + Penalty 2745.537447 = -124881.326876 nChanged 53 SP:Iteration 7Q (8214.538198 sec): 3 clusters Score: Raw -127672.160384 + Penalty 2745.537447 = -124926.622937 nChanged 41 SP:Iteration 8Q (8214.608732 sec): 3 clusters Score: Raw -127695.333979 + Penalty 2745.537447 = -124949.796532 nChanged 35 SP:Iteration 9Q (8214.714378 sec): 3 clusters Score: Raw -127721.020029 + Penalty 2745.537447 = -124975.482583 nChanged 34 SP:Iteration 10Q (8214.798682 sec): 3 clusters Score: Raw -127743.857786 + Penalty 2745.537447 = -124998.320340 nChanged 25 SP:Iteration 11Q (8214.872004 sec): 3 clusters Score: Raw -127758.314140 + Penalty 2745.537447 = -125012.776693 nChanged 20 SP:Iteration 12Q (8214.960471 sec): 3 clusters Score: Raw -127767.760763 + Penalty 2745.537447 = -125022.223316 nChanged 12 SP:Iteration 13Q (8215.029459 sec): 3 clusters Score: Raw -127772.239559 + Penalty 2745.537447 = -125026.702112 nChanged 8 SP:Iteration 14Q (8215.125926 sec): 3 clusters Score: Raw -127776.143494 + Penalty 2745.537447 = -125030.606047 nChanged 9 SP:Iteration 15Q (8215.210765 sec): 3 clusters Score: Raw -127782.484539 + Penalty 2745.537447 = -125036.947092 nChanged 9 SP:Iteration 16Q (8215.271338 sec): 3 clusters Score: Raw -127786.403405 + Penalty 2745.537447 = -125040.865958 nChanged 5 SP:Iteration 17Q (8215.355133 sec): 3 clusters Score: Raw -127789.359566 + Penalty 2745.537447 = -125043.822119 nChanged 3 SP:Iteration 18Q (8215.443099 sec): 3 clusters Score: Raw -127790.536632 + Penalty 2745.537447 = -125044.999185 nChanged 4 SP:Iteration 19Q (8215.526579 sec): 3 clusters Score: Raw -127791.577922 + Penalty 2745.537447 = -125046.040475 nChanged 2 SP:Iteration 20F (8215.609471 sec): 3 clusters Score: Raw -127792.743691 + Penalty 2745.537447 = -125047.206244 nChanged 2 SP:Iteration 21Q (8215.697708 sec): 3 clusters Score: Raw -127793.401176 + Penalty 2745.537447 = -125047.863729 nChanged 2 SP:Iteration 22Q (8215.785644 sec): 3 clusters Score: Raw -127794.707426 + Penalty 2745.537447 = -125049.169979 nChanged 3 SP:Iteration 23Q (8215.864811 sec): 3 clusters Score: Raw -127796.540051 + Penalty 2745.537447 = -125051.002604 nChanged 4 SP:Iteration 24Q (8215.947022 sec): 3 clusters Score: Raw -127799.397315 + Penalty 2745.537447 = -125053.859868 nChanged 3 SP:Iteration 25Q (8216.030403 sec): 3 clusters Score: Raw -127800.364414 + Penalty 2745.537447 = -125054.826967 nChanged 0 SP:Iteration 26F (8216.110965 sec): 3 clusters Score: Raw -127800.364414 + Penalty 2745.537447 = -125054.826967 nChanged 0 Trying to split cluster 11 (757 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8216.150127 sec): 2 clusters Score: Raw -38180.919771 + Penalty 1163.453251 = -37017.466521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8216.230733 sec): 3 clusters Score: Raw -38001.423625 + Penalty 2326.906502 = -35674.517123 nChanged 204 SP:Iteration 1F (8216.308108 sec): 3 clusters Score: Raw -38221.627006 + Penalty 2326.906502 = -35894.720505 nChanged 59 SP:Iteration 2F (8216.385508 sec): 3 clusters Score: Raw -38308.400582 + Penalty 2326.906502 = -35981.494080 nChanged 39 SP:Iteration 3F (8216.462451 sec): 3 clusters Score: Raw -38377.476420 + Penalty 2326.906502 = -36050.569918 nChanged 31 SP:Iteration 4Q (8216.524740 sec): 3 clusters Score: Raw -38422.246933 + Penalty 2326.906502 = -36095.340431 nChanged 18 SP:Iteration 5Q (8216.611801 sec): 3 clusters Score: Raw -38449.997604 + Penalty 2326.906502 = -36123.091102 nChanged 10 SP:Iteration 6Q (8216.678910 sec): 3 clusters Score: Raw -38464.736540 + Penalty 2326.906502 = -36137.830038 nChanged 4 SP:Iteration 7Q (8216.797244 sec): 3 clusters Score: Raw -38471.004891 + Penalty 2326.906502 = -36144.098389 nChanged 8 SP:Iteration 8Q (8216.883543 sec): 3 clusters Score: Raw -38486.016722 + Penalty 2326.906502 = -36159.110220 nChanged 5 SP:Iteration 9Q (8216.971354 sec): 3 clusters Score: Raw -38494.171535 + Penalty 2326.906502 = -36167.265033 nChanged 1 SP:Iteration 10Q (8217.054128 sec): 3 clusters Score: Raw -38494.476383 + Penalty 2326.906502 = -36167.569881 nChanged 0 SP:Iteration 11F (8217.141527 sec): 3 clusters Score: Raw -38494.476383 + Penalty 2326.906502 = -36167.569881 nChanged 0 Trying to split cluster 12 (4912 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8217.198394 sec): 2 clusters Score: Raw -303765.036266 + Penalty 1491.651100 = -302273.385165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8217.306464 sec): 3 clusters Score: Raw -301252.309234 + Penalty 2983.302201 = -298269.007033 nChanged 2006 SP:Iteration 1F (8217.401223 sec): 3 clusters Score: Raw -302484.685094 + Penalty 2983.302201 = -299501.382893 nChanged 438 SP:Iteration 2F (8217.538527 sec): 3 clusters Score: Raw -302888.585141 + Penalty 2983.302201 = -299905.282940 nChanged 398 SP:Iteration 3F (8217.617993 sec): 3 clusters Score: Raw -303293.797450 + Penalty 2983.302201 = -300310.495249 nChanged 360 SP:Iteration 4F (8217.718366 sec): 3 clusters Score: Raw -303686.721624 + Penalty 2983.302201 = -300703.419423 nChanged 315 SP:Iteration 5F (8217.842300 sec): 3 clusters Score: Raw -304016.194202 + Penalty 2983.302201 = -301032.892001 nChanged 251 SP:Iteration 6F (8217.933016 sec): 3 clusters Score: Raw -304239.470690 + Penalty 2983.302201 = -301256.168489 nChanged 182 SP:Iteration 7Q (8218.044801 sec): 3 clusters Score: Raw -304365.848234 + Penalty 2983.302201 = -301382.546033 nChanged 126 SP:Iteration 8Q (8218.144740 sec): 3 clusters Score: Raw -304450.504391 + Penalty 2983.302201 = -301467.202190 nChanged 108 SP:Iteration 9Q (8218.283851 sec): 3 clusters Score: Raw -304510.753478 + Penalty 2983.302201 = -301527.451277 nChanged 89 SP:Iteration 10Q (8218.450564 sec): 3 clusters Score: Raw -304552.866898 + Penalty 2983.302201 = -301569.564698 nChanged 67 SP:Iteration 11Q (8218.526490 sec): 3 clusters Score: Raw -304579.398631 + Penalty 2983.302201 = -301596.096430 nChanged 37 SP:Iteration 12Q (8218.624582 sec): 3 clusters Score: Raw -304592.280252 + Penalty 2983.302201 = -301608.978051 nChanged 28 SP:Iteration 13Q (8218.738335 sec): 3 clusters Score: Raw -304600.131665 + Penalty 2983.302201 = -301616.829464 nChanged 24 SP:Iteration 14Q (8218.844771 sec): 3 clusters Score: Raw -304607.662106 + Penalty 2983.302201 = -301624.359906 nChanged 27 SP:Iteration 15Q (8218.961450 sec): 3 clusters Score: Raw -304617.234656 + Penalty 2983.302201 = -301633.932455 nChanged 29 SP:Iteration 16Q (8219.071595 sec): 3 clusters Score: Raw -304626.924232 + Penalty 2983.302201 = -301643.622031 nChanged 28 SP:Iteration 17Q (8219.184515 sec): 3 clusters Score: Raw -304635.298993 + Penalty 2983.302201 = -301651.996793 nChanged 23 SP:Iteration 18Q (8219.319450 sec): 3 clusters Score: Raw -304642.472219 + Penalty 2983.302201 = -301659.170018 nChanged 22 SP:Iteration 19Q (8219.395935 sec): 3 clusters Score: Raw -304647.882039 + Penalty 2983.302201 = -301664.579838 nChanged 21 SP:Iteration 20F (8219.505070 sec): 3 clusters Score: Raw -304653.734408 + Penalty 2983.302201 = -301670.432207 nChanged 16 SP:Iteration 21Q (8219.629224 sec): 3 clusters Score: Raw -304657.363405 + Penalty 2983.302201 = -301674.061204 nChanged 10 SP:Iteration 22Q (8219.726427 sec): 3 clusters Score: Raw -304659.353763 + Penalty 2983.302201 = -301676.051562 nChanged 9 SP:Iteration 23Q (8219.851033 sec): 3 clusters Score: Raw -304661.881139 + Penalty 2983.302201 = -301678.578938 nChanged 8 SP:Iteration 24Q (8219.978395 sec): 3 clusters Score: Raw -304663.751863 + Penalty 2983.302201 = -301680.449662 nChanged 4 SP:Iteration 25Q (8220.061103 sec): 3 clusters Score: Raw -304664.366963 + Penalty 2983.302201 = -301681.064762 nChanged 1 SP:Iteration 26Q (8220.155139 sec): 3 clusters Score: Raw -304664.400935 + Penalty 2983.302201 = -301681.098734 nChanged 0 SP:Iteration 27F (8220.254750 sec): 3 clusters Score: Raw -304664.400935 + Penalty 2983.302201 = -301681.098734 nChanged 0 Trying to split cluster 13 (5278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8220.316521 sec): 2 clusters Score: Raw -342975.890785 + Penalty 1504.263592 = -341471.627194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8220.435417 sec): 3 clusters Score: Raw -340275.621543 + Penalty 3008.527183 = -337267.094359 nChanged 2121 SP:Iteration 1F (8220.534936 sec): 3 clusters Score: Raw -341571.097947 + Penalty 3008.527183 = -338562.570764 nChanged 400 SP:Iteration 2F (8220.619573 sec): 3 clusters Score: Raw -341826.541803 + Penalty 3008.527183 = -338818.014620 nChanged 318 SP:Iteration 3F (8220.731509 sec): 3 clusters Score: Raw -342027.895543 + Penalty 3008.527183 = -339019.368359 nChanged 260 SP:Iteration 4Q (8220.836861 sec): 3 clusters Score: Raw -342199.677058 + Penalty 3008.527183 = -339191.149874 nChanged 223 SP:Iteration 5Q (8220.946641 sec): 3 clusters Score: Raw -342345.527969 + Penalty 3008.527183 = -339337.000786 nChanged 211 SP:Iteration 6Q (8221.078904 sec): 3 clusters Score: Raw -342484.172946 + Penalty 3008.527183 = -339475.645763 nChanged 179 SP:Iteration 7Q (8221.170808 sec): 3 clusters Score: Raw -342585.192100 + Penalty 3008.527183 = -339576.664917 nChanged 161 SP:Iteration 8Q (8221.269050 sec): 3 clusters Score: Raw -342672.624231 + Penalty 3008.527183 = -339664.097047 nChanged 145 SP:Iteration 9Q (8221.383931 sec): 3 clusters Score: Raw -342748.047879 + Penalty 3008.527183 = -339739.520696 nChanged 125 SP:Iteration 10Q (8221.487338 sec): 3 clusters Score: Raw -342814.533477 + Penalty 3008.527183 = -339806.006294 nChanged 126 SP:Iteration 11Q (8221.581423 sec): 3 clusters Score: Raw -342871.615913 + Penalty 3008.527183 = -339863.088729 nChanged 94 SP:Iteration 12Q (8221.679179 sec): 3 clusters Score: Raw -342920.787600 + Penalty 3008.527183 = -339912.260416 nChanged 96 SP:Iteration 13Q (8221.775925 sec): 3 clusters Score: Raw -342975.109789 + Penalty 3008.527183 = -339966.582606 nChanged 97 SP:Iteration 14Q (8221.877451 sec): 3 clusters Score: Raw -343009.673561 + Penalty 3008.527183 = -340001.146377 nChanged 59 SP:Iteration 15Q (8221.956296 sec): 3 clusters Score: Raw -343031.724870 + Penalty 3008.527183 = -340023.197686 nChanged 57 SP:Iteration 16Q (8222.064304 sec): 3 clusters Score: Raw -343051.812693 + Penalty 3008.527183 = -340043.285509 nChanged 45 SP:Iteration 17Q (8222.145410 sec): 3 clusters Score: Raw -343065.056980 + Penalty 3008.527183 = -340056.529796 nChanged 37 SP:Iteration 18Q (8222.219134 sec): 3 clusters Score: Raw -343074.097903 + Penalty 3008.527183 = -340065.570719 nChanged 27 SP:Iteration 19Q (8222.308038 sec): 3 clusters Score: Raw -343081.926773 + Penalty 3008.527183 = -340073.399590 nChanged 24 SP:Iteration 20F (8222.416979 sec): 3 clusters Score: Raw -343087.474882 + Penalty 3008.527183 = -340078.947699 nChanged 17 SP:Iteration 21Q (8222.509101 sec): 3 clusters Score: Raw -343090.673755 + Penalty 3008.527183 = -340082.146572 nChanged 13 SP:Iteration 22Q (8222.583707 sec): 3 clusters Score: Raw -343093.314028 + Penalty 3008.527183 = -340084.786845 nChanged 12 SP:Iteration 23Q (8222.673267 sec): 3 clusters Score: Raw -343096.111218 + Penalty 3008.527183 = -340087.584035 nChanged 10 SP:Iteration 24Q (8222.762469 sec): 3 clusters Score: Raw -343098.278002 + Penalty 3008.527183 = -340089.750818 nChanged 9 SP:Iteration 25Q (8222.855163 sec): 3 clusters Score: Raw -343100.165733 + Penalty 3008.527183 = -340091.638550 nChanged 10 SP:Iteration 26Q (8222.949780 sec): 3 clusters Score: Raw -343102.538669 + Penalty 3008.527183 = -340094.011486 nChanged 11 SP:Iteration 27Q (8223.048859 sec): 3 clusters Score: Raw -343105.290258 + Penalty 3008.527183 = -340096.763074 nChanged 17 SP:Iteration 28Q (8223.144445 sec): 3 clusters Score: Raw -343110.324000 + Penalty 3008.527183 = -340101.796816 nChanged 19 SP:Iteration 29Q (8223.241795 sec): 3 clusters Score: Raw -343115.437292 + Penalty 3008.527183 = -340106.910108 nChanged 17 SP:Iteration 30Q (8223.354345 sec): 3 clusters Score: Raw -343118.785565 + Penalty 3008.527183 = -340110.258381 nChanged 12 SP:Iteration 31Q (8223.435905 sec): 3 clusters Score: Raw -343121.276963 + Penalty 3008.527183 = -340112.749780 nChanged 15 SP:Iteration 32Q (8223.542354 sec): 3 clusters Score: Raw -343124.652576 + Penalty 3008.527183 = -340116.125392 nChanged 13 SP:Iteration 33Q (8223.622848 sec): 3 clusters Score: Raw -343127.799746 + Penalty 3008.527183 = -340119.272562 nChanged 14 SP:Iteration 34Q (8223.715838 sec): 3 clusters Score: Raw -343130.862092 + Penalty 3008.527183 = -340122.334909 nChanged 9 SP:Iteration 35Q (8223.810350 sec): 3 clusters Score: Raw -343133.033604 + Penalty 3008.527183 = -340124.506420 nChanged 6 SP:Iteration 36Q (8223.914936 sec): 3 clusters Score: Raw -343134.781533 + Penalty 3008.527183 = -340126.254349 nChanged 5 SP:Iteration 37Q (8223.997022 sec): 3 clusters Score: Raw -343135.683756 + Penalty 3008.527183 = -340127.156572 nChanged 8 SP:Iteration 38Q (8224.086731 sec): 3 clusters Score: Raw -343138.097700 + Penalty 3008.527183 = -340129.570517 nChanged 11 SP:Iteration 39Q (8224.174976 sec): 3 clusters Score: Raw -343140.792890 + Penalty 3008.527183 = -340132.265706 nChanged 12 SP:Iteration 40F (8224.253352 sec): 3 clusters Score: Raw -343143.069458 + Penalty 3008.527183 = -340134.542275 nChanged 10 SP:Iteration 41Q (8224.364102 sec): 3 clusters Score: Raw -343144.904654 + Penalty 3008.527183 = -340136.377470 nChanged 7 SP:Iteration 42Q (8224.459728 sec): 3 clusters Score: Raw -343146.009739 + Penalty 3008.527183 = -340137.482555 nChanged 6 SP:Iteration 43Q (8224.552777 sec): 3 clusters Score: Raw -343147.641939 + Penalty 3008.527183 = -340139.114756 nChanged 6 SP:Iteration 44Q (8224.630413 sec): 3 clusters Score: Raw -343148.680085 + Penalty 3008.527183 = -340140.152901 nChanged 8 SP:Iteration 45Q (8224.721004 sec): 3 clusters Score: Raw -343150.094147 + Penalty 3008.527183 = -340141.566963 nChanged 4 SP:Iteration 46Q (8224.815577 sec): 3 clusters Score: Raw -343150.891975 + Penalty 3008.527183 = -340142.364791 nChanged 2 SP:Iteration 47Q (8224.918966 sec): 3 clusters Score: Raw -343151.305103 + Penalty 3008.527183 = -340142.777920 nChanged 2 SP:Iteration 48Q (8225.017743 sec): 3 clusters Score: Raw -343151.570167 + Penalty 3008.527183 = -340143.042984 nChanged 1 SP:Iteration 49Q (8225.111031 sec): 3 clusters Score: Raw -343151.649890 + Penalty 3008.527183 = -340143.122707 nChanged 0 SP:Iteration 50F (8225.200694 sec): 3 clusters Score: Raw -343151.649890 + Penalty 3008.527183 = -340143.122707 nChanged 0 Trying to split cluster 14 (6356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8225.259944 sec): 2 clusters Score: Raw -366130.065348 + Penalty 1536.880620 = -364593.184728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8225.356731 sec): 3 clusters Score: Raw -362785.595649 + Penalty 3073.761239 = -359711.834410 nChanged 2692 SP:Iteration 1F (8225.452875 sec): 3 clusters Score: Raw -364452.189146 + Penalty 3073.761239 = -361378.427906 nChanged 523 SP:Iteration 2F (8225.545145 sec): 3 clusters Score: Raw -364887.266381 + Penalty 3073.761239 = -361813.505142 nChanged 454 SP:Iteration 3F (8225.640297 sec): 3 clusters Score: Raw -365248.647861 + Penalty 3073.761239 = -362174.886622 nChanged 383 SP:Iteration 4F (8225.717949 sec): 3 clusters Score: Raw -365567.158866 + Penalty 3073.761239 = -362493.397627 nChanged 342 SP:Iteration 5F (8225.829816 sec): 3 clusters Score: Raw -365795.314197 + Penalty 3073.761239 = -362721.552958 nChanged 261 SP:Iteration 6Q (8225.924503 sec): 3 clusters Score: Raw -365927.700349 + Penalty 3073.761239 = -362853.939110 nChanged 174 SP:Iteration 7Q (8226.004062 sec): 3 clusters Score: Raw -366007.239095 + Penalty 3073.761239 = -362933.477856 nChanged 139 SP:Iteration 8Q (8226.113873 sec): 3 clusters Score: Raw -366060.952393 + Penalty 3073.761239 = -362987.191154 nChanged 90 SP:Iteration 9Q (8226.205525 sec): 3 clusters Score: Raw -366094.347828 + Penalty 3073.761239 = -363020.586589 nChanged 89 SP:Iteration 10Q (8226.297039 sec): 3 clusters Score: Raw -366129.714508 + Penalty 3073.761239 = -363055.953269 nChanged 87 SP:Iteration 11Q (8226.367068 sec): 3 clusters Score: Raw -366157.136136 + Penalty 3073.761239 = -363083.374897 nChanged 61 SP:Iteration 12Q (8226.459427 sec): 3 clusters Score: Raw -366173.159034 + Penalty 3073.761239 = -363099.397795 nChanged 42 SP:Iteration 13Q (8226.556969 sec): 3 clusters Score: Raw -366185.903498 + Penalty 3073.761239 = -363112.142259 nChanged 50 SP:Iteration 14Q (8226.631465 sec): 3 clusters Score: Raw -366198.992039 + Penalty 3073.761239 = -363125.230800 nChanged 38 SP:Iteration 15Q (8226.738057 sec): 3 clusters Score: Raw -366206.623002 + Penalty 3073.761239 = -363132.861763 nChanged 31 SP:Iteration 16Q (8226.816167 sec): 3 clusters Score: Raw -366212.899126 + Penalty 3073.761239 = -363139.137887 nChanged 23 SP:Iteration 17Q (8226.899840 sec): 3 clusters Score: Raw -366219.573854 + Penalty 3073.761239 = -363145.812615 nChanged 33 SP:Iteration 18Q (8226.992876 sec): 3 clusters Score: Raw -366227.616462 + Penalty 3073.761239 = -363153.855223 nChanged 31 SP:Iteration 19Q (8227.093774 sec): 3 clusters Score: Raw -366234.982848 + Penalty 3073.761239 = -363161.221609 nChanged 21 SP:Iteration 20F (8227.185172 sec): 3 clusters Score: Raw -366239.925233 + Penalty 3073.761239 = -363166.163993 nChanged 20 SP:Iteration 21Q (8227.255024 sec): 3 clusters Score: Raw -366243.841246 + Penalty 3073.761239 = -363170.080007 nChanged 14 SP:Iteration 22Q (8227.351179 sec): 3 clusters Score: Raw -366246.395058 + Penalty 3073.761239 = -363172.633819 nChanged 13 SP:Iteration 23Q (8227.436027 sec): 3 clusters Score: Raw -366248.983767 + Penalty 3073.761239 = -363175.222528 nChanged 12 SP:Iteration 24Q (8227.513590 sec): 3 clusters Score: Raw -366250.680426 + Penalty 3073.761239 = -363176.919187 nChanged 5 SP:Iteration 25Q (8227.604341 sec): 3 clusters Score: Raw -366251.413133 + Penalty 3073.761239 = -363177.651894 nChanged 6 SP:Iteration 26Q (8227.692401 sec): 3 clusters Score: Raw -366252.265866 + Penalty 3073.761239 = -363178.504627 nChanged 2 SP:Iteration 27Q (8227.802230 sec): 3 clusters Score: Raw -366252.658390 + Penalty 3073.761239 = -363178.897151 nChanged 2 SP:Iteration 28Q (8227.893638 sec): 3 clusters Score: Raw -366252.853911 + Penalty 3073.761239 = -363179.092672 nChanged 3 SP:Iteration 29Q (8227.980359 sec): 3 clusters Score: Raw -366253.256201 + Penalty 3073.761239 = -363179.494962 nChanged 2 SP:Iteration 30Q (8228.081714 sec): 3 clusters Score: Raw -366253.451078 + Penalty 3073.761239 = -363179.689839 nChanged 2 SP:Iteration 31Q (8228.158173 sec): 3 clusters Score: Raw -366253.814418 + Penalty 3073.761239 = -363180.053178 nChanged 4 SP:Iteration 32Q (8228.236004 sec): 3 clusters Score: Raw -366254.232713 + Penalty 3073.761239 = -363180.471474 nChanged 1 SP:Iteration 33Q (8228.321613 sec): 3 clusters Score: Raw -366254.369528 + Penalty 3073.761239 = -363180.608289 nChanged 0 SP:Iteration 34F (8228.425261 sec): 3 clusters Score: Raw -366254.369528 + Penalty 3073.761239 = -363180.608289 nChanged 0 Trying to split cluster 15 (2626 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8228.476723 sec): 2 clusters Score: Raw -127839.603211 + Penalty 1381.749593 = -126457.853618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8228.554649 sec): 3 clusters Score: Raw -126644.809155 + Penalty 2763.499186 = -123881.309969 nChanged 979 SP:Iteration 1F (8228.624194 sec): 3 clusters Score: Raw -127350.496674 + Penalty 2763.499186 = -124586.997488 nChanged 263 SP:Iteration 2F (8228.711421 sec): 3 clusters Score: Raw -127634.375121 + Penalty 2763.499186 = -124870.875935 nChanged 214 SP:Iteration 3F (8228.792413 sec): 3 clusters Score: Raw -127884.924060 + Penalty 2763.499186 = -125121.424874 nChanged 164 SP:Iteration 4F (8228.875959 sec): 3 clusters Score: Raw -128089.448113 + Penalty 2763.499186 = -125325.948926 nChanged 137 SP:Iteration 5F (8228.948289 sec): 3 clusters Score: Raw -128235.770003 + Penalty 2763.499186 = -125472.270817 nChanged 99 SP:Iteration 6Q (8229.024482 sec): 3 clusters Score: Raw -128334.273601 + Penalty 2763.499186 = -125570.774415 nChanged 79 SP:Iteration 7Q (8229.110003 sec): 3 clusters Score: Raw -128410.629253 + Penalty 2763.499186 = -125647.130067 nChanged 62 SP:Iteration 8Q (8229.200456 sec): 3 clusters Score: Raw -128477.367677 + Penalty 2763.499186 = -125713.868491 nChanged 49 SP:Iteration 9Q (8229.306555 sec): 3 clusters Score: Raw -128518.283442 + Penalty 2763.499186 = -125754.784255 nChanged 42 SP:Iteration 10Q (8229.396229 sec): 3 clusters Score: Raw -128550.000000 + Penalty 2763.499186 = -125786.500814 nChanged 36 SP:Iteration 11Q (8229.484407 sec): 3 clusters Score: Raw -128576.932506 + Penalty 2763.499186 = -125813.433320 nChanged 25 SP:Iteration 12Q (8229.573243 sec): 3 clusters Score: Raw -128589.791790 + Penalty 2763.499186 = -125826.292604 nChanged 18 SP:Iteration 13Q (8229.633125 sec): 3 clusters Score: Raw -128597.990359 + Penalty 2763.499186 = -125834.491172 nChanged 16 SP:Iteration 14Q (8229.735007 sec): 3 clusters Score: Raw -128607.863677 + Penalty 2763.499186 = -125844.364491 nChanged 18 SP:Iteration 15Q (8229.818220 sec): 3 clusters Score: Raw -128620.111604 + Penalty 2763.499186 = -125856.612417 nChanged 15 SP:Iteration 16Q (8229.907052 sec): 3 clusters Score: Raw -128629.437534 + Penalty 2763.499186 = -125865.938347 nChanged 12 SP:Iteration 17Q (8229.994273 sec): 3 clusters Score: Raw -128634.031439 + Penalty 2763.499186 = -125870.532253 nChanged 11 SP:Iteration 18Q (8230.083721 sec): 3 clusters Score: Raw -128640.538016 + Penalty 2763.499186 = -125877.038830 nChanged 18 SP:Iteration 19Q (8230.170097 sec): 3 clusters Score: Raw -128650.454272 + Penalty 2763.499186 = -125886.955086 nChanged 5 SP:Iteration 20F (8230.258266 sec): 3 clusters Score: Raw -128652.379793 + Penalty 2763.499186 = -125888.880607 nChanged 2 SP:Iteration 21Q (8230.340535 sec): 3 clusters Score: Raw -128653.755458 + Penalty 2763.499186 = -125890.256272 nChanged 3 SP:Iteration 22Q (8230.406083 sec): 3 clusters Score: Raw -128654.551774 + Penalty 2763.499186 = -125891.052588 nChanged 2 SP:Iteration 23Q (8230.509442 sec): 3 clusters Score: Raw -128655.543912 + Penalty 2763.499186 = -125892.044726 nChanged 3 SP:Iteration 24Q (8230.597941 sec): 3 clusters Score: Raw -128656.925489 + Penalty 2763.499186 = -125893.426302 nChanged 3 SP:Iteration 25Q (8230.662562 sec): 3 clusters Score: Raw -128657.749256 + Penalty 2763.499186 = -125894.250070 nChanged 1 SP:Iteration 26Q (8230.745445 sec): 3 clusters Score: Raw -128658.012816 + Penalty 2763.499186 = -125894.513630 nChanged 0 SP:Iteration 27F (8230.827970 sec): 3 clusters Score: Raw -128658.012816 + Penalty 2763.499186 = -125894.513630 nChanged 0 Trying to split cluster 16 (2558 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8230.880711 sec): 2 clusters Score: Raw -162370.405605 + Penalty 1377.145162 = -160993.260443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8230.950812 sec): 3 clusters Score: Raw -161234.450921 + Penalty 2754.290325 = -158480.160596 nChanged 935 SP:Iteration 1F (8231.044126 sec): 3 clusters Score: Raw -161859.758456 + Penalty 2754.290325 = -159105.468131 nChanged 222 SP:Iteration 2F (8231.111372 sec): 3 clusters Score: Raw -162079.285352 + Penalty 2754.290325 = -159324.995027 nChanged 194 SP:Iteration 3F (8231.222136 sec): 3 clusters Score: Raw -162303.632232 + Penalty 2754.290325 = -159549.341908 nChanged 171 SP:Iteration 4F (8231.295985 sec): 3 clusters Score: Raw -162536.881649 + Penalty 2754.290325 = -159782.591324 nChanged 174 SP:Iteration 5F (8231.387262 sec): 3 clusters Score: Raw -162768.903416 + Penalty 2754.290325 = -160014.613092 nChanged 141 SP:Iteration 6F (8231.473572 sec): 3 clusters Score: Raw -162908.893669 + Penalty 2754.290325 = -160154.603344 nChanged 89 SP:Iteration 7Q (8231.543107 sec): 3 clusters Score: Raw -162986.944925 + Penalty 2754.290325 = -160232.654600 nChanged 67 SP:Iteration 8Q (8231.623395 sec): 3 clusters Score: Raw -163042.888635 + Penalty 2754.290325 = -160288.598310 nChanged 51 SP:Iteration 9Q (8231.705048 sec): 3 clusters Score: Raw -163089.247643 + Penalty 2754.290325 = -160334.957318 nChanged 40 SP:Iteration 10Q (8231.792854 sec): 3 clusters Score: Raw -163118.327201 + Penalty 2754.290325 = -160364.036876 nChanged 36 SP:Iteration 11Q (8231.903123 sec): 3 clusters Score: Raw -163140.973434 + Penalty 2754.290325 = -160386.683109 nChanged 28 SP:Iteration 12Q (8231.970100 sec): 3 clusters Score: Raw -163158.828385 + Penalty 2754.290325 = -160404.538060 nChanged 22 SP:Iteration 13Q (8232.057016 sec): 3 clusters Score: Raw -163169.987049 + Penalty 2754.290325 = -160415.696724 nChanged 18 SP:Iteration 14Q (8232.153769 sec): 3 clusters Score: Raw -163180.817374 + Penalty 2754.290325 = -160426.527049 nChanged 15 SP:Iteration 15Q (8232.233098 sec): 3 clusters Score: Raw -163187.539922 + Penalty 2754.290325 = -160433.249598 nChanged 5 SP:Iteration 16Q (8232.318380 sec): 3 clusters Score: Raw -163189.725249 + Penalty 2754.290325 = -160435.434924 nChanged 3 SP:Iteration 17Q (8232.388222 sec): 3 clusters Score: Raw -163190.985196 + Penalty 2754.290325 = -160436.694871 nChanged 5 SP:Iteration 18Q (8232.479537 sec): 3 clusters Score: Raw -163193.618077 + Penalty 2754.290325 = -160439.327752 nChanged 4 SP:Iteration 19Q (8232.549313 sec): 3 clusters Score: Raw -163194.838493 + Penalty 2754.290325 = -160440.548169 nChanged 4 SP:Iteration 20F (8232.655291 sec): 3 clusters Score: Raw -163196.857644 + Penalty 2754.290325 = -160442.567320 nChanged 5 SP:Iteration 21Q (8232.770671 sec): 3 clusters Score: Raw -163199.409601 + Penalty 2754.290325 = -160445.119276 nChanged 3 SP:Iteration 22Q (8232.859074 sec): 3 clusters Score: Raw -163201.205052 + Penalty 2754.290325 = -160446.914727 nChanged 1 SP:Iteration 23Q (8232.947652 sec): 3 clusters Score: Raw -163201.666019 + Penalty 2754.290325 = -160447.375694 nChanged 3 SP:Iteration 24Q (8233.046409 sec): 3 clusters Score: Raw -163202.913566 + Penalty 2754.290325 = -160448.623241 nChanged 2 SP:Iteration 25Q (8233.137133 sec): 3 clusters Score: Raw -163203.740768 + Penalty 2754.290325 = -160449.450443 nChanged 3 SP:Iteration 26Q (8233.251842 sec): 3 clusters Score: Raw -163205.007528 + Penalty 2754.290325 = -160450.717203 nChanged 1 SP:Iteration 27Q (8233.320675 sec): 3 clusters Score: Raw -163205.655246 + Penalty 2754.290325 = -160451.364921 nChanged 1 SP:Iteration 28Q (8233.408957 sec): 3 clusters Score: Raw -163206.177840 + Penalty 2754.290325 = -160451.887515 nChanged 0 SP:Iteration 29F (8233.515369 sec): 3 clusters Score: Raw -163206.177840 + Penalty 2754.290325 = -160451.887515 nChanged 0 Trying to split cluster 17 (3487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8233.604570 sec): 2 clusters Score: Raw -248367.405884 + Penalty 1431.517882 = -246935.888002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8233.684668 sec): 3 clusters Score: Raw -246708.325908 + Penalty 2863.035763 = -243845.290144 nChanged 1312 SP:Iteration 1F (8233.787392 sec): 3 clusters Score: Raw -247450.173168 + Penalty 2863.035763 = -244587.137405 nChanged 279 SP:Iteration 2F (8233.909231 sec): 3 clusters Score: Raw -247630.003248 + Penalty 2863.035763 = -244766.967485 nChanged 210 SP:Iteration 3F (8234.008685 sec): 3 clusters Score: Raw -247765.963619 + Penalty 2863.035763 = -244902.927855 nChanged 151 SP:Iteration 4Q (8234.107200 sec): 3 clusters Score: Raw -247853.003632 + Penalty 2863.035763 = -244989.967869 nChanged 115 SP:Iteration 5Q (8234.200910 sec): 3 clusters Score: Raw -247918.570040 + Penalty 2863.035763 = -245055.534277 nChanged 102 SP:Iteration 6Q (8234.294155 sec): 3 clusters Score: Raw -247975.489583 + Penalty 2863.035763 = -245112.453819 nChanged 91 SP:Iteration 7Q (8234.370311 sec): 3 clusters Score: Raw -248025.214057 + Penalty 2863.035763 = -245162.178293 nChanged 79 SP:Iteration 8Q (8234.462801 sec): 3 clusters Score: Raw -248064.909544 + Penalty 2863.035763 = -245201.873781 nChanged 65 SP:Iteration 9Q (8234.555102 sec): 3 clusters Score: Raw -248098.461914 + Penalty 2863.035763 = -245235.426151 nChanged 68 SP:Iteration 10Q (8234.662048 sec): 3 clusters Score: Raw -248134.052051 + Penalty 2863.035763 = -245271.016287 nChanged 77 SP:Iteration 11Q (8234.796349 sec): 3 clusters Score: Raw -248180.528514 + Penalty 2863.035763 = -245317.492751 nChanged 78 SP:Iteration 12Q (8234.893432 sec): 3 clusters Score: Raw -248223.701645 + Penalty 2863.035763 = -245360.665881 nChanged 81 SP:Iteration 13Q (8234.989723 sec): 3 clusters Score: Raw -248268.501773 + Penalty 2863.035763 = -245405.466009 nChanged 72 SP:Iteration 14Q (8235.082116 sec): 3 clusters Score: Raw -248310.319447 + Penalty 2863.035763 = -245447.283684 nChanged 62 SP:Iteration 15Q (8235.178861 sec): 3 clusters Score: Raw -248345.515441 + Penalty 2863.035763 = -245482.479677 nChanged 54 SP:Iteration 16Q (8235.285109 sec): 3 clusters Score: Raw -248367.811408 + Penalty 2863.035763 = -245504.775645 nChanged 42 SP:Iteration 17Q (8235.382567 sec): 3 clusters Score: Raw -248384.707643 + Penalty 2863.035763 = -245521.671879 nChanged 31 SP:Iteration 18Q (8235.505163 sec): 3 clusters Score: Raw -248396.354256 + Penalty 2863.035763 = -245533.318493 nChanged 29 SP:Iteration 19Q (8235.621461 sec): 3 clusters Score: Raw -248405.512842 + Penalty 2863.035763 = -245542.477078 nChanged 14 SP:Iteration 20F (8235.727387 sec): 3 clusters Score: Raw -248409.476403 + Penalty 2863.035763 = -245546.440640 nChanged 13 SP:Iteration 21Q (8235.839679 sec): 3 clusters Score: Raw -248415.258834 + Penalty 2863.035763 = -245552.223071 nChanged 19 SP:Iteration 22Q (8235.932881 sec): 3 clusters Score: Raw -248422.719588 + Penalty 2863.035763 = -245559.683824 nChanged 15 SP:Iteration 23Q (8236.020772 sec): 3 clusters Score: Raw -248427.709904 + Penalty 2863.035763 = -245564.674141 nChanged 15 SP:Iteration 24Q (8236.108978 sec): 3 clusters Score: Raw -248435.646562 + Penalty 2863.035763 = -245572.610799 nChanged 17 SP:Iteration 25Q (8236.185536 sec): 3 clusters Score: Raw -248441.884132 + Penalty 2863.035763 = -245578.848368 nChanged 12 SP:Iteration 26Q (8236.281119 sec): 3 clusters Score: Raw -248444.527310 + Penalty 2863.035763 = -245581.491547 nChanged 6 SP:Iteration 27Q (8236.372503 sec): 3 clusters Score: Raw -248446.696255 + Penalty 2863.035763 = -245583.660492 nChanged 9 SP:Iteration 28Q (8236.499332 sec): 3 clusters Score: Raw -248449.876748 + Penalty 2863.035763 = -245586.840984 nChanged 5 SP:Iteration 29Q (8236.583382 sec): 3 clusters Score: Raw -248451.544469 + Penalty 2863.035763 = -245588.508706 nChanged 9 SP:Iteration 30Q (8236.682310 sec): 3 clusters Score: Raw -248455.188495 + Penalty 2863.035763 = -245592.152732 nChanged 10 SP:Iteration 31Q (8236.764382 sec): 3 clusters Score: Raw -248458.314647 + Penalty 2863.035763 = -245595.278883 nChanged 6 SP:Iteration 32Q (8236.860641 sec): 3 clusters Score: Raw -248460.620803 + Penalty 2863.035763 = -245597.585040 nChanged 7 SP:Iteration 33Q (8236.955153 sec): 3 clusters Score: Raw -248462.530717 + Penalty 2863.035763 = -245599.494953 nChanged 5 SP:Iteration 34Q (8237.034371 sec): 3 clusters Score: Raw -248464.426244 + Penalty 2863.035763 = -245601.390480 nChanged 7 SP:Iteration 35Q (8237.152090 sec): 3 clusters Score: Raw -248467.252231 + Penalty 2863.035763 = -245604.216467 nChanged 8 SP:Iteration 36Q (8237.233418 sec): 3 clusters Score: Raw -248469.473664 + Penalty 2863.035763 = -245606.437901 nChanged 6 SP:Iteration 37Q (8237.350195 sec): 3 clusters Score: Raw -248471.800531 + Penalty 2863.035763 = -245608.764768 nChanged 8 SP:Iteration 38Q (8237.455644 sec): 3 clusters Score: Raw -248475.031821 + Penalty 2863.035763 = -245611.996057 nChanged 8 SP:Iteration 39Q (8237.551270 sec): 3 clusters Score: Raw -248477.954374 + Penalty 2863.035763 = -245614.918610 nChanged 12 SP:Iteration 40F (8237.672247 sec): 3 clusters Score: Raw -248482.939639 + Penalty 2863.035763 = -245619.903875 nChanged 14 SP:Iteration 41Q (8237.765830 sec): 3 clusters Score: Raw -248487.110942 + Penalty 2863.035763 = -245624.075179 nChanged 6 SP:Iteration 42Q (8237.852048 sec): 3 clusters Score: Raw -248488.671942 + Penalty 2863.035763 = -245625.636178 nChanged 3 SP:Iteration 43Q (8237.940434 sec): 3 clusters Score: Raw -248489.649965 + Penalty 2863.035763 = -245626.614201 nChanged 2 SP:Iteration 44Q (8238.035607 sec): 3 clusters Score: Raw -248490.398322 + Penalty 2863.035763 = -245627.362559 nChanged 1 SP:Iteration 45Q (8238.122499 sec): 3 clusters Score: Raw -248490.516448 + Penalty 2863.035763 = -245627.480684 nChanged 0 SP:Iteration 46F (8238.214291 sec): 3 clusters Score: Raw -248490.516448 + Penalty 2863.035763 = -245627.480684 nChanged 0 Trying to split cluster 18 (5167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8238.271292 sec): 2 clusters Score: Raw -282474.613835 + Penalty 1500.533341 = -280974.080494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8238.358823 sec): 3 clusters Score: Raw -279833.490987 + Penalty 3001.066682 = -276832.424305 nChanged 2142 SP:Iteration 1F (8238.448119 sec): 3 clusters Score: Raw -281186.086785 + Penalty 3001.066682 = -278185.020103 nChanged 476 SP:Iteration 2F (8238.535030 sec): 3 clusters Score: Raw -281553.379336 + Penalty 3001.066682 = -278552.312654 nChanged 385 SP:Iteration 3F (8238.621690 sec): 3 clusters Score: Raw -281857.267764 + Penalty 3001.066682 = -278856.201081 nChanged 323 SP:Iteration 4F (8238.706326 sec): 3 clusters Score: Raw -282097.621968 + Penalty 3001.066682 = -279096.555285 nChanged 237 SP:Iteration 5Q (8238.794242 sec): 3 clusters Score: Raw -282239.281940 + Penalty 3001.066682 = -279238.215258 nChanged 191 SP:Iteration 6Q (8238.874777 sec): 3 clusters Score: Raw -282358.403364 + Penalty 3001.066682 = -279357.336681 nChanged 190 SP:Iteration 7Q (8238.961339 sec): 3 clusters Score: Raw -282466.793002 + Penalty 3001.066682 = -279465.726320 nChanged 141 SP:Iteration 8Q (8239.068552 sec): 3 clusters Score: Raw -282540.700776 + Penalty 3001.066682 = -279539.634094 nChanged 108 SP:Iteration 9Q (8239.158666 sec): 3 clusters Score: Raw -282592.272894 + Penalty 3001.066682 = -279591.206212 nChanged 85 SP:Iteration 10Q (8239.248127 sec): 3 clusters Score: Raw -282624.905308 + Penalty 3001.066682 = -279623.838626 nChanged 74 SP:Iteration 11Q (8239.337044 sec): 3 clusters Score: Raw -282651.848583 + Penalty 3001.066682 = -279650.781900 nChanged 69 SP:Iteration 12Q (8239.427574 sec): 3 clusters Score: Raw -282676.242815 + Penalty 3001.066682 = -279675.176132 nChanged 55 SP:Iteration 13Q (8239.518276 sec): 3 clusters Score: Raw -282694.671690 + Penalty 3001.066682 = -279693.605008 nChanged 57 SP:Iteration 14Q (8239.621803 sec): 3 clusters Score: Raw -282716.323015 + Penalty 3001.066682 = -279715.256332 nChanged 54 SP:Iteration 15Q (8239.728979 sec): 3 clusters Score: Raw -282733.775572 + Penalty 3001.066682 = -279732.708889 nChanged 35 SP:Iteration 16Q (8239.822361 sec): 3 clusters Score: Raw -282745.654765 + Penalty 3001.066682 = -279744.588083 nChanged 34 SP:Iteration 17Q (8239.893111 sec): 3 clusters Score: Raw -282757.255523 + Penalty 3001.066682 = -279756.188840 nChanged 33 SP:Iteration 18Q (8239.996516 sec): 3 clusters Score: Raw -282767.679263 + Penalty 3001.066682 = -279766.612581 nChanged 30 SP:Iteration 19Q (8240.091607 sec): 3 clusters Score: Raw -282780.590380 + Penalty 3001.066682 = -279779.523698 nChanged 37 SP:Iteration 20F (8240.164380 sec): 3 clusters Score: Raw -282797.040031 + Penalty 3001.066682 = -279795.973349 nChanged 45 SP:Iteration 21Q (8240.252351 sec): 3 clusters Score: Raw -282815.817734 + Penalty 3001.066682 = -279814.751052 nChanged 47 SP:Iteration 22Q (8240.348129 sec): 3 clusters Score: Raw -282834.742176 + Penalty 3001.066682 = -279833.675494 nChanged 50 SP:Iteration 23Q (8240.459998 sec): 3 clusters Score: Raw -282852.056844 + Penalty 3001.066682 = -279850.990161 nChanged 37 SP:Iteration 24Q (8240.558138 sec): 3 clusters Score: Raw -282863.273268 + Penalty 3001.066682 = -279862.206585 nChanged 29 SP:Iteration 25Q (8240.653889 sec): 3 clusters Score: Raw -282871.409865 + Penalty 3001.066682 = -279870.343182 nChanged 22 SP:Iteration 26Q (8240.747742 sec): 3 clusters Score: Raw -282877.360612 + Penalty 3001.066682 = -279876.293930 nChanged 21 SP:Iteration 27Q (8240.842541 sec): 3 clusters Score: Raw -282885.095647 + Penalty 3001.066682 = -279884.028965 nChanged 28 SP:Iteration 28Q (8240.937616 sec): 3 clusters Score: Raw -282892.416838 + Penalty 3001.066682 = -279891.350155 nChanged 28 SP:Iteration 29Q (8241.013629 sec): 3 clusters Score: Raw -282899.818188 + Penalty 3001.066682 = -279898.751505 nChanged 22 SP:Iteration 30Q (8241.125941 sec): 3 clusters Score: Raw -282906.252971 + Penalty 3001.066682 = -279905.186289 nChanged 18 SP:Iteration 31Q (8241.219581 sec): 3 clusters Score: Raw -282910.138871 + Penalty 3001.066682 = -279909.072188 nChanged 16 SP:Iteration 32Q (8241.296298 sec): 3 clusters Score: Raw -282913.261221 + Penalty 3001.066682 = -279912.194539 nChanged 13 SP:Iteration 33Q (8241.392130 sec): 3 clusters Score: Raw -282916.205290 + Penalty 3001.066682 = -279915.138607 nChanged 13 SP:Iteration 34Q (8241.474973 sec): 3 clusters Score: Raw -282919.209785 + Penalty 3001.066682 = -279918.143103 nChanged 11 SP:Iteration 35Q (8241.563547 sec): 3 clusters Score: Raw -282921.591203 + Penalty 3001.066682 = -279920.524521 nChanged 14 SP:Iteration 36Q (8241.657885 sec): 3 clusters Score: Raw -282924.781184 + Penalty 3001.066682 = -279923.714501 nChanged 15 SP:Iteration 37Q (8241.760696 sec): 3 clusters Score: Raw -282928.234127 + Penalty 3001.066682 = -279927.167444 nChanged 13 SP:Iteration 38Q (8241.857275 sec): 3 clusters Score: Raw -282931.215668 + Penalty 3001.066682 = -279930.148985 nChanged 12 SP:Iteration 39Q (8241.938451 sec): 3 clusters Score: Raw -282933.606949 + Penalty 3001.066682 = -279932.540267 nChanged 8 SP:Iteration 40F (8242.041917 sec): 3 clusters Score: Raw -282935.232967 + Penalty 3001.066682 = -279934.166285 nChanged 11 SP:Iteration 41Q (8242.126464 sec): 3 clusters Score: Raw -282936.763426 + Penalty 3001.066682 = -279935.696744 nChanged 5 SP:Iteration 42Q (8242.209987 sec): 3 clusters Score: Raw -282937.414550 + Penalty 3001.066682 = -279936.347868 nChanged 4 SP:Iteration 43Q (8242.281835 sec): 3 clusters Score: Raw -282938.062855 + Penalty 3001.066682 = -279936.996172 nChanged 1 SP:Iteration 44Q (8242.378588 sec): 3 clusters Score: Raw -282938.208875 + Penalty 3001.066682 = -279937.142193 nChanged 3 SP:Iteration 45Q (8242.468053 sec): 3 clusters Score: Raw -282938.700702 + Penalty 3001.066682 = -279937.634020 nChanged 3 SP:Iteration 46Q (8242.563005 sec): 3 clusters Score: Raw -282939.078768 + Penalty 3001.066682 = -279938.012086 nChanged 5 SP:Iteration 47Q (8242.658787 sec): 3 clusters Score: Raw -282939.792882 + Penalty 3001.066682 = -279938.726200 nChanged 2 SP:Iteration 48Q (8242.753437 sec): 3 clusters Score: Raw -282940.274442 + Penalty 3001.066682 = -279939.207760 nChanged 2 SP:Iteration 49Q (8242.830271 sec): 3 clusters Score: Raw -282940.559674 + Penalty 3001.066682 = -279939.492992 nChanged 2 SP:Iteration 50Q (8242.925281 sec): 3 clusters Score: Raw -282940.960337 + Penalty 3001.066682 = -279939.893654 nChanged 2 SP:Iteration 51Q (8243.020896 sec): 3 clusters Score: Raw -282941.167620 + Penalty 3001.066682 = -279940.100937 nChanged 1 SP:Iteration 52Q (8243.134324 sec): 3 clusters Score: Raw -282941.331163 + Penalty 3001.066682 = -279940.264481 nChanged 0 SP:Iteration 53F (8243.227672 sec): 3 clusters Score: Raw -282941.331163 + Penalty 3001.066682 = -279940.264481 nChanged 0 Trying to split cluster 19 (5600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8243.283926 sec): 2 clusters Score: Raw -330093.107111 + Penalty 1514.656589 = -328578.450522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8243.383528 sec): 3 clusters Score: Raw -327264.312644 + Penalty 3029.313179 = -324234.999466 nChanged 2287 SP:Iteration 1F (8243.461108 sec): 3 clusters Score: Raw -328868.105050 + Penalty 3029.313179 = -325838.791871 nChanged 504 SP:Iteration 2F (8243.556461 sec): 3 clusters Score: Raw -329287.309834 + Penalty 3029.313179 = -326257.996655 nChanged 398 SP:Iteration 3F (8243.668234 sec): 3 clusters Score: Raw -329618.155310 + Penalty 3029.313179 = -326588.842132 nChanged 298 SP:Iteration 4F (8243.764096 sec): 3 clusters Score: Raw -329826.641263 + Penalty 3029.313179 = -326797.328084 nChanged 246 SP:Iteration 5Q (8243.856285 sec): 3 clusters Score: Raw -329996.647165 + Penalty 3029.313179 = -326967.333986 nChanged 187 SP:Iteration 6Q (8243.939273 sec): 3 clusters Score: Raw -330118.950147 + Penalty 3029.313179 = -327089.636969 nChanged 164 SP:Iteration 7Q (8244.050074 sec): 3 clusters Score: Raw -330235.105648 + Penalty 3029.313179 = -327205.792470 nChanged 154 SP:Iteration 8Q (8244.141229 sec): 3 clusters Score: Raw -330343.546725 + Penalty 3029.313179 = -327314.233547 nChanged 129 SP:Iteration 9Q (8244.212549 sec): 3 clusters Score: Raw -330429.965162 + Penalty 3029.313179 = -327400.651983 nChanged 108 SP:Iteration 10Q (8244.328232 sec): 3 clusters Score: Raw -330498.521929 + Penalty 3029.313179 = -327469.208750 nChanged 106 SP:Iteration 11Q (8244.392134 sec): 3 clusters Score: Raw -330570.598837 + Penalty 3029.313179 = -327541.285658 nChanged 91 SP:Iteration 12Q (8244.480896 sec): 3 clusters Score: Raw -330626.972970 + Penalty 3029.313179 = -327597.659791 nChanged 80 SP:Iteration 13Q (8244.578685 sec): 3 clusters Score: Raw -330679.408112 + Penalty 3029.313179 = -327650.094933 nChanged 67 SP:Iteration 14Q (8244.669720 sec): 3 clusters Score: Raw -330742.454959 + Penalty 3029.313179 = -327713.141780 nChanged 91 SP:Iteration 15Q (8244.764741 sec): 3 clusters Score: Raw -330836.698741 + Penalty 3029.313179 = -327807.385562 nChanged 88 SP:Iteration 16Q (8244.845629 sec): 3 clusters Score: Raw -330914.839717 + Penalty 3029.313179 = -327885.526538 nChanged 75 SP:Iteration 17Q (8244.936600 sec): 3 clusters Score: Raw -330995.519931 + Penalty 3029.313179 = -327966.206753 nChanged 63 SP:Iteration 18Q (8245.036512 sec): 3 clusters Score: Raw -331049.202205 + Penalty 3029.313179 = -328019.889027 nChanged 54 SP:Iteration 19Q (8245.120253 sec): 3 clusters Score: Raw -331103.848003 + Penalty 3029.313179 = -328074.534824 nChanged 54 SP:Iteration 20F (8245.208442 sec): 3 clusters Score: Raw -331156.371640 + Penalty 3029.313179 = -328127.058461 nChanged 42 SP:Iteration 21Q (8245.298222 sec): 3 clusters Score: Raw -331191.098649 + Penalty 3029.313179 = -328161.785470 nChanged 33 SP:Iteration 22Q (8245.380484 sec): 3 clusters Score: Raw -331205.515860 + Penalty 3029.313179 = -328176.202681 nChanged 19 SP:Iteration 23Q (8245.467605 sec): 3 clusters Score: Raw -331215.968527 + Penalty 3029.313179 = -328186.655348 nChanged 18 SP:Iteration 24Q (8245.554821 sec): 3 clusters Score: Raw -331226.614864 + Penalty 3029.313179 = -328197.301686 nChanged 15 SP:Iteration 25Q (8245.643141 sec): 3 clusters Score: Raw -331236.074535 + Penalty 3029.313179 = -328206.761357 nChanged 12 SP:Iteration 26Q (8245.724476 sec): 3 clusters Score: Raw -331241.354401 + Penalty 3029.313179 = -328212.041223 nChanged 8 SP:Iteration 27Q (8245.809912 sec): 3 clusters Score: Raw -331244.626023 + Penalty 3029.313179 = -328215.312845 nChanged 4 SP:Iteration 28Q (8245.894433 sec): 3 clusters Score: Raw -331245.812943 + Penalty 3029.313179 = -328216.499765 nChanged 1 SP:Iteration 29Q (8245.993406 sec): 3 clusters Score: Raw -331245.969448 + Penalty 3029.313179 = -328216.656269 nChanged 3 SP:Iteration 30Q (8246.087579 sec): 3 clusters Score: Raw -331247.323313 + Penalty 3029.313179 = -328218.010134 nChanged 3 SP:Iteration 31Q (8246.164747 sec): 3 clusters Score: Raw -331248.501551 + Penalty 3029.313179 = -328219.188372 nChanged 2 SP:Iteration 32Q (8246.254389 sec): 3 clusters Score: Raw -331248.839662 + Penalty 3029.313179 = -328219.526484 nChanged 0 SP:Iteration 33F (8246.358563 sec): 3 clusters Score: Raw -331248.839662 + Penalty 3029.313179 = -328219.526484 nChanged 0 Trying to split cluster 20 (6697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8246.418253 sec): 2 clusters Score: Raw -432964.307096 + Penalty 1546.052323 = -431418.254774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8246.506262 sec): 3 clusters Score: Raw -429406.991991 + Penalty 3092.104645 = -426314.887346 nChanged 2792 SP:Iteration 1F (8246.586017 sec): 3 clusters Score: Raw -431117.959247 + Penalty 3092.104645 = -428025.854602 nChanged 534 SP:Iteration 2F (8246.683446 sec): 3 clusters Score: Raw -431524.348619 + Penalty 3092.104645 = -428432.243973 nChanged 473 SP:Iteration 3F (8246.802118 sec): 3 clusters Score: Raw -431865.216398 + Penalty 3092.104645 = -428773.111753 nChanged 387 SP:Iteration 4F (8246.891663 sec): 3 clusters Score: Raw -432129.039901 + Penalty 3092.104645 = -429036.935256 nChanged 332 SP:Iteration 5Q (8246.985787 sec): 3 clusters Score: Raw -432364.610655 + Penalty 3092.104645 = -429272.506010 nChanged 306 SP:Iteration 6Q (8247.076177 sec): 3 clusters Score: Raw -432569.404962 + Penalty 3092.104645 = -429477.300317 nChanged 259 SP:Iteration 7Q (8247.171602 sec): 3 clusters Score: Raw -432749.460217 + Penalty 3092.104645 = -429657.355571 nChanged 269 SP:Iteration 8Q (8247.244973 sec): 3 clusters Score: Raw -432920.155403 + Penalty 3092.104645 = -429828.050758 nChanged 216 SP:Iteration 9Q (8247.349434 sec): 3 clusters Score: Raw -433046.827069 + Penalty 3092.104645 = -429954.722424 nChanged 174 SP:Iteration 10Q (8247.437939 sec): 3 clusters Score: Raw -433155.033246 + Penalty 3092.104645 = -430062.928601 nChanged 145 SP:Iteration 11Q (8247.519199 sec): 3 clusters Score: Raw -433254.197483 + Penalty 3092.104645 = -430162.092838 nChanged 131 SP:Iteration 12Q (8247.632328 sec): 3 clusters Score: Raw -433328.540935 + Penalty 3092.104645 = -430236.436290 nChanged 90 SP:Iteration 13Q (8247.710973 sec): 3 clusters Score: Raw -433372.424985 + Penalty 3092.104645 = -430280.320340 nChanged 73 SP:Iteration 14Q (8247.820443 sec): 3 clusters Score: Raw -433403.817214 + Penalty 3092.104645 = -430311.712569 nChanged 64 SP:Iteration 15Q (8247.915301 sec): 3 clusters Score: Raw -433429.092485 + Penalty 3092.104645 = -430336.987840 nChanged 67 SP:Iteration 16Q (8247.992551 sec): 3 clusters Score: Raw -433458.655076 + Penalty 3092.104645 = -430366.550430 nChanged 59 SP:Iteration 17Q (8248.085744 sec): 3 clusters Score: Raw -433481.576109 + Penalty 3092.104645 = -430389.471464 nChanged 43 SP:Iteration 18Q (8248.191128 sec): 3 clusters Score: Raw -433497.620339 + Penalty 3092.104645 = -430405.515693 nChanged 45 SP:Iteration 19Q (8248.283169 sec): 3 clusters Score: Raw -433511.431671 + Penalty 3092.104645 = -430419.327026 nChanged 27 SP:Iteration 20F (8248.380328 sec): 3 clusters Score: Raw -433518.877953 + Penalty 3092.104645 = -430426.773308 nChanged 35 SP:Iteration 21Q (8248.464461 sec): 3 clusters Score: Raw -433526.643445 + Penalty 3092.104645 = -430434.538799 nChanged 36 SP:Iteration 22Q (8248.543422 sec): 3 clusters Score: Raw -433536.249000 + Penalty 3092.104645 = -430444.144355 nChanged 32 SP:Iteration 23Q (8248.643441 sec): 3 clusters Score: Raw -433544.528157 + Penalty 3092.104645 = -430452.423511 nChanged 23 SP:Iteration 24Q (8248.712508 sec): 3 clusters Score: Raw -433550.186970 + Penalty 3092.104645 = -430458.082324 nChanged 12 SP:Iteration 25Q (8248.800484 sec): 3 clusters Score: Raw -433552.872814 + Penalty 3092.104645 = -430460.768169 nChanged 14 SP:Iteration 26Q (8248.915634 sec): 3 clusters Score: Raw -433555.779938 + Penalty 3092.104645 = -430463.675293 nChanged 17 SP:Iteration 27Q (8249.014344 sec): 3 clusters Score: Raw -433560.969442 + Penalty 3092.104645 = -430468.864797 nChanged 19 SP:Iteration 28Q (8249.090706 sec): 3 clusters Score: Raw -433565.549403 + Penalty 3092.104645 = -430473.444758 nChanged 16 SP:Iteration 29Q (8249.199874 sec): 3 clusters Score: Raw -433569.647635 + Penalty 3092.104645 = -430477.542989 nChanged 20 SP:Iteration 30Q (8249.293630 sec): 3 clusters Score: Raw -433574.886359 + Penalty 3092.104645 = -430482.781714 nChanged 18 SP:Iteration 31Q (8249.384377 sec): 3 clusters Score: Raw -433579.439739 + Penalty 3092.104645 = -430487.335094 nChanged 13 SP:Iteration 32Q (8249.476217 sec): 3 clusters Score: Raw -433582.167917 + Penalty 3092.104645 = -430490.063271 nChanged 13 SP:Iteration 33Q (8249.570179 sec): 3 clusters Score: Raw -433584.793445 + Penalty 3092.104645 = -430492.688800 nChanged 14 SP:Iteration 34Q (8249.663728 sec): 3 clusters Score: Raw -433587.563118 + Penalty 3092.104645 = -430495.458473 nChanged 10 SP:Iteration 35Q (8249.753650 sec): 3 clusters Score: Raw -433590.133450 + Penalty 3092.104645 = -430498.028804 nChanged 8 SP:Iteration 36Q (8249.843931 sec): 3 clusters Score: Raw -433591.878130 + Penalty 3092.104645 = -430499.773485 nChanged 4 SP:Iteration 37Q (8249.942294 sec): 3 clusters Score: Raw -433592.924008 + Penalty 3092.104645 = -430500.819363 nChanged 3 SP:Iteration 38Q (8250.054959 sec): 3 clusters Score: Raw -433594.022983 + Penalty 3092.104645 = -430501.918338 nChanged 8 SP:Iteration 39Q (8250.160745 sec): 3 clusters Score: Raw -433596.630941 + Penalty 3092.104645 = -430504.526295 nChanged 11 SP:Iteration 40F (8250.262773 sec): 3 clusters Score: Raw -433599.203681 + Penalty 3092.104645 = -430507.099036 nChanged 8 SP:Iteration 41Q (8250.365841 sec): 3 clusters Score: Raw -433600.562902 + Penalty 3092.104645 = -430508.458257 nChanged 8 SP:Iteration 42Q (8250.461754 sec): 3 clusters Score: Raw -433602.055272 + Penalty 3092.104645 = -430509.950626 nChanged 8 SP:Iteration 43Q (8250.584097 sec): 3 clusters Score: Raw -433603.304564 + Penalty 3092.104645 = -430511.199919 nChanged 7 SP:Iteration 44Q (8250.703319 sec): 3 clusters Score: Raw -433604.605637 + Penalty 3092.104645 = -430512.500991 nChanged 4 SP:Iteration 45Q (8250.821748 sec): 3 clusters Score: Raw -433605.400301 + Penalty 3092.104645 = -430513.295656 nChanged 2 SP:Iteration 46Q (8250.927736 sec): 3 clusters Score: Raw -433605.670564 + Penalty 3092.104645 = -430513.565918 nChanged 3 SP:Iteration 47Q (8251.054530 sec): 3 clusters Score: Raw -433606.401574 + Penalty 3092.104645 = -430514.296929 nChanged 3 SP:Iteration 48Q (8251.193208 sec): 3 clusters Score: Raw -433606.838701 + Penalty 3092.104645 = -430514.734055 nChanged 2 SP:Iteration 49Q (8251.296369 sec): 3 clusters Score: Raw -433607.037824 + Penalty 3092.104645 = -430514.933179 nChanged 0 SP:Iteration 50F (8251.416016 sec): 3 clusters Score: Raw -433607.037824 + Penalty 3092.104645 = -430514.933179 nChanged 0 Trying to split cluster 21 (7332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8251.485293 sec): 2 clusters Score: Raw -473604.413243 + Penalty 1561.950633 = -472042.462610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8251.609915 sec): 3 clusters Score: Raw -469621.748341 + Penalty 3123.901267 = -466497.847074 nChanged 3081 SP:Iteration 1F (8251.711336 sec): 3 clusters Score: Raw -471362.589751 + Penalty 3123.901267 = -468238.688484 nChanged 620 SP:Iteration 2F (8251.812838 sec): 3 clusters Score: Raw -471809.635208 + Penalty 3123.901267 = -468685.733941 nChanged 499 SP:Iteration 3F (8251.903144 sec): 3 clusters Score: Raw -472191.288414 + Penalty 3123.901267 = -469067.387147 nChanged 492 SP:Iteration 4F (8252.042329 sec): 3 clusters Score: Raw -472525.586616 + Penalty 3123.901267 = -469401.685349 nChanged 407 SP:Iteration 5F (8252.142013 sec): 3 clusters Score: Raw -472804.541945 + Penalty 3123.901267 = -469680.640679 nChanged 359 SP:Iteration 6Q (8252.268258 sec): 3 clusters Score: Raw -473030.455296 + Penalty 3123.901267 = -469906.554029 nChanged 268 SP:Iteration 7Q (8252.391406 sec): 3 clusters Score: Raw -473172.892214 + Penalty 3123.901267 = -470048.990948 nChanged 214 SP:Iteration 8Q (8252.523650 sec): 3 clusters Score: Raw -473253.259880 + Penalty 3123.901267 = -470129.358613 nChanged 151 SP:Iteration 9Q (8252.605899 sec): 3 clusters Score: Raw -473305.710045 + Penalty 3123.901267 = -470181.808779 nChanged 118 SP:Iteration 10Q (8252.709993 sec): 3 clusters Score: Raw -473344.959870 + Penalty 3123.901267 = -470221.058603 nChanged 96 SP:Iteration 11Q (8252.842218 sec): 3 clusters Score: Raw -473376.747832 + Penalty 3123.901267 = -470252.846566 nChanged 93 SP:Iteration 12Q (8252.968950 sec): 3 clusters Score: Raw -473407.490748 + Penalty 3123.901267 = -470283.589482 nChanged 78 SP:Iteration 13Q (8253.129932 sec): 3 clusters Score: Raw -473430.096170 + Penalty 3123.901267 = -470306.194903 nChanged 69 SP:Iteration 14Q (8253.242800 sec): 3 clusters Score: Raw -473449.600441 + Penalty 3123.901267 = -470325.699174 nChanged 65 SP:Iteration 15Q (8253.371101 sec): 3 clusters Score: Raw -473466.313029 + Penalty 3123.901267 = -470342.411762 nChanged 60 SP:Iteration 16Q (8253.463634 sec): 3 clusters Score: Raw -473483.641501 + Penalty 3123.901267 = -470359.740234 nChanged 62 SP:Iteration 17Q (8253.602074 sec): 3 clusters Score: Raw -473500.314772 + Penalty 3123.901267 = -470376.413505 nChanged 58 SP:Iteration 18Q (8253.729506 sec): 3 clusters Score: Raw -473515.715858 + Penalty 3123.901267 = -470391.814591 nChanged 41 SP:Iteration 19Q (8253.831905 sec): 3 clusters Score: Raw -473526.938232 + Penalty 3123.901267 = -470403.036966 nChanged 48 SP:Iteration 20F (8253.942769 sec): 3 clusters Score: Raw -473539.407346 + Penalty 3123.901267 = -470415.506080 nChanged 54 SP:Iteration 21Q (8254.063568 sec): 3 clusters Score: Raw -473553.759378 + Penalty 3123.901267 = -470429.858112 nChanged 49 SP:Iteration 22Q (8254.196540 sec): 3 clusters Score: Raw -473566.996196 + Penalty 3123.901267 = -470443.094929 nChanged 56 SP:Iteration 23Q (8254.300517 sec): 3 clusters Score: Raw -473583.331362 + Penalty 3123.901267 = -470459.430095 nChanged 59 SP:Iteration 24Q (8254.394030 sec): 3 clusters Score: Raw -473599.043671 + Penalty 3123.901267 = -470475.142404 nChanged 46 SP:Iteration 25Q (8254.498029 sec): 3 clusters Score: Raw -473609.667417 + Penalty 3123.901267 = -470485.766150 nChanged 48 SP:Iteration 26Q (8254.598570 sec): 3 clusters Score: Raw -473623.668022 + Penalty 3123.901267 = -470499.766755 nChanged 50 SP:Iteration 27Q (8254.681678 sec): 3 clusters Score: Raw -473641.922077 + Penalty 3123.901267 = -470518.020810 nChanged 52 SP:Iteration 28Q (8254.804559 sec): 3 clusters Score: Raw -473658.181656 + Penalty 3123.901267 = -470534.280390 nChanged 51 SP:Iteration 29Q (8254.912609 sec): 3 clusters Score: Raw -473673.117954 + Penalty 3123.901267 = -470549.216687 nChanged 42 SP:Iteration 30Q (8254.991091 sec): 3 clusters Score: Raw -473686.365157 + Penalty 3123.901267 = -470562.463891 nChanged 45 SP:Iteration 31Q (8255.126935 sec): 3 clusters Score: Raw -473697.934976 + Penalty 3123.901267 = -470574.033710 nChanged 44 SP:Iteration 32Q (8255.233696 sec): 3 clusters Score: Raw -473711.410551 + Penalty 3123.901267 = -470587.509285 nChanged 36 SP:Iteration 33Q (8255.332633 sec): 3 clusters Score: Raw -473721.400173 + Penalty 3123.901267 = -470597.498906 nChanged 48 SP:Iteration 34Q (8255.439945 sec): 3 clusters Score: Raw -473734.317779 + Penalty 3123.901267 = -470610.416512 nChanged 33 SP:Iteration 35Q (8255.556781 sec): 3 clusters Score: Raw -473741.912858 + Penalty 3123.901267 = -470618.011591 nChanged 37 SP:Iteration 36Q (8255.674507 sec): 3 clusters Score: Raw -473749.985308 + Penalty 3123.901267 = -470626.084042 nChanged 36 SP:Iteration 37Q (8255.783454 sec): 3 clusters Score: Raw -473760.293846 + Penalty 3123.901267 = -470636.392579 nChanged 32 SP:Iteration 38Q (8255.894147 sec): 3 clusters Score: Raw -473770.905844 + Penalty 3123.901267 = -470647.004577 nChanged 34 SP:Iteration 39Q (8255.986699 sec): 3 clusters Score: Raw -473779.511959 + Penalty 3123.901267 = -470655.610693 nChanged 36 SP:Iteration 40F (8256.094807 sec): 3 clusters Score: Raw -473788.327668 + Penalty 3123.901267 = -470664.426401 nChanged 29 SP:Iteration 41Q (8256.146636 sec): 3 clusters Score: Raw -473796.426126 + Penalty 3123.901267 = -470672.524859 nChanged 27 SP:Iteration 42Q (8256.268609 sec): 3 clusters Score: Raw -473802.828423 + Penalty 3123.901267 = -470678.927156 nChanged 22 SP:Iteration 43Q (8256.372725 sec): 3 clusters Score: Raw -473809.302411 + Penalty 3123.901267 = -470685.401144 nChanged 25 SP:Iteration 44Q (8256.470209 sec): 3 clusters Score: Raw -473817.151108 + Penalty 3123.901267 = -470693.249841 nChanged 30 SP:Iteration 45Q (8256.558811 sec): 3 clusters Score: Raw -473825.865979 + Penalty 3123.901267 = -470701.964712 nChanged 34 SP:Iteration 46Q (8256.687164 sec): 3 clusters Score: Raw -473836.246353 + Penalty 3123.901267 = -470712.345086 nChanged 33 SP:Iteration 47Q (8256.796392 sec): 3 clusters Score: Raw -473848.174382 + Penalty 3123.901267 = -470724.273115 nChanged 40 SP:Iteration 48Q (8256.905275 sec): 3 clusters Score: Raw -473864.273554 + Penalty 3123.901267 = -470740.372288 nChanged 38 SP:Iteration 49Q (8257.015213 sec): 3 clusters Score: Raw -473878.081458 + Penalty 3123.901267 = -470754.180191 nChanged 43 SP:Iteration 50Q (8257.129204 sec): 3 clusters Score: Raw -473892.473585 + Penalty 3123.901267 = -470768.572318 nChanged 39 SP:Iteration 51Q (8257.227943 sec): 3 clusters Score: Raw -473905.593092 + Penalty 3123.901267 = -470781.691825 nChanged 36 SP:Iteration 52Q (8257.351906 sec): 3 clusters Score: Raw -473921.437345 + Penalty 3123.901267 = -470797.536079 nChanged 42 SP:Iteration 53Q (8257.450404 sec): 3 clusters Score: Raw -473938.569958 + Penalty 3123.901267 = -470814.668692 nChanged 38 SP:Iteration 54Q (8257.527805 sec): 3 clusters Score: Raw -473954.960066 + Penalty 3123.901267 = -470831.058799 nChanged 38 SP:Iteration 55Q (8257.632728 sec): 3 clusters Score: Raw -473973.117215 + Penalty 3123.901267 = -470849.215948 nChanged 45 SP:Iteration 56Q (8257.767971 sec): 3 clusters Score: Raw -473996.748384 + Penalty 3123.901267 = -470872.847117 nChanged 50 SP:Iteration 57Q (8257.861667 sec): 3 clusters Score: Raw -474023.354961 + Penalty 3123.901267 = -470899.453694 nChanged 48 SP:Iteration 58Q (8257.982906 sec): 3 clusters Score: Raw -474046.717681 + Penalty 3123.901267 = -470922.816415 nChanged 47 SP:Iteration 59Q (8258.079749 sec): 3 clusters Score: Raw -474068.568900 + Penalty 3123.901267 = -470944.667633 nChanged 39 SP:Iteration 60F (8258.173694 sec): 3 clusters Score: Raw -474088.750928 + Penalty 3123.901267 = -470964.849661 nChanged 53 SP:Iteration 61Q (8258.282806 sec): 3 clusters Score: Raw -474113.705651 + Penalty 3123.901267 = -470989.804384 nChanged 44 SP:Iteration 62Q (8258.391882 sec): 3 clusters Score: Raw -474131.760797 + Penalty 3123.901267 = -471007.859530 nChanged 42 SP:Iteration 63Q (8258.521477 sec): 3 clusters Score: Raw -474147.211435 + Penalty 3123.901267 = -471023.310168 nChanged 36 SP:Iteration 64Q (8258.608951 sec): 3 clusters Score: Raw -474164.938103 + Penalty 3123.901267 = -471041.036836 nChanged 28 SP:Iteration 65Q (8258.690441 sec): 3 clusters Score: Raw -474177.350190 + Penalty 3123.901267 = -471053.448923 nChanged 40 SP:Iteration 66Q (8258.782339 sec): 3 clusters Score: Raw -474194.817153 + Penalty 3123.901267 = -471070.915886 nChanged 37 SP:Iteration 67Q (8258.887860 sec): 3 clusters Score: Raw -474214.521594 + Penalty 3123.901267 = -471090.620327 nChanged 35 SP:Iteration 68Q (8259.004874 sec): 3 clusters Score: Raw -474236.904090 + Penalty 3123.901267 = -471113.002823 nChanged 36 SP:Iteration 69Q (8259.100100 sec): 3 clusters Score: Raw -474264.234035 + Penalty 3123.901267 = -471140.332768 nChanged 42 SP:Iteration 70Q (8259.180311 sec): 3 clusters Score: Raw -474293.579762 + Penalty 3123.901267 = -471169.678495 nChanged 35 SP:Iteration 71Q (8259.290037 sec): 3 clusters Score: Raw -474319.613391 + Penalty 3123.901267 = -471195.712125 nChanged 32 SP:Iteration 72Q (8259.383603 sec): 3 clusters Score: Raw -474338.744339 + Penalty 3123.901267 = -471214.843072 nChanged 27 SP:Iteration 73Q (8259.469319 sec): 3 clusters Score: Raw -474354.623519 + Penalty 3123.901267 = -471230.722252 nChanged 26 SP:Iteration 74Q (8259.548853 sec): 3 clusters Score: Raw -474370.114797 + Penalty 3123.901267 = -471246.213531 nChanged 23 SP:Iteration 75Q (8259.647930 sec): 3 clusters Score: Raw -474382.238723 + Penalty 3123.901267 = -471258.337456 nChanged 24 SP:Iteration 76Q (8259.744539 sec): 3 clusters Score: Raw -474393.377406 + Penalty 3123.901267 = -471269.476139 nChanged 10 SP:Iteration 77Q (8259.836670 sec): 3 clusters Score: Raw -474398.896642 + Penalty 3123.901267 = -471274.995376 nChanged 14 SP:Iteration 78Q (8259.932237 sec): 3 clusters Score: Raw -474403.626034 + Penalty 3123.901267 = -471279.724768 nChanged 16 SP:Iteration 79Q (8260.012881 sec): 3 clusters Score: Raw -474410.384217 + Penalty 3123.901267 = -471286.482950 nChanged 11 SP:Iteration 80F (8260.113475 sec): 3 clusters Score: Raw -474414.328914 + Penalty 3123.901267 = -471290.427647 nChanged 6 SP:Iteration 81Q (8260.219234 sec): 3 clusters Score: Raw -474417.414016 + Penalty 3123.901267 = -471293.512749 nChanged 9 SP:Iteration 82Q (8260.309477 sec): 3 clusters Score: Raw -474421.056274 + Penalty 3123.901267 = -471297.155008 nChanged 5 SP:Iteration 83Q (8260.404325 sec): 3 clusters Score: Raw -474423.216490 + Penalty 3123.901267 = -471299.315223 nChanged 1 SP:Iteration 84Q (8260.477609 sec): 3 clusters Score: Raw -474423.518558 + Penalty 3123.901267 = -471299.617292 nChanged 0 SP:Iteration 85F (8260.590883 sec): 3 clusters Score: Raw -474423.518558 + Penalty 3123.901267 = -471299.617292 nChanged 0 Trying to split cluster 22 (5687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8260.647367 sec): 2 clusters Score: Raw -298508.316087 + Penalty 1517.362145 = -296990.953942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8260.743983 sec): 3 clusters Score: Raw -295554.576031 + Penalty 3034.724290 = -292519.851741 nChanged 2318 SP:Iteration 1F (8260.832652 sec): 3 clusters Score: Raw -296934.116059 + Penalty 3034.724290 = -293899.391769 nChanged 427 SP:Iteration 2F (8260.917102 sec): 3 clusters Score: Raw -297204.628698 + Penalty 3034.724290 = -294169.904409 nChanged 332 SP:Iteration 3F (8261.006076 sec): 3 clusters Score: Raw -297431.258271 + Penalty 3034.724290 = -294396.533982 nChanged 297 SP:Iteration 4F (8261.077035 sec): 3 clusters Score: Raw -297635.233324 + Penalty 3034.724290 = -294600.509034 nChanged 267 SP:Iteration 5Q (8261.175656 sec): 3 clusters Score: Raw -297797.493308 + Penalty 3034.724290 = -294762.769019 nChanged 218 SP:Iteration 6Q (8261.268766 sec): 3 clusters Score: Raw -297922.221306 + Penalty 3034.724290 = -294887.497016 nChanged 210 SP:Iteration 7Q (8261.364735 sec): 3 clusters Score: Raw -298037.292773 + Penalty 3034.724290 = -295002.568483 nChanged 177 SP:Iteration 8Q (8261.456369 sec): 3 clusters Score: Raw -298134.464544 + Penalty 3034.724290 = -295099.740254 nChanged 135 SP:Iteration 9Q (8261.547320 sec): 3 clusters Score: Raw -298208.717354 + Penalty 3034.724290 = -295173.993064 nChanged 139 SP:Iteration 10Q (8261.639640 sec): 3 clusters Score: Raw -298274.933760 + Penalty 3034.724290 = -295240.209471 nChanged 106 SP:Iteration 11Q (8261.737875 sec): 3 clusters Score: Raw -298321.557751 + Penalty 3034.724290 = -295286.833461 nChanged 98 SP:Iteration 12Q (8261.815408 sec): 3 clusters Score: Raw -298358.270473 + Penalty 3034.724290 = -295323.546183 nChanged 78 SP:Iteration 13Q (8261.907557 sec): 3 clusters Score: Raw -298385.282562 + Penalty 3034.724290 = -295350.558272 nChanged 61 SP:Iteration 14Q (8261.987642 sec): 3 clusters Score: Raw -298405.809068 + Penalty 3034.724290 = -295371.084778 nChanged 57 SP:Iteration 15Q (8262.078928 sec): 3 clusters Score: Raw -298422.846691 + Penalty 3034.724290 = -295388.122402 nChanged 47 SP:Iteration 16Q (8262.172697 sec): 3 clusters Score: Raw -298436.293123 + Penalty 3034.724290 = -295401.568833 nChanged 51 SP:Iteration 17Q (8262.267766 sec): 3 clusters Score: Raw -298454.523069 + Penalty 3034.724290 = -295419.798779 nChanged 52 SP:Iteration 18Q (8262.310608 sec): 3 clusters Score: Raw -298472.689568 + Penalty 3034.724290 = -295437.965278 nChanged 51 SP:Iteration 19Q (8262.410323 sec): 3 clusters Score: Raw -298489.875982 + Penalty 3034.724290 = -295455.151693 nChanged 35 SP:Iteration 20F (8262.502051 sec): 3 clusters Score: Raw -298499.314805 + Penalty 3034.724290 = -295464.590515 nChanged 38 SP:Iteration 21Q (8262.592599 sec): 3 clusters Score: Raw -298508.610780 + Penalty 3034.724290 = -295473.886491 nChanged 31 SP:Iteration 22Q (8262.681748 sec): 3 clusters Score: Raw -298516.113003 + Penalty 3034.724290 = -295481.388713 nChanged 21 SP:Iteration 23Q (8262.770477 sec): 3 clusters Score: Raw -298521.695219 + Penalty 3034.724290 = -295486.970929 nChanged 26 SP:Iteration 24Q (8262.852038 sec): 3 clusters Score: Raw -298527.754990 + Penalty 3034.724290 = -295493.030701 nChanged 17 SP:Iteration 25Q (8262.925351 sec): 3 clusters Score: Raw -298531.347361 + Penalty 3034.724290 = -295496.623071 nChanged 15 SP:Iteration 26Q (8263.030446 sec): 3 clusters Score: Raw -298534.041728 + Penalty 3034.724290 = -295499.317439 nChanged 16 SP:Iteration 27Q (8263.104852 sec): 3 clusters Score: Raw -298537.810074 + Penalty 3034.724290 = -295503.085784 nChanged 15 SP:Iteration 28Q (8263.206129 sec): 3 clusters Score: Raw -298541.215035 + Penalty 3034.724290 = -295506.490746 nChanged 11 SP:Iteration 29Q (8263.280411 sec): 3 clusters Score: Raw -298543.520788 + Penalty 3034.724290 = -295508.796498 nChanged 15 SP:Iteration 30Q (8263.382551 sec): 3 clusters Score: Raw -298546.536505 + Penalty 3034.724290 = -295511.812216 nChanged 16 SP:Iteration 31Q (8263.470726 sec): 3 clusters Score: Raw -298549.825124 + Penalty 3034.724290 = -295515.100835 nChanged 18 SP:Iteration 32Q (8263.558863 sec): 3 clusters Score: Raw -298554.363981 + Penalty 3034.724290 = -295519.639691 nChanged 21 SP:Iteration 33Q (8263.648045 sec): 3 clusters Score: Raw -298559.491210 + Penalty 3034.724290 = -295524.766921 nChanged 17 SP:Iteration 34Q (8263.721533 sec): 3 clusters Score: Raw -298564.458333 + Penalty 3034.724290 = -295529.734043 nChanged 20 SP:Iteration 35Q (8263.815838 sec): 3 clusters Score: Raw -298569.577113 + Penalty 3034.724290 = -295534.852823 nChanged 19 SP:Iteration 36Q (8263.899144 sec): 3 clusters Score: Raw -298576.029829 + Penalty 3034.724290 = -295541.305539 nChanged 21 SP:Iteration 37Q (8264.006495 sec): 3 clusters Score: Raw -298581.640525 + Penalty 3034.724290 = -295546.916235 nChanged 26 SP:Iteration 38Q (8264.077570 sec): 3 clusters Score: Raw -298586.705996 + Penalty 3034.724290 = -295551.981706 nChanged 21 SP:Iteration 39Q (8264.166573 sec): 3 clusters Score: Raw -298591.492832 + Penalty 3034.724290 = -295556.768542 nChanged 27 SP:Iteration 40F (8264.252518 sec): 3 clusters Score: Raw -298599.534555 + Penalty 3034.724290 = -295564.810266 nChanged 31 SP:Iteration 41Q (8264.355249 sec): 3 clusters Score: Raw -298607.551626 + Penalty 3034.724290 = -295572.827336 nChanged 32 SP:Iteration 42Q (8264.433679 sec): 3 clusters Score: Raw -298617.633508 + Penalty 3034.724290 = -295582.909218 nChanged 27 SP:Iteration 43Q (8264.522629 sec): 3 clusters Score: Raw -298624.973640 + Penalty 3034.724290 = -295590.249350 nChanged 27 SP:Iteration 44Q (8264.613225 sec): 3 clusters Score: Raw -298632.313874 + Penalty 3034.724290 = -295597.589584 nChanged 25 SP:Iteration 45Q (8264.706490 sec): 3 clusters Score: Raw -298638.487938 + Penalty 3034.724290 = -295603.763648 nChanged 32 SP:Iteration 46Q (8264.814386 sec): 3 clusters Score: Raw -298649.736724 + Penalty 3034.724290 = -295615.012434 nChanged 42 SP:Iteration 47Q (8264.889525 sec): 3 clusters Score: Raw -298667.035774 + Penalty 3034.724290 = -295632.311485 nChanged 43 SP:Iteration 48Q (8264.984170 sec): 3 clusters Score: Raw -298683.323172 + Penalty 3034.724290 = -295648.598882 nChanged 43 SP:Iteration 49Q (8265.077083 sec): 3 clusters Score: Raw -298696.313961 + Penalty 3034.724290 = -295661.589672 nChanged 38 SP:Iteration 50Q (8265.159531 sec): 3 clusters Score: Raw -298707.761379 + Penalty 3034.724290 = -295673.037089 nChanged 37 SP:Iteration 51Q (8265.242202 sec): 3 clusters Score: Raw -298721.933849 + Penalty 3034.724290 = -295687.209559 nChanged 40 SP:Iteration 52Q (8265.345888 sec): 3 clusters Score: Raw -298734.209610 + Penalty 3034.724290 = -295699.485320 nChanged 37 SP:Iteration 53Q (8265.428504 sec): 3 clusters Score: Raw -298745.907671 + Penalty 3034.724290 = -295711.183382 nChanged 29 SP:Iteration 54Q (8265.539569 sec): 3 clusters Score: Raw -298752.665541 + Penalty 3034.724290 = -295717.941251 nChanged 22 SP:Iteration 55Q (8265.638511 sec): 3 clusters Score: Raw -298755.881116 + Penalty 3034.724290 = -295721.156827 nChanged 11 SP:Iteration 56Q (8265.732626 sec): 3 clusters Score: Raw -298757.462462 + Penalty 3034.724290 = -295722.738172 nChanged 9 SP:Iteration 57Q (8265.825144 sec): 3 clusters Score: Raw -298758.557819 + Penalty 3034.724290 = -295723.833529 nChanged 3 SP:Iteration 58Q (8265.919324 sec): 3 clusters Score: Raw -298759.372788 + Penalty 3034.724290 = -295724.648498 nChanged 7 SP:Iteration 59Q (8266.003600 sec): 3 clusters Score: Raw -298760.608171 + Penalty 3034.724290 = -295725.883881 nChanged 4 SP:Iteration 60F (8266.098902 sec): 3 clusters Score: Raw -298761.237495 + Penalty 3034.724290 = -295726.513206 nChanged 5 SP:Iteration 61Q (8266.162132 sec): 3 clusters Score: Raw -298761.999500 + Penalty 3034.724290 = -295727.275211 nChanged 4 SP:Iteration 62Q (8266.266442 sec): 3 clusters Score: Raw -298762.637973 + Penalty 3034.724290 = -295727.913684 nChanged 3 SP:Iteration 63Q (8266.386933 sec): 3 clusters Score: Raw -298763.335303 + Penalty 3034.724290 = -295728.611014 nChanged 6 SP:Iteration 64Q (8266.489630 sec): 3 clusters Score: Raw -298764.182312 + Penalty 3034.724290 = -295729.458022 nChanged 3 SP:Iteration 65Q (8266.605465 sec): 3 clusters Score: Raw -298764.994537 + Penalty 3034.724290 = -295730.270247 nChanged 2 SP:Iteration 66Q (8266.722625 sec): 3 clusters Score: Raw -298765.727424 + Penalty 3034.724290 = -295731.003135 nChanged 9 SP:Iteration 67Q (8266.858758 sec): 3 clusters Score: Raw -298767.710105 + Penalty 3034.724290 = -295732.985815 nChanged 8 SP:Iteration 68Q (8266.968962 sec): 3 clusters Score: Raw -298769.573583 + Penalty 3034.724290 = -295734.849293 nChanged 8 SP:Iteration 69Q (8267.095552 sec): 3 clusters Score: Raw -298771.406704 + Penalty 3034.724290 = -295736.682414 nChanged 8 SP:Iteration 70Q (8267.207466 sec): 3 clusters Score: Raw -298772.890759 + Penalty 3034.724290 = -295738.166469 nChanged 8 SP:Iteration 71Q (8267.365058 sec): 3 clusters Score: Raw -298774.313954 + Penalty 3034.724290 = -295739.589664 nChanged 7 SP:Iteration 72Q (8267.455571 sec): 3 clusters Score: Raw -298775.684899 + Penalty 3034.724290 = -295740.960610 nChanged 8 SP:Iteration 73Q (8267.584566 sec): 3 clusters Score: Raw -298776.936191 + Penalty 3034.724290 = -295742.211902 nChanged 7 SP:Iteration 74Q (8267.692132 sec): 3 clusters Score: Raw -298778.189470 + Penalty 3034.724290 = -295743.465181 nChanged 8 SP:Iteration 75Q (8267.828627 sec): 3 clusters Score: Raw -298779.483096 + Penalty 3034.724290 = -295744.758806 nChanged 4 SP:Iteration 76Q (8267.929796 sec): 3 clusters Score: Raw -298779.960604 + Penalty 3034.724290 = -295745.236314 nChanged 3 SP:Iteration 77Q (8268.034330 sec): 3 clusters Score: Raw -298780.711566 + Penalty 3034.724290 = -295745.987276 nChanged 4 SP:Iteration 78Q (8268.158210 sec): 3 clusters Score: Raw -298781.555093 + Penalty 3034.724290 = -295746.830803 nChanged 3 SP:Iteration 79Q (8268.284882 sec): 3 clusters Score: Raw -298781.820467 + Penalty 3034.724290 = -295747.096178 nChanged 3 SP:Iteration 80F (8268.371583 sec): 3 clusters Score: Raw -298782.127434 + Penalty 3034.724290 = -295747.403144 nChanged 3 SP:Iteration 81Q (8268.458957 sec): 3 clusters Score: Raw -298782.390698 + Penalty 3034.724290 = -295747.666409 nChanged 1 SP:Iteration 82Q (8268.599824 sec): 3 clusters Score: Raw -298782.625663 + Penalty 3034.724290 = -295747.901373 nChanged 0 SP:Iteration 83F (8268.708275 sec): 3 clusters Score: Raw -298782.625663 + Penalty 3034.724290 = -295747.901373 nChanged 0 Trying to split cluster 23 (3444 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8268.799737 sec): 2 clusters Score: Raw -130055.357894 + Penalty 1429.340246 = -128626.017649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8268.904723 sec): 3 clusters Score: Raw -128514.446499 + Penalty 2858.680492 = -125655.766007 nChanged 1315 SP:Iteration 1F (8268.997046 sec): 3 clusters Score: Raw -129603.423458 + Penalty 2858.680492 = -126744.742966 nChanged 367 SP:Iteration 2F (8269.090106 sec): 3 clusters Score: Raw -130141.108309 + Penalty 2858.680492 = -127282.427818 nChanged 307 SP:Iteration 3F (8269.203945 sec): 3 clusters Score: Raw -130513.226811 + Penalty 2858.680492 = -127654.546320 nChanged 232 SP:Iteration 4F (8269.313951 sec): 3 clusters Score: Raw -130779.618571 + Penalty 2858.680492 = -127920.938079 nChanged 195 SP:Iteration 5F (8269.421727 sec): 3 clusters Score: Raw -131000.273798 + Penalty 2858.680492 = -128141.593306 nChanged 152 SP:Iteration 6Q (8269.509312 sec): 3 clusters Score: Raw -131145.540426 + Penalty 2858.680492 = -128286.859934 nChanged 119 SP:Iteration 7Q (8269.597137 sec): 3 clusters Score: Raw -131258.089541 + Penalty 2858.680492 = -128399.409049 nChanged 100 SP:Iteration 8Q (8269.684026 sec): 3 clusters Score: Raw -131340.254600 + Penalty 2858.680492 = -128481.574108 nChanged 79 SP:Iteration 9Q (8269.775346 sec): 3 clusters Score: Raw -131404.330379 + Penalty 2858.680492 = -128545.649887 nChanged 74 SP:Iteration 10Q (8269.871212 sec): 3 clusters Score: Raw -131448.547121 + Penalty 2858.680492 = -128589.866629 nChanged 45 SP:Iteration 11Q (8269.992040 sec): 3 clusters Score: Raw -131470.058463 + Penalty 2858.680492 = -128611.377971 nChanged 30 SP:Iteration 12Q (8270.084075 sec): 3 clusters Score: Raw -131485.342225 + Penalty 2858.680492 = -128626.661733 nChanged 27 SP:Iteration 13Q (8270.180718 sec): 3 clusters Score: Raw -131499.660022 + Penalty 2858.680492 = -128640.979531 nChanged 22 SP:Iteration 14Q (8270.298426 sec): 3 clusters Score: Raw -131508.929051 + Penalty 2858.680492 = -128650.248559 nChanged 18 SP:Iteration 15Q (8270.388857 sec): 3 clusters Score: Raw -131515.430724 + Penalty 2858.680492 = -128656.750232 nChanged 14 SP:Iteration 16Q (8270.479228 sec): 3 clusters Score: Raw -131520.299514 + Penalty 2858.680492 = -128661.619022 nChanged 8 SP:Iteration 17Q (8270.561339 sec): 3 clusters Score: Raw -131524.509424 + Penalty 2858.680492 = -128665.828932 nChanged 8 SP:Iteration 18Q (8270.657060 sec): 3 clusters Score: Raw -131527.599192 + Penalty 2858.680492 = -128668.918700 nChanged 6 SP:Iteration 19Q (8270.748450 sec): 3 clusters Score: Raw -131528.898276 + Penalty 2858.680492 = -128670.217784 nChanged 6 SP:Iteration 20F (8270.856894 sec): 3 clusters Score: Raw -131531.610147 + Penalty 2858.680492 = -128672.929656 nChanged 8 SP:Iteration 21Q (8270.978796 sec): 3 clusters Score: Raw -131535.777753 + Penalty 2858.680492 = -128677.097262 nChanged 10 SP:Iteration 22Q (8271.069589 sec): 3 clusters Score: Raw -131539.592437 + Penalty 2858.680492 = -128680.911945 nChanged 5 SP:Iteration 23Q (8271.158341 sec): 3 clusters Score: Raw -131541.869116 + Penalty 2858.680492 = -128683.188625 nChanged 4 SP:Iteration 24Q (8271.260257 sec): 3 clusters Score: Raw -131543.350291 + Penalty 2858.680492 = -128684.669799 nChanged 1 SP:Iteration 25Q (8271.331513 sec): 3 clusters Score: Raw -131543.928900 + Penalty 2858.680492 = -128685.248408 nChanged 5 SP:Iteration 26Q (8271.427366 sec): 3 clusters Score: Raw -131545.210200 + Penalty 2858.680492 = -128686.529709 nChanged 4 SP:Iteration 27Q (8271.510392 sec): 3 clusters Score: Raw -131548.047635 + Penalty 2858.680492 = -128689.367143 nChanged 7 SP:Iteration 28Q (8271.575143 sec): 3 clusters Score: Raw -131550.820826 + Penalty 2858.680492 = -128692.140334 nChanged 4 SP:Iteration 29Q (8271.678651 sec): 3 clusters Score: Raw -131551.694819 + Penalty 2858.680492 = -128693.014327 nChanged 5 SP:Iteration 30Q (8271.771478 sec): 3 clusters Score: Raw -131554.267014 + Penalty 2858.680492 = -128695.586523 nChanged 5 SP:Iteration 31Q (8271.851908 sec): 3 clusters Score: Raw -131555.772390 + Penalty 2858.680492 = -128697.091898 nChanged 2 SP:Iteration 32Q (8271.941722 sec): 3 clusters Score: Raw -131556.823496 + Penalty 2858.680492 = -128698.143004 nChanged 2 SP:Iteration 33Q (8272.017458 sec): 3 clusters Score: Raw -131557.185545 + Penalty 2858.680492 = -128698.505053 nChanged 0 SP:Iteration 34F (8272.088131 sec): 3 clusters Score: Raw -131557.185545 + Penalty 2858.680492 = -128698.505053 nChanged 0 Score: Raw -11992816.487561 + Penalty 83643.199222 = -11909173.288338 Splitting cluster 23 changes total score from -11909779.545612 to -11909173.288338 So it's not getting split. Trying to split cluster 24 (6075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8279.986841 sec): 2 clusters Score: Raw -376457.349147 + Penalty 1528.944991 = -374928.404157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8280.079591 sec): 3 clusters Score: Raw -373273.738181 + Penalty 3057.889981 = -370215.848200 nChanged 2507 SP:Iteration 1F (8280.166960 sec): 3 clusters Score: Raw -374656.889773 + Penalty 3057.889981 = -371598.999792 nChanged 456 SP:Iteration 2F (8280.267146 sec): 3 clusters Score: Raw -374921.233282 + Penalty 3057.889981 = -371863.343300 nChanged 365 SP:Iteration 3F (8280.358846 sec): 3 clusters Score: Raw -375114.742156 + Penalty 3057.889981 = -372056.852175 nChanged 292 SP:Iteration 4Q (8280.430972 sec): 3 clusters Score: Raw -375274.238867 + Penalty 3057.889981 = -372216.348886 nChanged 236 SP:Iteration 5Q (8280.523111 sec): 3 clusters Score: Raw -375396.697866 + Penalty 3057.889981 = -372338.807884 nChanged 200 SP:Iteration 6Q (8280.610269 sec): 3 clusters Score: Raw -375508.175651 + Penalty 3057.889981 = -372450.285670 nChanged 195 SP:Iteration 7Q (8280.702929 sec): 3 clusters Score: Raw -375593.741564 + Penalty 3057.889981 = -372535.851583 nChanged 159 SP:Iteration 8Q (8280.787740 sec): 3 clusters Score: Raw -375672.188107 + Penalty 3057.889981 = -372614.298125 nChanged 152 SP:Iteration 9Q (8280.885093 sec): 3 clusters Score: Raw -375742.650062 + Penalty 3057.889981 = -372684.760081 nChanged 137 SP:Iteration 10Q (8280.979433 sec): 3 clusters Score: Raw -375807.731039 + Penalty 3057.889981 = -372749.841058 nChanged 144 SP:Iteration 11Q (8281.050875 sec): 3 clusters Score: Raw -375861.567507 + Penalty 3057.889981 = -372803.677526 nChanged 108 SP:Iteration 12Q (8281.141951 sec): 3 clusters Score: Raw -375898.740010 + Penalty 3057.889981 = -372840.850029 nChanged 87 SP:Iteration 13Q (8281.239664 sec): 3 clusters Score: Raw -375934.531836 + Penalty 3057.889981 = -372876.641855 nChanged 79 SP:Iteration 14Q (8281.325054 sec): 3 clusters Score: Raw -375959.774562 + Penalty 3057.889981 = -372901.884581 nChanged 68 SP:Iteration 15Q (8281.441444 sec): 3 clusters Score: Raw -375982.294563 + Penalty 3057.889981 = -372924.404582 nChanged 64 SP:Iteration 16Q (8281.523180 sec): 3 clusters Score: Raw -376002.560088 + Penalty 3057.889981 = -372944.670107 nChanged 63 SP:Iteration 17Q (8281.611681 sec): 3 clusters Score: Raw -376021.761240 + Penalty 3057.889981 = -372963.871259 nChanged 49 SP:Iteration 18Q (8281.704830 sec): 3 clusters Score: Raw -376038.397350 + Penalty 3057.889981 = -372980.507369 nChanged 65 SP:Iteration 19Q (8281.787810 sec): 3 clusters Score: Raw -376062.959127 + Penalty 3057.889981 = -373005.069146 nChanged 72 SP:Iteration 20F (8281.876133 sec): 3 clusters Score: Raw -376098.994247 + Penalty 3057.889981 = -373041.104266 nChanged 90 SP:Iteration 21Q (8281.966178 sec): 3 clusters Score: Raw -376140.343625 + Penalty 3057.889981 = -373082.453644 nChanged 82 SP:Iteration 22Q (8282.063407 sec): 3 clusters Score: Raw -376166.695555 + Penalty 3057.889981 = -373108.805574 nChanged 63 SP:Iteration 23Q (8282.153096 sec): 3 clusters Score: Raw -376187.098664 + Penalty 3057.889981 = -373129.208683 nChanged 63 SP:Iteration 24Q (8282.265823 sec): 3 clusters Score: Raw -376207.907229 + Penalty 3057.889981 = -373150.017248 nChanged 54 SP:Iteration 25Q (8282.364168 sec): 3 clusters Score: Raw -376225.422570 + Penalty 3057.889981 = -373167.532589 nChanged 57 SP:Iteration 26Q (8282.441908 sec): 3 clusters Score: Raw -376244.551454 + Penalty 3057.889981 = -373186.661472 nChanged 50 SP:Iteration 27Q (8282.531678 sec): 3 clusters Score: Raw -376260.629241 + Penalty 3057.889981 = -373202.739260 nChanged 54 SP:Iteration 28Q (8282.598204 sec): 3 clusters Score: Raw -376278.138298 + Penalty 3057.889981 = -373220.248317 nChanged 48 SP:Iteration 29Q (8282.681143 sec): 3 clusters Score: Raw -376294.377310 + Penalty 3057.889981 = -373236.487328 nChanged 46 SP:Iteration 30Q (8282.765665 sec): 3 clusters Score: Raw -376309.870363 + Penalty 3057.889981 = -373251.980382 nChanged 38 SP:Iteration 31Q (8282.865078 sec): 3 clusters Score: Raw -376320.301757 + Penalty 3057.889981 = -373262.411776 nChanged 35 SP:Iteration 32Q (8282.954970 sec): 3 clusters Score: Raw -376329.498601 + Penalty 3057.889981 = -373271.608620 nChanged 33 SP:Iteration 33Q (8283.027408 sec): 3 clusters Score: Raw -376337.736867 + Penalty 3057.889981 = -373279.846886 nChanged 29 SP:Iteration 34Q (8283.116532 sec): 3 clusters Score: Raw -376347.934242 + Penalty 3057.889981 = -373290.044261 nChanged 37 SP:Iteration 35Q (8283.223210 sec): 3 clusters Score: Raw -376359.304456 + Penalty 3057.889981 = -373301.414475 nChanged 32 SP:Iteration 36Q (8283.310824 sec): 3 clusters Score: Raw -376371.290671 + Penalty 3057.889981 = -373313.400690 nChanged 39 SP:Iteration 37Q (8283.384013 sec): 3 clusters Score: Raw -376384.623400 + Penalty 3057.889981 = -373326.733418 nChanged 46 SP:Iteration 38Q (8283.494241 sec): 3 clusters Score: Raw -376401.190047 + Penalty 3057.889981 = -373343.300066 nChanged 44 SP:Iteration 39Q (8283.566059 sec): 3 clusters Score: Raw -376417.852717 + Penalty 3057.889981 = -373359.962736 nChanged 46 SP:Iteration 40F (8283.662427 sec): 3 clusters Score: Raw -376434.166356 + Penalty 3057.889981 = -373376.276375 nChanged 39 SP:Iteration 41Q (8283.757954 sec): 3 clusters Score: Raw -376448.252348 + Penalty 3057.889981 = -373390.362367 nChanged 43 SP:Iteration 42Q (8283.830278 sec): 3 clusters Score: Raw -376465.524694 + Penalty 3057.889981 = -373407.634713 nChanged 43 SP:Iteration 43Q (8283.936975 sec): 3 clusters Score: Raw -376483.260838 + Penalty 3057.889981 = -373425.370856 nChanged 46 SP:Iteration 44Q (8284.030542 sec): 3 clusters Score: Raw -376498.479587 + Penalty 3057.889981 = -373440.589606 nChanged 36 SP:Iteration 45Q (8284.099567 sec): 3 clusters Score: Raw -376509.047885 + Penalty 3057.889981 = -373451.157904 nChanged 28 SP:Iteration 46Q (8284.189007 sec): 3 clusters Score: Raw -376515.859831 + Penalty 3057.889981 = -373457.969850 nChanged 24 SP:Iteration 47Q (8284.289373 sec): 3 clusters Score: Raw -376525.166692 + Penalty 3057.889981 = -373467.276711 nChanged 28 SP:Iteration 48Q (8284.377613 sec): 3 clusters Score: Raw -376536.195518 + Penalty 3057.889981 = -373478.305537 nChanged 35 SP:Iteration 49Q (8284.452596 sec): 3 clusters Score: Raw -376549.866490 + Penalty 3057.889981 = -373491.976509 nChanged 32 SP:Iteration 50Q (8284.543784 sec): 3 clusters Score: Raw -376563.778947 + Penalty 3057.889981 = -373505.888966 nChanged 33 SP:Iteration 51Q (8284.622209 sec): 3 clusters Score: Raw -376575.209772 + Penalty 3057.889981 = -373517.319791 nChanged 29 SP:Iteration 52Q (8284.719069 sec): 3 clusters Score: Raw -376586.907919 + Penalty 3057.889981 = -373529.017937 nChanged 31 SP:Iteration 53Q (8284.796254 sec): 3 clusters Score: Raw -376598.191923 + Penalty 3057.889981 = -373540.301942 nChanged 37 SP:Iteration 54Q (8284.884744 sec): 3 clusters Score: Raw -376611.316121 + Penalty 3057.889981 = -373553.426140 nChanged 33 SP:Iteration 55Q (8284.998843 sec): 3 clusters Score: Raw -376623.858659 + Penalty 3057.889981 = -373565.968678 nChanged 33 SP:Iteration 56Q (8285.093615 sec): 3 clusters Score: Raw -376635.590327 + Penalty 3057.889981 = -373577.700346 nChanged 30 SP:Iteration 57Q (8285.182574 sec): 3 clusters Score: Raw -376646.857029 + Penalty 3057.889981 = -373588.967048 nChanged 24 SP:Iteration 58Q (8285.278446 sec): 3 clusters Score: Raw -376656.441255 + Penalty 3057.889981 = -373598.551274 nChanged 31 SP:Iteration 59Q (8285.375626 sec): 3 clusters Score: Raw -376669.029377 + Penalty 3057.889981 = -373611.139396 nChanged 34 SP:Iteration 60F (8285.451672 sec): 3 clusters Score: Raw -376681.148132 + Penalty 3057.889981 = -373623.258151 nChanged 22 SP:Iteration 61Q (8285.548538 sec): 3 clusters Score: Raw -376691.006679 + Penalty 3057.889981 = -373633.116698 nChanged 26 SP:Iteration 62Q (8285.663183 sec): 3 clusters Score: Raw -376699.714923 + Penalty 3057.889981 = -373641.824942 nChanged 26 SP:Iteration 63Q (8285.761287 sec): 3 clusters Score: Raw -376708.616442 + Penalty 3057.889981 = -373650.726461 nChanged 24 SP:Iteration 64Q (8285.857054 sec): 3 clusters Score: Raw -376717.843665 + Penalty 3057.889981 = -373659.953684 nChanged 26 SP:Iteration 65Q (8285.949571 sec): 3 clusters Score: Raw -376729.210750 + Penalty 3057.889981 = -373671.320769 nChanged 35 SP:Iteration 66Q (8286.041242 sec): 3 clusters Score: Raw -376744.469765 + Penalty 3057.889981 = -373686.579784 nChanged 33 SP:Iteration 67Q (8286.133594 sec): 3 clusters Score: Raw -376755.205272 + Penalty 3057.889981 = -373697.315291 nChanged 31 SP:Iteration 68Q (8286.214934 sec): 3 clusters Score: Raw -376764.059662 + Penalty 3057.889981 = -373706.169680 nChanged 27 SP:Iteration 69Q (8286.311664 sec): 3 clusters Score: Raw -376773.272233 + Penalty 3057.889981 = -373715.382252 nChanged 27 SP:Iteration 70Q (8286.387764 sec): 3 clusters Score: Raw -376780.845723 + Penalty 3057.889981 = -373722.955742 nChanged 26 SP:Iteration 71Q (8286.506275 sec): 3 clusters Score: Raw -376790.581981 + Penalty 3057.889981 = -373732.692000 nChanged 26 SP:Iteration 72Q (8286.606622 sec): 3 clusters Score: Raw -376798.028925 + Penalty 3057.889981 = -373740.138944 nChanged 22 SP:Iteration 73Q (8286.717474 sec): 3 clusters Score: Raw -376805.049390 + Penalty 3057.889981 = -373747.159409 nChanged 23 SP:Iteration 74Q (8286.818180 sec): 3 clusters Score: Raw -376816.242819 + Penalty 3057.889981 = -373758.352838 nChanged 32 SP:Iteration 75Q (8286.939958 sec): 3 clusters Score: Raw -376830.404069 + Penalty 3057.889981 = -373772.514087 nChanged 21 SP:Iteration 76Q (8287.040041 sec): 3 clusters Score: Raw -376837.349841 + Penalty 3057.889981 = -373779.459860 nChanged 16 SP:Iteration 77Q (8287.140985 sec): 3 clusters Score: Raw -376843.565949 + Penalty 3057.889981 = -373785.675968 nChanged 23 SP:Iteration 78Q (8287.258634 sec): 3 clusters Score: Raw -376851.350255 + Penalty 3057.889981 = -373793.460274 nChanged 18 SP:Iteration 79Q (8287.364891 sec): 3 clusters Score: Raw -376860.400863 + Penalty 3057.889981 = -373802.510882 nChanged 31 SP:Iteration 80F (8287.463840 sec): 3 clusters Score: Raw -376873.541080 + Penalty 3057.889981 = -373815.651099 nChanged 30 SP:Iteration 81Q (8287.579193 sec): 3 clusters Score: Raw -376886.583442 + Penalty 3057.889981 = -373828.693461 nChanged 28 SP:Iteration 82Q (8287.689519 sec): 3 clusters Score: Raw -376897.887417 + Penalty 3057.889981 = -373839.997436 nChanged 25 SP:Iteration 83Q (8287.793150 sec): 3 clusters Score: Raw -376908.043103 + Penalty 3057.889981 = -373850.153122 nChanged 15 SP:Iteration 84Q (8287.890823 sec): 3 clusters Score: Raw -376912.571966 + Penalty 3057.889981 = -373854.681985 nChanged 17 SP:Iteration 85Q (8288.003546 sec): 3 clusters Score: Raw -376919.899795 + Penalty 3057.889981 = -373862.009814 nChanged 18 SP:Iteration 86Q (8288.096099 sec): 3 clusters Score: Raw -376926.885974 + Penalty 3057.889981 = -373868.995993 nChanged 22 SP:Iteration 87Q (8288.198157 sec): 3 clusters Score: Raw -376935.372555 + Penalty 3057.889981 = -373877.482574 nChanged 29 SP:Iteration 88Q (8288.326841 sec): 3 clusters Score: Raw -376946.985544 + Penalty 3057.889981 = -373889.095563 nChanged 29 SP:Iteration 89Q (8288.413131 sec): 3 clusters Score: Raw -376959.321128 + Penalty 3057.889981 = -373901.431147 nChanged 26 SP:Iteration 90Q (8288.522049 sec): 3 clusters Score: Raw -376969.757037 + Penalty 3057.889981 = -373911.867056 nChanged 24 SP:Iteration 91Q (8288.621197 sec): 3 clusters Score: Raw -376976.706104 + Penalty 3057.889981 = -373918.816123 nChanged 14 SP:Iteration 92Q (8288.723729 sec): 3 clusters Score: Raw -376981.411402 + Penalty 3057.889981 = -373923.521421 nChanged 18 SP:Iteration 93Q (8288.835881 sec): 3 clusters Score: Raw -376988.654127 + Penalty 3057.889981 = -373930.764146 nChanged 20 SP:Iteration 94Q (8288.917782 sec): 3 clusters Score: Raw -376996.035637 + Penalty 3057.889981 = -373938.145656 nChanged 23 SP:Iteration 95Q (8289.053583 sec): 3 clusters Score: Raw -377005.027657 + Penalty 3057.889981 = -373947.137676 nChanged 16 SP:Iteration 96Q (8289.160991 sec): 3 clusters Score: Raw -377010.991948 + Penalty 3057.889981 = -373953.101967 nChanged 12 SP:Iteration 97Q (8289.270534 sec): 3 clusters Score: Raw -377015.135974 + Penalty 3057.889981 = -373957.245993 nChanged 12 SP:Iteration 98Q (8289.393233 sec): 3 clusters Score: Raw -377018.183856 + Penalty 3057.889981 = -373960.293875 nChanged 10 SP:Iteration 99Q (8289.526589 sec): 3 clusters Score: Raw -377020.728859 + Penalty 3057.889981 = -373962.838878 nChanged 13 SP:Iteration 100F (8289.614531 sec): 3 clusters Score: Raw -377024.103182 + Penalty 3057.889981 = -373966.213201 nChanged 16 SP:Iteration 101Q (8289.748025 sec): 3 clusters Score: Raw -377030.306203 + Penalty 3057.889981 = -373972.416222 nChanged 23 SP:Iteration 102Q (8289.852476 sec): 3 clusters Score: Raw -377038.042695 + Penalty 3057.889981 = -373980.152713 nChanged 18 SP:Iteration 103Q (8290.000952 sec): 3 clusters Score: Raw -377044.295581 + Penalty 3057.889981 = -373986.405600 nChanged 21 SP:Iteration 104Q (8290.098189 sec): 3 clusters Score: Raw -377053.117512 + Penalty 3057.889981 = -373995.227531 nChanged 17 SP:Iteration 105Q (8290.201319 sec): 3 clusters Score: Raw -377061.285111 + Penalty 3057.889981 = -374003.395130 nChanged 19 SP:Iteration 106Q (8290.323025 sec): 3 clusters Score: Raw -377067.713689 + Penalty 3057.889981 = -374009.823708 nChanged 19 SP:Iteration 107Q (8290.455376 sec): 3 clusters Score: Raw -377074.330023 + Penalty 3057.889981 = -374016.440042 nChanged 19 SP:Iteration 108Q (8290.534408 sec): 3 clusters Score: Raw -377081.420113 + Penalty 3057.889981 = -374023.530132 nChanged 16 SP:Iteration 109Q (8290.651288 sec): 3 clusters Score: Raw -377087.040986 + Penalty 3057.889981 = -374029.151005 nChanged 18 SP:Iteration 110Q (8290.787936 sec): 3 clusters Score: Raw -377093.065044 + Penalty 3057.889981 = -374035.175063 nChanged 17 SP:Iteration 111Q (8290.895418 sec): 3 clusters Score: Raw -377097.188708 + Penalty 3057.889981 = -374039.298727 nChanged 11 SP:Iteration 112Q (8290.995642 sec): 3 clusters Score: Raw -377101.300163 + Penalty 3057.889981 = -374043.410182 nChanged 14 SP:Iteration 113Q (8291.123048 sec): 3 clusters Score: Raw -377106.295644 + Penalty 3057.889981 = -374048.405663 nChanged 16 SP:Iteration 114Q (8291.225927 sec): 3 clusters Score: Raw -377111.806285 + Penalty 3057.889981 = -374053.916304 nChanged 10 SP:Iteration 115Q (8291.332264 sec): 3 clusters Score: Raw -377115.841918 + Penalty 3057.889981 = -374057.951937 nChanged 9 SP:Iteration 116Q (8291.411467 sec): 3 clusters Score: Raw -377119.137282 + Penalty 3057.889981 = -374061.247301 nChanged 8 SP:Iteration 117Q (8291.490617 sec): 3 clusters Score: Raw -377120.844155 + Penalty 3057.889981 = -374062.954174 nChanged 3 SP:Iteration 118Q (8291.584821 sec): 3 clusters Score: Raw -377121.225926 + Penalty 3057.889981 = -374063.335945 nChanged 3 SP:Iteration 119Q (8291.681965 sec): 3 clusters Score: Raw -377122.058591 + Penalty 3057.889981 = -374064.168610 nChanged 1 SP:Iteration 120F (8291.775568 sec): 3 clusters Score: Raw -377122.116004 + Penalty 3057.889981 = -374064.226023 nChanged 0 Trying to split cluster 25 (4662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8291.848406 sec): 2 clusters Score: Raw -324900.068081 + Penalty 1482.483568 = -323417.584513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8291.953326 sec): 3 clusters Score: Raw -322541.526248 + Penalty 2964.967137 = -319576.559111 nChanged 1872 SP:Iteration 1F (8292.041975 sec): 3 clusters Score: Raw -323542.345343 + Penalty 2964.967137 = -320577.378206 nChanged 339 SP:Iteration 2F (8292.130059 sec): 3 clusters Score: Raw -323741.147677 + Penalty 2964.967137 = -320776.180540 nChanged 266 SP:Iteration 3F (8292.234730 sec): 3 clusters Score: Raw -323885.731641 + Penalty 2964.967137 = -320920.764504 nChanged 206 SP:Iteration 4Q (8292.337483 sec): 3 clusters Score: Raw -323992.385549 + Penalty 2964.967137 = -321027.418412 nChanged 192 SP:Iteration 5Q (8292.437624 sec): 3 clusters Score: Raw -324105.473782 + Penalty 2964.967137 = -321140.506645 nChanged 157 SP:Iteration 6Q (8292.536318 sec): 3 clusters Score: Raw -324189.451114 + Penalty 2964.967137 = -321224.483977 nChanged 148 SP:Iteration 7Q (8292.650532 sec): 3 clusters Score: Raw -324265.915214 + Penalty 2964.967137 = -321300.948078 nChanged 124 SP:Iteration 8Q (8292.760095 sec): 3 clusters Score: Raw -324319.123113 + Penalty 2964.967137 = -321354.155977 nChanged 118 SP:Iteration 9Q (8292.839426 sec): 3 clusters Score: Raw -324370.675483 + Penalty 2964.967137 = -321405.708346 nChanged 108 SP:Iteration 10Q (8292.930493 sec): 3 clusters Score: Raw -324422.872415 + Penalty 2964.967137 = -321457.905278 nChanged 110 SP:Iteration 11Q (8293.025516 sec): 3 clusters Score: Raw -324463.869490 + Penalty 2964.967137 = -321498.902353 nChanged 71 SP:Iteration 12Q (8293.116279 sec): 3 clusters Score: Raw -324489.519615 + Penalty 2964.967137 = -321524.552478 nChanged 58 SP:Iteration 13Q (8293.210867 sec): 3 clusters Score: Raw -324510.343025 + Penalty 2964.967137 = -321545.375888 nChanged 51 SP:Iteration 14Q (8293.300396 sec): 3 clusters Score: Raw -324525.107885 + Penalty 2964.967137 = -321560.140748 nChanged 35 SP:Iteration 15Q (8293.395441 sec): 3 clusters Score: Raw -324536.498528 + Penalty 2964.967137 = -321571.531391 nChanged 30 SP:Iteration 16Q (8293.495455 sec): 3 clusters Score: Raw -324544.542939 + Penalty 2964.967137 = -321579.575802 nChanged 31 SP:Iteration 17Q (8293.590448 sec): 3 clusters Score: Raw -324552.021153 + Penalty 2964.967137 = -321587.054016 nChanged 22 SP:Iteration 18Q (8293.689146 sec): 3 clusters Score: Raw -324557.246842 + Penalty 2964.967137 = -321592.279705 nChanged 28 SP:Iteration 19Q (8293.785485 sec): 3 clusters Score: Raw -324564.705673 + Penalty 2964.967137 = -321599.738537 nChanged 23 SP:Iteration 20F (8293.881693 sec): 3 clusters Score: Raw -324570.247799 + Penalty 2964.967137 = -321605.280662 nChanged 16 SP:Iteration 21Q (8293.979978 sec): 3 clusters Score: Raw -324575.185885 + Penalty 2964.967137 = -321610.218748 nChanged 18 SP:Iteration 22Q (8294.079289 sec): 3 clusters Score: Raw -324579.430308 + Penalty 2964.967137 = -321614.463171 nChanged 18 SP:Iteration 23Q (8294.175594 sec): 3 clusters Score: Raw -324583.089242 + Penalty 2964.967137 = -321618.122106 nChanged 17 SP:Iteration 24Q (8294.274931 sec): 3 clusters Score: Raw -324587.487797 + Penalty 2964.967137 = -321622.520660 nChanged 19 SP:Iteration 25Q (8294.373821 sec): 3 clusters Score: Raw -324591.510305 + Penalty 2964.967137 = -321626.543168 nChanged 18 SP:Iteration 26Q (8294.470912 sec): 3 clusters Score: Raw -324596.251725 + Penalty 2964.967137 = -321631.284589 nChanged 19 SP:Iteration 27Q (8294.568144 sec): 3 clusters Score: Raw -324601.587616 + Penalty 2964.967137 = -321636.620479 nChanged 26 SP:Iteration 28Q (8294.663968 sec): 3 clusters Score: Raw -324609.724584 + Penalty 2964.967137 = -321644.757448 nChanged 23 SP:Iteration 29Q (8294.757711 sec): 3 clusters Score: Raw -324618.053878 + Penalty 2964.967137 = -321653.086741 nChanged 43 SP:Iteration 30Q (8294.867902 sec): 3 clusters Score: Raw -324633.636463 + Penalty 2964.967137 = -321668.669326 nChanged 49 SP:Iteration 31Q (8294.965052 sec): 3 clusters Score: Raw -324651.022514 + Penalty 2964.967137 = -321686.055377 nChanged 50 SP:Iteration 32Q (8295.064242 sec): 3 clusters Score: Raw -324668.026867 + Penalty 2964.967137 = -321703.059730 nChanged 49 SP:Iteration 33Q (8295.139344 sec): 3 clusters Score: Raw -324690.042333 + Penalty 2964.967137 = -321725.075197 nChanged 60 SP:Iteration 34Q (8295.250643 sec): 3 clusters Score: Raw -324725.957024 + Penalty 2964.967137 = -321760.989888 nChanged 75 SP:Iteration 35Q (8295.344867 sec): 3 clusters Score: Raw -324766.394912 + Penalty 2964.967137 = -321801.427775 nChanged 67 SP:Iteration 36Q (8295.413902 sec): 3 clusters Score: Raw -324800.476117 + Penalty 2964.967137 = -321835.508980 nChanged 67 SP:Iteration 37Q (8295.501084 sec): 3 clusters Score: Raw -324831.401556 + Penalty 2964.967137 = -321866.434420 nChanged 69 SP:Iteration 38Q (8295.599324 sec): 3 clusters Score: Raw -324866.964699 + Penalty 2964.967137 = -321901.997563 nChanged 65 SP:Iteration 39Q (8295.692834 sec): 3 clusters Score: Raw -324895.151391 + Penalty 2964.967137 = -321930.184254 nChanged 69 SP:Iteration 40F (8295.758774 sec): 3 clusters Score: Raw -324929.983079 + Penalty 2964.967137 = -321965.015942 nChanged 71 SP:Iteration 41Q (8295.867199 sec): 3 clusters Score: Raw -324966.139226 + Penalty 2964.967137 = -322001.172089 nChanged 71 SP:Iteration 42Q (8295.960582 sec): 3 clusters Score: Raw -325001.697804 + Penalty 2964.967137 = -322036.730667 nChanged 64 SP:Iteration 43Q (8296.036295 sec): 3 clusters Score: Raw -325032.871873 + Penalty 2964.967137 = -322067.904737 nChanged 49 SP:Iteration 44Q (8296.147242 sec): 3 clusters Score: Raw -325052.754596 + Penalty 2964.967137 = -322087.787459 nChanged 40 SP:Iteration 45Q (8296.223678 sec): 3 clusters Score: Raw -325069.146556 + Penalty 2964.967137 = -322104.179419 nChanged 42 SP:Iteration 46Q (8296.334296 sec): 3 clusters Score: Raw -325085.409461 + Penalty 2964.967137 = -322120.442325 nChanged 37 SP:Iteration 47Q (8296.427719 sec): 3 clusters Score: Raw -325100.825372 + Penalty 2964.967137 = -322135.858235 nChanged 34 SP:Iteration 48Q (8296.494261 sec): 3 clusters Score: Raw -325114.262524 + Penalty 2964.967137 = -322149.295387 nChanged 32 SP:Iteration 49Q (8296.602168 sec): 3 clusters Score: Raw -325122.224895 + Penalty 2964.967137 = -322157.257758 nChanged 20 SP:Iteration 50Q (8296.688719 sec): 3 clusters Score: Raw -325129.574188 + Penalty 2964.967137 = -322164.607052 nChanged 14 SP:Iteration 51Q (8296.770752 sec): 3 clusters Score: Raw -325132.642338 + Penalty 2964.967137 = -322167.675201 nChanged 12 SP:Iteration 52Q (8296.849472 sec): 3 clusters Score: Raw -325135.894248 + Penalty 2964.967137 = -322170.927111 nChanged 16 SP:Iteration 53Q (8296.934864 sec): 3 clusters Score: Raw -325139.581752 + Penalty 2964.967137 = -322174.614615 nChanged 11 SP:Iteration 54Q (8297.020095 sec): 3 clusters Score: Raw -325143.019238 + Penalty 2964.967137 = -322178.052102 nChanged 14 SP:Iteration 55Q (8297.113184 sec): 3 clusters Score: Raw -325147.494429 + Penalty 2964.967137 = -322182.527292 nChanged 14 SP:Iteration 56Q (8297.207951 sec): 3 clusters Score: Raw -325151.607042 + Penalty 2964.967137 = -322186.639906 nChanged 12 SP:Iteration 57Q (8297.290761 sec): 3 clusters Score: Raw -325155.282544 + Penalty 2964.967137 = -322190.315407 nChanged 10 SP:Iteration 58Q (8297.389764 sec): 3 clusters Score: Raw -325158.787009 + Penalty 2964.967137 = -322193.819872 nChanged 14 SP:Iteration 59Q (8297.465349 sec): 3 clusters Score: Raw -325165.862604 + Penalty 2964.967137 = -322200.895468 nChanged 17 SP:Iteration 60F (8297.549183 sec): 3 clusters Score: Raw -325171.837447 + Penalty 2964.967137 = -322206.870310 nChanged 21 SP:Iteration 61Q (8297.645312 sec): 3 clusters Score: Raw -325177.231974 + Penalty 2964.967137 = -322212.264837 nChanged 14 SP:Iteration 62Q (8297.715419 sec): 3 clusters Score: Raw -325181.649774 + Penalty 2964.967137 = -322216.682638 nChanged 20 SP:Iteration 63Q (8297.794381 sec): 3 clusters Score: Raw -325188.004114 + Penalty 2964.967137 = -322223.036978 nChanged 17 SP:Iteration 64Q (8297.872124 sec): 3 clusters Score: Raw -325193.397025 + Penalty 2964.967137 = -322228.429888 nChanged 12 SP:Iteration 65Q (8297.962074 sec): 3 clusters Score: Raw -325196.656459 + Penalty 2964.967137 = -322231.689323 nChanged 14 SP:Iteration 66Q (8298.045257 sec): 3 clusters Score: Raw -325200.577070 + Penalty 2964.967137 = -322235.609934 nChanged 15 SP:Iteration 67Q (8298.133480 sec): 3 clusters Score: Raw -325204.658394 + Penalty 2964.967137 = -322239.691257 nChanged 11 SP:Iteration 68Q (8298.225451 sec): 3 clusters Score: Raw -325209.495029 + Penalty 2964.967137 = -322244.527892 nChanged 17 SP:Iteration 69Q (8298.323556 sec): 3 clusters Score: Raw -325216.084102 + Penalty 2964.967137 = -322251.116965 nChanged 19 SP:Iteration 70Q (8298.411546 sec): 3 clusters Score: Raw -325222.669242 + Penalty 2964.967137 = -322257.702105 nChanged 16 SP:Iteration 71Q (8298.507930 sec): 3 clusters Score: Raw -325227.605972 + Penalty 2964.967137 = -322262.638835 nChanged 15 SP:Iteration 72Q (8298.577947 sec): 3 clusters Score: Raw -325232.058250 + Penalty 2964.967137 = -322267.091113 nChanged 20 SP:Iteration 73Q (8298.676811 sec): 3 clusters Score: Raw -325237.716766 + Penalty 2964.967137 = -322272.749629 nChanged 18 SP:Iteration 74Q (8298.769436 sec): 3 clusters Score: Raw -325244.290974 + Penalty 2964.967137 = -322279.323838 nChanged 24 SP:Iteration 75Q (8298.861555 sec): 3 clusters Score: Raw -325251.752570 + Penalty 2964.967137 = -322286.785433 nChanged 20 SP:Iteration 76Q (8298.955411 sec): 3 clusters Score: Raw -325259.272896 + Penalty 2964.967137 = -322294.305759 nChanged 25 SP:Iteration 77Q (8299.041316 sec): 3 clusters Score: Raw -325269.630128 + Penalty 2964.967137 = -322304.662991 nChanged 31 SP:Iteration 78Q (8299.128244 sec): 3 clusters Score: Raw -325282.281404 + Penalty 2964.967137 = -322317.314268 nChanged 28 SP:Iteration 79Q (8299.216033 sec): 3 clusters Score: Raw -325292.156963 + Penalty 2964.967137 = -322327.189827 nChanged 32 SP:Iteration 80F (8299.308446 sec): 3 clusters Score: Raw -325304.124096 + Penalty 2964.967137 = -322339.156959 nChanged 28 SP:Iteration 81Q (8299.399944 sec): 3 clusters Score: Raw -325319.870000 + Penalty 2964.967137 = -322354.902863 nChanged 35 SP:Iteration 82Q (8299.471226 sec): 3 clusters Score: Raw -325334.735768 + Penalty 2964.967137 = -322369.768632 nChanged 36 SP:Iteration 83Q (8299.577337 sec): 3 clusters Score: Raw -325350.263410 + Penalty 2964.967137 = -322385.296273 nChanged 37 SP:Iteration 84Q (8299.671129 sec): 3 clusters Score: Raw -325367.010852 + Penalty 2964.967137 = -322402.043715 nChanged 35 SP:Iteration 85Q (8299.755868 sec): 3 clusters Score: Raw -325389.292691 + Penalty 2964.967137 = -322424.325554 nChanged 43 SP:Iteration 86Q (8299.832876 sec): 3 clusters Score: Raw -325420.233765 + Penalty 2964.967137 = -322455.266629 nChanged 57 SP:Iteration 87Q (8299.928920 sec): 3 clusters Score: Raw -325459.369271 + Penalty 2964.967137 = -322494.402134 nChanged 71 SP:Iteration 88Q (8300.023988 sec): 3 clusters Score: Raw -325510.147795 + Penalty 2964.967137 = -322545.180658 nChanged 79 SP:Iteration 89Q (8300.114285 sec): 3 clusters Score: Raw -325565.355954 + Penalty 2964.967137 = -322600.388817 nChanged 80 SP:Iteration 90Q (8300.211791 sec): 3 clusters Score: Raw -325609.926450 + Penalty 2964.967137 = -322644.959313 nChanged 66 SP:Iteration 91Q (8300.297088 sec): 3 clusters Score: Raw -325650.533928 + Penalty 2964.967137 = -322685.566791 nChanged 64 SP:Iteration 92Q (8300.362920 sec): 3 clusters Score: Raw -325683.752652 + Penalty 2964.967137 = -322718.785516 nChanged 55 SP:Iteration 93Q (8300.458284 sec): 3 clusters Score: Raw -325711.605783 + Penalty 2964.967137 = -322746.638646 nChanged 44 SP:Iteration 94Q (8300.541672 sec): 3 clusters Score: Raw -325734.801182 + Penalty 2964.967137 = -322769.834045 nChanged 46 SP:Iteration 95Q (8300.629036 sec): 3 clusters Score: Raw -325758.461138 + Penalty 2964.967137 = -322793.494001 nChanged 42 SP:Iteration 96Q (8300.701309 sec): 3 clusters Score: Raw -325779.259412 + Penalty 2964.967137 = -322814.292275 nChanged 42 SP:Iteration 97Q (8300.785823 sec): 3 clusters Score: Raw -325798.907041 + Penalty 2964.967137 = -322833.939904 nChanged 32 SP:Iteration 98Q (8300.888588 sec): 3 clusters Score: Raw -325812.637987 + Penalty 2964.967137 = -322847.670851 nChanged 33 SP:Iteration 99Q (8300.976744 sec): 3 clusters Score: Raw -325828.765425 + Penalty 2964.967137 = -322863.798289 nChanged 33 SP:Iteration 100F (8301.047069 sec): 3 clusters Score: Raw -325842.111733 + Penalty 2964.967137 = -322877.144596 nChanged 29 SP:Iteration 101Q (8301.134413 sec): 3 clusters Score: Raw -325852.823926 + Penalty 2964.967137 = -322887.856789 nChanged 23 SP:Iteration 102Q (8301.225105 sec): 3 clusters Score: Raw -325861.734543 + Penalty 2964.967137 = -322896.767406 nChanged 16 SP:Iteration 103Q (8301.300526 sec): 3 clusters Score: Raw -325866.493578 + Penalty 2964.967137 = -322901.526441 nChanged 16 SP:Iteration 104Q (8301.402780 sec): 3 clusters Score: Raw -325871.635142 + Penalty 2964.967137 = -322906.668006 nChanged 14 SP:Iteration 105Q (8301.472567 sec): 3 clusters Score: Raw -325876.379670 + Penalty 2964.967137 = -322911.412533 nChanged 18 SP:Iteration 106Q (8301.564045 sec): 3 clusters Score: Raw -325882.092471 + Penalty 2964.967137 = -322917.125334 nChanged 12 SP:Iteration 107Q (8301.661323 sec): 3 clusters Score: Raw -325885.877555 + Penalty 2964.967137 = -322920.910418 nChanged 12 SP:Iteration 108Q (8301.751283 sec): 3 clusters Score: Raw -325889.817698 + Penalty 2964.967137 = -322924.850561 nChanged 11 SP:Iteration 109Q (8301.837838 sec): 3 clusters Score: Raw -325893.255321 + Penalty 2964.967137 = -322928.288184 nChanged 8 SP:Iteration 110Q (8301.907211 sec): 3 clusters Score: Raw -325896.059343 + Penalty 2964.967137 = -322931.092206 nChanged 9 SP:Iteration 111Q (8302.010801 sec): 3 clusters Score: Raw -325898.522914 + Penalty 2964.967137 = -322933.555777 nChanged 3 SP:Iteration 112Q (8302.094314 sec): 3 clusters Score: Raw -325899.208180 + Penalty 2964.967137 = -322934.241044 nChanged 3 SP:Iteration 113Q (8302.164994 sec): 3 clusters Score: Raw -325900.169774 + Penalty 2964.967137 = -322935.202637 nChanged 6 SP:Iteration 114Q (8302.271338 sec): 3 clusters Score: Raw -325901.255109 + Penalty 2964.967137 = -322936.287972 nChanged 3 SP:Iteration 115Q (8302.355843 sec): 3 clusters Score: Raw -325901.846632 + Penalty 2964.967137 = -322936.879496 nChanged 2 SP:Iteration 116Q (8302.428034 sec): 3 clusters Score: Raw -325902.194355 + Penalty 2964.967137 = -322937.227218 nChanged 0 SP:Iteration 117F (8302.503816 sec): 3 clusters Score: Raw -325902.194355 + Penalty 2964.967137 = -322937.227218 nChanged 0 Trying to split cluster 26 (509 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8302.562664 sec): 2 clusters Score: Raw -31776.786167 + Penalty 1093.794627 = -30682.991541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8302.631872 sec): 3 clusters Score: Raw -31825.752341 + Penalty 2187.589254 = -29638.163087 nChanged 117 SP:Iteration 1F (8302.728651 sec): 3 clusters Score: Raw -32073.837550 + Penalty 2187.589254 = -29886.248297 nChanged 48 SP:Iteration 2F (8302.812643 sec): 3 clusters Score: Raw -32175.753651 + Penalty 2187.589254 = -29988.164397 nChanged 21 SP:Iteration 3Q (8302.887484 sec): 3 clusters Score: Raw -32225.759979 + Penalty 2187.589254 = -30038.170725 nChanged 11 SP:Iteration 4Q (8302.957093 sec): 3 clusters Score: Raw -32270.195246 + Penalty 2187.589254 = -30082.605992 nChanged 14 SP:Iteration 5Q (8303.029238 sec): 3 clusters Score: Raw -32330.972529 + Penalty 2187.589254 = -30143.383275 nChanged 13 SP:Iteration 6Q (8303.123902 sec): 3 clusters Score: Raw -32386.090122 + Penalty 2187.589254 = -30198.500868 nChanged 7 SP:Iteration 7Q (8303.197002 sec): 3 clusters Score: Raw -32414.115682 + Penalty 2187.589254 = -30226.526428 nChanged 4 SP:Iteration 8Q (8303.278255 sec): 3 clusters Score: Raw -32427.672725 + Penalty 2187.589254 = -30240.083471 nChanged 2 SP:Iteration 9Q (8303.362234 sec): 3 clusters Score: Raw -32430.477029 + Penalty 2187.589254 = -30242.887775 nChanged 0 SP:Iteration 10F (8303.442634 sec): 3 clusters Score: Raw -32430.477029 + Penalty 2187.589254 = -30242.887775 nChanged 0 Trying to split cluster 27 (5386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8303.498429 sec): 2 clusters Score: Raw -324505.113817 + Penalty 1507.818477 = -322997.295340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8303.593822 sec): 3 clusters Score: Raw -321746.854444 + Penalty 3015.636954 = -318731.217490 nChanged 2190 SP:Iteration 1F (8303.689887 sec): 3 clusters Score: Raw -322969.347285 + Penalty 3015.636954 = -319953.710331 nChanged 421 SP:Iteration 2F (8303.788821 sec): 3 clusters Score: Raw -323246.896788 + Penalty 3015.636954 = -320231.259834 nChanged 347 SP:Iteration 3F (8303.869272 sec): 3 clusters Score: Raw -323485.593701 + Penalty 3015.636954 = -320469.956747 nChanged 279 SP:Iteration 4F (8303.977548 sec): 3 clusters Score: Raw -323678.394125 + Penalty 3015.636954 = -320662.757171 nChanged 248 SP:Iteration 5Q (8304.086733 sec): 3 clusters Score: Raw -323878.181231 + Penalty 3015.636954 = -320862.544277 nChanged 258 SP:Iteration 6Q (8304.212086 sec): 3 clusters Score: Raw -324099.718881 + Penalty 3015.636954 = -321084.081927 nChanged 228 SP:Iteration 7Q (8304.294702 sec): 3 clusters Score: Raw -324327.191190 + Penalty 3015.636954 = -321311.554236 nChanged 231 SP:Iteration 8Q (8304.400785 sec): 3 clusters Score: Raw -324525.144730 + Penalty 3015.636954 = -321509.507776 nChanged 192 SP:Iteration 9Q (8304.507700 sec): 3 clusters Score: Raw -324686.387873 + Penalty 3015.636954 = -321670.750919 nChanged 187 SP:Iteration 10Q (8304.596966 sec): 3 clusters Score: Raw -324843.543067 + Penalty 3015.636954 = -321827.906113 nChanged 163 SP:Iteration 11Q (8304.696388 sec): 3 clusters Score: Raw -324977.273322 + Penalty 3015.636954 = -321961.636368 nChanged 141 SP:Iteration 12Q (8304.805710 sec): 3 clusters Score: Raw -325087.233880 + Penalty 3015.636954 = -322071.596926 nChanged 133 SP:Iteration 13Q (8304.929184 sec): 3 clusters Score: Raw -325206.017808 + Penalty 3015.636954 = -322190.380854 nChanged 125 SP:Iteration 14Q (8305.021774 sec): 3 clusters Score: Raw -325329.468567 + Penalty 3015.636954 = -322313.831613 nChanged 107 SP:Iteration 15Q (8305.146698 sec): 3 clusters Score: Raw -325444.414807 + Penalty 3015.636954 = -322428.777853 nChanged 100 SP:Iteration 16Q (8305.258089 sec): 3 clusters Score: Raw -325540.599493 + Penalty 3015.636954 = -322524.962539 nChanged 73 SP:Iteration 17Q (8305.363411 sec): 3 clusters Score: Raw -325608.914278 + Penalty 3015.636954 = -322593.277325 nChanged 70 SP:Iteration 18Q (8305.490814 sec): 3 clusters Score: Raw -325670.930373 + Penalty 3015.636954 = -322655.293419 nChanged 51 SP:Iteration 19Q (8305.622323 sec): 3 clusters Score: Raw -325705.401124 + Penalty 3015.636954 = -322689.764170 nChanged 37 SP:Iteration 20F (8305.719092 sec): 3 clusters Score: Raw -325724.826022 + Penalty 3015.636954 = -322709.189068 nChanged 25 SP:Iteration 21Q (8305.835876 sec): 3 clusters Score: Raw -325733.030506 + Penalty 3015.636954 = -322717.393552 nChanged 13 SP:Iteration 22Q (8305.964524 sec): 3 clusters Score: Raw -325738.338881 + Penalty 3015.636954 = -322722.701927 nChanged 20 SP:Iteration 23Q (8306.073785 sec): 3 clusters Score: Raw -325746.091405 + Penalty 3015.636954 = -322730.454451 nChanged 15 SP:Iteration 24Q (8306.183247 sec): 3 clusters Score: Raw -325750.933940 + Penalty 3015.636954 = -322735.296986 nChanged 13 SP:Iteration 25Q (8306.290116 sec): 3 clusters Score: Raw -325755.914949 + Penalty 3015.636954 = -322740.277995 nChanged 13 SP:Iteration 26Q (8306.399787 sec): 3 clusters Score: Raw -325760.362867 + Penalty 3015.636954 = -322744.725913 nChanged 12 SP:Iteration 27Q (8306.507683 sec): 3 clusters Score: Raw -325764.716936 + Penalty 3015.636954 = -322749.079982 nChanged 9 SP:Iteration 28Q (8306.612935 sec): 3 clusters Score: Raw -325766.736202 + Penalty 3015.636954 = -322751.099248 nChanged 6 SP:Iteration 29Q (8306.714934 sec): 3 clusters Score: Raw -325768.255546 + Penalty 3015.636954 = -322752.618592 nChanged 4 SP:Iteration 30Q (8306.813976 sec): 3 clusters Score: Raw -325769.054629 + Penalty 3015.636954 = -322753.417675 nChanged 2 SP:Iteration 31Q (8306.921737 sec): 3 clusters Score: Raw -325769.300944 + Penalty 3015.636954 = -322753.663990 nChanged 1 SP:Iteration 32Q (8307.025062 sec): 3 clusters Score: Raw -325769.520106 + Penalty 3015.636954 = -322753.883152 nChanged 2 SP:Iteration 33Q (8307.122208 sec): 3 clusters Score: Raw -325769.988099 + Penalty 3015.636954 = -322754.351145 nChanged 1 SP:Iteration 34Q (8307.221595 sec): 3 clusters Score: Raw -325770.307924 + Penalty 3015.636954 = -322754.670970 nChanged 2 SP:Iteration 35Q (8307.340937 sec): 3 clusters Score: Raw -325771.119173 + Penalty 3015.636954 = -322755.482219 nChanged 3 SP:Iteration 36Q (8307.456077 sec): 3 clusters Score: Raw -325771.921268 + Penalty 3015.636954 = -322756.284314 nChanged 3 SP:Iteration 37Q (8307.557795 sec): 3 clusters Score: Raw -325772.631267 + Penalty 3015.636954 = -322756.994313 nChanged 4 SP:Iteration 38Q (8307.660242 sec): 3 clusters Score: Raw -325773.747450 + Penalty 3015.636954 = -322758.110496 nChanged 4 SP:Iteration 39Q (8307.739566 sec): 3 clusters Score: Raw -325775.232647 + Penalty 3015.636954 = -322759.595693 nChanged 4 SP:Iteration 40F (8307.817533 sec): 3 clusters Score: Raw -325776.415163 + Penalty 3015.636954 = -322760.778209 nChanged 0 Trying to split cluster 28 (2518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8307.879926 sec): 2 clusters Score: Raw -152906.127920 + Penalty 1374.379148 = -151531.748772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8307.966237 sec): 3 clusters Score: Raw -151766.339495 + Penalty 2748.758295 = -149017.581200 nChanged 871 SP:Iteration 1F (8308.046905 sec): 3 clusters Score: Raw -152320.764343 + Penalty 2748.758295 = -149572.006048 nChanged 204 SP:Iteration 2F (8308.140645 sec): 3 clusters Score: Raw -152508.582995 + Penalty 2748.758295 = -149759.824700 nChanged 164 SP:Iteration 3F (8308.225142 sec): 3 clusters Score: Raw -152667.791764 + Penalty 2748.758295 = -149919.033469 nChanged 146 SP:Iteration 4F (8308.306729 sec): 3 clusters Score: Raw -152826.313228 + Penalty 2748.758295 = -150077.554933 nChanged 126 SP:Iteration 5F (8308.387956 sec): 3 clusters Score: Raw -152958.326327 + Penalty 2748.758295 = -150209.568031 nChanged 114 SP:Iteration 6Q (8308.463001 sec): 3 clusters Score: Raw -153095.951383 + Penalty 2748.758295 = -150347.193088 nChanged 96 SP:Iteration 7Q (8308.549592 sec): 3 clusters Score: Raw -153209.972861 + Penalty 2748.758295 = -150461.214566 nChanged 91 SP:Iteration 8Q (8308.629441 sec): 3 clusters Score: Raw -153313.460204 + Penalty 2748.758295 = -150564.701909 nChanged 86 SP:Iteration 9Q (8308.706009 sec): 3 clusters Score: Raw -153405.504230 + Penalty 2748.758295 = -150656.745935 nChanged 74 SP:Iteration 10Q (8308.795647 sec): 3 clusters Score: Raw -153473.692130 + Penalty 2748.758295 = -150724.933834 nChanged 61 SP:Iteration 11Q (8308.876622 sec): 3 clusters Score: Raw -153531.086698 + Penalty 2748.758295 = -150782.328402 nChanged 45 SP:Iteration 12Q (8308.953511 sec): 3 clusters Score: Raw -153565.289365 + Penalty 2748.758295 = -150816.531070 nChanged 36 SP:Iteration 13Q (8309.041311 sec): 3 clusters Score: Raw -153588.830839 + Penalty 2748.758295 = -150840.072544 nChanged 26 SP:Iteration 14Q (8309.139607 sec): 3 clusters Score: Raw -153603.477455 + Penalty 2748.758295 = -150854.719159 nChanged 18 SP:Iteration 15Q (8309.235998 sec): 3 clusters Score: Raw -153612.948014 + Penalty 2748.758295 = -150864.189718 nChanged 13 SP:Iteration 16Q (8309.314878 sec): 3 clusters Score: Raw -153622.187429 + Penalty 2748.758295 = -150873.429133 nChanged 12 SP:Iteration 17Q (8309.398240 sec): 3 clusters Score: Raw -153628.674144 + Penalty 2748.758295 = -150879.915849 nChanged 16 SP:Iteration 18Q (8309.471121 sec): 3 clusters Score: Raw -153637.670685 + Penalty 2748.758295 = -150888.912390 nChanged 13 SP:Iteration 19Q (8309.551956 sec): 3 clusters Score: Raw -153644.749900 + Penalty 2748.758295 = -150895.991605 nChanged 14 SP:Iteration 20F (8309.647570 sec): 3 clusters Score: Raw -153651.097798 + Penalty 2748.758295 = -150902.339503 nChanged 9 SP:Iteration 21Q (8309.738584 sec): 3 clusters Score: Raw -153654.972446 + Penalty 2748.758295 = -150906.214150 nChanged 6 SP:Iteration 22Q (8309.805964 sec): 3 clusters Score: Raw -153656.656871 + Penalty 2748.758295 = -150907.898576 nChanged 1 SP:Iteration 23Q (8309.907239 sec): 3 clusters Score: Raw -153656.868428 + Penalty 2748.758295 = -150908.110132 nChanged 0 SP:Iteration 24F (8309.978529 sec): 3 clusters Score: Raw -153656.868428 + Penalty 2748.758295 = -150908.110132 nChanged 0 Trying to split cluster 29 (3715 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8310.054858 sec): 2 clusters Score: Raw -198558.862458 + Penalty 1442.633509 = -197116.228948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8310.125522 sec): 3 clusters Score: Raw -196768.898407 + Penalty 2885.267019 = -193883.631388 nChanged 1471 SP:Iteration 1F (8310.204917 sec): 3 clusters Score: Raw -197702.273122 + Penalty 2885.267019 = -194817.006103 nChanged 350 SP:Iteration 2F (8310.297864 sec): 3 clusters Score: Raw -197993.595088 + Penalty 2885.267019 = -195108.328069 nChanged 282 SP:Iteration 3F (8310.386803 sec): 3 clusters Score: Raw -198286.428419 + Penalty 2885.267019 = -195401.161400 nChanged 279 SP:Iteration 4F (8310.477521 sec): 3 clusters Score: Raw -198648.992782 + Penalty 2885.267019 = -195763.725763 nChanged 271 SP:Iteration 5F (8310.563029 sec): 3 clusters Score: Raw -198982.947915 + Penalty 2885.267019 = -196097.680896 nChanged 208 SP:Iteration 6F (8310.641081 sec): 3 clusters Score: Raw -199207.114112 + Penalty 2885.267019 = -196321.847093 nChanged 195 SP:Iteration 7F (8310.732425 sec): 3 clusters Score: Raw -199370.438711 + Penalty 2885.267019 = -196485.171692 nChanged 147 SP:Iteration 8Q (8310.822594 sec): 3 clusters Score: Raw -199483.193117 + Penalty 2885.267019 = -196597.926098 nChanged 113 SP:Iteration 9Q (8310.902380 sec): 3 clusters Score: Raw -199552.402336 + Penalty 2885.267019 = -196667.135317 nChanged 84 SP:Iteration 10Q (8310.970251 sec): 3 clusters Score: Raw -199608.546743 + Penalty 2885.267019 = -196723.279724 nChanged 68 SP:Iteration 11Q (8311.073213 sec): 3 clusters Score: Raw -199648.674112 + Penalty 2885.267019 = -196763.407093 nChanged 60 SP:Iteration 12Q (8311.129195 sec): 3 clusters Score: Raw -199688.507135 + Penalty 2885.267019 = -196803.240116 nChanged 55 SP:Iteration 13Q (8311.208271 sec): 3 clusters Score: Raw -199729.795487 + Penalty 2885.267019 = -196844.528468 nChanged 58 SP:Iteration 14Q (8311.313513 sec): 3 clusters Score: Raw -199759.965440 + Penalty 2885.267019 = -196874.698421 nChanged 42 SP:Iteration 15Q (8311.387121 sec): 3 clusters Score: Raw -199777.447593 + Penalty 2885.267019 = -196892.180574 nChanged 29 SP:Iteration 16Q (8311.496891 sec): 3 clusters Score: Raw -199790.940657 + Penalty 2885.267019 = -196905.673638 nChanged 19 SP:Iteration 17Q (8311.576725 sec): 3 clusters Score: Raw -199798.378295 + Penalty 2885.267019 = -196913.111276 nChanged 17 SP:Iteration 18Q (8311.656655 sec): 3 clusters Score: Raw -199804.970378 + Penalty 2885.267019 = -196919.703359 nChanged 13 SP:Iteration 19Q (8311.756628 sec): 3 clusters Score: Raw -199811.576860 + Penalty 2885.267019 = -196926.309841 nChanged 11 SP:Iteration 20F (8311.841585 sec): 3 clusters Score: Raw -199814.666636 + Penalty 2885.267019 = -196929.399617 nChanged 6 SP:Iteration 21Q (8311.911515 sec): 3 clusters Score: Raw -199816.532272 + Penalty 2885.267019 = -196931.265253 nChanged 8 SP:Iteration 22Q (8312.007410 sec): 3 clusters Score: Raw -199818.960988 + Penalty 2885.267019 = -196933.693969 nChanged 1 SP:Iteration 23Q (8312.085186 sec): 3 clusters Score: Raw -199819.191064 + Penalty 2885.267019 = -196933.924045 nChanged 0 SP:Iteration 24F (8312.169052 sec): 3 clusters Score: Raw -199819.191064 + Penalty 2885.267019 = -196933.924045 nChanged 0 Trying to split cluster 30 (5117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8312.238494 sec): 2 clusters Score: Raw -336959.693306 + Penalty 1498.826793 = -335460.866513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8312.330316 sec): 3 clusters Score: Raw -334292.422016 + Penalty 2997.653587 = -331294.768429 nChanged 2032 SP:Iteration 1F (8312.419863 sec): 3 clusters Score: Raw -335394.533991 + Penalty 2997.653587 = -332396.880404 nChanged 335 SP:Iteration 2F (8312.504547 sec): 3 clusters Score: Raw -335571.956314 + Penalty 2997.653587 = -332574.302728 nChanged 263 SP:Iteration 3F (8312.599451 sec): 3 clusters Score: Raw -335700.935500 + Penalty 2997.653587 = -332703.281913 nChanged 230 SP:Iteration 4Q (8312.694109 sec): 3 clusters Score: Raw -335824.525299 + Penalty 2997.653587 = -332826.871712 nChanged 227 SP:Iteration 5Q (8312.783206 sec): 3 clusters Score: Raw -335968.376395 + Penalty 2997.653587 = -332970.722808 nChanged 219 SP:Iteration 6Q (8312.858788 sec): 3 clusters Score: Raw -336140.336718 + Penalty 2997.653587 = -333142.683131 nChanged 238 SP:Iteration 7Q (8312.893405 sec): 3 clusters Score: Raw -336343.822167 + Penalty 2997.653587 = -333346.168580 nChanged 268 SP:Iteration 8F (8312.926732 sec): 3 clusters Score: Raw -336563.676563 + Penalty 2997.653587 = -333566.022976 nChanged 256 SP:Iteration 9F (8312.959825 sec): 3 clusters Score: Raw -336773.010022 + Penalty 2997.653587 = -333775.356436 nChanged 246 SP:Iteration 10Q (8312.993730 sec): 3 clusters Score: Raw -336947.931633 + Penalty 2997.653587 = -333950.278046 nChanged 203 SP:Iteration 11Q (8313.050414 sec): 3 clusters Score: Raw -337093.193428 + Penalty 2997.653587 = -334095.539841 nChanged 161 SP:Iteration 12Q (8313.083128 sec): 3 clusters Score: Raw -337192.854475 + Penalty 2997.653587 = -334195.200888 nChanged 134 SP:Iteration 13Q (8313.116979 sec): 3 clusters Score: Raw -337268.827493 + Penalty 2997.653587 = -334271.173906 nChanged 105 SP:Iteration 14Q (8313.150733 sec): 3 clusters Score: Raw -337331.299488 + Penalty 2997.653587 = -334333.645901 nChanged 89 SP:Iteration 15Q (8313.184878 sec): 3 clusters Score: Raw -337376.288906 + Penalty 2997.653587 = -334378.635320 nChanged 66 SP:Iteration 16Q (8313.302022 sec): 3 clusters Score: Raw -337406.523006 + Penalty 2997.653587 = -334408.869419 nChanged 61 SP:Iteration 17Q (8313.399367 sec): 3 clusters Score: Raw -337437.480106 + Penalty 2997.653587 = -334439.826519 nChanged 50 SP:Iteration 18Q (8313.496430 sec): 3 clusters Score: Raw -337458.917124 + Penalty 2997.653587 = -334461.263537 nChanged 41 SP:Iteration 19Q (8313.573080 sec): 3 clusters Score: Raw -337477.241539 + Penalty 2997.653587 = -334479.587952 nChanged 42 SP:Iteration 20F (8313.689787 sec): 3 clusters Score: Raw -337491.635422 + Penalty 2997.653587 = -334493.981835 nChanged 28 SP:Iteration 21Q (8313.785624 sec): 3 clusters Score: Raw -337502.032826 + Penalty 2997.653587 = -334504.379239 nChanged 21 SP:Iteration 22Q (8313.878916 sec): 3 clusters Score: Raw -337512.939964 + Penalty 2997.653587 = -334515.286377 nChanged 19 SP:Iteration 23Q (8313.970472 sec): 3 clusters Score: Raw -337520.682067 + Penalty 2997.653587 = -334523.028481 nChanged 16 SP:Iteration 24Q (8314.055270 sec): 3 clusters Score: Raw -337526.384270 + Penalty 2997.653587 = -334528.730684 nChanged 14 SP:Iteration 25Q (8314.134537 sec): 3 clusters Score: Raw -337530.147481 + Penalty 2997.653587 = -334532.493894 nChanged 14 SP:Iteration 26Q (8314.225163 sec): 3 clusters Score: Raw -337534.769592 + Penalty 2997.653587 = -334537.116005 nChanged 17 SP:Iteration 27Q (8314.308823 sec): 3 clusters Score: Raw -337540.321392 + Penalty 2997.653587 = -334542.667806 nChanged 12 SP:Iteration 28Q (8314.396192 sec): 3 clusters Score: Raw -337546.368172 + Penalty 2997.653587 = -334548.714585 nChanged 13 SP:Iteration 29Q (8314.480288 sec): 3 clusters Score: Raw -337553.047931 + Penalty 2997.653587 = -334555.394344 nChanged 14 SP:Iteration 30Q (8314.571100 sec): 3 clusters Score: Raw -337557.536280 + Penalty 2997.653587 = -334559.882693 nChanged 11 SP:Iteration 31Q (8314.665327 sec): 3 clusters Score: Raw -337561.137340 + Penalty 2997.653587 = -334563.483753 nChanged 8 SP:Iteration 32Q (8314.739728 sec): 3 clusters Score: Raw -337563.422608 + Penalty 2997.653587 = -334565.769021 nChanged 6 SP:Iteration 33Q (8314.849583 sec): 3 clusters Score: Raw -337565.523283 + Penalty 2997.653587 = -334567.869696 nChanged 8 SP:Iteration 34Q (8314.938077 sec): 3 clusters Score: Raw -337569.427425 + Penalty 2997.653587 = -334571.773838 nChanged 12 SP:Iteration 35Q (8315.005276 sec): 3 clusters Score: Raw -337572.946887 + Penalty 2997.653587 = -334575.293300 nChanged 9 SP:Iteration 36Q (8315.109952 sec): 3 clusters Score: Raw -337575.952592 + Penalty 2997.653587 = -334578.299006 nChanged 8 SP:Iteration 37Q (8315.204514 sec): 3 clusters Score: Raw -337579.166182 + Penalty 2997.653587 = -334581.512595 nChanged 9 SP:Iteration 38Q (8315.287882 sec): 3 clusters Score: Raw -337582.274653 + Penalty 2997.653587 = -334584.621066 nChanged 9 SP:Iteration 39Q (8315.380051 sec): 3 clusters Score: Raw -337585.899505 + Penalty 2997.653587 = -334588.245918 nChanged 10 SP:Iteration 40F (8315.470747 sec): 3 clusters Score: Raw -337588.948235 + Penalty 2997.653587 = -334591.294649 nChanged 10 SP:Iteration 41Q (8315.544612 sec): 3 clusters Score: Raw -337591.985452 + Penalty 2997.653587 = -334594.331865 nChanged 11 SP:Iteration 42Q (8315.647784 sec): 3 clusters Score: Raw -337594.533568 + Penalty 2997.653587 = -334596.879982 nChanged 5 SP:Iteration 43Q (8315.737153 sec): 3 clusters Score: Raw -337595.323364 + Penalty 2997.653587 = -334597.669777 nChanged 4 SP:Iteration 44Q (8315.809337 sec): 3 clusters Score: Raw -337596.523251 + Penalty 2997.653587 = -334598.869664 nChanged 2 SP:Iteration 45Q (8315.920233 sec): 3 clusters Score: Raw -337596.778631 + Penalty 2997.653587 = -334599.125044 nChanged 1 SP:Iteration 46Q (8315.990338 sec): 3 clusters Score: Raw -337596.909648 + Penalty 2997.653587 = -334599.256062 nChanged 0 SP:Iteration 47F (8316.081887 sec): 3 clusters Score: Raw -337596.909648 + Penalty 2997.653587 = -334599.256062 nChanged 0 Trying to split cluster 31 (8145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8316.145394 sec): 2 clusters Score: Raw -529557.755180 + Penalty 1580.405496 = -527977.349684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8316.265087 sec): 3 clusters Score: Raw -525093.149250 + Penalty 3160.810992 = -521932.338258 nChanged 3444 SP:Iteration 1F (8316.368449 sec): 3 clusters Score: Raw -527142.308882 + Penalty 3160.810992 = -523981.497890 nChanged 577 SP:Iteration 2F (8316.451199 sec): 3 clusters Score: Raw -527466.556761 + Penalty 3160.810992 = -524305.745770 nChanged 476 SP:Iteration 3F (8316.576810 sec): 3 clusters Score: Raw -527738.812897 + Penalty 3160.810992 = -524578.001905 nChanged 432 SP:Iteration 4F (8316.681060 sec): 3 clusters Score: Raw -528020.355021 + Penalty 3160.810992 = -524859.544029 nChanged 404 SP:Iteration 5Q (8316.761999 sec): 3 clusters Score: Raw -528286.355565 + Penalty 3160.810992 = -525125.544573 nChanged 405 SP:Iteration 6Q (8316.882995 sec): 3 clusters Score: Raw -528549.638447 + Penalty 3160.810992 = -525388.827455 nChanged 367 SP:Iteration 7Q (8316.982788 sec): 3 clusters Score: Raw -528776.530974 + Penalty 3160.810992 = -525615.719982 nChanged 295 SP:Iteration 8Q (8317.084785 sec): 3 clusters Score: Raw -528950.354688 + Penalty 3160.810992 = -525789.543696 nChanged 263 SP:Iteration 9Q (8317.184495 sec): 3 clusters Score: Raw -529096.644764 + Penalty 3160.810992 = -525935.833772 nChanged 205 SP:Iteration 10Q (8317.270407 sec): 3 clusters Score: Raw -529199.721013 + Penalty 3160.810992 = -526038.910021 nChanged 178 SP:Iteration 11Q (8317.361107 sec): 3 clusters Score: Raw -529281.125497 + Penalty 3160.810992 = -526120.314505 nChanged 152 SP:Iteration 12Q (8317.453929 sec): 3 clusters Score: Raw -529356.693883 + Penalty 3160.810992 = -526195.882891 nChanged 128 SP:Iteration 13Q (8317.552026 sec): 3 clusters Score: Raw -529410.882609 + Penalty 3160.810992 = -526250.071617 nChanged 108 SP:Iteration 14Q (8317.649750 sec): 3 clusters Score: Raw -529454.577149 + Penalty 3160.810992 = -526293.766157 nChanged 101 SP:Iteration 15Q (8317.742551 sec): 3 clusters Score: Raw -529492.621744 + Penalty 3160.810992 = -526331.810752 nChanged 95 SP:Iteration 16Q (8317.854938 sec): 3 clusters Score: Raw -529524.058636 + Penalty 3160.810992 = -526363.247644 nChanged 91 SP:Iteration 17Q (8317.956525 sec): 3 clusters Score: Raw -529551.590036 + Penalty 3160.810992 = -526390.779044 nChanged 74 SP:Iteration 18Q (8318.051555 sec): 3 clusters Score: Raw -529574.430812 + Penalty 3160.810992 = -526413.619820 nChanged 74 SP:Iteration 19Q (8318.140739 sec): 3 clusters Score: Raw -529600.227606 + Penalty 3160.810992 = -526439.416614 nChanged 73 SP:Iteration 20F (8318.232436 sec): 3 clusters Score: Raw -529616.758804 + Penalty 3160.810992 = -526455.947812 nChanged 65 SP:Iteration 21Q (8318.327901 sec): 3 clusters Score: Raw -529635.733014 + Penalty 3160.810992 = -526474.922023 nChanged 60 SP:Iteration 22Q (8318.418862 sec): 3 clusters Score: Raw -529655.110025 + Penalty 3160.810992 = -526494.299033 nChanged 58 SP:Iteration 23Q (8318.523727 sec): 3 clusters Score: Raw -529671.821979 + Penalty 3160.810992 = -526511.010987 nChanged 59 SP:Iteration 24Q (8318.619891 sec): 3 clusters Score: Raw -529687.196900 + Penalty 3160.810992 = -526526.385908 nChanged 51 SP:Iteration 25Q (8318.712883 sec): 3 clusters Score: Raw -529699.740073 + Penalty 3160.810992 = -526538.929081 nChanged 43 SP:Iteration 26Q (8318.805022 sec): 3 clusters Score: Raw -529710.701117 + Penalty 3160.810992 = -526549.890125 nChanged 40 SP:Iteration 27Q (8318.902850 sec): 3 clusters Score: Raw -529719.284826 + Penalty 3160.810992 = -526558.473834 nChanged 35 SP:Iteration 28Q (8319.002027 sec): 3 clusters Score: Raw -529725.874287 + Penalty 3160.810992 = -526565.063295 nChanged 23 SP:Iteration 29Q (8319.100989 sec): 3 clusters Score: Raw -529731.698100 + Penalty 3160.810992 = -526570.887108 nChanged 34 SP:Iteration 30Q (8319.181155 sec): 3 clusters Score: Raw -529738.743402 + Penalty 3160.810992 = -526577.932410 nChanged 30 SP:Iteration 31Q (8319.269522 sec): 3 clusters Score: Raw -529747.779958 + Penalty 3160.810992 = -526586.968966 nChanged 41 SP:Iteration 32Q (8319.370382 sec): 3 clusters Score: Raw -529760.356931 + Penalty 3160.810992 = -526599.545939 nChanged 45 SP:Iteration 33Q (8319.447094 sec): 3 clusters Score: Raw -529771.937456 + Penalty 3160.810992 = -526611.126465 nChanged 47 SP:Iteration 34Q (8319.551727 sec): 3 clusters Score: Raw -529784.866082 + Penalty 3160.810992 = -526624.055090 nChanged 54 SP:Iteration 35Q (8319.654598 sec): 3 clusters Score: Raw -529798.642630 + Penalty 3160.810992 = -526637.831639 nChanged 44 SP:Iteration 36Q (8319.749888 sec): 3 clusters Score: Raw -529812.148124 + Penalty 3160.810992 = -526651.337133 nChanged 55 SP:Iteration 37Q (8319.841873 sec): 3 clusters Score: Raw -529831.723684 + Penalty 3160.810992 = -526670.912692 nChanged 59 SP:Iteration 38Q (8319.919001 sec): 3 clusters Score: Raw -529854.458938 + Penalty 3160.810992 = -526693.647946 nChanged 58 SP:Iteration 39Q (8320.029970 sec): 3 clusters Score: Raw -529874.762523 + Penalty 3160.810992 = -526713.951531 nChanged 62 SP:Iteration 40F (8320.137832 sec): 3 clusters Score: Raw -529896.718623 + Penalty 3160.810992 = -526735.907631 nChanged 62 SP:Iteration 41Q (8320.265290 sec): 3 clusters Score: Raw -529921.218058 + Penalty 3160.810992 = -526760.407066 nChanged 75 SP:Iteration 42Q (8320.386615 sec): 3 clusters Score: Raw -529951.979592 + Penalty 3160.810992 = -526791.168601 nChanged 76 SP:Iteration 43Q (8320.520479 sec): 3 clusters Score: Raw -529987.155023 + Penalty 3160.810992 = -526826.344031 nChanged 78 SP:Iteration 44Q (8320.665241 sec): 3 clusters Score: Raw -530028.404409 + Penalty 3160.810992 = -526867.593417 nChanged 95 SP:Iteration 45Q (8320.769485 sec): 3 clusters Score: Raw -530085.324328 + Penalty 3160.810992 = -526924.513336 nChanged 95 SP:Iteration 46Q (8320.884772 sec): 3 clusters Score: Raw -530138.348935 + Penalty 3160.810992 = -526977.537944 nChanged 74 SP:Iteration 47Q (8321.014570 sec): 3 clusters Score: Raw -530182.468132 + Penalty 3160.810992 = -527021.657140 nChanged 85 SP:Iteration 48Q (8321.098024 sec): 3 clusters Score: Raw -530223.604087 + Penalty 3160.810992 = -527062.793095 nChanged 66 SP:Iteration 49Q (8321.206823 sec): 3 clusters Score: Raw -530256.400412 + Penalty 3160.810992 = -527095.589420 nChanged 75 SP:Iteration 50Q (8321.304241 sec): 3 clusters Score: Raw -530296.907741 + Penalty 3160.810992 = -527136.096749 nChanged 77 SP:Iteration 51Q (8321.428457 sec): 3 clusters Score: Raw -530343.275238 + Penalty 3160.810992 = -527182.464247 nChanged 80 SP:Iteration 52Q (8321.529637 sec): 3 clusters Score: Raw -530383.015669 + Penalty 3160.810992 = -527222.204677 nChanged 70 SP:Iteration 53Q (8321.622354 sec): 3 clusters Score: Raw -530414.588527 + Penalty 3160.810992 = -527253.777535 nChanged 62 SP:Iteration 54Q (8321.717564 sec): 3 clusters Score: Raw -530442.018496 + Penalty 3160.810992 = -527281.207504 nChanged 61 SP:Iteration 55Q (8321.846127 sec): 3 clusters Score: Raw -530471.861648 + Penalty 3160.810992 = -527311.050656 nChanged 54 SP:Iteration 56Q (8321.956710 sec): 3 clusters Score: Raw -530494.405776 + Penalty 3160.810992 = -527333.594784 nChanged 57 SP:Iteration 57Q (8322.063317 sec): 3 clusters Score: Raw -530515.220524 + Penalty 3160.810992 = -527354.409532 nChanged 49 SP:Iteration 58Q (8322.169161 sec): 3 clusters Score: Raw -530536.991905 + Penalty 3160.810992 = -527376.180913 nChanged 60 SP:Iteration 59Q (8322.276021 sec): 3 clusters Score: Raw -530563.363833 + Penalty 3160.810992 = -527402.552841 nChanged 63 SP:Iteration 60F (8322.440338 sec): 3 clusters Score: Raw -530599.602304 + Penalty 3160.810992 = -527438.791312 nChanged 82 SP:Iteration 61Q (8322.526989 sec): 3 clusters Score: Raw -530663.522751 + Penalty 3160.810992 = -527502.711759 nChanged 104 SP:Iteration 62Q (8322.628917 sec): 3 clusters Score: Raw -530751.970003 + Penalty 3160.810992 = -527591.159011 nChanged 96 SP:Iteration 63Q (8322.749927 sec): 3 clusters Score: Raw -530837.774919 + Penalty 3160.810992 = -527676.963927 nChanged 90 SP:Iteration 64Q (8322.828649 sec): 3 clusters Score: Raw -530902.596657 + Penalty 3160.810992 = -527741.785665 nChanged 70 SP:Iteration 65Q (8322.944388 sec): 3 clusters Score: Raw -530937.767079 + Penalty 3160.810992 = -527776.956088 nChanged 45 SP:Iteration 66Q (8323.039302 sec): 3 clusters Score: Raw -530957.232730 + Penalty 3160.810992 = -527796.421738 nChanged 32 SP:Iteration 67Q (8323.156601 sec): 3 clusters Score: Raw -530968.982865 + Penalty 3160.810992 = -527808.171873 nChanged 22 SP:Iteration 68Q (8323.251418 sec): 3 clusters Score: Raw -530974.594355 + Penalty 3160.810992 = -527813.783364 nChanged 11 SP:Iteration 69Q (8323.372041 sec): 3 clusters Score: Raw -530976.581787 + Penalty 3160.810992 = -527815.770795 nChanged 6 SP:Iteration 70Q (8323.479112 sec): 3 clusters Score: Raw -530977.510750 + Penalty 3160.810992 = -527816.699758 nChanged 5 SP:Iteration 71Q (8323.580081 sec): 3 clusters Score: Raw -530978.288002 + Penalty 3160.810992 = -527817.477010 nChanged 5 SP:Iteration 72Q (8323.688937 sec): 3 clusters Score: Raw -530978.994241 + Penalty 3160.810992 = -527818.183249 nChanged 4 SP:Iteration 73Q (8323.787222 sec): 3 clusters Score: Raw -530979.908650 + Penalty 3160.810992 = -527819.097658 nChanged 3 SP:Iteration 74Q (8323.903768 sec): 3 clusters Score: Raw -530980.508058 + Penalty 3160.810992 = -527819.697066 nChanged 0 SP:Iteration 75F (8324.005080 sec): 3 clusters Score: Raw -530980.508058 + Penalty 3160.810992 = -527819.697066 nChanged 0 Trying to split cluster 32 (7317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8324.067284 sec): 2 clusters Score: Raw -520331.410877 + Penalty 1561.591223 = -518769.819654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8324.168178 sec): 3 clusters Score: Raw -516480.016820 + Penalty 3123.182446 = -513356.834374 nChanged 3005 SP:Iteration 1F (8324.265873 sec): 3 clusters Score: Raw -518090.227661 + Penalty 3123.182446 = -514967.045215 nChanged 429 SP:Iteration 2F (8324.372629 sec): 3 clusters Score: Raw -518284.178853 + Penalty 3123.182446 = -515160.996407 nChanged 329 SP:Iteration 3Q (8324.470571 sec): 3 clusters Score: Raw -518424.149828 + Penalty 3123.182446 = -515300.967382 nChanged 281 SP:Iteration 4Q (8324.565870 sec): 3 clusters Score: Raw -518551.708991 + Penalty 3123.182446 = -515428.526545 nChanged 263 SP:Iteration 5Q (8324.664507 sec): 3 clusters Score: Raw -518658.138131 + Penalty 3123.182446 = -515534.955685 nChanged 213 SP:Iteration 6Q (8324.762123 sec): 3 clusters Score: Raw -518735.937648 + Penalty 3123.182446 = -515612.755202 nChanged 210 SP:Iteration 7Q (8324.855210 sec): 3 clusters Score: Raw -518826.618796 + Penalty 3123.182446 = -515703.436350 nChanged 194 SP:Iteration 8Q (8324.952864 sec): 3 clusters Score: Raw -518917.608324 + Penalty 3123.182446 = -515794.425878 nChanged 194 SP:Iteration 9Q (8325.055619 sec): 3 clusters Score: Raw -519007.650776 + Penalty 3123.182446 = -515884.468330 nChanged 196 SP:Iteration 10Q (8325.140160 sec): 3 clusters Score: Raw -519094.426513 + Penalty 3123.182446 = -515971.244067 nChanged 193 SP:Iteration 11Q (8325.240026 sec): 3 clusters Score: Raw -519172.647083 + Penalty 3123.182446 = -516049.464637 nChanged 180 SP:Iteration 12Q (8325.362448 sec): 3 clusters Score: Raw -519248.868471 + Penalty 3123.182446 = -516125.686024 nChanged 191 SP:Iteration 13Q (8325.461655 sec): 3 clusters Score: Raw -519322.229145 + Penalty 3123.182446 = -516199.046699 nChanged 165 SP:Iteration 14Q (8325.565398 sec): 3 clusters Score: Raw -519384.244777 + Penalty 3123.182446 = -516261.062331 nChanged 139 SP:Iteration 15Q (8325.647733 sec): 3 clusters Score: Raw -519441.374583 + Penalty 3123.182446 = -516318.192137 nChanged 148 SP:Iteration 16Q (8325.776515 sec): 3 clusters Score: Raw -519499.199029 + Penalty 3123.182446 = -516376.016582 nChanged 130 SP:Iteration 17Q (8325.852303 sec): 3 clusters Score: Raw -519549.055849 + Penalty 3123.182446 = -516425.873403 nChanged 124 SP:Iteration 18Q (8325.949875 sec): 3 clusters Score: Raw -519591.941378 + Penalty 3123.182446 = -516468.758932 nChanged 104 SP:Iteration 19Q (8326.042847 sec): 3 clusters Score: Raw -519630.288099 + Penalty 3123.182446 = -516507.105653 nChanged 108 SP:Iteration 20F (8326.155963 sec): 3 clusters Score: Raw -519667.220469 + Penalty 3123.182446 = -516544.038023 nChanged 101 SP:Iteration 21Q (8326.256585 sec): 3 clusters Score: Raw -519697.977005 + Penalty 3123.182446 = -516574.794559 nChanged 89 SP:Iteration 22Q (8326.337212 sec): 3 clusters Score: Raw -519725.998952 + Penalty 3123.182446 = -516602.816506 nChanged 93 SP:Iteration 23Q (8326.456155 sec): 3 clusters Score: Raw -519756.456345 + Penalty 3123.182446 = -516633.273898 nChanged 81 SP:Iteration 24Q (8326.538729 sec): 3 clusters Score: Raw -519780.571085 + Penalty 3123.182446 = -516657.388639 nChanged 72 SP:Iteration 25Q (8326.663245 sec): 3 clusters Score: Raw -519799.743741 + Penalty 3123.182446 = -516676.561295 nChanged 59 SP:Iteration 26Q (8326.744724 sec): 3 clusters Score: Raw -519816.052796 + Penalty 3123.182446 = -516692.870350 nChanged 62 SP:Iteration 27Q (8326.854628 sec): 3 clusters Score: Raw -519834.303415 + Penalty 3123.182446 = -516711.120969 nChanged 55 SP:Iteration 28Q (8326.955945 sec): 3 clusters Score: Raw -519847.437589 + Penalty 3123.182446 = -516724.255143 nChanged 41 SP:Iteration 29Q (8327.047925 sec): 3 clusters Score: Raw -519858.172601 + Penalty 3123.182446 = -516734.990155 nChanged 35 SP:Iteration 30Q (8327.136610 sec): 3 clusters Score: Raw -519865.934670 + Penalty 3123.182446 = -516742.752224 nChanged 26 SP:Iteration 31Q (8327.233700 sec): 3 clusters Score: Raw -519871.716608 + Penalty 3123.182446 = -516748.534162 nChanged 25 SP:Iteration 32Q (8327.321353 sec): 3 clusters Score: Raw -519877.007971 + Penalty 3123.182446 = -516753.825525 nChanged 22 SP:Iteration 33Q (8327.403645 sec): 3 clusters Score: Raw -519880.851484 + Penalty 3123.182446 = -516757.669038 nChanged 27 SP:Iteration 34Q (8327.490592 sec): 3 clusters Score: Raw -519886.891223 + Penalty 3123.182446 = -516763.708777 nChanged 31 SP:Iteration 35Q (8327.578696 sec): 3 clusters Score: Raw -519892.269846 + Penalty 3123.182446 = -516769.087400 nChanged 33 SP:Iteration 36Q (8327.678849 sec): 3 clusters Score: Raw -519900.177354 + Penalty 3123.182446 = -516776.994908 nChanged 39 SP:Iteration 37Q (8327.778505 sec): 3 clusters Score: Raw -519910.319204 + Penalty 3123.182446 = -516787.136758 nChanged 34 SP:Iteration 38Q (8327.854280 sec): 3 clusters Score: Raw -519918.096987 + Penalty 3123.182446 = -516794.914541 nChanged 31 SP:Iteration 39Q (8327.957508 sec): 3 clusters Score: Raw -519924.377945 + Penalty 3123.182446 = -516801.195499 nChanged 21 SP:Iteration 40F (8328.053001 sec): 3 clusters Score: Raw -519927.882864 + Penalty 3123.182446 = -516804.700418 nChanged 19 SP:Iteration 41Q (8328.152496 sec): 3 clusters Score: Raw -519931.720420 + Penalty 3123.182446 = -516808.537974 nChanged 19 SP:Iteration 42Q (8328.267345 sec): 3 clusters Score: Raw -519934.708485 + Penalty 3123.182446 = -516811.526039 nChanged 13 SP:Iteration 43Q (8328.361295 sec): 3 clusters Score: Raw -519936.717461 + Penalty 3123.182446 = -516813.535015 nChanged 16 SP:Iteration 44Q (8328.440098 sec): 3 clusters Score: Raw -519939.340625 + Penalty 3123.182446 = -516816.158179 nChanged 16 SP:Iteration 45Q (8328.547064 sec): 3 clusters Score: Raw -519941.798794 + Penalty 3123.182446 = -516818.616348 nChanged 14 SP:Iteration 46Q (8328.643533 sec): 3 clusters Score: Raw -519944.735957 + Penalty 3123.182446 = -516821.553511 nChanged 14 SP:Iteration 47Q (8328.725175 sec): 3 clusters Score: Raw -519947.164124 + Penalty 3123.182446 = -516823.981678 nChanged 13 SP:Iteration 48Q (8328.841334 sec): 3 clusters Score: Raw -519949.568956 + Penalty 3123.182446 = -516826.386510 nChanged 12 SP:Iteration 49Q (8328.937549 sec): 3 clusters Score: Raw -519951.929175 + Penalty 3123.182446 = -516828.746729 nChanged 20 SP:Iteration 50Q (8329.034049 sec): 3 clusters Score: Raw -519956.570403 + Penalty 3123.182446 = -516833.387957 nChanged 21 SP:Iteration 51Q (8329.127264 sec): 3 clusters Score: Raw -519960.260566 + Penalty 3123.182446 = -516837.078119 nChanged 13 SP:Iteration 52Q (8329.222591 sec): 3 clusters Score: Raw -519962.509537 + Penalty 3123.182446 = -516839.327091 nChanged 11 SP:Iteration 53Q (8329.315808 sec): 3 clusters Score: Raw -519964.292840 + Penalty 3123.182446 = -516841.110394 nChanged 13 SP:Iteration 54Q (8329.411191 sec): 3 clusters Score: Raw -519966.625996 + Penalty 3123.182446 = -516843.443550 nChanged 18 SP:Iteration 55Q (8329.498689 sec): 3 clusters Score: Raw -519969.951639 + Penalty 3123.182446 = -516846.769193 nChanged 17 SP:Iteration 56Q (8329.596132 sec): 3 clusters Score: Raw -519972.687280 + Penalty 3123.182446 = -516849.504834 nChanged 10 SP:Iteration 57Q (8329.685972 sec): 3 clusters Score: Raw -519974.357628 + Penalty 3123.182446 = -516851.175182 nChanged 17 SP:Iteration 58Q (8329.780765 sec): 3 clusters Score: Raw -519977.103992 + Penalty 3123.182446 = -516853.921545 nChanged 20 SP:Iteration 59Q (8329.858343 sec): 3 clusters Score: Raw -519980.502893 + Penalty 3123.182446 = -516857.320446 nChanged 17 SP:Iteration 60F (8329.972824 sec): 3 clusters Score: Raw -519983.625500 + Penalty 3123.182446 = -516860.443054 nChanged 23 SP:Iteration 61Q (8330.064060 sec): 3 clusters Score: Raw -519987.227508 + Penalty 3123.182446 = -516864.045062 nChanged 12 SP:Iteration 62Q (8330.156351 sec): 3 clusters Score: Raw -519989.141077 + Penalty 3123.182446 = -516865.958631 nChanged 20 SP:Iteration 63Q (8330.245747 sec): 3 clusters Score: Raw -519992.068303 + Penalty 3123.182446 = -516868.885856 nChanged 13 SP:Iteration 64Q (8330.336227 sec): 3 clusters Score: Raw -519994.156168 + Penalty 3123.182446 = -516870.973722 nChanged 16 SP:Iteration 65Q (8330.420550 sec): 3 clusters Score: Raw -519996.888542 + Penalty 3123.182446 = -516873.706096 nChanged 11 SP:Iteration 66Q (8330.510029 sec): 3 clusters Score: Raw -519998.508853 + Penalty 3123.182446 = -516875.326407 nChanged 12 SP:Iteration 67Q (8330.602017 sec): 3 clusters Score: Raw -520001.238675 + Penalty 3123.182446 = -516878.056229 nChanged 17 SP:Iteration 68Q (8330.679542 sec): 3 clusters Score: Raw -520005.269960 + Penalty 3123.182446 = -516882.087514 nChanged 11 SP:Iteration 69Q (8330.789847 sec): 3 clusters Score: Raw -520008.527585 + Penalty 3123.182446 = -516885.345139 nChanged 10 SP:Iteration 70Q (8330.863882 sec): 3 clusters Score: Raw -520010.844386 + Penalty 3123.182446 = -516887.661940 nChanged 19 SP:Iteration 71Q (8330.950413 sec): 3 clusters Score: Raw -520014.510019 + Penalty 3123.182446 = -516891.327573 nChanged 16 SP:Iteration 72Q (8331.048873 sec): 3 clusters Score: Raw -520017.462722 + Penalty 3123.182446 = -516894.280276 nChanged 12 SP:Iteration 73Q (8331.156298 sec): 3 clusters Score: Raw -520020.025029 + Penalty 3123.182446 = -516896.842583 nChanged 12 SP:Iteration 74Q (8331.236834 sec): 3 clusters Score: Raw -520022.164758 + Penalty 3123.182446 = -516898.982312 nChanged 13 SP:Iteration 75Q (8331.331268 sec): 3 clusters Score: Raw -520024.430664 + Penalty 3123.182446 = -516901.248218 nChanged 9 SP:Iteration 76Q (8331.432933 sec): 3 clusters Score: Raw -520025.561847 + Penalty 3123.182446 = -516902.379401 nChanged 4 SP:Iteration 77Q (8331.527543 sec): 3 clusters Score: Raw -520026.175243 + Penalty 3123.182446 = -516902.992797 nChanged 6 SP:Iteration 78Q (8331.639892 sec): 3 clusters Score: Raw -520027.193591 + Penalty 3123.182446 = -516904.011145 nChanged 6 SP:Iteration 79Q (8331.719678 sec): 3 clusters Score: Raw -520027.770042 + Penalty 3123.182446 = -516904.587596 nChanged 8 SP:Iteration 80F (8331.810781 sec): 3 clusters Score: Raw -520028.764474 + Penalty 3123.182446 = -516905.582028 nChanged 7 SP:Iteration 81Q (8331.902968 sec): 3 clusters Score: Raw -520030.214372 + Penalty 3123.182446 = -516907.031925 nChanged 10 SP:Iteration 82Q (8332.007341 sec): 3 clusters Score: Raw -520031.467567 + Penalty 3123.182446 = -516908.285121 nChanged 9 SP:Iteration 83Q (8332.094822 sec): 3 clusters Score: Raw -520033.319990 + Penalty 3123.182446 = -516910.137544 nChanged 10 SP:Iteration 84Q (8332.191057 sec): 3 clusters Score: Raw -520035.384033 + Penalty 3123.182446 = -516912.201587 nChanged 8 SP:Iteration 85Q (8332.287482 sec): 3 clusters Score: Raw -520036.912818 + Penalty 3123.182446 = -516913.730372 nChanged 9 SP:Iteration 86Q (8332.383651 sec): 3 clusters Score: Raw -520039.418929 + Penalty 3123.182446 = -516916.236483 nChanged 15 SP:Iteration 87Q (8332.489289 sec): 3 clusters Score: Raw -520042.151176 + Penalty 3123.182446 = -516918.968730 nChanged 10 SP:Iteration 88Q (8332.572467 sec): 3 clusters Score: Raw -520044.709437 + Penalty 3123.182446 = -516921.526991 nChanged 9 SP:Iteration 89Q (8332.686801 sec): 3 clusters Score: Raw -520046.475028 + Penalty 3123.182446 = -516923.292582 nChanged 13 SP:Iteration 90Q (8332.776581 sec): 3 clusters Score: Raw -520049.651743 + Penalty 3123.182446 = -516926.469297 nChanged 23 SP:Iteration 91Q (8332.868831 sec): 3 clusters Score: Raw -520055.481996 + Penalty 3123.182446 = -516932.299550 nChanged 25 SP:Iteration 92Q (8332.963238 sec): 3 clusters Score: Raw -520062.256426 + Penalty 3123.182446 = -516939.073979 nChanged 28 SP:Iteration 93Q (8333.059946 sec): 3 clusters Score: Raw -520068.555716 + Penalty 3123.182446 = -516945.373270 nChanged 22 SP:Iteration 94Q (8333.149612 sec): 3 clusters Score: Raw -520071.906713 + Penalty 3123.182446 = -516948.724267 nChanged 11 SP:Iteration 95Q (8333.233046 sec): 3 clusters Score: Raw -520073.811591 + Penalty 3123.182446 = -516950.629145 nChanged 10 SP:Iteration 96Q (8333.351120 sec): 3 clusters Score: Raw -520075.204260 + Penalty 3123.182446 = -516952.021814 nChanged 13 SP:Iteration 97Q (8333.442593 sec): 3 clusters Score: Raw -520077.867497 + Penalty 3123.182446 = -516954.685051 nChanged 8 SP:Iteration 98Q (8333.530856 sec): 3 clusters Score: Raw -520079.903657 + Penalty 3123.182446 = -516956.721211 nChanged 12 SP:Iteration 99Q (8333.611383 sec): 3 clusters Score: Raw -520082.286506 + Penalty 3123.182446 = -516959.104060 nChanged 10 SP:Iteration 100F (8333.699222 sec): 3 clusters Score: Raw -520083.620433 + Penalty 3123.182446 = -516960.437987 nChanged 8 SP:Iteration 101Q (8333.789761 sec): 3 clusters Score: Raw -520084.658656 + Penalty 3123.182446 = -516961.476210 nChanged 6 SP:Iteration 102Q (8333.885985 sec): 3 clusters Score: Raw -520085.353537 + Penalty 3123.182446 = -516962.171091 nChanged 6 SP:Iteration 103Q (8333.977276 sec): 3 clusters Score: Raw -520086.119024 + Penalty 3123.182446 = -516962.936578 nChanged 4 SP:Iteration 104Q (8334.079976 sec): 3 clusters Score: Raw -520086.979306 + Penalty 3123.182446 = -516963.796860 nChanged 7 SP:Iteration 105Q (8334.175486 sec): 3 clusters Score: Raw -520088.262616 + Penalty 3123.182446 = -516965.080170 nChanged 9 SP:Iteration 106Q (8334.253892 sec): 3 clusters Score: Raw -520089.885783 + Penalty 3123.182446 = -516966.703337 nChanged 9 SP:Iteration 107Q (8334.362360 sec): 3 clusters Score: Raw -520092.128298 + Penalty 3123.182446 = -516968.945852 nChanged 13 SP:Iteration 108Q (8334.452493 sec): 3 clusters Score: Raw -520094.939067 + Penalty 3123.182446 = -516971.756621 nChanged 8 SP:Iteration 109Q (8334.542132 sec): 3 clusters Score: Raw -520096.749125 + Penalty 3123.182446 = -516973.566679 nChanged 5 SP:Iteration 110Q (8334.637018 sec): 3 clusters Score: Raw -520097.460619 + Penalty 3123.182446 = -516974.278173 nChanged 3 SP:Iteration 111Q (8334.727944 sec): 3 clusters Score: Raw -520097.926475 + Penalty 3123.182446 = -516974.744029 nChanged 1 SP:Iteration 112Q (8334.821151 sec): 3 clusters Score: Raw -520098.096492 + Penalty 3123.182446 = -516974.914046 nChanged 3 SP:Iteration 113Q (8334.914625 sec): 3 clusters Score: Raw -520098.696366 + Penalty 3123.182446 = -516975.513920 nChanged 6 SP:Iteration 114Q (8335.010770 sec): 3 clusters Score: Raw -520100.019070 + Penalty 3123.182446 = -516976.836624 nChanged 8 SP:Iteration 115Q (8335.118522 sec): 3 clusters Score: Raw -520101.375049 + Penalty 3123.182446 = -516978.192603 nChanged 6 SP:Iteration 116Q (8335.198807 sec): 3 clusters Score: Raw -520102.318701 + Penalty 3123.182446 = -516979.136255 nChanged 7 SP:Iteration 117Q (8335.310569 sec): 3 clusters Score: Raw -520103.370493 + Penalty 3123.182446 = -516980.188046 nChanged 4 SP:Iteration 118Q (8335.412680 sec): 3 clusters Score: Raw -520104.019892 + Penalty 3123.182446 = -516980.837446 nChanged 5 SP:Iteration 119Q (8335.508126 sec): 3 clusters Score: Raw -520104.686913 + Penalty 3123.182446 = -516981.504467 nChanged 3 SP:Iteration 120F (8335.589864 sec): 3 clusters Score: Raw -520104.918340 + Penalty 3123.182446 = -516981.735894 nChanged 4 SP:Iteration 121Q (8335.695656 sec): 3 clusters Score: Raw -520105.318256 + Penalty 3123.182446 = -516982.135810 nChanged 2 SP:Iteration 122Q (8335.773776 sec): 3 clusters Score: Raw -520105.673991 + Penalty 3123.182446 = -516982.491545 nChanged 3 SP:Iteration 123Q (8335.884472 sec): 3 clusters Score: Raw -520106.245422 + Penalty 3123.182446 = -516983.062976 nChanged 7 SP:Iteration 124Q (8335.972420 sec): 3 clusters Score: Raw -520107.452718 + Penalty 3123.182446 = -516984.270272 nChanged 11 SP:Iteration 125Q (8336.062264 sec): 3 clusters Score: Raw -520109.686043 + Penalty 3123.182446 = -516986.503597 nChanged 12 SP:Iteration 126Q (8336.149793 sec): 3 clusters Score: Raw -520112.099229 + Penalty 3123.182446 = -516988.916783 nChanged 12 SP:Iteration 127Q (8336.266328 sec): 3 clusters Score: Raw -520114.043901 + Penalty 3123.182446 = -516990.861455 nChanged 12 SP:Iteration 128Q (8336.377292 sec): 3 clusters Score: Raw -520115.921296 + Penalty 3123.182446 = -516992.738850 nChanged 5 SP:Iteration 129Q (8336.502084 sec): 3 clusters Score: Raw -520116.645472 + Penalty 3123.182446 = -516993.463026 nChanged 6 SP:Iteration 130Q (8336.616847 sec): 3 clusters Score: Raw -520117.905873 + Penalty 3123.182446 = -516994.723427 nChanged 6 SP:Iteration 131Q (8336.737051 sec): 3 clusters Score: Raw -520118.972371 + Penalty 3123.182446 = -516995.789925 nChanged 8 SP:Iteration 132Q (8336.851176 sec): 3 clusters Score: Raw -520119.765044 + Penalty 3123.182446 = -516996.582598 nChanged 3 SP:Iteration 133Q (8336.965789 sec): 3 clusters Score: Raw -520120.090481 + Penalty 3123.182446 = -516996.908035 nChanged 0 SP:Iteration 134F (8337.072475 sec): 3 clusters Score: Raw -520120.090481 + Penalty 3123.182446 = -516996.908035 nChanged 0 Trying to split cluster 33 (1246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8337.121356 sec): 2 clusters Score: Raw -61060.576785 + Penalty 1250.910244 = -59809.666541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8337.214100 sec): 3 clusters Score: Raw -60601.720648 + Penalty 2501.820488 = -58099.900160 nChanged 406 SP:Iteration 1F (8337.302432 sec): 3 clusters Score: Raw -60974.927036 + Penalty 2501.820488 = -58473.106547 nChanged 105 SP:Iteration 2F (8337.389905 sec): 3 clusters Score: Raw -61105.211290 + Penalty 2501.820488 = -58603.390801 nChanged 62 SP:Iteration 3Q (8337.481720 sec): 3 clusters Score: Raw -61188.784061 + Penalty 2501.820488 = -58686.963573 nChanged 54 SP:Iteration 4Q (8337.588093 sec): 3 clusters Score: Raw -61276.513021 + Penalty 2501.820488 = -58774.692532 nChanged 55 SP:Iteration 5Q (8337.670660 sec): 3 clusters Score: Raw -61376.593338 + Penalty 2501.820488 = -58874.772850 nChanged 50 SP:Iteration 6Q (8337.748539 sec): 3 clusters Score: Raw -61459.051390 + Penalty 2501.820488 = -58957.230901 nChanged 51 SP:Iteration 7Q (8337.830089 sec): 3 clusters Score: Raw -61536.529702 + Penalty 2501.820488 = -59034.709214 nChanged 25 SP:Iteration 8Q (8337.912650 sec): 3 clusters Score: Raw -61566.692056 + Penalty 2501.820488 = -59064.871568 nChanged 26 SP:Iteration 9Q (8337.994911 sec): 3 clusters Score: Raw -61594.795346 + Penalty 2501.820488 = -59092.974857 nChanged 14 SP:Iteration 10Q (8338.077182 sec): 3 clusters Score: Raw -61616.321065 + Penalty 2501.820488 = -59114.500576 nChanged 16 SP:Iteration 11Q (8338.181126 sec): 3 clusters Score: Raw -61634.101620 + Penalty 2501.820488 = -59132.281132 nChanged 15 SP:Iteration 12Q (8338.251508 sec): 3 clusters Score: Raw -61651.532519 + Penalty 2501.820488 = -59149.712030 nChanged 12 SP:Iteration 13Q (8338.370248 sec): 3 clusters Score: Raw -61664.865595 + Penalty 2501.820488 = -59163.045107 nChanged 9 SP:Iteration 14Q (8338.452450 sec): 3 clusters Score: Raw -61671.665939 + Penalty 2501.820488 = -59169.845450 nChanged 4 SP:Iteration 15Q (8338.535123 sec): 3 clusters Score: Raw -61673.282035 + Penalty 2501.820488 = -59171.461547 nChanged 0 SP:Iteration 16F (8338.617056 sec): 3 clusters Score: Raw -61673.282035 + Penalty 2501.820488 = -59171.461547 nChanged 0 Trying to split cluster 34 (20102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8338.706418 sec): 2 clusters Score: Raw -1394101.945863 + Penalty 1738.954841 = -1392362.991022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8338.882927 sec): 3 clusters Score: Raw -1382075.088960 + Penalty 3477.909682 = -1378597.179278 nChanged 9023 SP:Iteration 1F (8339.036864 sec): 3 clusters Score: Raw -1386944.208742 + Penalty 3477.909682 = -1383466.299060 nChanged 1028 SP:Iteration 2F (8339.189793 sec): 3 clusters Score: Raw -1387294.335546 + Penalty 3477.909682 = -1383816.425865 nChanged 950 SP:Iteration 3Q (8339.381062 sec): 3 clusters Score: Raw -1387656.789826 + Penalty 3477.909682 = -1384178.880144 nChanged 925 SP:Iteration 4Q (8339.552840 sec): 3 clusters Score: Raw -1388046.745732 + Penalty 3477.909682 = -1384568.836050 nChanged 983 SP:Iteration 5Q (8339.665520 sec): 3 clusters Score: Raw -1388543.584747 + Penalty 3477.909682 = -1385065.675066 nChanged 1083 SP:Iteration 6F (8339.853901 sec): 3 clusters Score: Raw -1389171.153813 + Penalty 3477.909682 = -1385693.244131 nChanged 1170 SP:Iteration 7F (8339.997839 sec): 3 clusters Score: Raw -1389897.196018 + Penalty 3477.909682 = -1386419.286337 nChanged 1108 SP:Iteration 8F (8340.174965 sec): 3 clusters Score: Raw -1390615.365954 + Penalty 3477.909682 = -1387137.456272 nChanged 1124 SP:Iteration 9F (8340.309023 sec): 3 clusters Score: Raw -1391498.916088 + Penalty 3477.909682 = -1388021.006406 nChanged 1116 SP:Iteration 10F (8340.452094 sec): 3 clusters Score: Raw -1392523.798621 + Penalty 3477.909682 = -1389045.888940 nChanged 1086 SP:Iteration 11F (8340.578314 sec): 3 clusters Score: Raw -1393548.094020 + Penalty 3477.909682 = -1390070.184338 nChanged 976 SP:Iteration 12Q (8340.702610 sec): 3 clusters Score: Raw -1394438.261187 + Penalty 3477.909682 = -1390960.351505 nChanged 822 SP:Iteration 13Q (8340.823220 sec): 3 clusters Score: Raw -1395122.118369 + Penalty 3477.909682 = -1391644.208687 nChanged 654 SP:Iteration 14Q (8340.948029 sec): 3 clusters Score: Raw -1395612.115031 + Penalty 3477.909682 = -1392134.205349 nChanged 518 SP:Iteration 15Q (8341.072630 sec): 3 clusters Score: Raw -1396028.097219 + Penalty 3477.909682 = -1392550.187538 nChanged 445 SP:Iteration 16Q (8341.195744 sec): 3 clusters Score: Raw -1396357.965652 + Penalty 3477.909682 = -1392880.055970 nChanged 362 SP:Iteration 17Q (8341.321584 sec): 3 clusters Score: Raw -1396613.079929 + Penalty 3477.909682 = -1393135.170247 nChanged 291 SP:Iteration 18Q (8341.447309 sec): 3 clusters Score: Raw -1396774.614065 + Penalty 3477.909682 = -1393296.704384 nChanged 225 SP:Iteration 19Q (8341.568072 sec): 3 clusters Score: Raw -1396866.552248 + Penalty 3477.909682 = -1393388.642567 nChanged 174 SP:Iteration 20F (8341.684425 sec): 3 clusters Score: Raw -1396923.623330 + Penalty 3477.909682 = -1393445.713648 nChanged 138 SP:Iteration 21Q (8341.799725 sec): 3 clusters Score: Raw -1396959.731486 + Penalty 3477.909682 = -1393481.821805 nChanged 108 SP:Iteration 22Q (8341.895165 sec): 3 clusters Score: Raw -1396980.611905 + Penalty 3477.909682 = -1393502.702223 nChanged 78 SP:Iteration 23Q (8342.017112 sec): 3 clusters Score: Raw -1396992.850297 + Penalty 3477.909682 = -1393514.940616 nChanged 77 SP:Iteration 24Q (8342.116654 sec): 3 clusters Score: Raw -1397005.666618 + Penalty 3477.909682 = -1393527.756936 nChanged 53 SP:Iteration 25Q (8342.247387 sec): 3 clusters Score: Raw -1397012.763448 + Penalty 3477.909682 = -1393534.853766 nChanged 41 SP:Iteration 26Q (8342.380990 sec): 3 clusters Score: Raw -1397017.609107 + Penalty 3477.909682 = -1393539.699426 nChanged 35 SP:Iteration 27Q (8342.500700 sec): 3 clusters Score: Raw -1397021.829841 + Penalty 3477.909682 = -1393543.920160 nChanged 36 SP:Iteration 28Q (8342.613501 sec): 3 clusters Score: Raw -1397026.058799 + Penalty 3477.909682 = -1393548.149118 nChanged 30 SP:Iteration 29Q (8342.728545 sec): 3 clusters Score: Raw -1397029.463609 + Penalty 3477.909682 = -1393551.553928 nChanged 29 SP:Iteration 30Q (8342.845434 sec): 3 clusters Score: Raw -1397031.642084 + Penalty 3477.909682 = -1393553.732402 nChanged 14 SP:Iteration 31Q (8342.962092 sec): 3 clusters Score: Raw -1397032.490349 + Penalty 3477.909682 = -1393554.580668 nChanged 10 SP:Iteration 32Q (8343.077612 sec): 3 clusters Score: Raw -1397032.950825 + Penalty 3477.909682 = -1393555.041143 nChanged 4 SP:Iteration 33Q (8343.202585 sec): 3 clusters Score: Raw -1397033.168157 + Penalty 3477.909682 = -1393555.258475 nChanged 6 SP:Iteration 34Q (8343.314712 sec): 3 clusters Score: Raw -1397033.557385 + Penalty 3477.909682 = -1393555.647704 nChanged 5 SP:Iteration 35Q (8343.439107 sec): 3 clusters Score: Raw -1397033.917065 + Penalty 3477.909682 = -1393556.007384 nChanged 5 SP:Iteration 36Q (8343.557910 sec): 3 clusters Score: Raw -1397034.464894 + Penalty 3477.909682 = -1393556.555213 nChanged 2 SP:Iteration 37Q (8343.657046 sec): 3 clusters Score: Raw -1397034.624611 + Penalty 3477.909682 = -1393556.714929 nChanged 2 SP:Iteration 38Q (8343.784541 sec): 3 clusters Score: Raw -1397034.677018 + Penalty 3477.909682 = -1393556.767336 nChanged 2 SP:Iteration 39Q (8343.892076 sec): 3 clusters Score: Raw -1397034.762488 + Penalty 3477.909682 = -1393556.852806 nChanged 1 SP:Iteration 40F (8343.994756 sec): 3 clusters Score: Raw -1397034.781630 + Penalty 3477.909682 = -1393556.871948 nChanged 0 Score: Raw -11994247.495677 + Penalty 83643.199222 = -11910604.296455 Splitting cluster 34 changes total score from -11909779.545612 to -11910604.296455 So it's getting split into cluster 39. Trying to split cluster 35 (5736 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8351.755358 sec): 2 clusters Score: Raw -363960.909985 + Penalty 1518.867801 = -362442.042185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8351.850147 sec): 3 clusters Score: Raw -360905.965585 + Penalty 3037.735601 = -357868.229984 nChanged 2356 SP:Iteration 1F (8351.937275 sec): 3 clusters Score: Raw -362188.248195 + Penalty 3037.735601 = -359150.512594 nChanged 409 SP:Iteration 2F (8352.031222 sec): 3 clusters Score: Raw -362436.642675 + Penalty 3037.735601 = -359398.907073 nChanged 309 SP:Iteration 3F (8352.109182 sec): 3 clusters Score: Raw -362602.875628 + Penalty 3037.735601 = -359565.140027 nChanged 275 SP:Iteration 4Q (8352.221397 sec): 3 clusters Score: Raw -362763.154229 + Penalty 3037.735601 = -359725.418628 nChanged 279 SP:Iteration 5Q (8352.321700 sec): 3 clusters Score: Raw -362949.926262 + Penalty 3037.735601 = -359912.190661 nChanged 295 SP:Iteration 6F (8352.393546 sec): 3 clusters Score: Raw -363160.554256 + Penalty 3037.735601 = -360122.818655 nChanged 325 SP:Iteration 7F (8352.501532 sec): 3 clusters Score: Raw -363403.403930 + Penalty 3037.735601 = -360365.668329 nChanged 288 SP:Iteration 8F (8352.580086 sec): 3 clusters Score: Raw -363590.806304 + Penalty 3037.735601 = -360553.070703 nChanged 242 SP:Iteration 9Q (8352.672400 sec): 3 clusters Score: Raw -363738.047623 + Penalty 3037.735601 = -360700.312022 nChanged 176 SP:Iteration 10Q (8352.767495 sec): 3 clusters Score: Raw -363832.514606 + Penalty 3037.735601 = -360794.779005 nChanged 147 SP:Iteration 11Q (8352.873049 sec): 3 clusters Score: Raw -363911.917286 + Penalty 3037.735601 = -360874.181685 nChanged 131 SP:Iteration 12Q (8352.964503 sec): 3 clusters Score: Raw -363979.999998 + Penalty 3037.735601 = -360942.264396 nChanged 102 SP:Iteration 13Q (8353.050499 sec): 3 clusters Score: Raw -364021.692374 + Penalty 3037.735601 = -360983.956773 nChanged 81 SP:Iteration 14Q (8353.141438 sec): 3 clusters Score: Raw -364053.372782 + Penalty 3037.735601 = -361015.637180 nChanged 58 SP:Iteration 15Q (8353.233263 sec): 3 clusters Score: Raw -364071.983989 + Penalty 3037.735601 = -361034.248388 nChanged 45 SP:Iteration 16Q (8353.312246 sec): 3 clusters Score: Raw -364089.104667 + Penalty 3037.735601 = -361051.369066 nChanged 42 SP:Iteration 17Q (8353.388169 sec): 3 clusters Score: Raw -364104.515711 + Penalty 3037.735601 = -361066.780110 nChanged 45 SP:Iteration 18Q (8353.478338 sec): 3 clusters Score: Raw -364118.088699 + Penalty 3037.735601 = -361080.353098 nChanged 30 SP:Iteration 19Q (8353.570176 sec): 3 clusters Score: Raw -364126.873044 + Penalty 3037.735601 = -361089.137442 nChanged 32 SP:Iteration 20F (8353.674421 sec): 3 clusters Score: Raw -364133.971221 + Penalty 3037.735601 = -361096.235620 nChanged 25 SP:Iteration 21Q (8353.757118 sec): 3 clusters Score: Raw -364139.444706 + Penalty 3037.735601 = -361101.709105 nChanged 21 SP:Iteration 22Q (8353.844955 sec): 3 clusters Score: Raw -364145.228997 + Penalty 3037.735601 = -361107.493396 nChanged 17 SP:Iteration 23Q (8353.922649 sec): 3 clusters Score: Raw -364149.714095 + Penalty 3037.735601 = -361111.978494 nChanged 12 SP:Iteration 24Q (8354.008264 sec): 3 clusters Score: Raw -364153.010653 + Penalty 3037.735601 = -361115.275052 nChanged 14 SP:Iteration 25Q (8354.100087 sec): 3 clusters Score: Raw -364157.574920 + Penalty 3037.735601 = -361119.839319 nChanged 16 SP:Iteration 26Q (8354.209576 sec): 3 clusters Score: Raw -364160.713577 + Penalty 3037.735601 = -361122.977976 nChanged 8 SP:Iteration 27Q (8354.275291 sec): 3 clusters Score: Raw -364162.435375 + Penalty 3037.735601 = -361124.699774 nChanged 6 SP:Iteration 28Q (8354.377011 sec): 3 clusters Score: Raw -364163.793046 + Penalty 3037.735601 = -361126.057445 nChanged 5 SP:Iteration 29Q (8354.462966 sec): 3 clusters Score: Raw -364164.891793 + Penalty 3037.735601 = -361127.156191 nChanged 2 SP:Iteration 30Q (8354.557357 sec): 3 clusters Score: Raw -364165.589051 + Penalty 3037.735601 = -361127.853450 nChanged 4 SP:Iteration 31Q (8354.647322 sec): 3 clusters Score: Raw -364166.417692 + Penalty 3037.735601 = -361128.682091 nChanged 0 SP:Iteration 32F (8354.726723 sec): 3 clusters Score: Raw -364166.417692 + Penalty 3037.735601 = -361128.682091 nChanged 0 Trying to split cluster 36 (8525 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8354.806620 sec): 2 clusters Score: Raw -596883.838189 + Penalty 1588.408082 = -595295.430107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8354.904004 sec): 3 clusters Score: Raw -592124.835966 + Penalty 3176.816164 = -588948.019802 nChanged 3703 SP:Iteration 1F (8354.994542 sec): 3 clusters Score: Raw -594132.286976 + Penalty 3176.816164 = -590955.470812 nChanged 558 SP:Iteration 2F (8355.095815 sec): 3 clusters Score: Raw -594395.484174 + Penalty 3176.816164 = -591218.668010 nChanged 456 SP:Iteration 3F (8355.206474 sec): 3 clusters Score: Raw -594625.699414 + Penalty 3176.816164 = -591448.883250 nChanged 430 SP:Iteration 4F (8355.327571 sec): 3 clusters Score: Raw -594844.089981 + Penalty 3176.816164 = -591667.273817 nChanged 407 SP:Iteration 5Q (8355.461703 sec): 3 clusters Score: Raw -595080.581924 + Penalty 3176.816164 = -591903.765760 nChanged 424 SP:Iteration 6Q (8355.572104 sec): 3 clusters Score: Raw -595340.419456 + Penalty 3176.816164 = -592163.603292 nChanged 393 SP:Iteration 7Q (8355.686307 sec): 3 clusters Score: Raw -595567.419957 + Penalty 3176.816164 = -592390.603793 nChanged 358 SP:Iteration 8Q (8355.819383 sec): 3 clusters Score: Raw -595760.848812 + Penalty 3176.816164 = -592584.032648 nChanged 283 SP:Iteration 9Q (8355.961941 sec): 3 clusters Score: Raw -595918.000291 + Penalty 3176.816164 = -592741.184127 nChanged 252 SP:Iteration 10Q (8356.057696 sec): 3 clusters Score: Raw -596048.944480 + Penalty 3176.816164 = -592872.128316 nChanged 231 SP:Iteration 11Q (8356.200932 sec): 3 clusters Score: Raw -596173.655692 + Penalty 3176.816164 = -592996.839528 nChanged 204 SP:Iteration 12Q (8356.336569 sec): 3 clusters Score: Raw -596291.557231 + Penalty 3176.816164 = -593114.741067 nChanged 190 SP:Iteration 13Q (8356.464141 sec): 3 clusters Score: Raw -596402.215596 + Penalty 3176.816164 = -593225.399432 nChanged 179 SP:Iteration 14Q (8356.588368 sec): 3 clusters Score: Raw -596513.355285 + Penalty 3176.816164 = -593336.539121 nChanged 158 SP:Iteration 15Q (8356.698257 sec): 3 clusters Score: Raw -596606.678556 + Penalty 3176.816164 = -593429.862392 nChanged 145 SP:Iteration 16Q (8356.835056 sec): 3 clusters Score: Raw -596687.143347 + Penalty 3176.816164 = -593510.327183 nChanged 112 SP:Iteration 17Q (8356.949948 sec): 3 clusters Score: Raw -596746.403657 + Penalty 3176.816164 = -593569.587493 nChanged 92 SP:Iteration 18Q (8357.083348 sec): 3 clusters Score: Raw -596793.875151 + Penalty 3176.816164 = -593617.058987 nChanged 79 SP:Iteration 19Q (8357.231345 sec): 3 clusters Score: Raw -596834.808572 + Penalty 3176.816164 = -593657.992408 nChanged 75 SP:Iteration 20F (8357.343810 sec): 3 clusters Score: Raw -596875.077638 + Penalty 3176.816164 = -593698.261474 nChanged 67 SP:Iteration 21Q (8357.453457 sec): 3 clusters Score: Raw -596911.357936 + Penalty 3176.816164 = -593734.541771 nChanged 60 SP:Iteration 22Q (8357.551363 sec): 3 clusters Score: Raw -596936.764683 + Penalty 3176.816164 = -593759.948519 nChanged 45 SP:Iteration 23Q (8357.610410 sec): 3 clusters Score: Raw -596961.245592 + Penalty 3176.816164 = -593784.429428 nChanged 34 SP:Iteration 24Q (8357.673858 sec): 3 clusters Score: Raw -596977.874401 + Penalty 3176.816164 = -593801.058236 nChanged 34 SP:Iteration 25Q (8357.737039 sec): 3 clusters Score: Raw -596993.446666 + Penalty 3176.816164 = -593816.630502 nChanged 36 SP:Iteration 26Q (8357.857221 sec): 3 clusters Score: Raw -597009.704778 + Penalty 3176.816164 = -593832.888614 nChanged 26 SP:Iteration 27Q (8357.947064 sec): 3 clusters Score: Raw -597021.878989 + Penalty 3176.816164 = -593845.062825 nChanged 24 SP:Iteration 28Q (8358.057991 sec): 3 clusters Score: Raw -597032.034088 + Penalty 3176.816164 = -593855.217924 nChanged 18 SP:Iteration 29Q (8358.205254 sec): 3 clusters Score: Raw -597039.485840 + Penalty 3176.816164 = -593862.669676 nChanged 18 SP:Iteration 30Q (8358.332576 sec): 3 clusters Score: Raw -597046.199376 + Penalty 3176.816164 = -593869.383212 nChanged 11 SP:Iteration 31Q (8358.429396 sec): 3 clusters Score: Raw -597050.471395 + Penalty 3176.816164 = -593873.655231 nChanged 16 SP:Iteration 32Q (8358.539889 sec): 3 clusters Score: Raw -597057.837361 + Penalty 3176.816164 = -593881.021197 nChanged 20 SP:Iteration 33Q (8358.668404 sec): 3 clusters Score: Raw -597065.430861 + Penalty 3176.816164 = -593888.614697 nChanged 19 SP:Iteration 34Q (8358.787262 sec): 3 clusters Score: Raw -597072.913755 + Penalty 3176.816164 = -593896.097591 nChanged 19 SP:Iteration 35Q (8358.906769 sec): 3 clusters Score: Raw -597078.807471 + Penalty 3176.816164 = -593901.991307 nChanged 17 SP:Iteration 36Q (8359.019951 sec): 3 clusters Score: Raw -597083.614333 + Penalty 3176.816164 = -593906.798169 nChanged 6 SP:Iteration 37Q (8359.133365 sec): 3 clusters Score: Raw -597087.208489 + Penalty 3176.816164 = -593910.392325 nChanged 9 SP:Iteration 38Q (8359.250643 sec): 3 clusters Score: Raw -597092.072641 + Penalty 3176.816164 = -593915.256477 nChanged 15 SP:Iteration 39Q (8359.334287 sec): 3 clusters Score: Raw -597098.905679 + Penalty 3176.816164 = -593922.089515 nChanged 12 SP:Iteration 40F (8359.383241 sec): 3 clusters Score: Raw -597104.687411 + Penalty 3176.816164 = -593927.871247 nChanged 8 SP:Iteration 41Q (8359.438300 sec): 3 clusters Score: Raw -597107.687533 + Penalty 3176.816164 = -593930.871369 nChanged 9 SP:Iteration 42Q (8359.493700 sec): 3 clusters Score: Raw -597110.372674 + Penalty 3176.816164 = -593933.556510 nChanged 5 SP:Iteration 43Q (8359.614036 sec): 3 clusters Score: Raw -597112.294474 + Penalty 3176.816164 = -593935.478310 nChanged 4 SP:Iteration 44Q (8359.726046 sec): 3 clusters Score: Raw -597113.671923 + Penalty 3176.816164 = -593936.855759 nChanged 4 SP:Iteration 45Q (8359.835416 sec): 3 clusters Score: Raw -597114.417897 + Penalty 3176.816164 = -593937.601732 nChanged 1 SP:Iteration 46Q (8359.944095 sec): 3 clusters Score: Raw -597114.735158 + Penalty 3176.816164 = -593937.918994 nChanged 1 SP:Iteration 47Q (8360.054558 sec): 3 clusters Score: Raw -597114.795096 + Penalty 3176.816164 = -593937.978932 nChanged 1 SP:Iteration 48Q (8360.176549 sec): 3 clusters Score: Raw -597114.892566 + Penalty 3176.816164 = -593938.076402 nChanged 1 SP:Iteration 49Q (8360.276570 sec): 3 clusters Score: Raw -597115.003102 + Penalty 3176.816164 = -593938.186938 nChanged 0 SP:Iteration 50F (8360.416757 sec): 3 clusters Score: Raw -597115.003102 + Penalty 3176.816164 = -593938.186938 nChanged 0 Trying to split cluster 37 (1689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8360.487106 sec): 2 clusters Score: Raw -97082.993388 + Penalty 1304.297031 = -95778.696356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8360.605616 sec): 3 clusters Score: Raw -96433.948445 + Penalty 2608.594063 = -93825.354383 nChanged 580 SP:Iteration 1F (8360.731938 sec): 3 clusters Score: Raw -96873.587781 + Penalty 2608.594063 = -94264.993718 nChanged 138 SP:Iteration 2F (8360.813709 sec): 3 clusters Score: Raw -97025.063242 + Penalty 2608.594063 = -94416.469180 nChanged 94 SP:Iteration 3F (8360.903792 sec): 3 clusters Score: Raw -97131.942422 + Penalty 2608.594063 = -94523.348359 nChanged 77 SP:Iteration 4Q (8361.017071 sec): 3 clusters Score: Raw -97210.039339 + Penalty 2608.594063 = -94601.445276 nChanged 59 SP:Iteration 5Q (8361.131260 sec): 3 clusters Score: Raw -97262.181093 + Penalty 2608.594063 = -94653.587030 nChanged 44 SP:Iteration 6Q (8361.242198 sec): 3 clusters Score: Raw -97297.070627 + Penalty 2608.594063 = -94688.476564 nChanged 22 SP:Iteration 7Q (8361.373390 sec): 3 clusters Score: Raw -97313.234431 + Penalty 2608.594063 = -94704.640369 nChanged 19 SP:Iteration 8Q (8361.467198 sec): 3 clusters Score: Raw -97327.469392 + Penalty 2608.594063 = -94718.875329 nChanged 20 SP:Iteration 9Q (8361.569743 sec): 3 clusters Score: Raw -97348.350676 + Penalty 2608.594063 = -94739.756613 nChanged 16 SP:Iteration 10Q (8361.691168 sec): 3 clusters Score: Raw -97358.839219 + Penalty 2608.594063 = -94750.245156 nChanged 11 SP:Iteration 11Q (8361.796314 sec): 3 clusters Score: Raw -97365.035212 + Penalty 2608.594063 = -94756.441149 nChanged 5 SP:Iteration 12Q (8361.894388 sec): 3 clusters Score: Raw -97367.476734 + Penalty 2608.594063 = -94758.882671 nChanged 3 SP:Iteration 13Q (8361.994146 sec): 3 clusters Score: Raw -97370.245830 + Penalty 2608.594063 = -94761.651767 nChanged 6 SP:Iteration 14Q (8362.085075 sec): 3 clusters Score: Raw -97373.765369 + Penalty 2608.594063 = -94765.171306 nChanged 7 SP:Iteration 15Q (8362.190662 sec): 3 clusters Score: Raw -97381.107207 + Penalty 2608.594063 = -94772.513144 nChanged 4 SP:Iteration 16Q (8362.295643 sec): 3 clusters Score: Raw -97384.279917 + Penalty 2608.594063 = -94775.685854 nChanged 3 SP:Iteration 17Q (8362.401086 sec): 3 clusters Score: Raw -97386.136261 + Penalty 2608.594063 = -94777.542198 nChanged 4 SP:Iteration 18Q (8362.509848 sec): 3 clusters Score: Raw -97388.573937 + Penalty 2608.594063 = -94779.979875 nChanged 2 SP:Iteration 19Q (8362.617338 sec): 3 clusters Score: Raw -97389.654545 + Penalty 2608.594063 = -94781.060482 nChanged 3 SP:Iteration 20F (8362.705840 sec): 3 clusters Score: Raw -97391.228947 + Penalty 2608.594063 = -94782.634884 nChanged 4 SP:Iteration 21Q (8362.809476 sec): 3 clusters Score: Raw -97394.391993 + Penalty 2608.594063 = -94785.797931 nChanged 5 SP:Iteration 22Q (8362.915764 sec): 3 clusters Score: Raw -97397.551001 + Penalty 2608.594063 = -94788.956939 nChanged 6 SP:Iteration 23Q (8363.009963 sec): 3 clusters Score: Raw -97401.553662 + Penalty 2608.594063 = -94792.959599 nChanged 7 SP:Iteration 24Q (8363.132963 sec): 3 clusters Score: Raw -97405.933416 + Penalty 2608.594063 = -94797.339353 nChanged 5 SP:Iteration 25Q (8363.256718 sec): 3 clusters Score: Raw -97408.893471 + Penalty 2608.594063 = -94800.299408 nChanged 5 SP:Iteration 26Q (8363.344186 sec): 3 clusters Score: Raw -97410.596313 + Penalty 2608.594063 = -94802.002250 nChanged 3 SP:Iteration 27Q (8363.446439 sec): 3 clusters Score: Raw -97412.599471 + Penalty 2608.594063 = -94804.005408 nChanged 3 SP:Iteration 28Q (8363.548203 sec): 3 clusters Score: Raw -97415.257181 + Penalty 2608.594063 = -94806.663118 nChanged 4 SP:Iteration 29Q (8363.653316 sec): 3 clusters Score: Raw -97418.769709 + Penalty 2608.594063 = -94810.175646 nChanged 3 SP:Iteration 30Q (8363.751223 sec): 3 clusters Score: Raw -97420.643878 + Penalty 2608.594063 = -94812.049815 nChanged 2 SP:Iteration 31Q (8363.862659 sec): 3 clusters Score: Raw -97421.408552 + Penalty 2608.594063 = -94812.814490 nChanged 0 SP:Iteration 32F (8363.975867 sec): 3 clusters Score: Raw -97421.408552 + Penalty 2608.594063 = -94812.814490 nChanged 0 Trying to split cluster 38 (2378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8364.038332 sec): 2 clusters Score: Raw -154839.582996 + Penalty 1364.339646 = -153475.243349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8364.121368 sec): 3 clusters Score: Raw -153841.224987 + Penalty 2728.679292 = -151112.545695 nChanged 853 SP:Iteration 1F (8364.260174 sec): 3 clusters Score: Raw -154432.922383 + Penalty 2728.679292 = -151704.243091 nChanged 194 SP:Iteration 2F (8364.352960 sec): 3 clusters Score: Raw -154606.011007 + Penalty 2728.679292 = -151877.331715 nChanged 137 SP:Iteration 3F (8364.463669 sec): 3 clusters Score: Raw -154702.213272 + Penalty 2728.679292 = -151973.533980 nChanged 98 SP:Iteration 4Q (8364.571662 sec): 3 clusters Score: Raw -154777.877695 + Penalty 2728.679292 = -152049.198403 nChanged 89 SP:Iteration 5Q (8364.679587 sec): 3 clusters Score: Raw -154838.658614 + Penalty 2728.679292 = -152109.979322 nChanged 79 SP:Iteration 6Q (8364.789661 sec): 3 clusters Score: Raw -154896.868253 + Penalty 2728.679292 = -152168.188961 nChanged 71 SP:Iteration 7Q (8364.928845 sec): 3 clusters Score: Raw -154949.651416 + Penalty 2728.679292 = -152220.972124 nChanged 60 SP:Iteration 8Q (8365.017883 sec): 3 clusters Score: Raw -154989.152784 + Penalty 2728.679292 = -152260.473492 nChanged 45 SP:Iteration 9Q (8365.127784 sec): 3 clusters Score: Raw -155020.646025 + Penalty 2728.679292 = -152291.966733 nChanged 39 SP:Iteration 10Q (8365.245969 sec): 3 clusters Score: Raw -155050.742233 + Penalty 2728.679292 = -152322.062941 nChanged 38 SP:Iteration 11Q (8365.357765 sec): 3 clusters Score: Raw -155076.651145 + Penalty 2728.679292 = -152347.971853 nChanged 26 SP:Iteration 12Q (8365.492100 sec): 3 clusters Score: Raw -155096.404829 + Penalty 2728.679292 = -152367.725537 nChanged 27 SP:Iteration 13Q (8365.573852 sec): 3 clusters Score: Raw -155113.456849 + Penalty 2728.679292 = -152384.777557 nChanged 17 SP:Iteration 14Q (8365.690684 sec): 3 clusters Score: Raw -155124.459291 + Penalty 2728.679292 = -152395.779999 nChanged 16 SP:Iteration 15Q (8365.796724 sec): 3 clusters Score: Raw -155134.205844 + Penalty 2728.679292 = -152405.526552 nChanged 10 SP:Iteration 16Q (8365.921406 sec): 3 clusters Score: Raw -155138.805053 + Penalty 2728.679292 = -152410.125761 nChanged 4 SP:Iteration 17Q (8366.003006 sec): 3 clusters Score: Raw -155141.096979 + Penalty 2728.679292 = -152412.417687 nChanged 4 SP:Iteration 18Q (8366.106576 sec): 3 clusters Score: Raw -155143.924946 + Penalty 2728.679292 = -152415.245654 nChanged 6 SP:Iteration 19Q (8366.209547 sec): 3 clusters Score: Raw -155147.564576 + Penalty 2728.679292 = -152418.885284 nChanged 4 SP:Iteration 20F (8366.321801 sec): 3 clusters Score: Raw -155150.661957 + Penalty 2728.679292 = -152421.982665 nChanged 6 SP:Iteration 21Q (8366.432752 sec): 3 clusters Score: Raw -155156.167512 + Penalty 2728.679292 = -152427.488220 nChanged 6 SP:Iteration 22Q (8366.564503 sec): 3 clusters Score: Raw -155159.577493 + Penalty 2728.679292 = -152430.898201 nChanged 4 SP:Iteration 23Q (8366.659210 sec): 3 clusters Score: Raw -155161.482122 + Penalty 2728.679292 = -152432.802830 nChanged 6 SP:Iteration 24Q (8366.749680 sec): 3 clusters Score: Raw -155163.598870 + Penalty 2728.679292 = -152434.919577 nChanged 4 SP:Iteration 25Q (8366.830718 sec): 3 clusters Score: Raw -155165.744961 + Penalty 2728.679292 = -152437.065669 nChanged 8 SP:Iteration 26Q (8366.924080 sec): 3 clusters Score: Raw -155170.336238 + Penalty 2728.679292 = -152441.656946 nChanged 4 SP:Iteration 27Q (8367.014538 sec): 3 clusters Score: Raw -155172.381273 + Penalty 2728.679292 = -152443.701981 nChanged 4 SP:Iteration 28Q (8367.105118 sec): 3 clusters Score: Raw -155174.075544 + Penalty 2728.679292 = -152445.396252 nChanged 1 SP:Iteration 29Q (8367.198212 sec): 3 clusters Score: Raw -155174.559803 + Penalty 2728.679292 = -152445.880511 nChanged 0 SP:Iteration 30F (8367.282637 sec): 3 clusters Score: Raw -155174.559803 + Penalty 2728.679292 = -152445.880511 nChanged 0 Iteration 179Q (8373.563038 sec): 40 clusters Score: Raw -11995270.927786 + Penalty 83643.199222 = -11911627.728564 nChanged 1575 Iteration 180F (8382.563852 sec): 40 clusters Score: Raw -11996253.156625 + Penalty 83643.199222 = -11912609.957403 nChanged 1318 Iteration 181Q (8388.348611 sec): 40 clusters Score: Raw -11996699.491781 + Penalty 83643.199222 = -11913056.292559 nChanged 884 Iteration 182Q (8393.729708 sec): 40 clusters Score: Raw -11996892.166586 + Penalty 83643.199222 = -11913248.967364 nChanged 706 Iteration 183Q (8399.101445 sec): 40 clusters Score: Raw -11997013.950341 + Penalty 83643.199222 = -11913370.751119 nChanged 597 Iteration 184Q (8404.445147 sec): 40 clusters Score: Raw -11997109.275650 + Penalty 83643.199222 = -11913466.076428 nChanged 490 Iteration 185Q (8409.595219 sec): 40 clusters Score: Raw -11997187.645971 + Penalty 83643.199222 = -11913544.446749 nChanged 463 Iteration 186Q (8414.835750 sec): 40 clusters Score: Raw -11997259.219673 + Penalty 83643.199222 = -11913616.020451 nChanged 424 Iteration 187Q (8420.048614 sec): 40 clusters Score: Raw -11997329.169894 + Penalty 83643.199222 = -11913685.970672 nChanged 442 Iteration 188Q (8425.261259 sec): 40 clusters Score: Raw -11997405.094248 + Penalty 83643.199222 = -11913761.895026 nChanged 434 Iteration 189Q (8430.420367 sec): 40 clusters Score: Raw -11997482.428035 + Penalty 83643.199222 = -11913839.228813 nChanged 414 Iteration 190Q (8437.074367 sec): 40 clusters Score: Raw -11997559.253786 + Penalty 83643.199222 = -11913916.054564 nChanged 443 Iteration 191Q (8443.824200 sec): 40 clusters Score: Raw -11997641.663697 + Penalty 83643.199222 = -11913998.464475 nChanged 440 Iteration 192Q (8449.970934 sec): 40 clusters Score: Raw -11997723.633521 + Penalty 83643.199222 = -11914080.434299 nChanged 420 Iteration 193Q (8455.755202 sec): 40 clusters Score: Raw -11997794.398538 + Penalty 83643.199222 = -11914151.199316 nChanged 404 Iteration 194Q (8461.447584 sec): 40 clusters Score: Raw -11997853.677748 + Penalty 83643.199222 = -11914210.478526 nChanged 329 Iteration 195Q (8467.120399 sec): 40 clusters Score: Raw -11997897.068532 + Penalty 83643.199222 = -11914253.869310 nChanged 291 Iteration 196Q (8473.114597 sec): 40 clusters Score: Raw -11997934.155407 + Penalty 83643.199222 = -11914290.956185 nChanged 250 Iteration 197Q (8478.679284 sec): 40 clusters Score: Raw -11997964.955105 + Penalty 83643.199222 = -11914321.755883 nChanged 213 Iteration 198Q (8484.488405 sec): 40 clusters Score: Raw -11997991.408153 + Penalty 83643.199222 = -11914348.208931 nChanged 203 Iteration 199Q (8490.225027 sec): 40 clusters Score: Raw -11998016.947419 + Penalty 83643.199222 = -11914373.748197 nChanged 199 Iteration 200F (8498.481768 sec): 40 clusters Score: Raw -11998049.231139 + Penalty 83643.199222 = -11914406.031917 nChanged 208 Iteration 201Q (8503.554840 sec): 40 clusters Score: Raw -11998079.458970 + Penalty 83643.199222 = -11914436.259748 nChanged 198 Iteration 202Q (8508.360090 sec): 40 clusters Score: Raw -11998107.394248 + Penalty 83643.199222 = -11914464.195026 nChanged 184 Iteration 203Q (8513.498373 sec): 40 clusters Score: Raw -11998128.438409 + Penalty 83643.199222 = -11914485.239187 nChanged 177 Iteration 204Q (8518.600148 sec): 40 clusters Score: Raw -11998150.109140 + Penalty 83643.199222 = -11914506.909918 nChanged 158 Iteration 205Q (8523.890743 sec): 40 clusters Score: Raw -11998168.154507 + Penalty 83643.199222 = -11914524.955285 nChanged 143 Iteration 206Q (8529.293240 sec): 40 clusters Score: Raw -11998184.754794 + Penalty 83643.199222 = -11914541.555572 nChanged 165 Iteration 207Q (8534.738337 sec): 40 clusters Score: Raw -11998205.659981 + Penalty 83643.199222 = -11914562.460759 nChanged 178 Iteration 208Q (8540.291366 sec): 40 clusters Score: Raw -11998226.193914 + Penalty 83643.199222 = -11914582.994692 nChanged 186 Iteration 209Q (8545.798953 sec): 40 clusters Score: Raw -11998246.572183 + Penalty 83643.199222 = -11914603.372961 nChanged 177 Iteration 210Q (8551.197353 sec): 40 clusters Score: Raw -11998265.552340 + Penalty 83643.199222 = -11914622.353117 nChanged 151 Iteration 211Q (8556.464385 sec): 40 clusters Score: Raw -11998282.043599 + Penalty 83643.199222 = -11914638.844377 nChanged 136 Iteration 212Q (8561.689977 sec): 40 clusters Score: Raw -11998295.644434 + Penalty 83643.199222 = -11914652.445212 nChanged 110 Iteration 213Q (8567.039423 sec): 40 clusters Score: Raw -11998306.021364 + Penalty 83643.199222 = -11914662.822142 nChanged 96 Iteration 214Q (8572.340876 sec): 40 clusters Score: Raw -11998315.869086 + Penalty 83643.199222 = -11914672.669864 nChanged 83 Iteration 215Q (8577.369880 sec): 40 clusters Score: Raw -11998324.801689 + Penalty 83643.199222 = -11914681.602467 nChanged 87 Iteration 216Q (8582.396373 sec): 40 clusters Score: Raw -11998335.149503 + Penalty 83643.199222 = -11914691.950281 nChanged 101 Iteration 217Q (8587.596820 sec): 40 clusters Score: Raw -11998345.600175 + Penalty 83643.199222 = -11914702.400953 nChanged 89 Iteration 218Q (8593.007543 sec): 40 clusters Score: Raw -11998354.941934 + Penalty 83643.199222 = -11914711.742712 nChanged 75 Writing temp clu file Because OldScore, -11914702.400953, is greater than current (better) Score,-11914711.742712 Compute initial score before splitting: Score: Raw -11998354.941934 + Penalty 83643.199222 = -11914711.742712 Trying to split cluster 1 (7159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8593.217361 sec): 2 clusters Score: Raw -496810.006294 + Penalty 1557.760040 = -495252.246253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8593.364560 sec): 3 clusters Score: Raw -492936.033044 + Penalty 3115.520080 = -489820.512963 nChanged 2979 SP:Iteration 1F (8593.459739 sec): 3 clusters Score: Raw -494619.660561 + Penalty 3115.520080 = -491504.140481 nChanged 522 SP:Iteration 2F (8593.584656 sec): 3 clusters Score: Raw -494901.247848 + Penalty 3115.520080 = -491785.727767 nChanged 444 SP:Iteration 3F (8593.681555 sec): 3 clusters Score: Raw -495149.675990 + Penalty 3115.520080 = -492034.155909 nChanged 401 SP:Iteration 4F (8593.803049 sec): 3 clusters Score: Raw -495388.468742 + Penalty 3115.520080 = -492272.948662 nChanged 375 SP:Iteration 5F (8593.898735 sec): 3 clusters Score: Raw -495642.629437 + Penalty 3115.520080 = -492527.109357 nChanged 346 SP:Iteration 6Q (8594.007274 sec): 3 clusters Score: Raw -495878.901464 + Penalty 3115.520080 = -492763.381384 nChanged 295 SP:Iteration 7Q (8594.108074 sec): 3 clusters Score: Raw -496068.313111 + Penalty 3115.520080 = -492952.793030 nChanged 264 SP:Iteration 8Q (8594.219033 sec): 3 clusters Score: Raw -496249.661637 + Penalty 3115.520080 = -493134.141556 nChanged 216 SP:Iteration 9Q (8594.318386 sec): 3 clusters Score: Raw -496400.439807 + Penalty 3115.520080 = -493284.919727 nChanged 193 SP:Iteration 10Q (8594.440816 sec): 3 clusters Score: Raw -496556.068621 + Penalty 3115.520080 = -493440.548541 nChanged 168 SP:Iteration 11Q (8594.570784 sec): 3 clusters Score: Raw -496716.434001 + Penalty 3115.520080 = -493600.913920 nChanged 127 SP:Iteration 12Q (8594.669282 sec): 3 clusters Score: Raw -496833.764705 + Penalty 3115.520080 = -493718.244624 nChanged 120 SP:Iteration 13Q (8594.769375 sec): 3 clusters Score: Raw -496950.155822 + Penalty 3115.520080 = -493834.635742 nChanged 90 SP:Iteration 14Q (8594.855260 sec): 3 clusters Score: Raw -497016.832448 + Penalty 3115.520080 = -493901.312368 nChanged 73 SP:Iteration 15Q (8594.961679 sec): 3 clusters Score: Raw -497060.966034 + Penalty 3115.520080 = -493945.445954 nChanged 59 SP:Iteration 16Q (8595.067611 sec): 3 clusters Score: Raw -497100.840940 + Penalty 3115.520080 = -493985.320860 nChanged 44 SP:Iteration 17Q (8595.173513 sec): 3 clusters Score: Raw -497125.430043 + Penalty 3115.520080 = -494009.909963 nChanged 28 SP:Iteration 18Q (8595.264008 sec): 3 clusters Score: Raw -497140.377056 + Penalty 3115.520080 = -494024.856975 nChanged 26 SP:Iteration 19Q (8595.377351 sec): 3 clusters Score: Raw -497154.481125 + Penalty 3115.520080 = -494038.961045 nChanged 25 SP:Iteration 20F (8595.483975 sec): 3 clusters Score: Raw -497164.809740 + Penalty 3115.520080 = -494049.289659 nChanged 14 SP:Iteration 21Q (8595.581919 sec): 3 clusters Score: Raw -497170.148584 + Penalty 3115.520080 = -494054.628503 nChanged 8 SP:Iteration 22Q (8595.679619 sec): 3 clusters Score: Raw -497175.113985 + Penalty 3115.520080 = -494059.593905 nChanged 13 SP:Iteration 23Q (8595.812570 sec): 3 clusters Score: Raw -497180.903984 + Penalty 3115.520080 = -494065.383904 nChanged 17 SP:Iteration 24Q (8595.914225 sec): 3 clusters Score: Raw -497188.361686 + Penalty 3115.520080 = -494072.841606 nChanged 14 SP:Iteration 25Q (8596.013925 sec): 3 clusters Score: Raw -497192.586887 + Penalty 3115.520080 = -494077.066807 nChanged 12 SP:Iteration 26Q (8596.131033 sec): 3 clusters Score: Raw -497198.781987 + Penalty 3115.520080 = -494083.261907 nChanged 12 SP:Iteration 27Q (8596.252954 sec): 3 clusters Score: Raw -497205.813729 + Penalty 3115.520080 = -494090.293648 nChanged 13 SP:Iteration 28Q (8596.358941 sec): 3 clusters Score: Raw -497211.839650 + Penalty 3115.520080 = -494096.319569 nChanged 14 SP:Iteration 29Q (8596.470865 sec): 3 clusters Score: Raw -497218.480060 + Penalty 3115.520080 = -494102.959979 nChanged 12 SP:Iteration 30Q (8596.593373 sec): 3 clusters Score: Raw -497225.671027 + Penalty 3115.520080 = -494110.150946 nChanged 16 SP:Iteration 31Q (8596.689062 sec): 3 clusters Score: Raw -497232.052954 + Penalty 3115.520080 = -494116.532873 nChanged 11 SP:Iteration 32Q (8596.812191 sec): 3 clusters Score: Raw -497236.768138 + Penalty 3115.520080 = -494121.248057 nChanged 8 SP:Iteration 33Q (8596.915502 sec): 3 clusters Score: Raw -497239.206551 + Penalty 3115.520080 = -494123.686471 nChanged 3 SP:Iteration 34Q (8597.031096 sec): 3 clusters Score: Raw -497240.128019 + Penalty 3115.520080 = -494124.607939 nChanged 6 SP:Iteration 35Q (8597.143003 sec): 3 clusters Score: Raw -497243.257040 + Penalty 3115.520080 = -494127.736959 nChanged 13 SP:Iteration 36Q (8597.248058 sec): 3 clusters Score: Raw -497250.821002 + Penalty 3115.520080 = -494135.300921 nChanged 24 SP:Iteration 37Q (8597.388457 sec): 3 clusters Score: Raw -497263.445052 + Penalty 3115.520080 = -494147.924972 nChanged 27 SP:Iteration 38Q (8597.436459 sec): 3 clusters Score: Raw -497276.846193 + Penalty 3115.520080 = -494161.326113 nChanged 29 SP:Iteration 39Q (8597.573721 sec): 3 clusters Score: Raw -497290.721118 + Penalty 3115.520080 = -494175.201037 nChanged 20 SP:Iteration 40F (8597.693414 sec): 3 clusters Score: Raw -497299.221914 + Penalty 3115.520080 = -494183.701833 nChanged 22 SP:Iteration 41Q (8597.789491 sec): 3 clusters Score: Raw -497308.116604 + Penalty 3115.520080 = -494192.596524 nChanged 19 SP:Iteration 42Q (8597.937693 sec): 3 clusters Score: Raw -497317.723796 + Penalty 3115.520080 = -494202.203716 nChanged 24 SP:Iteration 43Q (8598.042625 sec): 3 clusters Score: Raw -497331.693564 + Penalty 3115.520080 = -494216.173484 nChanged 33 SP:Iteration 44Q (8598.188819 sec): 3 clusters Score: Raw -497352.470320 + Penalty 3115.520080 = -494236.950239 nChanged 33 SP:Iteration 45Q (8598.292708 sec): 3 clusters Score: Raw -497370.812525 + Penalty 3115.520080 = -494255.292444 nChanged 36 SP:Iteration 46Q (8598.425643 sec): 3 clusters Score: Raw -497392.010460 + Penalty 3115.520080 = -494276.490380 nChanged 33 SP:Iteration 47Q (8598.515939 sec): 3 clusters Score: Raw -497407.046918 + Penalty 3115.520080 = -494291.526838 nChanged 34 SP:Iteration 48Q (8598.652825 sec): 3 clusters Score: Raw -497422.194876 + Penalty 3115.520080 = -494306.674795 nChanged 35 SP:Iteration 49Q (8598.747616 sec): 3 clusters Score: Raw -497438.789728 + Penalty 3115.520080 = -494323.269647 nChanged 29 SP:Iteration 50Q (8598.850297 sec): 3 clusters Score: Raw -497450.872652 + Penalty 3115.520080 = -494335.352572 nChanged 30 SP:Iteration 51Q (8598.966695 sec): 3 clusters Score: Raw -497466.942225 + Penalty 3115.520080 = -494351.422145 nChanged 38 SP:Iteration 52Q (8599.061474 sec): 3 clusters Score: Raw -497484.852291 + Penalty 3115.520080 = -494369.332210 nChanged 38 SP:Iteration 53Q (8599.190654 sec): 3 clusters Score: Raw -497508.236091 + Penalty 3115.520080 = -494392.716011 nChanged 42 SP:Iteration 54Q (8599.320185 sec): 3 clusters Score: Raw -497533.945473 + Penalty 3115.520080 = -494418.425392 nChanged 62 SP:Iteration 55Q (8599.419494 sec): 3 clusters Score: Raw -497580.662015 + Penalty 3115.520080 = -494465.141934 nChanged 75 SP:Iteration 56Q (8599.529979 sec): 3 clusters Score: Raw -497648.279021 + Penalty 3115.520080 = -494532.758941 nChanged 96 SP:Iteration 57Q (8599.672602 sec): 3 clusters Score: Raw -497730.176586 + Penalty 3115.520080 = -494614.656506 nChanged 105 SP:Iteration 58Q (8599.779030 sec): 3 clusters Score: Raw -497831.740366 + Penalty 3115.520080 = -494716.220286 nChanged 107 SP:Iteration 59Q (8599.905044 sec): 3 clusters Score: Raw -497926.719810 + Penalty 3115.520080 = -494811.199729 nChanged 92 SP:Iteration 60F (8600.027295 sec): 3 clusters Score: Raw -498007.375834 + Penalty 3115.520080 = -494891.855754 nChanged 80 SP:Iteration 61Q (8600.136034 sec): 3 clusters Score: Raw -498058.263068 + Penalty 3115.520080 = -494942.742988 nChanged 63 SP:Iteration 62Q (8600.217882 sec): 3 clusters Score: Raw -498089.860725 + Penalty 3115.520080 = -494974.340644 nChanged 55 SP:Iteration 63Q (8600.331219 sec): 3 clusters Score: Raw -498114.530941 + Penalty 3115.520080 = -494999.010860 nChanged 45 SP:Iteration 64Q (8600.437543 sec): 3 clusters Score: Raw -498134.416133 + Penalty 3115.520080 = -495018.896052 nChanged 28 SP:Iteration 65Q (8600.535032 sec): 3 clusters Score: Raw -498143.833341 + Penalty 3115.520080 = -495028.313260 nChanged 14 SP:Iteration 66Q (8600.639210 sec): 3 clusters Score: Raw -498147.315067 + Penalty 3115.520080 = -495031.794986 nChanged 7 SP:Iteration 67Q (8600.754623 sec): 3 clusters Score: Raw -498149.121584 + Penalty 3115.520080 = -495033.601503 nChanged 8 SP:Iteration 68Q (8600.881985 sec): 3 clusters Score: Raw -498150.760219 + Penalty 3115.520080 = -495035.240138 nChanged 4 SP:Iteration 69Q (8600.970671 sec): 3 clusters Score: Raw -498151.507194 + Penalty 3115.520080 = -495035.987113 nChanged 3 SP:Iteration 70Q (8601.083956 sec): 3 clusters Score: Raw -498152.036076 + Penalty 3115.520080 = -495036.515995 nChanged 0 SP:Iteration 71F (8601.225361 sec): 3 clusters Score: Raw -498152.036076 + Penalty 3115.520080 = -495036.515995 nChanged 0 Trying to split cluster 2 (1713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8601.292469 sec): 2 clusters Score: Raw -88362.699750 + Penalty 1306.773263 = -87055.926487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8601.364989 sec): 3 clusters Score: Raw -87716.022994 + Penalty 2613.546526 = -85102.476468 nChanged 584 SP:Iteration 1F (8601.462676 sec): 3 clusters Score: Raw -88206.976854 + Penalty 2613.546526 = -85593.430328 nChanged 164 SP:Iteration 2F (8601.596512 sec): 3 clusters Score: Raw -88369.804712 + Penalty 2613.546526 = -85756.258187 nChanged 95 SP:Iteration 3F (8601.678726 sec): 3 clusters Score: Raw -88472.381607 + Penalty 2613.546526 = -85858.835081 nChanged 71 SP:Iteration 4Q (8601.750537 sec): 3 clusters Score: Raw -88539.692446 + Penalty 2613.546526 = -85926.145920 nChanged 66 SP:Iteration 5Q (8601.834935 sec): 3 clusters Score: Raw -88594.565264 + Penalty 2613.546526 = -85981.018738 nChanged 38 SP:Iteration 6Q (8601.924154 sec): 3 clusters Score: Raw -88621.360956 + Penalty 2613.546526 = -86007.814430 nChanged 36 SP:Iteration 7Q (8602.029114 sec): 3 clusters Score: Raw -88648.213178 + Penalty 2613.546526 = -86034.666652 nChanged 30 SP:Iteration 8Q (8602.134408 sec): 3 clusters Score: Raw -88668.546069 + Penalty 2613.546526 = -86054.999543 nChanged 22 SP:Iteration 9Q (8602.248753 sec): 3 clusters Score: Raw -88683.479693 + Penalty 2613.546526 = -86069.933167 nChanged 17 SP:Iteration 10Q (8602.349446 sec): 3 clusters Score: Raw -88690.562835 + Penalty 2613.546526 = -86077.016309 nChanged 11 SP:Iteration 11Q (8602.499976 sec): 3 clusters Score: Raw -88696.387138 + Penalty 2613.546526 = -86082.840612 nChanged 8 SP:Iteration 12Q (8602.594552 sec): 3 clusters Score: Raw -88701.073084 + Penalty 2613.546526 = -86087.526558 nChanged 11 SP:Iteration 13Q (8602.691644 sec): 3 clusters Score: Raw -88711.629764 + Penalty 2613.546526 = -86098.083238 nChanged 11 SP:Iteration 14Q (8602.783297 sec): 3 clusters Score: Raw -88722.223630 + Penalty 2613.546526 = -86108.677104 nChanged 14 SP:Iteration 15Q (8602.888559 sec): 3 clusters Score: Raw -88735.514504 + Penalty 2613.546526 = -86121.967978 nChanged 13 SP:Iteration 16Q (8602.993275 sec): 3 clusters Score: Raw -88749.141176 + Penalty 2613.546526 = -86135.594650 nChanged 10 SP:Iteration 17Q (8603.088142 sec): 3 clusters Score: Raw -88754.608183 + Penalty 2613.546526 = -86141.061657 nChanged 8 SP:Iteration 18Q (8603.205313 sec): 3 clusters Score: Raw -88759.918052 + Penalty 2613.546526 = -86146.371526 nChanged 6 SP:Iteration 19Q (8603.276028 sec): 3 clusters Score: Raw -88764.837731 + Penalty 2613.546526 = -86151.291205 nChanged 5 SP:Iteration 20F (8603.398310 sec): 3 clusters Score: Raw -88768.270644 + Penalty 2613.546526 = -86154.724118 nChanged 4 SP:Iteration 21Q (8603.499633 sec): 3 clusters Score: Raw -88770.169385 + Penalty 2613.546526 = -86156.622859 nChanged 5 SP:Iteration 22Q (8603.583138 sec): 3 clusters Score: Raw -88776.177961 + Penalty 2613.546526 = -86162.631436 nChanged 8 SP:Iteration 23Q (8603.663468 sec): 3 clusters Score: Raw -88781.204933 + Penalty 2613.546526 = -86167.658407 nChanged 5 SP:Iteration 24Q (8603.775252 sec): 3 clusters Score: Raw -88785.218431 + Penalty 2613.546526 = -86171.671905 nChanged 5 SP:Iteration 25Q (8603.850487 sec): 3 clusters Score: Raw -88788.150849 + Penalty 2613.546526 = -86174.604323 nChanged 5 SP:Iteration 26Q (8603.948011 sec): 3 clusters Score: Raw -88793.401643 + Penalty 2613.546526 = -86179.855117 nChanged 4 SP:Iteration 27Q (8604.056807 sec): 3 clusters Score: Raw -88795.453032 + Penalty 2613.546526 = -86181.906506 nChanged 2 SP:Iteration 28Q (8604.140258 sec): 3 clusters Score: Raw -88797.634004 + Penalty 2613.546526 = -86184.087478 nChanged 2 SP:Iteration 29Q (8604.241450 sec): 3 clusters Score: Raw -88799.284427 + Penalty 2613.546526 = -86185.737901 nChanged 5 SP:Iteration 30Q (8604.358831 sec): 3 clusters Score: Raw -88801.934287 + Penalty 2613.546526 = -86188.387761 nChanged 3 SP:Iteration 31Q (8604.443391 sec): 3 clusters Score: Raw -88803.361980 + Penalty 2613.546526 = -86189.815454 nChanged 3 SP:Iteration 32Q (8604.538035 sec): 3 clusters Score: Raw -88804.825554 + Penalty 2613.546526 = -86191.279028 nChanged 1 SP:Iteration 33Q (8604.628813 sec): 3 clusters Score: Raw -88805.037532 + Penalty 2613.546526 = -86191.491006 nChanged 0 SP:Iteration 34F (8604.749965 sec): 3 clusters Score: Raw -88805.037532 + Penalty 2613.546526 = -86191.491006 nChanged 0 Trying to split cluster 3 (2540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8604.840282 sec): 2 clusters Score: Raw -131450.891582 + Penalty 1375.905848 = -130074.985734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8604.923363 sec): 3 clusters Score: Raw -130320.635904 + Penalty 2751.811695 = -127568.824209 nChanged 933 SP:Iteration 1F (8605.027657 sec): 3 clusters Score: Raw -131015.650652 + Penalty 2751.811695 = -128263.838957 nChanged 249 SP:Iteration 2F (8605.143700 sec): 3 clusters Score: Raw -131303.527882 + Penalty 2751.811695 = -128551.716187 nChanged 168 SP:Iteration 3F (8605.260711 sec): 3 clusters Score: Raw -131488.251978 + Penalty 2751.811695 = -128736.440283 nChanged 139 SP:Iteration 4F (8605.335084 sec): 3 clusters Score: Raw -131647.482635 + Penalty 2751.811695 = -128895.670939 nChanged 120 SP:Iteration 5Q (8605.435695 sec): 3 clusters Score: Raw -131769.340154 + Penalty 2751.811695 = -129017.528459 nChanged 108 SP:Iteration 6Q (8605.534239 sec): 3 clusters Score: Raw -131885.640034 + Penalty 2751.811695 = -129133.828339 nChanged 89 SP:Iteration 7Q (8605.643167 sec): 3 clusters Score: Raw -131975.438789 + Penalty 2751.811695 = -129223.627094 nChanged 84 SP:Iteration 8Q (8605.772183 sec): 3 clusters Score: Raw -132053.365447 + Penalty 2751.811695 = -129301.553752 nChanged 64 SP:Iteration 9Q (8605.823498 sec): 3 clusters Score: Raw -132107.743917 + Penalty 2751.811695 = -129355.932222 nChanged 56 SP:Iteration 10Q (8605.918549 sec): 3 clusters Score: Raw -132150.830227 + Penalty 2751.811695 = -129399.018532 nChanged 33 SP:Iteration 11Q (8606.034490 sec): 3 clusters Score: Raw -132168.605289 + Penalty 2751.811695 = -129416.793593 nChanged 20 SP:Iteration 12Q (8606.148970 sec): 3 clusters Score: Raw -132184.489391 + Penalty 2751.811695 = -129432.677695 nChanged 17 SP:Iteration 13Q (8606.261254 sec): 3 clusters Score: Raw -132196.179453 + Penalty 2751.811695 = -129444.367757 nChanged 16 SP:Iteration 14Q (8606.355488 sec): 3 clusters Score: Raw -132202.517786 + Penalty 2751.811695 = -129450.706091 nChanged 12 SP:Iteration 15Q (8606.451512 sec): 3 clusters Score: Raw -132208.787849 + Penalty 2751.811695 = -129456.976154 nChanged 9 SP:Iteration 16Q (8606.555736 sec): 3 clusters Score: Raw -132211.429349 + Penalty 2751.811695 = -129459.617653 nChanged 6 SP:Iteration 17Q (8606.642467 sec): 3 clusters Score: Raw -132213.109875 + Penalty 2751.811695 = -129461.298180 nChanged 5 SP:Iteration 18Q (8606.773607 sec): 3 clusters Score: Raw -132215.042505 + Penalty 2751.811695 = -129463.230809 nChanged 4 SP:Iteration 19Q (8606.853016 sec): 3 clusters Score: Raw -132218.184663 + Penalty 2751.811695 = -129466.372968 nChanged 3 SP:Iteration 20F (8606.964561 sec): 3 clusters Score: Raw -132219.810044 + Penalty 2751.811695 = -129467.998349 nChanged 1 SP:Iteration 21Q (8607.051095 sec): 3 clusters Score: Raw -132220.352070 + Penalty 2751.811695 = -129468.540375 nChanged 2 SP:Iteration 22Q (8607.167006 sec): 3 clusters Score: Raw -132221.608522 + Penalty 2751.811695 = -129469.796827 nChanged 1 SP:Iteration 23Q (8607.274124 sec): 3 clusters Score: Raw -132222.034379 + Penalty 2751.811695 = -129470.222684 nChanged 0 SP:Iteration 24F (8607.383242 sec): 3 clusters Score: Raw -132222.034379 + Penalty 2751.811695 = -129470.222684 nChanged 0 Trying to split cluster 4 (10339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8607.504040 sec): 2 clusters Score: Raw -678566.639862 + Penalty 1622.265565 = -676944.374297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8607.613714 sec): 3 clusters Score: Raw -672674.006396 + Penalty 3244.531129 = -669429.475266 nChanged 4486 SP:Iteration 1F (8607.743706 sec): 3 clusters Score: Raw -675341.304730 + Penalty 3244.531129 = -672096.773600 nChanged 771 SP:Iteration 2F (8607.852461 sec): 3 clusters Score: Raw -675872.305566 + Penalty 3244.531129 = -672627.774436 nChanged 764 SP:Iteration 3F (8607.973656 sec): 3 clusters Score: Raw -676467.288997 + Penalty 3244.531129 = -673222.757868 nChanged 747 SP:Iteration 4F (8608.100688 sec): 3 clusters Score: Raw -677086.398499 + Penalty 3244.531129 = -673841.867370 nChanged 694 SP:Iteration 5F (8608.226202 sec): 3 clusters Score: Raw -677637.198436 + Penalty 3244.531129 = -674392.667307 nChanged 573 SP:Iteration 6F (8608.365747 sec): 3 clusters Score: Raw -677994.078738 + Penalty 3244.531129 = -674749.547609 nChanged 377 SP:Iteration 7Q (8608.477460 sec): 3 clusters Score: Raw -678170.392113 + Penalty 3244.531129 = -674925.860984 nChanged 285 SP:Iteration 8Q (8608.636832 sec): 3 clusters Score: Raw -678274.147596 + Penalty 3244.531129 = -675029.616466 nChanged 191 SP:Iteration 9Q (8608.753255 sec): 3 clusters Score: Raw -678332.006017 + Penalty 3244.531129 = -675087.474887 nChanged 133 SP:Iteration 10Q (8608.887395 sec): 3 clusters Score: Raw -678370.908193 + Penalty 3244.531129 = -675126.377063 nChanged 94 SP:Iteration 11Q (8609.000185 sec): 3 clusters Score: Raw -678394.930185 + Penalty 3244.531129 = -675150.399056 nChanged 93 SP:Iteration 12Q (8609.135636 sec): 3 clusters Score: Raw -678419.078953 + Penalty 3244.531129 = -675174.547824 nChanged 81 SP:Iteration 13Q (8609.262615 sec): 3 clusters Score: Raw -678441.045335 + Penalty 3244.531129 = -675196.514205 nChanged 78 SP:Iteration 14Q (8609.406410 sec): 3 clusters Score: Raw -678461.351235 + Penalty 3244.531129 = -675216.820106 nChanged 78 SP:Iteration 15Q (8609.528593 sec): 3 clusters Score: Raw -678486.434969 + Penalty 3244.531129 = -675241.903840 nChanged 96 SP:Iteration 16Q (8609.651420 sec): 3 clusters Score: Raw -678517.639626 + Penalty 3244.531129 = -675273.108497 nChanged 101 SP:Iteration 17Q (8609.780277 sec): 3 clusters Score: Raw -678552.505144 + Penalty 3244.531129 = -675307.974015 nChanged 112 SP:Iteration 18Q (8609.897014 sec): 3 clusters Score: Raw -678600.668172 + Penalty 3244.531129 = -675356.137043 nChanged 118 SP:Iteration 19Q (8610.024499 sec): 3 clusters Score: Raw -678656.587706 + Penalty 3244.531129 = -675412.056576 nChanged 139 SP:Iteration 20F (8610.147151 sec): 3 clusters Score: Raw -678723.123844 + Penalty 3244.531129 = -675478.592715 nChanged 158 SP:Iteration 21Q (8610.293942 sec): 3 clusters Score: Raw -678821.244049 + Penalty 3244.531129 = -675576.712919 nChanged 190 SP:Iteration 22Q (8610.403000 sec): 3 clusters Score: Raw -678963.940857 + Penalty 3244.531129 = -675719.409728 nChanged 199 SP:Iteration 23Q (8610.527849 sec): 3 clusters Score: Raw -679136.688450 + Penalty 3244.531129 = -675892.157321 nChanged 254 SP:Iteration 24Q (8610.655873 sec): 3 clusters Score: Raw -679328.372218 + Penalty 3244.531129 = -676083.841089 nChanged 262 SP:Iteration 25Q (8610.782621 sec): 3 clusters Score: Raw -679517.283382 + Penalty 3244.531129 = -676272.752253 nChanged 234 SP:Iteration 26Q (8610.919378 sec): 3 clusters Score: Raw -679688.797217 + Penalty 3244.531129 = -676444.266088 nChanged 239 SP:Iteration 27Q (8611.036067 sec): 3 clusters Score: Raw -679911.553348 + Penalty 3244.531129 = -676667.022219 nChanged 216 SP:Iteration 28Q (8611.161160 sec): 3 clusters Score: Raw -680068.692699 + Penalty 3244.531129 = -676824.161569 nChanged 186 SP:Iteration 29Q (8611.311487 sec): 3 clusters Score: Raw -680194.457156 + Penalty 3244.531129 = -676949.926027 nChanged 147 SP:Iteration 30Q (8611.435087 sec): 3 clusters Score: Raw -680288.628845 + Penalty 3244.531129 = -677044.097715 nChanged 114 SP:Iteration 31Q (8611.546139 sec): 3 clusters Score: Raw -680334.441061 + Penalty 3244.531129 = -677089.909931 nChanged 71 SP:Iteration 32Q (8611.687236 sec): 3 clusters Score: Raw -680357.229511 + Penalty 3244.531129 = -677112.698381 nChanged 59 SP:Iteration 33Q (8611.804840 sec): 3 clusters Score: Raw -680372.675386 + Penalty 3244.531129 = -677128.144257 nChanged 48 SP:Iteration 34Q (8611.948971 sec): 3 clusters Score: Raw -680381.888429 + Penalty 3244.531129 = -677137.357299 nChanged 22 SP:Iteration 35Q (8612.065506 sec): 3 clusters Score: Raw -680385.653884 + Penalty 3244.531129 = -677141.122754 nChanged 16 SP:Iteration 36Q (8612.233090 sec): 3 clusters Score: Raw -680388.494290 + Penalty 3244.531129 = -677143.963161 nChanged 10 SP:Iteration 37Q (8612.349824 sec): 3 clusters Score: Raw -680391.340809 + Penalty 3244.531129 = -677146.809679 nChanged 9 SP:Iteration 38Q (8612.475834 sec): 3 clusters Score: Raw -680392.309884 + Penalty 3244.531129 = -677147.778755 nChanged 6 SP:Iteration 39Q (8612.589331 sec): 3 clusters Score: Raw -680392.781302 + Penalty 3244.531129 = -677148.250172 nChanged 6 SP:Iteration 40F (8612.699767 sec): 3 clusters Score: Raw -680395.356191 + Penalty 3244.531129 = -677150.825062 nChanged 6 SP:Iteration 41Q (8612.816530 sec): 3 clusters Score: Raw -680396.398808 + Penalty 3244.531129 = -677151.867679 nChanged 5 SP:Iteration 42Q (8612.929355 sec): 3 clusters Score: Raw -680397.128266 + Penalty 3244.531129 = -677152.597137 nChanged 6 SP:Iteration 43Q (8613.050677 sec): 3 clusters Score: Raw -680397.776241 + Penalty 3244.531129 = -677153.245112 nChanged 3 SP:Iteration 44Q (8613.158344 sec): 3 clusters Score: Raw -680398.086148 + Penalty 3244.531129 = -677153.555018 nChanged 3 SP:Iteration 45Q (8613.282292 sec): 3 clusters Score: Raw -680398.344586 + Penalty 3244.531129 = -677153.813457 nChanged 3 SP:Iteration 46Q (8613.436774 sec): 3 clusters Score: Raw -680398.761707 + Penalty 3244.531129 = -677154.230577 nChanged 1 SP:Iteration 47Q (8613.544762 sec): 3 clusters Score: Raw -680398.862703 + Penalty 3244.531129 = -677154.331573 nChanged 0 SP:Iteration 48F (8613.701677 sec): 3 clusters Score: Raw -680398.862703 + Penalty 3244.531129 = -677154.331573 nChanged 0 Score: Raw -12000194.030675 + Penalty 85787.896638 = -11914406.134037 Splitting cluster 4 changes total score from -11914711.742712 to -11914406.134037 So it's not getting split. Trying to split cluster 5 (8693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8624.224286 sec): 2 clusters Score: Raw -514857.318278 + Penalty 1591.832979 = -513265.485300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8624.336806 sec): 3 clusters Score: Raw -510040.629643 + Penalty 3183.665957 = -506856.963685 nChanged 3650 SP:Iteration 1F (8624.457814 sec): 3 clusters Score: Raw -512077.494739 + Penalty 3183.665957 = -508893.828781 nChanged 660 SP:Iteration 2F (8624.561104 sec): 3 clusters Score: Raw -512440.781447 + Penalty 3183.665957 = -509257.115490 nChanged 593 SP:Iteration 3F (8624.684190 sec): 3 clusters Score: Raw -512803.904135 + Penalty 3183.665957 = -509620.238178 nChanged 528 SP:Iteration 4F (8624.791468 sec): 3 clusters Score: Raw -513150.620482 + Penalty 3183.665957 = -509966.954524 nChanged 458 SP:Iteration 5F (8624.914766 sec): 3 clusters Score: Raw -513462.692225 + Penalty 3183.665957 = -510279.026268 nChanged 425 SP:Iteration 6Q (8625.050171 sec): 3 clusters Score: Raw -513734.595554 + Penalty 3183.665957 = -510550.929596 nChanged 357 SP:Iteration 7Q (8625.170362 sec): 3 clusters Score: Raw -513950.263964 + Penalty 3183.665957 = -510766.598007 nChanged 301 SP:Iteration 8Q (8625.269202 sec): 3 clusters Score: Raw -514132.585552 + Penalty 3183.665957 = -510948.919594 nChanged 271 SP:Iteration 9Q (8625.394233 sec): 3 clusters Score: Raw -514285.606764 + Penalty 3183.665957 = -511101.940807 nChanged 229 SP:Iteration 10Q (8625.518262 sec): 3 clusters Score: Raw -514421.518321 + Penalty 3183.665957 = -511237.852364 nChanged 187 SP:Iteration 11Q (8625.626656 sec): 3 clusters Score: Raw -514514.059769 + Penalty 3183.665957 = -511330.393811 nChanged 144 SP:Iteration 12Q (8625.765818 sec): 3 clusters Score: Raw -514587.189506 + Penalty 3183.665957 = -511403.523549 nChanged 126 SP:Iteration 13Q (8625.874645 sec): 3 clusters Score: Raw -514655.823613 + Penalty 3183.665957 = -511472.157656 nChanged 129 SP:Iteration 14Q (8625.993932 sec): 3 clusters Score: Raw -514723.946760 + Penalty 3183.665957 = -511540.280802 nChanged 120 SP:Iteration 15Q (8626.116579 sec): 3 clusters Score: Raw -514790.360615 + Penalty 3183.665957 = -511606.694657 nChanged 112 SP:Iteration 16Q (8626.226433 sec): 3 clusters Score: Raw -514854.142706 + Penalty 3183.665957 = -511670.476748 nChanged 92 SP:Iteration 17Q (8626.346504 sec): 3 clusters Score: Raw -514904.596597 + Penalty 3183.665957 = -511720.930639 nChanged 78 SP:Iteration 18Q (8626.472244 sec): 3 clusters Score: Raw -514952.320675 + Penalty 3183.665957 = -511768.654718 nChanged 65 SP:Iteration 19Q (8626.604477 sec): 3 clusters Score: Raw -514993.132228 + Penalty 3183.665957 = -511809.466270 nChanged 59 SP:Iteration 20F (8626.736717 sec): 3 clusters Score: Raw -515033.848824 + Penalty 3183.665957 = -511850.182866 nChanged 54 SP:Iteration 21Q (8626.855074 sec): 3 clusters Score: Raw -515069.962546 + Penalty 3183.665957 = -511886.296588 nChanged 51 SP:Iteration 22Q (8626.979079 sec): 3 clusters Score: Raw -515098.767162 + Penalty 3183.665957 = -511915.101205 nChanged 53 SP:Iteration 23Q (8627.131488 sec): 3 clusters Score: Raw -515130.278674 + Penalty 3183.665957 = -511946.612717 nChanged 44 SP:Iteration 24Q (8627.260953 sec): 3 clusters Score: Raw -515155.919213 + Penalty 3183.665957 = -511972.253255 nChanged 32 SP:Iteration 25Q (8627.372974 sec): 3 clusters Score: Raw -515171.375814 + Penalty 3183.665957 = -511987.709857 nChanged 27 SP:Iteration 26Q (8627.510218 sec): 3 clusters Score: Raw -515183.175341 + Penalty 3183.665957 = -511999.509384 nChanged 22 SP:Iteration 27Q (8627.648376 sec): 3 clusters Score: Raw -515193.878685 + Penalty 3183.665957 = -512010.212728 nChanged 22 SP:Iteration 28Q (8627.745380 sec): 3 clusters Score: Raw -515203.745612 + Penalty 3183.665957 = -512020.079655 nChanged 12 SP:Iteration 29Q (8627.876332 sec): 3 clusters Score: Raw -515209.941607 + Penalty 3183.665957 = -512026.275649 nChanged 7 SP:Iteration 30Q (8627.993570 sec): 3 clusters Score: Raw -515212.533238 + Penalty 3183.665957 = -512028.867280 nChanged 6 SP:Iteration 31Q (8628.105209 sec): 3 clusters Score: Raw -515214.940939 + Penalty 3183.665957 = -512031.274982 nChanged 3 SP:Iteration 32Q (8628.226727 sec): 3 clusters Score: Raw -515216.032559 + Penalty 3183.665957 = -512032.366601 nChanged 2 SP:Iteration 33Q (8628.357553 sec): 3 clusters Score: Raw -515216.415570 + Penalty 3183.665957 = -512032.749613 nChanged 1 SP:Iteration 34Q (8628.462695 sec): 3 clusters Score: Raw -515216.760299 + Penalty 3183.665957 = -512033.094341 nChanged 2 SP:Iteration 35Q (8628.609966 sec): 3 clusters Score: Raw -515217.632294 + Penalty 3183.665957 = -512033.966337 nChanged 2 SP:Iteration 36Q (8628.712826 sec): 3 clusters Score: Raw -515218.564631 + Penalty 3183.665957 = -512034.898673 nChanged 4 SP:Iteration 37Q (8628.837629 sec): 3 clusters Score: Raw -515220.288802 + Penalty 3183.665957 = -512036.622844 nChanged 2 SP:Iteration 38Q (8628.929102 sec): 3 clusters Score: Raw -515221.113276 + Penalty 3183.665957 = -512037.447318 nChanged 2 SP:Iteration 39Q (8629.071803 sec): 3 clusters Score: Raw -515221.583861 + Penalty 3183.665957 = -512037.917904 nChanged 1 SP:Iteration 40F (8629.187495 sec): 3 clusters Score: Raw -515221.732279 + Penalty 3183.665957 = -512038.066321 nChanged 0 Trying to split cluster 6 (6339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8629.274149 sec): 2 clusters Score: Raw -309850.354457 + Penalty 1536.410592 = -308313.943865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8629.383009 sec): 3 clusters Score: Raw -306505.368870 + Penalty 3072.821184 = -303432.547686 nChanged 2599 SP:Iteration 1F (8629.478181 sec): 3 clusters Score: Raw -308104.482730 + Penalty 3072.821184 = -305031.661547 nChanged 510 SP:Iteration 2F (8629.589064 sec): 3 clusters Score: Raw -308471.781003 + Penalty 3072.821184 = -305398.959820 nChanged 444 SP:Iteration 3F (8629.694923 sec): 3 clusters Score: Raw -308755.537676 + Penalty 3072.821184 = -305682.716492 nChanged 349 SP:Iteration 4F (8629.791826 sec): 3 clusters Score: Raw -309002.978334 + Penalty 3072.821184 = -305930.157151 nChanged 329 SP:Iteration 5F (8629.904938 sec): 3 clusters Score: Raw -309231.820168 + Penalty 3072.821184 = -306158.998985 nChanged 298 SP:Iteration 6Q (8630.013862 sec): 3 clusters Score: Raw -309401.606697 + Penalty 3072.821184 = -306328.785513 nChanged 243 SP:Iteration 7Q (8630.124290 sec): 3 clusters Score: Raw -309533.553940 + Penalty 3072.821184 = -306460.732756 nChanged 207 SP:Iteration 8Q (8630.232798 sec): 3 clusters Score: Raw -309618.425017 + Penalty 3072.821184 = -306545.603833 nChanged 148 SP:Iteration 9Q (8630.357603 sec): 3 clusters Score: Raw -309674.655833 + Penalty 3072.821184 = -306601.834650 nChanged 107 SP:Iteration 10Q (8630.463097 sec): 3 clusters Score: Raw -309709.229240 + Penalty 3072.821184 = -306636.408056 nChanged 85 SP:Iteration 11Q (8630.566433 sec): 3 clusters Score: Raw -309729.571497 + Penalty 3072.821184 = -306656.750314 nChanged 54 SP:Iteration 12Q (8630.683000 sec): 3 clusters Score: Raw -309741.879132 + Penalty 3072.821184 = -306669.057949 nChanged 41 SP:Iteration 13Q (8630.784559 sec): 3 clusters Score: Raw -309750.083757 + Penalty 3072.821184 = -306677.262573 nChanged 39 SP:Iteration 14Q (8630.904028 sec): 3 clusters Score: Raw -309758.691262 + Penalty 3072.821184 = -306685.870079 nChanged 37 SP:Iteration 15Q (8631.028694 sec): 3 clusters Score: Raw -309765.946603 + Penalty 3072.821184 = -306693.125419 nChanged 32 SP:Iteration 16Q (8631.162655 sec): 3 clusters Score: Raw -309771.041086 + Penalty 3072.821184 = -306698.219902 nChanged 27 SP:Iteration 17Q (8631.263390 sec): 3 clusters Score: Raw -309775.378492 + Penalty 3072.821184 = -306702.557308 nChanged 13 SP:Iteration 18Q (8631.390863 sec): 3 clusters Score: Raw -309777.785262 + Penalty 3072.821184 = -306704.964079 nChanged 12 SP:Iteration 19Q (8631.505245 sec): 3 clusters Score: Raw -309780.359071 + Penalty 3072.821184 = -306707.537887 nChanged 11 SP:Iteration 20F (8631.603741 sec): 3 clusters Score: Raw -309783.088219 + Penalty 3072.821184 = -306710.267035 nChanged 12 SP:Iteration 21Q (8631.747307 sec): 3 clusters Score: Raw -309785.701606 + Penalty 3072.821184 = -306712.880422 nChanged 17 SP:Iteration 22Q (8631.854618 sec): 3 clusters Score: Raw -309788.840122 + Penalty 3072.821184 = -306716.018939 nChanged 15 SP:Iteration 23Q (8631.967633 sec): 3 clusters Score: Raw -309791.779187 + Penalty 3072.821184 = -306718.958004 nChanged 10 SP:Iteration 24Q (8632.085217 sec): 3 clusters Score: Raw -309793.854004 + Penalty 3072.821184 = -306721.032820 nChanged 6 SP:Iteration 25Q (8632.199327 sec): 3 clusters Score: Raw -309795.039043 + Penalty 3072.821184 = -306722.217859 nChanged 5 SP:Iteration 26Q (8632.285558 sec): 3 clusters Score: Raw -309796.383094 + Penalty 3072.821184 = -306723.561910 nChanged 9 SP:Iteration 27Q (8632.391085 sec): 3 clusters Score: Raw -309797.939655 + Penalty 3072.821184 = -306725.118472 nChanged 4 SP:Iteration 28Q (8632.509170 sec): 3 clusters Score: Raw -309798.517840 + Penalty 3072.821184 = -306725.696657 nChanged 5 SP:Iteration 29Q (8632.629787 sec): 3 clusters Score: Raw -309799.093017 + Penalty 3072.821184 = -306726.271834 nChanged 4 SP:Iteration 30Q (8632.749208 sec): 3 clusters Score: Raw -309799.683393 + Penalty 3072.821184 = -306726.862210 nChanged 1 SP:Iteration 31Q (8632.831788 sec): 3 clusters Score: Raw -309799.868465 + Penalty 3072.821184 = -306727.047282 nChanged 2 SP:Iteration 32Q (8632.948666 sec): 3 clusters Score: Raw -309800.073378 + Penalty 3072.821184 = -306727.252194 nChanged 2 SP:Iteration 33Q (8633.052993 sec): 3 clusters Score: Raw -309800.228577 + Penalty 3072.821184 = -306727.407394 nChanged 1 SP:Iteration 34Q (8633.155615 sec): 3 clusters Score: Raw -309800.392817 + Penalty 3072.821184 = -306727.571634 nChanged 2 SP:Iteration 35Q (8633.265600 sec): 3 clusters Score: Raw -309800.688088 + Penalty 3072.821184 = -306727.866905 nChanged 2 SP:Iteration 36Q (8633.370946 sec): 3 clusters Score: Raw -309801.360545 + Penalty 3072.821184 = -306728.539361 nChanged 5 SP:Iteration 37Q (8633.497793 sec): 3 clusters Score: Raw -309802.101307 + Penalty 3072.821184 = -306729.280123 nChanged 8 SP:Iteration 38Q (8633.578498 sec): 3 clusters Score: Raw -309803.279734 + Penalty 3072.821184 = -306730.458550 nChanged 8 SP:Iteration 39Q (8633.676623 sec): 3 clusters Score: Raw -309805.096877 + Penalty 3072.821184 = -306732.275693 nChanged 13 SP:Iteration 40F (8633.816245 sec): 3 clusters Score: Raw -309808.339987 + Penalty 3072.821184 = -306735.518803 nChanged 12 SP:Iteration 41Q (8633.925566 sec): 3 clusters Score: Raw -309810.552920 + Penalty 3072.821184 = -306737.731737 nChanged 13 SP:Iteration 42Q (8634.013388 sec): 3 clusters Score: Raw -309812.847532 + Penalty 3072.821184 = -306740.026348 nChanged 8 SP:Iteration 43Q (8634.157304 sec): 3 clusters Score: Raw -309813.724455 + Penalty 3072.821184 = -306740.903272 nChanged 5 SP:Iteration 44Q (8634.252029 sec): 3 clusters Score: Raw -309815.035983 + Penalty 3072.821184 = -306742.214799 nChanged 6 SP:Iteration 45Q (8634.386799 sec): 3 clusters Score: Raw -309815.854661 + Penalty 3072.821184 = -306743.033477 nChanged 4 SP:Iteration 46Q (8634.474849 sec): 3 clusters Score: Raw -309816.523142 + Penalty 3072.821184 = -306743.701958 nChanged 7 SP:Iteration 47Q (8634.593904 sec): 3 clusters Score: Raw -309817.609854 + Penalty 3072.821184 = -306744.788671 nChanged 6 SP:Iteration 48Q (8634.714611 sec): 3 clusters Score: Raw -309819.022388 + Penalty 3072.821184 = -306746.201205 nChanged 10 SP:Iteration 49Q (8634.848871 sec): 3 clusters Score: Raw -309820.471664 + Penalty 3072.821184 = -306747.650480 nChanged 6 SP:Iteration 50Q (8634.950154 sec): 3 clusters Score: Raw -309821.678128 + Penalty 3072.821184 = -306748.856945 nChanged 5 SP:Iteration 51Q (8635.051802 sec): 3 clusters Score: Raw -309822.977132 + Penalty 3072.821184 = -306750.155948 nChanged 13 SP:Iteration 52Q (8635.177895 sec): 3 clusters Score: Raw -309825.499701 + Penalty 3072.821184 = -306752.678517 nChanged 8 SP:Iteration 53Q (8635.297823 sec): 3 clusters Score: Raw -309827.233193 + Penalty 3072.821184 = -306754.412009 nChanged 10 SP:Iteration 54Q (8635.429615 sec): 3 clusters Score: Raw -309828.940315 + Penalty 3072.821184 = -306756.119131 nChanged 8 SP:Iteration 55Q (8635.548319 sec): 3 clusters Score: Raw -309830.397851 + Penalty 3072.821184 = -306757.576668 nChanged 8 SP:Iteration 56Q (8635.607035 sec): 3 clusters Score: Raw -309831.489741 + Penalty 3072.821184 = -306758.668558 nChanged 3 SP:Iteration 57Q (8635.657211 sec): 3 clusters Score: Raw -309831.725996 + Penalty 3072.821184 = -306758.904812 nChanged 3 SP:Iteration 58Q (8635.707752 sec): 3 clusters Score: Raw -309832.146932 + Penalty 3072.821184 = -306759.325749 nChanged 1 SP:Iteration 59Q (8635.762813 sec): 3 clusters Score: Raw -309832.267564 + Penalty 3072.821184 = -306759.446381 nChanged 1 SP:Iteration 60F (8635.816875 sec): 3 clusters Score: Raw -309832.399592 + Penalty 3072.821184 = -306759.578408 nChanged 0 Trying to split cluster 7 (1663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8635.857921 sec): 2 clusters Score: Raw -58305.481439 + Penalty 1301.574423 = -57003.907016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8635.882093 sec): 3 clusters Score: Raw -57750.664753 + Penalty 2603.148846 = -55147.515907 nChanged 567 SP:Iteration 1F (8635.905197 sec): 3 clusters Score: Raw -58360.449568 + Penalty 2603.148846 = -55757.300722 nChanged 216 SP:Iteration 2F (8635.928585 sec): 3 clusters Score: Raw -58721.013491 + Penalty 2603.148846 = -56117.864645 nChanged 135 SP:Iteration 3F (8635.951827 sec): 3 clusters Score: Raw -58939.303045 + Penalty 2603.148846 = -56336.154199 nChanged 115 SP:Iteration 4F (8635.975001 sec): 3 clusters Score: Raw -59145.553475 + Penalty 2603.148846 = -56542.404629 nChanged 80 SP:Iteration 5Q (8635.997894 sec): 3 clusters Score: Raw -59297.297164 + Penalty 2603.148846 = -56694.148318 nChanged 70 SP:Iteration 6Q (8636.020660 sec): 3 clusters Score: Raw -59472.481234 + Penalty 2603.148846 = -56869.332388 nChanged 59 SP:Iteration 7Q (8636.043337 sec): 3 clusters Score: Raw -59557.892976 + Penalty 2603.148846 = -56954.744130 nChanged 36 SP:Iteration 8Q (8636.096646 sec): 3 clusters Score: Raw -59597.064831 + Penalty 2603.148846 = -56993.915985 nChanged 22 SP:Iteration 9Q (8636.169267 sec): 3 clusters Score: Raw -59618.150844 + Penalty 2603.148846 = -57015.001998 nChanged 12 SP:Iteration 10Q (8636.191844 sec): 3 clusters Score: Raw -59625.652893 + Penalty 2603.148846 = -57022.504047 nChanged 9 SP:Iteration 11Q (8636.214380 sec): 3 clusters Score: Raw -59633.363393 + Penalty 2603.148846 = -57030.214546 nChanged 6 SP:Iteration 12Q (8636.236949 sec): 3 clusters Score: Raw -59637.118166 + Penalty 2603.148846 = -57033.969320 nChanged 3 SP:Iteration 13Q (8636.259356 sec): 3 clusters Score: Raw -59639.321279 + Penalty 2603.148846 = -57036.172433 nChanged 4 SP:Iteration 14Q (8636.364994 sec): 3 clusters Score: Raw -59640.658621 + Penalty 2603.148846 = -57037.509775 nChanged 2 SP:Iteration 15Q (8636.457964 sec): 3 clusters Score: Raw -59641.559676 + Penalty 2603.148846 = -57038.410829 nChanged 0 SP:Iteration 16F (8636.572846 sec): 3 clusters Score: Raw -59641.559676 + Penalty 2603.148846 = -57038.410829 nChanged 0 Score: Raw -11999697.886070 + Penalty 85787.896638 = -11913909.989432 Splitting cluster 7 changes total score from -11914711.742712 to -11913909.989432 So it's not getting split. Trying to split cluster 8 (4964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8647.285260 sec): 2 clusters Score: Raw -330096.935198 + Penalty 1493.499234 = -328603.435964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8647.368501 sec): 3 clusters Score: Raw -327584.016581 + Penalty 2986.998468 = -324597.018113 nChanged 1971 SP:Iteration 1F (8647.485700 sec): 3 clusters Score: Raw -328826.988679 + Penalty 2986.998468 = -325839.990210 nChanged 473 SP:Iteration 2F (8647.580882 sec): 3 clusters Score: Raw -329260.353909 + Penalty 2986.998468 = -326273.355440 nChanged 395 SP:Iteration 3F (8647.688205 sec): 3 clusters Score: Raw -329584.071944 + Penalty 2986.998468 = -326597.073476 nChanged 313 SP:Iteration 4F (8647.772713 sec): 3 clusters Score: Raw -329808.211469 + Penalty 2986.998468 = -326821.213000 nChanged 258 SP:Iteration 5F (8647.876988 sec): 3 clusters Score: Raw -329963.166283 + Penalty 2986.998468 = -326976.167815 nChanged 190 SP:Iteration 6Q (8647.973612 sec): 3 clusters Score: Raw -330079.789632 + Penalty 2986.998468 = -327092.791164 nChanged 147 SP:Iteration 7Q (8648.080880 sec): 3 clusters Score: Raw -330165.178486 + Penalty 2986.998468 = -327178.180017 nChanged 136 SP:Iteration 8Q (8648.186303 sec): 3 clusters Score: Raw -330236.506667 + Penalty 2986.998468 = -327249.508199 nChanged 126 SP:Iteration 9Q (8648.286907 sec): 3 clusters Score: Raw -330314.966035 + Penalty 2986.998468 = -327327.967567 nChanged 91 SP:Iteration 10Q (8648.400697 sec): 3 clusters Score: Raw -330366.109140 + Penalty 2986.998468 = -327379.110671 nChanged 77 SP:Iteration 11Q (8648.503568 sec): 3 clusters Score: Raw -330414.185119 + Penalty 2986.998468 = -327427.186651 nChanged 64 SP:Iteration 12Q (8648.598854 sec): 3 clusters Score: Raw -330446.685472 + Penalty 2986.998468 = -327459.687004 nChanged 51 SP:Iteration 13Q (8648.704478 sec): 3 clusters Score: Raw -330469.721202 + Penalty 2986.998468 = -327482.722734 nChanged 48 SP:Iteration 14Q (8648.831209 sec): 3 clusters Score: Raw -330493.234547 + Penalty 2986.998468 = -327506.236079 nChanged 36 SP:Iteration 15Q (8648.938859 sec): 3 clusters Score: Raw -330507.100295 + Penalty 2986.998468 = -327520.101827 nChanged 30 SP:Iteration 16Q (8649.022325 sec): 3 clusters Score: Raw -330517.364030 + Penalty 2986.998468 = -327530.365561 nChanged 20 SP:Iteration 17Q (8649.149665 sec): 3 clusters Score: Raw -330527.252311 + Penalty 2986.998468 = -327540.253843 nChanged 24 SP:Iteration 18Q (8649.265708 sec): 3 clusters Score: Raw -330542.814489 + Penalty 2986.998468 = -327555.816021 nChanged 29 SP:Iteration 19Q (8649.355138 sec): 3 clusters Score: Raw -330557.236567 + Penalty 2986.998468 = -327570.238098 nChanged 24 SP:Iteration 20F (8649.449919 sec): 3 clusters Score: Raw -330566.389157 + Penalty 2986.998468 = -327579.390689 nChanged 17 SP:Iteration 21Q (8649.542640 sec): 3 clusters Score: Raw -330573.261063 + Penalty 2986.998468 = -327586.262594 nChanged 11 SP:Iteration 22Q (8649.664454 sec): 3 clusters Score: Raw -330577.133534 + Penalty 2986.998468 = -327590.135066 nChanged 12 SP:Iteration 23Q (8649.767692 sec): 3 clusters Score: Raw -330582.611808 + Penalty 2986.998468 = -327595.613340 nChanged 8 SP:Iteration 24Q (8649.842461 sec): 3 clusters Score: Raw -330584.826361 + Penalty 2986.998468 = -327597.827893 nChanged 8 SP:Iteration 25Q (8649.960074 sec): 3 clusters Score: Raw -330587.778516 + Penalty 2986.998468 = -327600.780047 nChanged 10 SP:Iteration 26Q (8650.087614 sec): 3 clusters Score: Raw -330592.442113 + Penalty 2986.998468 = -327605.443645 nChanged 9 SP:Iteration 27Q (8650.182028 sec): 3 clusters Score: Raw -330595.389186 + Penalty 2986.998468 = -327608.390718 nChanged 7 SP:Iteration 28Q (8650.267990 sec): 3 clusters Score: Raw -330597.119353 + Penalty 2986.998468 = -327610.120885 nChanged 3 SP:Iteration 29Q (8650.365966 sec): 3 clusters Score: Raw -330598.580435 + Penalty 2986.998468 = -327611.581967 nChanged 3 SP:Iteration 30Q (8650.451187 sec): 3 clusters Score: Raw -330599.365091 + Penalty 2986.998468 = -327612.366623 nChanged 2 SP:Iteration 31Q (8650.551675 sec): 3 clusters Score: Raw -330599.756998 + Penalty 2986.998468 = -327612.758529 nChanged 3 SP:Iteration 32Q (8650.638491 sec): 3 clusters Score: Raw -330600.388679 + Penalty 2986.998468 = -327613.390211 nChanged 5 SP:Iteration 33Q (8650.758734 sec): 3 clusters Score: Raw -330602.171559 + Penalty 2986.998468 = -327615.173091 nChanged 9 SP:Iteration 34Q (8650.836470 sec): 3 clusters Score: Raw -330606.607803 + Penalty 2986.998468 = -327619.609335 nChanged 14 SP:Iteration 35Q (8650.937689 sec): 3 clusters Score: Raw -330611.207586 + Penalty 2986.998468 = -327624.209117 nChanged 13 SP:Iteration 36Q (8651.034254 sec): 3 clusters Score: Raw -330616.844704 + Penalty 2986.998468 = -327629.846235 nChanged 12 SP:Iteration 37Q (8651.136428 sec): 3 clusters Score: Raw -330621.329984 + Penalty 2986.998468 = -327634.331516 nChanged 14 SP:Iteration 38Q (8651.252398 sec): 3 clusters Score: Raw -330626.414708 + Penalty 2986.998468 = -327639.416240 nChanged 10 SP:Iteration 39Q (8651.350624 sec): 3 clusters Score: Raw -330631.079453 + Penalty 2986.998468 = -327644.080985 nChanged 6 SP:Iteration 40F (8651.438152 sec): 3 clusters Score: Raw -330634.143224 + Penalty 2986.998468 = -327647.144756 nChanged 9 SP:Iteration 41Q (8651.526937 sec): 3 clusters Score: Raw -330637.679034 + Penalty 2986.998468 = -327650.680566 nChanged 7 SP:Iteration 42Q (8651.639562 sec): 3 clusters Score: Raw -330641.207998 + Penalty 2986.998468 = -327654.209530 nChanged 6 SP:Iteration 43Q (8651.735362 sec): 3 clusters Score: Raw -330644.220478 + Penalty 2986.998468 = -327657.222010 nChanged 8 SP:Iteration 44Q (8651.828851 sec): 3 clusters Score: Raw -330648.240032 + Penalty 2986.998468 = -327661.241564 nChanged 9 SP:Iteration 45Q (8651.948904 sec): 3 clusters Score: Raw -330651.597655 + Penalty 2986.998468 = -327664.599186 nChanged 7 SP:Iteration 46Q (8652.037643 sec): 3 clusters Score: Raw -330654.430609 + Penalty 2986.998468 = -327667.432140 nChanged 8 SP:Iteration 47Q (8652.139136 sec): 3 clusters Score: Raw -330657.701150 + Penalty 2986.998468 = -327670.702681 nChanged 4 SP:Iteration 48Q (8652.249577 sec): 3 clusters Score: Raw -330658.654472 + Penalty 2986.998468 = -327671.656004 nChanged 2 SP:Iteration 49Q (8652.357136 sec): 3 clusters Score: Raw -330659.646769 + Penalty 2986.998468 = -327672.648301 nChanged 5 SP:Iteration 50Q (8652.460143 sec): 3 clusters Score: Raw -330662.125915 + Penalty 2986.998468 = -327675.127446 nChanged 7 SP:Iteration 51Q (8652.550503 sec): 3 clusters Score: Raw -330664.325685 + Penalty 2986.998468 = -327677.327217 nChanged 7 SP:Iteration 52Q (8652.665930 sec): 3 clusters Score: Raw -330666.755812 + Penalty 2986.998468 = -327679.757344 nChanged 5 SP:Iteration 53Q (8652.770933 sec): 3 clusters Score: Raw -330668.724389 + Penalty 2986.998468 = -327681.725920 nChanged 1 SP:Iteration 54Q (8652.813085 sec): 3 clusters Score: Raw -330669.534064 + Penalty 2986.998468 = -327682.535596 nChanged 4 SP:Iteration 55Q (8652.856985 sec): 3 clusters Score: Raw -330671.337464 + Penalty 2986.998468 = -327684.338996 nChanged 3 SP:Iteration 56Q (8652.898534 sec): 3 clusters Score: Raw -330672.068012 + Penalty 2986.998468 = -327685.069543 nChanged 2 SP:Iteration 57Q (8653.019215 sec): 3 clusters Score: Raw -330673.118007 + Penalty 2986.998468 = -327686.119539 nChanged 5 SP:Iteration 58Q (8653.112970 sec): 3 clusters Score: Raw -330674.732567 + Penalty 2986.998468 = -327687.734098 nChanged 1 SP:Iteration 59Q (8653.243113 sec): 3 clusters Score: Raw -330674.964128 + Penalty 2986.998468 = -327687.965660 nChanged 1 SP:Iteration 60F (8653.322592 sec): 3 clusters Score: Raw -330675.673868 + Penalty 2986.998468 = -327688.675399 nChanged 2 SP:Iteration 61Q (8653.403250 sec): 3 clusters Score: Raw -330676.742347 + Penalty 2986.998468 = -327689.743878 nChanged 7 SP:Iteration 62Q (8653.504513 sec): 3 clusters Score: Raw -330679.434413 + Penalty 2986.998468 = -327692.435944 nChanged 7 SP:Iteration 63Q (8653.596218 sec): 3 clusters Score: Raw -330682.942573 + Penalty 2986.998468 = -327695.944104 nChanged 6 SP:Iteration 64Q (8653.701134 sec): 3 clusters Score: Raw -330684.940862 + Penalty 2986.998468 = -327697.942394 nChanged 4 SP:Iteration 65Q (8653.800493 sec): 3 clusters Score: Raw -330686.441676 + Penalty 2986.998468 = -327699.443207 nChanged 2 SP:Iteration 66Q (8653.899059 sec): 3 clusters Score: Raw -330686.874549 + Penalty 2986.998468 = -327699.876081 nChanged 1 SP:Iteration 67Q (8653.984273 sec): 3 clusters Score: Raw -330687.140988 + Penalty 2986.998468 = -327700.142520 nChanged 0 SP:Iteration 68F (8654.097764 sec): 3 clusters Score: Raw -330687.140988 + Penalty 2986.998468 = -327700.142520 nChanged 0 Trying to split cluster 9 (11509 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8654.185546 sec): 2 clusters Score: Raw -792501.727137 + Penalty 1641.080250 = -790860.646886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8654.313470 sec): 3 clusters Score: Raw -785984.108058 + Penalty 3282.160501 = -782701.947558 nChanged 4913 SP:Iteration 1F (8654.423058 sec): 3 clusters Score: Raw -788853.104146 + Penalty 3282.160501 = -785570.943646 nChanged 793 SP:Iteration 2F (8654.562330 sec): 3 clusters Score: Raw -789269.756389 + Penalty 3282.160501 = -785987.595888 nChanged 682 SP:Iteration 3F (8654.683870 sec): 3 clusters Score: Raw -789629.445704 + Penalty 3282.160501 = -786347.285203 nChanged 663 SP:Iteration 4F (8654.812266 sec): 3 clusters Score: Raw -790023.844117 + Penalty 3282.160501 = -786741.683616 nChanged 660 SP:Iteration 5F (8654.949631 sec): 3 clusters Score: Raw -790403.284792 + Penalty 3282.160501 = -787121.124292 nChanged 623 SP:Iteration 6F (8655.044553 sec): 3 clusters Score: Raw -790785.343039 + Penalty 3282.160501 = -787503.182538 nChanged 558 SP:Iteration 7Q (8655.168426 sec): 3 clusters Score: Raw -791163.679987 + Penalty 3282.160501 = -787881.519486 nChanged 500 SP:Iteration 8Q (8655.292244 sec): 3 clusters Score: Raw -791516.576487 + Penalty 3282.160501 = -788234.415987 nChanged 417 SP:Iteration 9Q (8655.418148 sec): 3 clusters Score: Raw -791809.287107 + Penalty 3282.160501 = -788527.126606 nChanged 316 SP:Iteration 10Q (8655.554411 sec): 3 clusters Score: Raw -792041.518666 + Penalty 3282.160501 = -788759.358165 nChanged 240 SP:Iteration 11Q (8655.652547 sec): 3 clusters Score: Raw -792226.216920 + Penalty 3282.160501 = -788944.056419 nChanged 184 SP:Iteration 12Q (8655.764837 sec): 3 clusters Score: Raw -792387.704384 + Penalty 3282.160501 = -789105.543884 nChanged 143 SP:Iteration 13Q (8655.894582 sec): 3 clusters Score: Raw -792490.720429 + Penalty 3282.160501 = -789208.559929 nChanged 108 SP:Iteration 14Q (8656.023004 sec): 3 clusters Score: Raw -792568.292997 + Penalty 3282.160501 = -789286.132496 nChanged 89 SP:Iteration 15Q (8656.129562 sec): 3 clusters Score: Raw -792632.036768 + Penalty 3282.160501 = -789349.876268 nChanged 57 SP:Iteration 16Q (8656.266204 sec): 3 clusters Score: Raw -792663.724775 + Penalty 3282.160501 = -789381.564275 nChanged 32 SP:Iteration 17Q (8656.372023 sec): 3 clusters Score: Raw -792684.806966 + Penalty 3282.160501 = -789402.646466 nChanged 34 SP:Iteration 18Q (8656.476327 sec): 3 clusters Score: Raw -792712.400878 + Penalty 3282.160501 = -789430.240378 nChanged 43 SP:Iteration 19Q (8656.616796 sec): 3 clusters Score: Raw -792745.696406 + Penalty 3282.160501 = -789463.535905 nChanged 49 SP:Iteration 20F (8656.713991 sec): 3 clusters Score: Raw -792784.621323 + Penalty 3282.160501 = -789502.460822 nChanged 42 SP:Iteration 21Q (8656.851205 sec): 3 clusters Score: Raw -792818.194176 + Penalty 3282.160501 = -789536.033675 nChanged 39 SP:Iteration 22Q (8656.959942 sec): 3 clusters Score: Raw -792856.024322 + Penalty 3282.160501 = -789573.863821 nChanged 46 SP:Iteration 23Q (8657.081574 sec): 3 clusters Score: Raw -792901.867418 + Penalty 3282.160501 = -789619.706918 nChanged 47 SP:Iteration 24Q (8657.212260 sec): 3 clusters Score: Raw -792947.706620 + Penalty 3282.160501 = -789665.546120 nChanged 50 SP:Iteration 25Q (8657.334333 sec): 3 clusters Score: Raw -793011.582163 + Penalty 3282.160501 = -789729.421662 nChanged 46 SP:Iteration 26Q (8657.446687 sec): 3 clusters Score: Raw -793068.239558 + Penalty 3282.160501 = -789786.079058 nChanged 43 SP:Iteration 27Q (8657.538892 sec): 3 clusters Score: Raw -793117.164857 + Penalty 3282.160501 = -789835.004357 nChanged 40 SP:Iteration 28Q (8657.665215 sec): 3 clusters Score: Raw -793144.587126 + Penalty 3282.160501 = -789862.426626 nChanged 28 SP:Iteration 29Q (8657.815999 sec): 3 clusters Score: Raw -793160.851577 + Penalty 3282.160501 = -789878.691076 nChanged 20 SP:Iteration 30Q (8657.931742 sec): 3 clusters Score: Raw -793169.069483 + Penalty 3282.160501 = -789886.908982 nChanged 15 SP:Iteration 31Q (8658.080782 sec): 3 clusters Score: Raw -793176.743384 + Penalty 3282.160501 = -789894.582884 nChanged 12 SP:Iteration 32Q (8658.229085 sec): 3 clusters Score: Raw -793182.378886 + Penalty 3282.160501 = -789900.218385 nChanged 8 SP:Iteration 33Q (8658.374445 sec): 3 clusters Score: Raw -793186.134027 + Penalty 3282.160501 = -789903.973526 nChanged 7 SP:Iteration 34Q (8658.535017 sec): 3 clusters Score: Raw -793189.038537 + Penalty 3282.160501 = -789906.878036 nChanged 4 SP:Iteration 35Q (8658.647885 sec): 3 clusters Score: Raw -793190.359000 + Penalty 3282.160501 = -789908.198499 nChanged 1 SP:Iteration 36Q (8658.786932 sec): 3 clusters Score: Raw -793190.495322 + Penalty 3282.160501 = -789908.334822 nChanged 2 SP:Iteration 37Q (8658.930897 sec): 3 clusters Score: Raw -793191.418781 + Penalty 3282.160501 = -789909.258281 nChanged 1 SP:Iteration 38Q (8659.055738 sec): 3 clusters Score: Raw -793191.672688 + Penalty 3282.160501 = -789909.512188 nChanged 0 SP:Iteration 39F (8659.231664 sec): 3 clusters Score: Raw -793191.672688 + Penalty 3282.160501 = -789909.512188 nChanged 0 Trying to split cluster 10 (2473 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8659.307623 sec): 2 clusters Score: Raw -125924.638562 + Penalty 1371.214365 = -124553.424197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8659.442164 sec): 3 clusters Score: Raw -124842.118435 + Penalty 2742.428731 = -122099.689704 nChanged 926 SP:Iteration 1F (8659.534439 sec): 3 clusters Score: Raw -125584.259359 + Penalty 2742.428731 = -122841.830628 nChanged 232 SP:Iteration 2F (8659.635130 sec): 3 clusters Score: Raw -125847.067250 + Penalty 2742.428731 = -123104.638519 nChanged 181 SP:Iteration 3F (8659.752535 sec): 3 clusters Score: Raw -126037.101769 + Penalty 2742.428731 = -123294.673038 nChanged 136 SP:Iteration 4F (8659.847732 sec): 3 clusters Score: Raw -126163.846851 + Penalty 2742.428731 = -123421.418120 nChanged 123 SP:Iteration 5Q (8659.962334 sec): 3 clusters Score: Raw -126284.442745 + Penalty 2742.428731 = -123542.014014 nChanged 98 SP:Iteration 6Q (8660.099636 sec): 3 clusters Score: Raw -126360.609532 + Penalty 2742.428731 = -123618.180801 nChanged 75 SP:Iteration 7Q (8660.215105 sec): 3 clusters Score: Raw -126417.549070 + Penalty 2742.428731 = -123675.120339 nChanged 47 SP:Iteration 8Q (8660.302242 sec): 3 clusters Score: Raw -126453.531973 + Penalty 2742.428731 = -123711.103242 nChanged 44 SP:Iteration 9Q (8660.447592 sec): 3 clusters Score: Raw -126484.340300 + Penalty 2742.428731 = -123741.911570 nChanged 37 SP:Iteration 10Q (8660.562172 sec): 3 clusters Score: Raw -126510.275958 + Penalty 2742.428731 = -123767.847227 nChanged 35 SP:Iteration 11Q (8660.656679 sec): 3 clusters Score: Raw -126532.693980 + Penalty 2742.428731 = -123790.265250 nChanged 28 SP:Iteration 12Q (8660.786525 sec): 3 clusters Score: Raw -126553.502212 + Penalty 2742.428731 = -123811.073481 nChanged 30 SP:Iteration 13Q (8660.901587 sec): 3 clusters Score: Raw -126574.389395 + Penalty 2742.428731 = -123831.960664 nChanged 31 SP:Iteration 14Q (8661.015268 sec): 3 clusters Score: Raw -126591.943366 + Penalty 2742.428731 = -123849.514635 nChanged 16 SP:Iteration 15Q (8661.122314 sec): 3 clusters Score: Raw -126601.469983 + Penalty 2742.428731 = -123859.041252 nChanged 9 SP:Iteration 16Q (8661.219117 sec): 3 clusters Score: Raw -126605.737032 + Penalty 2742.428731 = -123863.308301 nChanged 8 SP:Iteration 17Q (8661.340979 sec): 3 clusters Score: Raw -126610.898483 + Penalty 2742.428731 = -123868.469752 nChanged 11 SP:Iteration 18Q (8661.444133 sec): 3 clusters Score: Raw -126620.147828 + Penalty 2742.428731 = -123877.719097 nChanged 14 SP:Iteration 19Q (8661.536794 sec): 3 clusters Score: Raw -126625.700779 + Penalty 2742.428731 = -123883.272048 nChanged 8 SP:Iteration 20F (8661.671181 sec): 3 clusters Score: Raw -126628.870298 + Penalty 2742.428731 = -123886.441567 nChanged 3 SP:Iteration 21Q (8661.760754 sec): 3 clusters Score: Raw -126630.026652 + Penalty 2742.428731 = -123887.597921 nChanged 4 SP:Iteration 22Q (8661.875804 sec): 3 clusters Score: Raw -126631.438775 + Penalty 2742.428731 = -123889.010044 nChanged 8 SP:Iteration 23Q (8661.990067 sec): 3 clusters Score: Raw -126634.922204 + Penalty 2742.428731 = -123892.493474 nChanged 6 SP:Iteration 24Q (8662.121257 sec): 3 clusters Score: Raw -126636.917706 + Penalty 2742.428731 = -123894.488975 nChanged 4 SP:Iteration 25Q (8662.235429 sec): 3 clusters Score: Raw -126638.051947 + Penalty 2742.428731 = -123895.623216 nChanged 0 SP:Iteration 26F (8662.344441 sec): 3 clusters Score: Raw -126638.051947 + Penalty 2742.428731 = -123895.623216 nChanged 0 Trying to split cluster 11 (773 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8662.381078 sec): 2 clusters Score: Raw -38983.000859 + Penalty 1167.123973 = -37815.876886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8662.482649 sec): 3 clusters Score: Raw -38833.230628 + Penalty 2334.247946 = -36498.982682 nChanged 208 SP:Iteration 1F (8662.578750 sec): 3 clusters Score: Raw -39142.120206 + Penalty 2334.247946 = -36807.872260 nChanged 62 SP:Iteration 2F (8662.676651 sec): 3 clusters Score: Raw -39248.823772 + Penalty 2334.247946 = -36914.575825 nChanged 37 SP:Iteration 3Q (8662.759662 sec): 3 clusters Score: Raw -39320.515898 + Penalty 2334.247946 = -36986.267952 nChanged 24 SP:Iteration 4Q (8662.849184 sec): 3 clusters Score: Raw -39370.400646 + Penalty 2334.247946 = -37036.152700 nChanged 15 SP:Iteration 5Q (8662.945634 sec): 3 clusters Score: Raw -39398.062612 + Penalty 2334.247946 = -37063.814666 nChanged 12 SP:Iteration 6Q (8663.016520 sec): 3 clusters Score: Raw -39430.435743 + Penalty 2334.247946 = -37096.187797 nChanged 13 SP:Iteration 7Q (8663.102589 sec): 3 clusters Score: Raw -39457.994785 + Penalty 2334.247946 = -37123.746839 nChanged 11 SP:Iteration 8Q (8663.182971 sec): 3 clusters Score: Raw -39494.113785 + Penalty 2334.247946 = -37159.865839 nChanged 14 SP:Iteration 9Q (8663.276835 sec): 3 clusters Score: Raw -39550.747165 + Penalty 2334.247946 = -37216.499219 nChanged 10 SP:Iteration 10Q (8663.379012 sec): 3 clusters Score: Raw -39580.304597 + Penalty 2334.247946 = -37246.056651 nChanged 9 SP:Iteration 11Q (8663.457351 sec): 3 clusters Score: Raw -39600.307959 + Penalty 2334.247946 = -37266.060013 nChanged 5 SP:Iteration 12Q (8663.537077 sec): 3 clusters Score: Raw -39607.642242 + Penalty 2334.247946 = -37273.394296 nChanged 7 SP:Iteration 13Q (8663.634651 sec): 3 clusters Score: Raw -39619.569966 + Penalty 2334.247946 = -37285.322020 nChanged 6 SP:Iteration 14Q (8663.732340 sec): 3 clusters Score: Raw -39633.172029 + Penalty 2334.247946 = -37298.924083 nChanged 5 SP:Iteration 15Q (8663.809601 sec): 3 clusters Score: Raw -39640.934664 + Penalty 2334.247946 = -37306.686717 nChanged 3 SP:Iteration 16Q (8663.902160 sec): 3 clusters Score: Raw -39646.306375 + Penalty 2334.247946 = -37312.058429 nChanged 3 SP:Iteration 17Q (8663.982692 sec): 3 clusters Score: Raw -39651.732351 + Penalty 2334.247946 = -37317.484404 nChanged 2 SP:Iteration 18Q (8664.077105 sec): 3 clusters Score: Raw -39658.094172 + Penalty 2334.247946 = -37323.846226 nChanged 3 SP:Iteration 19Q (8664.135025 sec): 3 clusters Score: Raw -39663.510074 + Penalty 2334.247946 = -37329.262128 nChanged 2 SP:Iteration 20F (8664.229758 sec): 3 clusters Score: Raw -39667.304336 + Penalty 2334.247946 = -37333.056390 nChanged 1 SP:Iteration 21Q (8664.310235 sec): 3 clusters Score: Raw -39668.686824 + Penalty 2334.247946 = -37334.438878 nChanged 0 SP:Iteration 22F (8664.388912 sec): 3 clusters Score: Raw -39668.686824 + Penalty 2334.247946 = -37334.438878 nChanged 0 Trying to split cluster 12 (4911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8664.452973 sec): 2 clusters Score: Raw -303623.422225 + Penalty 1491.615368 = -302131.806857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8664.540311 sec): 3 clusters Score: Raw -301148.470291 + Penalty 2983.230736 = -298165.239555 nChanged 1918 SP:Iteration 1F (8664.635343 sec): 3 clusters Score: Raw -302394.843328 + Penalty 2983.230736 = -299411.612592 nChanged 394 SP:Iteration 2F (8664.738516 sec): 3 clusters Score: Raw -302682.464577 + Penalty 2983.230736 = -299699.233841 nChanged 324 SP:Iteration 3F (8664.812459 sec): 3 clusters Score: Raw -302949.868692 + Penalty 2983.230736 = -299966.637956 nChanged 301 SP:Iteration 4F (8664.907032 sec): 3 clusters Score: Raw -303235.613485 + Penalty 2983.230736 = -300252.382749 nChanged 284 SP:Iteration 5F (8664.998664 sec): 3 clusters Score: Raw -303509.607031 + Penalty 2983.230736 = -300526.376295 nChanged 275 SP:Iteration 6F (8665.099406 sec): 3 clusters Score: Raw -303746.231418 + Penalty 2983.230736 = -300763.000682 nChanged 216 SP:Iteration 7Q (8665.180778 sec): 3 clusters Score: Raw -303922.340541 + Penalty 2983.230736 = -300939.109805 nChanged 167 SP:Iteration 8Q (8665.299443 sec): 3 clusters Score: Raw -304045.100682 + Penalty 2983.230736 = -301061.869946 nChanged 134 SP:Iteration 9Q (8665.380922 sec): 3 clusters Score: Raw -304145.263591 + Penalty 2983.230736 = -301162.032855 nChanged 132 SP:Iteration 10Q (8665.478960 sec): 3 clusters Score: Raw -304230.287868 + Penalty 2983.230736 = -301247.057132 nChanged 112 SP:Iteration 11Q (8665.572505 sec): 3 clusters Score: Raw -304296.673726 + Penalty 2983.230736 = -301313.442990 nChanged 112 SP:Iteration 12Q (8665.664814 sec): 3 clusters Score: Raw -304358.121120 + Penalty 2983.230736 = -301374.890384 nChanged 87 SP:Iteration 13Q (8665.756542 sec): 3 clusters Score: Raw -304402.622266 + Penalty 2983.230736 = -301419.391530 nChanged 83 SP:Iteration 14Q (8665.832596 sec): 3 clusters Score: Raw -304438.377838 + Penalty 2983.230736 = -301455.147102 nChanged 62 SP:Iteration 15Q (8665.925633 sec): 3 clusters Score: Raw -304464.678643 + Penalty 2983.230736 = -301481.447907 nChanged 60 SP:Iteration 16Q (8666.020145 sec): 3 clusters Score: Raw -304490.640051 + Penalty 2983.230736 = -301507.409315 nChanged 49 SP:Iteration 17Q (8666.108159 sec): 3 clusters Score: Raw -304510.105393 + Penalty 2983.230736 = -301526.874657 nChanged 47 SP:Iteration 18Q (8666.195800 sec): 3 clusters Score: Raw -304525.087051 + Penalty 2983.230736 = -301541.856315 nChanged 32 SP:Iteration 19Q (8666.279770 sec): 3 clusters Score: Raw -304534.441479 + Penalty 2983.230736 = -301551.210743 nChanged 32 SP:Iteration 20F (8666.361592 sec): 3 clusters Score: Raw -304545.989052 + Penalty 2983.230736 = -301562.758316 nChanged 34 SP:Iteration 21Q (8666.458624 sec): 3 clusters Score: Raw -304558.068305 + Penalty 2983.230736 = -301574.837569 nChanged 41 SP:Iteration 22Q (8666.545103 sec): 3 clusters Score: Raw -304572.327365 + Penalty 2983.230736 = -301589.096629 nChanged 35 SP:Iteration 23Q (8666.644557 sec): 3 clusters Score: Raw -304583.032781 + Penalty 2983.230736 = -301599.802046 nChanged 27 SP:Iteration 24Q (8666.723821 sec): 3 clusters Score: Raw -304589.750820 + Penalty 2983.230736 = -301606.520084 nChanged 25 SP:Iteration 25Q (8666.815682 sec): 3 clusters Score: Raw -304596.737404 + Penalty 2983.230736 = -301613.506668 nChanged 30 SP:Iteration 26Q (8666.908668 sec): 3 clusters Score: Raw -304606.158141 + Penalty 2983.230736 = -301622.927406 nChanged 36 SP:Iteration 27Q (8666.999374 sec): 3 clusters Score: Raw -304620.485288 + Penalty 2983.230736 = -301637.254552 nChanged 34 SP:Iteration 28Q (8667.085514 sec): 3 clusters Score: Raw -304635.710258 + Penalty 2983.230736 = -301652.479522 nChanged 39 SP:Iteration 29Q (8667.182329 sec): 3 clusters Score: Raw -304648.446977 + Penalty 2983.230736 = -301665.216241 nChanged 31 SP:Iteration 30Q (8667.258122 sec): 3 clusters Score: Raw -304658.695060 + Penalty 2983.230736 = -301675.464324 nChanged 33 SP:Iteration 31Q (8667.351388 sec): 3 clusters Score: Raw -304674.119422 + Penalty 2983.230736 = -301690.888686 nChanged 31 SP:Iteration 32Q (8667.444448 sec): 3 clusters Score: Raw -304687.228138 + Penalty 2983.230736 = -301703.997402 nChanged 39 SP:Iteration 33Q (8667.551388 sec): 3 clusters Score: Raw -304707.955085 + Penalty 2983.230736 = -301724.724349 nChanged 43 SP:Iteration 34Q (8667.647310 sec): 3 clusters Score: Raw -304731.262831 + Penalty 2983.230736 = -301748.032095 nChanged 46 SP:Iteration 35Q (8667.741746 sec): 3 clusters Score: Raw -304753.612517 + Penalty 2983.230736 = -301770.381781 nChanged 45 SP:Iteration 36Q (8667.835359 sec): 3 clusters Score: Raw -304777.364956 + Penalty 2983.230736 = -301794.134220 nChanged 38 SP:Iteration 37Q (8667.923941 sec): 3 clusters Score: Raw -304794.471662 + Penalty 2983.230736 = -301811.240926 nChanged 37 SP:Iteration 38Q (8667.990293 sec): 3 clusters Score: Raw -304811.060747 + Penalty 2983.230736 = -301827.830011 nChanged 36 SP:Iteration 39Q (8668.082195 sec): 3 clusters Score: Raw -304827.071974 + Penalty 2983.230736 = -301843.841238 nChanged 26 SP:Iteration 40F (8668.173467 sec): 3 clusters Score: Raw -304834.431320 + Penalty 2983.230736 = -301851.200584 nChanged 16 SP:Iteration 41Q (8668.267063 sec): 3 clusters Score: Raw -304840.264978 + Penalty 2983.230736 = -301857.034242 nChanged 15 SP:Iteration 42Q (8668.357806 sec): 3 clusters Score: Raw -304845.307434 + Penalty 2983.230736 = -301862.076698 nChanged 11 SP:Iteration 43Q (8668.445527 sec): 3 clusters Score: Raw -304848.184541 + Penalty 2983.230736 = -301864.953805 nChanged 7 SP:Iteration 44Q (8668.535874 sec): 3 clusters Score: Raw -304849.706399 + Penalty 2983.230736 = -301866.475663 nChanged 7 SP:Iteration 45Q (8668.628789 sec): 3 clusters Score: Raw -304851.796770 + Penalty 2983.230736 = -301868.566034 nChanged 10 SP:Iteration 46Q (8668.723751 sec): 3 clusters Score: Raw -304854.712165 + Penalty 2983.230736 = -301871.481429 nChanged 11 SP:Iteration 47Q (8668.813194 sec): 3 clusters Score: Raw -304858.893741 + Penalty 2983.230736 = -301875.663005 nChanged 11 SP:Iteration 48Q (8668.904991 sec): 3 clusters Score: Raw -304861.891539 + Penalty 2983.230736 = -301878.660803 nChanged 11 SP:Iteration 49Q (8669.000274 sec): 3 clusters Score: Raw -304864.905740 + Penalty 2983.230736 = -301881.675004 nChanged 7 SP:Iteration 50Q (8669.088863 sec): 3 clusters Score: Raw -304866.711233 + Penalty 2983.230736 = -301883.480497 nChanged 4 SP:Iteration 51Q (8669.164363 sec): 3 clusters Score: Raw -304867.833127 + Penalty 2983.230736 = -301884.602391 nChanged 2 SP:Iteration 52Q (8669.253850 sec): 3 clusters Score: Raw -304868.294248 + Penalty 2983.230736 = -301885.063512 nChanged 1 SP:Iteration 53Q (8669.350477 sec): 3 clusters Score: Raw -304868.419762 + Penalty 2983.230736 = -301885.189026 nChanged 4 SP:Iteration 54Q (8669.444034 sec): 3 clusters Score: Raw -304869.158120 + Penalty 2983.230736 = -301885.927384 nChanged 1 SP:Iteration 55Q (8669.548110 sec): 3 clusters Score: Raw -304869.350039 + Penalty 2983.230736 = -301886.119303 nChanged 0 SP:Iteration 56F (8669.636796 sec): 3 clusters Score: Raw -304869.350039 + Penalty 2983.230736 = -301886.119303 nChanged 0 Trying to split cluster 13 (5082 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8669.692236 sec): 2 clusters Score: Raw -330152.643222 + Penalty 1497.622259 = -328655.020964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8669.774771 sec): 3 clusters Score: Raw -327569.624295 + Penalty 2995.244518 = -324574.379778 nChanged 2040 SP:Iteration 1F (8669.873146 sec): 3 clusters Score: Raw -328769.714484 + Penalty 2995.244518 = -325774.469967 nChanged 469 SP:Iteration 2F (8669.946220 sec): 3 clusters Score: Raw -329149.546948 + Penalty 2995.244518 = -326154.302430 nChanged 376 SP:Iteration 3F (8670.037694 sec): 3 clusters Score: Raw -329434.592935 + Penalty 2995.244518 = -326439.348417 nChanged 296 SP:Iteration 4F (8670.130531 sec): 3 clusters Score: Raw -329657.716381 + Penalty 2995.244518 = -326662.471864 nChanged 262 SP:Iteration 5F (8670.223381 sec): 3 clusters Score: Raw -329837.891977 + Penalty 2995.244518 = -326842.647460 nChanged 225 SP:Iteration 6Q (8670.317222 sec): 3 clusters Score: Raw -330001.111381 + Penalty 2995.244518 = -327005.866863 nChanged 216 SP:Iteration 7Q (8670.412289 sec): 3 clusters Score: Raw -330144.041429 + Penalty 2995.244518 = -327148.796911 nChanged 156 SP:Iteration 8Q (8670.520110 sec): 3 clusters Score: Raw -330233.212936 + Penalty 2995.244518 = -327237.968418 nChanged 133 SP:Iteration 9Q (8670.598475 sec): 3 clusters Score: Raw -330314.060750 + Penalty 2995.244518 = -327318.816233 nChanged 137 SP:Iteration 10Q (8670.707404 sec): 3 clusters Score: Raw -330381.947654 + Penalty 2995.244518 = -327386.703136 nChanged 107 SP:Iteration 11Q (8670.796538 sec): 3 clusters Score: Raw -330432.247226 + Penalty 2995.244518 = -327437.002709 nChanged 98 SP:Iteration 12Q (8670.883513 sec): 3 clusters Score: Raw -330472.448256 + Penalty 2995.244518 = -327477.203739 nChanged 84 SP:Iteration 13Q (8670.972724 sec): 3 clusters Score: Raw -330508.455238 + Penalty 2995.244518 = -327513.210720 nChanged 57 SP:Iteration 14Q (8671.062150 sec): 3 clusters Score: Raw -330528.402691 + Penalty 2995.244518 = -327533.158174 nChanged 46 SP:Iteration 15Q (8671.136374 sec): 3 clusters Score: Raw -330546.490900 + Penalty 2995.244518 = -327551.246383 nChanged 45 SP:Iteration 16Q (8671.244690 sec): 3 clusters Score: Raw -330560.208324 + Penalty 2995.244518 = -327564.963806 nChanged 37 SP:Iteration 17Q (8671.331859 sec): 3 clusters Score: Raw -330572.872421 + Penalty 2995.244518 = -327577.627903 nChanged 38 SP:Iteration 18Q (8671.424256 sec): 3 clusters Score: Raw -330586.680834 + Penalty 2995.244518 = -327591.436316 nChanged 31 SP:Iteration 19Q (8671.514484 sec): 3 clusters Score: Raw -330595.249498 + Penalty 2995.244518 = -327600.004980 nChanged 23 SP:Iteration 20F (8671.610969 sec): 3 clusters Score: Raw -330602.563646 + Penalty 2995.244518 = -327607.319129 nChanged 20 SP:Iteration 21Q (8671.701769 sec): 3 clusters Score: Raw -330607.304422 + Penalty 2995.244518 = -327612.059904 nChanged 18 SP:Iteration 22Q (8671.798848 sec): 3 clusters Score: Raw -330611.579579 + Penalty 2995.244518 = -327616.335062 nChanged 11 SP:Iteration 23Q (8671.894102 sec): 3 clusters Score: Raw -330614.059746 + Penalty 2995.244518 = -327618.815229 nChanged 10 SP:Iteration 24Q (8671.976782 sec): 3 clusters Score: Raw -330615.703529 + Penalty 2995.244518 = -327620.459012 nChanged 5 SP:Iteration 25Q (8672.076175 sec): 3 clusters Score: Raw -330616.384928 + Penalty 2995.244518 = -327621.140410 nChanged 4 SP:Iteration 26Q (8672.171666 sec): 3 clusters Score: Raw -330617.374917 + Penalty 2995.244518 = -327622.130400 nChanged 3 SP:Iteration 27Q (8672.266972 sec): 3 clusters Score: Raw -330617.964374 + Penalty 2995.244518 = -327622.719857 nChanged 4 SP:Iteration 28Q (8672.357606 sec): 3 clusters Score: Raw -330618.746901 + Penalty 2995.244518 = -327623.502383 nChanged 8 SP:Iteration 29Q (8672.451383 sec): 3 clusters Score: Raw -330620.445171 + Penalty 2995.244518 = -327625.200654 nChanged 6 SP:Iteration 30Q (8672.544333 sec): 3 clusters Score: Raw -330621.588353 + Penalty 2995.244518 = -327626.343836 nChanged 6 SP:Iteration 31Q (8672.640704 sec): 3 clusters Score: Raw -330622.506973 + Penalty 2995.244518 = -327627.262455 nChanged 3 SP:Iteration 32Q (8672.736169 sec): 3 clusters Score: Raw -330623.182667 + Penalty 2995.244518 = -327627.938149 nChanged 3 SP:Iteration 33Q (8672.831594 sec): 3 clusters Score: Raw -330623.577356 + Penalty 2995.244518 = -327628.332838 nChanged 3 SP:Iteration 34Q (8672.930027 sec): 3 clusters Score: Raw -330623.902361 + Penalty 2995.244518 = -327628.657844 nChanged 0 SP:Iteration 35F (8673.023788 sec): 3 clusters Score: Raw -330623.902361 + Penalty 2995.244518 = -327628.657844 nChanged 0 Trying to split cluster 14 (5908 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8673.082784 sec): 2 clusters Score: Raw -339923.198851 + Penalty 1524.052994 = -338399.145857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8673.181095 sec): 3 clusters Score: Raw -336793.432732 + Penalty 3048.105988 = -333745.326744 nChanged 2443 SP:Iteration 1F (8673.276998 sec): 3 clusters Score: Raw -338251.502645 + Penalty 3048.105988 = -335203.396657 nChanged 457 SP:Iteration 2F (8673.353221 sec): 3 clusters Score: Raw -338529.727069 + Penalty 3048.105988 = -335481.621081 nChanged 358 SP:Iteration 3F (8673.430455 sec): 3 clusters Score: Raw -338739.079458 + Penalty 3048.105988 = -335690.973470 nChanged 285 SP:Iteration 4Q (8673.545956 sec): 3 clusters Score: Raw -338903.750656 + Penalty 3048.105988 = -335855.644668 nChanged 234 SP:Iteration 5Q (8673.642703 sec): 3 clusters Score: Raw -339025.740147 + Penalty 3048.105988 = -335977.634159 nChanged 211 SP:Iteration 6Q (8673.739994 sec): 3 clusters Score: Raw -339132.340787 + Penalty 3048.105988 = -336084.234799 nChanged 209 SP:Iteration 7Q (8673.814095 sec): 3 clusters Score: Raw -339242.026291 + Penalty 3048.105988 = -336193.920304 nChanged 183 SP:Iteration 8Q (8673.929244 sec): 3 clusters Score: Raw -339339.926740 + Penalty 3048.105988 = -336291.820752 nChanged 157 SP:Iteration 9Q (8674.022398 sec): 3 clusters Score: Raw -339428.695854 + Penalty 3048.105988 = -336380.589866 nChanged 175 SP:Iteration 10Q (8674.122243 sec): 3 clusters Score: Raw -339516.284413 + Penalty 3048.105988 = -336468.178425 nChanged 137 SP:Iteration 11Q (8674.207440 sec): 3 clusters Score: Raw -339586.798215 + Penalty 3048.105988 = -336538.692227 nChanged 107 SP:Iteration 12Q (8674.303976 sec): 3 clusters Score: Raw -339647.442641 + Penalty 3048.105988 = -336599.336653 nChanged 95 SP:Iteration 13Q (8674.401886 sec): 3 clusters Score: Raw -339696.046058 + Penalty 3048.105988 = -336647.940071 nChanged 89 SP:Iteration 14Q (8674.500346 sec): 3 clusters Score: Raw -339729.344114 + Penalty 3048.105988 = -336681.238126 nChanged 67 SP:Iteration 15Q (8674.594070 sec): 3 clusters Score: Raw -339753.993300 + Penalty 3048.105988 = -336705.887312 nChanged 73 SP:Iteration 16Q (8674.689112 sec): 3 clusters Score: Raw -339783.807702 + Penalty 3048.105988 = -336735.701714 nChanged 66 SP:Iteration 17Q (8674.795787 sec): 3 clusters Score: Raw -339813.112391 + Penalty 3048.105988 = -336765.006403 nChanged 64 SP:Iteration 18Q (8674.890071 sec): 3 clusters Score: Raw -339842.227213 + Penalty 3048.105988 = -336794.121225 nChanged 66 SP:Iteration 19Q (8674.969618 sec): 3 clusters Score: Raw -339870.354657 + Penalty 3048.105988 = -336822.248669 nChanged 70 SP:Iteration 20F (8675.060204 sec): 3 clusters Score: Raw -339912.284576 + Penalty 3048.105988 = -336864.178588 nChanged 73 SP:Iteration 21Q (8675.154906 sec): 3 clusters Score: Raw -339953.757554 + Penalty 3048.105988 = -336905.651566 nChanged 61 SP:Iteration 22Q (8675.269549 sec): 3 clusters Score: Raw -339992.986788 + Penalty 3048.105988 = -336944.880800 nChanged 79 SP:Iteration 23Q (8675.368343 sec): 3 clusters Score: Raw -340040.046975 + Penalty 3048.105988 = -336991.940987 nChanged 74 SP:Iteration 24Q (8675.453390 sec): 3 clusters Score: Raw -340081.681409 + Penalty 3048.105988 = -337033.575421 nChanged 71 SP:Iteration 25Q (8675.538059 sec): 3 clusters Score: Raw -340122.385639 + Penalty 3048.105988 = -337074.279651 nChanged 72 SP:Iteration 26Q (8675.641678 sec): 3 clusters Score: Raw -340174.141992 + Penalty 3048.105988 = -337126.036004 nChanged 69 SP:Iteration 27Q (8675.738486 sec): 3 clusters Score: Raw -340235.179483 + Penalty 3048.105988 = -337187.073495 nChanged 74 SP:Iteration 28Q (8675.801990 sec): 3 clusters Score: Raw -340306.082339 + Penalty 3048.105988 = -337257.976351 nChanged 82 SP:Iteration 29Q (8675.887856 sec): 3 clusters Score: Raw -340373.714912 + Penalty 3048.105988 = -337325.608924 nChanged 78 SP:Iteration 30Q (8675.996741 sec): 3 clusters Score: Raw -340428.026493 + Penalty 3048.105988 = -337379.920505 nChanged 56 SP:Iteration 31Q (8676.082935 sec): 3 clusters Score: Raw -340458.617013 + Penalty 3048.105988 = -337410.511025 nChanged 45 SP:Iteration 32Q (8676.153016 sec): 3 clusters Score: Raw -340482.710132 + Penalty 3048.105988 = -337434.604144 nChanged 45 SP:Iteration 33Q (8676.255292 sec): 3 clusters Score: Raw -340505.391054 + Penalty 3048.105988 = -337457.285066 nChanged 34 SP:Iteration 34Q (8676.331346 sec): 3 clusters Score: Raw -340520.571264 + Penalty 3048.105988 = -337472.465276 nChanged 28 SP:Iteration 35Q (8676.440716 sec): 3 clusters Score: Raw -340529.720624 + Penalty 3048.105988 = -337481.614636 nChanged 16 SP:Iteration 36Q (8676.518185 sec): 3 clusters Score: Raw -340535.980281 + Penalty 3048.105988 = -337487.874293 nChanged 11 SP:Iteration 37Q (8676.622279 sec): 3 clusters Score: Raw -340539.085310 + Penalty 3048.105988 = -337490.979323 nChanged 8 SP:Iteration 38Q (8676.709526 sec): 3 clusters Score: Raw -340541.467732 + Penalty 3048.105988 = -337493.361744 nChanged 7 SP:Iteration 39Q (8676.795928 sec): 3 clusters Score: Raw -340543.596770 + Penalty 3048.105988 = -337495.490782 nChanged 4 SP:Iteration 40F (8676.891914 sec): 3 clusters Score: Raw -340544.810994 + Penalty 3048.105988 = -337496.705006 nChanged 2 SP:Iteration 41Q (8676.982892 sec): 3 clusters Score: Raw -340545.649596 + Penalty 3048.105988 = -337497.543608 nChanged 2 SP:Iteration 42Q (8677.070131 sec): 3 clusters Score: Raw -340546.014972 + Penalty 3048.105988 = -337497.908984 nChanged 1 SP:Iteration 43Q (8677.169553 sec): 3 clusters Score: Raw -340546.217893 + Penalty 3048.105988 = -337498.111905 nChanged 1 SP:Iteration 44Q (8677.253902 sec): 3 clusters Score: Raw -340546.470203 + Penalty 3048.105988 = -337498.364215 nChanged 0 SP:Iteration 45F (8677.347428 sec): 3 clusters Score: Raw -340546.470203 + Penalty 3048.105988 = -337498.364215 nChanged 0 Trying to split cluster 15 (2618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8677.392022 sec): 2 clusters Score: Raw -127490.424645 + Penalty 1381.214124 = -126109.210521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8677.471274 sec): 3 clusters Score: Raw -126315.803695 + Penalty 2762.428247 = -123553.375448 nChanged 962 SP:Iteration 1F (8677.567200 sec): 3 clusters Score: Raw -126982.012454 + Penalty 2762.428247 = -124219.584206 nChanged 245 SP:Iteration 2F (8677.643611 sec): 3 clusters Score: Raw -127219.720848 + Penalty 2762.428247 = -124457.292601 nChanged 171 SP:Iteration 3F (8677.731977 sec): 3 clusters Score: Raw -127440.342747 + Penalty 2762.428247 = -124677.914500 nChanged 165 SP:Iteration 4F (8677.822595 sec): 3 clusters Score: Raw -127668.641167 + Penalty 2762.428247 = -124906.212920 nChanged 164 SP:Iteration 5F (8677.906188 sec): 3 clusters Score: Raw -127882.297909 + Penalty 2762.428247 = -125119.869662 nChanged 145 SP:Iteration 6F (8677.993238 sec): 3 clusters Score: Raw -128046.894455 + Penalty 2762.428247 = -125284.466208 nChanged 118 SP:Iteration 7Q (8678.062970 sec): 3 clusters Score: Raw -128169.296512 + Penalty 2762.428247 = -125406.868265 nChanged 84 SP:Iteration 8Q (8678.172965 sec): 3 clusters Score: Raw -128241.950673 + Penalty 2762.428247 = -125479.522426 nChanged 67 SP:Iteration 9Q (8678.263599 sec): 3 clusters Score: Raw -128299.726816 + Penalty 2762.428247 = -125537.298569 nChanged 53 SP:Iteration 10Q (8678.349894 sec): 3 clusters Score: Raw -128340.508326 + Penalty 2762.428247 = -125578.080078 nChanged 36 SP:Iteration 11Q (8678.421809 sec): 3 clusters Score: Raw -128369.283840 + Penalty 2762.428247 = -125606.855593 nChanged 34 SP:Iteration 12Q (8678.510165 sec): 3 clusters Score: Raw -128395.943933 + Penalty 2762.428247 = -125633.515686 nChanged 23 SP:Iteration 13Q (8678.599365 sec): 3 clusters Score: Raw -128412.886014 + Penalty 2762.428247 = -125650.457766 nChanged 15 SP:Iteration 14Q (8678.690603 sec): 3 clusters Score: Raw -128423.618439 + Penalty 2762.428247 = -125661.190192 nChanged 12 SP:Iteration 15Q (8678.782768 sec): 3 clusters Score: Raw -128432.147340 + Penalty 2762.428247 = -125669.719093 nChanged 12 SP:Iteration 16Q (8678.856036 sec): 3 clusters Score: Raw -128442.608462 + Penalty 2762.428247 = -125680.180215 nChanged 11 SP:Iteration 17Q (8678.929341 sec): 3 clusters Score: Raw -128448.778163 + Penalty 2762.428247 = -125686.349915 nChanged 10 SP:Iteration 18Q (8679.021643 sec): 3 clusters Score: Raw -128454.631727 + Penalty 2762.428247 = -125692.203480 nChanged 7 SP:Iteration 19Q (8679.125138 sec): 3 clusters Score: Raw -128458.617720 + Penalty 2762.428247 = -125696.189472 nChanged 4 SP:Iteration 20F (8679.188012 sec): 3 clusters Score: Raw -128459.988644 + Penalty 2762.428247 = -125697.560396 nChanged 2 SP:Iteration 21Q (8679.267896 sec): 3 clusters Score: Raw -128460.627875 + Penalty 2762.428247 = -125698.199627 nChanged 0 SP:Iteration 22F (8679.343434 sec): 3 clusters Score: Raw -128460.627875 + Penalty 2762.428247 = -125698.199627 nChanged 0 Trying to split cluster 16 (2553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8679.394131 sec): 2 clusters Score: Raw -162049.647820 + Penalty 1376.801785 = -160672.846034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8679.489335 sec): 3 clusters Score: Raw -160927.382250 + Penalty 2753.603570 = -158173.778679 nChanged 903 SP:Iteration 1F (8679.580326 sec): 3 clusters Score: Raw -161505.727565 + Penalty 2753.603570 = -158752.123994 nChanged 215 SP:Iteration 2F (8679.659702 sec): 3 clusters Score: Raw -161769.031999 + Penalty 2753.603570 = -159015.428429 nChanged 227 SP:Iteration 3F (8679.742635 sec): 3 clusters Score: Raw -162017.783327 + Penalty 2753.603570 = -159264.179757 nChanged 187 SP:Iteration 4F (8679.840694 sec): 3 clusters Score: Raw -162208.552170 + Penalty 2753.603570 = -159454.948600 nChanged 144 SP:Iteration 5F (8679.925046 sec): 3 clusters Score: Raw -162339.319658 + Penalty 2753.603570 = -159585.716087 nChanged 116 SP:Iteration 6Q (8680.015353 sec): 3 clusters Score: Raw -162441.864856 + Penalty 2753.603570 = -159688.261285 nChanged 86 SP:Iteration 7Q (8680.116108 sec): 3 clusters Score: Raw -162510.463283 + Penalty 2753.603570 = -159756.859712 nChanged 62 SP:Iteration 8Q (8680.184127 sec): 3 clusters Score: Raw -162551.976320 + Penalty 2753.603570 = -159798.372749 nChanged 30 SP:Iteration 9Q (8680.269912 sec): 3 clusters Score: Raw -162567.874892 + Penalty 2753.603570 = -159814.271321 nChanged 25 SP:Iteration 10Q (8680.352727 sec): 3 clusters Score: Raw -162579.893772 + Penalty 2753.603570 = -159826.290202 nChanged 19 SP:Iteration 11Q (8680.455237 sec): 3 clusters Score: Raw -162590.481489 + Penalty 2753.603570 = -159836.877918 nChanged 15 SP:Iteration 12Q (8680.530953 sec): 3 clusters Score: Raw -162597.472462 + Penalty 2753.603570 = -159843.868892 nChanged 10 SP:Iteration 13Q (8680.642274 sec): 3 clusters Score: Raw -162601.235736 + Penalty 2753.603570 = -159847.632165 nChanged 9 SP:Iteration 14Q (8680.717080 sec): 3 clusters Score: Raw -162605.542375 + Penalty 2753.603570 = -159851.938805 nChanged 10 SP:Iteration 15Q (8680.794519 sec): 3 clusters Score: Raw -162609.061547 + Penalty 2753.603570 = -159855.457976 nChanged 6 SP:Iteration 16Q (8680.901030 sec): 3 clusters Score: Raw -162611.077238 + Penalty 2753.603570 = -159857.473668 nChanged 7 SP:Iteration 17Q (8680.992482 sec): 3 clusters Score: Raw -162614.001421 + Penalty 2753.603570 = -159860.397851 nChanged 5 SP:Iteration 18Q (8681.080718 sec): 3 clusters Score: Raw -162615.785901 + Penalty 2753.603570 = -159862.182330 nChanged 7 SP:Iteration 19Q (8681.145532 sec): 3 clusters Score: Raw -162617.673961 + Penalty 2753.603570 = -159864.070390 nChanged 4 SP:Iteration 20F (8681.230927 sec): 3 clusters Score: Raw -162618.768670 + Penalty 2753.603570 = -159865.165099 nChanged 2 SP:Iteration 21Q (8681.320886 sec): 3 clusters Score: Raw -162619.872412 + Penalty 2753.603570 = -159866.268841 nChanged 5 SP:Iteration 22Q (8681.410478 sec): 3 clusters Score: Raw -162623.361380 + Penalty 2753.603570 = -159869.757810 nChanged 9 SP:Iteration 23Q (8681.488884 sec): 3 clusters Score: Raw -162628.265930 + Penalty 2753.603570 = -159874.662360 nChanged 10 SP:Iteration 24Q (8681.563924 sec): 3 clusters Score: Raw -162632.080164 + Penalty 2753.603570 = -159878.476593 nChanged 10 SP:Iteration 25Q (8681.649752 sec): 3 clusters Score: Raw -162636.865366 + Penalty 2753.603570 = -159883.261796 nChanged 7 SP:Iteration 26Q (8681.758573 sec): 3 clusters Score: Raw -162640.788425 + Penalty 2753.603570 = -159887.184854 nChanged 6 SP:Iteration 27Q (8681.831567 sec): 3 clusters Score: Raw -162642.638776 + Penalty 2753.603570 = -159889.035205 nChanged 4 SP:Iteration 28Q (8681.861148 sec): 3 clusters Score: Raw -162643.443737 + Penalty 2753.603570 = -159889.840166 nChanged 2 SP:Iteration 29Q (8681.886457 sec): 3 clusters Score: Raw -162644.147449 + Penalty 2753.603570 = -159890.543879 nChanged 2 SP:Iteration 30Q (8681.911825 sec): 3 clusters Score: Raw -162644.920726 + Penalty 2753.603570 = -159891.317155 nChanged 1 SP:Iteration 31Q (8682.017319 sec): 3 clusters Score: Raw -162645.210625 + Penalty 2753.603570 = -159891.607055 nChanged 1 SP:Iteration 32Q (8682.088987 sec): 3 clusters Score: Raw -162645.527886 + Penalty 2753.603570 = -159891.924315 nChanged 1 SP:Iteration 33Q (8682.166314 sec): 3 clusters Score: Raw -162646.293803 + Penalty 2753.603570 = -159892.690232 nChanged 1 SP:Iteration 34Q (8682.253718 sec): 3 clusters Score: Raw -162646.687788 + Penalty 2753.603570 = -159893.084218 nChanged 0 SP:Iteration 35F (8682.339845 sec): 3 clusters Score: Raw -162646.687788 + Penalty 2753.603570 = -159893.084218 nChanged 0 Trying to split cluster 17 (3791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8682.395095 sec): 2 clusters Score: Raw -269510.852502 + Penalty 1446.187588 = -268064.664914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8682.508216 sec): 3 clusters Score: Raw -267655.981511 + Penalty 2892.375176 = -264763.606335 nChanged 1458 SP:Iteration 1F (8682.599960 sec): 3 clusters Score: Raw -268497.177136 + Penalty 2892.375176 = -265604.801960 nChanged 318 SP:Iteration 2F (8682.682061 sec): 3 clusters Score: Raw -268747.568337 + Penalty 2892.375176 = -265855.193161 nChanged 257 SP:Iteration 3F (8682.762257 sec): 3 clusters Score: Raw -268959.952186 + Penalty 2892.375176 = -266067.577011 nChanged 215 SP:Iteration 4F (8682.858423 sec): 3 clusters Score: Raw -269142.177380 + Penalty 2892.375176 = -266249.802205 nChanged 190 SP:Iteration 5F (8682.958950 sec): 3 clusters Score: Raw -269314.482668 + Penalty 2892.375176 = -266422.107492 nChanged 164 SP:Iteration 6Q (8683.043319 sec): 3 clusters Score: Raw -269457.931381 + Penalty 2892.375176 = -266565.556205 nChanged 118 SP:Iteration 7Q (8683.153165 sec): 3 clusters Score: Raw -269563.075751 + Penalty 2892.375176 = -266670.700575 nChanged 98 SP:Iteration 8Q (8683.242661 sec): 3 clusters Score: Raw -269643.658935 + Penalty 2892.375176 = -266751.283759 nChanged 72 SP:Iteration 9Q (8683.330867 sec): 3 clusters Score: Raw -269707.743281 + Penalty 2892.375176 = -266815.368105 nChanged 67 SP:Iteration 10Q (8683.410156 sec): 3 clusters Score: Raw -269766.396160 + Penalty 2892.375176 = -266874.020985 nChanged 51 SP:Iteration 11Q (8683.491846 sec): 3 clusters Score: Raw -269807.250546 + Penalty 2892.375176 = -266914.875371 nChanged 41 SP:Iteration 12Q (8683.577932 sec): 3 clusters Score: Raw -269836.862427 + Penalty 2892.375176 = -266944.487252 nChanged 22 SP:Iteration 13Q (8683.658968 sec): 3 clusters Score: Raw -269857.643305 + Penalty 2892.375176 = -266965.268129 nChanged 21 SP:Iteration 14Q (8683.747748 sec): 3 clusters Score: Raw -269876.275861 + Penalty 2892.375176 = -266983.900685 nChanged 24 SP:Iteration 15Q (8683.832505 sec): 3 clusters Score: Raw -269888.931205 + Penalty 2892.375176 = -266996.556029 nChanged 10 SP:Iteration 16Q (8683.929579 sec): 3 clusters Score: Raw -269894.818997 + Penalty 2892.375176 = -267002.443822 nChanged 6 SP:Iteration 17Q (8684.015010 sec): 3 clusters Score: Raw -269896.360146 + Penalty 2892.375176 = -267003.984971 nChanged 3 SP:Iteration 18Q (8684.123724 sec): 3 clusters Score: Raw -269898.876560 + Penalty 2892.375176 = -267006.501385 nChanged 4 SP:Iteration 19Q (8684.201563 sec): 3 clusters Score: Raw -269901.466654 + Penalty 2892.375176 = -267009.091479 nChanged 3 SP:Iteration 20F (8684.308346 sec): 3 clusters Score: Raw -269903.350469 + Penalty 2892.375176 = -267010.975294 nChanged 4 SP:Iteration 21Q (8684.406774 sec): 3 clusters Score: Raw -269904.986883 + Penalty 2892.375176 = -267012.611708 nChanged 2 SP:Iteration 22Q (8684.502786 sec): 3 clusters Score: Raw -269906.200731 + Penalty 2892.375176 = -267013.825555 nChanged 0 SP:Iteration 23F (8684.579376 sec): 3 clusters Score: Raw -269906.200731 + Penalty 2892.375176 = -267013.825555 nChanged 0 Trying to split cluster 18 (5161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8684.634925 sec): 2 clusters Score: Raw -282750.035957 + Penalty 1500.329429 = -281249.706527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8684.724166 sec): 3 clusters Score: Raw -280114.051604 + Penalty 3000.658859 = -277113.392745 nChanged 2122 SP:Iteration 1F (8684.813771 sec): 3 clusters Score: Raw -281485.478304 + Penalty 3000.658859 = -278484.819445 nChanged 453 SP:Iteration 2F (8684.904893 sec): 3 clusters Score: Raw -281832.016353 + Penalty 3000.658859 = -278831.357494 nChanged 345 SP:Iteration 3F (8684.998585 sec): 3 clusters Score: Raw -282054.971634 + Penalty 3000.658859 = -279054.312775 nChanged 277 SP:Iteration 4F (8685.089302 sec): 3 clusters Score: Raw -282227.924441 + Penalty 3000.658859 = -279227.265582 nChanged 215 SP:Iteration 5Q (8685.188180 sec): 3 clusters Score: Raw -282380.220164 + Penalty 3000.658859 = -279379.561305 nChanged 205 SP:Iteration 6Q (8685.287293 sec): 3 clusters Score: Raw -282531.280760 + Penalty 3000.658859 = -279530.621902 nChanged 175 SP:Iteration 7Q (8685.400001 sec): 3 clusters Score: Raw -282655.195163 + Penalty 3000.658859 = -279654.536304 nChanged 170 SP:Iteration 8Q (8685.499614 sec): 3 clusters Score: Raw -282769.061249 + Penalty 3000.658859 = -279768.402390 nChanged 183 SP:Iteration 9Q (8685.590502 sec): 3 clusters Score: Raw -282887.836403 + Penalty 3000.658859 = -279887.177544 nChanged 149 SP:Iteration 10Q (8685.665328 sec): 3 clusters Score: Raw -282973.731241 + Penalty 3000.658859 = -279973.072382 nChanged 105 SP:Iteration 11Q (8685.759966 sec): 3 clusters Score: Raw -283027.244268 + Penalty 3000.658859 = -280026.585409 nChanged 72 SP:Iteration 12Q (8685.861318 sec): 3 clusters Score: Raw -283057.238868 + Penalty 3000.658859 = -280056.580009 nChanged 66 SP:Iteration 13Q (8685.970454 sec): 3 clusters Score: Raw -283085.342929 + Penalty 3000.658859 = -280084.684070 nChanged 62 SP:Iteration 14Q (8686.064083 sec): 3 clusters Score: Raw -283112.236641 + Penalty 3000.658859 = -280111.577782 nChanged 61 SP:Iteration 15Q (8686.155741 sec): 3 clusters Score: Raw -283135.669580 + Penalty 3000.658859 = -280135.010721 nChanged 47 SP:Iteration 16Q (8686.244426 sec): 3 clusters Score: Raw -283154.411266 + Penalty 3000.658859 = -280153.752407 nChanged 43 SP:Iteration 17Q (8686.340289 sec): 3 clusters Score: Raw -283173.023009 + Penalty 3000.658859 = -280172.364150 nChanged 34 SP:Iteration 18Q (8686.434855 sec): 3 clusters Score: Raw -283185.383066 + Penalty 3000.658859 = -280184.724207 nChanged 31 SP:Iteration 19Q (8686.541042 sec): 3 clusters Score: Raw -283196.531860 + Penalty 3000.658859 = -280195.873001 nChanged 24 SP:Iteration 20F (8686.611258 sec): 3 clusters Score: Raw -283202.947592 + Penalty 3000.658859 = -280202.288733 nChanged 20 SP:Iteration 21Q (8686.707862 sec): 3 clusters Score: Raw -283206.980240 + Penalty 3000.658859 = -280206.321381 nChanged 14 SP:Iteration 22Q (8686.783947 sec): 3 clusters Score: Raw -283210.197462 + Penalty 3000.658859 = -280209.538603 nChanged 7 SP:Iteration 23Q (8686.882317 sec): 3 clusters Score: Raw -283211.303634 + Penalty 3000.658859 = -280210.644775 nChanged 3 SP:Iteration 24Q (8686.959964 sec): 3 clusters Score: Raw -283211.814752 + Penalty 3000.658859 = -280211.155893 nChanged 2 SP:Iteration 25Q (8687.049079 sec): 3 clusters Score: Raw -283212.062103 + Penalty 3000.658859 = -280211.403244 nChanged 0 SP:Iteration 26F (8687.139830 sec): 3 clusters Score: Raw -283212.062103 + Penalty 3000.658859 = -280211.403244 nChanged 0 Trying to split cluster 19 (5287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8687.206460 sec): 2 clusters Score: Raw -311889.109105 + Penalty 1504.562598 = -310384.546507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8687.324792 sec): 3 clusters Score: Raw -309224.439748 + Penalty 3009.125196 = -306215.314552 nChanged 2115 SP:Iteration 1F (8687.405149 sec): 3 clusters Score: Raw -310598.778574 + Penalty 3009.125196 = -307589.653378 nChanged 410 SP:Iteration 2F (8687.509625 sec): 3 clusters Score: Raw -310908.859159 + Penalty 3009.125196 = -307899.733963 nChanged 339 SP:Iteration 3F (8687.600262 sec): 3 clusters Score: Raw -311190.092992 + Penalty 3009.125196 = -308180.967796 nChanged 308 SP:Iteration 4F (8687.700518 sec): 3 clusters Score: Raw -311469.586273 + Penalty 3009.125196 = -308460.461077 nChanged 299 SP:Iteration 5F (8687.826631 sec): 3 clusters Score: Raw -311762.138970 + Penalty 3009.125196 = -308753.013774 nChanged 267 SP:Iteration 6F (8687.926820 sec): 3 clusters Score: Raw -312000.079793 + Penalty 3009.125196 = -308990.954597 nChanged 252 SP:Iteration 7Q (8688.018291 sec): 3 clusters Score: Raw -312215.559326 + Penalty 3009.125196 = -309206.434130 nChanged 227 SP:Iteration 8Q (8688.115719 sec): 3 clusters Score: Raw -312394.219522 + Penalty 3009.125196 = -309385.094326 nChanged 183 SP:Iteration 9Q (8688.213128 sec): 3 clusters Score: Raw -312527.273294 + Penalty 3009.125196 = -309518.148098 nChanged 139 SP:Iteration 10Q (8688.318528 sec): 3 clusters Score: Raw -312614.668563 + Penalty 3009.125196 = -309605.543367 nChanged 103 SP:Iteration 11Q (8688.417903 sec): 3 clusters Score: Raw -312675.094193 + Penalty 3009.125196 = -309665.968997 nChanged 95 SP:Iteration 12Q (8688.529750 sec): 3 clusters Score: Raw -312718.939523 + Penalty 3009.125196 = -309709.814327 nChanged 72 SP:Iteration 13Q (8688.623962 sec): 3 clusters Score: Raw -312754.803173 + Penalty 3009.125196 = -309745.677977 nChanged 56 SP:Iteration 14Q (8688.732362 sec): 3 clusters Score: Raw -312779.148623 + Penalty 3009.125196 = -309770.023427 nChanged 40 SP:Iteration 15Q (8688.817473 sec): 3 clusters Score: Raw -312798.928710 + Penalty 3009.125196 = -309789.803514 nChanged 44 SP:Iteration 16Q (8688.924794 sec): 3 clusters Score: Raw -312818.922170 + Penalty 3009.125196 = -309809.796974 nChanged 42 SP:Iteration 17Q (8689.014471 sec): 3 clusters Score: Raw -312839.968967 + Penalty 3009.125196 = -309830.843771 nChanged 38 SP:Iteration 18Q (8689.094551 sec): 3 clusters Score: Raw -312856.954345 + Penalty 3009.125196 = -309847.829149 nChanged 37 SP:Iteration 19Q (8689.162628 sec): 3 clusters Score: Raw -312869.629062 + Penalty 3009.125196 = -309860.503866 nChanged 34 SP:Iteration 20F (8689.252391 sec): 3 clusters Score: Raw -312881.839524 + Penalty 3009.125196 = -309872.714328 nChanged 24 SP:Iteration 21Q (8689.337911 sec): 3 clusters Score: Raw -312889.931382 + Penalty 3009.125196 = -309880.806186 nChanged 19 SP:Iteration 22Q (8689.379587 sec): 3 clusters Score: Raw -312895.967771 + Penalty 3009.125196 = -309886.842575 nChanged 15 SP:Iteration 23Q (8689.496615 sec): 3 clusters Score: Raw -312899.708126 + Penalty 3009.125196 = -309890.582930 nChanged 11 SP:Iteration 24Q (8689.595035 sec): 3 clusters Score: Raw -312903.034042 + Penalty 3009.125196 = -309893.908846 nChanged 15 SP:Iteration 25Q (8689.700154 sec): 3 clusters Score: Raw -312906.990849 + Penalty 3009.125196 = -309897.865653 nChanged 11 SP:Iteration 26Q (8689.789793 sec): 3 clusters Score: Raw -312911.324659 + Penalty 3009.125196 = -309902.199463 nChanged 12 SP:Iteration 27Q (8689.903263 sec): 3 clusters Score: Raw -312914.913199 + Penalty 3009.125196 = -309905.788003 nChanged 13 SP:Iteration 28Q (8690.001544 sec): 3 clusters Score: Raw -312919.347930 + Penalty 3009.125196 = -309910.222735 nChanged 14 SP:Iteration 29Q (8690.112877 sec): 3 clusters Score: Raw -312923.351243 + Penalty 3009.125196 = -309914.226047 nChanged 10 SP:Iteration 30Q (8690.207335 sec): 3 clusters Score: Raw -312925.975959 + Penalty 3009.125196 = -309916.850763 nChanged 9 SP:Iteration 31Q (8690.314875 sec): 3 clusters Score: Raw -312928.089444 + Penalty 3009.125196 = -309918.964248 nChanged 9 SP:Iteration 32Q (8690.419031 sec): 3 clusters Score: Raw -312931.173663 + Penalty 3009.125196 = -309922.048467 nChanged 13 SP:Iteration 33Q (8690.525179 sec): 3 clusters Score: Raw -312936.714676 + Penalty 3009.125196 = -309927.589480 nChanged 23 SP:Iteration 34Q (8690.615477 sec): 3 clusters Score: Raw -312947.500816 + Penalty 3009.125196 = -309938.375620 nChanged 29 SP:Iteration 35Q (8690.722911 sec): 3 clusters Score: Raw -312958.577797 + Penalty 3009.125196 = -309949.452601 nChanged 27 SP:Iteration 36Q (8690.836046 sec): 3 clusters Score: Raw -312969.311446 + Penalty 3009.125196 = -309960.186250 nChanged 34 SP:Iteration 37Q (8690.941282 sec): 3 clusters Score: Raw -312983.533815 + Penalty 3009.125196 = -309974.408619 nChanged 32 SP:Iteration 38Q (8691.061621 sec): 3 clusters Score: Raw -312998.736193 + Penalty 3009.125196 = -309989.610997 nChanged 29 SP:Iteration 39Q (8691.185837 sec): 3 clusters Score: Raw -313014.256271 + Penalty 3009.125196 = -310005.131076 nChanged 36 SP:Iteration 40F (8691.265849 sec): 3 clusters Score: Raw -313033.132119 + Penalty 3009.125196 = -310024.006923 nChanged 30 SP:Iteration 41Q (8691.388543 sec): 3 clusters Score: Raw -313044.664620 + Penalty 3009.125196 = -310035.539424 nChanged 24 SP:Iteration 42Q (8691.496545 sec): 3 clusters Score: Raw -313053.653158 + Penalty 3009.125196 = -310044.527962 nChanged 20 SP:Iteration 43Q (8691.603933 sec): 3 clusters Score: Raw -313060.493710 + Penalty 3009.125196 = -310051.368514 nChanged 16 SP:Iteration 44Q (8691.720579 sec): 3 clusters Score: Raw -313064.208820 + Penalty 3009.125196 = -310055.083624 nChanged 10 SP:Iteration 45Q (8691.834824 sec): 3 clusters Score: Raw -313066.650531 + Penalty 3009.125196 = -310057.525335 nChanged 7 SP:Iteration 46Q (8691.943439 sec): 3 clusters Score: Raw -313068.639689 + Penalty 3009.125196 = -310059.514493 nChanged 7 SP:Iteration 47Q (8692.038164 sec): 3 clusters Score: Raw -313071.657566 + Penalty 3009.125196 = -310062.532370 nChanged 8 SP:Iteration 48Q (8692.139117 sec): 3 clusters Score: Raw -313075.003587 + Penalty 3009.125196 = -310065.878391 nChanged 12 SP:Iteration 49Q (8692.234298 sec): 3 clusters Score: Raw -313081.657406 + Penalty 3009.125196 = -310072.532210 nChanged 16 SP:Iteration 50Q (8692.326835 sec): 3 clusters Score: Raw -313088.507234 + Penalty 3009.125196 = -310079.382039 nChanged 15 SP:Iteration 51Q (8692.456170 sec): 3 clusters Score: Raw -313093.627878 + Penalty 3009.125196 = -310084.502682 nChanged 11 SP:Iteration 52Q (8692.516960 sec): 3 clusters Score: Raw -313097.263780 + Penalty 3009.125196 = -310088.138585 nChanged 13 SP:Iteration 53Q (8692.621043 sec): 3 clusters Score: Raw -313102.293422 + Penalty 3009.125196 = -310093.168226 nChanged 13 SP:Iteration 54Q (8692.713815 sec): 3 clusters Score: Raw -313107.882585 + Penalty 3009.125196 = -310098.757389 nChanged 14 SP:Iteration 55Q (8692.814110 sec): 3 clusters Score: Raw -313114.179100 + Penalty 3009.125196 = -310105.053904 nChanged 11 SP:Iteration 56Q (8692.898158 sec): 3 clusters Score: Raw -313118.408236 + Penalty 3009.125196 = -310109.283041 nChanged 5 SP:Iteration 57Q (8693.005683 sec): 3 clusters Score: Raw -313119.404170 + Penalty 3009.125196 = -310110.278974 nChanged 7 SP:Iteration 58Q (8693.093656 sec): 3 clusters Score: Raw -313121.831871 + Penalty 3009.125196 = -310112.706675 nChanged 9 SP:Iteration 59Q (8693.195989 sec): 3 clusters Score: Raw -313125.548961 + Penalty 3009.125196 = -310116.423765 nChanged 10 SP:Iteration 60F (8693.298268 sec): 3 clusters Score: Raw -313129.667186 + Penalty 3009.125196 = -310120.541991 nChanged 13 SP:Iteration 61Q (8693.413418 sec): 3 clusters Score: Raw -313134.581832 + Penalty 3009.125196 = -310125.456636 nChanged 9 SP:Iteration 62Q (8693.512703 sec): 3 clusters Score: Raw -313138.271103 + Penalty 3009.125196 = -310129.145907 nChanged 8 SP:Iteration 63Q (8693.650768 sec): 3 clusters Score: Raw -313141.140186 + Penalty 3009.125196 = -310132.014990 nChanged 5 SP:Iteration 64Q (8693.750724 sec): 3 clusters Score: Raw -313143.366596 + Penalty 3009.125196 = -310134.241400 nChanged 4 SP:Iteration 65Q (8693.857057 sec): 3 clusters Score: Raw -313145.142241 + Penalty 3009.125196 = -310136.017045 nChanged 6 SP:Iteration 66Q (8693.971192 sec): 3 clusters Score: Raw -313147.183821 + Penalty 3009.125196 = -310138.058626 nChanged 5 SP:Iteration 67Q (8694.072080 sec): 3 clusters Score: Raw -313148.568382 + Penalty 3009.125196 = -310139.443186 nChanged 3 SP:Iteration 68Q (8694.192573 sec): 3 clusters Score: Raw -313150.159821 + Penalty 3009.125196 = -310141.034625 nChanged 4 SP:Iteration 69Q (8694.306697 sec): 3 clusters Score: Raw -313151.465848 + Penalty 3009.125196 = -310142.340652 nChanged 4 SP:Iteration 70Q (8694.422265 sec): 3 clusters Score: Raw -313153.477782 + Penalty 3009.125196 = -310144.352587 nChanged 5 SP:Iteration 71Q (8694.544384 sec): 3 clusters Score: Raw -313155.350413 + Penalty 3009.125196 = -310146.225217 nChanged 7 SP:Iteration 72Q (8694.641572 sec): 3 clusters Score: Raw -313157.733093 + Penalty 3009.125196 = -310148.607897 nChanged 1 SP:Iteration 73Q (8694.759770 sec): 3 clusters Score: Raw -313158.030773 + Penalty 3009.125196 = -310148.905577 nChanged 2 SP:Iteration 74Q (8694.880790 sec): 3 clusters Score: Raw -313158.924683 + Penalty 3009.125196 = -310149.799487 nChanged 2 SP:Iteration 75Q (8695.001119 sec): 3 clusters Score: Raw -313159.547599 + Penalty 3009.125196 = -310150.422404 nChanged 1 SP:Iteration 76Q (8695.089705 sec): 3 clusters Score: Raw -313159.978595 + Penalty 3009.125196 = -310150.853399 nChanged 0 SP:Iteration 77F (8695.223679 sec): 3 clusters Score: Raw -313159.978595 + Penalty 3009.125196 = -310150.853399 nChanged 0 Trying to split cluster 20 (6562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8695.280482 sec): 2 clusters Score: Raw -425481.653519 + Penalty 1542.478400 = -423939.175118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8695.397237 sec): 3 clusters Score: Raw -422037.293650 + Penalty 3084.956800 = -418952.336850 nChanged 2698 SP:Iteration 1F (8695.511898 sec): 3 clusters Score: Raw -423642.157720 + Penalty 3084.956800 = -420557.200920 nChanged 481 SP:Iteration 2F (8695.615222 sec): 3 clusters Score: Raw -423945.257643 + Penalty 3084.956800 = -420860.300842 nChanged 422 SP:Iteration 3F (8695.749317 sec): 3 clusters Score: Raw -424201.986436 + Penalty 3084.956800 = -421117.029636 nChanged 344 SP:Iteration 4F (8695.827904 sec): 3 clusters Score: Raw -424433.403047 + Penalty 3084.956800 = -421348.446247 nChanged 299 SP:Iteration 5Q (8695.883678 sec): 3 clusters Score: Raw -424614.544737 + Penalty 3084.956800 = -421529.587937 nChanged 283 SP:Iteration 6Q (8695.936429 sec): 3 clusters Score: Raw -424776.789812 + Penalty 3084.956800 = -421691.833012 nChanged 247 SP:Iteration 7Q (8695.986959 sec): 3 clusters Score: Raw -424910.993082 + Penalty 3084.956800 = -421826.036281 nChanged 217 SP:Iteration 8Q (8696.037403 sec): 3 clusters Score: Raw -425033.649442 + Penalty 3084.956800 = -421948.692642 nChanged 219 SP:Iteration 9Q (8696.087986 sec): 3 clusters Score: Raw -425166.079675 + Penalty 3084.956800 = -422081.122874 nChanged 191 SP:Iteration 10Q (8696.139684 sec): 3 clusters Score: Raw -425272.544447 + Penalty 3084.956800 = -422187.587646 nChanged 166 SP:Iteration 11Q (8696.191658 sec): 3 clusters Score: Raw -425360.520410 + Penalty 3084.956800 = -422275.563610 nChanged 135 SP:Iteration 12Q (8696.244007 sec): 3 clusters Score: Raw -425429.695495 + Penalty 3084.956800 = -422344.738694 nChanged 115 SP:Iteration 13Q (8696.297959 sec): 3 clusters Score: Raw -425487.693858 + Penalty 3084.956800 = -422402.737058 nChanged 101 SP:Iteration 14Q (8696.352526 sec): 3 clusters Score: Raw -425534.026360 + Penalty 3084.956800 = -422449.069560 nChanged 86 SP:Iteration 15Q (8696.503756 sec): 3 clusters Score: Raw -425572.705126 + Penalty 3084.956800 = -422487.748326 nChanged 79 SP:Iteration 16Q (8696.621777 sec): 3 clusters Score: Raw -425608.804020 + Penalty 3084.956800 = -422523.847220 nChanged 70 SP:Iteration 17Q (8696.734818 sec): 3 clusters Score: Raw -425643.090676 + Penalty 3084.956800 = -422558.133876 nChanged 69 SP:Iteration 18Q (8696.837985 sec): 3 clusters Score: Raw -425676.301389 + Penalty 3084.956800 = -422591.344589 nChanged 65 SP:Iteration 19Q (8696.934205 sec): 3 clusters Score: Raw -425707.622030 + Penalty 3084.956800 = -422622.665230 nChanged 73 SP:Iteration 20F (8697.055636 sec): 3 clusters Score: Raw -425743.458097 + Penalty 3084.956800 = -422658.501296 nChanged 62 SP:Iteration 21Q (8697.182684 sec): 3 clusters Score: Raw -425774.422443 + Penalty 3084.956800 = -422689.465643 nChanged 55 SP:Iteration 22Q (8697.284848 sec): 3 clusters Score: Raw -425804.389727 + Penalty 3084.956800 = -422719.432927 nChanged 61 SP:Iteration 23Q (8697.419158 sec): 3 clusters Score: Raw -425835.561409 + Penalty 3084.956800 = -422750.604608 nChanged 56 SP:Iteration 24Q (8697.527761 sec): 3 clusters Score: Raw -425859.335684 + Penalty 3084.956800 = -422774.378883 nChanged 47 SP:Iteration 25Q (8697.667820 sec): 3 clusters Score: Raw -425880.338882 + Penalty 3084.956800 = -422795.382082 nChanged 49 SP:Iteration 26Q (8697.767521 sec): 3 clusters Score: Raw -425899.684053 + Penalty 3084.956800 = -422814.727253 nChanged 41 SP:Iteration 27Q (8697.895684 sec): 3 clusters Score: Raw -425921.832661 + Penalty 3084.956800 = -422836.875861 nChanged 37 SP:Iteration 28Q (8698.016418 sec): 3 clusters Score: Raw -425939.644438 + Penalty 3084.956800 = -422854.687638 nChanged 35 SP:Iteration 29Q (8698.131376 sec): 3 clusters Score: Raw -425954.512485 + Penalty 3084.956800 = -422869.555684 nChanged 27 SP:Iteration 30Q (8698.233507 sec): 3 clusters Score: Raw -425963.257618 + Penalty 3084.956800 = -422878.300818 nChanged 28 SP:Iteration 31Q (8698.353926 sec): 3 clusters Score: Raw -425974.481759 + Penalty 3084.956800 = -422889.524958 nChanged 22 SP:Iteration 32Q (8698.487915 sec): 3 clusters Score: Raw -425981.166044 + Penalty 3084.956800 = -422896.209244 nChanged 21 SP:Iteration 33Q (8698.564991 sec): 3 clusters Score: Raw -425987.955652 + Penalty 3084.956800 = -422902.998852 nChanged 20 SP:Iteration 34Q (8698.693284 sec): 3 clusters Score: Raw -425997.460111 + Penalty 3084.956800 = -422912.503311 nChanged 16 SP:Iteration 35Q (8698.801343 sec): 3 clusters Score: Raw -426003.883507 + Penalty 3084.956800 = -422918.926707 nChanged 15 SP:Iteration 36Q (8698.916020 sec): 3 clusters Score: Raw -426009.110725 + Penalty 3084.956800 = -422924.153924 nChanged 15 SP:Iteration 37Q (8699.043801 sec): 3 clusters Score: Raw -426015.552880 + Penalty 3084.956800 = -422930.596080 nChanged 13 SP:Iteration 38Q (8699.136581 sec): 3 clusters Score: Raw -426023.162011 + Penalty 3084.956800 = -422938.205211 nChanged 13 SP:Iteration 39Q (8699.254377 sec): 3 clusters Score: Raw -426028.678998 + Penalty 3084.956800 = -422943.722197 nChanged 10 SP:Iteration 40F (8699.370430 sec): 3 clusters Score: Raw -426031.908473 + Penalty 3084.956800 = -422946.951673 nChanged 6 SP:Iteration 41Q (8699.499152 sec): 3 clusters Score: Raw -426033.420920 + Penalty 3084.956800 = -422948.464120 nChanged 3 SP:Iteration 42Q (8699.598523 sec): 3 clusters Score: Raw -426034.667674 + Penalty 3084.956800 = -422949.710873 nChanged 3 SP:Iteration 43Q (8699.710975 sec): 3 clusters Score: Raw -426035.701911 + Penalty 3084.956800 = -422950.745110 nChanged 4 SP:Iteration 44Q (8699.830782 sec): 3 clusters Score: Raw -426037.226511 + Penalty 3084.956800 = -422952.269711 nChanged 3 SP:Iteration 45Q (8699.944455 sec): 3 clusters Score: Raw -426038.123206 + Penalty 3084.956800 = -422953.166405 nChanged 5 SP:Iteration 46Q (8700.047552 sec): 3 clusters Score: Raw -426039.973177 + Penalty 3084.956800 = -422955.016376 nChanged 3 SP:Iteration 47Q (8700.170598 sec): 3 clusters Score: Raw -426040.410537 + Penalty 3084.956800 = -422955.453736 nChanged 3 SP:Iteration 48Q (8700.274075 sec): 3 clusters Score: Raw -426041.215515 + Penalty 3084.956800 = -422956.258715 nChanged 4 SP:Iteration 49Q (8700.384244 sec): 3 clusters Score: Raw -426042.087838 + Penalty 3084.956800 = -422957.131038 nChanged 2 SP:Iteration 50Q (8700.521549 sec): 3 clusters Score: Raw -426042.772739 + Penalty 3084.956800 = -422957.815939 nChanged 3 SP:Iteration 51Q (8700.628251 sec): 3 clusters Score: Raw -426043.334108 + Penalty 3084.956800 = -422958.377308 nChanged 2 SP:Iteration 52Q (8700.728477 sec): 3 clusters Score: Raw -426043.731798 + Penalty 3084.956800 = -422958.774998 nChanged 3 SP:Iteration 53Q (8700.842635 sec): 3 clusters Score: Raw -426044.568594 + Penalty 3084.956800 = -422959.611793 nChanged 2 SP:Iteration 54Q (8700.978604 sec): 3 clusters Score: Raw -426045.410619 + Penalty 3084.956800 = -422960.453818 nChanged 1 SP:Iteration 55Q (8701.083016 sec): 3 clusters Score: Raw -426045.523959 + Penalty 3084.956800 = -422960.567158 nChanged 0 SP:Iteration 56F (8701.210320 sec): 3 clusters Score: Raw -426045.523959 + Penalty 3084.956800 = -422960.567158 nChanged 0 Trying to split cluster 21 (7261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8701.307073 sec): 2 clusters Score: Raw -469077.935765 + Penalty 1560.242883 = -467517.692882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8701.427375 sec): 3 clusters Score: Raw -465120.667228 + Penalty 3120.485767 = -462000.181461 nChanged 3043 SP:Iteration 1F (8701.561302 sec): 3 clusters Score: Raw -466801.943738 + Penalty 3120.485767 = -463681.457971 nChanged 526 SP:Iteration 2F (8701.662559 sec): 3 clusters Score: Raw -467115.915487 + Penalty 3120.485767 = -463995.429720 nChanged 494 SP:Iteration 3F (8701.786673 sec): 3 clusters Score: Raw -467438.674983 + Penalty 3120.485767 = -464318.189217 nChanged 477 SP:Iteration 4F (8701.946666 sec): 3 clusters Score: Raw -467778.001484 + Penalty 3120.485767 = -464657.515717 nChanged 430 SP:Iteration 5F (8702.056209 sec): 3 clusters Score: Raw -468073.862247 + Penalty 3120.485767 = -464953.376480 nChanged 363 SP:Iteration 6Q (8702.186435 sec): 3 clusters Score: Raw -468300.691605 + Penalty 3120.485767 = -465180.205838 nChanged 274 SP:Iteration 7Q (8702.303131 sec): 3 clusters Score: Raw -468461.065142 + Penalty 3120.485767 = -465340.579375 nChanged 209 SP:Iteration 8Q (8702.426305 sec): 3 clusters Score: Raw -468589.407892 + Penalty 3120.485767 = -465468.922126 nChanged 175 SP:Iteration 9Q (8702.530384 sec): 3 clusters Score: Raw -468703.652889 + Penalty 3120.485767 = -465583.167123 nChanged 157 SP:Iteration 10Q (8702.649038 sec): 3 clusters Score: Raw -468807.513386 + Penalty 3120.485767 = -465687.027620 nChanged 145 SP:Iteration 11Q (8702.771598 sec): 3 clusters Score: Raw -468923.162428 + Penalty 3120.485767 = -465802.676662 nChanged 124 SP:Iteration 12Q (8702.902451 sec): 3 clusters Score: Raw -469016.190943 + Penalty 3120.485767 = -465895.705177 nChanged 103 SP:Iteration 13Q (8703.019801 sec): 3 clusters Score: Raw -469087.794614 + Penalty 3120.485767 = -465967.308847 nChanged 78 SP:Iteration 14Q (8703.103254 sec): 3 clusters Score: Raw -469137.071851 + Penalty 3120.485767 = -466016.586085 nChanged 56 SP:Iteration 15Q (8703.211387 sec): 3 clusters Score: Raw -469171.154326 + Penalty 3120.485767 = -466050.668560 nChanged 54 SP:Iteration 16Q (8703.312408 sec): 3 clusters Score: Raw -469206.244791 + Penalty 3120.485767 = -466085.759024 nChanged 42 SP:Iteration 17Q (8703.432850 sec): 3 clusters Score: Raw -469232.236193 + Penalty 3120.485767 = -466111.750427 nChanged 32 SP:Iteration 18Q (8703.549850 sec): 3 clusters Score: Raw -469254.834654 + Penalty 3120.485767 = -466134.348887 nChanged 28 SP:Iteration 19Q (8703.651517 sec): 3 clusters Score: Raw -469272.501864 + Penalty 3120.485767 = -466152.016098 nChanged 21 SP:Iteration 20F (8703.764849 sec): 3 clusters Score: Raw -469284.969107 + Penalty 3120.485767 = -466164.483340 nChanged 10 SP:Iteration 21Q (8703.873193 sec): 3 clusters Score: Raw -469290.082065 + Penalty 3120.485767 = -466169.596299 nChanged 10 SP:Iteration 22Q (8703.977248 sec): 3 clusters Score: Raw -469295.788386 + Penalty 3120.485767 = -466175.302620 nChanged 11 SP:Iteration 23Q (8704.124267 sec): 3 clusters Score: Raw -469300.032500 + Penalty 3120.485767 = -466179.546734 nChanged 7 SP:Iteration 24Q (8704.208308 sec): 3 clusters Score: Raw -469302.923407 + Penalty 3120.485767 = -466182.437641 nChanged 6 SP:Iteration 25Q (8704.318451 sec): 3 clusters Score: Raw -469305.035331 + Penalty 3120.485767 = -466184.549565 nChanged 5 SP:Iteration 26Q (8704.437963 sec): 3 clusters Score: Raw -469306.298060 + Penalty 3120.485767 = -466185.812293 nChanged 3 SP:Iteration 27Q (8704.561258 sec): 3 clusters Score: Raw -469306.965162 + Penalty 3120.485767 = -466186.479396 nChanged 2 SP:Iteration 28Q (8704.686119 sec): 3 clusters Score: Raw -469307.831440 + Penalty 3120.485767 = -466187.345673 nChanged 3 SP:Iteration 29Q (8704.789411 sec): 3 clusters Score: Raw -469309.362189 + Penalty 3120.485767 = -466188.876423 nChanged 2 SP:Iteration 30Q (8704.919965 sec): 3 clusters Score: Raw -469309.703105 + Penalty 3120.485767 = -466189.217338 nChanged 1 SP:Iteration 31Q (8705.041901 sec): 3 clusters Score: Raw -469309.784465 + Penalty 3120.485767 = -466189.298699 nChanged 1 SP:Iteration 32Q (8705.155971 sec): 3 clusters Score: Raw -469309.941869 + Penalty 3120.485767 = -466189.456103 nChanged 0 SP:Iteration 33F (8705.298638 sec): 3 clusters Score: Raw -469309.941869 + Penalty 3120.485767 = -466189.456103 nChanged 0 Trying to split cluster 22 (5739 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8705.369693 sec): 2 clusters Score: Raw -301700.102502 + Penalty 1518.959565 = -300181.142937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8705.467758 sec): 3 clusters Score: Raw -298743.395130 + Penalty 3037.919131 = -295705.476000 nChanged 2318 SP:Iteration 1F (8705.588231 sec): 3 clusters Score: Raw -300093.868210 + Penalty 3037.919131 = -297055.949079 nChanged 502 SP:Iteration 2F (8705.686744 sec): 3 clusters Score: Raw -300498.821034 + Penalty 3037.919131 = -297460.901903 nChanged 440 SP:Iteration 3F (8705.791661 sec): 3 clusters Score: Raw -300890.417364 + Penalty 3037.919131 = -297852.498233 nChanged 379 SP:Iteration 4F (8705.910873 sec): 3 clusters Score: Raw -301211.463731 + Penalty 3037.919131 = -298173.544601 nChanged 316 SP:Iteration 5F (8705.995879 sec): 3 clusters Score: Raw -301430.822754 + Penalty 3037.919131 = -298392.903623 nChanged 241 SP:Iteration 6Q (8706.094608 sec): 3 clusters Score: Raw -301571.077861 + Penalty 3037.919131 = -298533.158730 nChanged 190 SP:Iteration 7Q (8706.188427 sec): 3 clusters Score: Raw -301676.473902 + Penalty 3037.919131 = -298638.554771 nChanged 170 SP:Iteration 8Q (8706.282186 sec): 3 clusters Score: Raw -301764.985262 + Penalty 3037.919131 = -298727.066131 nChanged 126 SP:Iteration 9Q (8706.376734 sec): 3 clusters Score: Raw -301830.591656 + Penalty 3037.919131 = -298792.672525 nChanged 125 SP:Iteration 10Q (8706.489120 sec): 3 clusters Score: Raw -301899.472611 + Penalty 3037.919131 = -298861.553480 nChanged 120 SP:Iteration 11Q (8706.601796 sec): 3 clusters Score: Raw -301966.915646 + Penalty 3037.919131 = -298928.996515 nChanged 103 SP:Iteration 12Q (8706.716551 sec): 3 clusters Score: Raw -302018.451252 + Penalty 3037.919131 = -298980.532122 nChanged 86 SP:Iteration 13Q (8706.811925 sec): 3 clusters Score: Raw -302051.426577 + Penalty 3037.919131 = -299013.507447 nChanged 70 SP:Iteration 14Q (8706.913489 sec): 3 clusters Score: Raw -302079.773822 + Penalty 3037.919131 = -299041.854691 nChanged 68 SP:Iteration 15Q (8707.022116 sec): 3 clusters Score: Raw -302106.124582 + Penalty 3037.919131 = -299068.205451 nChanged 52 SP:Iteration 16Q (8707.146872 sec): 3 clusters Score: Raw -302126.583734 + Penalty 3037.919131 = -299088.664604 nChanged 39 SP:Iteration 17Q (8707.258901 sec): 3 clusters Score: Raw -302137.563899 + Penalty 3037.919131 = -299099.644769 nChanged 37 SP:Iteration 18Q (8707.343234 sec): 3 clusters Score: Raw -302150.184517 + Penalty 3037.919131 = -299112.265386 nChanged 31 SP:Iteration 19Q (8707.459973 sec): 3 clusters Score: Raw -302162.521967 + Penalty 3037.919131 = -299124.602837 nChanged 31 SP:Iteration 20F (8707.559243 sec): 3 clusters Score: Raw -302172.505717 + Penalty 3037.919131 = -299134.586587 nChanged 36 SP:Iteration 21Q (8707.678423 sec): 3 clusters Score: Raw -302187.140186 + Penalty 3037.919131 = -299149.221055 nChanged 33 SP:Iteration 22Q (8707.787728 sec): 3 clusters Score: Raw -302200.063026 + Penalty 3037.919131 = -299162.143896 nChanged 37 SP:Iteration 23Q (8707.928850 sec): 3 clusters Score: Raw -302212.852112 + Penalty 3037.919131 = -299174.932981 nChanged 27 SP:Iteration 24Q (8708.022274 sec): 3 clusters Score: Raw -302221.362404 + Penalty 3037.919131 = -299183.443274 nChanged 22 SP:Iteration 25Q (8708.135250 sec): 3 clusters Score: Raw -302227.326586 + Penalty 3037.919131 = -299189.407456 nChanged 25 SP:Iteration 26Q (8708.251233 sec): 3 clusters Score: Raw -302233.299378 + Penalty 3037.919131 = -299195.380248 nChanged 24 SP:Iteration 27Q (8708.362870 sec): 3 clusters Score: Raw -302238.383436 + Penalty 3037.919131 = -299200.464306 nChanged 16 SP:Iteration 28Q (8708.504558 sec): 3 clusters Score: Raw -302241.659188 + Penalty 3037.919131 = -299203.740058 nChanged 11 SP:Iteration 29Q (8708.606727 sec): 3 clusters Score: Raw -302243.499180 + Penalty 3037.919131 = -299205.580050 nChanged 6 SP:Iteration 30Q (8708.716022 sec): 3 clusters Score: Raw -302244.646055 + Penalty 3037.919131 = -299206.726924 nChanged 13 SP:Iteration 31Q (8708.823952 sec): 3 clusters Score: Raw -302246.904392 + Penalty 3037.919131 = -299208.985261 nChanged 12 SP:Iteration 32Q (8708.912562 sec): 3 clusters Score: Raw -302249.572464 + Penalty 3037.919131 = -299211.653334 nChanged 8 SP:Iteration 33Q (8709.030575 sec): 3 clusters Score: Raw -302251.283549 + Penalty 3037.919131 = -299213.364419 nChanged 2 SP:Iteration 34Q (8709.178639 sec): 3 clusters Score: Raw -302251.607418 + Penalty 3037.919131 = -299213.688288 nChanged 4 SP:Iteration 35Q (8709.274388 sec): 3 clusters Score: Raw -302252.155001 + Penalty 3037.919131 = -299214.235870 nChanged 5 SP:Iteration 36Q (8709.367369 sec): 3 clusters Score: Raw -302252.631363 + Penalty 3037.919131 = -299214.712232 nChanged 3 SP:Iteration 37Q (8709.486073 sec): 3 clusters Score: Raw -302253.056274 + Penalty 3037.919131 = -299215.137144 nChanged 2 SP:Iteration 38Q (8709.606617 sec): 3 clusters Score: Raw -302253.667409 + Penalty 3037.919131 = -299215.748279 nChanged 5 SP:Iteration 39Q (8709.732737 sec): 3 clusters Score: Raw -302254.901811 + Penalty 3037.919131 = -299216.982680 nChanged 2 SP:Iteration 40F (8709.822649 sec): 3 clusters Score: Raw -302255.134971 + Penalty 3037.919131 = -299217.215840 nChanged 2 SP:Iteration 41Q (8709.916973 sec): 3 clusters Score: Raw -302255.680603 + Penalty 3037.919131 = -299217.761473 nChanged 5 SP:Iteration 42Q (8710.036925 sec): 3 clusters Score: Raw -302256.781074 + Penalty 3037.919131 = -299218.861943 nChanged 5 SP:Iteration 43Q (8710.154027 sec): 3 clusters Score: Raw -302258.310639 + Penalty 3037.919131 = -299220.391508 nChanged 6 SP:Iteration 44Q (8710.262036 sec): 3 clusters Score: Raw -302259.443309 + Penalty 3037.919131 = -299221.524179 nChanged 6 SP:Iteration 45Q (8710.386216 sec): 3 clusters Score: Raw -302260.890398 + Penalty 3037.919131 = -299222.971268 nChanged 6 SP:Iteration 46Q (8710.511692 sec): 3 clusters Score: Raw -302261.645584 + Penalty 3037.919131 = -299223.726454 nChanged 2 SP:Iteration 47Q (8710.636849 sec): 3 clusters Score: Raw -302261.803626 + Penalty 3037.919131 = -299223.884495 nChanged 0 SP:Iteration 48F (8710.773023 sec): 3 clusters Score: Raw -302261.803626 + Penalty 3037.919131 = -299223.884495 nChanged 0 Trying to split cluster 23 (3393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8710.840274 sec): 2 clusters Score: Raw -127988.862643 + Penalty 1426.721944 = -126562.140700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8710.966662 sec): 3 clusters Score: Raw -126445.629892 + Penalty 2853.443887 = -123592.186005 nChanged 1288 SP:Iteration 1F (8711.083934 sec): 3 clusters Score: Raw -127608.029511 + Penalty 2853.443887 = -124754.585623 nChanged 329 SP:Iteration 2F (8711.191779 sec): 3 clusters Score: Raw -128079.024098 + Penalty 2853.443887 = -125225.580211 nChanged 305 SP:Iteration 3F (8711.294942 sec): 3 clusters Score: Raw -128519.247007 + Penalty 2853.443887 = -125665.803120 nChanged 267 SP:Iteration 4F (8711.408159 sec): 3 clusters Score: Raw -128837.789030 + Penalty 2853.443887 = -125984.345143 nChanged 206 SP:Iteration 5F (8711.501898 sec): 3 clusters Score: Raw -129066.643961 + Penalty 2853.443887 = -126213.200074 nChanged 143 SP:Iteration 6Q (8711.608125 sec): 3 clusters Score: Raw -129183.118523 + Penalty 2853.443887 = -126329.674636 nChanged 99 SP:Iteration 7Q (8711.712855 sec): 3 clusters Score: Raw -129250.799085 + Penalty 2853.443887 = -126397.355197 nChanged 65 SP:Iteration 8Q (8711.816314 sec): 3 clusters Score: Raw -129296.093142 + Penalty 2853.443887 = -126442.649255 nChanged 48 SP:Iteration 9Q (8711.930178 sec): 3 clusters Score: Raw -129321.846019 + Penalty 2853.443887 = -126468.402132 nChanged 34 SP:Iteration 10Q (8712.027771 sec): 3 clusters Score: Raw -129339.734602 + Penalty 2853.443887 = -126486.290714 nChanged 29 SP:Iteration 11Q (8712.142212 sec): 3 clusters Score: Raw -129350.931615 + Penalty 2853.443887 = -126497.487727 nChanged 24 SP:Iteration 12Q (8712.256223 sec): 3 clusters Score: Raw -129361.093041 + Penalty 2853.443887 = -126507.649154 nChanged 21 SP:Iteration 13Q (8712.387281 sec): 3 clusters Score: Raw -129369.470455 + Penalty 2853.443887 = -126516.026568 nChanged 17 SP:Iteration 14Q (8712.483708 sec): 3 clusters Score: Raw -129375.236937 + Penalty 2853.443887 = -126521.793050 nChanged 15 SP:Iteration 15Q (8712.581791 sec): 3 clusters Score: Raw -129381.701993 + Penalty 2853.443887 = -126528.258106 nChanged 23 SP:Iteration 16Q (8712.691670 sec): 3 clusters Score: Raw -129394.630400 + Penalty 2853.443887 = -126541.186513 nChanged 23 SP:Iteration 17Q (8712.812533 sec): 3 clusters Score: Raw -129403.266571 + Penalty 2853.443887 = -126549.822683 nChanged 14 SP:Iteration 18Q (8712.942300 sec): 3 clusters Score: Raw -129408.268114 + Penalty 2853.443887 = -126554.824226 nChanged 12 SP:Iteration 19Q (8713.033256 sec): 3 clusters Score: Raw -129412.096677 + Penalty 2853.443887 = -126558.652790 nChanged 10 SP:Iteration 20F (8713.144732 sec): 3 clusters Score: Raw -129415.262712 + Penalty 2853.443887 = -126561.818824 nChanged 4 SP:Iteration 21Q (8713.256763 sec): 3 clusters Score: Raw -129416.432638 + Penalty 2853.443887 = -126562.988751 nChanged 7 SP:Iteration 22Q (8713.381953 sec): 3 clusters Score: Raw -129419.148950 + Penalty 2853.443887 = -126565.705063 nChanged 10 SP:Iteration 23Q (8713.480267 sec): 3 clusters Score: Raw -129424.413351 + Penalty 2853.443887 = -126570.969464 nChanged 10 SP:Iteration 24Q (8713.561834 sec): 3 clusters Score: Raw -129428.471291 + Penalty 2853.443887 = -126575.027403 nChanged 9 SP:Iteration 25Q (8713.649820 sec): 3 clusters Score: Raw -129430.925575 + Penalty 2853.443887 = -126577.481688 nChanged 3 SP:Iteration 26Q (8713.744554 sec): 3 clusters Score: Raw -129433.094625 + Penalty 2853.443887 = -126579.650737 nChanged 8 SP:Iteration 27Q (8713.847261 sec): 3 clusters Score: Raw -129436.888997 + Penalty 2853.443887 = -126583.445109 nChanged 7 SP:Iteration 28Q (8713.954623 sec): 3 clusters Score: Raw -129442.847383 + Penalty 2853.443887 = -126589.403495 nChanged 15 SP:Iteration 29Q (8714.052666 sec): 3 clusters Score: Raw -129450.001234 + Penalty 2853.443887 = -126596.557346 nChanged 10 SP:Iteration 30Q (8714.149216 sec): 3 clusters Score: Raw -129454.917280 + Penalty 2853.443887 = -126601.473392 nChanged 11 SP:Iteration 31Q (8714.251080 sec): 3 clusters Score: Raw -129457.917525 + Penalty 2853.443887 = -126604.473637 nChanged 10 SP:Iteration 32Q (8714.362195 sec): 3 clusters Score: Raw -129461.167869 + Penalty 2853.443887 = -126607.723982 nChanged 8 SP:Iteration 33Q (8714.459377 sec): 3 clusters Score: Raw -129463.395725 + Penalty 2853.443887 = -126609.951838 nChanged 7 SP:Iteration 34Q (8714.554558 sec): 3 clusters Score: Raw -129465.128922 + Penalty 2853.443887 = -126611.685034 nChanged 7 SP:Iteration 35Q (8714.651095 sec): 3 clusters Score: Raw -129468.275366 + Penalty 2853.443887 = -126614.831478 nChanged 7 SP:Iteration 36Q (8714.762434 sec): 3 clusters Score: Raw -129470.445513 + Penalty 2853.443887 = -126617.001625 nChanged 5 SP:Iteration 37Q (8714.871179 sec): 3 clusters Score: Raw -129472.416822 + Penalty 2853.443887 = -126618.972935 nChanged 4 SP:Iteration 38Q (8714.996133 sec): 3 clusters Score: Raw -129473.523868 + Penalty 2853.443887 = -126620.079981 nChanged 2 SP:Iteration 39Q (8715.098398 sec): 3 clusters Score: Raw -129473.950092 + Penalty 2853.443887 = -126620.506205 nChanged 1 SP:Iteration 40F (8715.199969 sec): 3 clusters Score: Raw -129475.087652 + Penalty 2853.443887 = -126621.643765 nChanged 0 Score: Raw -11999848.032842 + Penalty 85787.896638 = -11914060.136204 Splitting cluster 23 changes total score from -11914711.742712 to -11914060.136204 So it's not getting split. Trying to split cluster 24 (7597 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8725.911427 sec): 2 clusters Score: Raw -463595.504870 + Penalty 1568.181779 = -462027.323091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8726.008324 sec): 3 clusters Score: Raw -459478.029576 + Penalty 3136.363558 = -456341.666018 nChanged 3220 SP:Iteration 1F (8726.124933 sec): 3 clusters Score: Raw -461326.660223 + Penalty 3136.363558 = -458190.296666 nChanged 569 SP:Iteration 2F (8726.256654 sec): 3 clusters Score: Raw -461680.444760 + Penalty 3136.363558 = -458544.081202 nChanged 492 SP:Iteration 3F (8726.380963 sec): 3 clusters Score: Raw -461949.493152 + Penalty 3136.363558 = -458813.129594 nChanged 407 SP:Iteration 4F (8726.513400 sec): 3 clusters Score: Raw -462181.603232 + Penalty 3136.363558 = -459045.239674 nChanged 375 SP:Iteration 5Q (8726.601712 sec): 3 clusters Score: Raw -462414.091437 + Penalty 3136.363558 = -459277.727879 nChanged 338 SP:Iteration 6Q (8726.689961 sec): 3 clusters Score: Raw -462581.410898 + Penalty 3136.363558 = -459445.047340 nChanged 277 SP:Iteration 7Q (8726.802849 sec): 3 clusters Score: Raw -462719.162646 + Penalty 3136.363558 = -459582.799089 nChanged 224 SP:Iteration 8Q (8726.892245 sec): 3 clusters Score: Raw -462833.958329 + Penalty 3136.363558 = -459697.594771 nChanged 227 SP:Iteration 9Q (8726.989315 sec): 3 clusters Score: Raw -462973.586186 + Penalty 3136.363558 = -459837.222628 nChanged 210 SP:Iteration 10Q (8727.100008 sec): 3 clusters Score: Raw -463086.632900 + Penalty 3136.363558 = -459950.269342 nChanged 203 SP:Iteration 11Q (8727.224668 sec): 3 clusters Score: Raw -463188.666398 + Penalty 3136.363558 = -460052.302840 nChanged 200 SP:Iteration 12Q (8727.321161 sec): 3 clusters Score: Raw -463289.990586 + Penalty 3136.363558 = -460153.627028 nChanged 170 SP:Iteration 13Q (8727.388252 sec): 3 clusters Score: Raw -463370.928621 + Penalty 3136.363558 = -460234.565063 nChanged 147 SP:Iteration 14Q (8727.519321 sec): 3 clusters Score: Raw -463443.298141 + Penalty 3136.363558 = -460306.934583 nChanged 138 SP:Iteration 15Q (8727.625604 sec): 3 clusters Score: Raw -463515.552954 + Penalty 3136.363558 = -460379.189396 nChanged 127 SP:Iteration 16Q (8727.742778 sec): 3 clusters Score: Raw -463583.105288 + Penalty 3136.363558 = -460446.741731 nChanged 117 SP:Iteration 17Q (8727.866643 sec): 3 clusters Score: Raw -463637.264395 + Penalty 3136.363558 = -460500.900837 nChanged 91 SP:Iteration 18Q (8727.975613 sec): 3 clusters Score: Raw -463676.079292 + Penalty 3136.363558 = -460539.715734 nChanged 86 SP:Iteration 19Q (8728.057888 sec): 3 clusters Score: Raw -463715.553726 + Penalty 3136.363558 = -460579.190169 nChanged 89 SP:Iteration 20F (8728.158014 sec): 3 clusters Score: Raw -463757.102289 + Penalty 3136.363558 = -460620.738732 nChanged 81 SP:Iteration 21Q (8728.279782 sec): 3 clusters Score: Raw -463793.003602 + Penalty 3136.363558 = -460656.640044 nChanged 85 SP:Iteration 22Q (8728.380932 sec): 3 clusters Score: Raw -463829.618285 + Penalty 3136.363558 = -460693.254727 nChanged 71 SP:Iteration 23Q (8728.493133 sec): 3 clusters Score: Raw -463855.032966 + Penalty 3136.363558 = -460718.669408 nChanged 60 SP:Iteration 24Q (8728.589248 sec): 3 clusters Score: Raw -463878.012222 + Penalty 3136.363558 = -460741.648664 nChanged 56 SP:Iteration 25Q (8728.704567 sec): 3 clusters Score: Raw -463901.352815 + Penalty 3136.363558 = -460764.989257 nChanged 53 SP:Iteration 26Q (8728.806838 sec): 3 clusters Score: Raw -463922.110655 + Penalty 3136.363558 = -460785.747098 nChanged 48 SP:Iteration 27Q (8728.895249 sec): 3 clusters Score: Raw -463937.617248 + Penalty 3136.363558 = -460801.253690 nChanged 38 SP:Iteration 28Q (8728.975789 sec): 3 clusters Score: Raw -463949.590623 + Penalty 3136.363558 = -460813.227065 nChanged 28 SP:Iteration 29Q (8729.074711 sec): 3 clusters Score: Raw -463960.282370 + Penalty 3136.363558 = -460823.918812 nChanged 40 SP:Iteration 30Q (8729.163699 sec): 3 clusters Score: Raw -463974.204394 + Penalty 3136.363558 = -460837.840836 nChanged 35 SP:Iteration 31Q (8729.269637 sec): 3 clusters Score: Raw -463987.222458 + Penalty 3136.363558 = -460850.858901 nChanged 34 SP:Iteration 32Q (8729.381181 sec): 3 clusters Score: Raw -463997.460678 + Penalty 3136.363558 = -460861.097120 nChanged 34 SP:Iteration 33Q (8729.477602 sec): 3 clusters Score: Raw -464009.109060 + Penalty 3136.363558 = -460872.745502 nChanged 42 SP:Iteration 34Q (8729.597564 sec): 3 clusters Score: Raw -464027.519798 + Penalty 3136.363558 = -460891.156240 nChanged 52 SP:Iteration 35Q (8729.713917 sec): 3 clusters Score: Raw -464053.365774 + Penalty 3136.363558 = -460917.002216 nChanged 53 SP:Iteration 36Q (8729.807196 sec): 3 clusters Score: Raw -464078.776231 + Penalty 3136.363558 = -460942.412673 nChanged 46 SP:Iteration 37Q (8729.903049 sec): 3 clusters Score: Raw -464100.025370 + Penalty 3136.363558 = -460963.661812 nChanged 42 SP:Iteration 38Q (8730.028567 sec): 3 clusters Score: Raw -464118.339525 + Penalty 3136.363558 = -460981.975968 nChanged 36 SP:Iteration 39Q (8730.123491 sec): 3 clusters Score: Raw -464133.760937 + Penalty 3136.363558 = -460997.397379 nChanged 32 SP:Iteration 40F (8730.252162 sec): 3 clusters Score: Raw -464145.862437 + Penalty 3136.363558 = -461009.498879 nChanged 28 SP:Iteration 41Q (8730.346922 sec): 3 clusters Score: Raw -464156.449438 + Penalty 3136.363558 = -461020.085880 nChanged 27 SP:Iteration 42Q (8730.442294 sec): 3 clusters Score: Raw -464167.172675 + Penalty 3136.363558 = -461030.809117 nChanged 32 SP:Iteration 43Q (8730.550960 sec): 3 clusters Score: Raw -464182.758684 + Penalty 3136.363558 = -461046.395126 nChanged 35 SP:Iteration 44Q (8730.662125 sec): 3 clusters Score: Raw -464197.636755 + Penalty 3136.363558 = -461061.273197 nChanged 24 SP:Iteration 45Q (8730.767590 sec): 3 clusters Score: Raw -464204.888821 + Penalty 3136.363558 = -461068.525263 nChanged 18 SP:Iteration 46Q (8730.880537 sec): 3 clusters Score: Raw -464211.103933 + Penalty 3136.363558 = -461074.740375 nChanged 16 SP:Iteration 47Q (8731.028698 sec): 3 clusters Score: Raw -464215.448816 + Penalty 3136.363558 = -461079.085258 nChanged 15 SP:Iteration 48Q (8731.116818 sec): 3 clusters Score: Raw -464220.276861 + Penalty 3136.363558 = -461083.913303 nChanged 10 SP:Iteration 49Q (8731.235727 sec): 3 clusters Score: Raw -464223.155357 + Penalty 3136.363558 = -461086.791800 nChanged 13 SP:Iteration 50Q (8731.370441 sec): 3 clusters Score: Raw -464226.896555 + Penalty 3136.363558 = -461090.532998 nChanged 14 SP:Iteration 51Q (8731.468523 sec): 3 clusters Score: Raw -464230.317836 + Penalty 3136.363558 = -461093.954278 nChanged 7 SP:Iteration 52Q (8731.608827 sec): 3 clusters Score: Raw -464232.014799 + Penalty 3136.363558 = -461095.651242 nChanged 8 SP:Iteration 53Q (8731.712100 sec): 3 clusters Score: Raw -464233.842903 + Penalty 3136.363558 = -461097.479346 nChanged 4 SP:Iteration 54Q (8731.827587 sec): 3 clusters Score: Raw -464234.557431 + Penalty 3136.363558 = -461098.193873 nChanged 5 SP:Iteration 55Q (8731.968873 sec): 3 clusters Score: Raw -464236.183765 + Penalty 3136.363558 = -461099.820207 nChanged 7 SP:Iteration 56Q (8732.064183 sec): 3 clusters Score: Raw -464237.317953 + Penalty 3136.363558 = -461100.954396 nChanged 2 SP:Iteration 57Q (8732.202436 sec): 3 clusters Score: Raw -464237.886792 + Penalty 3136.363558 = -461101.523234 nChanged 1 SP:Iteration 58Q (8732.295533 sec): 3 clusters Score: Raw -464238.168093 + Penalty 3136.363558 = -461101.804535 nChanged 0 SP:Iteration 59F (8732.415253 sec): 3 clusters Score: Raw -464238.168093 + Penalty 3136.363558 = -461101.804535 nChanged 0 Trying to split cluster 25 (4661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8732.492484 sec): 2 clusters Score: Raw -324807.583531 + Penalty 1482.445920 = -323325.137611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8732.594518 sec): 3 clusters Score: Raw -322434.361771 + Penalty 2964.891839 = -319469.469932 nChanged 1849 SP:Iteration 1F (8732.692619 sec): 3 clusters Score: Raw -323568.769100 + Penalty 2964.891839 = -320603.877261 nChanged 408 SP:Iteration 2F (8732.819971 sec): 3 clusters Score: Raw -323886.801252 + Penalty 2964.891839 = -320921.909413 nChanged 344 SP:Iteration 3F (8732.913066 sec): 3 clusters Score: Raw -324177.476217 + Penalty 2964.891839 = -321212.584378 nChanged 321 SP:Iteration 4F (8733.029978 sec): 3 clusters Score: Raw -324497.228852 + Penalty 2964.891839 = -321532.337013 nChanged 280 SP:Iteration 5F (8733.119519 sec): 3 clusters Score: Raw -324752.899852 + Penalty 2964.891839 = -321788.008013 nChanged 213 SP:Iteration 6Q (8733.233152 sec): 3 clusters Score: Raw -324889.719532 + Penalty 2964.891839 = -321924.827693 nChanged 139 SP:Iteration 7Q (8733.399087 sec): 3 clusters Score: Raw -324962.257039 + Penalty 2964.891839 = -321997.365200 nChanged 82 SP:Iteration 8Q (8733.518122 sec): 3 clusters Score: Raw -324997.707581 + Penalty 2964.891839 = -322032.815742 nChanged 60 SP:Iteration 9Q (8733.634372 sec): 3 clusters Score: Raw -325023.285292 + Penalty 2964.891839 = -322058.393453 nChanged 56 SP:Iteration 10Q (8733.740683 sec): 3 clusters Score: Raw -325044.747083 + Penalty 2964.891839 = -322079.855244 nChanged 35 SP:Iteration 11Q (8733.846226 sec): 3 clusters Score: Raw -325062.478789 + Penalty 2964.891839 = -322097.586950 nChanged 37 SP:Iteration 12Q (8733.970723 sec): 3 clusters Score: Raw -325074.535029 + Penalty 2964.891839 = -322109.643190 nChanged 18 SP:Iteration 13Q (8734.094223 sec): 3 clusters Score: Raw -325084.917319 + Penalty 2964.891839 = -322120.025480 nChanged 31 SP:Iteration 14Q (8734.207304 sec): 3 clusters Score: Raw -325098.117919 + Penalty 2964.891839 = -322133.226080 nChanged 28 SP:Iteration 15Q (8734.288052 sec): 3 clusters Score: Raw -325111.475086 + Penalty 2964.891839 = -322146.583247 nChanged 32 SP:Iteration 16Q (8734.396213 sec): 3 clusters Score: Raw -325127.072088 + Penalty 2964.891839 = -322162.180249 nChanged 28 SP:Iteration 17Q (8734.491504 sec): 3 clusters Score: Raw -325135.744452 + Penalty 2964.891839 = -322170.852613 nChanged 26 SP:Iteration 18Q (8734.590208 sec): 3 clusters Score: Raw -325143.985735 + Penalty 2964.891839 = -322179.093896 nChanged 26 SP:Iteration 19Q (8734.694828 sec): 3 clusters Score: Raw -325151.153501 + Penalty 2964.891839 = -322186.261662 nChanged 26 SP:Iteration 20F (8734.801838 sec): 3 clusters Score: Raw -325158.150773 + Penalty 2964.891839 = -322193.258933 nChanged 22 SP:Iteration 21Q (8734.902092 sec): 3 clusters Score: Raw -325164.005962 + Penalty 2964.891839 = -322199.114123 nChanged 17 SP:Iteration 22Q (8734.995929 sec): 3 clusters Score: Raw -325168.430143 + Penalty 2964.891839 = -322203.538304 nChanged 11 SP:Iteration 23Q (8735.117902 sec): 3 clusters Score: Raw -325170.748399 + Penalty 2964.891839 = -322205.856560 nChanged 10 SP:Iteration 24Q (8735.241035 sec): 3 clusters Score: Raw -325172.556741 + Penalty 2964.891839 = -322207.664902 nChanged 9 SP:Iteration 25Q (8735.330196 sec): 3 clusters Score: Raw -325174.334634 + Penalty 2964.891839 = -322209.442795 nChanged 7 SP:Iteration 26Q (8735.440861 sec): 3 clusters Score: Raw -325176.357866 + Penalty 2964.891839 = -322211.466027 nChanged 7 SP:Iteration 27Q (8735.570302 sec): 3 clusters Score: Raw -325178.170883 + Penalty 2964.891839 = -322213.279044 nChanged 9 SP:Iteration 28Q (8735.681814 sec): 3 clusters Score: Raw -325180.935457 + Penalty 2964.891839 = -322216.043618 nChanged 9 SP:Iteration 29Q (8735.776899 sec): 3 clusters Score: Raw -325182.560749 + Penalty 2964.891839 = -322217.668910 nChanged 5 SP:Iteration 30Q (8735.873732 sec): 3 clusters Score: Raw -325183.454924 + Penalty 2964.891839 = -322218.563085 nChanged 4 SP:Iteration 31Q (8735.981223 sec): 3 clusters Score: Raw -325183.834131 + Penalty 2964.891839 = -322218.942292 nChanged 4 SP:Iteration 32Q (8736.105948 sec): 3 clusters Score: Raw -325184.878406 + Penalty 2964.891839 = -322219.986567 nChanged 5 SP:Iteration 33Q (8736.192966 sec): 3 clusters Score: Raw -325185.803324 + Penalty 2964.891839 = -322220.911485 nChanged 6 SP:Iteration 34Q (8736.313275 sec): 3 clusters Score: Raw -325187.301768 + Penalty 2964.891839 = -322222.409929 nChanged 7 SP:Iteration 35Q (8736.405418 sec): 3 clusters Score: Raw -325189.567990 + Penalty 2964.891839 = -322224.676151 nChanged 6 SP:Iteration 36Q (8736.515071 sec): 3 clusters Score: Raw -325190.860609 + Penalty 2964.891839 = -322225.968770 nChanged 10 SP:Iteration 37Q (8736.652590 sec): 3 clusters Score: Raw -325193.192947 + Penalty 2964.891839 = -322228.301108 nChanged 11 SP:Iteration 38Q (8736.733599 sec): 3 clusters Score: Raw -325195.542423 + Penalty 2964.891839 = -322230.650584 nChanged 7 SP:Iteration 39Q (8736.859913 sec): 3 clusters Score: Raw -325197.396135 + Penalty 2964.891839 = -322232.504296 nChanged 7 SP:Iteration 40F (8736.964256 sec): 3 clusters Score: Raw -325199.675749 + Penalty 2964.891839 = -322234.783910 nChanged 8 SP:Iteration 41Q (8737.101199 sec): 3 clusters Score: Raw -325202.201905 + Penalty 2964.891839 = -322237.310066 nChanged 13 SP:Iteration 42Q (8737.195985 sec): 3 clusters Score: Raw -325206.831759 + Penalty 2964.891839 = -322241.939920 nChanged 17 SP:Iteration 43Q (8737.276217 sec): 3 clusters Score: Raw -325212.621388 + Penalty 2964.891839 = -322247.729549 nChanged 22 SP:Iteration 44Q (8737.402585 sec): 3 clusters Score: Raw -325219.295728 + Penalty 2964.891839 = -322254.403889 nChanged 21 SP:Iteration 45Q (8737.494790 sec): 3 clusters Score: Raw -325225.634960 + Penalty 2964.891839 = -322260.743121 nChanged 21 SP:Iteration 46Q (8737.619726 sec): 3 clusters Score: Raw -325233.414648 + Penalty 2964.891839 = -322268.522809 nChanged 31 SP:Iteration 47Q (8737.703031 sec): 3 clusters Score: Raw -325243.800024 + Penalty 2964.891839 = -322278.908185 nChanged 30 SP:Iteration 48Q (8737.815462 sec): 3 clusters Score: Raw -325253.487401 + Penalty 2964.891839 = -322288.595562 nChanged 31 SP:Iteration 49Q (8737.936935 sec): 3 clusters Score: Raw -325267.313889 + Penalty 2964.891839 = -322302.422050 nChanged 36 SP:Iteration 50Q (8738.034957 sec): 3 clusters Score: Raw -325283.039194 + Penalty 2964.891839 = -322318.147355 nChanged 46 SP:Iteration 51Q (8738.137799 sec): 3 clusters Score: Raw -325311.302785 + Penalty 2964.891839 = -322346.410945 nChanged 64 SP:Iteration 52Q (8738.252820 sec): 3 clusters Score: Raw -325350.332937 + Penalty 2964.891839 = -322385.441098 nChanged 68 SP:Iteration 53Q (8738.405181 sec): 3 clusters Score: Raw -325395.828364 + Penalty 2964.891839 = -322430.936525 nChanged 69 SP:Iteration 54Q (8738.522709 sec): 3 clusters Score: Raw -325443.601295 + Penalty 2964.891839 = -322478.709456 nChanged 58 SP:Iteration 55Q (8738.629076 sec): 3 clusters Score: Raw -325480.995300 + Penalty 2964.891839 = -322516.103461 nChanged 62 SP:Iteration 56Q (8738.731287 sec): 3 clusters Score: Raw -325517.276484 + Penalty 2964.891839 = -322552.384644 nChanged 60 SP:Iteration 57Q (8738.837016 sec): 3 clusters Score: Raw -325551.407838 + Penalty 2964.891839 = -322586.515999 nChanged 52 SP:Iteration 58Q (8738.960187 sec): 3 clusters Score: Raw -325584.586337 + Penalty 2964.891839 = -322619.694498 nChanged 62 SP:Iteration 59Q (8739.059548 sec): 3 clusters Score: Raw -325620.864675 + Penalty 2964.891839 = -322655.972836 nChanged 50 SP:Iteration 60F (8739.158510 sec): 3 clusters Score: Raw -325643.157516 + Penalty 2964.891839 = -322678.265677 nChanged 40 SP:Iteration 61Q (8739.259802 sec): 3 clusters Score: Raw -325660.830563 + Penalty 2964.891839 = -322695.938724 nChanged 37 SP:Iteration 62Q (8739.373561 sec): 3 clusters Score: Raw -325679.672284 + Penalty 2964.891839 = -322714.780445 nChanged 36 SP:Iteration 63Q (8739.489799 sec): 3 clusters Score: Raw -325696.220061 + Penalty 2964.891839 = -322731.328222 nChanged 35 SP:Iteration 64Q (8739.609814 sec): 3 clusters Score: Raw -325711.732548 + Penalty 2964.891839 = -322746.840709 nChanged 26 SP:Iteration 65Q (8739.739313 sec): 3 clusters Score: Raw -325722.217282 + Penalty 2964.891839 = -322757.325443 nChanged 24 SP:Iteration 66Q (8739.850678 sec): 3 clusters Score: Raw -325733.611144 + Penalty 2964.891839 = -322768.719305 nChanged 22 SP:Iteration 67Q (8739.965131 sec): 3 clusters Score: Raw -325742.232303 + Penalty 2964.891839 = -322777.340464 nChanged 17 SP:Iteration 68Q (8740.074022 sec): 3 clusters Score: Raw -325748.721352 + Penalty 2964.891839 = -322783.829513 nChanged 25 SP:Iteration 69Q (8740.154899 sec): 3 clusters Score: Raw -325757.621712 + Penalty 2964.891839 = -322792.729873 nChanged 24 SP:Iteration 70Q (8740.256510 sec): 3 clusters Score: Raw -325765.417548 + Penalty 2964.891839 = -322800.525709 nChanged 18 SP:Iteration 71Q (8740.370765 sec): 3 clusters Score: Raw -325772.098483 + Penalty 2964.891839 = -322807.206644 nChanged 11 SP:Iteration 72Q (8740.486723 sec): 3 clusters Score: Raw -325775.548862 + Penalty 2964.891839 = -322810.657023 nChanged 8 SP:Iteration 73Q (8740.601024 sec): 3 clusters Score: Raw -325778.010345 + Penalty 2964.891839 = -322813.118506 nChanged 11 SP:Iteration 74Q (8740.715111 sec): 3 clusters Score: Raw -325780.679009 + Penalty 2964.891839 = -322815.787170 nChanged 9 SP:Iteration 75Q (8740.833681 sec): 3 clusters Score: Raw -325783.241243 + Penalty 2964.891839 = -322818.349404 nChanged 6 SP:Iteration 76Q (8740.943440 sec): 3 clusters Score: Raw -325785.228457 + Penalty 2964.891839 = -322820.336618 nChanged 6 SP:Iteration 77Q (8741.056299 sec): 3 clusters Score: Raw -325786.962375 + Penalty 2964.891839 = -322822.070536 nChanged 5 SP:Iteration 78Q (8741.172354 sec): 3 clusters Score: Raw -325788.010278 + Penalty 2964.891839 = -322823.118439 nChanged 5 SP:Iteration 79Q (8741.276389 sec): 3 clusters Score: Raw -325789.977748 + Penalty 2964.891839 = -322825.085909 nChanged 5 SP:Iteration 80F (8741.391273 sec): 3 clusters Score: Raw -325791.052920 + Penalty 2964.891839 = -322826.161081 nChanged 3 SP:Iteration 81Q (8741.480036 sec): 3 clusters Score: Raw -325791.582117 + Penalty 2964.891839 = -322826.690278 nChanged 4 SP:Iteration 82Q (8741.586135 sec): 3 clusters Score: Raw -325792.656142 + Penalty 2964.891839 = -322827.764303 nChanged 6 SP:Iteration 83Q (8741.689417 sec): 3 clusters Score: Raw -325794.079355 + Penalty 2964.891839 = -322829.187516 nChanged 1 SP:Iteration 84Q (8741.794242 sec): 3 clusters Score: Raw -325794.461871 + Penalty 2964.891839 = -322829.570032 nChanged 0 SP:Iteration 85F (8741.925207 sec): 3 clusters Score: Raw -325794.461871 + Penalty 2964.891839 = -322829.570032 nChanged 0 Trying to split cluster 26 (510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8741.986799 sec): 2 clusters Score: Raw -31821.040583 + Penalty 1094.139082 = -30726.901501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8742.064049 sec): 3 clusters Score: Raw -31758.660187 + Penalty 2188.278165 = -29570.382022 nChanged 132 SP:Iteration 1F (8742.160458 sec): 3 clusters Score: Raw -31951.995062 + Penalty 2188.278165 = -29763.716897 nChanged 42 SP:Iteration 2F (8742.238495 sec): 3 clusters Score: Raw -32028.606070 + Penalty 2188.278165 = -29840.327905 nChanged 22 SP:Iteration 3Q (8742.323808 sec): 3 clusters Score: Raw -32076.491379 + Penalty 2188.278165 = -29888.213214 nChanged 19 SP:Iteration 4Q (8742.443981 sec): 3 clusters Score: Raw -32120.648312 + Penalty 2188.278165 = -29932.370148 nChanged 18 SP:Iteration 5Q (8742.539170 sec): 3 clusters Score: Raw -32150.467845 + Penalty 2188.278165 = -29962.189680 nChanged 9 SP:Iteration 6Q (8742.634253 sec): 3 clusters Score: Raw -32169.233482 + Penalty 2188.278165 = -29980.955317 nChanged 9 SP:Iteration 7Q (8742.740109 sec): 3 clusters Score: Raw -32193.410358 + Penalty 2188.278165 = -30005.132194 nChanged 8 SP:Iteration 8Q (8742.848746 sec): 3 clusters Score: Raw -32214.551266 + Penalty 2188.278165 = -30026.273101 nChanged 8 SP:Iteration 9Q (8742.924011 sec): 3 clusters Score: Raw -32238.168927 + Penalty 2188.278165 = -30049.890762 nChanged 6 SP:Iteration 10Q (8742.997172 sec): 3 clusters Score: Raw -32247.586121 + Penalty 2188.278165 = -30059.307956 nChanged 7 SP:Iteration 11Q (8743.079360 sec): 3 clusters Score: Raw -32268.524942 + Penalty 2188.278165 = -30080.246777 nChanged 10 SP:Iteration 12Q (8743.165520 sec): 3 clusters Score: Raw -32334.570605 + Penalty 2188.278165 = -30146.292440 nChanged 13 SP:Iteration 13Q (8743.259874 sec): 3 clusters Score: Raw -32384.448562 + Penalty 2188.278165 = -30196.170397 nChanged 6 SP:Iteration 14Q (8743.352068 sec): 3 clusters Score: Raw -32399.282261 + Penalty 2188.278165 = -30211.004097 nChanged 6 SP:Iteration 15Q (8743.438962 sec): 3 clusters Score: Raw -32411.280475 + Penalty 2188.278165 = -30223.002310 nChanged 3 SP:Iteration 16Q (8743.534469 sec): 3 clusters Score: Raw -32419.155972 + Penalty 2188.278165 = -30230.877808 nChanged 1 SP:Iteration 17Q (8743.628767 sec): 3 clusters Score: Raw -32420.065253 + Penalty 2188.278165 = -30231.787089 nChanged 0 SP:Iteration 18F (8743.721239 sec): 3 clusters Score: Raw -32420.065253 + Penalty 2188.278165 = -30231.787089 nChanged 0 Trying to split cluster 27 (5289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8743.814980 sec): 2 clusters Score: Raw -319134.071361 + Penalty 1504.628975 = -317629.442386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8743.940815 sec): 3 clusters Score: Raw -316425.898311 + Penalty 3009.257949 = -313416.640362 nChanged 2135 SP:Iteration 1F (8744.060780 sec): 3 clusters Score: Raw -317761.115193 + Penalty 3009.257949 = -314751.857244 nChanged 404 SP:Iteration 2F (8744.162008 sec): 3 clusters Score: Raw -318025.067466 + Penalty 3009.257949 = -315015.809516 nChanged 311 SP:Iteration 3F (8744.251857 sec): 3 clusters Score: Raw -318195.560731 + Penalty 3009.257949 = -315186.302781 nChanged 249 SP:Iteration 4Q (8744.373920 sec): 3 clusters Score: Raw -318317.346873 + Penalty 3009.257949 = -315308.088923 nChanged 185 SP:Iteration 5Q (8744.461664 sec): 3 clusters Score: Raw -318401.538271 + Penalty 3009.257949 = -315392.280322 nChanged 157 SP:Iteration 6Q (8744.559469 sec): 3 clusters Score: Raw -318465.252979 + Penalty 3009.257949 = -315455.995030 nChanged 123 SP:Iteration 7Q (8744.686241 sec): 3 clusters Score: Raw -318527.087173 + Penalty 3009.257949 = -315517.829224 nChanged 131 SP:Iteration 8Q (8744.780091 sec): 3 clusters Score: Raw -318592.020820 + Penalty 3009.257949 = -315582.762871 nChanged 133 SP:Iteration 9Q (8744.896171 sec): 3 clusters Score: Raw -318670.021192 + Penalty 3009.257949 = -315660.763242 nChanged 143 SP:Iteration 10Q (8745.032558 sec): 3 clusters Score: Raw -318751.250098 + Penalty 3009.257949 = -315741.992149 nChanged 136 SP:Iteration 11Q (8745.133797 sec): 3 clusters Score: Raw -318837.562361 + Penalty 3009.257949 = -315828.304412 nChanged 146 SP:Iteration 12Q (8745.239065 sec): 3 clusters Score: Raw -318944.523334 + Penalty 3009.257949 = -315935.265385 nChanged 161 SP:Iteration 13Q (8745.369846 sec): 3 clusters Score: Raw -319050.000614 + Penalty 3009.257949 = -316040.742665 nChanged 138 SP:Iteration 14Q (8745.479468 sec): 3 clusters Score: Raw -319139.149738 + Penalty 3009.257949 = -316129.891789 nChanged 128 SP:Iteration 15Q (8745.594363 sec): 3 clusters Score: Raw -319208.631865 + Penalty 3009.257949 = -316199.373916 nChanged 91 SP:Iteration 16Q (8745.683566 sec): 3 clusters Score: Raw -319253.260302 + Penalty 3009.257949 = -316244.002353 nChanged 77 SP:Iteration 17Q (8745.807196 sec): 3 clusters Score: Raw -319290.747095 + Penalty 3009.257949 = -316281.489145 nChanged 63 SP:Iteration 18Q (8745.930429 sec): 3 clusters Score: Raw -319323.668377 + Penalty 3009.257949 = -316314.410428 nChanged 75 SP:Iteration 19Q (8746.044516 sec): 3 clusters Score: Raw -319354.734101 + Penalty 3009.257949 = -316345.476152 nChanged 64 SP:Iteration 20F (8746.127119 sec): 3 clusters Score: Raw -319380.691275 + Penalty 3009.257949 = -316371.433326 nChanged 48 SP:Iteration 21Q (8746.246741 sec): 3 clusters Score: Raw -319399.918086 + Penalty 3009.257949 = -316390.660136 nChanged 49 SP:Iteration 22Q (8746.341744 sec): 3 clusters Score: Raw -319420.621980 + Penalty 3009.257949 = -316411.364031 nChanged 51 SP:Iteration 23Q (8746.436191 sec): 3 clusters Score: Raw -319441.682781 + Penalty 3009.257949 = -316432.424831 nChanged 49 SP:Iteration 24Q (8746.546737 sec): 3 clusters Score: Raw -319457.854984 + Penalty 3009.257949 = -316448.597034 nChanged 38 SP:Iteration 25Q (8746.663577 sec): 3 clusters Score: Raw -319471.314680 + Penalty 3009.257949 = -316462.056731 nChanged 30 SP:Iteration 26Q (8746.782591 sec): 3 clusters Score: Raw -319478.947803 + Penalty 3009.257949 = -316469.689854 nChanged 19 SP:Iteration 27Q (8746.886894 sec): 3 clusters Score: Raw -319484.735159 + Penalty 3009.257949 = -316475.477210 nChanged 25 SP:Iteration 28Q (8746.997990 sec): 3 clusters Score: Raw -319492.696404 + Penalty 3009.257949 = -316483.438455 nChanged 23 SP:Iteration 29Q (8747.113572 sec): 3 clusters Score: Raw -319499.665977 + Penalty 3009.257949 = -316490.408028 nChanged 28 SP:Iteration 30Q (8747.228165 sec): 3 clusters Score: Raw -319509.622070 + Penalty 3009.257949 = -316500.364120 nChanged 32 SP:Iteration 31Q (8747.326597 sec): 3 clusters Score: Raw -319520.866151 + Penalty 3009.257949 = -316511.608202 nChanged 34 SP:Iteration 32Q (8747.440551 sec): 3 clusters Score: Raw -319532.213546 + Penalty 3009.257949 = -316522.955596 nChanged 29 SP:Iteration 33Q (8747.542451 sec): 3 clusters Score: Raw -319541.818870 + Penalty 3009.257949 = -316532.560921 nChanged 23 SP:Iteration 34Q (8747.660870 sec): 3 clusters Score: Raw -319549.423716 + Penalty 3009.257949 = -316540.165767 nChanged 25 SP:Iteration 35Q (8747.769888 sec): 3 clusters Score: Raw -319556.476581 + Penalty 3009.257949 = -316547.218632 nChanged 22 SP:Iteration 36Q (8747.873686 sec): 3 clusters Score: Raw -319561.960314 + Penalty 3009.257949 = -316552.702365 nChanged 17 SP:Iteration 37Q (8747.979657 sec): 3 clusters Score: Raw -319566.261887 + Penalty 3009.257949 = -316557.003938 nChanged 14 SP:Iteration 38Q (8748.063483 sec): 3 clusters Score: Raw -319570.552587 + Penalty 3009.257949 = -316561.294637 nChanged 9 SP:Iteration 39Q (8748.189299 sec): 3 clusters Score: Raw -319572.255287 + Penalty 3009.257949 = -316562.997338 nChanged 7 SP:Iteration 40F (8748.313530 sec): 3 clusters Score: Raw -319573.304536 + Penalty 3009.257949 = -316564.046586 nChanged 5 SP:Iteration 41Q (8748.418125 sec): 3 clusters Score: Raw -319573.974977 + Penalty 3009.257949 = -316564.717027 nChanged 1 SP:Iteration 42Q (8748.532870 sec): 3 clusters Score: Raw -319574.128733 + Penalty 3009.257949 = -316564.870784 nChanged 1 SP:Iteration 43Q (8748.639564 sec): 3 clusters Score: Raw -319574.233170 + Penalty 3009.257949 = -316564.975220 nChanged 2 SP:Iteration 44Q (8748.755315 sec): 3 clusters Score: Raw -319574.585958 + Penalty 3009.257949 = -316565.328009 nChanged 2 SP:Iteration 45Q (8748.841711 sec): 3 clusters Score: Raw -319575.121500 + Penalty 3009.257949 = -316565.863550 nChanged 2 SP:Iteration 46Q (8748.943340 sec): 3 clusters Score: Raw -319575.768839 + Penalty 3009.257949 = -316566.510890 nChanged 5 SP:Iteration 47Q (8749.053009 sec): 3 clusters Score: Raw -319576.819651 + Penalty 3009.257949 = -316567.561702 nChanged 5 SP:Iteration 48Q (8749.166336 sec): 3 clusters Score: Raw -319577.686408 + Penalty 3009.257949 = -316568.428459 nChanged 4 SP:Iteration 49Q (8749.284773 sec): 3 clusters Score: Raw -319578.753782 + Penalty 3009.257949 = -316569.495832 nChanged 8 SP:Iteration 50Q (8749.403033 sec): 3 clusters Score: Raw -319580.628630 + Penalty 3009.257949 = -316571.370681 nChanged 7 SP:Iteration 51Q (8749.493966 sec): 3 clusters Score: Raw -319581.968807 + Penalty 3009.257949 = -316572.710857 nChanged 6 SP:Iteration 52Q (8749.610648 sec): 3 clusters Score: Raw -319583.660385 + Penalty 3009.257949 = -316574.402436 nChanged 6 SP:Iteration 53Q (8749.709405 sec): 3 clusters Score: Raw -319585.456419 + Penalty 3009.257949 = -316576.198470 nChanged 7 SP:Iteration 54Q (8749.845850 sec): 3 clusters Score: Raw -319586.630152 + Penalty 3009.257949 = -316577.372203 nChanged 7 SP:Iteration 55Q (8749.938128 sec): 3 clusters Score: Raw -319588.138051 + Penalty 3009.257949 = -316578.880102 nChanged 6 SP:Iteration 56Q (8750.052711 sec): 3 clusters Score: Raw -319589.392146 + Penalty 3009.257949 = -316580.134196 nChanged 7 SP:Iteration 57Q (8750.116182 sec): 3 clusters Score: Raw -319590.853875 + Penalty 3009.257949 = -316581.595926 nChanged 7 SP:Iteration 58Q (8750.235393 sec): 3 clusters Score: Raw -319592.157146 + Penalty 3009.257949 = -316582.899196 nChanged 6 SP:Iteration 59Q (8750.355179 sec): 3 clusters Score: Raw -319593.346567 + Penalty 3009.257949 = -316584.088618 nChanged 5 SP:Iteration 60F (8750.460055 sec): 3 clusters Score: Raw -319594.453020 + Penalty 3009.257949 = -316585.195071 nChanged 6 SP:Iteration 61Q (8750.555076 sec): 3 clusters Score: Raw -319595.591960 + Penalty 3009.257949 = -316586.334010 nChanged 6 SP:Iteration 62Q (8750.668469 sec): 3 clusters Score: Raw -319596.732300 + Penalty 3009.257949 = -316587.474351 nChanged 5 SP:Iteration 63Q (8750.772033 sec): 3 clusters Score: Raw -319597.468136 + Penalty 3009.257949 = -316588.210187 nChanged 3 SP:Iteration 64Q (8750.877240 sec): 3 clusters Score: Raw -319597.712705 + Penalty 3009.257949 = -316588.454755 nChanged 3 SP:Iteration 65Q (8750.965876 sec): 3 clusters Score: Raw -319598.121745 + Penalty 3009.257949 = -316588.863796 nChanged 2 SP:Iteration 66Q (8751.070534 sec): 3 clusters Score: Raw -319598.264861 + Penalty 3009.257949 = -316589.006912 nChanged 1 SP:Iteration 67Q (8751.173742 sec): 3 clusters Score: Raw -319598.395487 + Penalty 3009.257949 = -316589.137538 nChanged 1 SP:Iteration 68Q (8751.277789 sec): 3 clusters Score: Raw -319598.447468 + Penalty 3009.257949 = -316589.189519 nChanged 3 SP:Iteration 69Q (8751.417748 sec): 3 clusters Score: Raw -319599.148213 + Penalty 3009.257949 = -316589.890264 nChanged 4 SP:Iteration 70Q (8751.542206 sec): 3 clusters Score: Raw -319600.113516 + Penalty 3009.257949 = -316590.855566 nChanged 0 SP:Iteration 71F (8751.636207 sec): 3 clusters Score: Raw -319600.113516 + Penalty 3009.257949 = -316590.855566 nChanged 0 Trying to split cluster 28 (2446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8751.691907 sec): 2 clusters Score: Raw -148745.203538 + Penalty 1369.287735 = -147375.915803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8751.803157 sec): 3 clusters Score: Raw -147673.868482 + Penalty 2738.575470 = -144935.293012 nChanged 865 SP:Iteration 1F (8751.900037 sec): 3 clusters Score: Raw -148250.576522 + Penalty 2738.575470 = -145512.001052 nChanged 199 SP:Iteration 2F (8752.020675 sec): 3 clusters Score: Raw -148417.639066 + Penalty 2738.575470 = -145679.063596 nChanged 138 SP:Iteration 3F (8752.109326 sec): 3 clusters Score: Raw -148532.445462 + Penalty 2738.575470 = -145793.869992 nChanged 117 SP:Iteration 4Q (8752.202649 sec): 3 clusters Score: Raw -148631.740892 + Penalty 2738.575470 = -145893.165422 nChanged 101 SP:Iteration 5Q (8752.319051 sec): 3 clusters Score: Raw -148745.294245 + Penalty 2738.575470 = -146006.718775 nChanged 114 SP:Iteration 6Q (8752.432972 sec): 3 clusters Score: Raw -148869.920265 + Penalty 2738.575470 = -146131.344795 nChanged 111 SP:Iteration 7Q (8752.531693 sec): 3 clusters Score: Raw -148992.379839 + Penalty 2738.575470 = -146253.804369 nChanged 102 SP:Iteration 8Q (8752.602074 sec): 3 clusters Score: Raw -149101.561210 + Penalty 2738.575470 = -146362.985740 nChanged 87 SP:Iteration 9Q (8752.694571 sec): 3 clusters Score: Raw -149202.430454 + Penalty 2738.575470 = -146463.854984 nChanged 91 SP:Iteration 10Q (8752.798219 sec): 3 clusters Score: Raw -149326.477957 + Penalty 2738.575470 = -146587.902487 nChanged 75 SP:Iteration 11Q (8752.901717 sec): 3 clusters Score: Raw -149429.665831 + Penalty 2738.575470 = -146691.090361 nChanged 79 SP:Iteration 12Q (8753.008337 sec): 3 clusters Score: Raw -149533.576642 + Penalty 2738.575470 = -146795.001172 nChanged 60 SP:Iteration 13Q (8753.090839 sec): 3 clusters Score: Raw -149589.640696 + Penalty 2738.575470 = -146851.065226 nChanged 42 SP:Iteration 14Q (8753.185582 sec): 3 clusters Score: Raw -149619.902784 + Penalty 2738.575470 = -146881.327314 nChanged 28 SP:Iteration 15Q (8753.291546 sec): 3 clusters Score: Raw -149640.060198 + Penalty 2738.575470 = -146901.484728 nChanged 17 SP:Iteration 16Q (8753.425773 sec): 3 clusters Score: Raw -149647.294220 + Penalty 2738.575470 = -146908.718750 nChanged 5 SP:Iteration 17Q (8753.495573 sec): 3 clusters Score: Raw -149649.054289 + Penalty 2738.575470 = -146910.478819 nChanged 2 SP:Iteration 18Q (8753.596140 sec): 3 clusters Score: Raw -149650.533958 + Penalty 2738.575470 = -146911.958488 nChanged 2 SP:Iteration 19Q (8753.701133 sec): 3 clusters Score: Raw -149650.857934 + Penalty 2738.575470 = -146912.282464 nChanged 1 SP:Iteration 20F (8753.781655 sec): 3 clusters Score: Raw -149651.035168 + Penalty 2738.575470 = -146912.459698 nChanged 0 Trying to split cluster 29 (3727 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8753.866992 sec): 2 clusters Score: Raw -199880.303974 + Penalty 1443.199487 = -198437.104487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8753.960891 sec): 3 clusters Score: Raw -198132.314384 + Penalty 2886.398974 = -195245.915411 nChanged 1457 SP:Iteration 1F (8754.052373 sec): 3 clusters Score: Raw -199268.776024 + Penalty 2886.398974 = -196382.377051 nChanged 425 SP:Iteration 2F (8754.151187 sec): 3 clusters Score: Raw -199804.432522 + Penalty 2886.398974 = -196918.033548 nChanged 318 SP:Iteration 3F (8754.248146 sec): 3 clusters Score: Raw -200162.927808 + Penalty 2886.398974 = -197276.528834 nChanged 247 SP:Iteration 4F (8754.340717 sec): 3 clusters Score: Raw -200383.605644 + Penalty 2886.398974 = -197497.206670 nChanged 158 SP:Iteration 5Q (8754.473473 sec): 3 clusters Score: Raw -200506.401587 + Penalty 2886.398974 = -197620.002613 nChanged 113 SP:Iteration 6Q (8754.573567 sec): 3 clusters Score: Raw -200585.045815 + Penalty 2886.398974 = -197698.646842 nChanged 84 SP:Iteration 7Q (8754.675653 sec): 3 clusters Score: Raw -200624.620762 + Penalty 2886.398974 = -197738.221788 nChanged 44 SP:Iteration 8Q (8754.786417 sec): 3 clusters Score: Raw -200643.177635 + Penalty 2886.398974 = -197756.778661 nChanged 42 SP:Iteration 9Q (8754.887478 sec): 3 clusters Score: Raw -200664.304919 + Penalty 2886.398974 = -197777.905945 nChanged 30 SP:Iteration 10Q (8754.999221 sec): 3 clusters Score: Raw -200673.777315 + Penalty 2886.398974 = -197787.378341 nChanged 18 SP:Iteration 11Q (8755.120655 sec): 3 clusters Score: Raw -200678.481962 + Penalty 2886.398974 = -197792.082988 nChanged 8 SP:Iteration 12Q (8755.198410 sec): 3 clusters Score: Raw -200680.134785 + Penalty 2886.398974 = -197793.735812 nChanged 5 SP:Iteration 13Q (8755.308997 sec): 3 clusters Score: Raw -200681.587659 + Penalty 2886.398974 = -197795.188685 nChanged 3 SP:Iteration 14Q (8755.435927 sec): 3 clusters Score: Raw -200682.534426 + Penalty 2886.398974 = -197796.135453 nChanged 6 SP:Iteration 15Q (8755.565270 sec): 3 clusters Score: Raw -200684.444579 + Penalty 2886.398974 = -197798.045606 nChanged 4 SP:Iteration 16Q (8755.656090 sec): 3 clusters Score: Raw -200685.599029 + Penalty 2886.398974 = -197799.200056 nChanged 5 SP:Iteration 17Q (8755.775153 sec): 3 clusters Score: Raw -200686.559604 + Penalty 2886.398974 = -197800.160631 nChanged 3 SP:Iteration 18Q (8755.861287 sec): 3 clusters Score: Raw -200687.291352 + Penalty 2886.398974 = -197800.892379 nChanged 3 SP:Iteration 19Q (8755.972898 sec): 3 clusters Score: Raw -200687.759476 + Penalty 2886.398974 = -197801.360503 nChanged 1 SP:Iteration 20F (8756.063713 sec): 3 clusters Score: Raw -200687.901198 + Penalty 2886.398974 = -197801.502224 nChanged 1 SP:Iteration 21Q (8756.156818 sec): 3 clusters Score: Raw -200687.971895 + Penalty 2886.398974 = -197801.572921 nChanged 0 SP:Iteration 22F (8756.273050 sec): 3 clusters Score: Raw -200687.971895 + Penalty 2886.398974 = -197801.572921 nChanged 0 Trying to split cluster 30 (5132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8756.359563 sec): 2 clusters Score: Raw -337873.373368 + Penalty 1499.340502 = -336374.032865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8756.462081 sec): 3 clusters Score: Raw -335257.529371 + Penalty 2998.681005 = -332258.848366 nChanged 2034 SP:Iteration 1F (8756.589279 sec): 3 clusters Score: Raw -336523.851737 + Penalty 2998.681005 = -333525.170732 nChanged 457 SP:Iteration 2F (8756.681870 sec): 3 clusters Score: Raw -336876.354813 + Penalty 2998.681005 = -333877.673808 nChanged 363 SP:Iteration 3F (8756.792857 sec): 3 clusters Score: Raw -337195.579215 + Penalty 2998.681005 = -334196.898210 nChanged 336 SP:Iteration 4F (8756.889876 sec): 3 clusters Score: Raw -337517.440296 + Penalty 2998.681005 = -334518.759291 nChanged 297 SP:Iteration 5F (8756.990360 sec): 3 clusters Score: Raw -337783.164408 + Penalty 2998.681005 = -334784.483403 nChanged 263 SP:Iteration 6F (8757.092051 sec): 3 clusters Score: Raw -338003.449248 + Penalty 2998.681005 = -335004.768244 nChanged 218 SP:Iteration 7Q (8757.194206 sec): 3 clusters Score: Raw -338157.684769 + Penalty 2998.681005 = -335159.003764 nChanged 149 SP:Iteration 8Q (8757.306225 sec): 3 clusters Score: Raw -338247.572538 + Penalty 2998.681005 = -335248.891533 nChanged 113 SP:Iteration 9Q (8757.451250 sec): 3 clusters Score: Raw -338300.351703 + Penalty 2998.681005 = -335301.670698 nChanged 85 SP:Iteration 10Q (8757.557509 sec): 3 clusters Score: Raw -338336.345613 + Penalty 2998.681005 = -335337.664608 nChanged 64 SP:Iteration 11Q (8757.670444 sec): 3 clusters Score: Raw -338368.110618 + Penalty 2998.681005 = -335369.429613 nChanged 62 SP:Iteration 12Q (8757.788386 sec): 3 clusters Score: Raw -338395.519861 + Penalty 2998.681005 = -335396.838856 nChanged 51 SP:Iteration 13Q (8757.906331 sec): 3 clusters Score: Raw -338414.222187 + Penalty 2998.681005 = -335415.541182 nChanged 47 SP:Iteration 14Q (8758.031996 sec): 3 clusters Score: Raw -338433.279335 + Penalty 2998.681005 = -335434.598330 nChanged 39 SP:Iteration 15Q (8758.118503 sec): 3 clusters Score: Raw -338446.836542 + Penalty 2998.681005 = -335448.155537 nChanged 27 SP:Iteration 16Q (8758.253703 sec): 3 clusters Score: Raw -338457.542483 + Penalty 2998.681005 = -335458.861478 nChanged 31 SP:Iteration 17Q (8758.354015 sec): 3 clusters Score: Raw -338469.233919 + Penalty 2998.681005 = -335470.552914 nChanged 27 SP:Iteration 18Q (8758.446917 sec): 3 clusters Score: Raw -338477.947824 + Penalty 2998.681005 = -335479.266819 nChanged 20 SP:Iteration 19Q (8758.580293 sec): 3 clusters Score: Raw -338484.685232 + Penalty 2998.681005 = -335486.004228 nChanged 19 SP:Iteration 20F (8758.676581 sec): 3 clusters Score: Raw -338490.756707 + Penalty 2998.681005 = -335492.075703 nChanged 22 SP:Iteration 21Q (8758.791208 sec): 3 clusters Score: Raw -338495.892938 + Penalty 2998.681005 = -335497.211933 nChanged 15 SP:Iteration 22Q (8758.898205 sec): 3 clusters Score: Raw -338499.711177 + Penalty 2998.681005 = -335501.030172 nChanged 11 SP:Iteration 23Q (8758.990317 sec): 3 clusters Score: Raw -338501.845421 + Penalty 2998.681005 = -335503.164416 nChanged 4 SP:Iteration 24Q (8759.113416 sec): 3 clusters Score: Raw -338503.345905 + Penalty 2998.681005 = -335504.664901 nChanged 3 SP:Iteration 25Q (8759.196273 sec): 3 clusters Score: Raw -338504.360560 + Penalty 2998.681005 = -335505.679555 nChanged 6 SP:Iteration 26Q (8759.314512 sec): 3 clusters Score: Raw -338505.626286 + Penalty 2998.681005 = -335506.945282 nChanged 6 SP:Iteration 27Q (8759.406301 sec): 3 clusters Score: Raw -338506.812249 + Penalty 2998.681005 = -335508.131244 nChanged 7 SP:Iteration 28Q (8759.522304 sec): 3 clusters Score: Raw -338507.767714 + Penalty 2998.681005 = -335509.086709 nChanged 2 SP:Iteration 29Q (8759.569055 sec): 3 clusters Score: Raw -338508.045667 + Penalty 2998.681005 = -335509.364662 nChanged 1 SP:Iteration 30Q (8759.686477 sec): 3 clusters Score: Raw -338508.271060 + Penalty 2998.681005 = -335509.590056 nChanged 1 SP:Iteration 31Q (8759.807821 sec): 3 clusters Score: Raw -338508.351098 + Penalty 2998.681005 = -335509.670094 nChanged 0 SP:Iteration 32F (8759.929441 sec): 3 clusters Score: Raw -338508.351098 + Penalty 2998.681005 = -335509.670094 nChanged 0 Trying to split cluster 31 (8112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8760.018628 sec): 2 clusters Score: Raw -527753.712142 + Penalty 1579.693002 = -526174.019141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8760.135391 sec): 3 clusters Score: Raw -523367.186029 + Penalty 3159.386004 = -520207.800025 nChanged 3408 SP:Iteration 1F (8760.230537 sec): 3 clusters Score: Raw -525315.957420 + Penalty 3159.386004 = -522156.571416 nChanged 584 SP:Iteration 2F (8760.361385 sec): 3 clusters Score: Raw -525679.673844 + Penalty 3159.386004 = -522520.287840 nChanged 515 SP:Iteration 3F (8760.474842 sec): 3 clusters Score: Raw -525976.835109 + Penalty 3159.386004 = -522817.449105 nChanged 449 SP:Iteration 4F (8760.593504 sec): 3 clusters Score: Raw -526229.908796 + Penalty 3159.386004 = -523070.522792 nChanged 385 SP:Iteration 5Q (8760.716897 sec): 3 clusters Score: Raw -526451.764923 + Penalty 3159.386004 = -523292.378919 nChanged 391 SP:Iteration 6Q (8760.824535 sec): 3 clusters Score: Raw -526690.404382 + Penalty 3159.386004 = -523531.018378 nChanged 384 SP:Iteration 7Q (8760.954798 sec): 3 clusters Score: Raw -526925.930801 + Penalty 3159.386004 = -523766.544797 nChanged 334 SP:Iteration 8Q (8761.062755 sec): 3 clusters Score: Raw -527117.901307 + Penalty 3159.386004 = -523958.515304 nChanged 297 SP:Iteration 9Q (8761.192374 sec): 3 clusters Score: Raw -527267.431041 + Penalty 3159.386004 = -524108.045037 nChanged 230 SP:Iteration 10Q (8761.309760 sec): 3 clusters Score: Raw -527376.580364 + Penalty 3159.386004 = -524217.194360 nChanged 196 SP:Iteration 11Q (8761.434474 sec): 3 clusters Score: Raw -527471.216419 + Penalty 3159.386004 = -524311.830416 nChanged 174 SP:Iteration 12Q (8761.552293 sec): 3 clusters Score: Raw -527562.186564 + Penalty 3159.386004 = -524402.800560 nChanged 175 SP:Iteration 13Q (8761.671704 sec): 3 clusters Score: Raw -527644.192706 + Penalty 3159.386004 = -524484.806702 nChanged 142 SP:Iteration 14Q (8761.799005 sec): 3 clusters Score: Raw -527713.580486 + Penalty 3159.386004 = -524554.194482 nChanged 118 SP:Iteration 15Q (8761.915741 sec): 3 clusters Score: Raw -527764.497614 + Penalty 3159.386004 = -524605.111610 nChanged 97 SP:Iteration 16Q (8762.043998 sec): 3 clusters Score: Raw -527811.534076 + Penalty 3159.386004 = -524652.148073 nChanged 98 SP:Iteration 17Q (8762.167338 sec): 3 clusters Score: Raw -527865.542428 + Penalty 3159.386004 = -524706.156424 nChanged 95 SP:Iteration 18Q (8762.300294 sec): 3 clusters Score: Raw -527916.175709 + Penalty 3159.386004 = -524756.789705 nChanged 78 SP:Iteration 19Q (8762.416247 sec): 3 clusters Score: Raw -527959.938626 + Penalty 3159.386004 = -524800.552622 nChanged 78 SP:Iteration 20F (8762.526539 sec): 3 clusters Score: Raw -527999.219800 + Penalty 3159.386004 = -524839.833796 nChanged 71 SP:Iteration 21Q (8762.643443 sec): 3 clusters Score: Raw -528034.481911 + Penalty 3159.386004 = -524875.095907 nChanged 54 SP:Iteration 22Q (8762.767175 sec): 3 clusters Score: Raw -528068.469519 + Penalty 3159.386004 = -524909.083515 nChanged 53 SP:Iteration 23Q (8762.872078 sec): 3 clusters Score: Raw -528104.958504 + Penalty 3159.386004 = -524945.572500 nChanged 48 SP:Iteration 24Q (8762.994643 sec): 3 clusters Score: Raw -528132.575770 + Penalty 3159.386004 = -524973.189767 nChanged 40 SP:Iteration 25Q (8763.106337 sec): 3 clusters Score: Raw -528156.120819 + Penalty 3159.386004 = -524996.734815 nChanged 46 SP:Iteration 26Q (8763.218772 sec): 3 clusters Score: Raw -528181.992683 + Penalty 3159.386004 = -525022.606679 nChanged 38 SP:Iteration 27Q (8763.334784 sec): 3 clusters Score: Raw -528201.614947 + Penalty 3159.386004 = -525042.228943 nChanged 34 SP:Iteration 28Q (8763.438071 sec): 3 clusters Score: Raw -528218.031000 + Penalty 3159.386004 = -525058.644996 nChanged 37 SP:Iteration 29Q (8763.584492 sec): 3 clusters Score: Raw -528239.030441 + Penalty 3159.386004 = -525079.644437 nChanged 36 SP:Iteration 30Q (8763.701344 sec): 3 clusters Score: Raw -528260.620874 + Penalty 3159.386004 = -525101.234871 nChanged 40 SP:Iteration 31Q (8763.800180 sec): 3 clusters Score: Raw -528279.254600 + Penalty 3159.386004 = -525119.868596 nChanged 27 SP:Iteration 32Q (8763.920264 sec): 3 clusters Score: Raw -528295.043232 + Penalty 3159.386004 = -525135.657228 nChanged 24 SP:Iteration 33Q (8764.041927 sec): 3 clusters Score: Raw -528308.967627 + Penalty 3159.386004 = -525149.581623 nChanged 26 SP:Iteration 34Q (8764.148606 sec): 3 clusters Score: Raw -528318.659243 + Penalty 3159.386004 = -525159.273240 nChanged 19 SP:Iteration 35Q (8764.275968 sec): 3 clusters Score: Raw -528325.110951 + Penalty 3159.386004 = -525165.724948 nChanged 24 SP:Iteration 36Q (8764.405847 sec): 3 clusters Score: Raw -528335.217984 + Penalty 3159.386004 = -525175.831980 nChanged 20 SP:Iteration 37Q (8764.537708 sec): 3 clusters Score: Raw -528344.190344 + Penalty 3159.386004 = -525184.804340 nChanged 19 SP:Iteration 38Q (8764.657388 sec): 3 clusters Score: Raw -528351.159302 + Penalty 3159.386004 = -525191.773299 nChanged 18 SP:Iteration 39Q (8764.761189 sec): 3 clusters Score: Raw -528356.197737 + Penalty 3159.386004 = -525196.811733 nChanged 14 SP:Iteration 40F (8764.870803 sec): 3 clusters Score: Raw -528363.358225 + Penalty 3159.386004 = -525203.972222 nChanged 18 SP:Iteration 41Q (8765.012005 sec): 3 clusters Score: Raw -528372.115410 + Penalty 3159.386004 = -525212.729406 nChanged 22 SP:Iteration 42Q (8765.138518 sec): 3 clusters Score: Raw -528381.698991 + Penalty 3159.386004 = -525222.312987 nChanged 24 SP:Iteration 43Q (8765.251686 sec): 3 clusters Score: Raw -528393.962958 + Penalty 3159.386004 = -525234.576954 nChanged 24 SP:Iteration 44Q (8765.355997 sec): 3 clusters Score: Raw -528406.074508 + Penalty 3159.386004 = -525246.688504 nChanged 30 SP:Iteration 45Q (8765.483261 sec): 3 clusters Score: Raw -528419.434050 + Penalty 3159.386004 = -525260.048046 nChanged 19 SP:Iteration 46Q (8765.604372 sec): 3 clusters Score: Raw -528426.581352 + Penalty 3159.386004 = -525267.195349 nChanged 20 SP:Iteration 47Q (8765.727365 sec): 3 clusters Score: Raw -528433.859537 + Penalty 3159.386004 = -525274.473533 nChanged 17 SP:Iteration 48Q (8765.837254 sec): 3 clusters Score: Raw -528441.878103 + Penalty 3159.386004 = -525282.492099 nChanged 20 SP:Iteration 49Q (8765.965809 sec): 3 clusters Score: Raw -528449.134641 + Penalty 3159.386004 = -525289.748637 nChanged 16 SP:Iteration 50Q (8766.080571 sec): 3 clusters Score: Raw -528455.865265 + Penalty 3159.386004 = -525296.479261 nChanged 13 SP:Iteration 51Q (8766.206407 sec): 3 clusters Score: Raw -528464.973263 + Penalty 3159.386004 = -525305.587259 nChanged 25 SP:Iteration 52Q (8766.320393 sec): 3 clusters Score: Raw -528486.989465 + Penalty 3159.386004 = -525327.603461 nChanged 29 SP:Iteration 53Q (8766.426718 sec): 3 clusters Score: Raw -528509.749382 + Penalty 3159.386004 = -525350.363378 nChanged 19 SP:Iteration 54Q (8766.566950 sec): 3 clusters Score: Raw -528521.026286 + Penalty 3159.386004 = -525361.640282 nChanged 18 SP:Iteration 55Q (8766.661833 sec): 3 clusters Score: Raw -528529.202983 + Penalty 3159.386004 = -525369.816979 nChanged 11 SP:Iteration 56Q (8766.783718 sec): 3 clusters Score: Raw -528532.621468 + Penalty 3159.386004 = -525373.235464 nChanged 10 SP:Iteration 57Q (8766.889740 sec): 3 clusters Score: Raw -528537.350579 + Penalty 3159.386004 = -525377.964576 nChanged 11 SP:Iteration 58Q (8767.012886 sec): 3 clusters Score: Raw -528542.251173 + Penalty 3159.386004 = -525382.865170 nChanged 10 SP:Iteration 59Q (8767.108229 sec): 3 clusters Score: Raw -528546.386233 + Penalty 3159.386004 = -525387.000230 nChanged 5 SP:Iteration 60F (8767.209213 sec): 3 clusters Score: Raw -528548.398455 + Penalty 3159.386004 = -525389.012451 nChanged 5 SP:Iteration 61Q (8767.319071 sec): 3 clusters Score: Raw -528550.108250 + Penalty 3159.386004 = -525390.722246 nChanged 2 SP:Iteration 62Q (8767.428501 sec): 3 clusters Score: Raw -528550.348779 + Penalty 3159.386004 = -525390.962776 nChanged 1 SP:Iteration 63Q (8767.548800 sec): 3 clusters Score: Raw -528550.494377 + Penalty 3159.386004 = -525391.108373 nChanged 0 SP:Iteration 64F (8767.692733 sec): 3 clusters Score: Raw -528550.494377 + Penalty 3159.386004 = -525391.108373 nChanged 0 Trying to split cluster 32 (7314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8767.775456 sec): 2 clusters Score: Raw -519657.769651 + Penalty 1561.519253 = -518096.250398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8767.902863 sec): 3 clusters Score: Raw -515625.722908 + Penalty 3123.038505 = -512502.684402 nChanged 3120 SP:Iteration 1F (8768.036285 sec): 3 clusters Score: Raw -517336.210298 + Penalty 3123.038505 = -514213.171793 nChanged 515 SP:Iteration 2F (8768.139534 sec): 3 clusters Score: Raw -517625.467573 + Penalty 3123.038505 = -514502.429068 nChanged 424 SP:Iteration 3F (8768.210614 sec): 3 clusters Score: Raw -517860.237613 + Penalty 3123.038505 = -514737.199108 nChanged 359 SP:Iteration 4Q (8768.264635 sec): 3 clusters Score: Raw -518050.409730 + Penalty 3123.038505 = -514927.371225 nChanged 330 SP:Iteration 5Q (8768.404207 sec): 3 clusters Score: Raw -518239.698150 + Penalty 3123.038505 = -515116.659645 nChanged 339 SP:Iteration 6Q (8768.509930 sec): 3 clusters Score: Raw -518450.472813 + Penalty 3123.038505 = -515327.434307 nChanged 312 SP:Iteration 7Q (8768.642193 sec): 3 clusters Score: Raw -518641.174652 + Penalty 3123.038505 = -515518.136147 nChanged 297 SP:Iteration 8Q (8768.770016 sec): 3 clusters Score: Raw -518813.350812 + Penalty 3123.038505 = -515690.312307 nChanged 254 SP:Iteration 9Q (8768.880921 sec): 3 clusters Score: Raw -518963.369950 + Penalty 3123.038505 = -515840.331445 nChanged 214 SP:Iteration 10Q (8769.002054 sec): 3 clusters Score: Raw -519093.267813 + Penalty 3123.038505 = -515970.229308 nChanged 190 SP:Iteration 11Q (8769.130785 sec): 3 clusters Score: Raw -519199.092205 + Penalty 3123.038505 = -516076.053700 nChanged 165 SP:Iteration 12Q (8769.251285 sec): 3 clusters Score: Raw -519272.246432 + Penalty 3123.038505 = -516149.207927 nChanged 120 SP:Iteration 13Q (8769.355240 sec): 3 clusters Score: Raw -519320.281193 + Penalty 3123.038505 = -516197.242688 nChanged 92 SP:Iteration 14Q (8769.469438 sec): 3 clusters Score: Raw -519352.647353 + Penalty 3123.038505 = -516229.608847 nChanged 68 SP:Iteration 15Q (8769.619729 sec): 3 clusters Score: Raw -519375.291633 + Penalty 3123.038505 = -516252.253127 nChanged 51 SP:Iteration 16Q (8769.742926 sec): 3 clusters Score: Raw -519390.165318 + Penalty 3123.038505 = -516267.126813 nChanged 42 SP:Iteration 17Q (8769.852492 sec): 3 clusters Score: Raw -519401.849612 + Penalty 3123.038505 = -516278.811107 nChanged 40 SP:Iteration 18Q (8769.975237 sec): 3 clusters Score: Raw -519411.095690 + Penalty 3123.038505 = -516288.057185 nChanged 34 SP:Iteration 19Q (8770.095749 sec): 3 clusters Score: Raw -519420.202193 + Penalty 3123.038505 = -516297.163688 nChanged 28 SP:Iteration 20F (8770.229996 sec): 3 clusters Score: Raw -519427.250379 + Penalty 3123.038505 = -516304.211873 nChanged 26 SP:Iteration 21Q (8770.337587 sec): 3 clusters Score: Raw -519433.543264 + Penalty 3123.038505 = -516310.504759 nChanged 28 SP:Iteration 22Q (8770.455196 sec): 3 clusters Score: Raw -519439.208432 + Penalty 3123.038505 = -516316.169927 nChanged 27 SP:Iteration 23Q (8770.597443 sec): 3 clusters Score: Raw -519443.552603 + Penalty 3123.038505 = -516320.514098 nChanged 15 SP:Iteration 24Q (8770.679581 sec): 3 clusters Score: Raw -519446.073100 + Penalty 3123.038505 = -516323.034595 nChanged 15 SP:Iteration 25Q (8770.789178 sec): 3 clusters Score: Raw -519449.314653 + Penalty 3123.038505 = -516326.276148 nChanged 12 SP:Iteration 26Q (8770.914996 sec): 3 clusters Score: Raw -519452.162101 + Penalty 3123.038505 = -516329.123596 nChanged 16 SP:Iteration 27Q (8771.015490 sec): 3 clusters Score: Raw -519454.648912 + Penalty 3123.038505 = -516331.610407 nChanged 9 SP:Iteration 28Q (8771.126467 sec): 3 clusters Score: Raw -519456.352592 + Penalty 3123.038505 = -516333.314087 nChanged 14 SP:Iteration 29Q (8771.262217 sec): 3 clusters Score: Raw -519459.619585 + Penalty 3123.038505 = -516336.581080 nChanged 12 SP:Iteration 30Q (8771.370705 sec): 3 clusters Score: Raw -519462.379010 + Penalty 3123.038505 = -516339.340505 nChanged 20 SP:Iteration 31Q (8771.492650 sec): 3 clusters Score: Raw -519466.642323 + Penalty 3123.038505 = -516343.603818 nChanged 22 SP:Iteration 32Q (8771.653060 sec): 3 clusters Score: Raw -519471.897792 + Penalty 3123.038505 = -516348.859287 nChanged 18 SP:Iteration 33Q (8771.756990 sec): 3 clusters Score: Raw -519475.566323 + Penalty 3123.038505 = -516352.527818 nChanged 17 SP:Iteration 34Q (8771.860109 sec): 3 clusters Score: Raw -519478.267526 + Penalty 3123.038505 = -516355.229021 nChanged 15 SP:Iteration 35Q (8771.978130 sec): 3 clusters Score: Raw -519481.759542 + Penalty 3123.038505 = -516358.721037 nChanged 18 SP:Iteration 36Q (8772.096023 sec): 3 clusters Score: Raw -519486.317949 + Penalty 3123.038505 = -516363.279444 nChanged 17 SP:Iteration 37Q (8772.210332 sec): 3 clusters Score: Raw -519491.316274 + Penalty 3123.038505 = -516368.277769 nChanged 16 SP:Iteration 38Q (8772.340292 sec): 3 clusters Score: Raw -519495.927054 + Penalty 3123.038505 = -516372.888549 nChanged 20 SP:Iteration 39Q (8772.458267 sec): 3 clusters Score: Raw -519501.390304 + Penalty 3123.038505 = -516378.351799 nChanged 18 SP:Iteration 40F (8772.581501 sec): 3 clusters Score: Raw -519504.739520 + Penalty 3123.038505 = -516381.701014 nChanged 7 SP:Iteration 41Q (8772.704628 sec): 3 clusters Score: Raw -519505.983954 + Penalty 3123.038505 = -516382.945449 nChanged 5 SP:Iteration 42Q (8772.822339 sec): 3 clusters Score: Raw -519506.725310 + Penalty 3123.038505 = -516383.686805 nChanged 3 SP:Iteration 43Q (8772.962700 sec): 3 clusters Score: Raw -519508.074070 + Penalty 3123.038505 = -516385.035565 nChanged 10 SP:Iteration 44Q (8773.059220 sec): 3 clusters Score: Raw -519511.653101 + Penalty 3123.038505 = -516388.614596 nChanged 18 SP:Iteration 45Q (8773.182939 sec): 3 clusters Score: Raw -519516.026026 + Penalty 3123.038505 = -516392.987521 nChanged 6 SP:Iteration 46Q (8773.301176 sec): 3 clusters Score: Raw -519516.876911 + Penalty 3123.038505 = -516393.838406 nChanged 8 SP:Iteration 47Q (8773.437723 sec): 3 clusters Score: Raw -519518.381867 + Penalty 3123.038505 = -516395.343362 nChanged 7 SP:Iteration 48Q (8773.529252 sec): 3 clusters Score: Raw -519519.610190 + Penalty 3123.038505 = -516396.571685 nChanged 6 SP:Iteration 49Q (8773.632482 sec): 3 clusters Score: Raw -519520.412074 + Penalty 3123.038505 = -516397.373569 nChanged 4 SP:Iteration 50Q (8773.753974 sec): 3 clusters Score: Raw -519520.995415 + Penalty 3123.038505 = -516397.956910 nChanged 1 SP:Iteration 51Q (8773.861121 sec): 3 clusters Score: Raw -519521.203356 + Penalty 3123.038505 = -516398.164850 nChanged 2 SP:Iteration 52Q (8773.975296 sec): 3 clusters Score: Raw -519521.421228 + Penalty 3123.038505 = -516398.382723 nChanged 0 SP:Iteration 53F (8774.103251 sec): 3 clusters Score: Raw -519521.421228 + Penalty 3123.038505 = -516398.382723 nChanged 0 Trying to split cluster 33 (1270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8774.159418 sec): 2 clusters Score: Raw -62152.305008 + Penalty 1254.258517 = -60898.046491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8774.263983 sec): 3 clusters Score: Raw -61744.971753 + Penalty 2508.517035 = -59236.454718 nChanged 407 SP:Iteration 1F (8774.372361 sec): 3 clusters Score: Raw -62183.310318 + Penalty 2508.517035 = -59674.793283 nChanged 126 SP:Iteration 2F (8774.472334 sec): 3 clusters Score: Raw -62367.028026 + Penalty 2508.517035 = -59858.510991 nChanged 68 SP:Iteration 3F (8774.606836 sec): 3 clusters Score: Raw -62452.392436 + Penalty 2508.517035 = -59943.875401 nChanged 35 SP:Iteration 4Q (8774.716181 sec): 3 clusters Score: Raw -62487.773036 + Penalty 2508.517035 = -59979.256001 nChanged 21 SP:Iteration 5Q (8774.803758 sec): 3 clusters Score: Raw -62515.419470 + Penalty 2508.517035 = -60006.902435 nChanged 18 SP:Iteration 6Q (8774.916830 sec): 3 clusters Score: Raw -62541.306546 + Penalty 2508.517035 = -60032.789511 nChanged 17 SP:Iteration 7Q (8775.009765 sec): 3 clusters Score: Raw -62554.812566 + Penalty 2508.517035 = -60046.295531 nChanged 16 SP:Iteration 8Q (8775.113505 sec): 3 clusters Score: Raw -62571.801517 + Penalty 2508.517035 = -60063.284482 nChanged 8 SP:Iteration 9Q (8775.236387 sec): 3 clusters Score: Raw -62587.164778 + Penalty 2508.517035 = -60078.647743 nChanged 10 SP:Iteration 10Q (8775.314147 sec): 3 clusters Score: Raw -62596.788668 + Penalty 2508.517035 = -60088.271633 nChanged 7 SP:Iteration 11Q (8775.419028 sec): 3 clusters Score: Raw -62606.000450 + Penalty 2508.517035 = -60097.483415 nChanged 6 SP:Iteration 12Q (8775.496092 sec): 3 clusters Score: Raw -62610.366790 + Penalty 2508.517035 = -60101.849755 nChanged 6 SP:Iteration 13Q (8775.590732 sec): 3 clusters Score: Raw -62614.542184 + Penalty 2508.517035 = -60106.025149 nChanged 8 SP:Iteration 14Q (8775.704622 sec): 3 clusters Score: Raw -62622.922729 + Penalty 2508.517035 = -60114.405694 nChanged 9 SP:Iteration 15Q (8775.826558 sec): 3 clusters Score: Raw -62632.210254 + Penalty 2508.517035 = -60123.693219 nChanged 6 SP:Iteration 16Q (8775.909583 sec): 3 clusters Score: Raw -62638.934749 + Penalty 2508.517035 = -60130.417714 nChanged 4 SP:Iteration 17Q (8776.010960 sec): 3 clusters Score: Raw -62644.582532 + Penalty 2508.517035 = -60136.065497 nChanged 4 SP:Iteration 18Q (8776.112474 sec): 3 clusters Score: Raw -62648.700477 + Penalty 2508.517035 = -60140.183442 nChanged 4 SP:Iteration 19Q (8776.209013 sec): 3 clusters Score: Raw -62653.766774 + Penalty 2508.517035 = -60145.249739 nChanged 2 SP:Iteration 20F (8776.325649 sec): 3 clusters Score: Raw -62655.318299 + Penalty 2508.517035 = -60146.801264 nChanged 2 SP:Iteration 21Q (8776.419760 sec): 3 clusters Score: Raw -62657.739271 + Penalty 2508.517035 = -60149.222236 nChanged 4 SP:Iteration 22Q (8776.483289 sec): 3 clusters Score: Raw -62661.607282 + Penalty 2508.517035 = -60153.090247 nChanged 6 SP:Iteration 23Q (8776.570722 sec): 3 clusters Score: Raw -62664.576699 + Penalty 2508.517035 = -60156.059664 nChanged 6 SP:Iteration 24Q (8776.637760 sec): 3 clusters Score: Raw -62669.718422 + Penalty 2508.517035 = -60161.201387 nChanged 2 SP:Iteration 25Q (8776.735806 sec): 3 clusters Score: Raw -62673.438589 + Penalty 2508.517035 = -60164.921554 nChanged 1 SP:Iteration 26Q (8776.848439 sec): 3 clusters Score: Raw -62673.988573 + Penalty 2508.517035 = -60165.471538 nChanged 0 SP:Iteration 27F (8776.916864 sec): 3 clusters Score: Raw -62673.988573 + Penalty 2508.517035 = -60165.471538 nChanged 0 Trying to split cluster 34 (13192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8777.039347 sec): 2 clusters Score: Raw -915197.018671 + Penalty 1665.032709 = -913531.985961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8777.161814 sec): 3 clusters Score: Raw -907626.906561 + Penalty 3330.065418 = -904296.841142 nChanged 5755 SP:Iteration 1F (8777.291557 sec): 3 clusters Score: Raw -910804.654668 + Penalty 3330.065418 = -907474.589249 nChanged 825 SP:Iteration 2F (8777.402323 sec): 3 clusters Score: Raw -911188.922777 + Penalty 3330.065418 = -907858.857359 nChanged 777 SP:Iteration 3F (8777.535917 sec): 3 clusters Score: Raw -911533.399915 + Penalty 3330.065418 = -908203.334497 nChanged 691 SP:Iteration 4F (8777.641527 sec): 3 clusters Score: Raw -911859.892966 + Penalty 3330.065418 = -908529.827547 nChanged 644 SP:Iteration 5Q (8777.756440 sec): 3 clusters Score: Raw -912150.408405 + Penalty 3330.065418 = -908820.342987 nChanged 605 SP:Iteration 6Q (8777.879863 sec): 3 clusters Score: Raw -912416.984233 + Penalty 3330.065418 = -909086.918814 nChanged 541 SP:Iteration 7Q (8777.975985 sec): 3 clusters Score: Raw -912666.065259 + Penalty 3330.065418 = -909335.999841 nChanged 538 SP:Iteration 8Q (8778.097235 sec): 3 clusters Score: Raw -912908.481625 + Penalty 3330.065418 = -909578.416207 nChanged 466 SP:Iteration 9Q (8778.233958 sec): 3 clusters Score: Raw -913125.358404 + Penalty 3330.065418 = -909795.292985 nChanged 458 SP:Iteration 10Q (8778.374948 sec): 3 clusters Score: Raw -913331.516327 + Penalty 3330.065418 = -910001.450909 nChanged 374 SP:Iteration 11Q (8778.505626 sec): 3 clusters Score: Raw -913498.462160 + Penalty 3330.065418 = -910168.396742 nChanged 371 SP:Iteration 12Q (8778.630473 sec): 3 clusters Score: Raw -913677.057383 + Penalty 3330.065418 = -910346.991965 nChanged 386 SP:Iteration 13Q (8778.761677 sec): 3 clusters Score: Raw -913883.971056 + Penalty 3330.065418 = -910553.905638 nChanged 378 SP:Iteration 14Q (8778.905387 sec): 3 clusters Score: Raw -914086.446664 + Penalty 3330.065418 = -910756.381245 nChanged 367 SP:Iteration 15Q (8779.019614 sec): 3 clusters Score: Raw -914307.485013 + Penalty 3330.065418 = -910977.419594 nChanged 348 SP:Iteration 16Q (8779.140916 sec): 3 clusters Score: Raw -914525.862570 + Penalty 3330.065418 = -911195.797152 nChanged 296 SP:Iteration 17Q (8779.250115 sec): 3 clusters Score: Raw -914732.415867 + Penalty 3330.065418 = -911402.350449 nChanged 253 SP:Iteration 18Q (8779.380463 sec): 3 clusters Score: Raw -914917.882599 + Penalty 3330.065418 = -911587.817181 nChanged 200 SP:Iteration 19Q (8779.509887 sec): 3 clusters Score: Raw -915075.197682 + Penalty 3330.065418 = -911745.132263 nChanged 141 SP:Iteration 20F (8779.642853 sec): 3 clusters Score: Raw -915174.508842 + Penalty 3330.065418 = -911844.443423 nChanged 82 SP:Iteration 21Q (8779.757654 sec): 3 clusters Score: Raw -915236.535551 + Penalty 3330.065418 = -911906.470133 nChanged 61 SP:Iteration 22Q (8779.898237 sec): 3 clusters Score: Raw -915289.485877 + Penalty 3330.065418 = -911959.420458 nChanged 40 SP:Iteration 23Q (8780.006861 sec): 3 clusters Score: Raw -915321.746599 + Penalty 3330.065418 = -911991.681180 nChanged 28 SP:Iteration 24Q (8780.153582 sec): 3 clusters Score: Raw -915345.826366 + Penalty 3330.065418 = -912015.760948 nChanged 19 SP:Iteration 25Q (8780.282758 sec): 3 clusters Score: Raw -915357.966398 + Penalty 3330.065418 = -912027.900980 nChanged 13 SP:Iteration 26Q (8780.427528 sec): 3 clusters Score: Raw -915367.000959 + Penalty 3330.065418 = -912036.935541 nChanged 12 SP:Iteration 27Q (8780.543621 sec): 3 clusters Score: Raw -915376.831390 + Penalty 3330.065418 = -912046.765972 nChanged 9 SP:Iteration 28Q (8780.671649 sec): 3 clusters Score: Raw -915382.924234 + Penalty 3330.065418 = -912052.858816 nChanged 7 SP:Iteration 29Q (8780.807787 sec): 3 clusters Score: Raw -915387.462656 + Penalty 3330.065418 = -912057.397238 nChanged 3 SP:Iteration 30Q (8780.939128 sec): 3 clusters Score: Raw -915389.098344 + Penalty 3330.065418 = -912059.032926 nChanged 4 SP:Iteration 31Q (8781.059327 sec): 3 clusters Score: Raw -915393.433074 + Penalty 3330.065418 = -912063.367655 nChanged 6 SP:Iteration 32Q (8781.186457 sec): 3 clusters Score: Raw -915398.096192 + Penalty 3330.065418 = -912068.030774 nChanged 2 SP:Iteration 33Q (8781.317117 sec): 3 clusters Score: Raw -915399.713448 + Penalty 3330.065418 = -912069.648030 nChanged 1 SP:Iteration 34Q (8781.448908 sec): 3 clusters Score: Raw -915400.164556 + Penalty 3330.065418 = -912070.099137 nChanged 1 SP:Iteration 35Q (8781.586841 sec): 3 clusters Score: Raw -915400.938773 + Penalty 3330.065418 = -912070.873355 nChanged 1 SP:Iteration 36Q (8781.729155 sec): 3 clusters Score: Raw -915401.733159 + Penalty 3330.065418 = -912071.667741 nChanged 1 SP:Iteration 37Q (8781.864347 sec): 3 clusters Score: Raw -915402.182203 + Penalty 3330.065418 = -912072.116785 nChanged 2 SP:Iteration 38Q (8781.951503 sec): 3 clusters Score: Raw -915403.568969 + Penalty 3330.065418 = -912073.503550 nChanged 3 SP:Iteration 39Q (8782.021297 sec): 3 clusters Score: Raw -915406.210921 + Penalty 3330.065418 = -912076.145502 nChanged 3 SP:Iteration 40F (8782.103529 sec): 3 clusters Score: Raw -915408.014660 + Penalty 3330.065418 = -912077.949241 nChanged 0 Trying to split cluster 35 (5720 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8782.206619 sec): 2 clusters Score: Raw -363003.627825 + Penalty 1518.377577 = -361485.250248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8782.305929 sec): 3 clusters Score: Raw -360105.983801 + Penalty 3036.755154 = -357069.228648 nChanged 2341 SP:Iteration 1F (8782.396434 sec): 3 clusters Score: Raw -361615.069717 + Penalty 3036.755154 = -358578.314564 nChanged 474 SP:Iteration 2F (8782.493020 sec): 3 clusters Score: Raw -362021.990861 + Penalty 3036.755154 = -358985.235708 nChanged 386 SP:Iteration 3F (8782.614951 sec): 3 clusters Score: Raw -362339.561417 + Penalty 3036.755154 = -359302.806263 nChanged 360 SP:Iteration 4F (8782.745347 sec): 3 clusters Score: Raw -362606.667429 + Penalty 3036.755154 = -359569.912275 nChanged 266 SP:Iteration 5Q (8782.850742 sec): 3 clusters Score: Raw -362795.519486 + Penalty 3036.755154 = -359758.764332 nChanged 210 SP:Iteration 6Q (8782.969079 sec): 3 clusters Score: Raw -362928.013668 + Penalty 3036.755154 = -359891.258514 nChanged 175 SP:Iteration 7Q (8783.081700 sec): 3 clusters Score: Raw -363036.333026 + Penalty 3036.755154 = -359999.577873 nChanged 152 SP:Iteration 8Q (8783.220407 sec): 3 clusters Score: Raw -363138.443979 + Penalty 3036.755154 = -360101.688825 nChanged 171 SP:Iteration 9Q (8783.303342 sec): 3 clusters Score: Raw -363285.036743 + Penalty 3036.755154 = -360248.281589 nChanged 172 SP:Iteration 10Q (8783.407732 sec): 3 clusters Score: Raw -363475.882093 + Penalty 3036.755154 = -360439.126940 nChanged 157 SP:Iteration 11Q (8783.530596 sec): 3 clusters Score: Raw -363637.777197 + Penalty 3036.755154 = -360601.022044 nChanged 128 SP:Iteration 12Q (8783.621452 sec): 3 clusters Score: Raw -363790.144946 + Penalty 3036.755154 = -360753.389793 nChanged 132 SP:Iteration 13Q (8783.725124 sec): 3 clusters Score: Raw -363935.523474 + Penalty 3036.755154 = -360898.768321 nChanged 106 SP:Iteration 14Q (8783.831721 sec): 3 clusters Score: Raw -364057.379856 + Penalty 3036.755154 = -361020.624703 nChanged 87 SP:Iteration 15Q (8783.930145 sec): 3 clusters Score: Raw -364127.551075 + Penalty 3036.755154 = -361090.795921 nChanged 60 SP:Iteration 16Q (8784.045172 sec): 3 clusters Score: Raw -364163.605182 + Penalty 3036.755154 = -361126.850028 nChanged 57 SP:Iteration 17Q (8784.094664 sec): 3 clusters Score: Raw -364201.051253 + Penalty 3036.755154 = -361164.296100 nChanged 53 SP:Iteration 18Q (8784.198057 sec): 3 clusters Score: Raw -364226.638386 + Penalty 3036.755154 = -361189.883232 nChanged 39 SP:Iteration 19Q (8784.296816 sec): 3 clusters Score: Raw -364245.731102 + Penalty 3036.755154 = -361208.975948 nChanged 30 SP:Iteration 20F (8784.413041 sec): 3 clusters Score: Raw -364265.989938 + Penalty 3036.755154 = -361229.234784 nChanged 35 SP:Iteration 21Q (8784.505612 sec): 3 clusters Score: Raw -364282.067450 + Penalty 3036.755154 = -361245.312297 nChanged 35 SP:Iteration 22Q (8784.611081 sec): 3 clusters Score: Raw -364296.781601 + Penalty 3036.755154 = -361260.026448 nChanged 28 SP:Iteration 23Q (8784.723034 sec): 3 clusters Score: Raw -364305.629288 + Penalty 3036.755154 = -361268.874135 nChanged 21 SP:Iteration 24Q (8784.859767 sec): 3 clusters Score: Raw -364311.485987 + Penalty 3036.755154 = -361274.730834 nChanged 19 SP:Iteration 25Q (8784.948190 sec): 3 clusters Score: Raw -364316.527959 + Penalty 3036.755154 = -361279.772805 nChanged 17 SP:Iteration 26Q (8785.047700 sec): 3 clusters Score: Raw -364321.082855 + Penalty 3036.755154 = -361284.327701 nChanged 15 SP:Iteration 27Q (8785.144171 sec): 3 clusters Score: Raw -364324.812914 + Penalty 3036.755154 = -361288.057761 nChanged 9 SP:Iteration 28Q (8785.240699 sec): 3 clusters Score: Raw -364326.758246 + Penalty 3036.755154 = -361290.003092 nChanged 5 SP:Iteration 29Q (8785.345354 sec): 3 clusters Score: Raw -364327.884632 + Penalty 3036.755154 = -361291.129478 nChanged 3 SP:Iteration 30Q (8785.447763 sec): 3 clusters Score: Raw -364329.217190 + Penalty 3036.755154 = -361292.462036 nChanged 4 SP:Iteration 31Q (8785.550572 sec): 3 clusters Score: Raw -364330.396799 + Penalty 3036.755154 = -361293.641645 nChanged 7 SP:Iteration 32Q (8785.639474 sec): 3 clusters Score: Raw -364332.983656 + Penalty 3036.755154 = -361296.228502 nChanged 7 SP:Iteration 33Q (8785.767898 sec): 3 clusters Score: Raw -364335.082884 + Penalty 3036.755154 = -361298.327730 nChanged 11 SP:Iteration 34Q (8785.874451 sec): 3 clusters Score: Raw -364338.699716 + Penalty 3036.755154 = -361301.944562 nChanged 11 SP:Iteration 35Q (8786.019675 sec): 3 clusters Score: Raw -364342.333884 + Penalty 3036.755154 = -361305.578731 nChanged 11 SP:Iteration 36Q (8786.110564 sec): 3 clusters Score: Raw -364345.086157 + Penalty 3036.755154 = -361308.331004 nChanged 13 SP:Iteration 37Q (8786.234885 sec): 3 clusters Score: Raw -364348.940813 + Penalty 3036.755154 = -361312.185660 nChanged 11 SP:Iteration 38Q (8786.337237 sec): 3 clusters Score: Raw -364352.867166 + Penalty 3036.755154 = -361316.112012 nChanged 12 SP:Iteration 39Q (8786.444872 sec): 3 clusters Score: Raw -364355.981476 + Penalty 3036.755154 = -361319.226322 nChanged 4 SP:Iteration 40F (8786.557641 sec): 3 clusters Score: Raw -364356.298846 + Penalty 3036.755154 = -361319.543693 nChanged 1 SP:Iteration 41Q (8786.706347 sec): 3 clusters Score: Raw -364356.512843 + Penalty 3036.755154 = -361319.757690 nChanged 5 SP:Iteration 42Q (8786.810258 sec): 3 clusters Score: Raw -364358.112280 + Penalty 3036.755154 = -361321.357127 nChanged 5 SP:Iteration 43Q (8786.883199 sec): 3 clusters Score: Raw -364359.301578 + Penalty 3036.755154 = -361322.546425 nChanged 6 SP:Iteration 44Q (8787.015421 sec): 3 clusters Score: Raw -364360.920466 + Penalty 3036.755154 = -361324.165312 nChanged 3 SP:Iteration 45Q (8787.108614 sec): 3 clusters Score: Raw -364361.700212 + Penalty 3036.755154 = -361324.945059 nChanged 3 SP:Iteration 46Q (8787.225304 sec): 3 clusters Score: Raw -364362.203341 + Penalty 3036.755154 = -361325.448187 nChanged 3 SP:Iteration 47Q (8787.314132 sec): 3 clusters Score: Raw -364362.768266 + Penalty 3036.755154 = -361326.013112 nChanged 3 SP:Iteration 48Q (8787.417247 sec): 3 clusters Score: Raw -364363.226894 + Penalty 3036.755154 = -361326.471741 nChanged 1 SP:Iteration 49Q (8787.528657 sec): 3 clusters Score: Raw -364363.459436 + Penalty 3036.755154 = -361326.704283 nChanged 1 SP:Iteration 50Q (8787.642748 sec): 3 clusters Score: Raw -364363.607054 + Penalty 3036.755154 = -361326.851900 nChanged 0 SP:Iteration 51F (8787.737917 sec): 3 clusters Score: Raw -364363.607054 + Penalty 3036.755154 = -361326.851900 nChanged 0 Trying to split cluster 36 (8699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8787.826184 sec): 2 clusters Score: Raw -608825.204279 + Penalty 1591.954069 = -607233.250210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8787.946686 sec): 3 clusters Score: Raw -604042.296293 + Penalty 3183.908138 = -600858.388156 nChanged 3687 SP:Iteration 1F (8788.052902 sec): 3 clusters Score: Raw -606025.330963 + Penalty 3183.908138 = -602841.422826 nChanged 630 SP:Iteration 2F (8788.172185 sec): 3 clusters Score: Raw -606424.726227 + Penalty 3183.908138 = -603240.818089 nChanged 544 SP:Iteration 3F (8788.297031 sec): 3 clusters Score: Raw -606757.455167 + Penalty 3183.908138 = -603573.547030 nChanged 457 SP:Iteration 4F (8788.413970 sec): 3 clusters Score: Raw -606994.156978 + Penalty 3183.908138 = -603810.248840 nChanged 381 SP:Iteration 5Q (8788.542450 sec): 3 clusters Score: Raw -607220.513606 + Penalty 3183.908138 = -604036.605468 nChanged 389 SP:Iteration 6Q (8788.665940 sec): 3 clusters Score: Raw -607454.664266 + Penalty 3183.908138 = -604270.756128 nChanged 342 SP:Iteration 7Q (8788.793689 sec): 3 clusters Score: Raw -607648.125960 + Penalty 3183.908138 = -604464.217823 nChanged 306 SP:Iteration 8Q (8788.923593 sec): 3 clusters Score: Raw -607813.048150 + Penalty 3183.908138 = -604629.140012 nChanged 247 SP:Iteration 9Q (8789.048583 sec): 3 clusters Score: Raw -607938.477997 + Penalty 3183.908138 = -604754.569860 nChanged 238 SP:Iteration 10Q (8789.178199 sec): 3 clusters Score: Raw -608046.576972 + Penalty 3183.908138 = -604862.668834 nChanged 223 SP:Iteration 11Q (8789.300558 sec): 3 clusters Score: Raw -608149.311111 + Penalty 3183.908138 = -604965.402973 nChanged 193 SP:Iteration 12Q (8789.424989 sec): 3 clusters Score: Raw -608242.783149 + Penalty 3183.908138 = -605058.875011 nChanged 179 SP:Iteration 13Q (8789.553345 sec): 3 clusters Score: Raw -608324.678782 + Penalty 3183.908138 = -605140.770644 nChanged 172 SP:Iteration 14Q (8789.690358 sec): 3 clusters Score: Raw -608403.970266 + Penalty 3183.908138 = -605220.062128 nChanged 170 SP:Iteration 15Q (8789.793659 sec): 3 clusters Score: Raw -608491.277573 + Penalty 3183.908138 = -605307.369436 nChanged 169 SP:Iteration 16Q (8789.935985 sec): 3 clusters Score: Raw -608590.057735 + Penalty 3183.908138 = -605406.149597 nChanged 149 SP:Iteration 17Q (8790.061004 sec): 3 clusters Score: Raw -608681.016113 + Penalty 3183.908138 = -605497.107975 nChanged 131 SP:Iteration 18Q (8790.184006 sec): 3 clusters Score: Raw -608771.670464 + Penalty 3183.908138 = -605587.762326 nChanged 122 SP:Iteration 19Q (8790.300492 sec): 3 clusters Score: Raw -608855.462968 + Penalty 3183.908138 = -605671.554831 nChanged 104 SP:Iteration 20F (8790.382920 sec): 3 clusters Score: Raw -608943.906544 + Penalty 3183.908138 = -605759.998406 nChanged 104 SP:Iteration 21Q (8790.513020 sec): 3 clusters Score: Raw -609018.008085 + Penalty 3183.908138 = -605834.099947 nChanged 86 SP:Iteration 22Q (8790.601107 sec): 3 clusters Score: Raw -609066.502624 + Penalty 3183.908138 = -605882.594487 nChanged 66 SP:Iteration 23Q (8790.733199 sec): 3 clusters Score: Raw -609095.832170 + Penalty 3183.908138 = -605911.924032 nChanged 47 SP:Iteration 24Q (8790.822912 sec): 3 clusters Score: Raw -609114.882292 + Penalty 3183.908138 = -605930.974154 nChanged 36 SP:Iteration 25Q (8790.949635 sec): 3 clusters Score: Raw -609126.481833 + Penalty 3183.908138 = -605942.573695 nChanged 21 SP:Iteration 26Q (8791.063986 sec): 3 clusters Score: Raw -609134.234585 + Penalty 3183.908138 = -605950.326447 nChanged 16 SP:Iteration 27Q (8791.147900 sec): 3 clusters Score: Raw -609138.876912 + Penalty 3183.908138 = -605954.968775 nChanged 10 SP:Iteration 28Q (8791.250963 sec): 3 clusters Score: Raw -609141.607525 + Penalty 3183.908138 = -605957.699388 nChanged 8 SP:Iteration 29Q (8791.359664 sec): 3 clusters Score: Raw -609144.185714 + Penalty 3183.908138 = -605960.277576 nChanged 8 SP:Iteration 30Q (8791.479405 sec): 3 clusters Score: Raw -609147.114670 + Penalty 3183.908138 = -605963.206532 nChanged 6 SP:Iteration 31Q (8791.599964 sec): 3 clusters Score: Raw -609149.113911 + Penalty 3183.908138 = -605965.205773 nChanged 2 SP:Iteration 32Q (8791.733908 sec): 3 clusters Score: Raw -609149.305278 + Penalty 3183.908138 = -605965.397140 nChanged 1 SP:Iteration 33Q (8791.862769 sec): 3 clusters Score: Raw -609149.498560 + Penalty 3183.908138 = -605965.590423 nChanged 2 SP:Iteration 34Q (8791.978976 sec): 3 clusters Score: Raw -609149.789385 + Penalty 3183.908138 = -605965.881247 nChanged 0 SP:Iteration 35F (8792.090096 sec): 3 clusters Score: Raw -609149.789385 + Penalty 3183.908138 = -605965.881247 nChanged 0 Trying to split cluster 37 (1689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8792.149457 sec): 2 clusters Score: Raw -97023.123573 + Penalty 1304.297031 = -95718.826542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8792.263941 sec): 3 clusters Score: Raw -96381.813894 + Penalty 2608.594063 = -93773.219831 nChanged 545 SP:Iteration 1F (8792.384228 sec): 3 clusters Score: Raw -96767.499456 + Penalty 2608.594063 = -94158.905393 nChanged 124 SP:Iteration 2F (8792.461115 sec): 3 clusters Score: Raw -96886.317570 + Penalty 2608.594063 = -94277.723507 nChanged 76 SP:Iteration 3Q (8792.590349 sec): 3 clusters Score: Raw -96962.097993 + Penalty 2608.594063 = -94353.503931 nChanged 69 SP:Iteration 4Q (8792.691340 sec): 3 clusters Score: Raw -97028.274612 + Penalty 2608.594063 = -94419.680549 nChanged 55 SP:Iteration 5Q (8792.775523 sec): 3 clusters Score: Raw -97072.812461 + Penalty 2608.594063 = -94464.218398 nChanged 54 SP:Iteration 6Q (8792.881423 sec): 3 clusters Score: Raw -97128.844212 + Penalty 2608.594063 = -94520.250150 nChanged 44 SP:Iteration 7Q (8792.992365 sec): 3 clusters Score: Raw -97178.982017 + Penalty 2608.594063 = -94570.387954 nChanged 42 SP:Iteration 8Q (8793.083896 sec): 3 clusters Score: Raw -97214.248415 + Penalty 2608.594063 = -94605.654352 nChanged 38 SP:Iteration 9Q (8793.169617 sec): 3 clusters Score: Raw -97255.247857 + Penalty 2608.594063 = -94646.653794 nChanged 29 SP:Iteration 10Q (8793.260247 sec): 3 clusters Score: Raw -97278.231364 + Penalty 2608.594063 = -94669.637301 nChanged 26 SP:Iteration 11Q (8793.359608 sec): 3 clusters Score: Raw -97303.184842 + Penalty 2608.594063 = -94694.590780 nChanged 31 SP:Iteration 12Q (8793.459826 sec): 3 clusters Score: Raw -97334.646739 + Penalty 2608.594063 = -94726.052677 nChanged 29 SP:Iteration 13Q (8793.563459 sec): 3 clusters Score: Raw -97365.451280 + Penalty 2608.594063 = -94756.857217 nChanged 25 SP:Iteration 14Q (8793.648836 sec): 3 clusters Score: Raw -97390.385955 + Penalty 2608.594063 = -94781.791892 nChanged 23 SP:Iteration 15Q (8793.717940 sec): 3 clusters Score: Raw -97407.848577 + Penalty 2608.594063 = -94799.254514 nChanged 19 SP:Iteration 16Q (8793.815020 sec): 3 clusters Score: Raw -97423.300450 + Penalty 2608.594063 = -94814.706387 nChanged 9 SP:Iteration 17Q (8793.942148 sec): 3 clusters Score: Raw -97431.466918 + Penalty 2608.594063 = -94822.872855 nChanged 11 SP:Iteration 18Q (8794.026657 sec): 3 clusters Score: Raw -97438.523967 + Penalty 2608.594063 = -94829.929904 nChanged 7 SP:Iteration 19Q (8794.124426 sec): 3 clusters Score: Raw -97444.006728 + Penalty 2608.594063 = -94835.412665 nChanged 7 SP:Iteration 20F (8794.233549 sec): 3 clusters Score: Raw -97450.581596 + Penalty 2608.594063 = -94841.987533 nChanged 7 SP:Iteration 21Q (8794.318514 sec): 3 clusters Score: Raw -97454.471574 + Penalty 2608.594063 = -94845.877511 nChanged 8 SP:Iteration 22Q (8794.424311 sec): 3 clusters Score: Raw -97458.920728 + Penalty 2608.594063 = -94850.326665 nChanged 6 SP:Iteration 23Q (8794.507955 sec): 3 clusters Score: Raw -97462.130815 + Penalty 2608.594063 = -94853.536752 nChanged 5 SP:Iteration 24Q (8794.586987 sec): 3 clusters Score: Raw -97466.191294 + Penalty 2608.594063 = -94857.597231 nChanged 4 SP:Iteration 25Q (8794.667706 sec): 3 clusters Score: Raw -97468.298575 + Penalty 2608.594063 = -94859.704512 nChanged 5 SP:Iteration 26Q (8794.760403 sec): 3 clusters Score: Raw -97470.173770 + Penalty 2608.594063 = -94861.579707 nChanged 2 SP:Iteration 27Q (8794.831920 sec): 3 clusters Score: Raw -97470.632102 + Penalty 2608.594063 = -94862.038039 nChanged 0 SP:Iteration 28F (8794.926585 sec): 3 clusters Score: Raw -97470.632102 + Penalty 2608.594063 = -94862.038039 nChanged 0 Trying to split cluster 38 (2381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8794.998649 sec): 2 clusters Score: Raw -154979.890433 + Penalty 1364.560911 = -153615.329522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8795.103503 sec): 3 clusters Score: Raw -153945.720604 + Penalty 2729.121822 = -151216.598782 nChanged 859 SP:Iteration 1F (8795.211716 sec): 3 clusters Score: Raw -154550.551359 + Penalty 2729.121822 = -151821.429537 nChanged 226 SP:Iteration 2F (8795.301420 sec): 3 clusters Score: Raw -154779.800072 + Penalty 2729.121822 = -152050.678250 nChanged 161 SP:Iteration 3F (8795.435370 sec): 3 clusters Score: Raw -154967.546379 + Penalty 2729.121822 = -152238.424557 nChanged 148 SP:Iteration 4F (8795.514617 sec): 3 clusters Score: Raw -155152.985071 + Penalty 2729.121822 = -152423.863249 nChanged 128 SP:Iteration 5F (8795.546591 sec): 3 clusters Score: Raw -155286.502087 + Penalty 2729.121822 = -152557.380265 nChanged 106 SP:Iteration 6Q (8795.577086 sec): 3 clusters Score: Raw -155395.625862 + Penalty 2729.121822 = -152666.504040 nChanged 79 SP:Iteration 7Q (8795.689504 sec): 3 clusters Score: Raw -155460.446620 + Penalty 2729.121822 = -152731.324798 nChanged 57 SP:Iteration 8Q (8795.806641 sec): 3 clusters Score: Raw -155503.242325 + Penalty 2729.121822 = -152774.120503 nChanged 45 SP:Iteration 9Q (8795.912659 sec): 3 clusters Score: Raw -155531.396435 + Penalty 2729.121822 = -152802.274613 nChanged 27 SP:Iteration 10Q (8795.992274 sec): 3 clusters Score: Raw -155547.337629 + Penalty 2729.121822 = -152818.215807 nChanged 14 SP:Iteration 11Q (8796.089279 sec): 3 clusters Score: Raw -155555.278773 + Penalty 2729.121822 = -152826.156951 nChanged 12 SP:Iteration 12Q (8796.189375 sec): 3 clusters Score: Raw -155560.387114 + Penalty 2729.121822 = -152831.265292 nChanged 8 SP:Iteration 13Q (8796.286409 sec): 3 clusters Score: Raw -155564.879495 + Penalty 2729.121822 = -152835.757673 nChanged 11 SP:Iteration 14Q (8796.385142 sec): 3 clusters Score: Raw -155571.682972 + Penalty 2729.121822 = -152842.561150 nChanged 16 SP:Iteration 15Q (8796.499056 sec): 3 clusters Score: Raw -155580.934769 + Penalty 2729.121822 = -152851.812947 nChanged 9 SP:Iteration 16Q (8796.587584 sec): 3 clusters Score: Raw -155585.180815 + Penalty 2729.121822 = -152856.058993 nChanged 12 SP:Iteration 17Q (8796.681553 sec): 3 clusters Score: Raw -155590.486544 + Penalty 2729.121822 = -152861.364722 nChanged 8 SP:Iteration 18Q (8796.792610 sec): 3 clusters Score: Raw -155596.794683 + Penalty 2729.121822 = -152867.672861 nChanged 14 SP:Iteration 19Q (8796.890931 sec): 3 clusters Score: Raw -155604.883134 + Penalty 2729.121822 = -152875.761312 nChanged 5 SP:Iteration 20F (8796.975112 sec): 3 clusters Score: Raw -155606.998373 + Penalty 2729.121822 = -152877.876551 nChanged 2 SP:Iteration 21Q (8797.055188 sec): 3 clusters Score: Raw -155607.872878 + Penalty 2729.121822 = -152878.751056 nChanged 0 SP:Iteration 22F (8797.149914 sec): 3 clusters Score: Raw -155607.872878 + Penalty 2729.121822 = -152878.751056 nChanged 0 Trying to split cluster 39 (8696 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8797.233822 sec): 2 clusters Score: Raw -615972.874169 + Penalty 1591.893534 = -614380.980634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8797.372205 sec): 3 clusters Score: Raw -611286.241166 + Penalty 3183.787069 = -608102.454097 nChanged 3654 SP:Iteration 1F (8797.471495 sec): 3 clusters Score: Raw -613322.853761 + Penalty 3183.787069 = -610139.066692 nChanged 627 SP:Iteration 2F (8797.609781 sec): 3 clusters Score: Raw -613654.500307 + Penalty 3183.787069 = -610470.713238 nChanged 517 SP:Iteration 3F (8797.718159 sec): 3 clusters Score: Raw -613925.997958 + Penalty 3183.787069 = -610742.210889 nChanged 429 SP:Iteration 4Q (8797.844732 sec): 3 clusters Score: Raw -614168.952742 + Penalty 3183.787069 = -610985.165674 nChanged 399 SP:Iteration 5Q (8797.979206 sec): 3 clusters Score: Raw -614388.337953 + Penalty 3183.787069 = -611204.550885 nChanged 348 SP:Iteration 6Q (8798.099442 sec): 3 clusters Score: Raw -614557.331747 + Penalty 3183.787069 = -611373.544678 nChanged 288 SP:Iteration 7Q (8798.217369 sec): 3 clusters Score: Raw -614694.119512 + Penalty 3183.787069 = -611510.332444 nChanged 260 SP:Iteration 8Q (8798.316059 sec): 3 clusters Score: Raw -614839.545348 + Penalty 3183.787069 = -611655.758279 nChanged 265 SP:Iteration 9Q (8798.427351 sec): 3 clusters Score: Raw -614989.716003 + Penalty 3183.787069 = -611805.928935 nChanged 276 SP:Iteration 10Q (8798.549653 sec): 3 clusters Score: Raw -615142.047724 + Penalty 3183.787069 = -611958.260655 nChanged 260 SP:Iteration 11Q (8798.670869 sec): 3 clusters Score: Raw -615275.631248 + Penalty 3183.787069 = -612091.844179 nChanged 238 SP:Iteration 12Q (8798.782537 sec): 3 clusters Score: Raw -615427.123000 + Penalty 3183.787069 = -612243.335931 nChanged 234 SP:Iteration 13Q (8798.899389 sec): 3 clusters Score: Raw -615637.620874 + Penalty 3183.787069 = -612453.833805 nChanged 258 SP:Iteration 14Q (8799.033227 sec): 3 clusters Score: Raw -615879.643004 + Penalty 3183.787069 = -612695.855935 nChanged 227 SP:Iteration 15Q (8799.151009 sec): 3 clusters Score: Raw -616103.915859 + Penalty 3183.787069 = -612920.128790 nChanged 228 SP:Iteration 16Q (8799.299754 sec): 3 clusters Score: Raw -616357.084982 + Penalty 3183.787069 = -613173.297914 nChanged 202 SP:Iteration 17Q (8799.392709 sec): 3 clusters Score: Raw -616617.403746 + Penalty 3183.787069 = -613433.616678 nChanged 181 SP:Iteration 18Q (8799.542831 sec): 3 clusters Score: Raw -616814.971375 + Penalty 3183.787069 = -613631.184307 nChanged 164 SP:Iteration 19Q (8799.649467 sec): 3 clusters Score: Raw -616943.653968 + Penalty 3183.787069 = -613759.866900 nChanged 132 SP:Iteration 20F (8799.781653 sec): 3 clusters Score: Raw -617018.245555 + Penalty 3183.787069 = -613834.458487 nChanged 80 SP:Iteration 21Q (8799.883659 sec): 3 clusters Score: Raw -617049.265896 + Penalty 3183.787069 = -613865.478828 nChanged 62 SP:Iteration 22Q (8799.989983 sec): 3 clusters Score: Raw -617073.161705 + Penalty 3183.787069 = -613889.374636 nChanged 51 SP:Iteration 23Q (8800.117849 sec): 3 clusters Score: Raw -617088.082476 + Penalty 3183.787069 = -613904.295407 nChanged 28 SP:Iteration 24Q (8800.224412 sec): 3 clusters Score: Raw -617096.035908 + Penalty 3183.787069 = -613912.248839 nChanged 27 SP:Iteration 25Q (8800.359795 sec): 3 clusters Score: Raw -617103.733036 + Penalty 3183.787069 = -613919.945967 nChanged 20 SP:Iteration 26Q (8800.474562 sec): 3 clusters Score: Raw -617108.476285 + Penalty 3183.787069 = -613924.689217 nChanged 13 SP:Iteration 27Q (8800.582008 sec): 3 clusters Score: Raw -617111.101383 + Penalty 3183.787069 = -613927.314315 nChanged 12 SP:Iteration 28Q (8800.709881 sec): 3 clusters Score: Raw -617112.935315 + Penalty 3183.787069 = -613929.148247 nChanged 3 SP:Iteration 29Q (8800.841456 sec): 3 clusters Score: Raw -617113.717948 + Penalty 3183.787069 = -613929.930879 nChanged 6 SP:Iteration 30Q (8800.936728 sec): 3 clusters Score: Raw -617114.797534 + Penalty 3183.787069 = -613931.010465 nChanged 4 SP:Iteration 31Q (8801.050792 sec): 3 clusters Score: Raw -617115.370296 + Penalty 3183.787069 = -613931.583227 nChanged 5 SP:Iteration 32Q (8801.158870 sec): 3 clusters Score: Raw -617115.700876 + Penalty 3183.787069 = -613931.913807 nChanged 2 SP:Iteration 33Q (8801.278037 sec): 3 clusters Score: Raw -617115.886595 + Penalty 3183.787069 = -613932.099527 nChanged 1 SP:Iteration 34Q (8801.409264 sec): 3 clusters Score: Raw -617115.962010 + Penalty 3183.787069 = -613932.174941 nChanged 1 SP:Iteration 35Q (8801.512634 sec): 3 clusters Score: Raw -617116.008762 + Penalty 3183.787069 = -613932.221694 nChanged 0 SP:Iteration 36F (8801.631962 sec): 3 clusters Score: Raw -617116.008762 + Penalty 3183.787069 = -613932.221694 nChanged 0 Iteration 219Q (8808.441717 sec): 40 clusters Score: Raw -11998362.821930 + Penalty 83643.199222 = -11914719.622708 nChanged 65 Iteration 220F (8818.200880 sec): 40 clusters Score: Raw -11998369.265261 + Penalty 83643.199222 = -11914726.066038 nChanged 51 Iteration 221Q (8823.920577 sec): 40 clusters Score: Raw -11998373.737525 + Penalty 83643.199222 = -11914730.538303 nChanged 58 Iteration 222Q (8829.563074 sec): 40 clusters Score: Raw -11998379.941793 + Penalty 83643.199222 = -11914736.742570 nChanged 63 Iteration 223Q (8835.135794 sec): 40 clusters Score: Raw -11998385.496129 + Penalty 83643.199222 = -11914742.296907 nChanged 57 Iteration 224Q (8840.464930 sec): 40 clusters Score: Raw -11998391.542237 + Penalty 83643.199222 = -11914748.343015 nChanged 59 Iteration 225Q (8846.299006 sec): 40 clusters Score: Raw -11998398.166771 + Penalty 83643.199222 = -11914754.967549 nChanged 57 Iteration 226Q (8851.888129 sec): 40 clusters Score: Raw -11998403.630700 + Penalty 83643.199222 = -11914760.431478 nChanged 43 Iteration 227Q (8857.586742 sec): 40 clusters Score: Raw -11998407.839984 + Penalty 83643.199222 = -11914764.640762 nChanged 32 Iteration 228Q (8863.202685 sec): 40 clusters Score: Raw -11998411.569202 + Penalty 83643.199222 = -11914768.369980 nChanged 24 Iteration 229Q (8868.752249 sec): 40 clusters Score: Raw -11998413.806903 + Penalty 83643.199222 = -11914770.607681 nChanged 20 Iteration 230Q (8874.075499 sec): 40 clusters Score: Raw -11998415.831356 + Penalty 83643.199222 = -11914772.632134 nChanged 14 Iteration 231Q (8879.596228 sec): 40 clusters Score: Raw -11998416.881363 + Penalty 83643.199222 = -11914773.682141 nChanged 15 Iteration 232Q (8885.092287 sec): 40 clusters Score: Raw -11998417.865459 + Penalty 83643.199222 = -11914774.666237 nChanged 12 Iteration 233Q (8890.539049 sec): 40 clusters Score: Raw -11998418.877059 + Penalty 83643.199222 = -11914775.677836 nChanged 14 Iteration 234Q (8895.804186 sec): 40 clusters Score: Raw -11998420.100274 + Penalty 83643.199222 = -11914776.901051 nChanged 18 Iteration 235Q (8901.069727 sec): 40 clusters Score: Raw -11998421.834462 + Penalty 83643.199222 = -11914778.635240 nChanged 18 Iteration 236Q (8906.411467 sec): 40 clusters Score: Raw -11998423.093832 + Penalty 83643.199222 = -11914779.894610 nChanged 11 Iteration 237Q (8911.427300 sec): 40 clusters Score: Raw -11998424.275344 + Penalty 83643.199222 = -11914781.076122 nChanged 11 Iteration 238Q (8916.115867 sec): 40 clusters Score: Raw -11998425.007376 + Penalty 83643.199222 = -11914781.808154 nChanged 12 Iteration 239Q (8920.937521 sec): 40 clusters Score: Raw -11998425.739048 + Penalty 83643.199222 = -11914782.539826 nChanged 6 Iteration 240F (8928.165660 sec): 40 clusters Score: Raw -11998426.066474 + Penalty 83643.199222 = -11914782.867252 nChanged 3 Iteration 241Q (8932.934289 sec): 40 clusters Score: Raw -11998426.249770 + Penalty 83643.199222 = -11914783.050548 nChanged 1 Iteration 242Q (8937.997314 sec): 40 clusters Score: Raw -11998426.282016 + Penalty 83643.199222 = -11914783.082794 nChanged 0 Iteration 243F (8945.822095 sec): 40 clusters Score: Raw -11998426.282016 + Penalty 83643.199222 = -11914783.082794 nChanged 0 Compute initial score before splitting: Score: Raw -11998426.282016 + Penalty 83643.199222 = -11914783.082794 Trying to split cluster 1 (7082 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8946.035896 sec): 2 clusters Score: Raw -491588.105554 + Penalty 1555.862192 = -490032.243363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8946.141196 sec): 3 clusters Score: Raw -487719.703385 + Penalty 3111.724383 = -484607.979002 nChanged 2991 SP:Iteration 1F (8946.216383 sec): 3 clusters Score: Raw -489286.288384 + Penalty 3111.724383 = -486174.564001 nChanged 482 SP:Iteration 2F (8946.301714 sec): 3 clusters Score: Raw -489512.580963 + Penalty 3111.724383 = -486400.856580 nChanged 369 SP:Iteration 3F (8946.389994 sec): 3 clusters Score: Raw -489684.502293 + Penalty 3111.724383 = -486572.777910 nChanged 310 SP:Iteration 4Q (8946.493720 sec): 3 clusters Score: Raw -489823.710133 + Penalty 3111.724383 = -486711.985750 nChanged 265 SP:Iteration 5Q (8946.586452 sec): 3 clusters Score: Raw -489941.092771 + Penalty 3111.724383 = -486829.368388 nChanged 248 SP:Iteration 6Q (8946.670832 sec): 3 clusters Score: Raw -490053.009228 + Penalty 3111.724383 = -486941.284845 nChanged 238 SP:Iteration 7Q (8946.746480 sec): 3 clusters Score: Raw -490156.467074 + Penalty 3111.724383 = -487044.742691 nChanged 218 SP:Iteration 8Q (8946.826629 sec): 3 clusters Score: Raw -490257.487566 + Penalty 3111.724383 = -487145.763183 nChanged 227 SP:Iteration 9Q (8946.941344 sec): 3 clusters Score: Raw -490353.520578 + Penalty 3111.724383 = -487241.796195 nChanged 206 SP:Iteration 10Q (8947.035531 sec): 3 clusters Score: Raw -490435.057246 + Penalty 3111.724383 = -487323.332863 nChanged 190 SP:Iteration 11Q (8947.140562 sec): 3 clusters Score: Raw -490513.156292 + Penalty 3111.724383 = -487401.431909 nChanged 176 SP:Iteration 12Q (8947.256505 sec): 3 clusters Score: Raw -490587.199880 + Penalty 3111.724383 = -487475.475496 nChanged 165 SP:Iteration 13Q (8947.339884 sec): 3 clusters Score: Raw -490667.328304 + Penalty 3111.724383 = -487555.603921 nChanged 177 SP:Iteration 14Q (8947.447683 sec): 3 clusters Score: Raw -490745.125511 + Penalty 3111.724383 = -487633.401128 nChanged 159 SP:Iteration 15Q (8947.553876 sec): 3 clusters Score: Raw -490837.413552 + Penalty 3111.724383 = -487725.689169 nChanged 187 SP:Iteration 16Q (8947.663024 sec): 3 clusters Score: Raw -490937.873933 + Penalty 3111.724383 = -487826.149550 nChanged 177 SP:Iteration 17Q (8947.739099 sec): 3 clusters Score: Raw -491060.156434 + Penalty 3111.724383 = -487948.432051 nChanged 181 SP:Iteration 18Q (8947.832205 sec): 3 clusters Score: Raw -491201.632335 + Penalty 3111.724383 = -488089.907952 nChanged 208 SP:Iteration 19Q (8947.938329 sec): 3 clusters Score: Raw -491390.608712 + Penalty 3111.724383 = -488278.884329 nChanged 205 SP:Iteration 20F (8948.055784 sec): 3 clusters Score: Raw -491604.896992 + Penalty 3111.724383 = -488493.172609 nChanged 221 SP:Iteration 21Q (8948.148998 sec): 3 clusters Score: Raw -491842.510228 + Penalty 3111.724383 = -488730.785845 nChanged 238 SP:Iteration 22Q (8948.258044 sec): 3 clusters Score: Raw -492083.234615 + Penalty 3111.724383 = -488971.510231 nChanged 218 SP:Iteration 23Q (8948.369228 sec): 3 clusters Score: Raw -492309.052106 + Penalty 3111.724383 = -489197.327723 nChanged 187 SP:Iteration 24Q (8948.491476 sec): 3 clusters Score: Raw -492464.836110 + Penalty 3111.724383 = -489353.111727 nChanged 140 SP:Iteration 25Q (8948.608279 sec): 3 clusters Score: Raw -492557.794338 + Penalty 3111.724383 = -489446.069955 nChanged 107 SP:Iteration 26Q (8948.719256 sec): 3 clusters Score: Raw -492618.957361 + Penalty 3111.724383 = -489507.232978 nChanged 84 SP:Iteration 27Q (8948.774201 sec): 3 clusters Score: Raw -492674.623916 + Penalty 3111.724383 = -489562.899533 nChanged 82 SP:Iteration 28Q (8948.824393 sec): 3 clusters Score: Raw -492727.119220 + Penalty 3111.724383 = -489615.394837 nChanged 55 SP:Iteration 29Q (8948.872062 sec): 3 clusters Score: Raw -492762.254964 + Penalty 3111.724383 = -489650.530581 nChanged 39 SP:Iteration 30Q (8948.971840 sec): 3 clusters Score: Raw -492783.066965 + Penalty 3111.724383 = -489671.342582 nChanged 36 SP:Iteration 31Q (8949.071993 sec): 3 clusters Score: Raw -492804.772571 + Penalty 3111.724383 = -489693.048188 nChanged 32 SP:Iteration 32Q (8949.177235 sec): 3 clusters Score: Raw -492833.373230 + Penalty 3111.724383 = -489721.648847 nChanged 34 SP:Iteration 33Q (8949.287442 sec): 3 clusters Score: Raw -492858.947099 + Penalty 3111.724383 = -489747.222716 nChanged 28 SP:Iteration 34Q (8949.418323 sec): 3 clusters Score: Raw -492874.488901 + Penalty 3111.724383 = -489762.764518 nChanged 24 SP:Iteration 35Q (8949.508527 sec): 3 clusters Score: Raw -492885.809868 + Penalty 3111.724383 = -489774.085485 nChanged 14 SP:Iteration 36Q (8949.630421 sec): 3 clusters Score: Raw -492891.245774 + Penalty 3111.724383 = -489779.521391 nChanged 10 SP:Iteration 37Q (8949.742474 sec): 3 clusters Score: Raw -492896.456340 + Penalty 3111.724383 = -489784.731957 nChanged 11 SP:Iteration 38Q (8949.866662 sec): 3 clusters Score: Raw -492900.405018 + Penalty 3111.724383 = -489788.680635 nChanged 9 SP:Iteration 39Q (8949.958376 sec): 3 clusters Score: Raw -492903.049769 + Penalty 3111.724383 = -489791.325386 nChanged 5 SP:Iteration 40F (8950.072572 sec): 3 clusters Score: Raw -492904.065607 + Penalty 3111.724383 = -489792.341224 nChanged 5 SP:Iteration 41Q (8950.181704 sec): 3 clusters Score: Raw -492906.094710 + Penalty 3111.724383 = -489794.370327 nChanged 2 SP:Iteration 42Q (8950.272285 sec): 3 clusters Score: Raw -492906.568831 + Penalty 3111.724383 = -489794.844448 nChanged 3 SP:Iteration 43Q (8950.425084 sec): 3 clusters Score: Raw -492907.675539 + Penalty 3111.724383 = -489795.951156 nChanged 1 SP:Iteration 44Q (8950.530826 sec): 3 clusters Score: Raw -492907.946098 + Penalty 3111.724383 = -489796.221715 nChanged 1 SP:Iteration 45Q (8950.639714 sec): 3 clusters Score: Raw -492908.139368 + Penalty 3111.724383 = -489796.414985 nChanged 1 SP:Iteration 46Q (8950.728489 sec): 3 clusters Score: Raw -492908.169107 + Penalty 3111.724383 = -489796.444724 nChanged 0 SP:Iteration 47F (8950.845817 sec): 3 clusters Score: Raw -492908.169107 + Penalty 3111.724383 = -489796.444724 nChanged 0 Trying to split cluster 2 (1706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8950.896067 sec): 2 clusters Score: Raw -87936.915540 + Penalty 1306.054631 = -86630.860909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8950.978931 sec): 3 clusters Score: Raw -87335.291425 + Penalty 2612.109262 = -84723.182163 nChanged 596 SP:Iteration 1F (8951.105402 sec): 3 clusters Score: Raw -87844.233380 + Penalty 2612.109262 = -85232.124118 nChanged 171 SP:Iteration 2F (8951.191901 sec): 3 clusters Score: Raw -88031.944090 + Penalty 2612.109262 = -85419.834829 nChanged 111 SP:Iteration 3F (8951.299950 sec): 3 clusters Score: Raw -88169.301170 + Penalty 2612.109262 = -85557.191908 nChanged 81 SP:Iteration 4Q (8951.372080 sec): 3 clusters Score: Raw -88256.732994 + Penalty 2612.109262 = -85644.623732 nChanged 57 SP:Iteration 5Q (8951.471463 sec): 3 clusters Score: Raw -88314.534313 + Penalty 2612.109262 = -85702.425051 nChanged 41 SP:Iteration 6Q (8951.533223 sec): 3 clusters Score: Raw -88351.710026 + Penalty 2612.109262 = -85739.600765 nChanged 27 SP:Iteration 7Q (8951.633454 sec): 3 clusters Score: Raw -88377.253464 + Penalty 2612.109262 = -85765.144202 nChanged 28 SP:Iteration 8Q (8951.738351 sec): 3 clusters Score: Raw -88394.452449 + Penalty 2612.109262 = -85782.343188 nChanged 20 SP:Iteration 9Q (8951.849657 sec): 3 clusters Score: Raw -88409.270914 + Penalty 2612.109262 = -85797.161652 nChanged 16 SP:Iteration 10Q (8951.928905 sec): 3 clusters Score: Raw -88416.464666 + Penalty 2612.109262 = -85804.355404 nChanged 15 SP:Iteration 11Q (8952.021898 sec): 3 clusters Score: Raw -88427.218619 + Penalty 2612.109262 = -85815.109357 nChanged 12 SP:Iteration 12Q (8952.102657 sec): 3 clusters Score: Raw -88435.561826 + Penalty 2612.109262 = -85823.452565 nChanged 13 SP:Iteration 13Q (8952.170184 sec): 3 clusters Score: Raw -88442.063658 + Penalty 2612.109262 = -85829.954396 nChanged 9 SP:Iteration 14Q (8952.248136 sec): 3 clusters Score: Raw -88450.188137 + Penalty 2612.109262 = -85838.078875 nChanged 12 SP:Iteration 15Q (8952.367934 sec): 3 clusters Score: Raw -88458.622691 + Penalty 2612.109262 = -85846.513429 nChanged 5 SP:Iteration 16Q (8952.442496 sec): 3 clusters Score: Raw -88463.467334 + Penalty 2612.109262 = -85851.358072 nChanged 5 SP:Iteration 17Q (8952.532881 sec): 3 clusters Score: Raw -88466.542667 + Penalty 2612.109262 = -85854.433406 nChanged 5 SP:Iteration 18Q (8952.609214 sec): 3 clusters Score: Raw -88470.816876 + Penalty 2612.109262 = -85858.707614 nChanged 4 SP:Iteration 19Q (8952.684918 sec): 3 clusters Score: Raw -88473.858738 + Penalty 2612.109262 = -85861.749477 nChanged 4 SP:Iteration 20F (8952.794180 sec): 3 clusters Score: Raw -88477.606858 + Penalty 2612.109262 = -85865.497597 nChanged 2 SP:Iteration 21Q (8952.868361 sec): 3 clusters Score: Raw -88478.678036 + Penalty 2612.109262 = -85866.568774 nChanged 1 SP:Iteration 22Q (8952.981357 sec): 3 clusters Score: Raw -88479.153014 + Penalty 2612.109262 = -85867.043753 nChanged 1 SP:Iteration 23Q (8953.055593 sec): 3 clusters Score: Raw -88479.748067 + Penalty 2612.109262 = -85867.638806 nChanged 0 SP:Iteration 24F (8953.131702 sec): 3 clusters Score: Raw -88479.748067 + Penalty 2612.109262 = -85867.638806 nChanged 0 Trying to split cluster 3 (2540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8953.211257 sec): 2 clusters Score: Raw -131453.796089 + Penalty 1375.905848 = -130077.890241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8953.280090 sec): 3 clusters Score: Raw -130339.749313 + Penalty 2751.811695 = -127587.937618 nChanged 950 SP:Iteration 1F (8953.383259 sec): 3 clusters Score: Raw -131066.788759 + Penalty 2751.811695 = -128314.977064 nChanged 255 SP:Iteration 2F (8953.473185 sec): 3 clusters Score: Raw -131360.318211 + Penalty 2751.811695 = -128608.506516 nChanged 204 SP:Iteration 3F (8953.565536 sec): 3 clusters Score: Raw -131628.492547 + Penalty 2751.811695 = -128876.680851 nChanged 170 SP:Iteration 4F (8953.652096 sec): 3 clusters Score: Raw -131829.767918 + Penalty 2751.811695 = -129077.956223 nChanged 139 SP:Iteration 5F (8953.748256 sec): 3 clusters Score: Raw -131962.240737 + Penalty 2751.811695 = -129210.429041 nChanged 110 SP:Iteration 6Q (8953.863747 sec): 3 clusters Score: Raw -132079.226991 + Penalty 2751.811695 = -129327.415295 nChanged 86 SP:Iteration 7Q (8953.954818 sec): 3 clusters Score: Raw -132169.777130 + Penalty 2751.811695 = -129417.965434 nChanged 69 SP:Iteration 8Q (8954.044317 sec): 3 clusters Score: Raw -132233.439653 + Penalty 2751.811695 = -129481.627957 nChanged 46 SP:Iteration 9Q (8954.149127 sec): 3 clusters Score: Raw -132268.737081 + Penalty 2751.811695 = -129516.925386 nChanged 36 SP:Iteration 10Q (8954.229171 sec): 3 clusters Score: Raw -132296.094297 + Penalty 2751.811695 = -129544.282602 nChanged 38 SP:Iteration 11Q (8954.320593 sec): 3 clusters Score: Raw -132326.810439 + Penalty 2751.811695 = -129574.998744 nChanged 38 SP:Iteration 12Q (8954.423489 sec): 3 clusters Score: Raw -132347.977106 + Penalty 2751.811695 = -129596.165411 nChanged 24 SP:Iteration 13Q (8954.518020 sec): 3 clusters Score: Raw -132364.979864 + Penalty 2751.811695 = -129613.168169 nChanged 20 SP:Iteration 14Q (8954.607277 sec): 3 clusters Score: Raw -132375.102947 + Penalty 2751.811695 = -129623.291252 nChanged 14 SP:Iteration 15Q (8954.695049 sec): 3 clusters Score: Raw -132385.082076 + Penalty 2751.811695 = -129633.270381 nChanged 16 SP:Iteration 16Q (8954.777477 sec): 3 clusters Score: Raw -132394.039528 + Penalty 2751.811695 = -129642.227833 nChanged 13 SP:Iteration 17Q (8954.858778 sec): 3 clusters Score: Raw -132400.043375 + Penalty 2751.811695 = -129648.231680 nChanged 10 SP:Iteration 18Q (8954.957968 sec): 3 clusters Score: Raw -132405.306097 + Penalty 2751.811695 = -129653.494401 nChanged 8 SP:Iteration 19Q (8955.065057 sec): 3 clusters Score: Raw -132409.939094 + Penalty 2751.811695 = -129658.127399 nChanged 7 SP:Iteration 20F (8955.167134 sec): 3 clusters Score: Raw -132413.656095 + Penalty 2751.811695 = -129661.844400 nChanged 7 SP:Iteration 21Q (8955.279514 sec): 3 clusters Score: Raw -132415.950180 + Penalty 2751.811695 = -129664.138485 nChanged 2 SP:Iteration 22Q (8955.382890 sec): 3 clusters Score: Raw -132416.414707 + Penalty 2751.811695 = -129664.603012 nChanged 2 SP:Iteration 23Q (8955.481642 sec): 3 clusters Score: Raw -132418.087751 + Penalty 2751.811695 = -129666.276056 nChanged 3 SP:Iteration 24Q (8955.598476 sec): 3 clusters Score: Raw -132419.200591 + Penalty 2751.811695 = -129667.388896 nChanged 0 SP:Iteration 25F (8955.697654 sec): 3 clusters Score: Raw -132419.200591 + Penalty 2751.811695 = -129667.388896 nChanged 0 Trying to split cluster 4 (10353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8955.766250 sec): 2 clusters Score: Raw -679340.669465 + Penalty 1622.503048 = -677718.166417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8955.892510 sec): 3 clusters Score: Raw -673498.854605 + Penalty 3245.006096 = -670253.848510 nChanged 4424 SP:Iteration 1F (8956.042373 sec): 3 clusters Score: Raw -675933.197238 + Penalty 3245.006096 = -672688.191142 nChanged 656 SP:Iteration 2F (8956.133790 sec): 3 clusters Score: Raw -676274.055735 + Penalty 3245.006096 = -673029.049639 nChanged 596 SP:Iteration 3F (8956.259049 sec): 3 clusters Score: Raw -676577.657099 + Penalty 3245.006096 = -673332.651003 nChanged 539 SP:Iteration 4F (8956.377247 sec): 3 clusters Score: Raw -676865.663264 + Penalty 3245.006096 = -673620.657168 nChanged 505 SP:Iteration 5Q (8956.502990 sec): 3 clusters Score: Raw -677174.760918 + Penalty 3245.006096 = -673929.754822 nChanged 538 SP:Iteration 6F (8956.630845 sec): 3 clusters Score: Raw -677546.958175 + Penalty 3245.006096 = -674301.952080 nChanged 534 SP:Iteration 7F (8956.771770 sec): 3 clusters Score: Raw -677939.327058 + Penalty 3245.006096 = -674694.320963 nChanged 507 SP:Iteration 8Q (8956.883192 sec): 3 clusters Score: Raw -678321.255263 + Penalty 3245.006096 = -675076.249167 nChanged 509 SP:Iteration 9Q (8957.017906 sec): 3 clusters Score: Raw -678768.175246 + Penalty 3245.006096 = -675523.169150 nChanged 530 SP:Iteration 10F (8957.125567 sec): 3 clusters Score: Raw -679232.638636 + Penalty 3245.006096 = -675987.632540 nChanged 430 SP:Iteration 11Q (8957.266646 sec): 3 clusters Score: Raw -679627.618135 + Penalty 3245.006096 = -676382.612039 nChanged 375 SP:Iteration 12Q (8957.362873 sec): 3 clusters Score: Raw -679933.909328 + Penalty 3245.006096 = -676688.903232 nChanged 296 SP:Iteration 13Q (8957.496585 sec): 3 clusters Score: Raw -680147.540627 + Penalty 3245.006096 = -676902.534531 nChanged 279 SP:Iteration 14Q (8957.587202 sec): 3 clusters Score: Raw -680362.644896 + Penalty 3245.006096 = -677117.638801 nChanged 258 SP:Iteration 15Q (8957.735079 sec): 3 clusters Score: Raw -680606.621038 + Penalty 3245.006096 = -677361.614942 nChanged 257 SP:Iteration 16Q (8957.845350 sec): 3 clusters Score: Raw -680822.890173 + Penalty 3245.006096 = -677577.884077 nChanged 217 SP:Iteration 17Q (8957.973331 sec): 3 clusters Score: Raw -680970.216982 + Penalty 3245.006096 = -677725.210886 nChanged 170 SP:Iteration 18Q (8958.111919 sec): 3 clusters Score: Raw -681065.811482 + Penalty 3245.006096 = -677820.805387 nChanged 120 SP:Iteration 19Q (8958.220609 sec): 3 clusters Score: Raw -681118.865699 + Penalty 3245.006096 = -677873.859604 nChanged 87 SP:Iteration 20F (8958.370217 sec): 3 clusters Score: Raw -681149.176712 + Penalty 3245.006096 = -677904.170616 nChanged 66 SP:Iteration 21Q (8958.479726 sec): 3 clusters Score: Raw -681166.665879 + Penalty 3245.006096 = -677921.659783 nChanged 39 SP:Iteration 22Q (8958.597018 sec): 3 clusters Score: Raw -681174.367705 + Penalty 3245.006096 = -677929.361609 nChanged 23 SP:Iteration 23Q (8958.739578 sec): 3 clusters Score: Raw -681177.883898 + Penalty 3245.006096 = -677932.877803 nChanged 16 SP:Iteration 24Q (8958.840860 sec): 3 clusters Score: Raw -681179.425298 + Penalty 3245.006096 = -677934.419202 nChanged 12 SP:Iteration 25Q (8958.965602 sec): 3 clusters Score: Raw -681180.744604 + Penalty 3245.006096 = -677935.738508 nChanged 4 SP:Iteration 26Q (8959.096834 sec): 3 clusters Score: Raw -681181.089749 + Penalty 3245.006096 = -677936.083654 nChanged 2 SP:Iteration 27Q (8959.219272 sec): 3 clusters Score: Raw -681181.403161 + Penalty 3245.006096 = -677936.397065 nChanged 3 SP:Iteration 28Q (8959.348748 sec): 3 clusters Score: Raw -681181.678206 + Penalty 3245.006096 = -677936.672110 nChanged 2 SP:Iteration 29Q (8959.471351 sec): 3 clusters Score: Raw -681181.905828 + Penalty 3245.006096 = -677936.899733 nChanged 0 SP:Iteration 30F (8959.601917 sec): 3 clusters Score: Raw -681181.905828 + Penalty 3245.006096 = -677936.899733 nChanged 0 Score: Raw -12000267.518379 + Penalty 85787.896638 = -11914479.621741 Splitting cluster 4 changes total score from -11914783.082794 to -11914479.621741 So it's not getting split. Trying to split cluster 5 (8635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8970.120805 sec): 2 clusters Score: Raw -511527.282935 + Penalty 1590.658113 = -509936.624822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8970.253295 sec): 3 clusters Score: Raw -506729.843517 + Penalty 3181.316226 = -503548.527291 nChanged 3709 SP:Iteration 1F (8970.344909 sec): 3 clusters Score: Raw -509030.633200 + Penalty 3181.316226 = -505849.316974 nChanged 704 SP:Iteration 2F (8970.484748 sec): 3 clusters Score: Raw -509532.717269 + Penalty 3181.316226 = -506351.401043 nChanged 600 SP:Iteration 3F (8970.587008 sec): 3 clusters Score: Raw -509911.169143 + Penalty 3181.316226 = -506729.852917 nChanged 485 SP:Iteration 4F (8970.706982 sec): 3 clusters Score: Raw -510211.620306 + Penalty 3181.316226 = -507030.304080 nChanged 393 SP:Iteration 5Q (8970.827589 sec): 3 clusters Score: Raw -510468.872524 + Penalty 3181.316226 = -507287.556298 nChanged 355 SP:Iteration 6Q (8970.925805 sec): 3 clusters Score: Raw -510682.350205 + Penalty 3181.316226 = -507501.033979 nChanged 323 SP:Iteration 7Q (8971.037518 sec): 3 clusters Score: Raw -510858.099327 + Penalty 3181.316226 = -507676.783101 nChanged 277 SP:Iteration 8Q (8971.148448 sec): 3 clusters Score: Raw -511004.697327 + Penalty 3181.316226 = -507823.381101 nChanged 237 SP:Iteration 9Q (8971.265036 sec): 3 clusters Score: Raw -511130.534695 + Penalty 3181.316226 = -507949.218470 nChanged 212 SP:Iteration 10Q (8971.380152 sec): 3 clusters Score: Raw -511228.764868 + Penalty 3181.316226 = -508047.448642 nChanged 165 SP:Iteration 11Q (8971.515301 sec): 3 clusters Score: Raw -511303.790779 + Penalty 3181.316226 = -508122.474553 nChanged 148 SP:Iteration 12Q (8971.616698 sec): 3 clusters Score: Raw -511371.535700 + Penalty 3181.316226 = -508190.219475 nChanged 132 SP:Iteration 13Q (8971.747693 sec): 3 clusters Score: Raw -511426.209368 + Penalty 3181.316226 = -508244.893143 nChanged 129 SP:Iteration 14Q (8971.875939 sec): 3 clusters Score: Raw -511491.452805 + Penalty 3181.316226 = -508310.136579 nChanged 122 SP:Iteration 15Q (8971.998837 sec): 3 clusters Score: Raw -511558.875088 + Penalty 3181.316226 = -508377.558863 nChanged 125 SP:Iteration 16Q (8972.127824 sec): 3 clusters Score: Raw -511614.155414 + Penalty 3181.316226 = -508432.839188 nChanged 109 SP:Iteration 17Q (8972.223218 sec): 3 clusters Score: Raw -511666.659183 + Penalty 3181.316226 = -508485.342958 nChanged 111 SP:Iteration 18Q (8972.347251 sec): 3 clusters Score: Raw -511727.582413 + Penalty 3181.316226 = -508546.266187 nChanged 101 SP:Iteration 19Q (8972.473853 sec): 3 clusters Score: Raw -511791.886727 + Penalty 3181.316226 = -508610.570502 nChanged 104 SP:Iteration 20F (8972.603367 sec): 3 clusters Score: Raw -511852.334652 + Penalty 3181.316226 = -508671.018426 nChanged 103 SP:Iteration 21Q (8972.710932 sec): 3 clusters Score: Raw -511915.919379 + Penalty 3181.316226 = -508734.603154 nChanged 93 SP:Iteration 22Q (8972.797500 sec): 3 clusters Score: Raw -511968.744102 + Penalty 3181.316226 = -508787.427876 nChanged 85 SP:Iteration 23Q (8972.914656 sec): 3 clusters Score: Raw -512011.766261 + Penalty 3181.316226 = -508830.450035 nChanged 63 SP:Iteration 24Q (8973.032850 sec): 3 clusters Score: Raw -512042.374623 + Penalty 3181.316226 = -508861.058397 nChanged 52 SP:Iteration 25Q (8973.118042 sec): 3 clusters Score: Raw -512067.554192 + Penalty 3181.316226 = -508886.237967 nChanged 47 SP:Iteration 26Q (8973.231091 sec): 3 clusters Score: Raw -512090.270376 + Penalty 3181.316226 = -508908.954150 nChanged 40 SP:Iteration 27Q (8973.345899 sec): 3 clusters Score: Raw -512109.157569 + Penalty 3181.316226 = -508927.841344 nChanged 40 SP:Iteration 28Q (8973.459239 sec): 3 clusters Score: Raw -512125.763907 + Penalty 3181.316226 = -508944.447682 nChanged 29 SP:Iteration 29Q (8973.583231 sec): 3 clusters Score: Raw -512139.832085 + Penalty 3181.316226 = -508958.515859 nChanged 28 SP:Iteration 30Q (8973.681667 sec): 3 clusters Score: Raw -512158.309278 + Penalty 3181.316226 = -508976.993053 nChanged 33 SP:Iteration 31Q (8973.796883 sec): 3 clusters Score: Raw -512173.109547 + Penalty 3181.316226 = -508991.793322 nChanged 35 SP:Iteration 32Q (8973.910121 sec): 3 clusters Score: Raw -512187.582826 + Penalty 3181.316226 = -509006.266600 nChanged 25 SP:Iteration 33Q (8974.031399 sec): 3 clusters Score: Raw -512198.050068 + Penalty 3181.316226 = -509016.733843 nChanged 20 SP:Iteration 34Q (8974.150479 sec): 3 clusters Score: Raw -512207.048986 + Penalty 3181.316226 = -509025.732760 nChanged 22 SP:Iteration 35Q (8974.263457 sec): 3 clusters Score: Raw -512215.198095 + Penalty 3181.316226 = -509033.881870 nChanged 12 SP:Iteration 36Q (8974.378184 sec): 3 clusters Score: Raw -512219.127967 + Penalty 3181.316226 = -509037.811741 nChanged 8 SP:Iteration 37Q (8974.483004 sec): 3 clusters Score: Raw -512222.267623 + Penalty 3181.316226 = -509040.951397 nChanged 11 SP:Iteration 38Q (8974.591904 sec): 3 clusters Score: Raw -512224.890162 + Penalty 3181.316226 = -509043.573937 nChanged 6 SP:Iteration 39Q (8974.710844 sec): 3 clusters Score: Raw -512226.348290 + Penalty 3181.316226 = -509045.032064 nChanged 7 SP:Iteration 40F (8974.836743 sec): 3 clusters Score: Raw -512228.545008 + Penalty 3181.316226 = -509047.228782 nChanged 2 SP:Iteration 41Q (8974.972426 sec): 3 clusters Score: Raw -512229.481085 + Penalty 3181.316226 = -509048.164859 nChanged 5 SP:Iteration 42Q (8975.061297 sec): 3 clusters Score: Raw -512230.571168 + Penalty 3181.316226 = -509049.254942 nChanged 4 SP:Iteration 43Q (8975.174257 sec): 3 clusters Score: Raw -512231.645011 + Penalty 3181.316226 = -509050.328785 nChanged 4 SP:Iteration 44Q (8975.304341 sec): 3 clusters Score: Raw -512232.669322 + Penalty 3181.316226 = -509051.353096 nChanged 3 SP:Iteration 45Q (8975.424272 sec): 3 clusters Score: Raw -512233.978700 + Penalty 3181.316226 = -509052.662474 nChanged 4 SP:Iteration 46Q (8975.518543 sec): 3 clusters Score: Raw -512234.850609 + Penalty 3181.316226 = -509053.534383 nChanged 1 SP:Iteration 47Q (8975.636805 sec): 3 clusters Score: Raw -512234.908144 + Penalty 3181.316226 = -509053.591918 nChanged 0 SP:Iteration 48F (8975.740473 sec): 3 clusters Score: Raw -512234.908144 + Penalty 3181.316226 = -509053.591918 nChanged 0 Trying to split cluster 6 (6349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8975.809855 sec): 2 clusters Score: Raw -310298.699496 + Penalty 1536.687231 = -308762.012265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8975.935659 sec): 3 clusters Score: Raw -306890.052545 + Penalty 3073.374462 = -303816.678083 nChanged 2651 SP:Iteration 1F (8976.047643 sec): 3 clusters Score: Raw -308483.026633 + Penalty 3073.374462 = -305409.652171 nChanged 502 SP:Iteration 2F (8976.154318 sec): 3 clusters Score: Raw -308831.206753 + Penalty 3073.374462 = -305757.832291 nChanged 439 SP:Iteration 3F (8976.244932 sec): 3 clusters Score: Raw -309179.534076 + Penalty 3073.374462 = -306106.159613 nChanged 386 SP:Iteration 4F (8976.347270 sec): 3 clusters Score: Raw -309478.753655 + Penalty 3073.374462 = -306405.379193 nChanged 347 SP:Iteration 5F (8976.459113 sec): 3 clusters Score: Raw -309772.677549 + Penalty 3073.374462 = -306699.303087 nChanged 301 SP:Iteration 6Q (8976.546337 sec): 3 clusters Score: Raw -310028.490332 + Penalty 3073.374462 = -306955.115870 nChanged 223 SP:Iteration 7Q (8976.645494 sec): 3 clusters Score: Raw -310212.322498 + Penalty 3073.374462 = -307138.948035 nChanged 183 SP:Iteration 8Q (8976.760168 sec): 3 clusters Score: Raw -310355.007658 + Penalty 3073.374462 = -307281.633196 nChanged 152 SP:Iteration 9Q (8976.862666 sec): 3 clusters Score: Raw -310468.674302 + Penalty 3073.374462 = -307395.299839 nChanged 132 SP:Iteration 10Q (8976.973216 sec): 3 clusters Score: Raw -310553.013819 + Penalty 3073.374462 = -307479.639356 nChanged 92 SP:Iteration 11Q (8977.083537 sec): 3 clusters Score: Raw -310604.407148 + Penalty 3073.374462 = -307531.032686 nChanged 75 SP:Iteration 12Q (8977.219840 sec): 3 clusters Score: Raw -310649.536541 + Penalty 3073.374462 = -307576.162078 nChanged 57 SP:Iteration 13Q (8977.336510 sec): 3 clusters Score: Raw -310685.687103 + Penalty 3073.374462 = -307612.312641 nChanged 52 SP:Iteration 14Q (8977.439723 sec): 3 clusters Score: Raw -310716.560161 + Penalty 3073.374462 = -307643.185698 nChanged 48 SP:Iteration 15Q (8977.579515 sec): 3 clusters Score: Raw -310740.309558 + Penalty 3073.374462 = -307666.935095 nChanged 35 SP:Iteration 16Q (8977.673773 sec): 3 clusters Score: Raw -310758.001326 + Penalty 3073.374462 = -307684.626864 nChanged 30 SP:Iteration 17Q (8977.783468 sec): 3 clusters Score: Raw -310776.824357 + Penalty 3073.374462 = -307703.449895 nChanged 31 SP:Iteration 18Q (8977.880315 sec): 3 clusters Score: Raw -310794.471606 + Penalty 3073.374462 = -307721.097143 nChanged 26 SP:Iteration 19Q (8978.018446 sec): 3 clusters Score: Raw -310809.919387 + Penalty 3073.374462 = -307736.544925 nChanged 19 SP:Iteration 20F (8978.136453 sec): 3 clusters Score: Raw -310821.861537 + Penalty 3073.374462 = -307748.487075 nChanged 18 SP:Iteration 21Q (8978.228461 sec): 3 clusters Score: Raw -310832.937795 + Penalty 3073.374462 = -307759.563333 nChanged 19 SP:Iteration 22Q (8978.284820 sec): 3 clusters Score: Raw -310841.127900 + Penalty 3073.374462 = -307767.753438 nChanged 5 SP:Iteration 23Q (8978.328874 sec): 3 clusters Score: Raw -310844.710507 + Penalty 3073.374462 = -307771.336045 nChanged 5 SP:Iteration 24Q (8978.376434 sec): 3 clusters Score: Raw -310847.659100 + Penalty 3073.374462 = -307774.284638 nChanged 4 SP:Iteration 25Q (8978.469366 sec): 3 clusters Score: Raw -310849.764042 + Penalty 3073.374462 = -307776.389579 nChanged 0 SP:Iteration 26F (8978.518818 sec): 3 clusters Score: Raw -310849.764042 + Penalty 3073.374462 = -307776.389579 nChanged 0 Trying to split cluster 7 (1663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8978.585063 sec): 2 clusters Score: Raw -58317.320860 + Penalty 1301.574423 = -57015.746437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8978.690014 sec): 3 clusters Score: Raw -57816.404404 + Penalty 2603.148846 = -55213.255558 nChanged 606 SP:Iteration 1F (8978.789197 sec): 3 clusters Score: Raw -58830.474603 + Penalty 2603.148846 = -56227.325757 nChanged 185 SP:Iteration 2F (8978.879163 sec): 3 clusters Score: Raw -59153.842273 + Penalty 2603.148846 = -56550.693427 nChanged 99 SP:Iteration 3F (8978.973655 sec): 3 clusters Score: Raw -59322.947321 + Penalty 2603.148846 = -56719.798475 nChanged 74 SP:Iteration 4Q (8979.069009 sec): 3 clusters Score: Raw -59433.398659 + Penalty 2603.148846 = -56830.249812 nChanged 38 SP:Iteration 5Q (8979.168373 sec): 3 clusters Score: Raw -59483.365254 + Penalty 2603.148846 = -56880.216408 nChanged 23 SP:Iteration 6Q (8979.264689 sec): 3 clusters Score: Raw -59515.467977 + Penalty 2603.148846 = -56912.319131 nChanged 23 SP:Iteration 7Q (8979.352670 sec): 3 clusters Score: Raw -59538.701482 + Penalty 2603.148846 = -56935.552636 nChanged 11 SP:Iteration 8Q (8979.441523 sec): 3 clusters Score: Raw -59548.702123 + Penalty 2603.148846 = -56945.553277 nChanged 7 SP:Iteration 9Q (8979.544504 sec): 3 clusters Score: Raw -59554.254295 + Penalty 2603.148846 = -56951.105449 nChanged 4 SP:Iteration 10Q (8979.627858 sec): 3 clusters Score: Raw -59556.671914 + Penalty 2603.148846 = -56953.523067 nChanged 2 SP:Iteration 11Q (8979.729921 sec): 3 clusters Score: Raw -59560.052865 + Penalty 2603.148846 = -56956.904019 nChanged 2 SP:Iteration 12Q (8979.809100 sec): 3 clusters Score: Raw -59563.890584 + Penalty 2603.148846 = -56960.741738 nChanged 2 SP:Iteration 13Q (8979.913901 sec): 3 clusters Score: Raw -59566.413266 + Penalty 2603.148846 = -56963.264420 nChanged 2 SP:Iteration 14Q (8980.050983 sec): 3 clusters Score: Raw -59568.480984 + Penalty 2603.148846 = -56965.332138 nChanged 3 SP:Iteration 15Q (8980.142491 sec): 3 clusters Score: Raw -59573.257774 + Penalty 2603.148846 = -56970.108928 nChanged 5 SP:Iteration 16Q (8980.233615 sec): 3 clusters Score: Raw -59577.502321 + Penalty 2603.148846 = -56974.353475 nChanged 4 SP:Iteration 17Q (8980.339247 sec): 3 clusters Score: Raw -59581.252373 + Penalty 2603.148846 = -56978.103527 nChanged 2 SP:Iteration 18Q (8980.447124 sec): 3 clusters Score: Raw -59582.112909 + Penalty 2603.148846 = -56978.964063 nChanged 1 SP:Iteration 19Q (8980.582854 sec): 3 clusters Score: Raw -59582.774864 + Penalty 2603.148846 = -56979.626017 nChanged 1 SP:Iteration 20F (8980.649267 sec): 3 clusters Score: Raw -59582.950956 + Penalty 2603.148846 = -56979.802110 nChanged 0 Trying to split cluster 8 (4996 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8980.726348 sec): 2 clusters Score: Raw -332040.464514 + Penalty 1494.626949 = -330545.837566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8980.862453 sec): 3 clusters Score: Raw -329509.344446 + Penalty 2989.253898 = -326520.090549 nChanged 2036 SP:Iteration 1F (8980.962901 sec): 3 clusters Score: Raw -330757.385131 + Penalty 2989.253898 = -327768.131233 nChanged 408 SP:Iteration 2F (8981.082847 sec): 3 clusters Score: Raw -331146.418881 + Penalty 2989.253898 = -328157.164983 nChanged 376 SP:Iteration 3F (8981.186568 sec): 3 clusters Score: Raw -331476.505402 + Penalty 2989.253898 = -328487.251504 nChanged 341 SP:Iteration 4F (8981.305721 sec): 3 clusters Score: Raw -331713.210164 + Penalty 2989.253898 = -328723.956266 nChanged 260 SP:Iteration 5F (8981.423007 sec): 3 clusters Score: Raw -331868.232415 + Penalty 2989.253898 = -328878.978517 nChanged 199 SP:Iteration 6Q (8981.535957 sec): 3 clusters Score: Raw -331977.357407 + Penalty 2989.253898 = -328988.103509 nChanged 147 SP:Iteration 7Q (8981.633912 sec): 3 clusters Score: Raw -332048.033387 + Penalty 2989.253898 = -329058.779489 nChanged 109 SP:Iteration 8Q (8981.728282 sec): 3 clusters Score: Raw -332095.505554 + Penalty 2989.253898 = -329106.251656 nChanged 97 SP:Iteration 9Q (8981.840614 sec): 3 clusters Score: Raw -332138.358374 + Penalty 2989.253898 = -329149.104476 nChanged 76 SP:Iteration 10Q (8981.957165 sec): 3 clusters Score: Raw -332174.334586 + Penalty 2989.253898 = -329185.080688 nChanged 74 SP:Iteration 11Q (8982.079640 sec): 3 clusters Score: Raw -332204.276973 + Penalty 2989.253898 = -329215.023075 nChanged 53 SP:Iteration 12Q (8982.188944 sec): 3 clusters Score: Raw -332228.412926 + Penalty 2989.253898 = -329239.159028 nChanged 44 SP:Iteration 13Q (8982.298828 sec): 3 clusters Score: Raw -332244.041892 + Penalty 2989.253898 = -329254.787994 nChanged 32 SP:Iteration 14Q (8982.378574 sec): 3 clusters Score: Raw -332253.016055 + Penalty 2989.253898 = -329263.762157 nChanged 28 SP:Iteration 15Q (8982.486905 sec): 3 clusters Score: Raw -332261.924770 + Penalty 2989.253898 = -329272.670872 nChanged 22 SP:Iteration 16Q (8982.586271 sec): 3 clusters Score: Raw -332267.627408 + Penalty 2989.253898 = -329278.373510 nChanged 16 SP:Iteration 17Q (8982.684919 sec): 3 clusters Score: Raw -332273.096215 + Penalty 2989.253898 = -329283.842317 nChanged 20 SP:Iteration 18Q (8982.823271 sec): 3 clusters Score: Raw -332279.824131 + Penalty 2989.253898 = -329290.570234 nChanged 20 SP:Iteration 19Q (8982.894019 sec): 3 clusters Score: Raw -332285.757329 + Penalty 2989.253898 = -329296.503431 nChanged 20 SP:Iteration 20F (8982.998696 sec): 3 clusters Score: Raw -332291.292812 + Penalty 2989.253898 = -329302.038914 nChanged 14 SP:Iteration 21Q (8983.116561 sec): 3 clusters Score: Raw -332295.661630 + Penalty 2989.253898 = -329306.407732 nChanged 27 SP:Iteration 22Q (8983.251310 sec): 3 clusters Score: Raw -332304.430727 + Penalty 2989.253898 = -329315.176830 nChanged 22 SP:Iteration 23Q (8983.371654 sec): 3 clusters Score: Raw -332311.105749 + Penalty 2989.253898 = -329321.851851 nChanged 22 SP:Iteration 24Q (8983.479202 sec): 3 clusters Score: Raw -332317.727582 + Penalty 2989.253898 = -329328.473684 nChanged 15 SP:Iteration 25Q (8983.581711 sec): 3 clusters Score: Raw -332321.124511 + Penalty 2989.253898 = -329331.870613 nChanged 9 SP:Iteration 26Q (8983.694740 sec): 3 clusters Score: Raw -332323.918757 + Penalty 2989.253898 = -329334.664859 nChanged 4 SP:Iteration 27Q (8983.826741 sec): 3 clusters Score: Raw -332325.005107 + Penalty 2989.253898 = -329335.751210 nChanged 3 SP:Iteration 28Q (8983.947853 sec): 3 clusters Score: Raw -332325.689635 + Penalty 2989.253898 = -329336.435737 nChanged 4 SP:Iteration 29Q (8984.040265 sec): 3 clusters Score: Raw -332326.594991 + Penalty 2989.253898 = -329337.341093 nChanged 5 SP:Iteration 30Q (8984.176265 sec): 3 clusters Score: Raw -332328.086529 + Penalty 2989.253898 = -329338.832631 nChanged 8 SP:Iteration 31Q (8984.269333 sec): 3 clusters Score: Raw -332331.022220 + Penalty 2989.253898 = -329341.768322 nChanged 13 SP:Iteration 32Q (8984.404305 sec): 3 clusters Score: Raw -332338.331509 + Penalty 2989.253898 = -329349.077611 nChanged 17 SP:Iteration 33Q (8984.537075 sec): 3 clusters Score: Raw -332347.778472 + Penalty 2989.253898 = -329358.524574 nChanged 27 SP:Iteration 34Q (8984.664930 sec): 3 clusters Score: Raw -332363.090281 + Penalty 2989.253898 = -329373.836384 nChanged 31 SP:Iteration 35Q (8984.795293 sec): 3 clusters Score: Raw -332374.987576 + Penalty 2989.253898 = -329385.733678 nChanged 26 SP:Iteration 36Q (8984.926256 sec): 3 clusters Score: Raw -332382.112939 + Penalty 2989.253898 = -329392.859041 nChanged 16 SP:Iteration 37Q (8985.054022 sec): 3 clusters Score: Raw -332387.604896 + Penalty 2989.253898 = -329398.350998 nChanged 20 SP:Iteration 38Q (8985.180395 sec): 3 clusters Score: Raw -332393.637220 + Penalty 2989.253898 = -329404.383322 nChanged 19 SP:Iteration 39Q (8985.310692 sec): 3 clusters Score: Raw -332401.718673 + Penalty 2989.253898 = -329412.464775 nChanged 24 SP:Iteration 40F (8985.418611 sec): 3 clusters Score: Raw -332412.460459 + Penalty 2989.253898 = -329423.206561 nChanged 23 SP:Iteration 41Q (8985.544979 sec): 3 clusters Score: Raw -332424.957284 + Penalty 2989.253898 = -329435.703386 nChanged 25 SP:Iteration 42Q (8985.672274 sec): 3 clusters Score: Raw -332438.691559 + Penalty 2989.253898 = -329449.437661 nChanged 31 SP:Iteration 43Q (8985.823336 sec): 3 clusters Score: Raw -332450.513166 + Penalty 2989.253898 = -329461.259268 nChanged 23 SP:Iteration 44Q (8985.940953 sec): 3 clusters Score: Raw -332461.084404 + Penalty 2989.253898 = -329471.830506 nChanged 22 SP:Iteration 45Q (8986.058386 sec): 3 clusters Score: Raw -332469.462819 + Penalty 2989.253898 = -329480.208921 nChanged 15 SP:Iteration 46Q (8986.169197 sec): 3 clusters Score: Raw -332474.053745 + Penalty 2989.253898 = -329484.799847 nChanged 10 SP:Iteration 47Q (8986.276054 sec): 3 clusters Score: Raw -332478.381560 + Penalty 2989.253898 = -329489.127662 nChanged 17 SP:Iteration 48Q (8986.389548 sec): 3 clusters Score: Raw -332483.322194 + Penalty 2989.253898 = -329494.068297 nChanged 8 SP:Iteration 49Q (8986.516689 sec): 3 clusters Score: Raw -332485.695262 + Penalty 2989.253898 = -329496.441364 nChanged 11 SP:Iteration 50Q (8986.631151 sec): 3 clusters Score: Raw -332488.692231 + Penalty 2989.253898 = -329499.438333 nChanged 3 SP:Iteration 51Q (8986.743838 sec): 3 clusters Score: Raw -332489.451674 + Penalty 2989.253898 = -329500.197776 nChanged 4 SP:Iteration 52Q (8986.860993 sec): 3 clusters Score: Raw -332490.477343 + Penalty 2989.253898 = -329501.223445 nChanged 1 SP:Iteration 53Q (8986.978558 sec): 3 clusters Score: Raw -332490.707352 + Penalty 2989.253898 = -329501.453454 nChanged 1 SP:Iteration 54Q (8987.121453 sec): 3 clusters Score: Raw -332490.881710 + Penalty 2989.253898 = -329501.627812 nChanged 2 SP:Iteration 55Q (8987.236837 sec): 3 clusters Score: Raw -332491.120945 + Penalty 2989.253898 = -329501.867047 nChanged 1 SP:Iteration 56Q (8987.362367 sec): 3 clusters Score: Raw -332491.245538 + Penalty 2989.253898 = -329501.991640 nChanged 0 SP:Iteration 57F (8987.454837 sec): 3 clusters Score: Raw -332491.245538 + Penalty 2989.253898 = -329501.991640 nChanged 0 Trying to split cluster 9 (11494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8987.566539 sec): 2 clusters Score: Raw -791589.060932 + Penalty 1640.851367 = -789948.209565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8987.694048 sec): 3 clusters Score: Raw -785054.776969 + Penalty 3281.702734 = -781773.074235 nChanged 4987 SP:Iteration 1F (8987.812267 sec): 3 clusters Score: Raw -787822.370250 + Penalty 3281.702734 = -784540.667515 nChanged 826 SP:Iteration 2F (8987.925721 sec): 3 clusters Score: Raw -788294.999855 + Penalty 3281.702734 = -785013.297121 nChanged 763 SP:Iteration 3F (8988.058487 sec): 3 clusters Score: Raw -788764.318003 + Penalty 3281.702734 = -785482.615269 nChanged 728 SP:Iteration 4F (8988.190420 sec): 3 clusters Score: Raw -789280.592611 + Penalty 3281.702734 = -785998.889877 nChanged 658 SP:Iteration 5F (8988.319214 sec): 3 clusters Score: Raw -789736.183799 + Penalty 3281.702734 = -786454.481065 nChanged 583 SP:Iteration 6F (8988.448403 sec): 3 clusters Score: Raw -790157.647034 + Penalty 3281.702734 = -786875.944300 nChanged 488 SP:Iteration 7Q (8988.554564 sec): 3 clusters Score: Raw -790511.313282 + Penalty 3281.702734 = -787229.610548 nChanged 414 SP:Iteration 8Q (8988.708884 sec): 3 clusters Score: Raw -790834.288798 + Penalty 3281.702734 = -787552.586064 nChanged 341 SP:Iteration 9Q (8988.819355 sec): 3 clusters Score: Raw -791092.799635 + Penalty 3281.702734 = -787811.096901 nChanged 247 SP:Iteration 10Q (8988.944744 sec): 3 clusters Score: Raw -791284.276229 + Penalty 3281.702734 = -788002.573495 nChanged 168 SP:Iteration 11Q (8989.072092 sec): 3 clusters Score: Raw -791397.690180 + Penalty 3281.702734 = -788115.987446 nChanged 139 SP:Iteration 12Q (8989.224957 sec): 3 clusters Score: Raw -791477.914366 + Penalty 3281.702734 = -788196.211632 nChanged 114 SP:Iteration 13Q (8989.342294 sec): 3 clusters Score: Raw -791547.496667 + Penalty 3281.702734 = -788265.793933 nChanged 103 SP:Iteration 14Q (8989.435003 sec): 3 clusters Score: Raw -791613.573689 + Penalty 3281.702734 = -788331.870955 nChanged 93 SP:Iteration 15Q (8989.536739 sec): 3 clusters Score: Raw -791668.462299 + Penalty 3281.702734 = -788386.759565 nChanged 71 SP:Iteration 16Q (8989.664296 sec): 3 clusters Score: Raw -791721.720896 + Penalty 3281.702734 = -788440.018162 nChanged 71 SP:Iteration 17Q (8989.775617 sec): 3 clusters Score: Raw -791776.229302 + Penalty 3281.702734 = -788494.526568 nChanged 64 SP:Iteration 18Q (8989.892577 sec): 3 clusters Score: Raw -791823.101143 + Penalty 3281.702734 = -788541.398408 nChanged 52 SP:Iteration 19Q (8990.005956 sec): 3 clusters Score: Raw -791860.325592 + Penalty 3281.702734 = -788578.622858 nChanged 51 SP:Iteration 20F (8990.122520 sec): 3 clusters Score: Raw -791898.463264 + Penalty 3281.702734 = -788616.760530 nChanged 54 SP:Iteration 21Q (8990.218141 sec): 3 clusters Score: Raw -791942.128488 + Penalty 3281.702734 = -788660.425754 nChanged 58 SP:Iteration 22Q (8990.326055 sec): 3 clusters Score: Raw -791980.335154 + Penalty 3281.702734 = -788698.632420 nChanged 63 SP:Iteration 23Q (8990.430609 sec): 3 clusters Score: Raw -792021.642696 + Penalty 3281.702734 = -788739.939962 nChanged 55 SP:Iteration 24Q (8990.538493 sec): 3 clusters Score: Raw -792050.504070 + Penalty 3281.702734 = -788768.801336 nChanged 38 SP:Iteration 25Q (8990.664794 sec): 3 clusters Score: Raw -792069.310048 + Penalty 3281.702734 = -788787.607314 nChanged 34 SP:Iteration 26Q (8990.761688 sec): 3 clusters Score: Raw -792088.813418 + Penalty 3281.702734 = -788807.110684 nChanged 42 SP:Iteration 27Q (8990.879493 sec): 3 clusters Score: Raw -792118.680973 + Penalty 3281.702734 = -788836.978239 nChanged 65 SP:Iteration 28Q (8990.976060 sec): 3 clusters Score: Raw -792159.552548 + Penalty 3281.702734 = -788877.849814 nChanged 54 SP:Iteration 29Q (8991.065416 sec): 3 clusters Score: Raw -792187.500128 + Penalty 3281.702734 = -788905.797394 nChanged 42 SP:Iteration 30Q (8991.189621 sec): 3 clusters Score: Raw -792208.478899 + Penalty 3281.702734 = -788926.776165 nChanged 42 SP:Iteration 31Q (8991.289850 sec): 3 clusters Score: Raw -792235.877870 + Penalty 3281.702734 = -788954.175136 nChanged 50 SP:Iteration 32Q (8991.396928 sec): 3 clusters Score: Raw -792272.535090 + Penalty 3281.702734 = -788990.832356 nChanged 73 SP:Iteration 33Q (8991.505270 sec): 3 clusters Score: Raw -792312.882028 + Penalty 3281.702734 = -789031.179294 nChanged 59 SP:Iteration 34Q (8991.606198 sec): 3 clusters Score: Raw -792350.741658 + Penalty 3281.702734 = -789069.038924 nChanged 74 SP:Iteration 35Q (8991.716878 sec): 3 clusters Score: Raw -792402.504387 + Penalty 3281.702734 = -789120.801653 nChanged 81 SP:Iteration 36Q (8991.815911 sec): 3 clusters Score: Raw -792460.301103 + Penalty 3281.702734 = -789178.598369 nChanged 70 SP:Iteration 37Q (8991.903590 sec): 3 clusters Score: Raw -792510.111355 + Penalty 3281.702734 = -789228.408621 nChanged 79 SP:Iteration 38Q (8992.001222 sec): 3 clusters Score: Raw -792548.660662 + Penalty 3281.702734 = -789266.957928 nChanged 65 SP:Iteration 39Q (8992.119146 sec): 3 clusters Score: Raw -792578.830009 + Penalty 3281.702734 = -789297.127275 nChanged 57 SP:Iteration 40F (8992.224556 sec): 3 clusters Score: Raw -792650.780945 + Penalty 3281.702734 = -789369.078211 nChanged 106 SP:Iteration 41Q (8992.326758 sec): 3 clusters Score: Raw -792738.912603 + Penalty 3281.702734 = -789457.209869 nChanged 92 SP:Iteration 42Q (8992.403972 sec): 3 clusters Score: Raw -792803.174389 + Penalty 3281.702734 = -789521.471655 nChanged 89 SP:Iteration 43Q (8992.525578 sec): 3 clusters Score: Raw -792861.850346 + Penalty 3281.702734 = -789580.147612 nChanged 84 SP:Iteration 44Q (8992.627923 sec): 3 clusters Score: Raw -792910.831160 + Penalty 3281.702734 = -789629.128426 nChanged 94 SP:Iteration 45Q (8992.714323 sec): 3 clusters Score: Raw -792960.693994 + Penalty 3281.702734 = -789678.991260 nChanged 73 SP:Iteration 46Q (8992.808564 sec): 3 clusters Score: Raw -792993.008488 + Penalty 3281.702734 = -789711.305753 nChanged 55 SP:Iteration 47Q (8992.887617 sec): 3 clusters Score: Raw -793016.349693 + Penalty 3281.702734 = -789734.646959 nChanged 59 SP:Iteration 48Q (8992.984392 sec): 3 clusters Score: Raw -793041.391688 + Penalty 3281.702734 = -789759.688954 nChanged 56 SP:Iteration 49Q (8993.078379 sec): 3 clusters Score: Raw -793068.319622 + Penalty 3281.702734 = -789786.616888 nChanged 56 SP:Iteration 50Q (8993.180337 sec): 3 clusters Score: Raw -793093.245821 + Penalty 3281.702734 = -789811.543087 nChanged 47 SP:Iteration 51Q (8993.280210 sec): 3 clusters Score: Raw -793113.880380 + Penalty 3281.702734 = -789832.177646 nChanged 47 SP:Iteration 52Q (8993.360928 sec): 3 clusters Score: Raw -793132.856799 + Penalty 3281.702734 = -789851.154065 nChanged 40 SP:Iteration 53Q (8993.460421 sec): 3 clusters Score: Raw -793147.845017 + Penalty 3281.702734 = -789866.142283 nChanged 37 SP:Iteration 54Q (8993.564847 sec): 3 clusters Score: Raw -793159.573716 + Penalty 3281.702734 = -789877.870982 nChanged 30 SP:Iteration 55Q (8993.662794 sec): 3 clusters Score: Raw -793169.915380 + Penalty 3281.702734 = -789888.212646 nChanged 17 SP:Iteration 56Q (8993.759701 sec): 3 clusters Score: Raw -793175.539329 + Penalty 3281.702734 = -789893.836595 nChanged 16 SP:Iteration 57Q (8993.860315 sec): 3 clusters Score: Raw -793179.447250 + Penalty 3281.702734 = -789897.744516 nChanged 14 SP:Iteration 58Q (8993.979305 sec): 3 clusters Score: Raw -793182.224207 + Penalty 3281.702734 = -789900.521473 nChanged 7 SP:Iteration 59Q (8994.078985 sec): 3 clusters Score: Raw -793183.422984 + Penalty 3281.702734 = -789901.720250 nChanged 3 SP:Iteration 60F (8994.168411 sec): 3 clusters Score: Raw -793187.432008 + Penalty 3281.702734 = -789905.729274 nChanged 10 SP:Iteration 61Q (8994.268454 sec): 3 clusters Score: Raw -793190.061445 + Penalty 3281.702734 = -789908.358711 nChanged 12 SP:Iteration 62Q (8994.365266 sec): 3 clusters Score: Raw -793192.313398 + Penalty 3281.702734 = -789910.610664 nChanged 9 SP:Iteration 63Q (8994.493163 sec): 3 clusters Score: Raw -793193.736117 + Penalty 3281.702734 = -789912.033383 nChanged 7 SP:Iteration 64Q (8994.578023 sec): 3 clusters Score: Raw -793194.954814 + Penalty 3281.702734 = -789913.252080 nChanged 4 SP:Iteration 65Q (8994.686756 sec): 3 clusters Score: Raw -793195.805130 + Penalty 3281.702734 = -789914.102395 nChanged 1 SP:Iteration 66Q (8994.779835 sec): 3 clusters Score: Raw -793196.010032 + Penalty 3281.702734 = -789914.307298 nChanged 0 SP:Iteration 67F (8994.877503 sec): 3 clusters Score: Raw -793196.010032 + Penalty 3281.702734 = -789914.307298 nChanged 0 Trying to split cluster 10 (2476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8994.930638 sec): 2 clusters Score: Raw -126066.597700 + Penalty 1371.427136 = -124695.170564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8995.009249 sec): 3 clusters Score: Raw -125049.785424 + Penalty 2742.854271 = -122306.931153 nChanged 900 SP:Iteration 1F (8995.076586 sec): 3 clusters Score: Raw -125793.197976 + Penalty 2742.854271 = -123050.343705 nChanged 260 SP:Iteration 2F (8995.179542 sec): 3 clusters Score: Raw -126115.109446 + Penalty 2742.854271 = -123372.255174 nChanged 189 SP:Iteration 3F (8995.249719 sec): 3 clusters Score: Raw -126304.634549 + Penalty 2742.854271 = -123561.780277 nChanged 133 SP:Iteration 4F (8995.339014 sec): 3 clusters Score: Raw -126429.040494 + Penalty 2742.854271 = -123686.186222 nChanged 99 SP:Iteration 5Q (8995.409609 sec): 3 clusters Score: Raw -126525.306166 + Penalty 2742.854271 = -123782.451895 nChanged 78 SP:Iteration 6Q (8995.485753 sec): 3 clusters Score: Raw -126592.386090 + Penalty 2742.854271 = -123849.531819 nChanged 64 SP:Iteration 7Q (8995.564649 sec): 3 clusters Score: Raw -126653.020970 + Penalty 2742.854271 = -123910.166698 nChanged 64 SP:Iteration 8Q (8995.644770 sec): 3 clusters Score: Raw -126700.895303 + Penalty 2742.854271 = -123958.041031 nChanged 55 SP:Iteration 9Q (8995.731894 sec): 3 clusters Score: Raw -126741.452126 + Penalty 2742.854271 = -123998.597854 nChanged 39 SP:Iteration 10Q (8995.813763 sec): 3 clusters Score: Raw -126758.648061 + Penalty 2742.854271 = -124015.793790 nChanged 16 SP:Iteration 11Q (8995.903486 sec): 3 clusters Score: Raw -126765.508780 + Penalty 2742.854271 = -124022.654509 nChanged 5 SP:Iteration 12Q (8995.966616 sec): 3 clusters Score: Raw -126767.882194 + Penalty 2742.854271 = -124025.027922 nChanged 4 SP:Iteration 13Q (8996.071550 sec): 3 clusters Score: Raw -126769.440293 + Penalty 2742.854271 = -124026.586022 nChanged 5 SP:Iteration 14Q (8996.158538 sec): 3 clusters Score: Raw -126771.947514 + Penalty 2742.854271 = -124029.093243 nChanged 4 SP:Iteration 15Q (8996.238581 sec): 3 clusters Score: Raw -126772.923640 + Penalty 2742.854271 = -124030.069369 nChanged 3 SP:Iteration 16Q (8996.320828 sec): 3 clusters Score: Raw -126774.739070 + Penalty 2742.854271 = -124031.884799 nChanged 2 SP:Iteration 17Q (8996.402493 sec): 3 clusters Score: Raw -126775.128834 + Penalty 2742.854271 = -124032.274562 nChanged 1 SP:Iteration 18Q (8996.477627 sec): 3 clusters Score: Raw -126775.978768 + Penalty 2742.854271 = -124033.124496 nChanged 3 SP:Iteration 19Q (8996.575188 sec): 3 clusters Score: Raw -126777.175709 + Penalty 2742.854271 = -124034.321437 nChanged 1 SP:Iteration 20F (8996.678979 sec): 3 clusters Score: Raw -126778.593129 + Penalty 2742.854271 = -124035.738858 nChanged 3 SP:Iteration 21Q (8996.770010 sec): 3 clusters Score: Raw -126779.513330 + Penalty 2742.854271 = -124036.659059 nChanged 2 SP:Iteration 22Q (8996.850008 sec): 3 clusters Score: Raw -126780.225554 + Penalty 2742.854271 = -124037.371282 nChanged 1 SP:Iteration 23Q (8996.928465 sec): 3 clusters Score: Raw -126780.826774 + Penalty 2742.854271 = -124037.972502 nChanged 0 SP:Iteration 24F (8997.004709 sec): 3 clusters Score: Raw -126780.826774 + Penalty 2742.854271 = -124037.972502 nChanged 0 Trying to split cluster 11 (774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8997.062637 sec): 2 clusters Score: Raw -39031.701687 + Penalty 1167.350864 = -37864.350823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8997.127507 sec): 3 clusters Score: Raw -38835.525502 + Penalty 2334.701728 = -36500.823774 nChanged 221 SP:Iteration 1F (8997.206815 sec): 3 clusters Score: Raw -39090.688591 + Penalty 2334.701728 = -36755.986864 nChanged 56 SP:Iteration 2F (8997.316208 sec): 3 clusters Score: Raw -39166.263207 + Penalty 2334.701728 = -36831.561480 nChanged 27 SP:Iteration 3Q (8997.383380 sec): 3 clusters Score: Raw -39209.020079 + Penalty 2334.701728 = -36874.318351 nChanged 13 SP:Iteration 4Q (8997.464295 sec): 3 clusters Score: Raw -39228.774744 + Penalty 2334.701728 = -36894.073016 nChanged 12 SP:Iteration 5Q (8997.556346 sec): 3 clusters Score: Raw -39245.322406 + Penalty 2334.701728 = -36910.620678 nChanged 7 SP:Iteration 6Q (8997.635504 sec): 3 clusters Score: Raw -39259.353949 + Penalty 2334.701728 = -36924.652221 nChanged 6 SP:Iteration 7Q (8997.700668 sec): 3 clusters Score: Raw -39266.431704 + Penalty 2334.701728 = -36931.729977 nChanged 4 SP:Iteration 8Q (8997.781836 sec): 3 clusters Score: Raw -39269.982831 + Penalty 2334.701728 = -36935.281104 nChanged 2 SP:Iteration 9Q (8997.857015 sec): 3 clusters Score: Raw -39271.738263 + Penalty 2334.701728 = -36937.036535 nChanged 4 SP:Iteration 10Q (8997.936189 sec): 3 clusters Score: Raw -39274.061032 + Penalty 2334.701728 = -36939.359304 nChanged 0 SP:Iteration 11F (8998.008744 sec): 3 clusters Score: Raw -39274.061032 + Penalty 2334.701728 = -36939.359304 nChanged 0 Trying to split cluster 12 (4913 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8998.064672 sec): 2 clusters Score: Raw -303720.969668 + Penalty 1491.686826 = -302229.282843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8998.181141 sec): 3 clusters Score: Raw -301306.919163 + Penalty 2983.373651 = -298323.545511 nChanged 1977 SP:Iteration 1F (8998.282610 sec): 3 clusters Score: Raw -302596.298339 + Penalty 2983.373651 = -299612.924688 nChanged 467 SP:Iteration 2F (8998.402664 sec): 3 clusters Score: Raw -302956.722964 + Penalty 2983.373651 = -299973.349313 nChanged 334 SP:Iteration 3F (8998.512159 sec): 3 clusters Score: Raw -303176.893350 + Penalty 2983.373651 = -300193.519698 nChanged 247 SP:Iteration 4F (8998.590826 sec): 3 clusters Score: Raw -303344.772204 + Penalty 2983.373651 = -300361.398553 nChanged 214 SP:Iteration 5Q (8998.694665 sec): 3 clusters Score: Raw -303471.800108 + Penalty 2983.373651 = -300488.426457 nChanged 174 SP:Iteration 6Q (8998.804029 sec): 3 clusters Score: Raw -303572.860950 + Penalty 2983.373651 = -300589.487299 nChanged 161 SP:Iteration 7Q (8998.908796 sec): 3 clusters Score: Raw -303682.307908 + Penalty 2983.373651 = -300698.934257 nChanged 170 SP:Iteration 8Q (8999.008190 sec): 3 clusters Score: Raw -303792.270511 + Penalty 2983.373651 = -300808.896860 nChanged 167 SP:Iteration 9Q (8999.125936 sec): 3 clusters Score: Raw -303900.313238 + Penalty 2983.373651 = -300916.939587 nChanged 143 SP:Iteration 10Q (8999.228785 sec): 3 clusters Score: Raw -303997.701803 + Penalty 2983.373651 = -301014.328152 nChanged 147 SP:Iteration 11Q (8999.359784 sec): 3 clusters Score: Raw -304089.413962 + Penalty 2983.373651 = -301106.040310 nChanged 128 SP:Iteration 12Q (8999.467133 sec): 3 clusters Score: Raw -304172.581436 + Penalty 2983.373651 = -301189.207784 nChanged 132 SP:Iteration 13Q (8999.564298 sec): 3 clusters Score: Raw -304257.011081 + Penalty 2983.373651 = -301273.637430 nChanged 102 SP:Iteration 14Q (8999.665593 sec): 3 clusters Score: Raw -304308.196643 + Penalty 2983.373651 = -301324.822992 nChanged 72 SP:Iteration 15Q (8999.779193 sec): 3 clusters Score: Raw -304335.854381 + Penalty 2983.373651 = -301352.480730 nChanged 48 SP:Iteration 16Q (8999.874929 sec): 3 clusters Score: Raw -304355.750936 + Penalty 2983.373651 = -301372.377285 nChanged 37 SP:Iteration 17Q (8999.979411 sec): 3 clusters Score: Raw -304370.026718 + Penalty 2983.373651 = -301386.653066 nChanged 38 SP:Iteration 18Q (9000.091009 sec): 3 clusters Score: Raw -304382.279434 + Penalty 2983.373651 = -301398.905782 nChanged 24 SP:Iteration 19Q (9000.200799 sec): 3 clusters Score: Raw -304390.284946 + Penalty 2983.373651 = -301406.911294 nChanged 22 SP:Iteration 20F (9000.300751 sec): 3 clusters Score: Raw -304396.087955 + Penalty 2983.373651 = -301412.714304 nChanged 23 SP:Iteration 21Q (9000.403961 sec): 3 clusters Score: Raw -304402.852111 + Penalty 2983.373651 = -301419.478459 nChanged 13 SP:Iteration 22Q (9000.509059 sec): 3 clusters Score: Raw -304406.519969 + Penalty 2983.373651 = -301423.146318 nChanged 19 SP:Iteration 23Q (9000.614706 sec): 3 clusters Score: Raw -304412.324438 + Penalty 2983.373651 = -301428.950787 nChanged 19 SP:Iteration 24Q (9000.715509 sec): 3 clusters Score: Raw -304417.290561 + Penalty 2983.373651 = -301433.916910 nChanged 20 SP:Iteration 25Q (9000.829984 sec): 3 clusters Score: Raw -304424.094695 + Penalty 2983.373651 = -301440.721044 nChanged 17 SP:Iteration 26Q (9000.943382 sec): 3 clusters Score: Raw -304427.644005 + Penalty 2983.373651 = -301444.270354 nChanged 13 SP:Iteration 27Q (9001.051209 sec): 3 clusters Score: Raw -304431.304428 + Penalty 2983.373651 = -301447.930777 nChanged 21 SP:Iteration 28Q (9001.163396 sec): 3 clusters Score: Raw -304438.618986 + Penalty 2983.373651 = -301455.245335 nChanged 27 SP:Iteration 29Q (9001.265575 sec): 3 clusters Score: Raw -304448.621968 + Penalty 2983.373651 = -301465.248317 nChanged 30 SP:Iteration 30Q (9001.373817 sec): 3 clusters Score: Raw -304458.632347 + Penalty 2983.373651 = -301475.258695 nChanged 25 SP:Iteration 31Q (9001.481076 sec): 3 clusters Score: Raw -304465.684725 + Penalty 2983.373651 = -301482.311074 nChanged 19 SP:Iteration 32Q (9001.577352 sec): 3 clusters Score: Raw -304474.287440 + Penalty 2983.373651 = -301490.913789 nChanged 23 SP:Iteration 33Q (9001.674575 sec): 3 clusters Score: Raw -304487.832587 + Penalty 2983.373651 = -301504.458936 nChanged 34 SP:Iteration 34Q (9001.798936 sec): 3 clusters Score: Raw -304506.971254 + Penalty 2983.373651 = -301523.597603 nChanged 39 SP:Iteration 35Q (9001.877197 sec): 3 clusters Score: Raw -304523.363098 + Penalty 2983.373651 = -301539.989447 nChanged 34 SP:Iteration 36Q (9001.971200 sec): 3 clusters Score: Raw -304544.883721 + Penalty 2983.373651 = -301561.510070 nChanged 41 SP:Iteration 37Q (9002.074198 sec): 3 clusters Score: Raw -304563.313684 + Penalty 2983.373651 = -301579.940033 nChanged 33 SP:Iteration 38Q (9002.188252 sec): 3 clusters Score: Raw -304572.169678 + Penalty 2983.373651 = -301588.796026 nChanged 25 SP:Iteration 39Q (9002.296324 sec): 3 clusters Score: Raw -304579.961545 + Penalty 2983.373651 = -301596.587894 nChanged 24 SP:Iteration 40F (9002.400241 sec): 3 clusters Score: Raw -304591.186827 + Penalty 2983.373651 = -301607.813176 nChanged 22 SP:Iteration 41Q (9002.471818 sec): 3 clusters Score: Raw -304599.217809 + Penalty 2983.373651 = -301615.844158 nChanged 17 SP:Iteration 42Q (9002.586367 sec): 3 clusters Score: Raw -304605.887665 + Penalty 2983.373651 = -301622.514013 nChanged 28 SP:Iteration 43Q (9002.658303 sec): 3 clusters Score: Raw -304615.538399 + Penalty 2983.373651 = -301632.164747 nChanged 22 SP:Iteration 44Q (9002.750977 sec): 3 clusters Score: Raw -304623.641074 + Penalty 2983.373651 = -301640.267423 nChanged 20 SP:Iteration 45Q (9002.826539 sec): 3 clusters Score: Raw -304628.395225 + Penalty 2983.373651 = -301645.021573 nChanged 15 SP:Iteration 46Q (9002.925763 sec): 3 clusters Score: Raw -304632.204471 + Penalty 2983.373651 = -301648.830820 nChanged 12 SP:Iteration 47Q (9003.005679 sec): 3 clusters Score: Raw -304634.177328 + Penalty 2983.373651 = -301650.803677 nChanged 5 SP:Iteration 48Q (9003.104373 sec): 3 clusters Score: Raw -304635.565022 + Penalty 2983.373651 = -301652.191370 nChanged 7 SP:Iteration 49Q (9003.184920 sec): 3 clusters Score: Raw -304637.494714 + Penalty 2983.373651 = -301654.121063 nChanged 6 SP:Iteration 50Q (9003.272174 sec): 3 clusters Score: Raw -304639.179239 + Penalty 2983.373651 = -301655.805587 nChanged 8 SP:Iteration 51Q (9003.380336 sec): 3 clusters Score: Raw -304641.113847 + Penalty 2983.373651 = -301657.740195 nChanged 6 SP:Iteration 52Q (9003.475607 sec): 3 clusters Score: Raw -304643.043020 + Penalty 2983.373651 = -301659.669369 nChanged 7 SP:Iteration 53Q (9003.564795 sec): 3 clusters Score: Raw -304644.491998 + Penalty 2983.373651 = -301661.118347 nChanged 6 SP:Iteration 54Q (9003.649216 sec): 3 clusters Score: Raw -304645.817566 + Penalty 2983.373651 = -301662.443915 nChanged 5 SP:Iteration 55Q (9003.741711 sec): 3 clusters Score: Raw -304648.034853 + Penalty 2983.373651 = -301664.661202 nChanged 11 SP:Iteration 56Q (9003.832036 sec): 3 clusters Score: Raw -304650.886318 + Penalty 2983.373651 = -301667.512667 nChanged 11 SP:Iteration 57Q (9003.925992 sec): 3 clusters Score: Raw -304654.297008 + Penalty 2983.373651 = -301670.923357 nChanged 7 SP:Iteration 58Q (9004.013780 sec): 3 clusters Score: Raw -304655.523153 + Penalty 2983.373651 = -301672.149502 nChanged 7 SP:Iteration 59Q (9004.101805 sec): 3 clusters Score: Raw -304657.613496 + Penalty 2983.373651 = -301674.239844 nChanged 4 SP:Iteration 60F (9004.193140 sec): 3 clusters Score: Raw -304659.399836 + Penalty 2983.373651 = -301676.026185 nChanged 4 SP:Iteration 61Q (9004.300130 sec): 3 clusters Score: Raw -304660.473762 + Penalty 2983.373651 = -301677.100110 nChanged 4 SP:Iteration 62Q (9004.375955 sec): 3 clusters Score: Raw -304661.676585 + Penalty 2983.373651 = -301678.302934 nChanged 2 SP:Iteration 63Q (9004.470684 sec): 3 clusters Score: Raw -304661.963055 + Penalty 2983.373651 = -301678.589404 nChanged 2 SP:Iteration 64Q (9004.565377 sec): 3 clusters Score: Raw -304662.470141 + Penalty 2983.373651 = -301679.096490 nChanged 3 SP:Iteration 65Q (9004.657584 sec): 3 clusters Score: Raw -304663.066083 + Penalty 2983.373651 = -301679.692432 nChanged 2 SP:Iteration 66Q (9004.761472 sec): 3 clusters Score: Raw -304663.363436 + Penalty 2983.373651 = -301679.989785 nChanged 2 SP:Iteration 67Q (9004.853127 sec): 3 clusters Score: Raw -304663.531411 + Penalty 2983.373651 = -301680.157760 nChanged 3 SP:Iteration 68Q (9004.932480 sec): 3 clusters Score: Raw -304664.123447 + Penalty 2983.373651 = -301680.749795 nChanged 5 SP:Iteration 69Q (9005.031375 sec): 3 clusters Score: Raw -304665.448646 + Penalty 2983.373651 = -301682.074995 nChanged 5 SP:Iteration 70Q (9005.102737 sec): 3 clusters Score: Raw -304666.286377 + Penalty 2983.373651 = -301682.912726 nChanged 2 SP:Iteration 71Q (9005.212397 sec): 3 clusters Score: Raw -304666.716107 + Penalty 2983.373651 = -301683.342455 nChanged 0 SP:Iteration 72F (9005.304927 sec): 3 clusters Score: Raw -304666.716107 + Penalty 2983.373651 = -301683.342455 nChanged 0 Trying to split cluster 13 (5071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9005.358540 sec): 2 clusters Score: Raw -329482.493451 + Penalty 1497.241977 = -327985.251474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9005.453611 sec): 3 clusters Score: Raw -326925.238256 + Penalty 2994.483954 = -323930.754302 nChanged 2015 SP:Iteration 1F (9005.530583 sec): 3 clusters Score: Raw -328074.983794 + Penalty 2994.483954 = -325080.499840 nChanged 416 SP:Iteration 2F (9005.628325 sec): 3 clusters Score: Raw -328350.246486 + Penalty 2994.483954 = -325355.762532 nChanged 302 SP:Iteration 3F (9005.745610 sec): 3 clusters Score: Raw -328540.993779 + Penalty 2994.483954 = -325546.509825 nChanged 271 SP:Iteration 4F (9005.825611 sec): 3 clusters Score: Raw -328703.854747 + Penalty 2994.483954 = -325709.370793 nChanged 224 SP:Iteration 5Q (9005.907437 sec): 3 clusters Score: Raw -328850.821391 + Penalty 2994.483954 = -325856.337437 nChanged 211 SP:Iteration 6Q (9006.024741 sec): 3 clusters Score: Raw -328992.574821 + Penalty 2994.483954 = -325998.090867 nChanged 180 SP:Iteration 7Q (9006.102353 sec): 3 clusters Score: Raw -329107.371400 + Penalty 2994.483954 = -326112.887446 nChanged 188 SP:Iteration 8Q (9006.215814 sec): 3 clusters Score: Raw -329231.189216 + Penalty 2994.483954 = -326236.705262 nChanged 177 SP:Iteration 9Q (9006.308680 sec): 3 clusters Score: Raw -329355.705303 + Penalty 2994.483954 = -326361.221349 nChanged 162 SP:Iteration 10Q (9006.387298 sec): 3 clusters Score: Raw -329450.590143 + Penalty 2994.483954 = -326456.106189 nChanged 130 SP:Iteration 11Q (9006.501537 sec): 3 clusters Score: Raw -329533.750553 + Penalty 2994.483954 = -326539.266599 nChanged 140 SP:Iteration 12Q (9006.519110 sec): 3 clusters Score: Raw -329600.897547 + Penalty 2994.483954 = -326606.413593 nChanged 86 SP:Iteration 13Q (9006.562112 sec): 3 clusters Score: Raw -329637.261113 + Penalty 2994.483954 = -326642.777159 nChanged 67 SP:Iteration 14Q (9006.678153 sec): 3 clusters Score: Raw -329662.783863 + Penalty 2994.483954 = -326668.299910 nChanged 67 SP:Iteration 15Q (9006.773127 sec): 3 clusters Score: Raw -329690.878369 + Penalty 2994.483954 = -326696.394415 nChanged 76 SP:Iteration 16Q (9006.867125 sec): 3 clusters Score: Raw -329722.065314 + Penalty 2994.483954 = -326727.581360 nChanged 68 SP:Iteration 17Q (9006.961564 sec): 3 clusters Score: Raw -329751.417504 + Penalty 2994.483954 = -326756.933550 nChanged 63 SP:Iteration 18Q (9007.056742 sec): 3 clusters Score: Raw -329780.836834 + Penalty 2994.483954 = -326786.352881 nChanged 68 SP:Iteration 19Q (9007.153334 sec): 3 clusters Score: Raw -329811.355760 + Penalty 2994.483954 = -326816.871807 nChanged 58 SP:Iteration 20F (9007.240033 sec): 3 clusters Score: Raw -329835.019531 + Penalty 2994.483954 = -326840.535577 nChanged 49 SP:Iteration 21Q (9007.334863 sec): 3 clusters Score: Raw -329853.550551 + Penalty 2994.483954 = -326859.066597 nChanged 41 SP:Iteration 22Q (9007.430334 sec): 3 clusters Score: Raw -329866.753194 + Penalty 2994.483954 = -326872.269240 nChanged 30 SP:Iteration 23Q (9007.500714 sec): 3 clusters Score: Raw -329874.177266 + Penalty 2994.483954 = -326879.693312 nChanged 22 SP:Iteration 24Q (9007.613256 sec): 3 clusters Score: Raw -329881.666464 + Penalty 2994.483954 = -326887.182510 nChanged 23 SP:Iteration 25Q (9007.687596 sec): 3 clusters Score: Raw -329890.052987 + Penalty 2994.483954 = -326895.569033 nChanged 19 SP:Iteration 26Q (9007.801616 sec): 3 clusters Score: Raw -329895.999431 + Penalty 2994.483954 = -326901.515477 nChanged 24 SP:Iteration 27Q (9007.883393 sec): 3 clusters Score: Raw -329902.736180 + Penalty 2994.483954 = -326908.252226 nChanged 23 SP:Iteration 28Q (9007.970488 sec): 3 clusters Score: Raw -329909.995421 + Penalty 2994.483954 = -326915.511467 nChanged 15 SP:Iteration 29Q (9008.038200 sec): 3 clusters Score: Raw -329913.635679 + Penalty 2994.483954 = -326919.151725 nChanged 17 SP:Iteration 30Q (9008.123549 sec): 3 clusters Score: Raw -329918.077868 + Penalty 2994.483954 = -326923.593915 nChanged 7 SP:Iteration 31Q (9008.225166 sec): 3 clusters Score: Raw -329919.614295 + Penalty 2994.483954 = -326925.130342 nChanged 4 SP:Iteration 32Q (9008.305784 sec): 3 clusters Score: Raw -329920.526112 + Penalty 2994.483954 = -326926.042158 nChanged 2 SP:Iteration 33Q (9008.411075 sec): 3 clusters Score: Raw -329921.063051 + Penalty 2994.483954 = -326926.579097 nChanged 3 SP:Iteration 34Q (9008.489151 sec): 3 clusters Score: Raw -329921.785077 + Penalty 2994.483954 = -326927.301123 nChanged 3 SP:Iteration 35Q (9008.608445 sec): 3 clusters Score: Raw -329922.813638 + Penalty 2994.483954 = -326928.329684 nChanged 1 SP:Iteration 36Q (9008.700208 sec): 3 clusters Score: Raw -329923.012416 + Penalty 2994.483954 = -326928.528462 nChanged 0 SP:Iteration 37F (9008.797275 sec): 3 clusters Score: Raw -329923.012416 + Penalty 2994.483954 = -326928.528462 nChanged 0 Trying to split cluster 14 (5912 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9008.853223 sec): 2 clusters Score: Raw -340153.363411 + Penalty 1524.171776 = -338629.191635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9008.945976 sec): 3 clusters Score: Raw -337095.814605 + Penalty 3048.343551 = -334047.471053 nChanged 2384 SP:Iteration 1F (9009.037539 sec): 3 clusters Score: Raw -338552.218507 + Penalty 3048.343551 = -335503.874956 nChanged 452 SP:Iteration 2F (9009.125090 sec): 3 clusters Score: Raw -338823.353158 + Penalty 3048.343551 = -335775.009607 nChanged 329 SP:Iteration 3F (9009.215361 sec): 3 clusters Score: Raw -339025.818105 + Penalty 3048.343551 = -335977.474553 nChanged 291 SP:Iteration 4Q (9009.302054 sec): 3 clusters Score: Raw -339199.094308 + Penalty 3048.343551 = -336150.750757 nChanged 260 SP:Iteration 5Q (9009.403138 sec): 3 clusters Score: Raw -339348.795508 + Penalty 3048.343551 = -336300.451957 nChanged 240 SP:Iteration 6Q (9009.481278 sec): 3 clusters Score: Raw -339495.537042 + Penalty 3048.343551 = -336447.193491 nChanged 210 SP:Iteration 7Q (9009.574742 sec): 3 clusters Score: Raw -339605.659990 + Penalty 3048.343551 = -336557.316438 nChanged 172 SP:Iteration 8Q (9009.668642 sec): 3 clusters Score: Raw -339704.517388 + Penalty 3048.343551 = -336656.173837 nChanged 180 SP:Iteration 9Q (9009.764313 sec): 3 clusters Score: Raw -339809.556462 + Penalty 3048.343551 = -336761.212910 nChanged 179 SP:Iteration 10Q (9009.872911 sec): 3 clusters Score: Raw -339917.225884 + Penalty 3048.343551 = -336868.882333 nChanged 160 SP:Iteration 11Q (9009.965308 sec): 3 clusters Score: Raw -340009.243506 + Penalty 3048.343551 = -336960.899955 nChanged 164 SP:Iteration 12Q (9010.062338 sec): 3 clusters Score: Raw -340088.239743 + Penalty 3048.343551 = -337039.896192 nChanged 135 SP:Iteration 13Q (9010.159250 sec): 3 clusters Score: Raw -340139.358780 + Penalty 3048.343551 = -337091.015229 nChanged 102 SP:Iteration 14Q (9010.253771 sec): 3 clusters Score: Raw -340175.270840 + Penalty 3048.343551 = -337126.927289 nChanged 86 SP:Iteration 15Q (9010.329457 sec): 3 clusters Score: Raw -340205.873229 + Penalty 3048.343551 = -337157.529678 nChanged 79 SP:Iteration 16Q (9010.446159 sec): 3 clusters Score: Raw -340230.715130 + Penalty 3048.343551 = -337182.371578 nChanged 66 SP:Iteration 17Q (9010.539489 sec): 3 clusters Score: Raw -340253.019957 + Penalty 3048.343551 = -337204.676406 nChanged 51 SP:Iteration 18Q (9010.628566 sec): 3 clusters Score: Raw -340268.236817 + Penalty 3048.343551 = -337219.893266 nChanged 56 SP:Iteration 19Q (9010.719086 sec): 3 clusters Score: Raw -340283.816498 + Penalty 3048.343551 = -337235.472946 nChanged 54 SP:Iteration 20F (9010.815346 sec): 3 clusters Score: Raw -340298.224249 + Penalty 3048.343551 = -337249.880698 nChanged 37 SP:Iteration 21Q (9010.905066 sec): 3 clusters Score: Raw -340309.742586 + Penalty 3048.343551 = -337261.399034 nChanged 42 SP:Iteration 22Q (9010.980254 sec): 3 clusters Score: Raw -340317.950758 + Penalty 3048.343551 = -337269.607207 nChanged 26 SP:Iteration 23Q (9011.077377 sec): 3 clusters Score: Raw -340324.669419 + Penalty 3048.343551 = -337276.325867 nChanged 22 SP:Iteration 24Q (9011.153305 sec): 3 clusters Score: Raw -340329.438028 + Penalty 3048.343551 = -337281.094476 nChanged 13 SP:Iteration 25Q (9011.259095 sec): 3 clusters Score: Raw -340332.455542 + Penalty 3048.343551 = -337284.111990 nChanged 7 SP:Iteration 26Q (9011.333091 sec): 3 clusters Score: Raw -340333.422248 + Penalty 3048.343551 = -337285.078697 nChanged 1 SP:Iteration 27Q (9011.424038 sec): 3 clusters Score: Raw -340333.556090 + Penalty 3048.343551 = -337285.212539 nChanged 2 SP:Iteration 28Q (9011.507312 sec): 3 clusters Score: Raw -340333.871559 + Penalty 3048.343551 = -337285.528007 nChanged 2 SP:Iteration 29Q (9011.613342 sec): 3 clusters Score: Raw -340334.111487 + Penalty 3048.343551 = -337285.767935 nChanged 1 SP:Iteration 30Q (9011.692765 sec): 3 clusters Score: Raw -340334.206283 + Penalty 3048.343551 = -337285.862732 nChanged 0 SP:Iteration 31F (9011.771219 sec): 3 clusters Score: Raw -340334.206283 + Penalty 3048.343551 = -337285.862732 nChanged 0 Trying to split cluster 15 (2626 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9011.836462 sec): 2 clusters Score: Raw -127869.420445 + Penalty 1381.749593 = -126487.670852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9011.906771 sec): 3 clusters Score: Raw -126708.742235 + Penalty 2763.499186 = -123945.243049 nChanged 942 SP:Iteration 1F (9012.002581 sec): 3 clusters Score: Raw -127409.762061 + Penalty 2763.499186 = -124646.262875 nChanged 247 SP:Iteration 2F (9012.083092 sec): 3 clusters Score: Raw -127647.547819 + Penalty 2763.499186 = -124884.048633 nChanged 186 SP:Iteration 3F (9012.185497 sec): 3 clusters Score: Raw -127828.038445 + Penalty 2763.499186 = -125064.539258 nChanged 145 SP:Iteration 4F (9012.276046 sec): 3 clusters Score: Raw -127987.170629 + Penalty 2763.499186 = -125223.671442 nChanged 122 SP:Iteration 5Q (9012.369593 sec): 3 clusters Score: Raw -128113.549911 + Penalty 2763.499186 = -125350.050724 nChanged 88 SP:Iteration 6Q (9012.447033 sec): 3 clusters Score: Raw -128201.650035 + Penalty 2763.499186 = -125438.150849 nChanged 69 SP:Iteration 7Q (9012.513409 sec): 3 clusters Score: Raw -128285.732965 + Penalty 2763.499186 = -125522.233778 nChanged 87 SP:Iteration 8Q (9012.613482 sec): 3 clusters Score: Raw -128390.517311 + Penalty 2763.499186 = -125627.018124 nChanged 69 SP:Iteration 9Q (9012.681494 sec): 3 clusters Score: Raw -128459.515384 + Penalty 2763.499186 = -125696.016198 nChanged 56 SP:Iteration 10Q (9012.767195 sec): 3 clusters Score: Raw -128502.503447 + Penalty 2763.499186 = -125739.004260 nChanged 43 SP:Iteration 11Q (9012.855065 sec): 3 clusters Score: Raw -128534.677471 + Penalty 2763.499186 = -125771.178285 nChanged 33 SP:Iteration 12Q (9012.942126 sec): 3 clusters Score: Raw -128560.184417 + Penalty 2763.499186 = -125796.685231 nChanged 34 SP:Iteration 13Q (9013.036728 sec): 3 clusters Score: Raw -128578.823507 + Penalty 2763.499186 = -125815.324321 nChanged 23 SP:Iteration 14Q (9013.131248 sec): 3 clusters Score: Raw -128590.016422 + Penalty 2763.499186 = -125826.517236 nChanged 18 SP:Iteration 15Q (9013.221537 sec): 3 clusters Score: Raw -128598.083892 + Penalty 2763.499186 = -125834.584706 nChanged 15 SP:Iteration 16Q (9013.311872 sec): 3 clusters Score: Raw -128605.393939 + Penalty 2763.499186 = -125841.894752 nChanged 9 SP:Iteration 17Q (9013.402149 sec): 3 clusters Score: Raw -128611.846130 + Penalty 2763.499186 = -125848.346944 nChanged 13 SP:Iteration 18Q (9013.493233 sec): 3 clusters Score: Raw -128621.136742 + Penalty 2763.499186 = -125857.637555 nChanged 15 SP:Iteration 19Q (9013.558878 sec): 3 clusters Score: Raw -128630.758037 + Penalty 2763.499186 = -125867.258851 nChanged 12 SP:Iteration 20F (9013.665001 sec): 3 clusters Score: Raw -128636.352994 + Penalty 2763.499186 = -125872.853808 nChanged 13 SP:Iteration 21Q (9013.749037 sec): 3 clusters Score: Raw -128642.597742 + Penalty 2763.499186 = -125879.098556 nChanged 12 SP:Iteration 22Q (9013.837573 sec): 3 clusters Score: Raw -128651.306847 + Penalty 2763.499186 = -125887.807661 nChanged 8 SP:Iteration 23Q (9013.908421 sec): 3 clusters Score: Raw -128659.172916 + Penalty 2763.499186 = -125895.673730 nChanged 13 SP:Iteration 24Q (9014.001236 sec): 3 clusters Score: Raw -128669.028250 + Penalty 2763.499186 = -125905.529064 nChanged 15 SP:Iteration 25Q (9014.081219 sec): 3 clusters Score: Raw -128676.876786 + Penalty 2763.499186 = -125913.377600 nChanged 8 SP:Iteration 26Q (9014.166085 sec): 3 clusters Score: Raw -128681.256225 + Penalty 2763.499186 = -125917.757039 nChanged 10 SP:Iteration 27Q (9014.250280 sec): 3 clusters Score: Raw -128686.842228 + Penalty 2763.499186 = -125923.343042 nChanged 11 SP:Iteration 28Q (9014.331644 sec): 3 clusters Score: Raw -128693.918071 + Penalty 2763.499186 = -125930.418884 nChanged 5 SP:Iteration 29Q (9014.417146 sec): 3 clusters Score: Raw -128696.907294 + Penalty 2763.499186 = -125933.408108 nChanged 4 SP:Iteration 30Q (9014.502138 sec): 3 clusters Score: Raw -128698.435961 + Penalty 2763.499186 = -125934.936774 nChanged 1 SP:Iteration 31Q (9014.580882 sec): 3 clusters Score: Raw -128699.332748 + Penalty 2763.499186 = -125935.833562 nChanged 1 SP:Iteration 32Q (9014.666204 sec): 3 clusters Score: Raw -128700.167761 + Penalty 2763.499186 = -125936.668575 nChanged 2 SP:Iteration 33Q (9014.736734 sec): 3 clusters Score: Raw -128703.001790 + Penalty 2763.499186 = -125939.502604 nChanged 4 SP:Iteration 34Q (9014.822213 sec): 3 clusters Score: Raw -128705.015837 + Penalty 2763.499186 = -125941.516651 nChanged 4 SP:Iteration 35Q (9014.911385 sec): 3 clusters Score: Raw -128707.278120 + Penalty 2763.499186 = -125943.778933 nChanged 9 SP:Iteration 36Q (9014.999032 sec): 3 clusters Score: Raw -128711.408908 + Penalty 2763.499186 = -125947.909722 nChanged 6 SP:Iteration 37Q (9015.103645 sec): 3 clusters Score: Raw -128714.445816 + Penalty 2763.499186 = -125950.946629 nChanged 5 SP:Iteration 38Q (9015.192152 sec): 3 clusters Score: Raw -128716.936165 + Penalty 2763.499186 = -125953.436979 nChanged 5 SP:Iteration 39Q (9015.274215 sec): 3 clusters Score: Raw -128719.069251 + Penalty 2763.499186 = -125955.570065 nChanged 4 SP:Iteration 40F (9015.335777 sec): 3 clusters Score: Raw -128721.613390 + Penalty 2763.499186 = -125958.114204 nChanged 6 SP:Iteration 41Q (9015.443940 sec): 3 clusters Score: Raw -128724.073110 + Penalty 2763.499186 = -125960.573924 nChanged 2 SP:Iteration 42Q (9015.531928 sec): 3 clusters Score: Raw -128724.803732 + Penalty 2763.499186 = -125961.304546 nChanged 2 SP:Iteration 43Q (9015.602979 sec): 3 clusters Score: Raw -128725.474020 + Penalty 2763.499186 = -125961.974834 nChanged 4 SP:Iteration 44Q (9015.691811 sec): 3 clusters Score: Raw -128727.685046 + Penalty 2763.499186 = -125964.185860 nChanged 5 SP:Iteration 45Q (9015.782981 sec): 3 clusters Score: Raw -128729.152580 + Penalty 2763.499186 = -125965.653394 nChanged 1 SP:Iteration 46Q (9015.873350 sec): 3 clusters Score: Raw -128729.971020 + Penalty 2763.499186 = -125966.471834 nChanged 3 SP:Iteration 47Q (9015.959768 sec): 3 clusters Score: Raw -128731.083462 + Penalty 2763.499186 = -125967.584276 nChanged 3 SP:Iteration 48Q (9016.063345 sec): 3 clusters Score: Raw -128732.578587 + Penalty 2763.499186 = -125969.079401 nChanged 0 SP:Iteration 49F (9016.139259 sec): 3 clusters Score: Raw -128732.578587 + Penalty 2763.499186 = -125969.079401 nChanged 0 Trying to split cluster 16 (2552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9016.206872 sec): 2 clusters Score: Raw -161998.914336 + Penalty 1376.733029 = -160622.181307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9016.274112 sec): 3 clusters Score: Raw -160888.733731 + Penalty 2753.466058 = -158135.267672 nChanged 932 SP:Iteration 1F (9016.363482 sec): 3 clusters Score: Raw -161506.252123 + Penalty 2753.466058 = -158752.786065 nChanged 202 SP:Iteration 2F (9016.452791 sec): 3 clusters Score: Raw -161675.969299 + Penalty 2753.466058 = -158922.503240 nChanged 150 SP:Iteration 3F (9016.540371 sec): 3 clusters Score: Raw -161842.871939 + Penalty 2753.466058 = -159089.405880 nChanged 128 SP:Iteration 4F (9016.626008 sec): 3 clusters Score: Raw -161986.352625 + Penalty 2753.466058 = -159232.886567 nChanged 122 SP:Iteration 5Q (9016.710026 sec): 3 clusters Score: Raw -162096.291821 + Penalty 2753.466058 = -159342.825763 nChanged 105 SP:Iteration 6Q (9016.797692 sec): 3 clusters Score: Raw -162209.257942 + Penalty 2753.466058 = -159455.791884 nChanged 94 SP:Iteration 7Q (9016.882968 sec): 3 clusters Score: Raw -162300.718629 + Penalty 2753.466058 = -159547.252571 nChanged 94 SP:Iteration 8Q (9016.961954 sec): 3 clusters Score: Raw -162379.823527 + Penalty 2753.466058 = -159626.357469 nChanged 83 SP:Iteration 9Q (9017.038969 sec): 3 clusters Score: Raw -162447.553254 + Penalty 2753.466058 = -159694.087196 nChanged 75 SP:Iteration 10Q (9017.137510 sec): 3 clusters Score: Raw -162513.435366 + Penalty 2753.466058 = -159759.969308 nChanged 73 SP:Iteration 11Q (9017.199286 sec): 3 clusters Score: Raw -162563.426837 + Penalty 2753.466058 = -159809.960778 nChanged 54 SP:Iteration 12Q (9017.304112 sec): 3 clusters Score: Raw -162604.022187 + Penalty 2753.466058 = -159850.556129 nChanged 46 SP:Iteration 13Q (9017.396261 sec): 3 clusters Score: Raw -162633.908374 + Penalty 2753.466058 = -159880.442316 nChanged 36 SP:Iteration 14Q (9017.478673 sec): 3 clusters Score: Raw -162658.650438 + Penalty 2753.466058 = -159905.184379 nChanged 43 SP:Iteration 15Q (9017.560728 sec): 3 clusters Score: Raw -162682.792905 + Penalty 2753.466058 = -159929.326847 nChanged 25 SP:Iteration 16Q (9017.632086 sec): 3 clusters Score: Raw -162696.585697 + Penalty 2753.466058 = -159943.119638 nChanged 16 SP:Iteration 17Q (9017.730291 sec): 3 clusters Score: Raw -162703.442907 + Penalty 2753.466058 = -159949.976849 nChanged 14 SP:Iteration 18Q (9017.804647 sec): 3 clusters Score: Raw -162708.199712 + Penalty 2753.466058 = -159954.733654 nChanged 9 SP:Iteration 19Q (9017.906754 sec): 3 clusters Score: Raw -162712.825174 + Penalty 2753.466058 = -159959.359115 nChanged 12 SP:Iteration 20F (9017.989407 sec): 3 clusters Score: Raw -162718.891908 + Penalty 2753.466058 = -159965.425849 nChanged 8 SP:Iteration 21Q (9018.075812 sec): 3 clusters Score: Raw -162723.199629 + Penalty 2753.466058 = -159969.733571 nChanged 8 SP:Iteration 22Q (9018.137702 sec): 3 clusters Score: Raw -162729.111025 + Penalty 2753.466058 = -159975.644967 nChanged 11 SP:Iteration 23Q (9018.243454 sec): 3 clusters Score: Raw -162734.590704 + Penalty 2753.466058 = -159981.124646 nChanged 11 SP:Iteration 24Q (9018.328661 sec): 3 clusters Score: Raw -162741.174781 + Penalty 2753.466058 = -159987.708723 nChanged 6 SP:Iteration 25Q (9018.414134 sec): 3 clusters Score: Raw -162743.923742 + Penalty 2753.466058 = -159990.457684 nChanged 6 SP:Iteration 26Q (9018.511607 sec): 3 clusters Score: Raw -162746.315408 + Penalty 2753.466058 = -159992.849350 nChanged 6 SP:Iteration 27Q (9018.598999 sec): 3 clusters Score: Raw -162748.923658 + Penalty 2753.466058 = -159995.457600 nChanged 5 SP:Iteration 28Q (9018.681078 sec): 3 clusters Score: Raw -162752.747591 + Penalty 2753.466058 = -159999.281533 nChanged 6 SP:Iteration 29Q (9018.769509 sec): 3 clusters Score: Raw -162755.934802 + Penalty 2753.466058 = -160002.468744 nChanged 7 SP:Iteration 30Q (9018.846764 sec): 3 clusters Score: Raw -162759.303861 + Penalty 2753.466058 = -160005.837803 nChanged 6 SP:Iteration 31Q (9018.950424 sec): 3 clusters Score: Raw -162761.568105 + Penalty 2753.466058 = -160008.102047 nChanged 4 SP:Iteration 32Q (9019.036126 sec): 3 clusters Score: Raw -162763.676906 + Penalty 2753.466058 = -160010.210847 nChanged 4 SP:Iteration 33Q (9019.098439 sec): 3 clusters Score: Raw -162764.649284 + Penalty 2753.466058 = -160011.183226 nChanged 2 SP:Iteration 34Q (9019.199411 sec): 3 clusters Score: Raw -162765.316063 + Penalty 2753.466058 = -160011.850005 nChanged 2 SP:Iteration 35Q (9019.282225 sec): 3 clusters Score: Raw -162765.968839 + Penalty 2753.466058 = -160012.502781 nChanged 2 SP:Iteration 36Q (9019.369923 sec): 3 clusters Score: Raw -162766.502809 + Penalty 2753.466058 = -160013.036751 nChanged 3 SP:Iteration 37Q (9019.460151 sec): 3 clusters Score: Raw -162767.342546 + Penalty 2753.466058 = -160013.876487 nChanged 0 SP:Iteration 38F (9019.522952 sec): 3 clusters Score: Raw -162767.342546 + Penalty 2753.466058 = -160013.876487 nChanged 0 Trying to split cluster 17 (3800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9019.591635 sec): 2 clusters Score: Raw -270138.145134 + Penalty 1446.603739 = -268691.541395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9019.682594 sec): 3 clusters Score: Raw -268268.635450 + Penalty 2893.207477 = -265375.427973 nChanged 1482 SP:Iteration 1F (9019.739246 sec): 3 clusters Score: Raw -269129.987574 + Penalty 2893.207477 = -266236.780097 nChanged 282 SP:Iteration 2F (9019.842894 sec): 3 clusters Score: Raw -269309.675930 + Penalty 2893.207477 = -266416.468452 nChanged 210 SP:Iteration 3F (9019.922481 sec): 3 clusters Score: Raw -269443.125620 + Penalty 2893.207477 = -266549.918142 nChanged 152 SP:Iteration 4Q (9019.993925 sec): 3 clusters Score: Raw -269522.653012 + Penalty 2893.207477 = -266629.445534 nChanged 96 SP:Iteration 5Q (9020.097510 sec): 3 clusters Score: Raw -269566.685083 + Penalty 2893.207477 = -266673.477605 nChanged 89 SP:Iteration 6Q (9020.174041 sec): 3 clusters Score: Raw -269600.691730 + Penalty 2893.207477 = -266707.484252 nChanged 64 SP:Iteration 7Q (9020.258841 sec): 3 clusters Score: Raw -269624.675918 + Penalty 2893.207477 = -266731.468441 nChanged 56 SP:Iteration 8Q (9020.343429 sec): 3 clusters Score: Raw -269647.466008 + Penalty 2893.207477 = -266754.258531 nChanged 57 SP:Iteration 9Q (9020.417840 sec): 3 clusters Score: Raw -269668.579855 + Penalty 2893.207477 = -266775.372378 nChanged 55 SP:Iteration 10Q (9020.493032 sec): 3 clusters Score: Raw -269691.974194 + Penalty 2893.207477 = -266798.766717 nChanged 52 SP:Iteration 11Q (9020.588974 sec): 3 clusters Score: Raw -269713.449003 + Penalty 2893.207477 = -266820.241526 nChanged 55 SP:Iteration 12Q (9020.711609 sec): 3 clusters Score: Raw -269733.679504 + Penalty 2893.207477 = -266840.472026 nChanged 55 SP:Iteration 13Q (9020.795405 sec): 3 clusters Score: Raw -269755.202554 + Penalty 2893.207477 = -266861.995077 nChanged 55 SP:Iteration 14Q (9020.920978 sec): 3 clusters Score: Raw -269774.375620 + Penalty 2893.207477 = -266881.168143 nChanged 40 SP:Iteration 15Q (9021.018414 sec): 3 clusters Score: Raw -269787.033826 + Penalty 2893.207477 = -266893.826349 nChanged 50 SP:Iteration 16Q (9021.114321 sec): 3 clusters Score: Raw -269804.370875 + Penalty 2893.207477 = -266911.163398 nChanged 54 SP:Iteration 17Q (9021.208173 sec): 3 clusters Score: Raw -269824.616701 + Penalty 2893.207477 = -266931.409224 nChanged 54 SP:Iteration 18Q (9021.300749 sec): 3 clusters Score: Raw -269846.900542 + Penalty 2893.207477 = -266953.693065 nChanged 39 SP:Iteration 19Q (9021.403988 sec): 3 clusters Score: Raw -269862.549385 + Penalty 2893.207477 = -266969.341908 nChanged 38 SP:Iteration 20F (9021.526281 sec): 3 clusters Score: Raw -269878.808526 + Penalty 2893.207477 = -266985.601049 nChanged 39 SP:Iteration 21Q (9021.611820 sec): 3 clusters Score: Raw -269896.037866 + Penalty 2893.207477 = -267002.830389 nChanged 42 SP:Iteration 22Q (9021.717015 sec): 3 clusters Score: Raw -269912.040805 + Penalty 2893.207477 = -267018.833328 nChanged 39 SP:Iteration 23Q (9021.824949 sec): 3 clusters Score: Raw -269927.570974 + Penalty 2893.207477 = -267034.363496 nChanged 36 SP:Iteration 24Q (9021.916024 sec): 3 clusters Score: Raw -269940.257028 + Penalty 2893.207477 = -267047.049550 nChanged 27 SP:Iteration 25Q (9022.012320 sec): 3 clusters Score: Raw -269950.028867 + Penalty 2893.207477 = -267056.821390 nChanged 25 SP:Iteration 26Q (9022.103753 sec): 3 clusters Score: Raw -269958.845514 + Penalty 2893.207477 = -267065.638036 nChanged 26 SP:Iteration 27Q (9022.202463 sec): 3 clusters Score: Raw -269968.676394 + Penalty 2893.207477 = -267075.468917 nChanged 23 SP:Iteration 28Q (9022.309150 sec): 3 clusters Score: Raw -269978.819013 + Penalty 2893.207477 = -267085.611536 nChanged 26 SP:Iteration 29Q (9022.419058 sec): 3 clusters Score: Raw -269989.153915 + Penalty 2893.207477 = -267095.946438 nChanged 23 SP:Iteration 30Q (9022.508478 sec): 3 clusters Score: Raw -269999.692086 + Penalty 2893.207477 = -267106.484608 nChanged 22 SP:Iteration 31Q (9022.602520 sec): 3 clusters Score: Raw -270012.962793 + Penalty 2893.207477 = -267119.755316 nChanged 26 SP:Iteration 32Q (9022.699512 sec): 3 clusters Score: Raw -270027.558808 + Penalty 2893.207477 = -267134.351330 nChanged 26 SP:Iteration 33Q (9022.792646 sec): 3 clusters Score: Raw -270038.942233 + Penalty 2893.207477 = -267145.734756 nChanged 27 SP:Iteration 34Q (9022.883942 sec): 3 clusters Score: Raw -270053.433566 + Penalty 2893.207477 = -267160.226089 nChanged 31 SP:Iteration 35Q (9023.016991 sec): 3 clusters Score: Raw -270072.746414 + Penalty 2893.207477 = -267179.538937 nChanged 36 SP:Iteration 36Q (9023.107212 sec): 3 clusters Score: Raw -270103.107601 + Penalty 2893.207477 = -267209.900123 nChanged 43 SP:Iteration 37Q (9023.267710 sec): 3 clusters Score: Raw -270138.555890 + Penalty 2893.207477 = -267245.348413 nChanged 40 SP:Iteration 38Q (9023.394024 sec): 3 clusters Score: Raw -270168.532933 + Penalty 2893.207477 = -267275.325455 nChanged 40 SP:Iteration 39Q (9023.490094 sec): 3 clusters Score: Raw -270197.147827 + Penalty 2893.207477 = -267303.940350 nChanged 40 SP:Iteration 40F (9023.606604 sec): 3 clusters Score: Raw -270225.328404 + Penalty 2893.207477 = -267332.120926 nChanged 29 SP:Iteration 41Q (9023.713974 sec): 3 clusters Score: Raw -270241.954945 + Penalty 2893.207477 = -267348.747468 nChanged 24 SP:Iteration 42Q (9023.810625 sec): 3 clusters Score: Raw -270258.925433 + Penalty 2893.207477 = -267365.717955 nChanged 34 SP:Iteration 43Q (9023.911012 sec): 3 clusters Score: Raw -270279.633454 + Penalty 2893.207477 = -267386.425976 nChanged 28 SP:Iteration 44Q (9023.998461 sec): 3 clusters Score: Raw -270294.026434 + Penalty 2893.207477 = -267400.818957 nChanged 20 SP:Iteration 45Q (9024.101181 sec): 3 clusters Score: Raw -270305.156825 + Penalty 2893.207477 = -267411.949348 nChanged 16 SP:Iteration 46Q (9024.198006 sec): 3 clusters Score: Raw -270314.423268 + Penalty 2893.207477 = -267421.215791 nChanged 9 SP:Iteration 47Q (9024.304269 sec): 3 clusters Score: Raw -270319.684997 + Penalty 2893.207477 = -267426.477520 nChanged 7 SP:Iteration 48Q (9024.402553 sec): 3 clusters Score: Raw -270322.504152 + Penalty 2893.207477 = -267429.296674 nChanged 8 SP:Iteration 49Q (9024.498930 sec): 3 clusters Score: Raw -270328.048979 + Penalty 2893.207477 = -267434.841501 nChanged 4 SP:Iteration 50Q (9024.594961 sec): 3 clusters Score: Raw -270331.035939 + Penalty 2893.207477 = -267437.828462 nChanged 8 SP:Iteration 51Q (9024.724448 sec): 3 clusters Score: Raw -270334.414285 + Penalty 2893.207477 = -267441.206808 nChanged 5 SP:Iteration 52Q (9024.801448 sec): 3 clusters Score: Raw -270336.660530 + Penalty 2893.207477 = -267443.453053 nChanged 6 SP:Iteration 53Q (9024.893626 sec): 3 clusters Score: Raw -270338.884002 + Penalty 2893.207477 = -267445.676525 nChanged 2 SP:Iteration 54Q (9024.979539 sec): 3 clusters Score: Raw -270340.057643 + Penalty 2893.207477 = -267446.850166 nChanged 2 SP:Iteration 55Q (9025.045159 sec): 3 clusters Score: Raw -270341.098994 + Penalty 2893.207477 = -267447.891517 nChanged 3 SP:Iteration 56Q (9025.130661 sec): 3 clusters Score: Raw -270342.911359 + Penalty 2893.207477 = -267449.703882 nChanged 3 SP:Iteration 57Q (9025.213844 sec): 3 clusters Score: Raw -270344.416001 + Penalty 2893.207477 = -267451.208524 nChanged 2 SP:Iteration 58Q (9025.284924 sec): 3 clusters Score: Raw -270346.044034 + Penalty 2893.207477 = -267452.836557 nChanged 3 SP:Iteration 59Q (9025.393984 sec): 3 clusters Score: Raw -270347.136651 + Penalty 2893.207477 = -267453.929173 nChanged 2 SP:Iteration 60F (9025.484248 sec): 3 clusters Score: Raw -270348.976901 + Penalty 2893.207477 = -267455.769424 nChanged 2 SP:Iteration 61Q (9025.578280 sec): 3 clusters Score: Raw -270349.569048 + Penalty 2893.207477 = -267456.361570 nChanged 1 SP:Iteration 62Q (9025.660712 sec): 3 clusters Score: Raw -270349.719151 + Penalty 2893.207477 = -267456.511674 nChanged 0 SP:Iteration 63F (9025.749842 sec): 3 clusters Score: Raw -270349.719151 + Penalty 2893.207477 = -267456.511674 nChanged 0 Trying to split cluster 18 (5172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9025.793521 sec): 2 clusters Score: Raw -283434.128150 + Penalty 1500.703087 = -281933.425063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9025.882866 sec): 3 clusters Score: Raw -280769.092717 + Penalty 3001.406174 = -277767.686543 nChanged 2065 SP:Iteration 1F (9025.984121 sec): 3 clusters Score: Raw -282095.147607 + Penalty 3001.406174 = -279093.741434 nChanged 511 SP:Iteration 2F (9026.073245 sec): 3 clusters Score: Raw -282519.271198 + Penalty 3001.406174 = -279517.865025 nChanged 394 SP:Iteration 3F (9026.160036 sec): 3 clusters Score: Raw -282814.709131 + Penalty 3001.406174 = -279813.302958 nChanged 308 SP:Iteration 4F (9026.248245 sec): 3 clusters Score: Raw -283018.779606 + Penalty 3001.406174 = -280017.373433 nChanged 236 SP:Iteration 5Q (9026.350682 sec): 3 clusters Score: Raw -283166.103104 + Penalty 3001.406174 = -280164.696930 nChanged 188 SP:Iteration 6Q (9026.443917 sec): 3 clusters Score: Raw -283274.480492 + Penalty 3001.406174 = -280273.074318 nChanged 159 SP:Iteration 7Q (9026.536064 sec): 3 clusters Score: Raw -283363.097991 + Penalty 3001.406174 = -280361.691817 nChanged 127 SP:Iteration 8Q (9026.630143 sec): 3 clusters Score: Raw -283444.625873 + Penalty 3001.406174 = -280443.219699 nChanged 118 SP:Iteration 9Q (9026.721031 sec): 3 clusters Score: Raw -283527.036176 + Penalty 3001.406174 = -280525.630002 nChanged 123 SP:Iteration 10Q (9026.814960 sec): 3 clusters Score: Raw -283599.830036 + Penalty 3001.406174 = -280598.423863 nChanged 88 SP:Iteration 11Q (9026.911780 sec): 3 clusters Score: Raw -283644.025876 + Penalty 3001.406174 = -280642.619702 nChanged 71 SP:Iteration 12Q (9027.002861 sec): 3 clusters Score: Raw -283674.343405 + Penalty 3001.406174 = -280672.937231 nChanged 74 SP:Iteration 13Q (9027.079989 sec): 3 clusters Score: Raw -283701.165635 + Penalty 3001.406174 = -280699.759462 nChanged 48 SP:Iteration 14Q (9027.174135 sec): 3 clusters Score: Raw -283720.193362 + Penalty 3001.406174 = -280718.787188 nChanged 53 SP:Iteration 15Q (9027.286381 sec): 3 clusters Score: Raw -283736.906847 + Penalty 3001.406174 = -280735.500674 nChanged 46 SP:Iteration 16Q (9027.361255 sec): 3 clusters Score: Raw -283753.109361 + Penalty 3001.406174 = -280751.703187 nChanged 41 SP:Iteration 17Q (9027.444044 sec): 3 clusters Score: Raw -283768.786678 + Penalty 3001.406174 = -280767.380505 nChanged 29 SP:Iteration 18Q (9027.536030 sec): 3 clusters Score: Raw -283780.131933 + Penalty 3001.406174 = -280778.725759 nChanged 33 SP:Iteration 19Q (9027.629995 sec): 3 clusters Score: Raw -283787.598479 + Penalty 3001.406174 = -280786.192305 nChanged 22 SP:Iteration 20F (9027.712876 sec): 3 clusters Score: Raw -283792.412240 + Penalty 3001.406174 = -280791.006066 nChanged 18 SP:Iteration 21Q (9027.793688 sec): 3 clusters Score: Raw -283796.984436 + Penalty 3001.406174 = -280795.578262 nChanged 22 SP:Iteration 22Q (9027.883331 sec): 3 clusters Score: Raw -283803.622173 + Penalty 3001.406174 = -280802.215999 nChanged 23 SP:Iteration 23Q (9027.970370 sec): 3 clusters Score: Raw -283810.659883 + Penalty 3001.406174 = -280809.253709 nChanged 26 SP:Iteration 24Q (9028.071682 sec): 3 clusters Score: Raw -283817.398754 + Penalty 3001.406174 = -280815.992580 nChanged 18 SP:Iteration 25Q (9028.144266 sec): 3 clusters Score: Raw -283823.669140 + Penalty 3001.406174 = -280822.262966 nChanged 25 SP:Iteration 26Q (9028.234863 sec): 3 clusters Score: Raw -283830.936220 + Penalty 3001.406174 = -280829.530046 nChanged 20 SP:Iteration 27Q (9028.325410 sec): 3 clusters Score: Raw -283835.590084 + Penalty 3001.406174 = -280834.183911 nChanged 16 SP:Iteration 28Q (9028.417377 sec): 3 clusters Score: Raw -283838.771127 + Penalty 3001.406174 = -280837.364953 nChanged 11 SP:Iteration 29Q (9028.479229 sec): 3 clusters Score: Raw -283841.447626 + Penalty 3001.406174 = -280840.041453 nChanged 7 SP:Iteration 30Q (9028.571015 sec): 3 clusters Score: Raw -283843.523205 + Penalty 3001.406174 = -280842.117032 nChanged 6 SP:Iteration 31Q (9028.675214 sec): 3 clusters Score: Raw -283845.273096 + Penalty 3001.406174 = -280843.866922 nChanged 9 SP:Iteration 32Q (9028.751746 sec): 3 clusters Score: Raw -283846.637891 + Penalty 3001.406174 = -280845.231718 nChanged 2 SP:Iteration 33Q (9028.848187 sec): 3 clusters Score: Raw -283846.834906 + Penalty 3001.406174 = -280845.428732 nChanged 0 SP:Iteration 34F (9028.923875 sec): 3 clusters Score: Raw -283846.834906 + Penalty 3001.406174 = -280845.428732 nChanged 0 Trying to split cluster 19 (5278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9028.995747 sec): 2 clusters Score: Raw -311341.908560 + Penalty 1504.263592 = -309837.644968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9029.068483 sec): 3 clusters Score: Raw -308647.898749 + Penalty 3008.527183 = -305639.371565 nChanged 2115 SP:Iteration 1F (9029.176978 sec): 3 clusters Score: Raw -309940.934108 + Penalty 3008.527183 = -306932.406925 nChanged 438 SP:Iteration 2F (9029.252133 sec): 3 clusters Score: Raw -310249.383213 + Penalty 3008.527183 = -307240.856029 nChanged 324 SP:Iteration 3F (9029.340726 sec): 3 clusters Score: Raw -310483.703415 + Penalty 3008.527183 = -307475.176232 nChanged 288 SP:Iteration 4F (9029.416497 sec): 3 clusters Score: Raw -310717.088878 + Penalty 3008.527183 = -307708.561695 nChanged 320 SP:Iteration 5F (9029.504369 sec): 3 clusters Score: Raw -311013.601145 + Penalty 3008.527183 = -308005.073961 nChanged 308 SP:Iteration 6F (9029.597151 sec): 3 clusters Score: Raw -311309.868813 + Penalty 3008.527183 = -308301.341630 nChanged 261 SP:Iteration 7Q (9029.706936 sec): 3 clusters Score: Raw -311541.601969 + Penalty 3008.527183 = -308533.074786 nChanged 224 SP:Iteration 8Q (9029.801471 sec): 3 clusters Score: Raw -311706.935564 + Penalty 3008.527183 = -308698.408380 nChanged 212 SP:Iteration 9Q (9029.893251 sec): 3 clusters Score: Raw -311858.200902 + Penalty 3008.527183 = -308849.673719 nChanged 173 SP:Iteration 10Q (9029.980724 sec): 3 clusters Score: Raw -311967.731299 + Penalty 3008.527183 = -308959.204115 nChanged 143 SP:Iteration 11Q (9030.065574 sec): 3 clusters Score: Raw -312037.025383 + Penalty 3008.527183 = -309028.498200 nChanged 101 SP:Iteration 12Q (9030.151032 sec): 3 clusters Score: Raw -312088.632511 + Penalty 3008.527183 = -309080.105328 nChanged 84 SP:Iteration 13Q (9030.226444 sec): 3 clusters Score: Raw -312128.400659 + Penalty 3008.527183 = -309119.873476 nChanged 82 SP:Iteration 14Q (9030.318133 sec): 3 clusters Score: Raw -312161.464988 + Penalty 3008.527183 = -309152.937805 nChanged 60 SP:Iteration 15Q (9030.432972 sec): 3 clusters Score: Raw -312184.237838 + Penalty 3008.527183 = -309175.710654 nChanged 47 SP:Iteration 16Q (9030.511889 sec): 3 clusters Score: Raw -312202.515003 + Penalty 3008.527183 = -309193.987819 nChanged 41 SP:Iteration 17Q (9030.592837 sec): 3 clusters Score: Raw -312213.287904 + Penalty 3008.527183 = -309204.760721 nChanged 33 SP:Iteration 18Q (9030.687706 sec): 3 clusters Score: Raw -312223.401003 + Penalty 3008.527183 = -309214.873820 nChanged 27 SP:Iteration 19Q (9030.787506 sec): 3 clusters Score: Raw -312230.902661 + Penalty 3008.527183 = -309222.375478 nChanged 29 SP:Iteration 20F (9030.882188 sec): 3 clusters Score: Raw -312241.909277 + Penalty 3008.527183 = -309233.382093 nChanged 32 SP:Iteration 21Q (9030.959367 sec): 3 clusters Score: Raw -312254.688777 + Penalty 3008.527183 = -309246.161593 nChanged 38 SP:Iteration 22Q (9031.066500 sec): 3 clusters Score: Raw -312270.678747 + Penalty 3008.527183 = -309262.151563 nChanged 41 SP:Iteration 23Q (9031.159176 sec): 3 clusters Score: Raw -312289.283174 + Penalty 3008.527183 = -309280.755990 nChanged 44 SP:Iteration 24Q (9031.250765 sec): 3 clusters Score: Raw -312304.221629 + Penalty 3008.527183 = -309295.694445 nChanged 40 SP:Iteration 25Q (9031.320192 sec): 3 clusters Score: Raw -312316.951428 + Penalty 3008.527183 = -309308.424245 nChanged 33 SP:Iteration 26Q (9031.416224 sec): 3 clusters Score: Raw -312330.202321 + Penalty 3008.527183 = -309321.675137 nChanged 31 SP:Iteration 27Q (9031.503906 sec): 3 clusters Score: Raw -312337.738199 + Penalty 3008.527183 = -309329.211015 nChanged 26 SP:Iteration 28Q (9031.579293 sec): 3 clusters Score: Raw -312345.362792 + Penalty 3008.527183 = -309336.835609 nChanged 22 SP:Iteration 29Q (9031.674016 sec): 3 clusters Score: Raw -312352.681831 + Penalty 3008.527183 = -309344.154647 nChanged 23 SP:Iteration 30Q (9031.758755 sec): 3 clusters Score: Raw -312361.363851 + Penalty 3008.527183 = -309352.836668 nChanged 34 SP:Iteration 31Q (9031.845690 sec): 3 clusters Score: Raw -312372.620747 + Penalty 3008.527183 = -309364.093563 nChanged 30 SP:Iteration 32Q (9031.926621 sec): 3 clusters Score: Raw -312382.613263 + Penalty 3008.527183 = -309374.086080 nChanged 29 SP:Iteration 33Q (9032.014569 sec): 3 clusters Score: Raw -312391.974858 + Penalty 3008.527183 = -309383.447675 nChanged 27 SP:Iteration 34Q (9032.100541 sec): 3 clusters Score: Raw -312400.513922 + Penalty 3008.527183 = -309391.986739 nChanged 23 SP:Iteration 35Q (9032.201002 sec): 3 clusters Score: Raw -312408.090109 + Penalty 3008.527183 = -309399.562925 nChanged 19 SP:Iteration 36Q (9032.295989 sec): 3 clusters Score: Raw -312414.931712 + Penalty 3008.527183 = -309406.404529 nChanged 25 SP:Iteration 37Q (9032.377959 sec): 3 clusters Score: Raw -312423.116444 + Penalty 3008.527183 = -309414.589260 nChanged 20 SP:Iteration 38Q (9032.462191 sec): 3 clusters Score: Raw -312429.223264 + Penalty 3008.527183 = -309420.696081 nChanged 17 SP:Iteration 39Q (9032.560474 sec): 3 clusters Score: Raw -312433.809071 + Penalty 3008.527183 = -309425.281888 nChanged 17 SP:Iteration 40F (9032.648292 sec): 3 clusters Score: Raw -312438.457968 + Penalty 3008.527183 = -309429.930784 nChanged 17 SP:Iteration 41Q (9032.735985 sec): 3 clusters Score: Raw -312442.511125 + Penalty 3008.527183 = -309433.983942 nChanged 16 SP:Iteration 42Q (9032.800707 sec): 3 clusters Score: Raw -312447.684470 + Penalty 3008.527183 = -309439.157287 nChanged 13 SP:Iteration 43Q (9032.894494 sec): 3 clusters Score: Raw -312450.964439 + Penalty 3008.527183 = -309442.437256 nChanged 15 SP:Iteration 44Q (9032.985834 sec): 3 clusters Score: Raw -312454.214732 + Penalty 3008.527183 = -309445.687549 nChanged 13 SP:Iteration 45Q (9033.074471 sec): 3 clusters Score: Raw -312456.884710 + Penalty 3008.527183 = -309448.357526 nChanged 7 SP:Iteration 46Q (9033.165209 sec): 3 clusters Score: Raw -312458.945370 + Penalty 3008.527183 = -309450.418187 nChanged 9 SP:Iteration 47Q (9033.269223 sec): 3 clusters Score: Raw -312462.039950 + Penalty 3008.527183 = -309453.512766 nChanged 15 SP:Iteration 48Q (9033.362286 sec): 3 clusters Score: Raw -312466.190558 + Penalty 3008.527183 = -309457.663375 nChanged 14 SP:Iteration 49Q (9033.448727 sec): 3 clusters Score: Raw -312469.564750 + Penalty 3008.527183 = -309461.037567 nChanged 8 SP:Iteration 50Q (9033.536603 sec): 3 clusters Score: Raw -312471.102224 + Penalty 3008.527183 = -309462.575041 nChanged 6 SP:Iteration 51Q (9033.626674 sec): 3 clusters Score: Raw -312472.658673 + Penalty 3008.527183 = -309464.131490 nChanged 2 SP:Iteration 52Q (9033.716673 sec): 3 clusters Score: Raw -312473.039390 + Penalty 3008.527183 = -309464.512207 nChanged 0 SP:Iteration 53F (9033.789683 sec): 3 clusters Score: Raw -312473.039390 + Penalty 3008.527183 = -309464.512207 nChanged 0 Trying to split cluster 20 (6560 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9033.862092 sec): 2 clusters Score: Raw -425383.337613 + Penalty 1542.424902 = -423840.912710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9033.961054 sec): 3 clusters Score: Raw -421888.627435 + Penalty 3084.849805 = -418803.777631 nChanged 2681 SP:Iteration 1F (9034.057024 sec): 3 clusters Score: Raw -423348.092493 + Penalty 3084.849805 = -420263.242689 nChanged 513 SP:Iteration 2F (9034.131411 sec): 3 clusters Score: Raw -423666.682789 + Penalty 3084.849805 = -420581.832985 nChanged 414 SP:Iteration 3F (9034.241822 sec): 3 clusters Score: Raw -423903.644849 + Penalty 3084.849805 = -420818.795045 nChanged 349 SP:Iteration 4F (9034.336963 sec): 3 clusters Score: Raw -424104.306421 + Penalty 3084.849805 = -421019.456617 nChanged 309 SP:Iteration 5Q (9034.430406 sec): 3 clusters Score: Raw -424275.065483 + Penalty 3084.849805 = -421190.215678 nChanged 260 SP:Iteration 6Q (9034.517357 sec): 3 clusters Score: Raw -424424.144913 + Penalty 3084.849805 = -421339.295108 nChanged 258 SP:Iteration 7Q (9034.607902 sec): 3 clusters Score: Raw -424585.173649 + Penalty 3084.849805 = -421500.323844 nChanged 269 SP:Iteration 8Q (9034.686030 sec): 3 clusters Score: Raw -424753.903068 + Penalty 3084.849805 = -421669.053264 nChanged 217 SP:Iteration 9Q (9034.781126 sec): 3 clusters Score: Raw -424874.863727 + Penalty 3084.849805 = -421790.013922 nChanged 198 SP:Iteration 10Q (9034.879359 sec): 3 clusters Score: Raw -424997.816057 + Penalty 3084.849805 = -421912.966252 nChanged 177 SP:Iteration 11Q (9034.986036 sec): 3 clusters Score: Raw -425102.802904 + Penalty 3084.849805 = -422017.953100 nChanged 163 SP:Iteration 12Q (9035.058769 sec): 3 clusters Score: Raw -425195.920744 + Penalty 3084.849805 = -422111.070940 nChanged 147 SP:Iteration 13Q (9035.160031 sec): 3 clusters Score: Raw -425294.480683 + Penalty 3084.849805 = -422209.630878 nChanged 135 SP:Iteration 14Q (9035.268635 sec): 3 clusters Score: Raw -425369.452996 + Penalty 3084.849805 = -422284.603191 nChanged 124 SP:Iteration 15Q (9035.355664 sec): 3 clusters Score: Raw -425430.432868 + Penalty 3084.849805 = -422345.583063 nChanged 96 SP:Iteration 16Q (9035.459202 sec): 3 clusters Score: Raw -425475.646198 + Penalty 3084.849805 = -422390.796393 nChanged 81 SP:Iteration 17Q (9035.548328 sec): 3 clusters Score: Raw -425510.881394 + Penalty 3084.849805 = -422426.031590 nChanged 69 SP:Iteration 18Q (9035.647506 sec): 3 clusters Score: Raw -425544.982358 + Penalty 3084.849805 = -422460.132553 nChanged 72 SP:Iteration 19Q (9035.741778 sec): 3 clusters Score: Raw -425576.097682 + Penalty 3084.849805 = -422491.247877 nChanged 63 SP:Iteration 20F (9035.838509 sec): 3 clusters Score: Raw -425607.553983 + Penalty 3084.849805 = -422522.704178 nChanged 51 SP:Iteration 21Q (9035.934702 sec): 3 clusters Score: Raw -425627.075892 + Penalty 3084.849805 = -422542.226088 nChanged 36 SP:Iteration 22Q (9036.027216 sec): 3 clusters Score: Raw -425638.137176 + Penalty 3084.849805 = -422553.287372 nChanged 42 SP:Iteration 23Q (9036.123310 sec): 3 clusters Score: Raw -425653.989146 + Penalty 3084.849805 = -422569.139342 nChanged 41 SP:Iteration 24Q (9036.220630 sec): 3 clusters Score: Raw -425672.796884 + Penalty 3084.849805 = -422587.947080 nChanged 44 SP:Iteration 25Q (9036.315404 sec): 3 clusters Score: Raw -425690.433662 + Penalty 3084.849805 = -422605.583858 nChanged 44 SP:Iteration 26Q (9036.389519 sec): 3 clusters Score: Raw -425708.422844 + Penalty 3084.849805 = -422623.573040 nChanged 36 SP:Iteration 27Q (9036.496445 sec): 3 clusters Score: Raw -425724.885687 + Penalty 3084.849805 = -422640.035883 nChanged 34 SP:Iteration 28Q (9036.587116 sec): 3 clusters Score: Raw -425740.364962 + Penalty 3084.849805 = -422655.515157 nChanged 28 SP:Iteration 29Q (9036.661150 sec): 3 clusters Score: Raw -425750.603596 + Penalty 3084.849805 = -422665.753792 nChanged 36 SP:Iteration 30Q (9036.761222 sec): 3 clusters Score: Raw -425763.989514 + Penalty 3084.849805 = -422679.139709 nChanged 27 SP:Iteration 31Q (9036.852380 sec): 3 clusters Score: Raw -425773.591997 + Penalty 3084.849805 = -422688.742192 nChanged 26 SP:Iteration 32Q (9036.990766 sec): 3 clusters Score: Raw -425783.511965 + Penalty 3084.849805 = -422698.662160 nChanged 25 SP:Iteration 33Q (9037.090289 sec): 3 clusters Score: Raw -425792.645800 + Penalty 3084.849805 = -422707.795996 nChanged 24 SP:Iteration 34Q (9037.197476 sec): 3 clusters Score: Raw -425802.859395 + Penalty 3084.849805 = -422718.009591 nChanged 24 SP:Iteration 35Q (9037.310519 sec): 3 clusters Score: Raw -425814.276242 + Penalty 3084.849805 = -422729.426437 nChanged 33 SP:Iteration 36Q (9037.435790 sec): 3 clusters Score: Raw -425831.252152 + Penalty 3084.849805 = -422746.402348 nChanged 33 SP:Iteration 37Q (9037.539653 sec): 3 clusters Score: Raw -425847.446742 + Penalty 3084.849805 = -422762.596937 nChanged 36 SP:Iteration 38Q (9037.648504 sec): 3 clusters Score: Raw -425867.218579 + Penalty 3084.849805 = -422782.368774 nChanged 34 SP:Iteration 39Q (9037.781270 sec): 3 clusters Score: Raw -425884.878235 + Penalty 3084.849805 = -422800.028430 nChanged 41 SP:Iteration 40F (9037.884323 sec): 3 clusters Score: Raw -425904.880622 + Penalty 3084.849805 = -422820.030818 nChanged 29 SP:Iteration 41Q (9038.015296 sec): 3 clusters Score: Raw -425915.575836 + Penalty 3084.849805 = -422830.726031 nChanged 23 SP:Iteration 42Q (9038.125367 sec): 3 clusters Score: Raw -425926.721323 + Penalty 3084.849805 = -422841.871519 nChanged 22 SP:Iteration 43Q (9038.286205 sec): 3 clusters Score: Raw -425934.742628 + Penalty 3084.849805 = -422849.892823 nChanged 17 SP:Iteration 44Q (9038.421843 sec): 3 clusters Score: Raw -425939.569178 + Penalty 3084.849805 = -422854.719374 nChanged 14 SP:Iteration 45Q (9038.545086 sec): 3 clusters Score: Raw -425943.042903 + Penalty 3084.849805 = -422858.193098 nChanged 9 SP:Iteration 46Q (9038.682943 sec): 3 clusters Score: Raw -425944.718064 + Penalty 3084.849805 = -422859.868259 nChanged 7 SP:Iteration 47Q (9038.796240 sec): 3 clusters Score: Raw -425946.178534 + Penalty 3084.849805 = -422861.328729 nChanged 4 SP:Iteration 48Q (9038.903839 sec): 3 clusters Score: Raw -425947.754669 + Penalty 3084.849805 = -422862.904865 nChanged 4 SP:Iteration 49Q (9039.045838 sec): 3 clusters Score: Raw -425949.579795 + Penalty 3084.849805 = -422864.729990 nChanged 10 SP:Iteration 50Q (9039.141445 sec): 3 clusters Score: Raw -425952.976757 + Penalty 3084.849805 = -422868.126953 nChanged 4 SP:Iteration 51Q (9039.248059 sec): 3 clusters Score: Raw -425953.602562 + Penalty 3084.849805 = -422868.752758 nChanged 2 SP:Iteration 52Q (9039.388090 sec): 3 clusters Score: Raw -425953.834608 + Penalty 3084.849805 = -422868.984803 nChanged 2 SP:Iteration 53Q (9039.517536 sec): 3 clusters Score: Raw -425954.209554 + Penalty 3084.849805 = -422869.359750 nChanged 3 SP:Iteration 54Q (9039.602777 sec): 3 clusters Score: Raw -425954.837577 + Penalty 3084.849805 = -422869.987772 nChanged 2 SP:Iteration 55Q (9039.719756 sec): 3 clusters Score: Raw -425955.190845 + Penalty 3084.849805 = -422870.341040 nChanged 1 SP:Iteration 56Q (9039.827511 sec): 3 clusters Score: Raw -425955.510364 + Penalty 3084.849805 = -422870.660559 nChanged 1 SP:Iteration 57Q (9039.946324 sec): 3 clusters Score: Raw -425956.049216 + Penalty 3084.849805 = -422871.199411 nChanged 4 SP:Iteration 58Q (9040.046456 sec): 3 clusters Score: Raw -425957.372046 + Penalty 3084.849805 = -422872.522241 nChanged 2 SP:Iteration 59Q (9040.160367 sec): 3 clusters Score: Raw -425957.881119 + Penalty 3084.849805 = -422873.031315 nChanged 4 SP:Iteration 60F (9040.265811 sec): 3 clusters Score: Raw -425958.227646 + Penalty 3084.849805 = -422873.377841 nChanged 1 SP:Iteration 61Q (9040.374325 sec): 3 clusters Score: Raw -425958.281548 + Penalty 3084.849805 = -422873.431744 nChanged 1 SP:Iteration 62Q (9040.470111 sec): 3 clusters Score: Raw -425958.400396 + Penalty 3084.849805 = -422873.550592 nChanged 0 SP:Iteration 63F (9040.577268 sec): 3 clusters Score: Raw -425958.400396 + Penalty 3084.849805 = -422873.550592 nChanged 0 Trying to split cluster 21 (7269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9040.643446 sec): 2 clusters Score: Raw -469505.505509 + Penalty 1560.436139 = -467945.069370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9040.750292 sec): 3 clusters Score: Raw -465613.305808 + Penalty 3120.872277 = -462492.433531 nChanged 2959 SP:Iteration 1F (9040.841222 sec): 3 clusters Score: Raw -467229.218588 + Penalty 3120.872277 = -464108.346311 nChanged 551 SP:Iteration 2F (9040.957229 sec): 3 clusters Score: Raw -467560.899681 + Penalty 3120.872277 = -464440.027404 nChanged 466 SP:Iteration 3F (9041.060903 sec): 3 clusters Score: Raw -467837.193443 + Penalty 3120.872277 = -464716.321166 nChanged 408 SP:Iteration 4F (9041.156642 sec): 3 clusters Score: Raw -468079.822410 + Penalty 3120.872277 = -464958.950133 nChanged 395 SP:Iteration 5F (9041.258505 sec): 3 clusters Score: Raw -468328.169678 + Penalty 3120.872277 = -465207.297400 nChanged 353 SP:Iteration 6Q (9041.334338 sec): 3 clusters Score: Raw -468566.516759 + Penalty 3120.872277 = -465445.644482 nChanged 305 SP:Iteration 7Q (9041.442292 sec): 3 clusters Score: Raw -468780.393067 + Penalty 3120.872277 = -465659.520789 nChanged 281 SP:Iteration 8Q (9041.536818 sec): 3 clusters Score: Raw -468967.881150 + Penalty 3120.872277 = -465847.008873 nChanged 227 SP:Iteration 9Q (9041.639021 sec): 3 clusters Score: Raw -469110.823004 + Penalty 3120.872277 = -465989.950727 nChanged 168 SP:Iteration 10Q (9041.742061 sec): 3 clusters Score: Raw -469214.614653 + Penalty 3120.872277 = -466093.742376 nChanged 132 SP:Iteration 11Q (9041.851765 sec): 3 clusters Score: Raw -469297.233507 + Penalty 3120.872277 = -466176.361229 nChanged 124 SP:Iteration 12Q (9041.927597 sec): 3 clusters Score: Raw -469362.591158 + Penalty 3120.872277 = -466241.718881 nChanged 112 SP:Iteration 13Q (9042.031296 sec): 3 clusters Score: Raw -469422.190671 + Penalty 3120.872277 = -466301.318394 nChanged 97 SP:Iteration 14Q (9042.156299 sec): 3 clusters Score: Raw -469469.493794 + Penalty 3120.872277 = -466348.621517 nChanged 70 SP:Iteration 15Q (9042.256761 sec): 3 clusters Score: Raw -469507.300259 + Penalty 3120.872277 = -466386.427982 nChanged 57 SP:Iteration 16Q (9042.358197 sec): 3 clusters Score: Raw -469535.177978 + Penalty 3120.872277 = -466414.305701 nChanged 52 SP:Iteration 17Q (9042.475632 sec): 3 clusters Score: Raw -469564.078685 + Penalty 3120.872277 = -466443.206407 nChanged 50 SP:Iteration 18Q (9042.572494 sec): 3 clusters Score: Raw -469588.212447 + Penalty 3120.872277 = -466467.340170 nChanged 45 SP:Iteration 19Q (9042.679256 sec): 3 clusters Score: Raw -469609.488420 + Penalty 3120.872277 = -466488.616143 nChanged 36 SP:Iteration 20F (9042.789898 sec): 3 clusters Score: Raw -469627.578621 + Penalty 3120.872277 = -466506.706344 nChanged 43 SP:Iteration 21Q (9042.906012 sec): 3 clusters Score: Raw -469645.441153 + Penalty 3120.872277 = -466524.568875 nChanged 27 SP:Iteration 22Q (9043.011344 sec): 3 clusters Score: Raw -469654.309252 + Penalty 3120.872277 = -466533.436974 nChanged 28 SP:Iteration 23Q (9043.100796 sec): 3 clusters Score: Raw -469667.062141 + Penalty 3120.872277 = -466546.189864 nChanged 26 SP:Iteration 24Q (9043.184976 sec): 3 clusters Score: Raw -469676.716277 + Penalty 3120.872277 = -466555.844000 nChanged 20 SP:Iteration 25Q (9043.296201 sec): 3 clusters Score: Raw -469684.522151 + Penalty 3120.872277 = -466563.649874 nChanged 19 SP:Iteration 26Q (9043.411520 sec): 3 clusters Score: Raw -469691.878787 + Penalty 3120.872277 = -466571.006509 nChanged 15 SP:Iteration 27Q (9043.498989 sec): 3 clusters Score: Raw -469697.486444 + Penalty 3120.872277 = -466576.614167 nChanged 11 SP:Iteration 28Q (9043.616804 sec): 3 clusters Score: Raw -469702.558911 + Penalty 3120.872277 = -466581.686634 nChanged 12 SP:Iteration 29Q (9043.725993 sec): 3 clusters Score: Raw -469708.299331 + Penalty 3120.872277 = -466587.427053 nChanged 14 SP:Iteration 30Q (9043.834490 sec): 3 clusters Score: Raw -469713.257147 + Penalty 3120.872277 = -466592.384869 nChanged 9 SP:Iteration 31Q (9043.923380 sec): 3 clusters Score: Raw -469717.897187 + Penalty 3120.872277 = -466597.024909 nChanged 11 SP:Iteration 32Q (9044.051601 sec): 3 clusters Score: Raw -469722.008242 + Penalty 3120.872277 = -466601.135965 nChanged 11 SP:Iteration 33Q (9044.154920 sec): 3 clusters Score: Raw -469727.035718 + Penalty 3120.872277 = -466606.163440 nChanged 10 SP:Iteration 34Q (9044.257251 sec): 3 clusters Score: Raw -469730.776387 + Penalty 3120.872277 = -466609.904110 nChanged 9 SP:Iteration 35Q (9044.337882 sec): 3 clusters Score: Raw -469733.415292 + Penalty 3120.872277 = -466612.543015 nChanged 7 SP:Iteration 36Q (9044.460352 sec): 3 clusters Score: Raw -469735.735772 + Penalty 3120.872277 = -466614.863495 nChanged 3 SP:Iteration 37Q (9044.557224 sec): 3 clusters Score: Raw -469736.593397 + Penalty 3120.872277 = -466615.721120 nChanged 4 SP:Iteration 38Q (9044.649503 sec): 3 clusters Score: Raw -469738.042240 + Penalty 3120.872277 = -466617.169963 nChanged 4 SP:Iteration 39Q (9044.739238 sec): 3 clusters Score: Raw -469739.066255 + Penalty 3120.872277 = -466618.193978 nChanged 4 SP:Iteration 40F (9044.839480 sec): 3 clusters Score: Raw -469740.494702 + Penalty 3120.872277 = -466619.622424 nChanged 4 SP:Iteration 41Q (9044.941716 sec): 3 clusters Score: Raw -469741.771542 + Penalty 3120.872277 = -466620.899264 nChanged 4 SP:Iteration 42Q (9045.046685 sec): 3 clusters Score: Raw -469743.419645 + Penalty 3120.872277 = -466622.547367 nChanged 5 SP:Iteration 43Q (9045.130755 sec): 3 clusters Score: Raw -469744.991225 + Penalty 3120.872277 = -466624.118948 nChanged 2 SP:Iteration 44Q (9045.256688 sec): 3 clusters Score: Raw -469745.583740 + Penalty 3120.872277 = -466624.711463 nChanged 2 SP:Iteration 45Q (9045.333981 sec): 3 clusters Score: Raw -469745.898568 + Penalty 3120.872277 = -466625.026291 nChanged 3 SP:Iteration 46Q (9045.441420 sec): 3 clusters Score: Raw -469746.981376 + Penalty 3120.872277 = -466626.109098 nChanged 6 SP:Iteration 47Q (9045.528492 sec): 3 clusters Score: Raw -469750.103270 + Penalty 3120.872277 = -466629.230992 nChanged 15 SP:Iteration 48Q (9045.611637 sec): 3 clusters Score: Raw -469757.115597 + Penalty 3120.872277 = -466636.243320 nChanged 14 SP:Iteration 49Q (9045.731630 sec): 3 clusters Score: Raw -469762.803996 + Penalty 3120.872277 = -466641.931718 nChanged 8 SP:Iteration 50Q (9045.812023 sec): 3 clusters Score: Raw -469766.466125 + Penalty 3120.872277 = -466645.593848 nChanged 8 SP:Iteration 51Q (9045.911008 sec): 3 clusters Score: Raw -469768.960449 + Penalty 3120.872277 = -466648.088171 nChanged 6 SP:Iteration 52Q (9046.029805 sec): 3 clusters Score: Raw -469770.436974 + Penalty 3120.872277 = -466649.564697 nChanged 5 SP:Iteration 53Q (9046.109772 sec): 3 clusters Score: Raw -469771.687251 + Penalty 3120.872277 = -466650.814973 nChanged 5 SP:Iteration 54Q (9046.208021 sec): 3 clusters Score: Raw -469773.516117 + Penalty 3120.872277 = -466652.643840 nChanged 1 SP:Iteration 55Q (9046.320785 sec): 3 clusters Score: Raw -469773.932762 + Penalty 3120.872277 = -466653.060485 nChanged 1 SP:Iteration 56Q (9046.414484 sec): 3 clusters Score: Raw -469774.609321 + Penalty 3120.872277 = -466653.737044 nChanged 2 SP:Iteration 57Q (9046.511999 sec): 3 clusters Score: Raw -469775.206062 + Penalty 3120.872277 = -466654.333784 nChanged 3 SP:Iteration 58Q (9046.605674 sec): 3 clusters Score: Raw -469776.248062 + Penalty 3120.872277 = -466655.375784 nChanged 0 SP:Iteration 59F (9046.681074 sec): 3 clusters Score: Raw -469776.248062 + Penalty 3120.872277 = -466655.375784 nChanged 0 Trying to split cluster 22 (5755 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9046.756155 sec): 2 clusters Score: Raw -302635.577306 + Penalty 1519.448168 = -301116.129138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9046.851699 sec): 3 clusters Score: Raw -299665.508937 + Penalty 3038.896337 = -296626.612600 nChanged 2354 SP:Iteration 1F (9046.946709 sec): 3 clusters Score: Raw -301197.874238 + Penalty 3038.896337 = -298158.977901 nChanged 466 SP:Iteration 2F (9047.038123 sec): 3 clusters Score: Raw -301610.293114 + Penalty 3038.896337 = -298571.396778 nChanged 429 SP:Iteration 3F (9047.132177 sec): 3 clusters Score: Raw -301989.688871 + Penalty 3038.896337 = -298950.792535 nChanged 374 SP:Iteration 4F (9047.224004 sec): 3 clusters Score: Raw -302284.218819 + Penalty 3038.896337 = -299245.322482 nChanged 300 SP:Iteration 5F (9047.316203 sec): 3 clusters Score: Raw -302487.457738 + Penalty 3038.896337 = -299448.561401 nChanged 231 SP:Iteration 6Q (9047.404628 sec): 3 clusters Score: Raw -302633.483603 + Penalty 3038.896337 = -299594.587267 nChanged 197 SP:Iteration 7Q (9047.497915 sec): 3 clusters Score: Raw -302741.274019 + Penalty 3038.896337 = -299702.377682 nChanged 168 SP:Iteration 8Q (9047.585670 sec): 3 clusters Score: Raw -302832.552240 + Penalty 3038.896337 = -299793.655903 nChanged 136 SP:Iteration 9Q (9047.662112 sec): 3 clusters Score: Raw -302898.866954 + Penalty 3038.896337 = -299859.970617 nChanged 125 SP:Iteration 10Q (9047.787957 sec): 3 clusters Score: Raw -302966.846590 + Penalty 3038.896337 = -299927.950253 nChanged 88 SP:Iteration 11Q (9047.882130 sec): 3 clusters Score: Raw -303017.106866 + Penalty 3038.896337 = -299978.210530 nChanged 79 SP:Iteration 12Q (9047.979841 sec): 3 clusters Score: Raw -303066.309065 + Penalty 3038.896337 = -300027.412728 nChanged 73 SP:Iteration 13Q (9048.076987 sec): 3 clusters Score: Raw -303098.459542 + Penalty 3038.896337 = -300059.563205 nChanged 62 SP:Iteration 14Q (9048.171543 sec): 3 clusters Score: Raw -303123.952097 + Penalty 3038.896337 = -300085.055760 nChanged 61 SP:Iteration 15Q (9048.264636 sec): 3 clusters Score: Raw -303144.139085 + Penalty 3038.896337 = -300105.242748 nChanged 49 SP:Iteration 16Q (9048.357735 sec): 3 clusters Score: Raw -303163.678961 + Penalty 3038.896337 = -300124.782624 nChanged 44 SP:Iteration 17Q (9048.427369 sec): 3 clusters Score: Raw -303181.542400 + Penalty 3038.896337 = -300142.646063 nChanged 46 SP:Iteration 18Q (9048.540383 sec): 3 clusters Score: Raw -303198.920579 + Penalty 3038.896337 = -300160.024242 nChanged 49 SP:Iteration 19Q (9048.631619 sec): 3 clusters Score: Raw -303224.519497 + Penalty 3038.896337 = -300185.623160 nChanged 57 SP:Iteration 20F (9048.714324 sec): 3 clusters Score: Raw -303256.641880 + Penalty 3038.896337 = -300217.745543 nChanged 66 SP:Iteration 21Q (9048.802496 sec): 3 clusters Score: Raw -303293.714321 + Penalty 3038.896337 = -300254.817984 nChanged 75 SP:Iteration 22Q (9048.880065 sec): 3 clusters Score: Raw -303332.949474 + Penalty 3038.896337 = -300294.053137 nChanged 77 SP:Iteration 23Q (9048.973005 sec): 3 clusters Score: Raw -303377.589264 + Penalty 3038.896337 = -300338.692928 nChanged 62 SP:Iteration 24Q (9049.089438 sec): 3 clusters Score: Raw -303414.331863 + Penalty 3038.896337 = -300375.435526 nChanged 65 SP:Iteration 25Q (9049.169428 sec): 3 clusters Score: Raw -303440.771580 + Penalty 3038.896337 = -300401.875243 nChanged 41 SP:Iteration 26Q (9049.264952 sec): 3 clusters Score: Raw -303454.929218 + Penalty 3038.896337 = -300416.032881 nChanged 30 SP:Iteration 27Q (9049.339924 sec): 3 clusters Score: Raw -303466.449884 + Penalty 3038.896337 = -300427.553547 nChanged 36 SP:Iteration 28Q (9049.441769 sec): 3 clusters Score: Raw -303481.498426 + Penalty 3038.896337 = -300442.602089 nChanged 42 SP:Iteration 29Q (9049.532580 sec): 3 clusters Score: Raw -303497.283958 + Penalty 3038.896337 = -300458.387622 nChanged 29 SP:Iteration 30Q (9049.617631 sec): 3 clusters Score: Raw -303508.206095 + Penalty 3038.896337 = -300469.309758 nChanged 25 SP:Iteration 31Q (9049.707832 sec): 3 clusters Score: Raw -303517.687825 + Penalty 3038.896337 = -300478.791489 nChanged 23 SP:Iteration 32Q (9049.801165 sec): 3 clusters Score: Raw -303524.910921 + Penalty 3038.896337 = -300486.014584 nChanged 17 SP:Iteration 33Q (9049.871766 sec): 3 clusters Score: Raw -303531.432153 + Penalty 3038.896337 = -300492.535816 nChanged 14 SP:Iteration 34Q (9049.963631 sec): 3 clusters Score: Raw -303536.794501 + Penalty 3038.896337 = -300497.898164 nChanged 17 SP:Iteration 35Q (9050.055582 sec): 3 clusters Score: Raw -303542.438635 + Penalty 3038.896337 = -300503.542298 nChanged 19 SP:Iteration 36Q (9050.148522 sec): 3 clusters Score: Raw -303548.754488 + Penalty 3038.896337 = -300509.858151 nChanged 20 SP:Iteration 37Q (9050.237774 sec): 3 clusters Score: Raw -303556.016611 + Penalty 3038.896337 = -300517.120274 nChanged 19 SP:Iteration 38Q (9050.345447 sec): 3 clusters Score: Raw -303561.883948 + Penalty 3038.896337 = -300522.987611 nChanged 16 SP:Iteration 39Q (9050.443645 sec): 3 clusters Score: Raw -303567.226475 + Penalty 3038.896337 = -300528.330138 nChanged 13 SP:Iteration 40F (9050.531628 sec): 3 clusters Score: Raw -303571.518733 + Penalty 3038.896337 = -300532.622396 nChanged 15 SP:Iteration 41Q (9050.604184 sec): 3 clusters Score: Raw -303576.469382 + Penalty 3038.896337 = -300537.573046 nChanged 9 SP:Iteration 42Q (9050.695736 sec): 3 clusters Score: Raw -303578.358030 + Penalty 3038.896337 = -300539.461693 nChanged 10 SP:Iteration 43Q (9050.788915 sec): 3 clusters Score: Raw -303581.225774 + Penalty 3038.896337 = -300542.329438 nChanged 9 SP:Iteration 44Q (9050.887505 sec): 3 clusters Score: Raw -303583.625665 + Penalty 3038.896337 = -300544.729328 nChanged 9 SP:Iteration 45Q (9050.960144 sec): 3 clusters Score: Raw -303586.017083 + Penalty 3038.896337 = -300547.120746 nChanged 9 SP:Iteration 46Q (9051.058898 sec): 3 clusters Score: Raw -303588.547280 + Penalty 3038.896337 = -300549.650943 nChanged 10 SP:Iteration 47Q (9051.146810 sec): 3 clusters Score: Raw -303591.272193 + Penalty 3038.896337 = -300552.375856 nChanged 14 SP:Iteration 48Q (9051.239844 sec): 3 clusters Score: Raw -303595.328569 + Penalty 3038.896337 = -300556.432232 nChanged 15 SP:Iteration 49Q (9051.330071 sec): 3 clusters Score: Raw -303599.337413 + Penalty 3038.896337 = -300560.441077 nChanged 13 SP:Iteration 50Q (9051.403269 sec): 3 clusters Score: Raw -303603.750151 + Penalty 3038.896337 = -300564.853814 nChanged 12 SP:Iteration 51Q (9051.495379 sec): 3 clusters Score: Raw -303606.542116 + Penalty 3038.896337 = -300567.645780 nChanged 5 SP:Iteration 52Q (9051.573611 sec): 3 clusters Score: Raw -303607.423552 + Penalty 3038.896337 = -300568.527215 nChanged 2 SP:Iteration 53Q (9051.660401 sec): 3 clusters Score: Raw -303607.581654 + Penalty 3038.896337 = -300568.685317 nChanged 1 SP:Iteration 54Q (9051.748605 sec): 3 clusters Score: Raw -303607.694314 + Penalty 3038.896337 = -300568.797977 nChanged 1 SP:Iteration 55Q (9051.831795 sec): 3 clusters Score: Raw -303608.191867 + Penalty 3038.896337 = -300569.295530 nChanged 1 SP:Iteration 56Q (9051.919539 sec): 3 clusters Score: Raw -303608.600845 + Penalty 3038.896337 = -300569.704509 nChanged 1 SP:Iteration 57Q (9052.011942 sec): 3 clusters Score: Raw -303608.658529 + Penalty 3038.896337 = -300569.762192 nChanged 1 SP:Iteration 58Q (9052.113903 sec): 3 clusters Score: Raw -303608.811279 + Penalty 3038.896337 = -300569.914942 nChanged 1 SP:Iteration 59Q (9052.200842 sec): 3 clusters Score: Raw -303609.141208 + Penalty 3038.896337 = -300570.244871 nChanged 0 SP:Iteration 60F (9052.285605 sec): 3 clusters Score: Raw -303609.141208 + Penalty 3038.896337 = -300570.244871 nChanged 0 Trying to split cluster 23 (3389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9052.342332 sec): 2 clusters Score: Raw -127823.517753 + Penalty 1426.514925 = -126397.002827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9052.426306 sec): 3 clusters Score: Raw -126237.667298 + Penalty 2853.029850 = -123384.637448 nChanged 1360 SP:Iteration 1F (9052.510819 sec): 3 clusters Score: Raw -127353.516237 + Penalty 2853.029850 = -124500.486386 nChanged 320 SP:Iteration 2F (9052.596323 sec): 3 clusters Score: Raw -127661.730245 + Penalty 2853.029850 = -124808.700394 nChanged 264 SP:Iteration 3F (9052.675487 sec): 3 clusters Score: Raw -127944.571685 + Penalty 2853.029850 = -125091.541835 nChanged 210 SP:Iteration 4F (9052.763716 sec): 3 clusters Score: Raw -128166.990308 + Penalty 2853.029850 = -125313.960457 nChanged 177 SP:Iteration 5F (9052.840123 sec): 3 clusters Score: Raw -128342.641048 + Penalty 2853.029850 = -125489.611197 nChanged 148 SP:Iteration 6Q (9052.920714 sec): 3 clusters Score: Raw -128473.522238 + Penalty 2853.029850 = -125620.492387 nChanged 123 SP:Iteration 7Q (9053.047922 sec): 3 clusters Score: Raw -128581.550086 + Penalty 2853.029850 = -125728.520236 nChanged 95 SP:Iteration 8Q (9053.169938 sec): 3 clusters Score: Raw -128663.681230 + Penalty 2853.029850 = -125810.651380 nChanged 80 SP:Iteration 9Q (9053.261606 sec): 3 clusters Score: Raw -128730.964457 + Penalty 2853.029850 = -125877.934607 nChanged 70 SP:Iteration 10Q (9053.360807 sec): 3 clusters Score: Raw -128776.924968 + Penalty 2853.029850 = -125923.895117 nChanged 53 SP:Iteration 11Q (9053.444421 sec): 3 clusters Score: Raw -128813.233131 + Penalty 2853.029850 = -125960.203281 nChanged 42 SP:Iteration 12Q (9053.555209 sec): 3 clusters Score: Raw -128847.093360 + Penalty 2853.029850 = -125994.063509 nChanged 40 SP:Iteration 13Q (9053.657044 sec): 3 clusters Score: Raw -128877.587085 + Penalty 2853.029850 = -126024.557235 nChanged 25 SP:Iteration 14Q (9053.751150 sec): 3 clusters Score: Raw -128892.538388 + Penalty 2853.029850 = -126039.508538 nChanged 20 SP:Iteration 15Q (9053.844673 sec): 3 clusters Score: Raw -128901.296965 + Penalty 2853.029850 = -126048.267115 nChanged 19 SP:Iteration 16Q (9053.936960 sec): 3 clusters Score: Raw -128908.514799 + Penalty 2853.029850 = -126055.484949 nChanged 11 SP:Iteration 17Q (9054.027985 sec): 3 clusters Score: Raw -128912.832202 + Penalty 2853.029850 = -126059.802352 nChanged 8 SP:Iteration 18Q (9054.125426 sec): 3 clusters Score: Raw -128917.543940 + Penalty 2853.029850 = -126064.514090 nChanged 9 SP:Iteration 19Q (9054.240165 sec): 3 clusters Score: Raw -128920.455490 + Penalty 2853.029850 = -126067.425639 nChanged 5 SP:Iteration 20F (9054.334131 sec): 3 clusters Score: Raw -128923.730853 + Penalty 2853.029850 = -126070.701003 nChanged 8 SP:Iteration 21Q (9054.423656 sec): 3 clusters Score: Raw -128926.170085 + Penalty 2853.029850 = -126073.140235 nChanged 8 SP:Iteration 22Q (9054.513447 sec): 3 clusters Score: Raw -128929.635967 + Penalty 2853.029850 = -126076.606117 nChanged 8 SP:Iteration 23Q (9054.614006 sec): 3 clusters Score: Raw -128932.272789 + Penalty 2853.029850 = -126079.242939 nChanged 7 SP:Iteration 24Q (9054.710601 sec): 3 clusters Score: Raw -128935.738975 + Penalty 2853.029850 = -126082.709125 nChanged 7 SP:Iteration 25Q (9054.811378 sec): 3 clusters Score: Raw -128938.361398 + Penalty 2853.029850 = -126085.331548 nChanged 6 SP:Iteration 26Q (9054.954055 sec): 3 clusters Score: Raw -128940.336055 + Penalty 2853.029850 = -126087.306205 nChanged 5 SP:Iteration 27Q (9055.024858 sec): 3 clusters Score: Raw -128942.671823 + Penalty 2853.029850 = -126089.641973 nChanged 6 SP:Iteration 28Q (9055.133809 sec): 3 clusters Score: Raw -128944.533598 + Penalty 2853.029850 = -126091.503748 nChanged 5 SP:Iteration 29Q (9055.226426 sec): 3 clusters Score: Raw -128946.767899 + Penalty 2853.029850 = -126093.738049 nChanged 7 SP:Iteration 30Q (9055.343174 sec): 3 clusters Score: Raw -128951.657722 + Penalty 2853.029850 = -126098.627872 nChanged 10 SP:Iteration 31Q (9055.439128 sec): 3 clusters Score: Raw -128955.014954 + Penalty 2853.029850 = -126101.985104 nChanged 5 SP:Iteration 32Q (9055.534080 sec): 3 clusters Score: Raw -128957.257695 + Penalty 2853.029850 = -126104.227845 nChanged 10 SP:Iteration 33Q (9055.637179 sec): 3 clusters Score: Raw -128962.538177 + Penalty 2853.029850 = -126109.508326 nChanged 11 SP:Iteration 34Q (9055.747274 sec): 3 clusters Score: Raw -128968.212796 + Penalty 2853.029850 = -126115.182946 nChanged 7 SP:Iteration 35Q (9055.885724 sec): 3 clusters Score: Raw -128972.208140 + Penalty 2853.029850 = -126119.178289 nChanged 9 SP:Iteration 36Q (9055.957020 sec): 3 clusters Score: Raw -128978.973760 + Penalty 2853.029850 = -126125.943910 nChanged 10 SP:Iteration 37Q (9056.057264 sec): 3 clusters Score: Raw -128984.752183 + Penalty 2853.029850 = -126131.722333 nChanged 12 SP:Iteration 38Q (9056.148458 sec): 3 clusters Score: Raw -128992.790353 + Penalty 2853.029850 = -126139.760503 nChanged 10 SP:Iteration 39Q (9056.244833 sec): 3 clusters Score: Raw -128999.978545 + Penalty 2853.029850 = -126146.948695 nChanged 11 SP:Iteration 40F (9056.343862 sec): 3 clusters Score: Raw -129007.285315 + Penalty 2853.029850 = -126154.255465 nChanged 13 SP:Iteration 41Q (9056.445491 sec): 3 clusters Score: Raw -129012.471934 + Penalty 2853.029850 = -126159.442083 nChanged 8 SP:Iteration 42Q (9056.536142 sec): 3 clusters Score: Raw -129014.497042 + Penalty 2853.029850 = -126161.467192 nChanged 3 SP:Iteration 43Q (9056.629505 sec): 3 clusters Score: Raw -129015.891378 + Penalty 2853.029850 = -126162.861528 nChanged 5 SP:Iteration 44Q (9056.733157 sec): 3 clusters Score: Raw -129019.399041 + Penalty 2853.029850 = -126166.369190 nChanged 5 SP:Iteration 45Q (9056.841714 sec): 3 clusters Score: Raw -129021.077861 + Penalty 2853.029850 = -126168.048011 nChanged 4 SP:Iteration 46Q (9056.927831 sec): 3 clusters Score: Raw -129023.630358 + Penalty 2853.029850 = -126170.600507 nChanged 9 SP:Iteration 47Q (9057.025705 sec): 3 clusters Score: Raw -129028.000433 + Penalty 2853.029850 = -126174.970583 nChanged 10 SP:Iteration 48Q (9057.135431 sec): 3 clusters Score: Raw -129030.882738 + Penalty 2853.029850 = -126177.852888 nChanged 5 SP:Iteration 49Q (9057.248112 sec): 3 clusters Score: Raw -129032.752896 + Penalty 2853.029850 = -126179.723046 nChanged 5 SP:Iteration 50Q (9057.341649 sec): 3 clusters Score: Raw -129033.707061 + Penalty 2853.029850 = -126180.677211 nChanged 0 SP:Iteration 51F (9057.433542 sec): 3 clusters Score: Raw -129033.707061 + Penalty 2853.029850 = -126180.677211 nChanged 0 Trying to split cluster 24 (7615 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9057.488955 sec): 2 clusters Score: Raw -464880.358461 + Penalty 1568.597109 = -463311.761352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9057.576104 sec): 3 clusters Score: Raw -460762.161609 + Penalty 3137.194218 = -457624.967391 nChanged 3217 SP:Iteration 1F (9057.689136 sec): 3 clusters Score: Raw -462648.443802 + Penalty 3137.194218 = -459511.249584 nChanged 566 SP:Iteration 2F (9057.766374 sec): 3 clusters Score: Raw -462963.795565 + Penalty 3137.194218 = -459826.601347 nChanged 459 SP:Iteration 3F (9057.877990 sec): 3 clusters Score: Raw -463200.118579 + Penalty 3137.194218 = -460062.924360 nChanged 360 SP:Iteration 4Q (9057.972699 sec): 3 clusters Score: Raw -463383.620041 + Penalty 3137.194218 = -460246.425823 nChanged 312 SP:Iteration 5Q (9058.069495 sec): 3 clusters Score: Raw -463532.222135 + Penalty 3137.194218 = -460395.027917 nChanged 265 SP:Iteration 6Q (9058.161409 sec): 3 clusters Score: Raw -463650.576675 + Penalty 3137.194218 = -460513.382457 nChanged 242 SP:Iteration 7Q (9058.241655 sec): 3 clusters Score: Raw -463770.286348 + Penalty 3137.194218 = -460633.092130 nChanged 234 SP:Iteration 8Q (9058.352435 sec): 3 clusters Score: Raw -463878.400116 + Penalty 3137.194218 = -460741.205898 nChanged 209 SP:Iteration 9Q (9058.434492 sec): 3 clusters Score: Raw -463969.917748 + Penalty 3137.194218 = -460832.723530 nChanged 202 SP:Iteration 10Q (9058.527511 sec): 3 clusters Score: Raw -464055.045820 + Penalty 3137.194218 = -460917.851602 nChanged 172 SP:Iteration 11Q (9058.617464 sec): 3 clusters Score: Raw -464128.201896 + Penalty 3137.194218 = -460991.007678 nChanged 144 SP:Iteration 12Q (9058.699381 sec): 3 clusters Score: Raw -464186.482983 + Penalty 3137.194218 = -461049.288765 nChanged 139 SP:Iteration 13Q (9058.796021 sec): 3 clusters Score: Raw -464237.804820 + Penalty 3137.194218 = -461100.610602 nChanged 121 SP:Iteration 14Q (9058.893168 sec): 3 clusters Score: Raw -464282.891328 + Penalty 3137.194218 = -461145.697110 nChanged 116 SP:Iteration 15Q (9058.994972 sec): 3 clusters Score: Raw -464328.052098 + Penalty 3137.194218 = -461190.857880 nChanged 108 SP:Iteration 16Q (9059.095016 sec): 3 clusters Score: Raw -464371.209211 + Penalty 3137.194218 = -461234.014993 nChanged 101 SP:Iteration 17Q (9059.175327 sec): 3 clusters Score: Raw -464408.909304 + Penalty 3137.194218 = -461271.715086 nChanged 98 SP:Iteration 18Q (9059.274420 sec): 3 clusters Score: Raw -464442.355009 + Penalty 3137.194218 = -461305.160791 nChanged 103 SP:Iteration 19Q (9059.373784 sec): 3 clusters Score: Raw -464474.443703 + Penalty 3137.194218 = -461337.249485 nChanged 92 SP:Iteration 20F (9059.489460 sec): 3 clusters Score: Raw -464503.989104 + Penalty 3137.194218 = -461366.794886 nChanged 73 SP:Iteration 21Q (9059.589596 sec): 3 clusters Score: Raw -464524.537433 + Penalty 3137.194218 = -461387.343215 nChanged 55 SP:Iteration 22Q (9059.670808 sec): 3 clusters Score: Raw -464540.056111 + Penalty 3137.194218 = -461402.861893 nChanged 61 SP:Iteration 23Q (9059.772749 sec): 3 clusters Score: Raw -464555.785547 + Penalty 3137.194218 = -461418.591329 nChanged 49 SP:Iteration 24Q (9059.893550 sec): 3 clusters Score: Raw -464566.541140 + Penalty 3137.194218 = -461429.346922 nChanged 40 SP:Iteration 25Q (9059.976817 sec): 3 clusters Score: Raw -464574.709582 + Penalty 3137.194218 = -461437.515364 nChanged 39 SP:Iteration 26Q (9060.097412 sec): 3 clusters Score: Raw -464582.864961 + Penalty 3137.194218 = -461445.670743 nChanged 32 SP:Iteration 27Q (9060.201658 sec): 3 clusters Score: Raw -464591.385017 + Penalty 3137.194218 = -461454.190799 nChanged 36 SP:Iteration 28Q (9060.285870 sec): 3 clusters Score: Raw -464599.894489 + Penalty 3137.194218 = -461462.700271 nChanged 32 SP:Iteration 29Q (9060.386536 sec): 3 clusters Score: Raw -464608.012155 + Penalty 3137.194218 = -461470.817937 nChanged 34 SP:Iteration 30Q (9060.470724 sec): 3 clusters Score: Raw -464617.547858 + Penalty 3137.194218 = -461480.353640 nChanged 33 SP:Iteration 31Q (9060.590219 sec): 3 clusters Score: Raw -464624.161144 + Penalty 3137.194218 = -461486.966926 nChanged 29 SP:Iteration 32Q (9060.684830 sec): 3 clusters Score: Raw -464628.509653 + Penalty 3137.194218 = -461491.315434 nChanged 18 SP:Iteration 33Q (9060.769485 sec): 3 clusters Score: Raw -464632.507635 + Penalty 3137.194218 = -461495.313417 nChanged 22 SP:Iteration 34Q (9060.865831 sec): 3 clusters Score: Raw -464637.785761 + Penalty 3137.194218 = -461500.591543 nChanged 35 SP:Iteration 35Q (9060.962910 sec): 3 clusters Score: Raw -464645.299421 + Penalty 3137.194218 = -461508.105203 nChanged 24 SP:Iteration 36Q (9061.048619 sec): 3 clusters Score: Raw -464651.569778 + Penalty 3137.194218 = -461514.375560 nChanged 26 SP:Iteration 37Q (9061.151923 sec): 3 clusters Score: Raw -464657.874596 + Penalty 3137.194218 = -461520.680378 nChanged 38 SP:Iteration 38Q (9061.250032 sec): 3 clusters Score: Raw -464666.288464 + Penalty 3137.194218 = -461529.094245 nChanged 25 SP:Iteration 39Q (9061.347683 sec): 3 clusters Score: Raw -464671.028118 + Penalty 3137.194218 = -461533.833900 nChanged 21 SP:Iteration 40F (9061.448445 sec): 3 clusters Score: Raw -464675.869694 + Penalty 3137.194218 = -461538.675476 nChanged 18 SP:Iteration 41Q (9061.548964 sec): 3 clusters Score: Raw -464679.273509 + Penalty 3137.194218 = -461542.079291 nChanged 16 SP:Iteration 42Q (9061.643809 sec): 3 clusters Score: Raw -464681.436099 + Penalty 3137.194218 = -461544.241881 nChanged 14 SP:Iteration 43Q (9061.742877 sec): 3 clusters Score: Raw -464683.195340 + Penalty 3137.194218 = -461546.001122 nChanged 12 SP:Iteration 44Q (9061.824793 sec): 3 clusters Score: Raw -464684.929165 + Penalty 3137.194218 = -461547.734947 nChanged 14 SP:Iteration 45Q (9061.942225 sec): 3 clusters Score: Raw -464686.988079 + Penalty 3137.194218 = -461549.793861 nChanged 9 SP:Iteration 46Q (9062.036717 sec): 3 clusters Score: Raw -464688.289353 + Penalty 3137.194218 = -461551.095134 nChanged 6 SP:Iteration 47Q (9062.120427 sec): 3 clusters Score: Raw -464689.153454 + Penalty 3137.194218 = -461551.959236 nChanged 5 SP:Iteration 48Q (9062.236294 sec): 3 clusters Score: Raw -464689.758036 + Penalty 3137.194218 = -461552.563818 nChanged 10 SP:Iteration 49Q (9062.334778 sec): 3 clusters Score: Raw -464690.930641 + Penalty 3137.194218 = -461553.736423 nChanged 6 SP:Iteration 50Q (9062.435010 sec): 3 clusters Score: Raw -464691.526872 + Penalty 3137.194218 = -461554.332654 nChanged 5 SP:Iteration 51Q (9062.514917 sec): 3 clusters Score: Raw -464692.057030 + Penalty 3137.194218 = -461554.862811 nChanged 5 SP:Iteration 52Q (9062.616049 sec): 3 clusters Score: Raw -464692.706370 + Penalty 3137.194218 = -461555.512152 nChanged 5 SP:Iteration 53Q (9062.728882 sec): 3 clusters Score: Raw -464693.347055 + Penalty 3137.194218 = -461556.152837 nChanged 4 SP:Iteration 54Q (9062.820115 sec): 3 clusters Score: Raw -464694.278165 + Penalty 3137.194218 = -461557.083947 nChanged 6 SP:Iteration 55Q (9062.920610 sec): 3 clusters Score: Raw -464695.208621 + Penalty 3137.194218 = -461558.014403 nChanged 7 SP:Iteration 56Q (9063.016890 sec): 3 clusters Score: Raw -464695.971063 + Penalty 3137.194218 = -461558.776845 nChanged 5 SP:Iteration 57Q (9063.093563 sec): 3 clusters Score: Raw -464696.453416 + Penalty 3137.194218 = -461559.259197 nChanged 4 SP:Iteration 58Q (9063.174606 sec): 3 clusters Score: Raw -464696.739960 + Penalty 3137.194218 = -461559.545742 nChanged 2 SP:Iteration 59Q (9063.251734 sec): 3 clusters Score: Raw -464696.983355 + Penalty 3137.194218 = -461559.789137 nChanged 2 SP:Iteration 60F (9063.364287 sec): 3 clusters Score: Raw -464697.265430 + Penalty 3137.194218 = -461560.071211 nChanged 3 SP:Iteration 61Q (9063.451153 sec): 3 clusters Score: Raw -464697.683921 + Penalty 3137.194218 = -461560.489703 nChanged 5 SP:Iteration 62Q (9063.543814 sec): 3 clusters Score: Raw -464698.291193 + Penalty 3137.194218 = -461561.096975 nChanged 5 SP:Iteration 63Q (9063.616575 sec): 3 clusters Score: Raw -464699.069756 + Penalty 3137.194218 = -461561.875538 nChanged 5 SP:Iteration 64Q (9063.729435 sec): 3 clusters Score: Raw -464700.188431 + Penalty 3137.194218 = -461562.994213 nChanged 3 SP:Iteration 65Q (9063.826666 sec): 3 clusters Score: Raw -464700.481387 + Penalty 3137.194218 = -461563.287169 nChanged 4 SP:Iteration 66Q (9063.903442 sec): 3 clusters Score: Raw -464701.095247 + Penalty 3137.194218 = -461563.901029 nChanged 6 SP:Iteration 67Q (9063.998274 sec): 3 clusters Score: Raw -464701.903038 + Penalty 3137.194218 = -461564.708820 nChanged 5 SP:Iteration 68Q (9064.111655 sec): 3 clusters Score: Raw -464702.861592 + Penalty 3137.194218 = -461565.667374 nChanged 10 SP:Iteration 69Q (9064.190220 sec): 3 clusters Score: Raw -464704.397900 + Penalty 3137.194218 = -461567.203682 nChanged 6 SP:Iteration 70Q (9064.301715 sec): 3 clusters Score: Raw -464705.845687 + Penalty 3137.194218 = -461568.651469 nChanged 10 SP:Iteration 71Q (9064.390504 sec): 3 clusters Score: Raw -464707.854672 + Penalty 3137.194218 = -461570.660454 nChanged 14 SP:Iteration 72Q (9064.478189 sec): 3 clusters Score: Raw -464710.575783 + Penalty 3137.194218 = -461573.381565 nChanged 12 SP:Iteration 73Q (9064.558599 sec): 3 clusters Score: Raw -464712.563506 + Penalty 3137.194218 = -461575.369288 nChanged 12 SP:Iteration 74Q (9064.644586 sec): 3 clusters Score: Raw -464714.505624 + Penalty 3137.194218 = -461577.311406 nChanged 11 SP:Iteration 75Q (9064.763973 sec): 3 clusters Score: Raw -464715.827917 + Penalty 3137.194218 = -461578.633699 nChanged 8 SP:Iteration 76Q (9064.838741 sec): 3 clusters Score: Raw -464716.775031 + Penalty 3137.194218 = -461579.580813 nChanged 5 SP:Iteration 77Q (9064.952739 sec): 3 clusters Score: Raw -464717.768962 + Penalty 3137.194218 = -461580.574744 nChanged 12 SP:Iteration 78Q (9065.059097 sec): 3 clusters Score: Raw -464719.888291 + Penalty 3137.194218 = -461582.694073 nChanged 10 SP:Iteration 79Q (9065.159276 sec): 3 clusters Score: Raw -464721.184128 + Penalty 3137.194218 = -461583.989910 nChanged 4 SP:Iteration 80F (9065.253900 sec): 3 clusters Score: Raw -464721.762544 + Penalty 3137.194218 = -461584.568326 nChanged 7 SP:Iteration 81Q (9065.331280 sec): 3 clusters Score: Raw -464722.555708 + Penalty 3137.194218 = -461585.361490 nChanged 6 SP:Iteration 82Q (9065.411468 sec): 3 clusters Score: Raw -464723.572649 + Penalty 3137.194218 = -461586.378431 nChanged 7 SP:Iteration 83Q (9065.505802 sec): 3 clusters Score: Raw -464724.270067 + Penalty 3137.194218 = -461587.075849 nChanged 6 SP:Iteration 84Q (9065.625113 sec): 3 clusters Score: Raw -464724.907627 + Penalty 3137.194218 = -461587.713409 nChanged 4 SP:Iteration 85Q (9065.724731 sec): 3 clusters Score: Raw -464725.313742 + Penalty 3137.194218 = -461588.119524 nChanged 8 SP:Iteration 86Q (9065.820939 sec): 3 clusters Score: Raw -464726.623493 + Penalty 3137.194218 = -461589.429275 nChanged 5 SP:Iteration 87Q (9065.922974 sec): 3 clusters Score: Raw -464727.650227 + Penalty 3137.194218 = -461590.456009 nChanged 7 SP:Iteration 88Q (9066.022306 sec): 3 clusters Score: Raw -464728.833657 + Penalty 3137.194218 = -461591.639439 nChanged 12 SP:Iteration 89Q (9066.102437 sec): 3 clusters Score: Raw -464731.012856 + Penalty 3137.194218 = -461593.818638 nChanged 9 SP:Iteration 90Q (9066.216232 sec): 3 clusters Score: Raw -464733.046351 + Penalty 3137.194218 = -461595.852133 nChanged 15 SP:Iteration 91Q (9066.308028 sec): 3 clusters Score: Raw -464735.730844 + Penalty 3137.194218 = -461598.536626 nChanged 12 SP:Iteration 92Q (9066.389588 sec): 3 clusters Score: Raw -464738.142059 + Penalty 3137.194218 = -461600.947841 nChanged 16 SP:Iteration 93Q (9066.494554 sec): 3 clusters Score: Raw -464741.240062 + Penalty 3137.194218 = -461604.045844 nChanged 13 SP:Iteration 94Q (9066.588601 sec): 3 clusters Score: Raw -464743.440627 + Penalty 3137.194218 = -461606.246408 nChanged 8 SP:Iteration 95Q (9066.683274 sec): 3 clusters Score: Raw -464744.602234 + Penalty 3137.194218 = -461607.408016 nChanged 12 SP:Iteration 96Q (9066.765799 sec): 3 clusters Score: Raw -464745.923564 + Penalty 3137.194218 = -461608.729346 nChanged 6 SP:Iteration 97Q (9066.868470 sec): 3 clusters Score: Raw -464746.519999 + Penalty 3137.194218 = -461609.325781 nChanged 3 SP:Iteration 98Q (9066.951626 sec): 3 clusters Score: Raw -464746.918056 + Penalty 3137.194218 = -461609.723838 nChanged 3 SP:Iteration 99Q (9067.053800 sec): 3 clusters Score: Raw -464747.368070 + Penalty 3137.194218 = -461610.173852 nChanged 6 SP:Iteration 100F (9067.156850 sec): 3 clusters Score: Raw -464748.659567 + Penalty 3137.194218 = -461611.465349 nChanged 9 SP:Iteration 101Q (9067.234742 sec): 3 clusters Score: Raw -464749.803670 + Penalty 3137.194218 = -461612.609452 nChanged 7 SP:Iteration 102Q (9067.333338 sec): 3 clusters Score: Raw -464750.722004 + Penalty 3137.194218 = -461613.527786 nChanged 8 SP:Iteration 103Q (9067.443448 sec): 3 clusters Score: Raw -464752.354029 + Penalty 3137.194218 = -461615.159811 nChanged 9 SP:Iteration 104Q (9067.525811 sec): 3 clusters Score: Raw -464753.897646 + Penalty 3137.194218 = -461616.703428 nChanged 7 SP:Iteration 105Q (9067.627944 sec): 3 clusters Score: Raw -464754.980563 + Penalty 3137.194218 = -461617.786345 nChanged 6 SP:Iteration 106Q (9067.740665 sec): 3 clusters Score: Raw -464755.929816 + Penalty 3137.194218 = -461618.735598 nChanged 6 SP:Iteration 107Q (9067.825352 sec): 3 clusters Score: Raw -464756.845888 + Penalty 3137.194218 = -461619.651670 nChanged 8 SP:Iteration 108Q (9067.919710 sec): 3 clusters Score: Raw -464757.897119 + Penalty 3137.194218 = -461620.702900 nChanged 7 SP:Iteration 109Q (9068.012174 sec): 3 clusters Score: Raw -464759.002577 + Penalty 3137.194218 = -461621.808359 nChanged 5 SP:Iteration 110Q (9068.109386 sec): 3 clusters Score: Raw -464759.501704 + Penalty 3137.194218 = -461622.307486 nChanged 8 SP:Iteration 111Q (9068.196629 sec): 3 clusters Score: Raw -464760.900449 + Penalty 3137.194218 = -461623.706231 nChanged 10 SP:Iteration 112Q (9068.288926 sec): 3 clusters Score: Raw -464762.473144 + Penalty 3137.194218 = -461625.278925 nChanged 8 SP:Iteration 113Q (9068.365944 sec): 3 clusters Score: Raw -464763.692210 + Penalty 3137.194218 = -461626.497992 nChanged 6 SP:Iteration 114Q (9068.478502 sec): 3 clusters Score: Raw -464764.408543 + Penalty 3137.194218 = -461627.214325 nChanged 4 SP:Iteration 115Q (9068.575007 sec): 3 clusters Score: Raw -464764.956526 + Penalty 3137.194218 = -461627.762307 nChanged 3 SP:Iteration 116Q (9068.671395 sec): 3 clusters Score: Raw -464765.453340 + Penalty 3137.194218 = -461628.259122 nChanged 5 SP:Iteration 117Q (9068.764617 sec): 3 clusters Score: Raw -464765.943146 + Penalty 3137.194218 = -461628.748927 nChanged 3 SP:Iteration 118Q (9068.838523 sec): 3 clusters Score: Raw -464766.255556 + Penalty 3137.194218 = -461629.061338 nChanged 3 SP:Iteration 119Q (9068.950542 sec): 3 clusters Score: Raw -464766.779463 + Penalty 3137.194218 = -461629.585245 nChanged 6 SP:Iteration 120F (9069.037027 sec): 3 clusters Score: Raw -464767.844762 + Penalty 3137.194218 = -461630.650544 nChanged 9 SP:Iteration 121Q (9069.119737 sec): 3 clusters Score: Raw -464769.420322 + Penalty 3137.194218 = -461632.226104 nChanged 8 SP:Iteration 122Q (9069.214789 sec): 3 clusters Score: Raw -464770.843795 + Penalty 3137.194218 = -461633.649577 nChanged 10 SP:Iteration 123Q (9069.307642 sec): 3 clusters Score: Raw -464772.444485 + Penalty 3137.194218 = -461635.250267 nChanged 12 SP:Iteration 124Q (9069.399615 sec): 3 clusters Score: Raw -464774.155944 + Penalty 3137.194218 = -461636.961726 nChanged 17 SP:Iteration 125Q (9069.472028 sec): 3 clusters Score: Raw -464777.704690 + Penalty 3137.194218 = -461640.510472 nChanged 16 SP:Iteration 126Q (9069.583239 sec): 3 clusters Score: Raw -464781.207912 + Penalty 3137.194218 = -461644.013693 nChanged 21 SP:Iteration 127Q (9069.690936 sec): 3 clusters Score: Raw -464784.478510 + Penalty 3137.194218 = -461647.284292 nChanged 18 SP:Iteration 128Q (9069.756032 sec): 3 clusters Score: Raw -464788.438691 + Penalty 3137.194218 = -461651.244473 nChanged 25 SP:Iteration 129Q (9069.865945 sec): 3 clusters Score: Raw -464793.469226 + Penalty 3137.194218 = -461656.275008 nChanged 21 SP:Iteration 130Q (9069.972508 sec): 3 clusters Score: Raw -464797.392998 + Penalty 3137.194218 = -461660.198780 nChanged 18 SP:Iteration 131Q (9070.101603 sec): 3 clusters Score: Raw -464800.379057 + Penalty 3137.194218 = -461663.184839 nChanged 18 SP:Iteration 132Q (9070.218275 sec): 3 clusters Score: Raw -464804.290027 + Penalty 3137.194218 = -461667.095809 nChanged 21 SP:Iteration 133Q (9070.333253 sec): 3 clusters Score: Raw -464808.206452 + Penalty 3137.194218 = -461671.012234 nChanged 20 SP:Iteration 134Q (9070.459429 sec): 3 clusters Score: Raw -464812.819699 + Penalty 3137.194218 = -461675.625480 nChanged 19 SP:Iteration 135Q (9070.550333 sec): 3 clusters Score: Raw -464815.961793 + Penalty 3137.194218 = -461678.767575 nChanged 14 SP:Iteration 136Q (9070.644013 sec): 3 clusters Score: Raw -464818.799310 + Penalty 3137.194218 = -461681.605092 nChanged 19 SP:Iteration 137Q (9070.765717 sec): 3 clusters Score: Raw -464822.458851 + Penalty 3137.194218 = -461685.264633 nChanged 15 SP:Iteration 138Q (9070.870659 sec): 3 clusters Score: Raw -464825.171989 + Penalty 3137.194218 = -461687.977771 nChanged 17 SP:Iteration 139Q (9070.968776 sec): 3 clusters Score: Raw -464828.219840 + Penalty 3137.194218 = -461691.025622 nChanged 20 SP:Iteration 140F (9071.088834 sec): 3 clusters Score: Raw -464831.570179 + Penalty 3137.194218 = -461694.375961 nChanged 18 SP:Iteration 141Q (9071.222448 sec): 3 clusters Score: Raw -464834.319710 + Penalty 3137.194218 = -461697.125492 nChanged 13 SP:Iteration 142Q (9071.331790 sec): 3 clusters Score: Raw -464836.141961 + Penalty 3137.194218 = -461698.947743 nChanged 12 SP:Iteration 143Q (9071.452849 sec): 3 clusters Score: Raw -464837.816687 + Penalty 3137.194218 = -461700.622469 nChanged 8 SP:Iteration 144Q (9071.581461 sec): 3 clusters Score: Raw -464838.963098 + Penalty 3137.194218 = -461701.768880 nChanged 8 SP:Iteration 145Q (9071.683223 sec): 3 clusters Score: Raw -464839.965438 + Penalty 3137.194218 = -461702.771219 nChanged 5 SP:Iteration 146Q (9071.796855 sec): 3 clusters Score: Raw -464840.602370 + Penalty 3137.194218 = -461703.408152 nChanged 6 SP:Iteration 147Q (9071.910685 sec): 3 clusters Score: Raw -464841.481874 + Penalty 3137.194218 = -461704.287656 nChanged 7 SP:Iteration 148Q (9072.018863 sec): 3 clusters Score: Raw -464842.584046 + Penalty 3137.194218 = -461705.389828 nChanged 4 SP:Iteration 149Q (9072.130478 sec): 3 clusters Score: Raw -464843.237641 + Penalty 3137.194218 = -461706.043423 nChanged 4 SP:Iteration 150Q (9072.231246 sec): 3 clusters Score: Raw -464843.622039 + Penalty 3137.194218 = -461706.427821 nChanged 7 SP:Iteration 151Q (9072.332139 sec): 3 clusters Score: Raw -464844.552905 + Penalty 3137.194218 = -461707.358687 nChanged 7 SP:Iteration 152Q (9072.438576 sec): 3 clusters Score: Raw -464845.651201 + Penalty 3137.194218 = -461708.456983 nChanged 8 SP:Iteration 153Q (9072.559838 sec): 3 clusters Score: Raw -464847.708002 + Penalty 3137.194218 = -461710.513784 nChanged 13 SP:Iteration 154Q (9072.672957 sec): 3 clusters Score: Raw -464850.996867 + Penalty 3137.194218 = -461713.802649 nChanged 21 SP:Iteration 155Q (9072.786128 sec): 3 clusters Score: Raw -464856.460252 + Penalty 3137.194218 = -461719.266034 nChanged 26 SP:Iteration 156Q (9072.895775 sec): 3 clusters Score: Raw -464862.681466 + Penalty 3137.194218 = -461725.487248 nChanged 23 SP:Iteration 157Q (9073.000492 sec): 3 clusters Score: Raw -464867.729753 + Penalty 3137.194218 = -461730.535535 nChanged 17 SP:Iteration 158Q (9073.123156 sec): 3 clusters Score: Raw -464870.636234 + Penalty 3137.194218 = -461733.442016 nChanged 15 SP:Iteration 159Q (9073.236541 sec): 3 clusters Score: Raw -464873.462390 + Penalty 3137.194218 = -461736.268172 nChanged 13 SP:Iteration 160F (9073.366701 sec): 3 clusters Score: Raw -464876.010048 + Penalty 3137.194218 = -461738.815830 nChanged 15 SP:Iteration 161Q (9073.504569 sec): 3 clusters Score: Raw -464878.899460 + Penalty 3137.194218 = -461741.705242 nChanged 12 SP:Iteration 162Q (9073.640681 sec): 3 clusters Score: Raw -464881.230053 + Penalty 3137.194218 = -461744.035835 nChanged 17 SP:Iteration 163Q (9073.756144 sec): 3 clusters Score: Raw -464885.738467 + Penalty 3137.194218 = -461748.544249 nChanged 19 SP:Iteration 164Q (9073.884641 sec): 3 clusters Score: Raw -464889.747795 + Penalty 3137.194218 = -461752.553577 nChanged 19 SP:Iteration 165Q (9074.009862 sec): 3 clusters Score: Raw -464894.102002 + Penalty 3137.194218 = -461756.907784 nChanged 21 SP:Iteration 166Q (9074.131871 sec): 3 clusters Score: Raw -464899.372825 + Penalty 3137.194218 = -461762.178607 nChanged 20 SP:Iteration 167Q (9074.250555 sec): 3 clusters Score: Raw -464903.240738 + Penalty 3137.194218 = -461766.046520 nChanged 19 SP:Iteration 168Q (9074.386942 sec): 3 clusters Score: Raw -464906.379607 + Penalty 3137.194218 = -461769.185389 nChanged 25 SP:Iteration 169Q (9074.488316 sec): 3 clusters Score: Raw -464911.296536 + Penalty 3137.194218 = -461774.102318 nChanged 23 SP:Iteration 170Q (9074.600727 sec): 3 clusters Score: Raw -464916.560128 + Penalty 3137.194218 = -461779.365910 nChanged 30 SP:Iteration 171Q (9074.713049 sec): 3 clusters Score: Raw -464922.900709 + Penalty 3137.194218 = -461785.706491 nChanged 28 SP:Iteration 172Q (9074.837632 sec): 3 clusters Score: Raw -464928.816817 + Penalty 3137.194218 = -461791.622599 nChanged 26 SP:Iteration 173Q (9074.935487 sec): 3 clusters Score: Raw -464935.034732 + Penalty 3137.194218 = -461797.840514 nChanged 25 SP:Iteration 174Q (9075.037261 sec): 3 clusters Score: Raw -464939.619744 + Penalty 3137.194218 = -461802.425526 nChanged 16 SP:Iteration 175Q (9075.159030 sec): 3 clusters Score: Raw -464942.636936 + Penalty 3137.194218 = -461805.442718 nChanged 14 SP:Iteration 176Q (9075.260708 sec): 3 clusters Score: Raw -464945.102169 + Penalty 3137.194218 = -461807.907951 nChanged 12 SP:Iteration 177Q (9075.381551 sec): 3 clusters Score: Raw -464947.770691 + Penalty 3137.194218 = -461810.576473 nChanged 12 SP:Iteration 178Q (9075.491873 sec): 3 clusters Score: Raw -464950.392214 + Penalty 3137.194218 = -461813.197996 nChanged 13 SP:Iteration 179Q (9075.608432 sec): 3 clusters Score: Raw -464952.155364 + Penalty 3137.194218 = -461814.961146 nChanged 5 SP:Iteration 180F (9075.711386 sec): 3 clusters Score: Raw -464952.995720 + Penalty 3137.194218 = -461815.801502 nChanged 9 SP:Iteration 181Q (9075.815984 sec): 3 clusters Score: Raw -464954.753402 + Penalty 3137.194218 = -461817.559184 nChanged 8 SP:Iteration 182Q (9075.917852 sec): 3 clusters Score: Raw -464955.777051 + Penalty 3137.194218 = -461818.582833 nChanged 6 SP:Iteration 183Q (9076.014546 sec): 3 clusters Score: Raw -464956.473308 + Penalty 3137.194218 = -461819.279090 nChanged 8 SP:Iteration 184Q (9076.137009 sec): 3 clusters Score: Raw -464957.810471 + Penalty 3137.194218 = -461820.616253 nChanged 11 SP:Iteration 185Q (9076.220814 sec): 3 clusters Score: Raw -464959.704088 + Penalty 3137.194218 = -461822.509870 nChanged 10 SP:Iteration 186Q (9076.331882 sec): 3 clusters Score: Raw -464961.610435 + Penalty 3137.194218 = -461824.416217 nChanged 13 SP:Iteration 187Q (9076.436373 sec): 3 clusters Score: Raw -464964.292887 + Penalty 3137.194218 = -461827.098669 nChanged 10 SP:Iteration 188Q (9076.542357 sec): 3 clusters Score: Raw -464966.580939 + Penalty 3137.194218 = -461829.386721 nChanged 10 SP:Iteration 189Q (9076.664611 sec): 3 clusters Score: Raw -464968.016317 + Penalty 3137.194218 = -461830.822099 nChanged 8 SP:Iteration 190Q (9076.747303 sec): 3 clusters Score: Raw -464968.788750 + Penalty 3137.194218 = -461831.594531 nChanged 2 SP:Iteration 191Q (9076.892442 sec): 3 clusters Score: Raw -464969.135495 + Penalty 3137.194218 = -461831.941277 nChanged 0 SP:Iteration 192F (9077.011351 sec): 3 clusters Score: Raw -464969.135495 + Penalty 3137.194218 = -461831.941277 nChanged 0 Trying to split cluster 25 (4660 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9077.079517 sec): 2 clusters Score: Raw -324734.254768 + Penalty 1482.408263 = -323251.846506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9077.197664 sec): 3 clusters Score: Raw -322462.352084 + Penalty 2964.816525 = -319497.535559 nChanged 1815 SP:Iteration 1F (9077.289420 sec): 3 clusters Score: Raw -323517.922560 + Penalty 2964.816525 = -320553.106035 nChanged 375 SP:Iteration 2F (9077.431597 sec): 3 clusters Score: Raw -323792.014546 + Penalty 2964.816525 = -320827.198021 nChanged 298 SP:Iteration 3F (9077.523638 sec): 3 clusters Score: Raw -323991.881113 + Penalty 2964.816525 = -321027.064588 nChanged 253 SP:Iteration 4F (9077.665747 sec): 3 clusters Score: Raw -324181.766876 + Penalty 2964.816525 = -321216.950351 nChanged 249 SP:Iteration 5F (9077.754359 sec): 3 clusters Score: Raw -324378.352144 + Penalty 2964.816525 = -321413.535619 nChanged 249 SP:Iteration 6F (9077.891755 sec): 3 clusters Score: Raw -324588.861835 + Penalty 2964.816525 = -321624.045309 nChanged 229 SP:Iteration 7Q (9077.982256 sec): 3 clusters Score: Raw -324776.186359 + Penalty 2964.816525 = -321811.369834 nChanged 191 SP:Iteration 8Q (9078.098546 sec): 3 clusters Score: Raw -324923.161228 + Penalty 2964.816525 = -321958.344702 nChanged 150 SP:Iteration 9Q (9078.236755 sec): 3 clusters Score: Raw -325017.169782 + Penalty 2964.816525 = -322052.353257 nChanged 109 SP:Iteration 10Q (9078.350283 sec): 3 clusters Score: Raw -325093.558209 + Penalty 2964.816525 = -322128.741683 nChanged 96 SP:Iteration 11Q (9078.438684 sec): 3 clusters Score: Raw -325150.760352 + Penalty 2964.816525 = -322185.943827 nChanged 83 SP:Iteration 12Q (9078.551562 sec): 3 clusters Score: Raw -325196.660451 + Penalty 2964.816525 = -322231.843925 nChanged 63 SP:Iteration 13Q (9078.687848 sec): 3 clusters Score: Raw -325238.000766 + Penalty 2964.816525 = -322273.184241 nChanged 63 SP:Iteration 14Q (9078.776149 sec): 3 clusters Score: Raw -325274.006202 + Penalty 2964.816525 = -322309.189677 nChanged 57 SP:Iteration 15Q (9078.871443 sec): 3 clusters Score: Raw -325304.600794 + Penalty 2964.816525 = -322339.784269 nChanged 68 SP:Iteration 16Q (9078.968787 sec): 3 clusters Score: Raw -325342.728382 + Penalty 2964.816525 = -322377.911857 nChanged 62 SP:Iteration 17Q (9079.060135 sec): 3 clusters Score: Raw -325382.698194 + Penalty 2964.816525 = -322417.881668 nChanged 66 SP:Iteration 18Q (9079.161614 sec): 3 clusters Score: Raw -325419.758099 + Penalty 2964.816525 = -322454.941574 nChanged 56 SP:Iteration 19Q (9079.249983 sec): 3 clusters Score: Raw -325457.056311 + Penalty 2964.816525 = -322492.239786 nChanged 64 SP:Iteration 20F (9079.324183 sec): 3 clusters Score: Raw -325495.663816 + Penalty 2964.816525 = -322530.847291 nChanged 65 SP:Iteration 21Q (9079.416714 sec): 3 clusters Score: Raw -325535.631219 + Penalty 2964.816525 = -322570.814694 nChanged 47 SP:Iteration 22Q (9079.524750 sec): 3 clusters Score: Raw -325558.432356 + Penalty 2964.816525 = -322593.615831 nChanged 40 SP:Iteration 23Q (9079.597587 sec): 3 clusters Score: Raw -325575.349297 + Penalty 2964.816525 = -322610.532772 nChanged 32 SP:Iteration 24Q (9079.705933 sec): 3 clusters Score: Raw -325588.417525 + Penalty 2964.816525 = -322623.600999 nChanged 26 SP:Iteration 25Q (9079.801661 sec): 3 clusters Score: Raw -325600.084908 + Penalty 2964.816525 = -322635.268383 nChanged 25 SP:Iteration 26Q (9079.884218 sec): 3 clusters Score: Raw -325610.908172 + Penalty 2964.816525 = -322646.091646 nChanged 20 SP:Iteration 27Q (9079.956801 sec): 3 clusters Score: Raw -325618.652507 + Penalty 2964.816525 = -322653.835981 nChanged 16 SP:Iteration 28Q (9080.039976 sec): 3 clusters Score: Raw -325624.814218 + Penalty 2964.816525 = -322659.997692 nChanged 16 SP:Iteration 29Q (9080.127447 sec): 3 clusters Score: Raw -325631.944175 + Penalty 2964.816525 = -322667.127649 nChanged 22 SP:Iteration 30Q (9080.230983 sec): 3 clusters Score: Raw -325639.233276 + Penalty 2964.816525 = -322674.416751 nChanged 16 SP:Iteration 31Q (9080.319905 sec): 3 clusters Score: Raw -325643.316462 + Penalty 2964.816525 = -322678.499936 nChanged 15 SP:Iteration 32Q (9080.403320 sec): 3 clusters Score: Raw -325647.332567 + Penalty 2964.816525 = -322682.516041 nChanged 10 SP:Iteration 33Q (9080.498758 sec): 3 clusters Score: Raw -325650.659028 + Penalty 2964.816525 = -322685.842503 nChanged 10 SP:Iteration 34Q (9080.584476 sec): 3 clusters Score: Raw -325653.840743 + Penalty 2964.816525 = -322689.024218 nChanged 9 SP:Iteration 35Q (9080.674272 sec): 3 clusters Score: Raw -325656.995811 + Penalty 2964.816525 = -322692.179286 nChanged 12 SP:Iteration 36Q (9080.771638 sec): 3 clusters Score: Raw -325661.207951 + Penalty 2964.816525 = -322696.391426 nChanged 14 SP:Iteration 37Q (9080.840250 sec): 3 clusters Score: Raw -325665.612568 + Penalty 2964.816525 = -322700.796042 nChanged 19 SP:Iteration 38Q (9080.940528 sec): 3 clusters Score: Raw -325672.588230 + Penalty 2964.816525 = -322707.771705 nChanged 20 SP:Iteration 39Q (9081.020786 sec): 3 clusters Score: Raw -325679.044879 + Penalty 2964.816525 = -322714.228354 nChanged 18 SP:Iteration 40F (9081.090448 sec): 3 clusters Score: Raw -325683.067611 + Penalty 2964.816525 = -322718.251086 nChanged 7 SP:Iteration 41Q (9081.171548 sec): 3 clusters Score: Raw -325684.545700 + Penalty 2964.816525 = -322719.729175 nChanged 10 SP:Iteration 42Q (9081.264360 sec): 3 clusters Score: Raw -325686.786831 + Penalty 2964.816525 = -322721.970306 nChanged 13 SP:Iteration 43Q (9081.333822 sec): 3 clusters Score: Raw -325690.166948 + Penalty 2964.816525 = -322725.350423 nChanged 13 SP:Iteration 44Q (9081.425188 sec): 3 clusters Score: Raw -325694.666101 + Penalty 2964.816525 = -322729.849575 nChanged 14 SP:Iteration 45Q (9081.509102 sec): 3 clusters Score: Raw -325699.910476 + Penalty 2964.816525 = -322735.093951 nChanged 13 SP:Iteration 46Q (9081.612755 sec): 3 clusters Score: Raw -325704.478472 + Penalty 2964.816525 = -322739.661947 nChanged 12 SP:Iteration 47Q (9081.694875 sec): 3 clusters Score: Raw -325707.850127 + Penalty 2964.816525 = -322743.033601 nChanged 7 SP:Iteration 48Q (9081.790959 sec): 3 clusters Score: Raw -325710.014935 + Penalty 2964.816525 = -322745.198410 nChanged 7 SP:Iteration 49Q (9081.880642 sec): 3 clusters Score: Raw -325711.311445 + Penalty 2964.816525 = -322746.494920 nChanged 4 SP:Iteration 50Q (9081.971637 sec): 3 clusters Score: Raw -325712.627308 + Penalty 2964.816525 = -322747.810783 nChanged 3 SP:Iteration 51Q (9082.038815 sec): 3 clusters Score: Raw -325713.810372 + Penalty 2964.816525 = -322748.993846 nChanged 5 SP:Iteration 52Q (9082.139890 sec): 3 clusters Score: Raw -325715.748726 + Penalty 2964.816525 = -322750.932200 nChanged 6 SP:Iteration 53Q (9082.213610 sec): 3 clusters Score: Raw -325717.800140 + Penalty 2964.816525 = -322752.983615 nChanged 7 SP:Iteration 54Q (9082.316358 sec): 3 clusters Score: Raw -325719.781517 + Penalty 2964.816525 = -322754.964991 nChanged 2 SP:Iteration 55Q (9082.402811 sec): 3 clusters Score: Raw -325720.321227 + Penalty 2964.816525 = -322755.504702 nChanged 2 SP:Iteration 56Q (9082.474851 sec): 3 clusters Score: Raw -325721.044190 + Penalty 2964.816525 = -322756.227664 nChanged 2 SP:Iteration 57Q (9082.582401 sec): 3 clusters Score: Raw -325721.695227 + Penalty 2964.816525 = -322756.878702 nChanged 3 SP:Iteration 58Q (9082.659621 sec): 3 clusters Score: Raw -325722.646475 + Penalty 2964.816525 = -322757.829950 nChanged 2 SP:Iteration 59Q (9082.762218 sec): 3 clusters Score: Raw -325722.949176 + Penalty 2964.816525 = -322758.132650 nChanged 1 SP:Iteration 60F (9082.848683 sec): 3 clusters Score: Raw -325723.175892 + Penalty 2964.816525 = -322758.359367 nChanged 3 SP:Iteration 61Q (9082.935529 sec): 3 clusters Score: Raw -325723.912042 + Penalty 2964.816525 = -322759.095517 nChanged 3 SP:Iteration 62Q (9083.028546 sec): 3 clusters Score: Raw -325724.449963 + Penalty 2964.816525 = -322759.633438 nChanged 2 SP:Iteration 63Q (9083.113084 sec): 3 clusters Score: Raw -325724.874227 + Penalty 2964.816525 = -322760.057702 nChanged 0 SP:Iteration 64F (9083.196819 sec): 3 clusters Score: Raw -325724.874227 + Penalty 2964.816525 = -322760.057702 nChanged 0 Trying to split cluster 26 (510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9083.232560 sec): 2 clusters Score: Raw -31821.040583 + Penalty 1094.139082 = -30726.901501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9083.308883 sec): 3 clusters Score: Raw -31800.392510 + Penalty 2188.278165 = -29612.114345 nChanged 115 SP:Iteration 1F (9083.392072 sec): 3 clusters Score: Raw -31981.602828 + Penalty 2188.278165 = -29793.324663 nChanged 30 SP:Iteration 2F (9083.476043 sec): 3 clusters Score: Raw -32030.482220 + Penalty 2188.278165 = -29842.204056 nChanged 23 SP:Iteration 3Q (9083.560896 sec): 3 clusters Score: Raw -32073.866119 + Penalty 2188.278165 = -29885.587955 nChanged 19 SP:Iteration 4Q (9083.644082 sec): 3 clusters Score: Raw -32123.798010 + Penalty 2188.278165 = -29935.519845 nChanged 15 SP:Iteration 5Q (9083.729232 sec): 3 clusters Score: Raw -32181.704843 + Penalty 2188.278165 = -29993.426678 nChanged 20 SP:Iteration 6Q (9083.811877 sec): 3 clusters Score: Raw -32239.188061 + Penalty 2188.278165 = -30050.909897 nChanged 10 SP:Iteration 7Q (9083.894848 sec): 3 clusters Score: Raw -32271.469688 + Penalty 2188.278165 = -30083.191524 nChanged 6 SP:Iteration 8Q (9083.979278 sec): 3 clusters Score: Raw -32306.804236 + Penalty 2188.278165 = -30118.526071 nChanged 7 SP:Iteration 9Q (9084.078829 sec): 3 clusters Score: Raw -32330.416074 + Penalty 2188.278165 = -30142.137910 nChanged 4 SP:Iteration 10Q (9084.157542 sec): 3 clusters Score: Raw -32349.680805 + Penalty 2188.278165 = -30161.402641 nChanged 2 SP:Iteration 11Q (9084.232384 sec): 3 clusters Score: Raw -32357.560105 + Penalty 2188.278165 = -30169.281940 nChanged 3 SP:Iteration 12Q (9084.299391 sec): 3 clusters Score: Raw -32369.667279 + Penalty 2188.278165 = -30181.389114 nChanged 8 SP:Iteration 13Q (9084.375717 sec): 3 clusters Score: Raw -32410.531693 + Penalty 2188.278165 = -30222.253528 nChanged 8 SP:Iteration 14Q (9084.453976 sec): 3 clusters Score: Raw -32445.065159 + Penalty 2188.278165 = -30256.786994 nChanged 4 SP:Iteration 15Q (9084.532645 sec): 3 clusters Score: Raw -32453.749332 + Penalty 2188.278165 = -30265.471167 nChanged 1 SP:Iteration 16Q (9084.611270 sec): 3 clusters Score: Raw -32456.039770 + Penalty 2188.278165 = -30267.761605 nChanged 0 SP:Iteration 17F (9084.686883 sec): 3 clusters Score: Raw -32456.705500 + Penalty 2188.278165 = -30268.427335 nChanged 1 SP:Iteration 18Q (9084.779308 sec): 3 clusters Score: Raw -32462.241750 + Penalty 2188.278165 = -30273.963585 nChanged 0 SP:Iteration 19F (9084.845758 sec): 3 clusters Score: Raw -32462.241750 + Penalty 2188.278165 = -30273.963585 nChanged 0 Trying to split cluster 27 (5278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9084.921523 sec): 2 clusters Score: Raw -318487.948689 + Penalty 1504.263592 = -316983.685097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9085.019955 sec): 3 clusters Score: Raw -315706.944742 + Penalty 3008.527183 = -312698.417558 nChanged 2176 SP:Iteration 1F (9085.117068 sec): 3 clusters Score: Raw -316957.656596 + Penalty 3008.527183 = -313949.129413 nChanged 377 SP:Iteration 2F (9085.201458 sec): 3 clusters Score: Raw -317186.539486 + Penalty 3008.527183 = -314178.012303 nChanged 322 SP:Iteration 3F (9085.289416 sec): 3 clusters Score: Raw -317415.941723 + Penalty 3008.527183 = -314407.414539 nChanged 310 SP:Iteration 4F (9085.364429 sec): 3 clusters Score: Raw -317685.377814 + Penalty 3008.527183 = -314676.850631 nChanged 296 SP:Iteration 5F (9085.468686 sec): 3 clusters Score: Raw -317924.419598 + Penalty 3008.527183 = -314915.892415 nChanged 278 SP:Iteration 6F (9085.540898 sec): 3 clusters Score: Raw -318162.572785 + Penalty 3008.527183 = -315154.045601 nChanged 264 SP:Iteration 7F (9085.631579 sec): 3 clusters Score: Raw -318363.373255 + Penalty 3008.527183 = -315354.846072 nChanged 229 SP:Iteration 8Q (9085.731110 sec): 3 clusters Score: Raw -318538.593416 + Penalty 3008.527183 = -315530.066232 nChanged 174 SP:Iteration 9Q (9085.817210 sec): 3 clusters Score: Raw -318648.206947 + Penalty 3008.527183 = -315639.679764 nChanged 147 SP:Iteration 10Q (9085.911044 sec): 3 clusters Score: Raw -318753.337812 + Penalty 3008.527183 = -315744.810628 nChanged 149 SP:Iteration 11Q (9086.004732 sec): 3 clusters Score: Raw -318859.468190 + Penalty 3008.527183 = -315850.941007 nChanged 130 SP:Iteration 12Q (9086.094976 sec): 3 clusters Score: Raw -318942.441905 + Penalty 3008.527183 = -315933.914721 nChanged 107 SP:Iteration 13Q (9086.194837 sec): 3 clusters Score: Raw -318988.097442 + Penalty 3008.527183 = -315979.570258 nChanged 73 SP:Iteration 14Q (9086.287839 sec): 3 clusters Score: Raw -319021.174764 + Penalty 3008.527183 = -316012.647580 nChanged 64 SP:Iteration 15Q (9086.379149 sec): 3 clusters Score: Raw -319056.843825 + Penalty 3008.527183 = -316048.316642 nChanged 75 SP:Iteration 16Q (9086.448875 sec): 3 clusters Score: Raw -319102.687313 + Penalty 3008.527183 = -316094.160129 nChanged 81 SP:Iteration 17Q (9086.554693 sec): 3 clusters Score: Raw -319154.795017 + Penalty 3008.527183 = -316146.267833 nChanged 90 SP:Iteration 18Q (9086.642928 sec): 3 clusters Score: Raw -319218.605803 + Penalty 3008.527183 = -316210.078619 nChanged 90 SP:Iteration 19Q (9086.736894 sec): 3 clusters Score: Raw -319297.225497 + Penalty 3008.527183 = -316288.698314 nChanged 99 SP:Iteration 20F (9086.828743 sec): 3 clusters Score: Raw -319390.308132 + Penalty 3008.527183 = -316381.780948 nChanged 99 SP:Iteration 21Q (9086.899820 sec): 3 clusters Score: Raw -319472.864412 + Penalty 3008.527183 = -316464.337228 nChanged 95 SP:Iteration 22Q (9086.989729 sec): 3 clusters Score: Raw -319544.122776 + Penalty 3008.527183 = -316535.595592 nChanged 92 SP:Iteration 23Q (9087.082941 sec): 3 clusters Score: Raw -319596.098915 + Penalty 3008.527183 = -316587.571731 nChanged 76 SP:Iteration 24Q (9087.199074 sec): 3 clusters Score: Raw -319636.905133 + Penalty 3008.527183 = -316628.377949 nChanged 54 SP:Iteration 25Q (9087.288432 sec): 3 clusters Score: Raw -319661.424929 + Penalty 3008.527183 = -316652.897745 nChanged 38 SP:Iteration 26Q (9087.398754 sec): 3 clusters Score: Raw -319674.598083 + Penalty 3008.527183 = -316666.070899 nChanged 22 SP:Iteration 27Q (9087.537902 sec): 3 clusters Score: Raw -319683.326575 + Penalty 3008.527183 = -316674.799392 nChanged 21 SP:Iteration 28Q (9087.654349 sec): 3 clusters Score: Raw -319688.511961 + Penalty 3008.527183 = -316679.984777 nChanged 6 SP:Iteration 29Q (9087.750761 sec): 3 clusters Score: Raw -319690.216331 + Penalty 3008.527183 = -316681.689147 nChanged 8 SP:Iteration 30Q (9087.876395 sec): 3 clusters Score: Raw -319692.186986 + Penalty 3008.527183 = -316683.659803 nChanged 6 SP:Iteration 31Q (9087.979215 sec): 3 clusters Score: Raw -319693.829981 + Penalty 3008.527183 = -316685.302797 nChanged 4 SP:Iteration 32Q (9088.102503 sec): 3 clusters Score: Raw -319694.756145 + Penalty 3008.527183 = -316686.228962 nChanged 8 SP:Iteration 33Q (9088.206052 sec): 3 clusters Score: Raw -319696.259677 + Penalty 3008.527183 = -316687.732494 nChanged 3 SP:Iteration 34Q (9088.322294 sec): 3 clusters Score: Raw -319696.758795 + Penalty 3008.527183 = -316688.231612 nChanged 1 SP:Iteration 35Q (9088.419613 sec): 3 clusters Score: Raw -319696.851403 + Penalty 3008.527183 = -316688.324220 nChanged 0 SP:Iteration 36F (9088.527733 sec): 3 clusters Score: Raw -319696.851403 + Penalty 3008.527183 = -316688.324220 nChanged 0 Trying to split cluster 28 (2464 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9088.587150 sec): 2 clusters Score: Raw -149904.327761 + Penalty 1370.574502 = -148533.753258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9088.704770 sec): 3 clusters Score: Raw -148810.108114 + Penalty 2741.149005 = -146068.959109 nChanged 862 SP:Iteration 1F (9088.813894 sec): 3 clusters Score: Raw -149407.092530 + Penalty 2741.149005 = -146665.943525 nChanged 208 SP:Iteration 2F (9088.886662 sec): 3 clusters Score: Raw -149577.677514 + Penalty 2741.149005 = -146836.528509 nChanged 146 SP:Iteration 3F (9089.001959 sec): 3 clusters Score: Raw -149696.753914 + Penalty 2741.149005 = -146955.604909 nChanged 114 SP:Iteration 4Q (9089.089111 sec): 3 clusters Score: Raw -149776.685170 + Penalty 2741.149005 = -147035.536165 nChanged 84 SP:Iteration 5Q (9089.201158 sec): 3 clusters Score: Raw -149827.669597 + Penalty 2741.149005 = -147086.520592 nChanged 66 SP:Iteration 6Q (9089.301284 sec): 3 clusters Score: Raw -149869.673480 + Penalty 2741.149005 = -147128.524475 nChanged 48 SP:Iteration 7Q (9089.401873 sec): 3 clusters Score: Raw -149901.881594 + Penalty 2741.149005 = -147160.732589 nChanged 39 SP:Iteration 8Q (9089.504299 sec): 3 clusters Score: Raw -149928.732575 + Penalty 2741.149005 = -147187.583570 nChanged 46 SP:Iteration 9Q (9089.610439 sec): 3 clusters Score: Raw -149955.312610 + Penalty 2741.149005 = -147214.163605 nChanged 37 SP:Iteration 10Q (9089.702156 sec): 3 clusters Score: Raw -149981.314762 + Penalty 2741.149005 = -147240.165758 nChanged 32 SP:Iteration 11Q (9089.806777 sec): 3 clusters Score: Raw -150006.100764 + Penalty 2741.149005 = -147264.951759 nChanged 35 SP:Iteration 12Q (9089.909137 sec): 3 clusters Score: Raw -150028.548033 + Penalty 2741.149005 = -147287.399028 nChanged 33 SP:Iteration 13Q (9090.022635 sec): 3 clusters Score: Raw -150051.923219 + Penalty 2741.149005 = -147310.774214 nChanged 29 SP:Iteration 14Q (9090.131401 sec): 3 clusters Score: Raw -150069.988768 + Penalty 2741.149005 = -147328.839763 nChanged 35 SP:Iteration 15Q (9090.222701 sec): 3 clusters Score: Raw -150096.497657 + Penalty 2741.149005 = -147355.348652 nChanged 44 SP:Iteration 16Q (9090.311878 sec): 3 clusters Score: Raw -150144.746999 + Penalty 2741.149005 = -147403.597994 nChanged 46 SP:Iteration 17Q (9090.403783 sec): 3 clusters Score: Raw -150199.354184 + Penalty 2741.149005 = -147458.205180 nChanged 55 SP:Iteration 18Q (9090.488976 sec): 3 clusters Score: Raw -150250.215536 + Penalty 2741.149005 = -147509.066531 nChanged 70 SP:Iteration 19Q (9090.579397 sec): 3 clusters Score: Raw -150341.171736 + Penalty 2741.149005 = -147600.022731 nChanged 103 SP:Iteration 20F (9090.662623 sec): 3 clusters Score: Raw -150496.703822 + Penalty 2741.149005 = -147755.554817 nChanged 98 SP:Iteration 21Q (9090.774313 sec): 3 clusters Score: Raw -150643.700618 + Penalty 2741.149005 = -147902.551613 nChanged 80 SP:Iteration 22Q (9090.858581 sec): 3 clusters Score: Raw -150749.048658 + Penalty 2741.149005 = -148007.899653 nChanged 57 SP:Iteration 23Q (9090.947290 sec): 3 clusters Score: Raw -150793.382787 + Penalty 2741.149005 = -148052.233782 nChanged 39 SP:Iteration 24Q (9091.051142 sec): 3 clusters Score: Raw -150819.478610 + Penalty 2741.149005 = -148078.329606 nChanged 24 SP:Iteration 25Q (9091.156834 sec): 3 clusters Score: Raw -150836.569432 + Penalty 2741.149005 = -148095.420427 nChanged 20 SP:Iteration 26Q (9091.251821 sec): 3 clusters Score: Raw -150849.958717 + Penalty 2741.149005 = -148108.809712 nChanged 16 SP:Iteration 27Q (9091.338565 sec): 3 clusters Score: Raw -150856.057259 + Penalty 2741.149005 = -148114.908254 nChanged 11 SP:Iteration 28Q (9091.419322 sec): 3 clusters Score: Raw -150859.469253 + Penalty 2741.149005 = -148118.320248 nChanged 7 SP:Iteration 29Q (9091.513552 sec): 3 clusters Score: Raw -150862.427341 + Penalty 2741.149005 = -148121.278336 nChanged 4 SP:Iteration 30Q (9091.590684 sec): 3 clusters Score: Raw -150864.614734 + Penalty 2741.149005 = -148123.465729 nChanged 4 SP:Iteration 31Q (9091.682704 sec): 3 clusters Score: Raw -150867.150280 + Penalty 2741.149005 = -148126.001275 nChanged 4 SP:Iteration 32Q (9091.751821 sec): 3 clusters Score: Raw -150868.241314 + Penalty 2741.149005 = -148127.092309 nChanged 2 SP:Iteration 33Q (9091.859990 sec): 3 clusters Score: Raw -150868.675516 + Penalty 2741.149005 = -148127.526511 nChanged 1 SP:Iteration 34Q (9091.970763 sec): 3 clusters Score: Raw -150869.086351 + Penalty 2741.149005 = -148127.937346 nChanged 2 SP:Iteration 35Q (9092.076317 sec): 3 clusters Score: Raw -150869.809137 + Penalty 2741.149005 = -148128.660132 nChanged 0 SP:Iteration 36F (9092.150962 sec): 3 clusters Score: Raw -150869.809137 + Penalty 2741.149005 = -148128.660132 nChanged 0 Trying to split cluster 29 (3729 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9092.201183 sec): 2 clusters Score: Raw -200024.460558 + Penalty 1443.293639 = -198581.166919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9092.308296 sec): 3 clusters Score: Raw -198275.976914 + Penalty 2886.587278 = -195389.389636 nChanged 1433 SP:Iteration 1F (9092.398754 sec): 3 clusters Score: Raw -199230.325305 + Penalty 2886.587278 = -196343.738027 nChanged 368 SP:Iteration 2F (9092.488243 sec): 3 clusters Score: Raw -199563.669913 + Penalty 2886.587278 = -196677.082634 nChanged 288 SP:Iteration 3F (9092.575456 sec): 3 clusters Score: Raw -199810.123500 + Penalty 2886.587278 = -196923.536222 nChanged 231 SP:Iteration 4F (9092.651042 sec): 3 clusters Score: Raw -200007.793257 + Penalty 2886.587278 = -197121.205978 nChanged 199 SP:Iteration 5F (9092.746198 sec): 3 clusters Score: Raw -200159.212195 + Penalty 2886.587278 = -197272.624917 nChanged 142 SP:Iteration 6Q (9092.847150 sec): 3 clusters Score: Raw -200319.564007 + Penalty 2886.587278 = -197432.976728 nChanged 145 SP:Iteration 7Q (9092.942450 sec): 3 clusters Score: Raw -200495.071016 + Penalty 2886.587278 = -197608.483737 nChanged 137 SP:Iteration 8Q (9093.018898 sec): 3 clusters Score: Raw -200635.472544 + Penalty 2886.587278 = -197748.885266 nChanged 111 SP:Iteration 9Q (9093.111131 sec): 3 clusters Score: Raw -200721.608927 + Penalty 2886.587278 = -197835.021649 nChanged 77 SP:Iteration 10Q (9093.222542 sec): 3 clusters Score: Raw -200778.551890 + Penalty 2886.587278 = -197891.964612 nChanged 49 SP:Iteration 11Q (9093.309000 sec): 3 clusters Score: Raw -200812.158281 + Penalty 2886.587278 = -197925.571003 nChanged 43 SP:Iteration 12Q (9093.403616 sec): 3 clusters Score: Raw -200837.729217 + Penalty 2886.587278 = -197951.141938 nChanged 45 SP:Iteration 13Q (9093.468861 sec): 3 clusters Score: Raw -200868.530096 + Penalty 2886.587278 = -197981.942817 nChanged 46 SP:Iteration 14Q (9093.555870 sec): 3 clusters Score: Raw -200924.962754 + Penalty 2886.587278 = -198038.375476 nChanged 54 SP:Iteration 15Q (9093.642895 sec): 3 clusters Score: Raw -200987.354927 + Penalty 2886.587278 = -198100.767649 nChanged 53 SP:Iteration 16Q (9093.745782 sec): 3 clusters Score: Raw -201028.794631 + Penalty 2886.587278 = -198142.207352 nChanged 48 SP:Iteration 17Q (9093.826438 sec): 3 clusters Score: Raw -201049.591345 + Penalty 2886.587278 = -198163.004066 nChanged 35 SP:Iteration 18Q (9093.920663 sec): 3 clusters Score: Raw -201060.956014 + Penalty 2886.587278 = -198174.368736 nChanged 29 SP:Iteration 19Q (9093.991410 sec): 3 clusters Score: Raw -201073.611136 + Penalty 2886.587278 = -198187.023858 nChanged 32 SP:Iteration 20F (9094.072065 sec): 3 clusters Score: Raw -201092.130246 + Penalty 2886.587278 = -198205.542967 nChanged 31 SP:Iteration 21Q (9094.159895 sec): 3 clusters Score: Raw -201106.941331 + Penalty 2886.587278 = -198220.354052 nChanged 28 SP:Iteration 22Q (9094.253713 sec): 3 clusters Score: Raw -201121.038433 + Penalty 2886.587278 = -198234.451155 nChanged 32 SP:Iteration 23Q (9094.332502 sec): 3 clusters Score: Raw -201133.838785 + Penalty 2886.587278 = -198247.251506 nChanged 24 SP:Iteration 24Q (9094.427184 sec): 3 clusters Score: Raw -201145.084727 + Penalty 2886.587278 = -198258.497449 nChanged 26 SP:Iteration 25Q (9094.511106 sec): 3 clusters Score: Raw -201156.515817 + Penalty 2886.587278 = -198269.928539 nChanged 22 SP:Iteration 26Q (9094.596750 sec): 3 clusters Score: Raw -201166.187334 + Penalty 2886.587278 = -198279.600056 nChanged 17 SP:Iteration 27Q (9094.674728 sec): 3 clusters Score: Raw -201173.854779 + Penalty 2886.587278 = -198287.267500 nChanged 21 SP:Iteration 28Q (9094.751120 sec): 3 clusters Score: Raw -201183.193637 + Penalty 2886.587278 = -198296.606359 nChanged 16 SP:Iteration 29Q (9094.833943 sec): 3 clusters Score: Raw -201190.980254 + Penalty 2886.587278 = -198304.392975 nChanged 16 SP:Iteration 30Q (9094.923342 sec): 3 clusters Score: Raw -201196.686137 + Penalty 2886.587278 = -198310.098858 nChanged 14 SP:Iteration 31Q (9095.035222 sec): 3 clusters Score: Raw -201201.990191 + Penalty 2886.587278 = -198315.402912 nChanged 8 SP:Iteration 32Q (9095.125201 sec): 3 clusters Score: Raw -201205.024046 + Penalty 2886.587278 = -198318.436767 nChanged 11 SP:Iteration 33Q (9095.209784 sec): 3 clusters Score: Raw -201210.548869 + Penalty 2886.587278 = -198323.961591 nChanged 12 SP:Iteration 34Q (9095.299536 sec): 3 clusters Score: Raw -201215.996437 + Penalty 2886.587278 = -198329.409158 nChanged 14 SP:Iteration 35Q (9095.393190 sec): 3 clusters Score: Raw -201222.006745 + Penalty 2886.587278 = -198335.419467 nChanged 8 SP:Iteration 36Q (9095.468341 sec): 3 clusters Score: Raw -201226.103658 + Penalty 2886.587278 = -198339.516380 nChanged 7 SP:Iteration 37Q (9095.581590 sec): 3 clusters Score: Raw -201230.502521 + Penalty 2886.587278 = -198343.915242 nChanged 7 SP:Iteration 38Q (9095.672634 sec): 3 clusters Score: Raw -201233.304811 + Penalty 2886.587278 = -198346.717533 nChanged 5 SP:Iteration 39Q (9095.754223 sec): 3 clusters Score: Raw -201235.235249 + Penalty 2886.587278 = -198348.647971 nChanged 3 SP:Iteration 40F (9095.836675 sec): 3 clusters Score: Raw -201235.992019 + Penalty 2886.587278 = -198349.404741 nChanged 2 SP:Iteration 41Q (9095.924675 sec): 3 clusters Score: Raw -201236.634220 + Penalty 2886.587278 = -198350.046942 nChanged 2 SP:Iteration 42Q (9095.998936 sec): 3 clusters Score: Raw -201237.150842 + Penalty 2886.587278 = -198350.563564 nChanged 2 SP:Iteration 43Q (9096.076950 sec): 3 clusters Score: Raw -201237.557729 + Penalty 2886.587278 = -198350.970451 nChanged 1 SP:Iteration 44Q (9096.158188 sec): 3 clusters Score: Raw -201238.010209 + Penalty 2886.587278 = -198351.422931 nChanged 0 SP:Iteration 45F (9096.256153 sec): 3 clusters Score: Raw -201238.010209 + Penalty 2886.587278 = -198351.422931 nChanged 0 Trying to split cluster 30 (5133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9096.326488 sec): 2 clusters Score: Raw -337942.438750 + Penalty 1499.374696 = -336443.064054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9096.416540 sec): 3 clusters Score: Raw -335320.692824 + Penalty 2998.749392 = -332321.943432 nChanged 2044 SP:Iteration 1F (9096.507160 sec): 3 clusters Score: Raw -336639.211706 + Penalty 2998.749392 = -333640.462314 nChanged 420 SP:Iteration 2F (9096.594124 sec): 3 clusters Score: Raw -336924.343824 + Penalty 2998.749392 = -333925.594432 nChanged 325 SP:Iteration 3F (9096.672224 sec): 3 clusters Score: Raw -337147.540195 + Penalty 2998.749392 = -334148.790802 nChanged 280 SP:Iteration 4F (9096.763280 sec): 3 clusters Score: Raw -337347.331284 + Penalty 2998.749392 = -334348.581892 nChanged 252 SP:Iteration 5Q (9096.855413 sec): 3 clusters Score: Raw -337521.856395 + Penalty 2998.749392 = -334523.107002 nChanged 230 SP:Iteration 6Q (9096.945890 sec): 3 clusters Score: Raw -337688.861614 + Penalty 2998.749392 = -334690.112222 nChanged 221 SP:Iteration 7Q (9097.054790 sec): 3 clusters Score: Raw -337837.026349 + Penalty 2998.749392 = -334838.276957 nChanged 192 SP:Iteration 8Q (9097.141035 sec): 3 clusters Score: Raw -337984.346233 + Penalty 2998.749392 = -334985.596841 nChanged 182 SP:Iteration 9Q (9097.220523 sec): 3 clusters Score: Raw -338109.361131 + Penalty 2998.749392 = -335110.611739 nChanged 145 SP:Iteration 10Q (9097.310946 sec): 3 clusters Score: Raw -338190.453233 + Penalty 2998.749392 = -335191.703840 nChanged 111 SP:Iteration 11Q (9097.403000 sec): 3 clusters Score: Raw -338247.849989 + Penalty 2998.749392 = -335249.100597 nChanged 78 SP:Iteration 12Q (9097.505035 sec): 3 clusters Score: Raw -338284.580985 + Penalty 2998.749392 = -335285.831592 nChanged 58 SP:Iteration 13Q (9097.593029 sec): 3 clusters Score: Raw -338307.981612 + Penalty 2998.749392 = -335309.232219 nChanged 53 SP:Iteration 14Q (9097.661720 sec): 3 clusters Score: Raw -338330.107871 + Penalty 2998.749392 = -335331.358478 nChanged 43 SP:Iteration 15Q (9097.755212 sec): 3 clusters Score: Raw -338346.287765 + Penalty 2998.749392 = -335347.538373 nChanged 37 SP:Iteration 16Q (9097.844606 sec): 3 clusters Score: Raw -338361.404267 + Penalty 2998.749392 = -335362.654875 nChanged 38 SP:Iteration 17Q (9097.931388 sec): 3 clusters Score: Raw -338375.166211 + Penalty 2998.749392 = -335376.416818 nChanged 42 SP:Iteration 18Q (9098.002358 sec): 3 clusters Score: Raw -338388.115566 + Penalty 2998.749392 = -335389.366174 nChanged 36 SP:Iteration 19Q (9098.100146 sec): 3 clusters Score: Raw -338398.457375 + Penalty 2998.749392 = -335399.707982 nChanged 33 SP:Iteration 20F (9098.200550 sec): 3 clusters Score: Raw -338408.799935 + Penalty 2998.749392 = -335410.050543 nChanged 34 SP:Iteration 21Q (9098.293043 sec): 3 clusters Score: Raw -338419.959490 + Penalty 2998.749392 = -335421.210098 nChanged 30 SP:Iteration 22Q (9098.370589 sec): 3 clusters Score: Raw -338429.787233 + Penalty 2998.749392 = -335431.037841 nChanged 29 SP:Iteration 23Q (9098.479322 sec): 3 clusters Score: Raw -338441.899420 + Penalty 2998.749392 = -335443.150028 nChanged 33 SP:Iteration 24Q (9098.557520 sec): 3 clusters Score: Raw -338455.112347 + Penalty 2998.749392 = -335456.362954 nChanged 33 SP:Iteration 25Q (9098.666018 sec): 3 clusters Score: Raw -338468.807000 + Penalty 2998.749392 = -335470.057608 nChanged 32 SP:Iteration 26Q (9098.755697 sec): 3 clusters Score: Raw -338480.847995 + Penalty 2998.749392 = -335482.098603 nChanged 22 SP:Iteration 27Q (9098.849242 sec): 3 clusters Score: Raw -338488.873515 + Penalty 2998.749392 = -335490.124123 nChanged 25 SP:Iteration 28Q (9098.941402 sec): 3 clusters Score: Raw -338497.572908 + Penalty 2998.749392 = -335498.823516 nChanged 20 SP:Iteration 29Q (9099.029846 sec): 3 clusters Score: Raw -338502.889475 + Penalty 2998.749392 = -335504.140082 nChanged 13 SP:Iteration 30Q (9099.104680 sec): 3 clusters Score: Raw -338505.562143 + Penalty 2998.749392 = -335506.812751 nChanged 9 SP:Iteration 31Q (9099.202618 sec): 3 clusters Score: Raw -338508.331796 + Penalty 2998.749392 = -335509.582404 nChanged 7 SP:Iteration 32Q (9099.292568 sec): 3 clusters Score: Raw -338510.326455 + Penalty 2998.749392 = -335511.577062 nChanged 6 SP:Iteration 33Q (9099.383297 sec): 3 clusters Score: Raw -338511.421456 + Penalty 2998.749392 = -335512.672063 nChanged 2 SP:Iteration 34Q (9099.472984 sec): 3 clusters Score: Raw -338511.790389 + Penalty 2998.749392 = -335513.040997 nChanged 5 SP:Iteration 35Q (9099.543625 sec): 3 clusters Score: Raw -338513.505473 + Penalty 2998.749392 = -335514.756080 nChanged 6 SP:Iteration 36Q (9099.627807 sec): 3 clusters Score: Raw -338514.892194 + Penalty 2998.749392 = -335516.142802 nChanged 6 SP:Iteration 37Q (9099.735385 sec): 3 clusters Score: Raw -338515.819979 + Penalty 2998.749392 = -335517.070586 nChanged 2 SP:Iteration 38Q (9099.804647 sec): 3 clusters Score: Raw -338516.467437 + Penalty 2998.749392 = -335517.718045 nChanged 6 SP:Iteration 39Q (9099.913443 sec): 3 clusters Score: Raw -338518.122183 + Penalty 2998.749392 = -335519.372791 nChanged 8 SP:Iteration 40F (9100.001364 sec): 3 clusters Score: Raw -338520.281219 + Penalty 2998.749392 = -335521.531827 nChanged 6 SP:Iteration 41Q (9100.087817 sec): 3 clusters Score: Raw -338522.216562 + Penalty 2998.749392 = -335523.467170 nChanged 4 SP:Iteration 42Q (9100.157816 sec): 3 clusters Score: Raw -338522.660072 + Penalty 2998.749392 = -335523.910680 nChanged 2 SP:Iteration 43Q (9100.253085 sec): 3 clusters Score: Raw -338522.886804 + Penalty 2998.749392 = -335524.137411 nChanged 4 SP:Iteration 44Q (9100.334982 sec): 3 clusters Score: Raw -338523.622226 + Penalty 2998.749392 = -335524.872834 nChanged 1 SP:Iteration 45Q (9100.424884 sec): 3 clusters Score: Raw -338523.938786 + Penalty 2998.749392 = -335525.189394 nChanged 1 SP:Iteration 46Q (9100.521862 sec): 3 clusters Score: Raw -338524.137573 + Penalty 2998.749392 = -335525.388180 nChanged 1 SP:Iteration 47Q (9100.603513 sec): 3 clusters Score: Raw -338524.516212 + Penalty 2998.749392 = -335525.766819 nChanged 2 SP:Iteration 48Q (9100.704922 sec): 3 clusters Score: Raw -338524.897153 + Penalty 2998.749392 = -335526.147761 nChanged 1 SP:Iteration 49Q (9100.813123 sec): 3 clusters Score: Raw -338525.200734 + Penalty 2998.749392 = -335526.451342 nChanged 1 SP:Iteration 50Q (9100.879368 sec): 3 clusters Score: Raw -338525.695394 + Penalty 2998.749392 = -335526.946001 nChanged 3 SP:Iteration 51Q (9100.980136 sec): 3 clusters Score: Raw -338525.976622 + Penalty 2998.749392 = -335527.227229 nChanged 1 SP:Iteration 52Q (9101.091366 sec): 3 clusters Score: Raw -338526.388768 + Penalty 2998.749392 = -335527.639376 nChanged 2 SP:Iteration 53Q (9101.182885 sec): 3 clusters Score: Raw -338526.814676 + Penalty 2998.749392 = -335528.065283 nChanged 1 SP:Iteration 54Q (9101.263446 sec): 3 clusters Score: Raw -338526.890723 + Penalty 2998.749392 = -335528.141331 nChanged 0 SP:Iteration 55F (9101.351235 sec): 3 clusters Score: Raw -338526.890723 + Penalty 2998.749392 = -335528.141331 nChanged 0 Trying to split cluster 31 (8106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9101.432415 sec): 2 clusters Score: Raw -527391.889650 + Penalty 1579.563146 = -525812.326503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9101.532080 sec): 3 clusters Score: Raw -522941.047076 + Penalty 3159.126292 = -519781.920783 nChanged 3407 SP:Iteration 1F (9101.630055 sec): 3 clusters Score: Raw -524934.953313 + Penalty 3159.126292 = -521775.827020 nChanged 626 SP:Iteration 2F (9101.724875 sec): 3 clusters Score: Raw -525310.828729 + Penalty 3159.126292 = -522151.702436 nChanged 516 SP:Iteration 3F (9101.812931 sec): 3 clusters Score: Raw -525613.880568 + Penalty 3159.126292 = -522454.754276 nChanged 452 SP:Iteration 4F (9101.904801 sec): 3 clusters Score: Raw -525888.606935 + Penalty 3159.126292 = -522729.480642 nChanged 432 SP:Iteration 5F (9102.009538 sec): 3 clusters Score: Raw -526155.351502 + Penalty 3159.126292 = -522996.225210 nChanged 379 SP:Iteration 6Q (9102.083703 sec): 3 clusters Score: Raw -526380.269200 + Penalty 3159.126292 = -523221.142907 nChanged 376 SP:Iteration 7Q (9102.187493 sec): 3 clusters Score: Raw -526601.305112 + Penalty 3159.126292 = -523442.178819 nChanged 284 SP:Iteration 8Q (9102.276217 sec): 3 clusters Score: Raw -526741.505018 + Penalty 3159.126292 = -523582.378726 nChanged 247 SP:Iteration 9Q (9102.379785 sec): 3 clusters Score: Raw -526855.639507 + Penalty 3159.126292 = -523696.513215 nChanged 208 SP:Iteration 10Q (9102.476211 sec): 3 clusters Score: Raw -526951.841630 + Penalty 3159.126292 = -523792.715337 nChanged 192 SP:Iteration 11Q (9102.577368 sec): 3 clusters Score: Raw -527045.698549 + Penalty 3159.126292 = -523886.572257 nChanged 175 SP:Iteration 12Q (9102.674701 sec): 3 clusters Score: Raw -527132.262625 + Penalty 3159.126292 = -523973.136333 nChanged 159 SP:Iteration 13Q (9102.773115 sec): 3 clusters Score: Raw -527207.747389 + Penalty 3159.126292 = -524048.621097 nChanged 152 SP:Iteration 14Q (9102.867107 sec): 3 clusters Score: Raw -527289.609564 + Penalty 3159.126292 = -524130.483272 nChanged 168 SP:Iteration 15Q (9102.954567 sec): 3 clusters Score: Raw -527384.366971 + Penalty 3159.126292 = -524225.240679 nChanged 191 SP:Iteration 16Q (9103.079313 sec): 3 clusters Score: Raw -527502.492292 + Penalty 3159.126292 = -524343.366000 nChanged 182 SP:Iteration 17Q (9103.184476 sec): 3 clusters Score: Raw -527619.051021 + Penalty 3159.126292 = -524459.924729 nChanged 182 SP:Iteration 18Q (9103.293509 sec): 3 clusters Score: Raw -527754.293831 + Penalty 3159.126292 = -524595.167539 nChanged 172 SP:Iteration 19Q (9103.399122 sec): 3 clusters Score: Raw -527880.545285 + Penalty 3159.126292 = -524721.418992 nChanged 165 SP:Iteration 20F (9103.568612 sec): 3 clusters Score: Raw -528006.073842 + Penalty 3159.126292 = -524846.947550 nChanged 137 SP:Iteration 21Q (9103.703692 sec): 3 clusters Score: Raw -528092.745812 + Penalty 3159.126292 = -524933.619520 nChanged 113 SP:Iteration 22Q (9103.819153 sec): 3 clusters Score: Raw -528146.819491 + Penalty 3159.126292 = -524987.693199 nChanged 79 SP:Iteration 23Q (9103.944671 sec): 3 clusters Score: Raw -528178.777527 + Penalty 3159.126292 = -525019.651234 nChanged 53 SP:Iteration 24Q (9104.066850 sec): 3 clusters Score: Raw -528195.081526 + Penalty 3159.126292 = -525035.955234 nChanged 27 SP:Iteration 25Q (9104.187764 sec): 3 clusters Score: Raw -528203.228454 + Penalty 3159.126292 = -525044.102162 nChanged 25 SP:Iteration 26Q (9104.318972 sec): 3 clusters Score: Raw -528208.682012 + Penalty 3159.126292 = -525049.555720 nChanged 21 SP:Iteration 27Q (9104.456393 sec): 3 clusters Score: Raw -528213.072682 + Penalty 3159.126292 = -525053.946390 nChanged 19 SP:Iteration 28Q (9104.578306 sec): 3 clusters Score: Raw -528216.378113 + Penalty 3159.126292 = -525057.251820 nChanged 13 SP:Iteration 29Q (9104.682066 sec): 3 clusters Score: Raw -528218.525568 + Penalty 3159.126292 = -525059.399275 nChanged 8 SP:Iteration 30Q (9104.817655 sec): 3 clusters Score: Raw -528220.195871 + Penalty 3159.126292 = -525061.069579 nChanged 8 SP:Iteration 31Q (9104.920512 sec): 3 clusters Score: Raw -528221.562048 + Penalty 3159.126292 = -525062.435756 nChanged 2 SP:Iteration 32Q (9105.032631 sec): 3 clusters Score: Raw -528221.893102 + Penalty 3159.126292 = -525062.766809 nChanged 2 SP:Iteration 33Q (9105.212336 sec): 3 clusters Score: Raw -528222.245498 + Penalty 3159.126292 = -525063.119206 nChanged 1 SP:Iteration 34Q (9105.299709 sec): 3 clusters Score: Raw -528222.311312 + Penalty 3159.126292 = -525063.185019 nChanged 0 SP:Iteration 35F (9105.438646 sec): 3 clusters Score: Raw -528222.311312 + Penalty 3159.126292 = -525063.185019 nChanged 0 Trying to split cluster 32 (7312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9105.521120 sec): 2 clusters Score: Raw -519490.172111 + Penalty 1561.471256 = -517928.700855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9105.667880 sec): 3 clusters Score: Raw -515558.397478 + Penalty 3122.942512 = -512435.454967 nChanged 3002 SP:Iteration 1F (9105.749190 sec): 3 clusters Score: Raw -517191.179897 + Penalty 3122.942512 = -514068.237385 nChanged 562 SP:Iteration 2F (9105.896168 sec): 3 clusters Score: Raw -517514.382522 + Penalty 3122.942512 = -514391.440011 nChanged 447 SP:Iteration 3F (9106.028736 sec): 3 clusters Score: Raw -517765.985115 + Penalty 3122.942512 = -514643.042603 nChanged 408 SP:Iteration 4F (9106.152080 sec): 3 clusters Score: Raw -518014.301563 + Penalty 3122.942512 = -514891.359051 nChanged 406 SP:Iteration 5F (9106.265890 sec): 3 clusters Score: Raw -518270.245702 + Penalty 3122.942512 = -515147.303190 nChanged 365 SP:Iteration 6Q (9106.382957 sec): 3 clusters Score: Raw -518504.640740 + Penalty 3122.942512 = -515381.698229 nChanged 319 SP:Iteration 7Q (9106.500506 sec): 3 clusters Score: Raw -518704.234010 + Penalty 3122.942512 = -515581.291499 nChanged 270 SP:Iteration 8Q (9106.637542 sec): 3 clusters Score: Raw -518888.653964 + Penalty 3122.942512 = -515765.711453 nChanged 259 SP:Iteration 9Q (9106.751980 sec): 3 clusters Score: Raw -519062.624632 + Penalty 3122.942512 = -515939.682121 nChanged 207 SP:Iteration 10Q (9106.880768 sec): 3 clusters Score: Raw -519198.098939 + Penalty 3122.942512 = -516075.156428 nChanged 171 SP:Iteration 11Q (9106.992299 sec): 3 clusters Score: Raw -519288.386303 + Penalty 3122.942512 = -516165.443791 nChanged 146 SP:Iteration 12Q (9107.110208 sec): 3 clusters Score: Raw -519357.958840 + Penalty 3122.942512 = -516235.016328 nChanged 117 SP:Iteration 13Q (9107.209711 sec): 3 clusters Score: Raw -519404.345037 + Penalty 3122.942512 = -516281.402525 nChanged 97 SP:Iteration 14Q (9107.313644 sec): 3 clusters Score: Raw -519440.041285 + Penalty 3122.942512 = -516317.098773 nChanged 72 SP:Iteration 15Q (9107.415000 sec): 3 clusters Score: Raw -519468.188664 + Penalty 3122.942512 = -516345.246153 nChanged 53 SP:Iteration 16Q (9107.511158 sec): 3 clusters Score: Raw -519487.872088 + Penalty 3122.942512 = -516364.929576 nChanged 52 SP:Iteration 17Q (9107.604958 sec): 3 clusters Score: Raw -519506.127601 + Penalty 3122.942512 = -516383.185089 nChanged 49 SP:Iteration 18Q (9107.723948 sec): 3 clusters Score: Raw -519524.294443 + Penalty 3122.942512 = -516401.351931 nChanged 49 SP:Iteration 19Q (9107.801735 sec): 3 clusters Score: Raw -519542.404448 + Penalty 3122.942512 = -516419.461936 nChanged 40 SP:Iteration 20F (9107.912881 sec): 3 clusters Score: Raw -519554.138080 + Penalty 3122.942512 = -516431.195568 nChanged 38 SP:Iteration 21Q (9108.024256 sec): 3 clusters Score: Raw -519563.068719 + Penalty 3122.942512 = -516440.126207 nChanged 26 SP:Iteration 22Q (9108.123177 sec): 3 clusters Score: Raw -519569.692317 + Penalty 3122.942512 = -516446.749805 nChanged 22 SP:Iteration 23Q (9108.248432 sec): 3 clusters Score: Raw -519576.354583 + Penalty 3122.942512 = -516453.412072 nChanged 16 SP:Iteration 24Q (9108.363780 sec): 3 clusters Score: Raw -519579.483128 + Penalty 3122.942512 = -516456.540616 nChanged 12 SP:Iteration 25Q (9108.473639 sec): 3 clusters Score: Raw -519582.140574 + Penalty 3122.942512 = -516459.198062 nChanged 13 SP:Iteration 26Q (9108.575752 sec): 3 clusters Score: Raw -519585.671408 + Penalty 3122.942512 = -516462.728897 nChanged 11 SP:Iteration 27Q (9108.684287 sec): 3 clusters Score: Raw -519588.175725 + Penalty 3122.942512 = -516465.233213 nChanged 9 SP:Iteration 28Q (9108.792974 sec): 3 clusters Score: Raw -519589.854405 + Penalty 3122.942512 = -516466.911894 nChanged 9 SP:Iteration 29Q (9108.907217 sec): 3 clusters Score: Raw -519591.985169 + Penalty 3122.942512 = -516469.042658 nChanged 11 SP:Iteration 30Q (9109.017654 sec): 3 clusters Score: Raw -519593.981777 + Penalty 3122.942512 = -516471.039265 nChanged 5 SP:Iteration 31Q (9109.115403 sec): 3 clusters Score: Raw -519594.780601 + Penalty 3122.942512 = -516471.838090 nChanged 3 SP:Iteration 32Q (9109.234647 sec): 3 clusters Score: Raw -519595.185979 + Penalty 3122.942512 = -516472.243467 nChanged 3 SP:Iteration 33Q (9109.325624 sec): 3 clusters Score: Raw -519595.449884 + Penalty 3122.942512 = -516472.507372 nChanged 1 SP:Iteration 34Q (9109.446076 sec): 3 clusters Score: Raw -519595.717619 + Penalty 3122.942512 = -516472.775107 nChanged 1 SP:Iteration 35Q (9109.549242 sec): 3 clusters Score: Raw -519595.890895 + Penalty 3122.942512 = -516472.948383 nChanged 0 SP:Iteration 36F (9109.654316 sec): 3 clusters Score: Raw -519595.890895 + Penalty 3122.942512 = -516472.948383 nChanged 0 Trying to split cluster 33 (1271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9109.708852 sec): 2 clusters Score: Raw -62205.978511 + Penalty 1254.396652 = -60951.581859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9109.798644 sec): 3 clusters Score: Raw -61730.087524 + Penalty 2508.793304 = -59221.294219 nChanged 421 SP:Iteration 1F (9109.893889 sec): 3 clusters Score: Raw -62140.727812 + Penalty 2508.793304 = -59631.934508 nChanged 134 SP:Iteration 2F (9109.995490 sec): 3 clusters Score: Raw -62342.175764 + Penalty 2508.793304 = -59833.382460 nChanged 97 SP:Iteration 3F (9110.090570 sec): 3 clusters Score: Raw -62469.949126 + Penalty 2508.793304 = -59961.155822 nChanged 66 SP:Iteration 4F (9110.180495 sec): 3 clusters Score: Raw -62552.805705 + Penalty 2508.793304 = -60044.012401 nChanged 49 SP:Iteration 5Q (9110.273235 sec): 3 clusters Score: Raw -62629.453841 + Penalty 2508.793304 = -60120.660537 nChanged 33 SP:Iteration 6Q (9110.369489 sec): 3 clusters Score: Raw -62684.713026 + Penalty 2508.793304 = -60175.919722 nChanged 27 SP:Iteration 7Q (9110.440174 sec): 3 clusters Score: Raw -62726.843772 + Penalty 2508.793304 = -60218.050467 nChanged 21 SP:Iteration 8Q (9110.480312 sec): 3 clusters Score: Raw -62760.926992 + Penalty 2508.793304 = -60252.133688 nChanged 18 SP:Iteration 9Q (9110.494959 sec): 3 clusters Score: Raw -62783.842967 + Penalty 2508.793304 = -60275.049663 nChanged 7 SP:Iteration 10Q (9110.509177 sec): 3 clusters Score: Raw -62788.835396 + Penalty 2508.793304 = -60280.042091 nChanged 5 SP:Iteration 11Q (9110.523432 sec): 3 clusters Score: Raw -62791.336219 + Penalty 2508.793304 = -60282.542915 nChanged 0 SP:Iteration 12F (9110.539319 sec): 3 clusters Score: Raw -62791.336219 + Penalty 2508.793304 = -60282.542915 nChanged 0 Trying to split cluster 34 (13200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9110.626626 sec): 2 clusters Score: Raw -915759.646624 + Penalty 1665.139105 = -914094.507519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9110.773005 sec): 3 clusters Score: Raw -908239.940895 + Penalty 3330.278210 = -904909.662684 nChanged 5760 SP:Iteration 1F (9110.893496 sec): 3 clusters Score: Raw -911359.139607 + Penalty 3330.278210 = -908028.861397 nChanged 861 SP:Iteration 2F (9111.009962 sec): 3 clusters Score: Raw -911776.926158 + Penalty 3330.278210 = -908446.647948 nChanged 787 SP:Iteration 3F (9111.131471 sec): 3 clusters Score: Raw -912157.656352 + Penalty 3330.278210 = -908827.378142 nChanged 737 SP:Iteration 4F (9111.229846 sec): 3 clusters Score: Raw -912529.999296 + Penalty 3330.278210 = -909199.721086 nChanged 724 SP:Iteration 5F (9111.349489 sec): 3 clusters Score: Raw -912914.587676 + Penalty 3330.278210 = -909584.309466 nChanged 699 SP:Iteration 6F (9111.490271 sec): 3 clusters Score: Raw -913319.965217 + Penalty 3330.278210 = -909989.687007 nChanged 685 SP:Iteration 7F (9111.590576 sec): 3 clusters Score: Raw -913717.788027 + Penalty 3330.278210 = -910387.509817 nChanged 593 SP:Iteration 8Q (9111.710205 sec): 3 clusters Score: Raw -914058.018538 + Penalty 3330.278210 = -910727.740328 nChanged 526 SP:Iteration 9Q (9111.853921 sec): 3 clusters Score: Raw -914359.944022 + Penalty 3330.278210 = -911029.665812 nChanged 437 SP:Iteration 10Q (9111.977186 sec): 3 clusters Score: Raw -914625.225753 + Penalty 3330.278210 = -911294.947543 nChanged 421 SP:Iteration 11Q (9112.078977 sec): 3 clusters Score: Raw -914901.715859 + Penalty 3330.278210 = -911571.437649 nChanged 372 SP:Iteration 12Q (9112.205282 sec): 3 clusters Score: Raw -915151.773658 + Penalty 3330.278210 = -911821.495448 nChanged 321 SP:Iteration 13Q (9112.345715 sec): 3 clusters Score: Raw -915376.682025 + Penalty 3330.278210 = -912046.403815 nChanged 237 SP:Iteration 14Q (9112.438893 sec): 3 clusters Score: Raw -915553.686248 + Penalty 3330.278210 = -912223.408038 nChanged 177 SP:Iteration 15Q (9112.546422 sec): 3 clusters Score: Raw -915684.506842 + Penalty 3330.278210 = -912354.228632 nChanged 126 SP:Iteration 16Q (9112.637079 sec): 3 clusters Score: Raw -915785.622311 + Penalty 3330.278210 = -912455.344101 nChanged 88 SP:Iteration 17Q (9112.762846 sec): 3 clusters Score: Raw -915856.290537 + Penalty 3330.278210 = -912526.012327 nChanged 66 SP:Iteration 18Q (9112.856155 sec): 3 clusters Score: Raw -915904.974179 + Penalty 3330.278210 = -912574.695968 nChanged 48 SP:Iteration 19Q (9112.955767 sec): 3 clusters Score: Raw -915941.704190 + Penalty 3330.278210 = -912611.425980 nChanged 44 SP:Iteration 20F (9113.086502 sec): 3 clusters Score: Raw -915976.907240 + Penalty 3330.278210 = -912646.629030 nChanged 30 SP:Iteration 21Q (9113.183670 sec): 3 clusters Score: Raw -916000.896121 + Penalty 3330.278210 = -912670.617910 nChanged 22 SP:Iteration 22Q (9113.289534 sec): 3 clusters Score: Raw -916019.766527 + Penalty 3330.278210 = -912689.488317 nChanged 15 SP:Iteration 23Q (9113.387273 sec): 3 clusters Score: Raw -916032.036345 + Penalty 3330.278210 = -912701.758135 nChanged 16 SP:Iteration 24Q (9113.490623 sec): 3 clusters Score: Raw -916044.323951 + Penalty 3330.278210 = -912714.045741 nChanged 13 SP:Iteration 25Q (9113.572809 sec): 3 clusters Score: Raw -916054.849515 + Penalty 3330.278210 = -912724.571305 nChanged 11 SP:Iteration 26Q (9113.691275 sec): 3 clusters Score: Raw -916061.914116 + Penalty 3330.278210 = -912731.635906 nChanged 9 SP:Iteration 27Q (9113.787221 sec): 3 clusters Score: Raw -916070.363189 + Penalty 3330.278210 = -912740.084979 nChanged 9 SP:Iteration 28Q (9113.881304 sec): 3 clusters Score: Raw -916074.898660 + Penalty 3330.278210 = -912744.620450 nChanged 3 SP:Iteration 29Q (9113.982031 sec): 3 clusters Score: Raw -916076.719520 + Penalty 3330.278210 = -912746.441310 nChanged 3 SP:Iteration 30Q (9114.071781 sec): 3 clusters Score: Raw -916078.611127 + Penalty 3330.278210 = -912748.332917 nChanged 2 SP:Iteration 31Q (9114.152099 sec): 3 clusters Score: Raw -916079.749111 + Penalty 3330.278210 = -912749.470901 nChanged 1 SP:Iteration 32Q (9114.278582 sec): 3 clusters Score: Raw -916081.083695 + Penalty 3330.278210 = -912750.805485 nChanged 3 SP:Iteration 33Q (9114.384663 sec): 3 clusters Score: Raw -916083.321148 + Penalty 3330.278210 = -912753.042938 nChanged 2 SP:Iteration 34Q (9114.471619 sec): 3 clusters Score: Raw -916085.765847 + Penalty 3330.278210 = -912755.487637 nChanged 4 SP:Iteration 35Q (9114.595778 sec): 3 clusters Score: Raw -916088.668868 + Penalty 3330.278210 = -912758.390658 nChanged 4 SP:Iteration 36Q (9114.704265 sec): 3 clusters Score: Raw -916091.216532 + Penalty 3330.278210 = -912760.938322 nChanged 2 SP:Iteration 37Q (9114.810964 sec): 3 clusters Score: Raw -916091.812163 + Penalty 3330.278210 = -912761.533953 nChanged 3 SP:Iteration 38Q (9114.920472 sec): 3 clusters Score: Raw -916095.046872 + Penalty 3330.278210 = -912764.768661 nChanged 4 SP:Iteration 39Q (9115.028152 sec): 3 clusters Score: Raw -916098.928099 + Penalty 3330.278210 = -912768.649889 nChanged 5 SP:Iteration 40F (9115.137208 sec): 3 clusters Score: Raw -916103.280574 + Penalty 3330.278210 = -912773.002364 nChanged 4 SP:Iteration 41Q (9115.243902 sec): 3 clusters Score: Raw -916106.047857 + Penalty 3330.278210 = -912775.769647 nChanged 4 SP:Iteration 42Q (9115.328523 sec): 3 clusters Score: Raw -916108.033635 + Penalty 3330.278210 = -912777.755425 nChanged 1 SP:Iteration 43Q (9115.444262 sec): 3 clusters Score: Raw -916108.472799 + Penalty 3330.278210 = -912778.194589 nChanged 1 SP:Iteration 44Q (9115.537515 sec): 3 clusters Score: Raw -916109.361180 + Penalty 3330.278210 = -912779.082970 nChanged 1 SP:Iteration 45Q (9115.628859 sec): 3 clusters Score: Raw -916110.099468 + Penalty 3330.278210 = -912779.821258 nChanged 1 SP:Iteration 46Q (9115.712172 sec): 3 clusters Score: Raw -916110.739151 + Penalty 3330.278210 = -912780.460941 nChanged 0 SP:Iteration 47F (9115.808596 sec): 3 clusters Score: Raw -916110.739151 + Penalty 3330.278210 = -912780.460941 nChanged 0 Trying to split cluster 35 (5715 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9115.880658 sec): 2 clusters Score: Raw -362686.727795 + Penalty 1518.224101 = -361168.503694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9115.967925 sec): 3 clusters Score: Raw -359712.479116 + Penalty 3036.448201 = -356676.030914 nChanged 2282 SP:Iteration 1F (9116.058890 sec): 3 clusters Score: Raw -360991.328042 + Penalty 3036.448201 = -357954.879841 nChanged 451 SP:Iteration 2F (9116.139290 sec): 3 clusters Score: Raw -361277.522962 + Penalty 3036.448201 = -358241.074761 nChanged 396 SP:Iteration 3F (9116.231720 sec): 3 clusters Score: Raw -361551.907688 + Penalty 3036.448201 = -358515.459487 nChanged 376 SP:Iteration 4F (9116.302958 sec): 3 clusters Score: Raw -361816.840349 + Penalty 3036.448201 = -358780.392148 nChanged 335 SP:Iteration 5F (9116.389000 sec): 3 clusters Score: Raw -362047.602148 + Penalty 3036.448201 = -359011.153946 nChanged 279 SP:Iteration 6Q (9116.469923 sec): 3 clusters Score: Raw -362218.928514 + Penalty 3036.448201 = -359182.480313 nChanged 229 SP:Iteration 7Q (9116.568532 sec): 3 clusters Score: Raw -362353.414500 + Penalty 3036.448201 = -359316.966298 nChanged 199 SP:Iteration 8Q (9116.663480 sec): 3 clusters Score: Raw -362470.587445 + Penalty 3036.448201 = -359434.139244 nChanged 174 SP:Iteration 9Q (9116.737103 sec): 3 clusters Score: Raw -362571.952300 + Penalty 3036.448201 = -359535.504099 nChanged 165 SP:Iteration 10Q (9116.825226 sec): 3 clusters Score: Raw -362664.068528 + Penalty 3036.448201 = -359627.620327 nChanged 135 SP:Iteration 11Q (9116.908403 sec): 3 clusters Score: Raw -362727.320402 + Penalty 3036.448201 = -359690.872201 nChanged 106 SP:Iteration 12Q (9117.019577 sec): 3 clusters Score: Raw -362767.786780 + Penalty 3036.448201 = -359731.338579 nChanged 76 SP:Iteration 13Q (9117.109464 sec): 3 clusters Score: Raw -362798.520738 + Penalty 3036.448201 = -359762.072536 nChanged 68 SP:Iteration 14Q (9117.202432 sec): 3 clusters Score: Raw -362824.047514 + Penalty 3036.448201 = -359787.599313 nChanged 56 SP:Iteration 15Q (9117.283752 sec): 3 clusters Score: Raw -362844.784792 + Penalty 3036.448201 = -359808.336591 nChanged 62 SP:Iteration 16Q (9117.374508 sec): 3 clusters Score: Raw -362869.587402 + Penalty 3036.448201 = -359833.139201 nChanged 61 SP:Iteration 17Q (9117.465449 sec): 3 clusters Score: Raw -362895.613127 + Penalty 3036.448201 = -359859.164926 nChanged 53 SP:Iteration 18Q (9117.564409 sec): 3 clusters Score: Raw -362916.973923 + Penalty 3036.448201 = -359880.525721 nChanged 53 SP:Iteration 19Q (9117.644571 sec): 3 clusters Score: Raw -362935.564630 + Penalty 3036.448201 = -359899.116428 nChanged 46 SP:Iteration 20F (9117.729511 sec): 3 clusters Score: Raw -362953.017063 + Penalty 3036.448201 = -359916.568862 nChanged 48 SP:Iteration 21Q (9117.818774 sec): 3 clusters Score: Raw -362970.657593 + Penalty 3036.448201 = -359934.209392 nChanged 41 SP:Iteration 22Q (9117.897892 sec): 3 clusters Score: Raw -362984.286974 + Penalty 3036.448201 = -359947.838773 nChanged 39 SP:Iteration 23Q (9117.982964 sec): 3 clusters Score: Raw -362995.984534 + Penalty 3036.448201 = -359959.536333 nChanged 40 SP:Iteration 24Q (9118.073410 sec): 3 clusters Score: Raw -363007.144185 + Penalty 3036.448201 = -359970.695983 nChanged 34 SP:Iteration 25Q (9118.175160 sec): 3 clusters Score: Raw -363016.086414 + Penalty 3036.448201 = -359979.638213 nChanged 27 SP:Iteration 26Q (9118.273549 sec): 3 clusters Score: Raw -363023.295316 + Penalty 3036.448201 = -359986.847115 nChanged 21 SP:Iteration 27Q (9118.359386 sec): 3 clusters Score: Raw -363028.671494 + Penalty 3036.448201 = -359992.223293 nChanged 20 SP:Iteration 28Q (9118.453533 sec): 3 clusters Score: Raw -363032.803539 + Penalty 3036.448201 = -359996.355338 nChanged 14 SP:Iteration 29Q (9118.542232 sec): 3 clusters Score: Raw -363036.208825 + Penalty 3036.448201 = -359999.760624 nChanged 16 SP:Iteration 30Q (9118.638312 sec): 3 clusters Score: Raw -363039.346363 + Penalty 3036.448201 = -360002.898161 nChanged 11 SP:Iteration 31Q (9118.731853 sec): 3 clusters Score: Raw -363042.266875 + Penalty 3036.448201 = -360005.818674 nChanged 6 SP:Iteration 32Q (9118.809497 sec): 3 clusters Score: Raw -363043.100372 + Penalty 3036.448201 = -360006.652170 nChanged 5 SP:Iteration 33Q (9118.895881 sec): 3 clusters Score: Raw -363043.999515 + Penalty 3036.448201 = -360007.551313 nChanged 3 SP:Iteration 34Q (9118.994872 sec): 3 clusters Score: Raw -363044.440476 + Penalty 3036.448201 = -360007.992274 nChanged 6 SP:Iteration 35Q (9119.065332 sec): 3 clusters Score: Raw -363045.363461 + Penalty 3036.448201 = -360008.915260 nChanged 5 SP:Iteration 36Q (9119.167225 sec): 3 clusters Score: Raw -363045.881562 + Penalty 3036.448201 = -360009.433361 nChanged 5 SP:Iteration 37Q (9119.257852 sec): 3 clusters Score: Raw -363046.349439 + Penalty 3036.448201 = -360009.901237 nChanged 6 SP:Iteration 38Q (9119.359524 sec): 3 clusters Score: Raw -363047.188698 + Penalty 3036.448201 = -360010.740497 nChanged 4 SP:Iteration 39Q (9119.473932 sec): 3 clusters Score: Raw -363047.989907 + Penalty 3036.448201 = -360011.541706 nChanged 4 SP:Iteration 40F (9119.581492 sec): 3 clusters Score: Raw -363048.468909 + Penalty 3036.448201 = -360012.020708 nChanged 4 SP:Iteration 41Q (9119.695174 sec): 3 clusters Score: Raw -363049.118887 + Penalty 3036.448201 = -360012.670685 nChanged 4 SP:Iteration 42Q (9119.829771 sec): 3 clusters Score: Raw -363049.628518 + Penalty 3036.448201 = -360013.180317 nChanged 2 SP:Iteration 43Q (9119.938395 sec): 3 clusters Score: Raw -363049.789308 + Penalty 3036.448201 = -360013.341107 nChanged 0 SP:Iteration 44F (9120.044811 sec): 3 clusters Score: Raw -363049.789308 + Penalty 3036.448201 = -360013.341107 nChanged 0 Trying to split cluster 36 (8701 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9120.150661 sec): 2 clusters Score: Raw -608997.692335 + Penalty 1591.994414 = -607405.697921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9120.249210 sec): 3 clusters Score: Raw -604217.322665 + Penalty 3183.988827 = -601033.333837 nChanged 3688 SP:Iteration 1F (9120.365240 sec): 3 clusters Score: Raw -606278.111840 + Penalty 3183.988827 = -603094.123013 nChanged 581 SP:Iteration 2F (9120.511325 sec): 3 clusters Score: Raw -606538.333640 + Penalty 3183.988827 = -603354.344812 nChanged 441 SP:Iteration 3F (9120.622584 sec): 3 clusters Score: Raw -606714.114448 + Penalty 3183.988827 = -603530.125621 nChanged 328 SP:Iteration 4Q (9120.742165 sec): 3 clusters Score: Raw -606837.205846 + Penalty 3183.988827 = -603653.217018 nChanged 288 SP:Iteration 5Q (9120.859796 sec): 3 clusters Score: Raw -606945.569507 + Penalty 3183.988827 = -603761.580680 nChanged 270 SP:Iteration 6Q (9121.009737 sec): 3 clusters Score: Raw -607042.200023 + Penalty 3183.988827 = -603858.211195 nChanged 237 SP:Iteration 7Q (9121.113250 sec): 3 clusters Score: Raw -607125.060578 + Penalty 3183.988827 = -603941.071751 nChanged 218 SP:Iteration 8Q (9121.257829 sec): 3 clusters Score: Raw -607196.119912 + Penalty 3183.988827 = -604012.131085 nChanged 192 SP:Iteration 9Q (9121.395454 sec): 3 clusters Score: Raw -607262.517625 + Penalty 3183.988827 = -604078.528797 nChanged 188 SP:Iteration 10Q (9121.522906 sec): 3 clusters Score: Raw -607326.909425 + Penalty 3183.988827 = -604142.920597 nChanged 182 SP:Iteration 11Q (9121.639860 sec): 3 clusters Score: Raw -607393.099923 + Penalty 3183.988827 = -604209.111096 nChanged 186 SP:Iteration 12Q (9121.767688 sec): 3 clusters Score: Raw -607466.368913 + Penalty 3183.988827 = -604282.380086 nChanged 196 SP:Iteration 13Q (9121.889437 sec): 3 clusters Score: Raw -607538.321430 + Penalty 3183.988827 = -604354.332602 nChanged 173 SP:Iteration 14Q (9122.028203 sec): 3 clusters Score: Raw -607604.054672 + Penalty 3183.988827 = -604420.065845 nChanged 172 SP:Iteration 15Q (9122.135319 sec): 3 clusters Score: Raw -607665.592612 + Penalty 3183.988827 = -604481.603785 nChanged 189 SP:Iteration 16Q (9122.262569 sec): 3 clusters Score: Raw -607740.266264 + Penalty 3183.988827 = -604556.277437 nChanged 194 SP:Iteration 17Q (9122.390444 sec): 3 clusters Score: Raw -607826.330991 + Penalty 3183.988827 = -604642.342164 nChanged 204 SP:Iteration 18Q (9122.510909 sec): 3 clusters Score: Raw -607916.693760 + Penalty 3183.988827 = -604732.704933 nChanged 202 SP:Iteration 19Q (9122.630590 sec): 3 clusters Score: Raw -608016.256016 + Penalty 3183.988827 = -604832.267189 nChanged 185 SP:Iteration 20F (9122.805897 sec): 3 clusters Score: Raw -608102.986581 + Penalty 3183.988827 = -604918.997754 nChanged 179 SP:Iteration 21Q (9122.946564 sec): 3 clusters Score: Raw -608176.949996 + Penalty 3183.988827 = -604992.961169 nChanged 150 SP:Iteration 22Q (9123.071028 sec): 3 clusters Score: Raw -608237.882854 + Penalty 3183.988827 = -605053.894027 nChanged 145 SP:Iteration 23Q (9123.193857 sec): 3 clusters Score: Raw -608305.696415 + Penalty 3183.988827 = -605121.707587 nChanged 155 SP:Iteration 24Q (9123.317291 sec): 3 clusters Score: Raw -608373.127191 + Penalty 3183.988827 = -605189.138364 nChanged 122 SP:Iteration 25Q (9123.415658 sec): 3 clusters Score: Raw -608426.765417 + Penalty 3183.988827 = -605242.776589 nChanged 128 SP:Iteration 26Q (9123.536342 sec): 3 clusters Score: Raw -608478.796325 + Penalty 3183.988827 = -605294.807498 nChanged 117 SP:Iteration 27Q (9123.668831 sec): 3 clusters Score: Raw -608527.533841 + Penalty 3183.988827 = -605343.545014 nChanged 113 SP:Iteration 28Q (9123.771380 sec): 3 clusters Score: Raw -608572.117584 + Penalty 3183.988827 = -605388.128757 nChanged 88 SP:Iteration 29Q (9123.887308 sec): 3 clusters Score: Raw -608607.253398 + Penalty 3183.988827 = -605423.264571 nChanged 90 SP:Iteration 30Q (9124.026225 sec): 3 clusters Score: Raw -608645.307923 + Penalty 3183.988827 = -605461.319095 nChanged 81 SP:Iteration 31Q (9124.131077 sec): 3 clusters Score: Raw -608685.702540 + Penalty 3183.988827 = -605501.713713 nChanged 97 SP:Iteration 32Q (9124.254118 sec): 3 clusters Score: Raw -608744.362781 + Penalty 3183.988827 = -605560.373953 nChanged 85 SP:Iteration 33Q (9124.365780 sec): 3 clusters Score: Raw -608786.740997 + Penalty 3183.988827 = -605602.752169 nChanged 94 SP:Iteration 34Q (9124.474747 sec): 3 clusters Score: Raw -608836.914840 + Penalty 3183.988827 = -605652.926012 nChanged 73 SP:Iteration 35Q (9124.590209 sec): 3 clusters Score: Raw -608878.048505 + Penalty 3183.988827 = -605694.059677 nChanged 64 SP:Iteration 36Q (9124.707861 sec): 3 clusters Score: Raw -608912.919595 + Penalty 3183.988827 = -605728.930768 nChanged 55 SP:Iteration 37Q (9124.821411 sec): 3 clusters Score: Raw -608946.231913 + Penalty 3183.988827 = -605762.243086 nChanged 51 SP:Iteration 38Q (9124.911645 sec): 3 clusters Score: Raw -608974.371031 + Penalty 3183.988827 = -605790.382203 nChanged 63 SP:Iteration 39Q (9125.042323 sec): 3 clusters Score: Raw -609009.340607 + Penalty 3183.988827 = -605825.351779 nChanged 64 SP:Iteration 40F (9125.145456 sec): 3 clusters Score: Raw -609043.314903 + Penalty 3183.988827 = -605859.326076 nChanged 60 SP:Iteration 41Q (9125.255470 sec): 3 clusters Score: Raw -609070.227437 + Penalty 3183.988827 = -605886.238610 nChanged 51 SP:Iteration 42Q (9125.363308 sec): 3 clusters Score: Raw -609090.447012 + Penalty 3183.988827 = -605906.458184 nChanged 42 SP:Iteration 43Q (9125.486844 sec): 3 clusters Score: Raw -609103.164985 + Penalty 3183.988827 = -605919.176157 nChanged 44 SP:Iteration 44Q (9125.593610 sec): 3 clusters Score: Raw -609117.800194 + Penalty 3183.988827 = -605933.811366 nChanged 31 SP:Iteration 45Q (9125.702150 sec): 3 clusters Score: Raw -609125.849840 + Penalty 3183.988827 = -605941.861013 nChanged 21 SP:Iteration 46Q (9125.804059 sec): 3 clusters Score: Raw -609130.386445 + Penalty 3183.988827 = -605946.397617 nChanged 19 SP:Iteration 47Q (9125.908210 sec): 3 clusters Score: Raw -609135.741340 + Penalty 3183.988827 = -605951.752513 nChanged 19 SP:Iteration 48Q (9126.002616 sec): 3 clusters Score: Raw -609139.982977 + Penalty 3183.988827 = -605955.994149 nChanged 13 SP:Iteration 49Q (9126.106198 sec): 3 clusters Score: Raw -609142.730477 + Penalty 3183.988827 = -605958.741649 nChanged 13 SP:Iteration 50Q (9126.211380 sec): 3 clusters Score: Raw -609145.113636 + Penalty 3183.988827 = -605961.124808 nChanged 6 SP:Iteration 51Q (9126.312674 sec): 3 clusters Score: Raw -609146.428617 + Penalty 3183.988827 = -605962.439789 nChanged 7 SP:Iteration 52Q (9126.418441 sec): 3 clusters Score: Raw -609147.832051 + Penalty 3183.988827 = -605963.843224 nChanged 4 SP:Iteration 53Q (9126.519657 sec): 3 clusters Score: Raw -609148.437737 + Penalty 3183.988827 = -605964.448910 nChanged 3 SP:Iteration 54Q (9126.619012 sec): 3 clusters Score: Raw -609148.816298 + Penalty 3183.988827 = -605964.827471 nChanged 2 SP:Iteration 55Q (9126.733789 sec): 3 clusters Score: Raw -609149.196036 + Penalty 3183.988827 = -605965.207209 nChanged 2 SP:Iteration 56Q (9126.827111 sec): 3 clusters Score: Raw -609149.610843 + Penalty 3183.988827 = -605965.622016 nChanged 2 SP:Iteration 57Q (9126.928143 sec): 3 clusters Score: Raw -609149.902140 + Penalty 3183.988827 = -605965.913312 nChanged 1 SP:Iteration 58Q (9127.051777 sec): 3 clusters Score: Raw -609150.049222 + Penalty 3183.988827 = -605966.060395 nChanged 1 SP:Iteration 59Q (9127.143078 sec): 3 clusters Score: Raw -609150.092538 + Penalty 3183.988827 = -605966.103710 nChanged 0 SP:Iteration 60F (9127.257691 sec): 3 clusters Score: Raw -609150.092538 + Penalty 3183.988827 = -605966.103710 nChanged 0 Trying to split cluster 37 (1686 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9127.291106 sec): 2 clusters Score: Raw -96858.483833 + Penalty 1303.985031 = -95554.498802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9127.419594 sec): 3 clusters Score: Raw -96214.112691 + Penalty 2607.970063 = -93606.142628 nChanged 544 SP:Iteration 1F (9127.521037 sec): 3 clusters Score: Raw -96577.950835 + Penalty 2607.970063 = -93969.980772 nChanged 130 SP:Iteration 2F (9127.598420 sec): 3 clusters Score: Raw -96699.774095 + Penalty 2607.970063 = -94091.804032 nChanged 85 SP:Iteration 3F (9127.716333 sec): 3 clusters Score: Raw -96770.483538 + Penalty 2607.970063 = -94162.513476 nChanged 64 SP:Iteration 4Q (9127.802023 sec): 3 clusters Score: Raw -96827.844777 + Penalty 2607.970063 = -94219.874715 nChanged 53 SP:Iteration 5Q (9127.881100 sec): 3 clusters Score: Raw -96872.827941 + Penalty 2607.970063 = -94264.857878 nChanged 31 SP:Iteration 6Q (9127.961745 sec): 3 clusters Score: Raw -96891.784286 + Penalty 2607.970063 = -94283.814223 nChanged 21 SP:Iteration 7Q (9128.047790 sec): 3 clusters Score: Raw -96907.745374 + Penalty 2607.970063 = -94299.775311 nChanged 22 SP:Iteration 8Q (9128.137598 sec): 3 clusters Score: Raw -96921.384256 + Penalty 2607.970063 = -94313.414193 nChanged 18 SP:Iteration 9Q (9128.230831 sec): 3 clusters Score: Raw -96933.178117 + Penalty 2607.970063 = -94325.208054 nChanged 7 SP:Iteration 10Q (9128.321600 sec): 3 clusters Score: Raw -96938.253080 + Penalty 2607.970063 = -94330.283017 nChanged 9 SP:Iteration 11Q (9128.413049 sec): 3 clusters Score: Raw -96942.351717 + Penalty 2607.970063 = -94334.381654 nChanged 5 SP:Iteration 12Q (9128.503615 sec): 3 clusters Score: Raw -96944.333286 + Penalty 2607.970063 = -94336.363223 nChanged 7 SP:Iteration 13Q (9128.597979 sec): 3 clusters Score: Raw -96948.341358 + Penalty 2607.970063 = -94340.371296 nChanged 8 SP:Iteration 14Q (9128.685120 sec): 3 clusters Score: Raw -96952.543936 + Penalty 2607.970063 = -94344.573874 nChanged 4 SP:Iteration 15Q (9128.763044 sec): 3 clusters Score: Raw -96955.049538 + Penalty 2607.970063 = -94347.079476 nChanged 5 SP:Iteration 16Q (9128.834952 sec): 3 clusters Score: Raw -96959.916840 + Penalty 2607.970063 = -94351.946777 nChanged 3 SP:Iteration 17Q (9128.921235 sec): 3 clusters Score: Raw -96961.037107 + Penalty 2607.970063 = -94353.067045 nChanged 1 SP:Iteration 18Q (9129.008747 sec): 3 clusters Score: Raw -96961.224920 + Penalty 2607.970063 = -94353.254858 nChanged 2 SP:Iteration 19Q (9129.094314 sec): 3 clusters Score: Raw -96961.971703 + Penalty 2607.970063 = -94354.001640 nChanged 1 SP:Iteration 20F (9129.194263 sec): 3 clusters Score: Raw -96962.419071 + Penalty 2607.970063 = -94354.449009 nChanged 0 Trying to split cluster 38 (2382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9129.244446 sec): 2 clusters Score: Raw -155045.778987 + Penalty 1364.634604 = -153681.144383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9129.327567 sec): 3 clusters Score: Raw -154011.105253 + Penalty 2729.269208 = -151281.836045 nChanged 854 SP:Iteration 1F (9129.390650 sec): 3 clusters Score: Raw -154574.475977 + Penalty 2729.269208 = -151845.206768 nChanged 201 SP:Iteration 2F (9129.489967 sec): 3 clusters Score: Raw -154757.531323 + Penalty 2729.269208 = -152028.262115 nChanged 139 SP:Iteration 3F (9129.575319 sec): 3 clusters Score: Raw -154903.308048 + Penalty 2729.269208 = -152174.038840 nChanged 123 SP:Iteration 4F (9129.643518 sec): 3 clusters Score: Raw -155046.916051 + Penalty 2729.269208 = -152317.646843 nChanged 120 SP:Iteration 5F (9129.730447 sec): 3 clusters Score: Raw -155163.249683 + Penalty 2729.269208 = -152433.980475 nChanged 103 SP:Iteration 6Q (9129.823278 sec): 3 clusters Score: Raw -155290.889632 + Penalty 2729.269208 = -152561.620424 nChanged 104 SP:Iteration 7Q (9129.904430 sec): 3 clusters Score: Raw -155408.070809 + Penalty 2729.269208 = -152678.801601 nChanged 99 SP:Iteration 8Q (9129.980136 sec): 3 clusters Score: Raw -155506.485473 + Penalty 2729.269208 = -152777.216265 nChanged 89 SP:Iteration 9Q (9130.063998 sec): 3 clusters Score: Raw -155573.714485 + Penalty 2729.269208 = -152844.445277 nChanged 46 SP:Iteration 10Q (9130.167435 sec): 3 clusters Score: Raw -155607.597264 + Penalty 2729.269208 = -152878.328055 nChanged 42 SP:Iteration 11Q (9130.251661 sec): 3 clusters Score: Raw -155633.052517 + Penalty 2729.269208 = -152903.783309 nChanged 29 SP:Iteration 12Q (9130.343897 sec): 3 clusters Score: Raw -155653.738250 + Penalty 2729.269208 = -152924.469042 nChanged 20 SP:Iteration 13Q (9130.411466 sec): 3 clusters Score: Raw -155666.026323 + Penalty 2729.269208 = -152936.757115 nChanged 13 SP:Iteration 14Q (9130.494940 sec): 3 clusters Score: Raw -155672.720443 + Penalty 2729.269208 = -152943.451235 nChanged 10 SP:Iteration 15Q (9130.595676 sec): 3 clusters Score: Raw -155677.942611 + Penalty 2729.269208 = -152948.673402 nChanged 9 SP:Iteration 16Q (9130.681393 sec): 3 clusters Score: Raw -155681.555053 + Penalty 2729.269208 = -152952.285845 nChanged 5 SP:Iteration 17Q (9130.781046 sec): 3 clusters Score: Raw -155683.381653 + Penalty 2729.269208 = -152954.112444 nChanged 2 SP:Iteration 18Q (9130.850073 sec): 3 clusters Score: Raw -155684.061912 + Penalty 2729.269208 = -152954.792704 nChanged 2 SP:Iteration 19Q (9130.957114 sec): 3 clusters Score: Raw -155684.745724 + Penalty 2729.269208 = -152955.476516 nChanged 1 SP:Iteration 20F (9131.045691 sec): 3 clusters Score: Raw -155685.524211 + Penalty 2729.269208 = -152956.255003 nChanged 0 Trying to split cluster 39 (8739 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9131.112494 sec): 2 clusters Score: Raw -618958.375274 + Penalty 1592.759209 = -617365.616066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9131.198078 sec): 3 clusters Score: Raw -614119.164592 + Penalty 3185.518417 = -610933.646175 nChanged 3716 SP:Iteration 1F (9131.297562 sec): 3 clusters Score: Raw -616155.624522 + Penalty 3185.518417 = -612970.106105 nChanged 541 SP:Iteration 2F (9131.367364 sec): 3 clusters Score: Raw -616435.316019 + Penalty 3185.518417 = -613249.797602 nChanged 465 SP:Iteration 3F (9131.473292 sec): 3 clusters Score: Raw -616661.082480 + Penalty 3185.518417 = -613475.564063 nChanged 425 SP:Iteration 4Q (9131.565020 sec): 3 clusters Score: Raw -616837.352332 + Penalty 3185.518417 = -613651.833915 nChanged 355 SP:Iteration 5Q (9131.655724 sec): 3 clusters Score: Raw -616983.676060 + Penalty 3185.518417 = -613798.157643 nChanged 305 SP:Iteration 6Q (9131.764623 sec): 3 clusters Score: Raw -617122.796131 + Penalty 3185.518417 = -613937.277714 nChanged 308 SP:Iteration 7Q (9131.875184 sec): 3 clusters Score: Raw -617256.162843 + Penalty 3185.518417 = -614070.644426 nChanged 296 SP:Iteration 8Q (9131.958469 sec): 3 clusters Score: Raw -617376.625142 + Penalty 3185.518417 = -614191.106725 nChanged 300 SP:Iteration 9Q (9132.079469 sec): 3 clusters Score: Raw -617508.522652 + Penalty 3185.518417 = -614323.004235 nChanged 272 SP:Iteration 10Q (9132.165811 sec): 3 clusters Score: Raw -617630.900894 + Penalty 3185.518417 = -614445.382477 nChanged 267 SP:Iteration 11Q (9132.282813 sec): 3 clusters Score: Raw -617756.576656 + Penalty 3185.518417 = -614571.058239 nChanged 245 SP:Iteration 12Q (9132.359005 sec): 3 clusters Score: Raw -617872.262174 + Penalty 3185.518417 = -614686.743757 nChanged 226 SP:Iteration 13Q (9132.471805 sec): 3 clusters Score: Raw -617961.519782 + Penalty 3185.518417 = -614776.001365 nChanged 183 SP:Iteration 14Q (9132.555812 sec): 3 clusters Score: Raw -618046.565322 + Penalty 3185.518417 = -614861.046905 nChanged 183 SP:Iteration 15Q (9132.669859 sec): 3 clusters Score: Raw -618129.816497 + Penalty 3185.518417 = -614944.298080 nChanged 153 SP:Iteration 16Q (9132.766816 sec): 3 clusters Score: Raw -618192.558677 + Penalty 3185.518417 = -615007.040260 nChanged 133 SP:Iteration 17Q (9132.866954 sec): 3 clusters Score: Raw -618243.366821 + Penalty 3185.518417 = -615057.848404 nChanged 125 SP:Iteration 18Q (9132.944322 sec): 3 clusters Score: Raw -618293.521168 + Penalty 3185.518417 = -615108.002751 nChanged 120 SP:Iteration 19Q (9133.055208 sec): 3 clusters Score: Raw -618341.425251 + Penalty 3185.518417 = -615155.906834 nChanged 96 SP:Iteration 20F (9133.127137 sec): 3 clusters Score: Raw -618384.499743 + Penalty 3185.518417 = -615198.981326 nChanged 98 SP:Iteration 21Q (9133.225389 sec): 3 clusters Score: Raw -618423.191443 + Penalty 3185.518417 = -615237.673026 nChanged 89 SP:Iteration 22Q (9133.342733 sec): 3 clusters Score: Raw -618457.360727 + Penalty 3185.518417 = -615271.842310 nChanged 95 SP:Iteration 23Q (9133.451527 sec): 3 clusters Score: Raw -618489.547391 + Penalty 3185.518417 = -615304.028974 nChanged 91 SP:Iteration 24Q (9133.536087 sec): 3 clusters Score: Raw -618523.038463 + Penalty 3185.518417 = -615337.520046 nChanged 92 SP:Iteration 25Q (9133.637346 sec): 3 clusters Score: Raw -618557.819843 + Penalty 3185.518417 = -615372.301426 nChanged 86 SP:Iteration 26Q (9133.725477 sec): 3 clusters Score: Raw -618590.984502 + Penalty 3185.518417 = -615405.466085 nChanged 71 SP:Iteration 27Q (9133.820031 sec): 3 clusters Score: Raw -618618.773548 + Penalty 3185.518417 = -615433.255131 nChanged 82 SP:Iteration 28Q (9133.907371 sec): 3 clusters Score: Raw -618655.078047 + Penalty 3185.518417 = -615469.559630 nChanged 76 SP:Iteration 29Q (9134.000065 sec): 3 clusters Score: Raw -618689.830156 + Penalty 3185.518417 = -615504.311739 nChanged 86 SP:Iteration 30Q (9134.094725 sec): 3 clusters Score: Raw -618728.245843 + Penalty 3185.518417 = -615542.727426 nChanged 88 SP:Iteration 31Q (9134.199187 sec): 3 clusters Score: Raw -618774.178840 + Penalty 3185.518417 = -615588.660423 nChanged 91 SP:Iteration 32Q (9134.289310 sec): 3 clusters Score: Raw -618821.628101 + Penalty 3185.518417 = -615636.109684 nChanged 86 SP:Iteration 33Q (9134.377603 sec): 3 clusters Score: Raw -618864.836370 + Penalty 3185.518417 = -615679.317953 nChanged 51 SP:Iteration 34Q (9134.463968 sec): 3 clusters Score: Raw -618896.983703 + Penalty 3185.518417 = -615711.465286 nChanged 50 SP:Iteration 35Q (9134.558213 sec): 3 clusters Score: Raw -618921.569662 + Penalty 3185.518417 = -615736.051245 nChanged 45 SP:Iteration 36Q (9134.650701 sec): 3 clusters Score: Raw -618949.439635 + Penalty 3185.518417 = -615763.921218 nChanged 51 SP:Iteration 37Q (9134.755031 sec): 3 clusters Score: Raw -618974.388549 + Penalty 3185.518417 = -615788.870132 nChanged 41 SP:Iteration 38Q (9134.863856 sec): 3 clusters Score: Raw -618994.223167 + Penalty 3185.518417 = -615808.704750 nChanged 38 SP:Iteration 39Q (9134.965413 sec): 3 clusters Score: Raw -619015.517884 + Penalty 3185.518417 = -615829.999467 nChanged 36 SP:Iteration 40F (9135.047399 sec): 3 clusters Score: Raw -619031.823367 + Penalty 3185.518417 = -615846.304950 nChanged 30 SP:Iteration 41Q (9135.158766 sec): 3 clusters Score: Raw -619046.650052 + Penalty 3185.518417 = -615861.131635 nChanged 26 SP:Iteration 42Q (9135.245988 sec): 3 clusters Score: Raw -619055.789962 + Penalty 3185.518417 = -615870.271545 nChanged 11 SP:Iteration 43Q (9135.345613 sec): 3 clusters Score: Raw -619059.872687 + Penalty 3185.518417 = -615874.354270 nChanged 10 SP:Iteration 44Q (9135.430773 sec): 3 clusters Score: Raw -619064.044051 + Penalty 3185.518417 = -615878.525634 nChanged 8 SP:Iteration 45Q (9135.542249 sec): 3 clusters Score: Raw -619069.338567 + Penalty 3185.518417 = -615883.820150 nChanged 13 SP:Iteration 46Q (9135.629274 sec): 3 clusters Score: Raw -619075.385416 + Penalty 3185.518417 = -615889.866999 nChanged 12 SP:Iteration 47Q (9135.719521 sec): 3 clusters Score: Raw -619080.592929 + Penalty 3185.518417 = -615895.074512 nChanged 10 SP:Iteration 48Q (9135.822234 sec): 3 clusters Score: Raw -619084.274017 + Penalty 3185.518417 = -615898.755600 nChanged 11 SP:Iteration 49Q (9135.951120 sec): 3 clusters Score: Raw -619089.281634 + Penalty 3185.518417 = -615903.763217 nChanged 7 SP:Iteration 50Q (9136.063832 sec): 3 clusters Score: Raw -619091.725587 + Penalty 3185.518417 = -615906.207170 nChanged 6 SP:Iteration 51Q (9136.177590 sec): 3 clusters Score: Raw -619094.274045 + Penalty 3185.518417 = -615908.755628 nChanged 9 SP:Iteration 52Q (9136.293802 sec): 3 clusters Score: Raw -619098.352090 + Penalty 3185.518417 = -615912.833673 nChanged 8 SP:Iteration 53Q (9136.429474 sec): 3 clusters Score: Raw -619100.526591 + Penalty 3185.518417 = -615915.008174 nChanged 3 SP:Iteration 54Q (9136.541818 sec): 3 clusters Score: Raw -619101.521164 + Penalty 3185.518417 = -615916.002747 nChanged 1 SP:Iteration 55Q (9136.657667 sec): 3 clusters Score: Raw -619101.717772 + Penalty 3185.518417 = -615916.199355 nChanged 1 SP:Iteration 56Q (9136.819259 sec): 3 clusters Score: Raw -619101.979769 + Penalty 3185.518417 = -615916.461352 nChanged 0 SP:Iteration 57F (9136.942249 sec): 3 clusters Score: Raw -619101.979769 + Penalty 3185.518417 = -615916.461352 nChanged 0 Time taken for this iteration:2103.300296 seconds. 5->40 Clusters: Score -11914783.082794, best is -11917366.791748 Starting from 6 clusters... ------ Clustering full data set of 202906 points ------ SP: Assigned 6 initial classes randomly. Iteration 0F (9138.237197 sec): 6 clusters Score: Raw -10725936.210299 + Penalty 10723.487080 = -10715212.723219 nChanged 160819 Iteration 1F (9139.280971 sec): 6 clusters Score: Raw -11194979.479858 + Penalty 10723.487080 = -11184255.992779 nChanged 72934 Iteration 2F (9140.375036 sec): 6 clusters Score: Raw -11474097.683613 + Penalty 10723.487080 = -11463374.196533 nChanged 42821 Iteration 3F (9141.403265 sec): 6 clusters Score: Raw -11578668.366220 + Penalty 10723.487080 = -11567944.879140 nChanged 26583 Iteration 4F (9142.487381 sec): 6 clusters Score: Raw -11611217.313033 + Penalty 10723.487080 = -11600493.825954 nChanged 19010 Iteration 5F (9143.503461 sec): 6 clusters Score: Raw -11631053.141062 + Penalty 10723.487080 = -11620329.653982 nChanged 15229 Iteration 6F (9144.518727 sec): 6 clusters Score: Raw -11646807.268962 + Penalty 10723.487080 = -11636083.781883 nChanged 13096 Iteration 7F (9145.609181 sec): 6 clusters Score: Raw -11660306.925929 + Penalty 10723.487080 = -11649583.438849 nChanged 11584 Iteration 8F (9146.617210 sec): 6 clusters Score: Raw -11671401.979890 + Penalty 10723.487080 = -11660678.492810 nChanged 10012 Iteration 9Q (9147.479172 sec): 6 clusters Score: Raw -11679804.481669 + Penalty 10723.487080 = -11669080.994589 nChanged 8505 Iteration 10Q (9148.310384 sec): 6 clusters Score: Raw -11685852.910226 + Penalty 10723.487080 = -11675129.423146 nChanged 7028 Iteration 11Q (9149.221593 sec): 6 clusters Score: Raw -11690204.938949 + Penalty 10723.487080 = -11679481.451869 nChanged 6071 Iteration 12Q (9150.144609 sec): 6 clusters Score: Raw -11693655.046085 + Penalty 10723.487080 = -11682931.559005 nChanged 5284 Iteration 13Q (9151.222056 sec): 6 clusters Score: Raw -11696441.552967 + Penalty 10723.487080 = -11685718.065887 nChanged 4596 Iteration 14Q (9152.355402 sec): 6 clusters Score: Raw -11698609.157437 + Penalty 10723.487080 = -11687885.670357 nChanged 4105 Iteration 15Q (9153.432349 sec): 6 clusters Score: Raw -11700345.685661 + Penalty 10723.487080 = -11689622.198582 nChanged 3588 Iteration 16Q (9154.353372 sec): 6 clusters Score: Raw -11701700.961966 + Penalty 10723.487080 = -11690977.474886 nChanged 3098 Iteration 17Q (9155.238024 sec): 6 clusters Score: Raw -11702805.756986 + Penalty 10723.487080 = -11692082.269906 nChanged 2676 Iteration 18Q (9156.149696 sec): 6 clusters Score: Raw -11703710.715432 + Penalty 10723.487080 = -11692987.228352 nChanged 2418 Iteration 19Q (9157.006215 sec): 6 clusters Score: Raw -11704563.134564 + Penalty 10723.487080 = -11693839.647484 nChanged 2204 Writing temp clu file Because OldScore, -11692987.228352, is greater than current (better) Score,-11693839.647484 Compute initial score before splitting: Score: Raw -11704563.134564 + Penalty 10723.487080 = -11693839.647484 Trying to split cluster 1 (12594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9157.262034 sec): 2 clusters Score: Raw -577328.693460 + Penalty 1656.891251 = -575671.802209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9157.371766 sec): 3 clusters Score: Raw -570301.295090 + Penalty 3313.782502 = -566987.512588 nChanged 5644 SP:Iteration 1F (9157.480502 sec): 3 clusters Score: Raw -576729.147824 + Penalty 3313.782502 = -573415.365322 nChanged 1912 SP:Iteration 2F (9157.577630 sec): 3 clusters Score: Raw -580871.457249 + Penalty 3313.782502 = -577557.674747 nChanged 1450 SP:Iteration 3F (9157.674569 sec): 3 clusters Score: Raw -582893.033399 + Penalty 3313.782502 = -579579.250897 nChanged 832 SP:Iteration 4F (9157.765804 sec): 3 clusters Score: Raw -583694.121917 + Penalty 3313.782502 = -580380.339415 nChanged 506 SP:Iteration 5Q (9157.885446 sec): 3 clusters Score: Raw -584104.056042 + Penalty 3313.782502 = -580790.273540 nChanged 320 SP:Iteration 6Q (9157.965391 sec): 3 clusters Score: Raw -584314.080847 + Penalty 3313.782502 = -581000.298345 nChanged 236 SP:Iteration 7Q (9158.085402 sec): 3 clusters Score: Raw -584453.486755 + Penalty 3313.782502 = -581139.704253 nChanged 170 SP:Iteration 8Q (9158.188542 sec): 3 clusters Score: Raw -584547.869930 + Penalty 3313.782502 = -581234.087428 nChanged 126 SP:Iteration 9Q (9158.282016 sec): 3 clusters Score: Raw -584626.774517 + Penalty 3313.782502 = -581312.992015 nChanged 111 SP:Iteration 10Q (9158.382680 sec): 3 clusters Score: Raw -584699.879615 + Penalty 3313.782502 = -581386.097113 nChanged 127 SP:Iteration 11Q (9158.481118 sec): 3 clusters Score: Raw -584797.640863 + Penalty 3313.782502 = -581483.858361 nChanged 135 SP:Iteration 12Q (9158.602112 sec): 3 clusters Score: Raw -584919.771327 + Penalty 3313.782502 = -581605.988825 nChanged 136 SP:Iteration 13Q (9158.696211 sec): 3 clusters Score: Raw -585070.952525 + Penalty 3313.782502 = -581757.170023 nChanged 142 SP:Iteration 14Q (9158.799467 sec): 3 clusters Score: Raw -585237.416646 + Penalty 3313.782502 = -581923.634144 nChanged 114 SP:Iteration 15Q (9158.898877 sec): 3 clusters Score: Raw -585354.122860 + Penalty 3313.782502 = -582040.340358 nChanged 78 SP:Iteration 16Q (9158.995184 sec): 3 clusters Score: Raw -585386.009012 + Penalty 3313.782502 = -582072.226510 nChanged 39 SP:Iteration 17Q (9159.088958 sec): 3 clusters Score: Raw -585397.079754 + Penalty 3313.782502 = -582083.297252 nChanged 23 SP:Iteration 18Q (9159.181266 sec): 3 clusters Score: Raw -585403.338938 + Penalty 3313.782502 = -582089.556436 nChanged 13 SP:Iteration 19Q (9159.303418 sec): 3 clusters Score: Raw -585406.885891 + Penalty 3313.782502 = -582093.103389 nChanged 9 SP:Iteration 20F (9159.407781 sec): 3 clusters Score: Raw -585410.787743 + Penalty 3313.782502 = -582097.005241 nChanged 9 SP:Iteration 21Q (9159.503805 sec): 3 clusters Score: Raw -585415.268935 + Penalty 3313.782502 = -582101.486433 nChanged 11 SP:Iteration 22Q (9159.601071 sec): 3 clusters Score: Raw -585421.392535 + Penalty 3313.782502 = -582107.610033 nChanged 18 SP:Iteration 23Q (9159.703496 sec): 3 clusters Score: Raw -585436.146078 + Penalty 3313.782502 = -582122.363576 nChanged 20 SP:Iteration 24Q (9159.820500 sec): 3 clusters Score: Raw -585457.660128 + Penalty 3313.782502 = -582143.877626 nChanged 26 SP:Iteration 25Q (9159.921161 sec): 3 clusters Score: Raw -585484.098910 + Penalty 3313.782502 = -582170.316408 nChanged 30 SP:Iteration 26Q (9160.021513 sec): 3 clusters Score: Raw -585518.830294 + Penalty 3313.782502 = -582205.047792 nChanged 36 SP:Iteration 27Q (9160.105447 sec): 3 clusters Score: Raw -585554.961720 + Penalty 3313.782502 = -582241.179218 nChanged 33 SP:Iteration 28Q (9160.224152 sec): 3 clusters Score: Raw -585568.296326 + Penalty 3313.782502 = -582254.513824 nChanged 16 SP:Iteration 29Q (9160.321851 sec): 3 clusters Score: Raw -585575.860805 + Penalty 3313.782502 = -582262.078303 nChanged 16 SP:Iteration 30Q (9160.420916 sec): 3 clusters Score: Raw -585580.864828 + Penalty 3313.782502 = -582267.082326 nChanged 11 SP:Iteration 31Q (9160.521955 sec): 3 clusters Score: Raw -585583.331065 + Penalty 3313.782502 = -582269.548563 nChanged 8 SP:Iteration 32Q (9160.618983 sec): 3 clusters Score: Raw -585584.494889 + Penalty 3313.782502 = -582270.712387 nChanged 2 SP:Iteration 33Q (9160.727258 sec): 3 clusters Score: Raw -585584.776693 + Penalty 3313.782502 = -582270.994191 nChanged 3 SP:Iteration 34Q (9160.810365 sec): 3 clusters Score: Raw -585585.362746 + Penalty 3313.782502 = -582271.580244 nChanged 3 SP:Iteration 35Q (9160.921117 sec): 3 clusters Score: Raw -585585.885126 + Penalty 3313.782502 = -582272.102624 nChanged 6 SP:Iteration 36Q (9161.017275 sec): 3 clusters Score: Raw -585586.770993 + Penalty 3313.782502 = -582272.988491 nChanged 2 SP:Iteration 37Q (9161.107339 sec): 3 clusters Score: Raw -585586.915433 + Penalty 3313.782502 = -582273.132931 nChanged 1 SP:Iteration 38Q (9161.186597 sec): 3 clusters Score: Raw -585587.009460 + Penalty 3313.782502 = -582273.226958 nChanged 0 SP:Iteration 39F (9161.289966 sec): 3 clusters Score: Raw -585587.009460 + Penalty 3313.782502 = -582273.226958 nChanged 0 Score: Raw -11713211.355419 + Penalty 12868.184496 = -11700343.170923 Splitting cluster 1 changes total score from -11693839.647484 to -11700343.170923 So it's getting split into cluster 6. Trying to split cluster 2 (46101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9162.696790 sec): 2 clusters Score: Raw -2549052.902399 + Penalty 1884.622531 = -2547168.279868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9162.879499 sec): 3 clusters Score: Raw -2520032.450884 + Penalty 3769.245062 = -2516263.205821 nChanged 21583 SP:Iteration 1F (9163.051394 sec): 3 clusters Score: Raw -2538158.550572 + Penalty 3769.245062 = -2534389.305510 nChanged 5661 SP:Iteration 2F (9163.248636 sec): 3 clusters Score: Raw -2545724.569248 + Penalty 3769.245062 = -2541955.324186 nChanged 5042 SP:Iteration 3F (9163.451659 sec): 3 clusters Score: Raw -2551280.221711 + Penalty 3769.245062 = -2547510.976649 nChanged 3454 SP:Iteration 4F (9163.668149 sec): 3 clusters Score: Raw -2554295.003222 + Penalty 3769.245062 = -2550525.758160 nChanged 2376 SP:Iteration 5F (9163.841626 sec): 3 clusters Score: Raw -2556067.948319 + Penalty 3769.245062 = -2552298.703256 nChanged 1689 SP:Iteration 6Q (9164.065809 sec): 3 clusters Score: Raw -2557159.404548 + Penalty 3769.245062 = -2553390.159486 nChanged 1357 SP:Iteration 7Q (9164.262369 sec): 3 clusters Score: Raw -2557888.293061 + Penalty 3769.245062 = -2554119.047999 nChanged 1027 SP:Iteration 8Q (9164.471667 sec): 3 clusters Score: Raw -2558367.668416 + Penalty 3769.245062 = -2554598.423353 nChanged 786 SP:Iteration 9Q (9164.749795 sec): 3 clusters Score: Raw -2558673.209925 + Penalty 3769.245062 = -2554903.964863 nChanged 642 SP:Iteration 10Q (9165.011885 sec): 3 clusters Score: Raw -2558902.722782 + Penalty 3769.245062 = -2555133.477719 nChanged 560 SP:Iteration 11Q (9165.268824 sec): 3 clusters Score: Raw -2559092.858817 + Penalty 3769.245062 = -2555323.613755 nChanged 472 SP:Iteration 12Q (9165.534134 sec): 3 clusters Score: Raw -2559237.488416 + Penalty 3769.245062 = -2555468.243354 nChanged 447 SP:Iteration 13Q (9165.780919 sec): 3 clusters Score: Raw -2559363.977430 + Penalty 3769.245062 = -2555594.732367 nChanged 455 SP:Iteration 14Q (9166.061225 sec): 3 clusters Score: Raw -2559490.788408 + Penalty 3769.245062 = -2555721.543346 nChanged 399 SP:Iteration 15Q (9166.256178 sec): 3 clusters Score: Raw -2559593.112851 + Penalty 3769.245062 = -2555823.867789 nChanged 386 SP:Iteration 16Q (9166.433642 sec): 3 clusters Score: Raw -2559692.032177 + Penalty 3769.245062 = -2555922.787114 nChanged 395 SP:Iteration 17Q (9166.593866 sec): 3 clusters Score: Raw -2559791.841080 + Penalty 3769.245062 = -2556022.596018 nChanged 372 SP:Iteration 18Q (9166.788369 sec): 3 clusters Score: Raw -2559888.998925 + Penalty 3769.245062 = -2556119.753863 nChanged 379 SP:Iteration 19Q (9166.942011 sec): 3 clusters Score: Raw -2559991.026782 + Penalty 3769.245062 = -2556221.781720 nChanged 351 SP:Iteration 20F (9167.116947 sec): 3 clusters Score: Raw -2560075.973043 + Penalty 3769.245062 = -2556306.727981 nChanged 307 SP:Iteration 21Q (9167.282214 sec): 3 clusters Score: Raw -2560153.043372 + Penalty 3769.245062 = -2556383.798310 nChanged 307 SP:Iteration 22Q (9167.453530 sec): 3 clusters Score: Raw -2560244.249381 + Penalty 3769.245062 = -2556475.004319 nChanged 331 SP:Iteration 23Q (9167.607968 sec): 3 clusters Score: Raw -2560335.729117 + Penalty 3769.245062 = -2556566.484055 nChanged 312 SP:Iteration 24Q (9167.748827 sec): 3 clusters Score: Raw -2560426.637925 + Penalty 3769.245062 = -2556657.392863 nChanged 279 SP:Iteration 25Q (9167.919674 sec): 3 clusters Score: Raw -2560510.278928 + Penalty 3769.245062 = -2556741.033866 nChanged 272 SP:Iteration 26Q (9168.108437 sec): 3 clusters Score: Raw -2560595.602616 + Penalty 3769.245062 = -2556826.357553 nChanged 300 SP:Iteration 27Q (9168.284900 sec): 3 clusters Score: Raw -2560691.594349 + Penalty 3769.245062 = -2556922.349287 nChanged 314 SP:Iteration 28Q (9168.456735 sec): 3 clusters Score: Raw -2560799.552292 + Penalty 3769.245062 = -2557030.307230 nChanged 327 SP:Iteration 29Q (9168.623863 sec): 3 clusters Score: Raw -2560911.362843 + Penalty 3769.245062 = -2557142.117780 nChanged 322 SP:Iteration 30Q (9168.796929 sec): 3 clusters Score: Raw -2561009.880967 + Penalty 3769.245062 = -2557240.635905 nChanged 309 SP:Iteration 31Q (9168.960941 sec): 3 clusters Score: Raw -2561099.671301 + Penalty 3769.245062 = -2557330.426238 nChanged 321 SP:Iteration 32Q (9169.123817 sec): 3 clusters Score: Raw -2561188.234943 + Penalty 3769.245062 = -2557418.989881 nChanged 321 SP:Iteration 33Q (9169.297319 sec): 3 clusters Score: Raw -2561284.235567 + Penalty 3769.245062 = -2557514.990505 nChanged 305 SP:Iteration 34Q (9169.459067 sec): 3 clusters Score: Raw -2561382.383346 + Penalty 3769.245062 = -2557613.138283 nChanged 298 SP:Iteration 35Q (9169.625017 sec): 3 clusters Score: Raw -2561473.341723 + Penalty 3769.245062 = -2557704.096661 nChanged 292 SP:Iteration 36Q (9169.803595 sec): 3 clusters Score: Raw -2561567.525606 + Penalty 3769.245062 = -2557798.280544 nChanged 279 SP:Iteration 37Q (9169.982437 sec): 3 clusters Score: Raw -2561664.848612 + Penalty 3769.245062 = -2557895.603549 nChanged 273 SP:Iteration 38Q (9170.161319 sec): 3 clusters Score: Raw -2561768.620717 + Penalty 3769.245062 = -2557999.375654 nChanged 284 SP:Iteration 39Q (9170.315893 sec): 3 clusters Score: Raw -2561890.362342 + Penalty 3769.245062 = -2558121.117280 nChanged 274 SP:Iteration 40F (9170.501385 sec): 3 clusters Score: Raw -2562019.032997 + Penalty 3769.245062 = -2558249.787935 nChanged 285 SP:Iteration 41Q (9170.674104 sec): 3 clusters Score: Raw -2562121.624483 + Penalty 3769.245062 = -2558352.379421 nChanged 264 SP:Iteration 42Q (9170.874510 sec): 3 clusters Score: Raw -2562196.450842 + Penalty 3769.245062 = -2558427.205780 nChanged 221 SP:Iteration 43Q (9171.046785 sec): 3 clusters Score: Raw -2562253.187090 + Penalty 3769.245062 = -2558483.942027 nChanged 201 SP:Iteration 44Q (9171.212546 sec): 3 clusters Score: Raw -2562290.071580 + Penalty 3769.245062 = -2558520.826518 nChanged 154 SP:Iteration 45Q (9171.407525 sec): 3 clusters Score: Raw -2562318.102716 + Penalty 3769.245062 = -2558548.857654 nChanged 142 SP:Iteration 46Q (9171.584621 sec): 3 clusters Score: Raw -2562338.303516 + Penalty 3769.245062 = -2558569.058454 nChanged 110 SP:Iteration 47Q (9171.760016 sec): 3 clusters Score: Raw -2562352.273054 + Penalty 3769.245062 = -2558583.027992 nChanged 95 SP:Iteration 48Q (9171.936680 sec): 3 clusters Score: Raw -2562363.148207 + Penalty 3769.245062 = -2558593.903145 nChanged 83 SP:Iteration 49Q (9172.111786 sec): 3 clusters Score: Raw -2562372.420696 + Penalty 3769.245062 = -2558603.175634 nChanged 82 SP:Iteration 50Q (9172.287348 sec): 3 clusters Score: Raw -2562383.320945 + Penalty 3769.245062 = -2558614.075883 nChanged 76 SP:Iteration 51Q (9172.461622 sec): 3 clusters Score: Raw -2562393.544625 + Penalty 3769.245062 = -2558624.299563 nChanged 63 SP:Iteration 52Q (9172.633648 sec): 3 clusters Score: Raw -2562399.782570 + Penalty 3769.245062 = -2558630.537507 nChanged 66 SP:Iteration 53Q (9172.806748 sec): 3 clusters Score: Raw -2562405.398752 + Penalty 3769.245062 = -2558636.153690 nChanged 56 SP:Iteration 54Q (9172.964734 sec): 3 clusters Score: Raw -2562409.522686 + Penalty 3769.245062 = -2558640.277623 nChanged 46 SP:Iteration 55Q (9173.104843 sec): 3 clusters Score: Raw -2562413.183732 + Penalty 3769.245062 = -2558643.938669 nChanged 35 SP:Iteration 56Q (9173.279437 sec): 3 clusters Score: Raw -2562416.111819 + Penalty 3769.245062 = -2558646.866757 nChanged 41 SP:Iteration 57Q (9173.434764 sec): 3 clusters Score: Raw -2562418.887216 + Penalty 3769.245062 = -2558649.642154 nChanged 30 SP:Iteration 58Q (9173.579355 sec): 3 clusters Score: Raw -2562420.844555 + Penalty 3769.245062 = -2558651.599493 nChanged 26 SP:Iteration 59Q (9173.754100 sec): 3 clusters Score: Raw -2562422.339292 + Penalty 3769.245062 = -2558653.094230 nChanged 29 SP:Iteration 60F (9173.933809 sec): 3 clusters Score: Raw -2562424.150810 + Penalty 3769.245062 = -2558654.905748 nChanged 26 SP:Iteration 61Q (9174.105069 sec): 3 clusters Score: Raw -2562425.641634 + Penalty 3769.245062 = -2558656.396572 nChanged 21 SP:Iteration 62Q (9174.258648 sec): 3 clusters Score: Raw -2562426.710588 + Penalty 3769.245062 = -2558657.465525 nChanged 11 SP:Iteration 63Q (9174.442188 sec): 3 clusters Score: Raw -2562427.109736 + Penalty 3769.245062 = -2558657.864674 nChanged 9 SP:Iteration 64Q (9174.615612 sec): 3 clusters Score: Raw -2562427.468334 + Penalty 3769.245062 = -2558658.223272 nChanged 5 SP:Iteration 65Q (9174.784035 sec): 3 clusters Score: Raw -2562427.732597 + Penalty 3769.245062 = -2558658.487535 nChanged 5 SP:Iteration 66Q (9174.955953 sec): 3 clusters Score: Raw -2562427.864728 + Penalty 3769.245062 = -2558658.619666 nChanged 4 SP:Iteration 67Q (9175.126862 sec): 3 clusters Score: Raw -2562428.021293 + Penalty 3769.245062 = -2558658.776231 nChanged 4 SP:Iteration 68Q (9175.277178 sec): 3 clusters Score: Raw -2562428.340528 + Penalty 3769.245062 = -2558659.095466 nChanged 6 SP:Iteration 69Q (9175.449712 sec): 3 clusters Score: Raw -2562428.672644 + Penalty 3769.245062 = -2558659.427582 nChanged 4 SP:Iteration 70Q (9175.615206 sec): 3 clusters Score: Raw -2562428.957133 + Penalty 3769.245062 = -2558659.712071 nChanged 3 SP:Iteration 71Q (9175.767391 sec): 3 clusters Score: Raw -2562429.028708 + Penalty 3769.245062 = -2558659.783646 nChanged 3 SP:Iteration 72Q (9175.949636 sec): 3 clusters Score: Raw -2562429.115008 + Penalty 3769.245062 = -2558659.869946 nChanged 1 SP:Iteration 73Q (9176.101587 sec): 3 clusters Score: Raw -2562429.138395 + Penalty 3769.245062 = -2558659.893333 nChanged 0 SP:Iteration 74F (9176.282096 sec): 3 clusters Score: Raw -2562429.138395 + Penalty 3769.245062 = -2558659.893333 nChanged 0 Score: Raw -11726587.591415 + Penalty 15012.881912 = -11711574.709503 Splitting cluster 2 changes total score from -11693839.647484 to -11711574.709503 So it's getting split into cluster 7. Trying to split cluster 3 (82592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9178.022813 sec): 2 clusters Score: Raw -5453809.765273 + Penalty 1986.952752 = -5451822.812521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9178.366884 sec): 3 clusters Score: Raw -5400608.359593 + Penalty 3973.905504 = -5396634.454089 nChanged 39269 SP:Iteration 1F (9178.625864 sec): 3 clusters Score: Raw -5427039.114808 + Penalty 3973.905504 = -5423065.209304 nChanged 6600 SP:Iteration 2F (9178.958420 sec): 3 clusters Score: Raw -5432752.244364 + Penalty 3973.905504 = -5428778.338860 nChanged 7308 SP:Iteration 3F (9179.280455 sec): 3 clusters Score: Raw -5438932.734799 + Penalty 3973.905504 = -5434958.829295 nChanged 6767 SP:Iteration 4F (9179.598426 sec): 3 clusters Score: Raw -5443762.931728 + Penalty 3973.905504 = -5439789.026224 nChanged 5331 SP:Iteration 5F (9179.920295 sec): 3 clusters Score: Raw -5447066.965986 + Penalty 3973.905504 = -5443093.060482 nChanged 4136 SP:Iteration 6F (9180.206226 sec): 3 clusters Score: Raw -5449326.756671 + Penalty 3973.905504 = -5445352.851167 nChanged 3257 SP:Iteration 7Q (9180.536770 sec): 3 clusters Score: Raw -5450873.434773 + Penalty 3973.905504 = -5446899.529269 nChanged 2542 SP:Iteration 8Q (9180.775361 sec): 3 clusters Score: Raw -5451932.937932 + Penalty 3973.905504 = -5447959.032428 nChanged 2045 SP:Iteration 9Q (9181.045315 sec): 3 clusters Score: Raw -5452672.335188 + Penalty 3973.905504 = -5448698.429684 nChanged 1731 SP:Iteration 10Q (9181.291563 sec): 3 clusters Score: Raw -5453283.189896 + Penalty 3973.905504 = -5449309.284392 nChanged 1672 SP:Iteration 11Q (9181.543574 sec): 3 clusters Score: Raw -5453862.136474 + Penalty 3973.905504 = -5449888.230970 nChanged 1516 SP:Iteration 12Q (9181.799205 sec): 3 clusters Score: Raw -5454406.536912 + Penalty 3973.905504 = -5450432.631408 nChanged 1470 SP:Iteration 13Q (9182.018611 sec): 3 clusters Score: Raw -5454941.558019 + Penalty 3973.905504 = -5450967.652515 nChanged 1484 SP:Iteration 14Q (9182.250781 sec): 3 clusters Score: Raw -5455543.216225 + Penalty 3973.905504 = -5451569.310721 nChanged 1511 SP:Iteration 15Q (9182.479454 sec): 3 clusters Score: Raw -5456155.737242 + Penalty 3973.905504 = -5452181.831738 nChanged 1460 SP:Iteration 16Q (9182.705181 sec): 3 clusters Score: Raw -5456748.197142 + Penalty 3973.905504 = -5452774.291638 nChanged 1464 SP:Iteration 17Q (9182.937582 sec): 3 clusters Score: Raw -5457326.219918 + Penalty 3973.905504 = -5453352.314414 nChanged 1408 SP:Iteration 18Q (9183.166390 sec): 3 clusters Score: Raw -5457873.420669 + Penalty 3973.905504 = -5453899.515165 nChanged 1345 SP:Iteration 19Q (9183.411378 sec): 3 clusters Score: Raw -5458390.173602 + Penalty 3973.905504 = -5454416.268098 nChanged 1310 SP:Iteration 20F (9183.662538 sec): 3 clusters Score: Raw -5458844.215225 + Penalty 3973.905504 = -5454870.309721 nChanged 1225 SP:Iteration 21Q (9183.908875 sec): 3 clusters Score: Raw -5459241.173150 + Penalty 3973.905504 = -5455267.267646 nChanged 1068 SP:Iteration 22Q (9184.161695 sec): 3 clusters Score: Raw -5459582.874717 + Penalty 3973.905504 = -5455608.969213 nChanged 1055 SP:Iteration 23Q (9184.404218 sec): 3 clusters Score: Raw -5459922.415020 + Penalty 3973.905504 = -5455948.509516 nChanged 1082 SP:Iteration 24Q (9184.676252 sec): 3 clusters Score: Raw -5460267.740688 + Penalty 3973.905504 = -5456293.835184 nChanged 1030 SP:Iteration 25Q (9184.914418 sec): 3 clusters Score: Raw -5460622.709510 + Penalty 3973.905504 = -5456648.804006 nChanged 1035 SP:Iteration 26Q (9185.150261 sec): 3 clusters Score: Raw -5461012.894812 + Penalty 3973.905504 = -5457038.989308 nChanged 1084 SP:Iteration 27Q (9185.367927 sec): 3 clusters Score: Raw -5461471.415722 + Penalty 3973.905504 = -5457497.510218 nChanged 1164 SP:Iteration 28Q (9185.600165 sec): 3 clusters Score: Raw -5462037.551758 + Penalty 3973.905504 = -5458063.646254 nChanged 1177 SP:Iteration 29Q (9185.805251 sec): 3 clusters Score: Raw -5462680.722903 + Penalty 3973.905504 = -5458706.817399 nChanged 1251 SP:Iteration 30Q (9186.022050 sec): 3 clusters Score: Raw -5463369.215746 + Penalty 3973.905504 = -5459395.310242 nChanged 1220 SP:Iteration 31Q (9186.276679 sec): 3 clusters Score: Raw -5463966.993139 + Penalty 3973.905504 = -5459993.087635 nChanged 1074 SP:Iteration 32Q (9186.520829 sec): 3 clusters Score: Raw -5464392.126099 + Penalty 3973.905504 = -5460418.220595 nChanged 898 SP:Iteration 33Q (9186.757604 sec): 3 clusters Score: Raw -5464670.955847 + Penalty 3973.905504 = -5460697.050343 nChanged 734 SP:Iteration 34Q (9186.991742 sec): 3 clusters Score: Raw -5464855.465647 + Penalty 3973.905504 = -5460881.560143 nChanged 640 SP:Iteration 35Q (9187.241483 sec): 3 clusters Score: Raw -5464996.188192 + Penalty 3973.905504 = -5461022.282688 nChanged 611 SP:Iteration 36Q (9187.475837 sec): 3 clusters Score: Raw -5465119.688035 + Penalty 3973.905504 = -5461145.782531 nChanged 526 SP:Iteration 37Q (9187.727526 sec): 3 clusters Score: Raw -5465218.752371 + Penalty 3973.905504 = -5461244.846867 nChanged 480 SP:Iteration 38Q (9187.983057 sec): 3 clusters Score: Raw -5465302.509893 + Penalty 3973.905504 = -5461328.604389 nChanged 442 SP:Iteration 39Q (9188.220878 sec): 3 clusters Score: Raw -5465375.382287 + Penalty 3973.905504 = -5461401.476783 nChanged 369 SP:Iteration 40F (9188.479898 sec): 3 clusters Score: Raw -5465440.259594 + Penalty 3973.905504 = -5461466.354090 nChanged 379 SP:Iteration 41Q (9188.723798 sec): 3 clusters Score: Raw -5465494.068638 + Penalty 3973.905504 = -5461520.163134 nChanged 349 SP:Iteration 42Q (9188.979621 sec): 3 clusters Score: Raw -5465538.851407 + Penalty 3973.905504 = -5461564.945903 nChanged 315 SP:Iteration 43Q (9189.217493 sec): 3 clusters Score: Raw -5465573.025759 + Penalty 3973.905504 = -5461599.120255 nChanged 249 SP:Iteration 44Q (9189.478600 sec): 3 clusters Score: Raw -5465595.939765 + Penalty 3973.905504 = -5461622.034261 nChanged 230 SP:Iteration 45Q (9189.734135 sec): 3 clusters Score: Raw -5465616.954948 + Penalty 3973.905504 = -5461643.049444 nChanged 205 SP:Iteration 46Q (9189.980561 sec): 3 clusters Score: Raw -5465634.431172 + Penalty 3973.905504 = -5461660.525668 nChanged 191 SP:Iteration 47Q (9190.231230 sec): 3 clusters Score: Raw -5465650.961486 + Penalty 3973.905504 = -5461677.055982 nChanged 165 SP:Iteration 48Q (9190.488567 sec): 3 clusters Score: Raw -5465663.015569 + Penalty 3973.905504 = -5461689.110065 nChanged 135 SP:Iteration 49Q (9190.719109 sec): 3 clusters Score: Raw -5465671.670922 + Penalty 3973.905504 = -5461697.765418 nChanged 100 SP:Iteration 50Q (9190.952650 sec): 3 clusters Score: Raw -5465677.773811 + Penalty 3973.905504 = -5461703.868307 nChanged 99 SP:Iteration 51Q (9191.189991 sec): 3 clusters Score: Raw -5465683.495113 + Penalty 3973.905504 = -5461709.589609 nChanged 99 SP:Iteration 52Q (9191.475989 sec): 3 clusters Score: Raw -5465689.800515 + Penalty 3973.905504 = -5461715.895011 nChanged 107 SP:Iteration 53Q (9191.791340 sec): 3 clusters Score: Raw -5465696.125218 + Penalty 3973.905504 = -5461722.219714 nChanged 92 SP:Iteration 54Q (9192.084502 sec): 3 clusters Score: Raw -5465700.819985 + Penalty 3973.905504 = -5461726.914481 nChanged 82 SP:Iteration 55Q (9192.361420 sec): 3 clusters Score: Raw -5465706.007188 + Penalty 3973.905504 = -5461732.101684 nChanged 79 SP:Iteration 56Q (9192.646326 sec): 3 clusters Score: Raw -5465710.058564 + Penalty 3973.905504 = -5461736.153060 nChanged 69 SP:Iteration 57Q (9192.967607 sec): 3 clusters Score: Raw -5465713.332621 + Penalty 3973.905504 = -5461739.427117 nChanged 53 SP:Iteration 58Q (9193.278036 sec): 3 clusters Score: Raw -5465715.534168 + Penalty 3973.905504 = -5461741.628664 nChanged 39 SP:Iteration 59Q (9193.564544 sec): 3 clusters Score: Raw -5465716.849721 + Penalty 3973.905504 = -5461742.944217 nChanged 32 SP:Iteration 60F (9193.886769 sec): 3 clusters Score: Raw -5465717.497842 + Penalty 3973.905504 = -5461743.592338 nChanged 28 SP:Iteration 61Q (9194.140460 sec): 3 clusters Score: Raw -5465718.172298 + Penalty 3973.905504 = -5461744.266794 nChanged 22 SP:Iteration 62Q (9194.371903 sec): 3 clusters Score: Raw -5465718.612176 + Penalty 3973.905504 = -5461744.706672 nChanged 16 SP:Iteration 63Q (9194.634524 sec): 3 clusters Score: Raw -5465718.909195 + Penalty 3973.905504 = -5461745.003691 nChanged 20 SP:Iteration 64Q (9194.856984 sec): 3 clusters Score: Raw -5465719.289503 + Penalty 3973.905504 = -5461745.383999 nChanged 16 SP:Iteration 65Q (9195.110147 sec): 3 clusters Score: Raw -5465719.614629 + Penalty 3973.905504 = -5461745.709125 nChanged 17 SP:Iteration 66Q (9195.376530 sec): 3 clusters Score: Raw -5465720.000800 + Penalty 3973.905504 = -5461746.095296 nChanged 18 SP:Iteration 67Q (9195.632427 sec): 3 clusters Score: Raw -5465720.347412 + Penalty 3973.905504 = -5461746.441908 nChanged 15 SP:Iteration 68Q (9195.865191 sec): 3 clusters Score: Raw -5465720.699311 + Penalty 3973.905504 = -5461746.793807 nChanged 13 SP:Iteration 69Q (9196.096908 sec): 3 clusters Score: Raw -5465720.964080 + Penalty 3973.905504 = -5461747.058576 nChanged 14 SP:Iteration 70Q (9196.312130 sec): 3 clusters Score: Raw -5465721.160334 + Penalty 3973.905504 = -5461747.254830 nChanged 10 SP:Iteration 71Q (9196.566704 sec): 3 clusters Score: Raw -5465721.276878 + Penalty 3973.905504 = -5461747.371374 nChanged 6 SP:Iteration 72Q (9196.813071 sec): 3 clusters Score: Raw -5465721.361267 + Penalty 3973.905504 = -5461747.455763 nChanged 5 SP:Iteration 73Q (9197.038966 sec): 3 clusters Score: Raw -5465721.431834 + Penalty 3973.905504 = -5461747.526330 nChanged 3 SP:Iteration 74Q (9197.284146 sec): 3 clusters Score: Raw -5465721.447306 + Penalty 3973.905504 = -5461747.541802 nChanged 2 SP:Iteration 75Q (9197.531722 sec): 3 clusters Score: Raw -5465721.463089 + Penalty 3973.905504 = -5461747.557585 nChanged 1 SP:Iteration 76Q (9197.762822 sec): 3 clusters Score: Raw -5465721.473462 + Penalty 3973.905504 = -5461747.567958 nChanged 2 SP:Iteration 77Q (9197.967749 sec): 3 clusters Score: Raw -5465721.519289 + Penalty 3973.905504 = -5461747.613785 nChanged 5 SP:Iteration 78Q (9198.227098 sec): 3 clusters Score: Raw -5465721.600911 + Penalty 3973.905504 = -5461747.695407 nChanged 4 SP:Iteration 79Q (9198.454555 sec): 3 clusters Score: Raw -5465721.634568 + Penalty 3973.905504 = -5461747.729064 nChanged 2 SP:Iteration 80F (9198.686987 sec): 3 clusters Score: Raw -5465721.663573 + Penalty 3973.905504 = -5461747.758069 nChanged 4 SP:Iteration 81Q (9198.924021 sec): 3 clusters Score: Raw -5465721.758693 + Penalty 3973.905504 = -5461747.853189 nChanged 3 SP:Iteration 82Q (9199.165425 sec): 3 clusters Score: Raw -5465721.795230 + Penalty 3973.905504 = -5461747.889726 nChanged 2 SP:Iteration 83Q (9199.414872 sec): 3 clusters Score: Raw -5465721.826822 + Penalty 3973.905504 = -5461747.921318 nChanged 4 SP:Iteration 84Q (9199.661466 sec): 3 clusters Score: Raw -5465721.890972 + Penalty 3973.905504 = -5461747.985468 nChanged 4 SP:Iteration 85Q (9199.911357 sec): 3 clusters Score: Raw -5465721.941846 + Penalty 3973.905504 = -5461748.036342 nChanged 1 SP:Iteration 86Q (9200.148867 sec): 3 clusters Score: Raw -5465721.948142 + Penalty 3973.905504 = -5461748.042638 nChanged 2 SP:Iteration 87Q (9200.385087 sec): 3 clusters Score: Raw -5465721.959106 + Penalty 3973.905504 = -5461748.053602 nChanged 0 SP:Iteration 88F (9200.620663 sec): 3 clusters Score: Raw -5465721.959106 + Penalty 3973.905504 = -5461748.053602 nChanged 0 Score: Raw -11738499.785248 + Penalty 17157.579328 = -11721342.205920 Splitting cluster 3 changes total score from -11693839.647484 to -11721342.205920 So it's getting split into cluster 8. Trying to split cluster 4 (12183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9202.336174 sec): 2 clusters Score: Raw -489345.374364 + Penalty 1651.068341 = -487694.306023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9202.440738 sec): 3 clusters Score: Raw -482724.058471 + Penalty 3302.136683 = -479421.921788 nChanged 5411 SP:Iteration 1F (9202.547202 sec): 3 clusters Score: Raw -489140.549012 + Penalty 3302.136683 = -485838.412330 nChanged 1947 SP:Iteration 2F (9202.641130 sec): 3 clusters Score: Raw -493569.491382 + Penalty 3302.136683 = -490267.354700 nChanged 1451 SP:Iteration 3F (9202.727478 sec): 3 clusters Score: Raw -496602.651211 + Penalty 3302.136683 = -493300.514528 nChanged 880 SP:Iteration 4F (9202.843122 sec): 3 clusters Score: Raw -498254.939230 + Penalty 3302.136683 = -494952.802548 nChanged 579 SP:Iteration 5Q (9202.931693 sec): 3 clusters Score: Raw -498864.590531 + Penalty 3302.136683 = -495562.453849 nChanged 437 SP:Iteration 6Q (9203.037481 sec): 3 clusters Score: Raw -499231.281939 + Penalty 3302.136683 = -495929.145256 nChanged 321 SP:Iteration 7Q (9203.128341 sec): 3 clusters Score: Raw -499434.992500 + Penalty 3302.136683 = -496132.855817 nChanged 247 SP:Iteration 8Q (9203.228058 sec): 3 clusters Score: Raw -499550.223116 + Penalty 3302.136683 = -496248.086434 nChanged 172 SP:Iteration 9Q (9203.342197 sec): 3 clusters Score: Raw -499622.509064 + Penalty 3302.136683 = -496320.372381 nChanged 137 SP:Iteration 10Q (9203.441678 sec): 3 clusters Score: Raw -499674.387623 + Penalty 3302.136683 = -496372.250940 nChanged 118 SP:Iteration 11Q (9203.539953 sec): 3 clusters Score: Raw -499710.607964 + Penalty 3302.136683 = -496408.471281 nChanged 87 SP:Iteration 12Q (9203.645040 sec): 3 clusters Score: Raw -499736.636134 + Penalty 3302.136683 = -496434.499452 nChanged 70 SP:Iteration 13Q (9203.745064 sec): 3 clusters Score: Raw -499755.242962 + Penalty 3302.136683 = -496453.106280 nChanged 72 SP:Iteration 14Q (9203.850266 sec): 3 clusters Score: Raw -499774.730364 + Penalty 3302.136683 = -496472.593681 nChanged 62 SP:Iteration 15Q (9203.939985 sec): 3 clusters Score: Raw -499790.660539 + Penalty 3302.136683 = -496488.523857 nChanged 69 SP:Iteration 16Q (9204.047705 sec): 3 clusters Score: Raw -499805.197044 + Penalty 3302.136683 = -496503.060362 nChanged 60 SP:Iteration 17Q (9204.150601 sec): 3 clusters Score: Raw -499816.679626 + Penalty 3302.136683 = -496514.542944 nChanged 56 SP:Iteration 18Q (9204.248175 sec): 3 clusters Score: Raw -499829.845727 + Penalty 3302.136683 = -496527.709045 nChanged 59 SP:Iteration 19Q (9204.338096 sec): 3 clusters Score: Raw -499844.346850 + Penalty 3302.136683 = -496542.210167 nChanged 73 SP:Iteration 20F (9204.442810 sec): 3 clusters Score: Raw -499867.643491 + Penalty 3302.136683 = -496565.506808 nChanged 78 SP:Iteration 21Q (9204.560120 sec): 3 clusters Score: Raw -499887.176585 + Penalty 3302.136683 = -496585.039902 nChanged 70 SP:Iteration 22Q (9204.674736 sec): 3 clusters Score: Raw -499901.963392 + Penalty 3302.136683 = -496599.826709 nChanged 60 SP:Iteration 23Q (9204.833877 sec): 3 clusters Score: Raw -499913.630514 + Penalty 3302.136683 = -496611.493831 nChanged 43 SP:Iteration 24Q (9204.988371 sec): 3 clusters Score: Raw -499921.765014 + Penalty 3302.136683 = -496619.628331 nChanged 45 SP:Iteration 25Q (9205.074086 sec): 3 clusters Score: Raw -499929.756187 + Penalty 3302.136683 = -496627.619505 nChanged 47 SP:Iteration 26Q (9205.225622 sec): 3 clusters Score: Raw -499937.663981 + Penalty 3302.136683 = -496635.527299 nChanged 40 SP:Iteration 27Q (9205.338538 sec): 3 clusters Score: Raw -499943.607063 + Penalty 3302.136683 = -496641.470381 nChanged 34 SP:Iteration 28Q (9205.498110 sec): 3 clusters Score: Raw -499949.271475 + Penalty 3302.136683 = -496647.134793 nChanged 41 SP:Iteration 29Q (9205.623962 sec): 3 clusters Score: Raw -499955.254609 + Penalty 3302.136683 = -496653.117927 nChanged 30 SP:Iteration 30Q (9205.763643 sec): 3 clusters Score: Raw -499960.215662 + Penalty 3302.136683 = -496658.078980 nChanged 30 SP:Iteration 31Q (9205.904179 sec): 3 clusters Score: Raw -499967.920641 + Penalty 3302.136683 = -496665.783958 nChanged 38 SP:Iteration 32Q (9206.022199 sec): 3 clusters Score: Raw -499978.899324 + Penalty 3302.136683 = -496676.762642 nChanged 41 SP:Iteration 33Q (9206.197511 sec): 3 clusters Score: Raw -499990.282949 + Penalty 3302.136683 = -496688.146267 nChanged 49 SP:Iteration 34Q (9206.322195 sec): 3 clusters Score: Raw -500005.761287 + Penalty 3302.136683 = -496703.624605 nChanged 52 SP:Iteration 35Q (9206.428587 sec): 3 clusters Score: Raw -500028.853405 + Penalty 3302.136683 = -496726.716722 nChanged 75 SP:Iteration 36Q (9206.563897 sec): 3 clusters Score: Raw -500066.057887 + Penalty 3302.136683 = -496763.921204 nChanged 78 SP:Iteration 37Q (9206.703754 sec): 3 clusters Score: Raw -500097.544340 + Penalty 3302.136683 = -496795.407658 nChanged 79 SP:Iteration 38Q (9206.837434 sec): 3 clusters Score: Raw -500123.547700 + Penalty 3302.136683 = -496821.411017 nChanged 83 SP:Iteration 39Q (9206.980655 sec): 3 clusters Score: Raw -500147.249317 + Penalty 3302.136683 = -496845.112634 nChanged 81 SP:Iteration 40F (9207.086810 sec): 3 clusters Score: Raw -500175.858390 + Penalty 3302.136683 = -496873.721708 nChanged 72 SP:Iteration 41Q (9207.222813 sec): 3 clusters Score: Raw -500205.916884 + Penalty 3302.136683 = -496903.780201 nChanged 75 SP:Iteration 42Q (9207.354523 sec): 3 clusters Score: Raw -500233.052722 + Penalty 3302.136683 = -496930.916040 nChanged 84 SP:Iteration 43Q (9207.509112 sec): 3 clusters Score: Raw -500262.842144 + Penalty 3302.136683 = -496960.705461 nChanged 98 SP:Iteration 44Q (9207.627897 sec): 3 clusters Score: Raw -500297.651816 + Penalty 3302.136683 = -496995.515133 nChanged 81 SP:Iteration 45Q (9207.742902 sec): 3 clusters Score: Raw -500322.702703 + Penalty 3302.136683 = -497020.566020 nChanged 78 SP:Iteration 46Q (9207.868238 sec): 3 clusters Score: Raw -500341.849745 + Penalty 3302.136683 = -497039.713063 nChanged 72 SP:Iteration 47Q (9208.008067 sec): 3 clusters Score: Raw -500362.162519 + Penalty 3302.136683 = -497060.025836 nChanged 70 SP:Iteration 48Q (9208.136481 sec): 3 clusters Score: Raw -500384.509952 + Penalty 3302.136683 = -497082.373270 nChanged 69 SP:Iteration 49Q (9208.283582 sec): 3 clusters Score: Raw -500406.040963 + Penalty 3302.136683 = -497103.904281 nChanged 69 SP:Iteration 50Q (9208.402457 sec): 3 clusters Score: Raw -500424.243851 + Penalty 3302.136683 = -497122.107168 nChanged 53 SP:Iteration 51Q (9208.531821 sec): 3 clusters Score: Raw -500434.548211 + Penalty 3302.136683 = -497132.411528 nChanged 39 SP:Iteration 52Q (9208.654599 sec): 3 clusters Score: Raw -500442.282607 + Penalty 3302.136683 = -497140.145925 nChanged 31 SP:Iteration 53Q (9208.775974 sec): 3 clusters Score: Raw -500447.473423 + Penalty 3302.136683 = -497145.336740 nChanged 27 SP:Iteration 54Q (9208.914069 sec): 3 clusters Score: Raw -500451.460058 + Penalty 3302.136683 = -497149.323375 nChanged 24 SP:Iteration 55Q (9209.020082 sec): 3 clusters Score: Raw -500454.960170 + Penalty 3302.136683 = -497152.823487 nChanged 19 SP:Iteration 56Q (9209.131563 sec): 3 clusters Score: Raw -500457.683503 + Penalty 3302.136683 = -497155.546821 nChanged 18 SP:Iteration 57Q (9209.259368 sec): 3 clusters Score: Raw -500460.098098 + Penalty 3302.136683 = -497157.961416 nChanged 13 SP:Iteration 58Q (9209.349627 sec): 3 clusters Score: Raw -500461.504198 + Penalty 3302.136683 = -497159.367516 nChanged 13 SP:Iteration 59Q (9209.466745 sec): 3 clusters Score: Raw -500462.863335 + Penalty 3302.136683 = -497160.726652 nChanged 9 SP:Iteration 60F (9209.598522 sec): 3 clusters Score: Raw -500464.036632 + Penalty 3302.136683 = -497161.899949 nChanged 12 SP:Iteration 61Q (9209.692875 sec): 3 clusters Score: Raw -500465.305448 + Penalty 3302.136683 = -497163.168765 nChanged 10 SP:Iteration 62Q (9209.826362 sec): 3 clusters Score: Raw -500466.529857 + Penalty 3302.136683 = -497164.393175 nChanged 11 SP:Iteration 63Q (9209.955072 sec): 3 clusters Score: Raw -500467.844583 + Penalty 3302.136683 = -497165.707900 nChanged 6 SP:Iteration 64Q (9210.083768 sec): 3 clusters Score: Raw -500468.387406 + Penalty 3302.136683 = -497166.250724 nChanged 6 SP:Iteration 65Q (9210.191594 sec): 3 clusters Score: Raw -500469.213627 + Penalty 3302.136683 = -497167.076944 nChanged 5 SP:Iteration 66Q (9210.310655 sec): 3 clusters Score: Raw -500469.662787 + Penalty 3302.136683 = -497167.526105 nChanged 1 SP:Iteration 67Q (9210.403282 sec): 3 clusters Score: Raw -500469.716881 + Penalty 3302.136683 = -497167.580198 nChanged 1 SP:Iteration 68Q (9210.532491 sec): 3 clusters Score: Raw -500469.801093 + Penalty 3302.136683 = -497167.664410 nChanged 0 SP:Iteration 69F (9210.668836 sec): 3 clusters Score: Raw -500469.801093 + Penalty 3302.136683 = -497167.664410 nChanged 0 Score: Raw -11749624.211977 + Penalty 19302.276744 = -11730321.935233 Splitting cluster 4 changes total score from -11693839.647484 to -11730321.935233 So it's getting split into cluster 9. Trying to split cluster 5 (49338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9212.882611 sec): 2 clusters Score: Raw -2917751.962625 + Penalty 1896.531949 = -2915855.430675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9213.067377 sec): 3 clusters Score: Raw -2886796.344270 + Penalty 3793.063899 = -2883003.280371 nChanged 23340 SP:Iteration 1F (9213.254050 sec): 3 clusters Score: Raw -2903692.276994 + Penalty 3793.063899 = -2899899.213095 nChanged 5004 SP:Iteration 2F (9213.439473 sec): 3 clusters Score: Raw -2909475.152945 + Penalty 3793.063899 = -2905682.089046 nChanged 5468 SP:Iteration 3F (9213.622593 sec): 3 clusters Score: Raw -2915821.249637 + Penalty 3793.063899 = -2912028.185738 nChanged 4529 SP:Iteration 4F (9213.788601 sec): 3 clusters Score: Raw -2919971.558962 + Penalty 3793.063899 = -2916178.495063 nChanged 3101 SP:Iteration 5F (9213.956585 sec): 3 clusters Score: Raw -2921944.419454 + Penalty 3793.063899 = -2918151.355555 nChanged 1950 SP:Iteration 6Q (9214.130224 sec): 3 clusters Score: Raw -2922804.941202 + Penalty 3793.063899 = -2919011.877304 nChanged 1326 SP:Iteration 7Q (9214.318635 sec): 3 clusters Score: Raw -2923270.736471 + Penalty 3793.063899 = -2919477.672572 nChanged 1043 SP:Iteration 8Q (9214.520797 sec): 3 clusters Score: Raw -2923648.091501 + Penalty 3793.063899 = -2919855.027602 nChanged 1006 SP:Iteration 9Q (9214.711191 sec): 3 clusters Score: Raw -2924085.179050 + Penalty 3793.063899 = -2920292.115151 nChanged 1057 SP:Iteration 10Q (9214.916276 sec): 3 clusters Score: Raw -2924632.387063 + Penalty 3793.063899 = -2920839.323164 nChanged 1178 SP:Iteration 11Q (9215.106628 sec): 3 clusters Score: Raw -2925421.833671 + Penalty 3793.063899 = -2921628.769772 nChanged 1359 SP:Iteration 12Q (9215.305303 sec): 3 clusters Score: Raw -2926536.008262 + Penalty 3793.063899 = -2922742.944363 nChanged 1555 SP:Iteration 13Q (9215.523771 sec): 3 clusters Score: Raw -2927869.028430 + Penalty 3793.063899 = -2924075.964531 nChanged 1657 SP:Iteration 14Q (9215.721507 sec): 3 clusters Score: Raw -2929373.322466 + Penalty 3793.063899 = -2925580.258567 nChanged 1689 SP:Iteration 15Q (9215.918511 sec): 3 clusters Score: Raw -2930762.570011 + Penalty 3793.063899 = -2926969.506112 nChanged 1691 SP:Iteration 16Q (9216.114286 sec): 3 clusters Score: Raw -2931975.221201 + Penalty 3793.063899 = -2928182.157303 nChanged 1604 SP:Iteration 17Q (9216.308755 sec): 3 clusters Score: Raw -2933079.637053 + Penalty 3793.063899 = -2929286.573155 nChanged 1477 SP:Iteration 18Q (9216.495381 sec): 3 clusters Score: Raw -2934134.244309 + Penalty 3793.063899 = -2930341.180410 nChanged 1426 SP:Iteration 19Q (9216.655217 sec): 3 clusters Score: Raw -2935310.153559 + Penalty 3793.063899 = -2931517.089660 nChanged 1373 SP:Iteration 20F (9216.847750 sec): 3 clusters Score: Raw -2936500.612511 + Penalty 3793.063899 = -2932707.548613 nChanged 1134 SP:Iteration 21Q (9217.026667 sec): 3 clusters Score: Raw -2937438.239666 + Penalty 3793.063899 = -2933645.175767 nChanged 908 SP:Iteration 22Q (9217.201201 sec): 3 clusters Score: Raw -2938022.081247 + Penalty 3793.063899 = -2934229.017348 nChanged 600 SP:Iteration 23Q (9217.363615 sec): 3 clusters Score: Raw -2938258.954947 + Penalty 3793.063899 = -2934465.891048 nChanged 383 SP:Iteration 24Q (9217.523937 sec): 3 clusters Score: Raw -2938362.258326 + Penalty 3793.063899 = -2934569.194427 nChanged 285 SP:Iteration 25Q (9217.683820 sec): 3 clusters Score: Raw -2938427.095052 + Penalty 3793.063899 = -2934634.031153 nChanged 250 SP:Iteration 26Q (9217.871545 sec): 3 clusters Score: Raw -2938477.687552 + Penalty 3793.063899 = -2934684.623654 nChanged 208 SP:Iteration 27Q (9218.063127 sec): 3 clusters Score: Raw -2938514.164833 + Penalty 3793.063899 = -2934721.100934 nChanged 162 SP:Iteration 28Q (9218.230089 sec): 3 clusters Score: Raw -2938538.028301 + Penalty 3793.063899 = -2934744.964402 nChanged 106 SP:Iteration 29Q (9218.389230 sec): 3 clusters Score: Raw -2938550.596576 + Penalty 3793.063899 = -2934757.532677 nChanged 84 SP:Iteration 30Q (9218.564478 sec): 3 clusters Score: Raw -2938559.238290 + Penalty 3793.063899 = -2934766.174391 nChanged 67 SP:Iteration 31Q (9218.751170 sec): 3 clusters Score: Raw -2938564.964402 + Penalty 3793.063899 = -2934771.900503 nChanged 60 SP:Iteration 32Q (9218.928352 sec): 3 clusters Score: Raw -2938570.101854 + Penalty 3793.063899 = -2934777.037955 nChanged 46 SP:Iteration 33Q (9219.108265 sec): 3 clusters Score: Raw -2938574.171710 + Penalty 3793.063899 = -2934781.107811 nChanged 39 SP:Iteration 34Q (9219.293768 sec): 3 clusters Score: Raw -2938577.694654 + Penalty 3793.063899 = -2934784.630755 nChanged 42 SP:Iteration 35Q (9219.471297 sec): 3 clusters Score: Raw -2938581.504583 + Penalty 3793.063899 = -2934788.440684 nChanged 40 SP:Iteration 36Q (9219.619743 sec): 3 clusters Score: Raw -2938584.466734 + Penalty 3793.063899 = -2934791.402835 nChanged 41 SP:Iteration 37Q (9219.803436 sec): 3 clusters Score: Raw -2938587.464857 + Penalty 3793.063899 = -2934794.400958 nChanged 42 SP:Iteration 38Q (9219.958172 sec): 3 clusters Score: Raw -2938590.465830 + Penalty 3793.063899 = -2934797.401932 nChanged 37 SP:Iteration 39Q (9220.122417 sec): 3 clusters Score: Raw -2938592.870556 + Penalty 3793.063899 = -2934799.806657 nChanged 36 SP:Iteration 40F (9220.297457 sec): 3 clusters Score: Raw -2938595.179220 + Penalty 3793.063899 = -2934802.115321 nChanged 42 SP:Iteration 41Q (9220.465886 sec): 3 clusters Score: Raw -2938599.110460 + Penalty 3793.063899 = -2934806.046561 nChanged 43 SP:Iteration 42Q (9220.629271 sec): 3 clusters Score: Raw -2938602.516250 + Penalty 3793.063899 = -2934809.452351 nChanged 48 SP:Iteration 43Q (9220.815641 sec): 3 clusters Score: Raw -2938606.899248 + Penalty 3793.063899 = -2934813.835349 nChanged 47 SP:Iteration 44Q (9221.044309 sec): 3 clusters Score: Raw -2938611.145513 + Penalty 3793.063899 = -2934818.081614 nChanged 45 SP:Iteration 45Q (9221.280870 sec): 3 clusters Score: Raw -2938614.456585 + Penalty 3793.063899 = -2934821.392686 nChanged 43 SP:Iteration 46Q (9221.498001 sec): 3 clusters Score: Raw -2938617.312097 + Penalty 3793.063899 = -2934824.248198 nChanged 37 SP:Iteration 47Q (9221.710656 sec): 3 clusters Score: Raw -2938620.178882 + Penalty 3793.063899 = -2934827.114983 nChanged 50 SP:Iteration 48Q (9221.945317 sec): 3 clusters Score: Raw -2938624.424170 + Penalty 3793.063899 = -2934831.360271 nChanged 45 SP:Iteration 49Q (9222.170670 sec): 3 clusters Score: Raw -2938628.715309 + Penalty 3793.063899 = -2934835.651411 nChanged 48 SP:Iteration 50Q (9222.376164 sec): 3 clusters Score: Raw -2938632.868359 + Penalty 3793.063899 = -2934839.804460 nChanged 33 SP:Iteration 51Q (9222.607581 sec): 3 clusters Score: Raw -2938635.179584 + Penalty 3793.063899 = -2934842.115685 nChanged 30 SP:Iteration 52Q (9222.812239 sec): 3 clusters Score: Raw -2938637.381034 + Penalty 3793.063899 = -2934844.317135 nChanged 24 SP:Iteration 53Q (9223.025935 sec): 3 clusters Score: Raw -2938639.020778 + Penalty 3793.063899 = -2934845.956879 nChanged 30 SP:Iteration 54Q (9223.255828 sec): 3 clusters Score: Raw -2938640.478416 + Penalty 3793.063899 = -2934847.414517 nChanged 27 SP:Iteration 55Q (9223.418825 sec): 3 clusters Score: Raw -2938641.794456 + Penalty 3793.063899 = -2934848.730557 nChanged 16 SP:Iteration 56Q (9223.592419 sec): 3 clusters Score: Raw -2938642.483550 + Penalty 3793.063899 = -2934849.419651 nChanged 12 SP:Iteration 57Q (9223.754566 sec): 3 clusters Score: Raw -2938643.326899 + Penalty 3793.063899 = -2934850.263001 nChanged 19 SP:Iteration 58Q (9223.917255 sec): 3 clusters Score: Raw -2938644.325473 + Penalty 3793.063899 = -2934851.261574 nChanged 12 SP:Iteration 59Q (9224.064457 sec): 3 clusters Score: Raw -2938644.830224 + Penalty 3793.063899 = -2934851.766326 nChanged 8 SP:Iteration 60F (9224.232362 sec): 3 clusters Score: Raw -2938645.148601 + Penalty 3793.063899 = -2934852.084702 nChanged 8 SP:Iteration 61Q (9224.417398 sec): 3 clusters Score: Raw -2938645.546386 + Penalty 3793.063899 = -2934852.482487 nChanged 10 SP:Iteration 62Q (9224.591992 sec): 3 clusters Score: Raw -2938645.967752 + Penalty 3793.063899 = -2934852.903853 nChanged 12 SP:Iteration 63Q (9224.765445 sec): 3 clusters Score: Raw -2938646.431337 + Penalty 3793.063899 = -2934853.367438 nChanged 12 SP:Iteration 64Q (9224.946437 sec): 3 clusters Score: Raw -2938646.995740 + Penalty 3793.063899 = -2934853.931841 nChanged 14 SP:Iteration 65Q (9225.131242 sec): 3 clusters Score: Raw -2938647.549766 + Penalty 3793.063899 = -2934854.485867 nChanged 13 SP:Iteration 66Q (9225.307904 sec): 3 clusters Score: Raw -2938648.118564 + Penalty 3793.063899 = -2934855.054665 nChanged 7 SP:Iteration 67Q (9225.507567 sec): 3 clusters Score: Raw -2938648.272889 + Penalty 3793.063899 = -2934855.208990 nChanged 7 SP:Iteration 68Q (9225.655618 sec): 3 clusters Score: Raw -2938648.518704 + Penalty 3793.063899 = -2934855.454805 nChanged 5 SP:Iteration 69Q (9225.854590 sec): 3 clusters Score: Raw -2938648.605071 + Penalty 3793.063899 = -2934855.541172 nChanged 2 SP:Iteration 70Q (9226.041303 sec): 3 clusters Score: Raw -2938648.679323 + Penalty 3793.063899 = -2934855.615424 nChanged 0 SP:Iteration 71F (9226.219988 sec): 3 clusters Score: Raw -2938648.679323 + Penalty 3793.063899 = -2934855.615424 nChanged 0 Score: Raw -11770520.928675 + Penalty 21446.974160 = -11749073.954515 Splitting cluster 5 changes total score from -11693839.647484 to -11749073.954515 So it's getting split into cluster 10. Iteration 20F (9230.155453 sec): 11 clusters Score: Raw -11787598.510322 + Penalty 21446.974160 = -11766151.536162 nChanged 14955 Iteration 21F (9232.134925 sec): 11 clusters Score: Raw -11796144.334323 + Penalty 21446.974160 = -11774697.360164 nChanged 6076 Iteration 22Q (9233.662227 sec): 11 clusters Score: Raw -11799206.424333 + Penalty 21446.974160 = -11777759.450173 nChanged 3991 Iteration 23Q (9235.155270 sec): 11 clusters Score: Raw -11801273.079140 + Penalty 21446.974160 = -11779826.104980 nChanged 3131 Iteration 24Q (9236.806266 sec): 11 clusters Score: Raw -11803163.359873 + Penalty 21446.974160 = -11781716.385714 nChanged 2771 Iteration 25Q (9238.616717 sec): 11 clusters Score: Raw -11804368.253621 + Penalty 21446.974160 = -11782921.279462 nChanged 2417 Iteration 26Q (9240.483670 sec): 11 clusters Score: Raw -11805321.224638 + Penalty 21446.974160 = -11783874.250478 nChanged 2176 Iteration 27Q (9242.082301 sec): 11 clusters Score: Raw -11806153.978778 + Penalty 21446.974160 = -11784707.004618 nChanged 2093 Iteration 28Q (9243.614559 sec): 11 clusters Score: Raw -11806995.652160 + Penalty 21446.974160 = -11785548.678001 nChanged 2010 Iteration 29Q (9245.239502 sec): 11 clusters Score: Raw -11807839.932768 + Penalty 21446.974160 = -11786392.958609 nChanged 2002 Iteration 30Q (9246.790262 sec): 11 clusters Score: Raw -11808811.199509 + Penalty 21446.974160 = -11787364.225349 nChanged 2114 Iteration 31Q (9248.416256 sec): 11 clusters Score: Raw -11809796.457070 + Penalty 21446.974160 = -11788349.482910 nChanged 2072 Iteration 32Q (9249.997211 sec): 11 clusters Score: Raw -11810749.070769 + Penalty 21446.974160 = -11789302.096609 nChanged 1951 Iteration 33Q (9251.489382 sec): 11 clusters Score: Raw -11811592.367371 + Penalty 21446.974160 = -11790145.393212 nChanged 1899 Iteration 34Q (9253.003686 sec): 11 clusters Score: Raw -11812236.010658 + Penalty 21446.974160 = -11790789.036498 nChanged 1683 Iteration 35Q (9254.655805 sec): 11 clusters Score: Raw -11812670.104840 + Penalty 21446.974160 = -11791223.130680 nChanged 1426 Iteration 36Q (9256.578010 sec): 11 clusters Score: Raw -11812973.029756 + Penalty 21446.974160 = -11791526.055596 nChanged 1251 Iteration 37Q (9258.418662 sec): 11 clusters Score: Raw -11813291.797124 + Penalty 21446.974160 = -11791844.822965 nChanged 1083 Iteration 38Q (9259.936030 sec): 11 clusters Score: Raw -11813804.556706 + Penalty 21446.974160 = -11792357.582546 nChanged 1062 Iteration 39Q (9261.503954 sec): 11 clusters Score: Raw -11814468.788618 + Penalty 21446.974160 = -11793021.814459 nChanged 1067 Iteration 40F (9263.458603 sec): 11 clusters Score: Raw -11815039.753229 + Penalty 21446.974160 = -11793592.779070 nChanged 1086 Iteration 41Q (9264.905280 sec): 11 clusters Score: Raw -11815323.670638 + Penalty 21446.974160 = -11793876.696479 nChanged 913 Iteration 42Q (9266.430263 sec): 11 clusters Score: Raw -11815487.884597 + Penalty 21446.974160 = -11794040.910437 nChanged 735 Iteration 43Q (9268.059855 sec): 11 clusters Score: Raw -11815595.594090 + Penalty 21446.974160 = -11794148.619931 nChanged 639 Iteration 44Q (9269.605910 sec): 11 clusters Score: Raw -11815680.367607 + Penalty 21446.974160 = -11794233.393447 nChanged 577 Iteration 45Q (9271.340063 sec): 11 clusters Score: Raw -11815754.563963 + Penalty 21446.974160 = -11794307.589803 nChanged 550 Iteration 46Q (9273.237259 sec): 11 clusters Score: Raw -11815818.141922 + Penalty 21446.974160 = -11794371.167762 nChanged 491 Iteration 47Q (9274.901220 sec): 11 clusters Score: Raw -11815866.661651 + Penalty 21446.974160 = -11794419.687491 nChanged 430 Iteration 48Q (9276.433705 sec): 11 clusters Score: Raw -11815909.088014 + Penalty 21446.974160 = -11794462.113855 nChanged 414 Iteration 49Q (9278.032169 sec): 11 clusters Score: Raw -11815949.653990 + Penalty 21446.974160 = -11794502.679831 nChanged 407 Iteration 50Q (9279.619048 sec): 11 clusters Score: Raw -11815992.498183 + Penalty 21446.974160 = -11794545.524023 nChanged 410 Iteration 51Q (9281.200147 sec): 11 clusters Score: Raw -11816031.886110 + Penalty 21446.974160 = -11794584.911951 nChanged 375 Iteration 52Q (9282.782378 sec): 11 clusters Score: Raw -11816066.652950 + Penalty 21446.974160 = -11794619.678790 nChanged 338 Iteration 53Q (9284.342869 sec): 11 clusters Score: Raw -11816096.033438 + Penalty 21446.974160 = -11794649.059279 nChanged 355 Iteration 54Q (9285.834841 sec): 11 clusters Score: Raw -11816126.366959 + Penalty 21446.974160 = -11794679.392800 nChanged 313 Iteration 55Q (9287.700709 sec): 11 clusters Score: Raw -11816150.124243 + Penalty 21446.974160 = -11794703.150083 nChanged 269 Iteration 56Q (9289.549910 sec): 11 clusters Score: Raw -11816170.742320 + Penalty 21446.974160 = -11794723.768160 nChanged 261 Iteration 57Q (9291.076924 sec): 11 clusters Score: Raw -11816192.013300 + Penalty 21446.974160 = -11794745.039140 nChanged 256 Iteration 58Q (9292.574267 sec): 11 clusters Score: Raw -11816212.939497 + Penalty 21446.974160 = -11794765.965338 nChanged 248 Writing temp clu file Because OldScore, -11794745.039140, is greater than current (better) Score,-11794765.965338 Compute initial score before splitting: Score: Raw -11816212.939497 + Penalty 21446.974160 = -11794765.965338 Trying to split cluster 1 (11453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9292.853011 sec): 2 clusters Score: Raw -538778.974632 + Penalty 1640.224226 = -537138.750406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9292.971614 sec): 3 clusters Score: Raw -532421.889649 + Penalty 3280.448451 = -529141.441198 nChanged 4949 SP:Iteration 1F (9293.052841 sec): 3 clusters Score: Raw -536552.354635 + Penalty 3280.448451 = -533271.906184 nChanged 1307 SP:Iteration 2F (9293.158630 sec): 3 clusters Score: Raw -538271.201920 + Penalty 3280.448451 = -534990.753468 nChanged 1186 SP:Iteration 3F (9293.271071 sec): 3 clusters Score: Raw -540036.059613 + Penalty 3280.448451 = -536755.611162 nChanged 971 SP:Iteration 4F (9293.361019 sec): 3 clusters Score: Raw -541217.576386 + Penalty 3280.448451 = -537937.127935 nChanged 739 SP:Iteration 5F (9293.463267 sec): 3 clusters Score: Raw -541902.860555 + Penalty 3280.448451 = -538622.412104 nChanged 536 SP:Iteration 6Q (9293.580899 sec): 3 clusters Score: Raw -542332.296802 + Penalty 3280.448451 = -539051.848351 nChanged 403 SP:Iteration 7Q (9293.654955 sec): 3 clusters Score: Raw -542641.449494 + Penalty 3280.448451 = -539361.001043 nChanged 318 SP:Iteration 8Q (9293.771229 sec): 3 clusters Score: Raw -542945.420312 + Penalty 3280.448451 = -539664.971861 nChanged 317 SP:Iteration 9Q (9293.879004 sec): 3 clusters Score: Raw -543273.640770 + Penalty 3280.448451 = -539993.192319 nChanged 306 SP:Iteration 10Q (9293.961463 sec): 3 clusters Score: Raw -543589.669000 + Penalty 3280.448451 = -540309.220549 nChanged 296 SP:Iteration 11Q (9294.058891 sec): 3 clusters Score: Raw -543892.194549 + Penalty 3280.448451 = -540611.746097 nChanged 237 SP:Iteration 12Q (9294.171475 sec): 3 clusters Score: Raw -544107.472211 + Penalty 3280.448451 = -540827.023760 nChanged 203 SP:Iteration 13Q (9294.277309 sec): 3 clusters Score: Raw -544242.619974 + Penalty 3280.448451 = -540962.171523 nChanged 157 SP:Iteration 14Q (9294.358380 sec): 3 clusters Score: Raw -544326.145406 + Penalty 3280.448451 = -541045.696955 nChanged 117 SP:Iteration 15Q (9294.477000 sec): 3 clusters Score: Raw -544375.227383 + Penalty 3280.448451 = -541094.778931 nChanged 95 SP:Iteration 16Q (9294.566081 sec): 3 clusters Score: Raw -544404.002840 + Penalty 3280.448451 = -541123.554388 nChanged 55 SP:Iteration 17Q (9294.687995 sec): 3 clusters Score: Raw -544416.328839 + Penalty 3280.448451 = -541135.880388 nChanged 40 SP:Iteration 18Q (9294.776777 sec): 3 clusters Score: Raw -544425.093737 + Penalty 3280.448451 = -541144.645286 nChanged 30 SP:Iteration 19Q (9294.885183 sec): 3 clusters Score: Raw -544431.597950 + Penalty 3280.448451 = -541151.149498 nChanged 20 SP:Iteration 20F (9295.013994 sec): 3 clusters Score: Raw -544440.132361 + Penalty 3280.448451 = -541159.683910 nChanged 17 SP:Iteration 21Q (9295.125226 sec): 3 clusters Score: Raw -544445.162383 + Penalty 3280.448451 = -541164.713932 nChanged 13 SP:Iteration 22Q (9295.213209 sec): 3 clusters Score: Raw -544447.200374 + Penalty 3280.448451 = -541166.751922 nChanged 10 SP:Iteration 23Q (9295.320108 sec): 3 clusters Score: Raw -544448.725697 + Penalty 3280.448451 = -541168.277246 nChanged 13 SP:Iteration 24Q (9295.423012 sec): 3 clusters Score: Raw -544451.015036 + Penalty 3280.448451 = -541170.566585 nChanged 15 SP:Iteration 25Q (9295.531286 sec): 3 clusters Score: Raw -544453.598211 + Penalty 3280.448451 = -541173.149760 nChanged 13 SP:Iteration 26Q (9295.633288 sec): 3 clusters Score: Raw -544455.373203 + Penalty 3280.448451 = -541174.924752 nChanged 13 SP:Iteration 27Q (9295.750994 sec): 3 clusters Score: Raw -544459.499650 + Penalty 3280.448451 = -541179.051199 nChanged 18 SP:Iteration 28Q (9295.856182 sec): 3 clusters Score: Raw -544461.688491 + Penalty 3280.448451 = -541181.240040 nChanged 11 SP:Iteration 29Q (9295.963735 sec): 3 clusters Score: Raw -544462.433376 + Penalty 3280.448451 = -541181.984925 nChanged 5 SP:Iteration 30Q (9296.052494 sec): 3 clusters Score: Raw -544463.409205 + Penalty 3280.448451 = -541182.960754 nChanged 6 SP:Iteration 31Q (9296.157642 sec): 3 clusters Score: Raw -544464.028796 + Penalty 3280.448451 = -541183.580344 nChanged 4 SP:Iteration 32Q (9296.260073 sec): 3 clusters Score: Raw -544464.374059 + Penalty 3280.448451 = -541183.925608 nChanged 3 SP:Iteration 33Q (9296.348480 sec): 3 clusters Score: Raw -544464.557232 + Penalty 3280.448451 = -541184.108781 nChanged 4 SP:Iteration 34Q (9296.445002 sec): 3 clusters Score: Raw -544464.848366 + Penalty 3280.448451 = -541184.399915 nChanged 4 SP:Iteration 35Q (9296.524205 sec): 3 clusters Score: Raw -544465.024175 + Penalty 3280.448451 = -541184.575724 nChanged 2 SP:Iteration 36Q (9296.633560 sec): 3 clusters Score: Raw -544465.238893 + Penalty 3280.448451 = -541184.790442 nChanged 4 SP:Iteration 37Q (9296.735906 sec): 3 clusters Score: Raw -544465.494685 + Penalty 3280.448451 = -541185.046234 nChanged 2 SP:Iteration 38Q (9296.831333 sec): 3 clusters Score: Raw -544465.594320 + Penalty 3280.448451 = -541185.145869 nChanged 0 SP:Iteration 39F (9296.930800 sec): 3 clusters Score: Raw -544465.594320 + Penalty 3280.448451 = -541185.145869 nChanged 0 Score: Raw -11821914.354228 + Penalty 23591.671575 = -11798322.682653 Splitting cluster 1 changes total score from -11794765.965338 to -11798322.682653 So it's getting split into cluster 11. Trying to split cluster 2 (36412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9299.232254 sec): 2 clusters Score: Raw -2036862.396210 + Penalty 1843.215719 = -2035019.180491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9299.383106 sec): 3 clusters Score: Raw -2014175.656846 + Penalty 3686.431438 = -2010489.225408 nChanged 17102 SP:Iteration 1F (9299.543503 sec): 3 clusters Score: Raw -2027593.178618 + Penalty 3686.431438 = -2023906.747180 nChanged 4129 SP:Iteration 2F (9299.704876 sec): 3 clusters Score: Raw -2032888.488086 + Penalty 3686.431438 = -2029202.056648 nChanged 3900 SP:Iteration 3F (9299.862850 sec): 3 clusters Score: Raw -2036910.688009 + Penalty 3686.431438 = -2033224.256571 nChanged 2792 SP:Iteration 4F (9300.022856 sec): 3 clusters Score: Raw -2038899.314319 + Penalty 3686.431438 = -2035212.882881 nChanged 1715 SP:Iteration 5Q (9300.182955 sec): 3 clusters Score: Raw -2039861.487557 + Penalty 3686.431438 = -2036175.056119 nChanged 1245 SP:Iteration 6Q (9300.337269 sec): 3 clusters Score: Raw -2040474.462998 + Penalty 3686.431438 = -2036788.031560 nChanged 946 SP:Iteration 7Q (9300.492228 sec): 3 clusters Score: Raw -2040907.341300 + Penalty 3686.431438 = -2037220.909862 nChanged 818 SP:Iteration 8Q (9300.626101 sec): 3 clusters Score: Raw -2041205.050143 + Penalty 3686.431438 = -2037518.618705 nChanged 668 SP:Iteration 9Q (9300.797723 sec): 3 clusters Score: Raw -2041422.052036 + Penalty 3686.431438 = -2037735.620598 nChanged 540 SP:Iteration 10Q (9300.942562 sec): 3 clusters Score: Raw -2041569.860266 + Penalty 3686.431438 = -2037883.428828 nChanged 431 SP:Iteration 11Q (9301.090606 sec): 3 clusters Score: Raw -2041675.881047 + Penalty 3686.431438 = -2037989.449609 nChanged 383 SP:Iteration 12Q (9301.244370 sec): 3 clusters Score: Raw -2041770.107151 + Penalty 3686.431438 = -2038083.675713 nChanged 361 SP:Iteration 13Q (9301.434003 sec): 3 clusters Score: Raw -2041859.274442 + Penalty 3686.431438 = -2038172.843004 nChanged 324 SP:Iteration 14Q (9301.620493 sec): 3 clusters Score: Raw -2041946.257254 + Penalty 3686.431438 = -2038259.825816 nChanged 337 SP:Iteration 15Q (9301.846601 sec): 3 clusters Score: Raw -2042043.355088 + Penalty 3686.431438 = -2038356.923650 nChanged 301 SP:Iteration 16Q (9302.023437 sec): 3 clusters Score: Raw -2042152.605974 + Penalty 3686.431438 = -2038466.174536 nChanged 320 SP:Iteration 17Q (9302.225939 sec): 3 clusters Score: Raw -2042273.117617 + Penalty 3686.431438 = -2038586.686179 nChanged 314 SP:Iteration 18Q (9302.415210 sec): 3 clusters Score: Raw -2042404.395085 + Penalty 3686.431438 = -2038717.963647 nChanged 325 SP:Iteration 19Q (9302.653823 sec): 3 clusters Score: Raw -2042542.219099 + Penalty 3686.431438 = -2038855.787661 nChanged 314 SP:Iteration 20F (9302.854792 sec): 3 clusters Score: Raw -2042646.628421 + Penalty 3686.431438 = -2038960.196983 nChanged 297 SP:Iteration 21Q (9303.034003 sec): 3 clusters Score: Raw -2042750.523109 + Penalty 3686.431438 = -2039064.091671 nChanged 318 SP:Iteration 22Q (9303.226503 sec): 3 clusters Score: Raw -2042866.616448 + Penalty 3686.431438 = -2039180.185010 nChanged 308 SP:Iteration 23Q (9303.394054 sec): 3 clusters Score: Raw -2042965.998212 + Penalty 3686.431438 = -2039279.566774 nChanged 286 SP:Iteration 24Q (9303.617183 sec): 3 clusters Score: Raw -2043053.553661 + Penalty 3686.431438 = -2039367.122223 nChanged 308 SP:Iteration 25Q (9303.766110 sec): 3 clusters Score: Raw -2043139.232185 + Penalty 3686.431438 = -2039452.800747 nChanged 290 SP:Iteration 26Q (9303.932623 sec): 3 clusters Score: Raw -2043218.624269 + Penalty 3686.431438 = -2039532.192831 nChanged 279 SP:Iteration 27Q (9304.091859 sec): 3 clusters Score: Raw -2043291.882682 + Penalty 3686.431438 = -2039605.451244 nChanged 268 SP:Iteration 28Q (9304.249271 sec): 3 clusters Score: Raw -2043359.789164 + Penalty 3686.431438 = -2039673.357726 nChanged 251 SP:Iteration 29Q (9304.401734 sec): 3 clusters Score: Raw -2043419.499810 + Penalty 3686.431438 = -2039733.068372 nChanged 261 SP:Iteration 30Q (9304.556783 sec): 3 clusters Score: Raw -2043481.627891 + Penalty 3686.431438 = -2039795.196453 nChanged 254 SP:Iteration 31Q (9304.709200 sec): 3 clusters Score: Raw -2043544.578587 + Penalty 3686.431438 = -2039858.147149 nChanged 244 SP:Iteration 32Q (9304.851463 sec): 3 clusters Score: Raw -2043608.530052 + Penalty 3686.431438 = -2039922.098614 nChanged 242 SP:Iteration 33Q (9305.015553 sec): 3 clusters Score: Raw -2043666.414837 + Penalty 3686.431438 = -2039979.983399 nChanged 228 SP:Iteration 34Q (9305.166267 sec): 3 clusters Score: Raw -2043725.256078 + Penalty 3686.431438 = -2040038.824640 nChanged 235 SP:Iteration 35Q (9305.313462 sec): 3 clusters Score: Raw -2043780.627810 + Penalty 3686.431438 = -2040094.196372 nChanged 193 SP:Iteration 36Q (9305.467193 sec): 3 clusters Score: Raw -2043824.677294 + Penalty 3686.431438 = -2040138.245856 nChanged 180 SP:Iteration 37Q (9305.622121 sec): 3 clusters Score: Raw -2043867.437951 + Penalty 3686.431438 = -2040181.006513 nChanged 183 SP:Iteration 38Q (9305.778507 sec): 3 clusters Score: Raw -2043908.164844 + Penalty 3686.431438 = -2040221.733406 nChanged 166 SP:Iteration 39Q (9305.918806 sec): 3 clusters Score: Raw -2043948.738077 + Penalty 3686.431438 = -2040262.306639 nChanged 163 SP:Iteration 40F (9306.073533 sec): 3 clusters Score: Raw -2043993.135049 + Penalty 3686.431438 = -2040306.703611 nChanged 177 SP:Iteration 41Q (9306.236879 sec): 3 clusters Score: Raw -2044042.801343 + Penalty 3686.431438 = -2040356.369905 nChanged 198 SP:Iteration 42Q (9306.400193 sec): 3 clusters Score: Raw -2044100.646080 + Penalty 3686.431438 = -2040414.214642 nChanged 212 SP:Iteration 43Q (9306.559039 sec): 3 clusters Score: Raw -2044162.682448 + Penalty 3686.431438 = -2040476.251010 nChanged 215 SP:Iteration 44Q (9306.721001 sec): 3 clusters Score: Raw -2044226.531601 + Penalty 3686.431438 = -2040540.100163 nChanged 219 SP:Iteration 45Q (9306.881103 sec): 3 clusters Score: Raw -2044295.099372 + Penalty 3686.431438 = -2040608.667934 nChanged 203 SP:Iteration 46Q (9307.044314 sec): 3 clusters Score: Raw -2044360.192676 + Penalty 3686.431438 = -2040673.761238 nChanged 192 SP:Iteration 47Q (9307.223650 sec): 3 clusters Score: Raw -2044421.466816 + Penalty 3686.431438 = -2040735.035378 nChanged 180 SP:Iteration 48Q (9307.384509 sec): 3 clusters Score: Raw -2044480.392625 + Penalty 3686.431438 = -2040793.961187 nChanged 193 SP:Iteration 49Q (9307.544811 sec): 3 clusters Score: Raw -2044540.211522 + Penalty 3686.431438 = -2040853.780084 nChanged 169 SP:Iteration 50Q (9307.705663 sec): 3 clusters Score: Raw -2044589.184167 + Penalty 3686.431438 = -2040902.752729 nChanged 177 SP:Iteration 51Q (9307.862388 sec): 3 clusters Score: Raw -2044640.553785 + Penalty 3686.431438 = -2040954.122347 nChanged 177 SP:Iteration 52Q (9308.004534 sec): 3 clusters Score: Raw -2044694.448942 + Penalty 3686.431438 = -2041008.017504 nChanged 164 SP:Iteration 53Q (9308.139415 sec): 3 clusters Score: Raw -2044741.758825 + Penalty 3686.431438 = -2041055.327387 nChanged 151 SP:Iteration 54Q (9308.277104 sec): 3 clusters Score: Raw -2044776.937268 + Penalty 3686.431438 = -2041090.505830 nChanged 127 SP:Iteration 55Q (9308.424413 sec): 3 clusters Score: Raw -2044798.642705 + Penalty 3686.431438 = -2041112.211267 nChanged 86 SP:Iteration 56Q (9308.580493 sec): 3 clusters Score: Raw -2044808.792081 + Penalty 3686.431438 = -2041122.360643 nChanged 51 SP:Iteration 57Q (9308.718191 sec): 3 clusters Score: Raw -2044815.993926 + Penalty 3686.431438 = -2041129.562488 nChanged 46 SP:Iteration 58Q (9308.846974 sec): 3 clusters Score: Raw -2044823.048737 + Penalty 3686.431438 = -2041136.617299 nChanged 49 SP:Iteration 59Q (9309.003687 sec): 3 clusters Score: Raw -2044829.502200 + Penalty 3686.431438 = -2041143.070762 nChanged 43 SP:Iteration 60F (9309.133735 sec): 3 clusters Score: Raw -2044836.534967 + Penalty 3686.431438 = -2041150.103529 nChanged 54 SP:Iteration 61Q (9309.275611 sec): 3 clusters Score: Raw -2044843.858402 + Penalty 3686.431438 = -2041157.426964 nChanged 58 SP:Iteration 62Q (9309.427863 sec): 3 clusters Score: Raw -2044852.865789 + Penalty 3686.431438 = -2041166.434351 nChanged 61 SP:Iteration 63Q (9309.575180 sec): 3 clusters Score: Raw -2044862.463017 + Penalty 3686.431438 = -2041176.031579 nChanged 51 SP:Iteration 64Q (9309.750260 sec): 3 clusters Score: Raw -2044869.777754 + Penalty 3686.431438 = -2041183.346316 nChanged 42 SP:Iteration 65Q (9309.889653 sec): 3 clusters Score: Raw -2044875.647526 + Penalty 3686.431438 = -2041189.216088 nChanged 33 SP:Iteration 66Q (9310.047800 sec): 3 clusters Score: Raw -2044878.534559 + Penalty 3686.431438 = -2041192.103121 nChanged 24 SP:Iteration 67Q (9310.204460 sec): 3 clusters Score: Raw -2044880.834605 + Penalty 3686.431438 = -2041194.403167 nChanged 21 SP:Iteration 68Q (9310.356189 sec): 3 clusters Score: Raw -2044882.747947 + Penalty 3686.431438 = -2041196.316509 nChanged 13 SP:Iteration 69Q (9310.510694 sec): 3 clusters Score: Raw -2044883.961438 + Penalty 3686.431438 = -2041197.530000 nChanged 17 SP:Iteration 70Q (9310.668476 sec): 3 clusters Score: Raw -2044886.280172 + Penalty 3686.431438 = -2041199.848734 nChanged 24 SP:Iteration 71Q (9310.817057 sec): 3 clusters Score: Raw -2044888.804234 + Penalty 3686.431438 = -2041202.372796 nChanged 18 SP:Iteration 72Q (9310.953184 sec): 3 clusters Score: Raw -2044890.596127 + Penalty 3686.431438 = -2041204.164689 nChanged 12 SP:Iteration 73Q (9311.125587 sec): 3 clusters Score: Raw -2044891.666740 + Penalty 3686.431438 = -2041205.235302 nChanged 15 SP:Iteration 74Q (9311.274513 sec): 3 clusters Score: Raw -2044893.222027 + Penalty 3686.431438 = -2041206.790589 nChanged 14 SP:Iteration 75Q (9311.445785 sec): 3 clusters Score: Raw -2044894.419680 + Penalty 3686.431438 = -2041207.988242 nChanged 15 SP:Iteration 76Q (9311.599180 sec): 3 clusters Score: Raw -2044895.729093 + Penalty 3686.431438 = -2041209.297655 nChanged 14 SP:Iteration 77Q (9311.753311 sec): 3 clusters Score: Raw -2044896.969663 + Penalty 3686.431438 = -2041210.538225 nChanged 16 SP:Iteration 78Q (9311.907254 sec): 3 clusters Score: Raw -2044898.451311 + Penalty 3686.431438 = -2041212.019873 nChanged 10 SP:Iteration 79Q (9312.061214 sec): 3 clusters Score: Raw -2044899.978859 + Penalty 3686.431438 = -2041213.547421 nChanged 13 SP:Iteration 80F (9312.218897 sec): 3 clusters Score: Raw -2044900.987829 + Penalty 3686.431438 = -2041214.556391 nChanged 9 SP:Iteration 81Q (9312.373238 sec): 3 clusters Score: Raw -2044901.571693 + Penalty 3686.431438 = -2041215.140255 nChanged 3 SP:Iteration 82Q (9312.527659 sec): 3 clusters Score: Raw -2044901.784413 + Penalty 3686.431438 = -2041215.352975 nChanged 6 SP:Iteration 83Q (9312.672731 sec): 3 clusters Score: Raw -2044902.331662 + Penalty 3686.431438 = -2041215.900224 nChanged 6 SP:Iteration 84Q (9312.830531 sec): 3 clusters Score: Raw -2044902.745537 + Penalty 3686.431438 = -2041216.314099 nChanged 2 SP:Iteration 85Q (9313.001113 sec): 3 clusters Score: Raw -2044902.905070 + Penalty 3686.431438 = -2041216.473632 nChanged 1 SP:Iteration 86Q (9313.155872 sec): 3 clusters Score: Raw -2044902.977589 + Penalty 3686.431438 = -2041216.546151 nChanged 1 SP:Iteration 87Q (9313.312524 sec): 3 clusters Score: Raw -2044903.067541 + Penalty 3686.431438 = -2041216.636103 nChanged 1 SP:Iteration 88Q (9313.466768 sec): 3 clusters Score: Raw -2044903.100988 + Penalty 3686.431438 = -2041216.669549 nChanged 0 SP:Iteration 89F (9313.620505 sec): 3 clusters Score: Raw -2044903.100988 + Penalty 3686.431438 = -2041216.669549 nChanged 0 Score: Raw -11829955.059005 + Penalty 25736.368991 = -11804218.690014 Splitting cluster 2 changes total score from -11794765.965338 to -11804218.690014 So it's getting split into cluster 12. Trying to split cluster 3 (32153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9316.135340 sec): 2 clusters Score: Raw -2188064.122193 + Penalty 1821.384812 = -2186242.737381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9316.285347 sec): 3 clusters Score: Raw -2168008.040558 + Penalty 3642.769624 = -2164365.270934 nChanged 14952 SP:Iteration 1F (9316.433755 sec): 3 clusters Score: Raw -2176841.873959 + Penalty 3642.769624 = -2173199.104335 nChanged 1779 SP:Iteration 2F (9316.580372 sec): 3 clusters Score: Raw -2177703.953157 + Penalty 3642.769624 = -2174061.183532 nChanged 1830 SP:Iteration 3F (9316.712347 sec): 3 clusters Score: Raw -2178591.341408 + Penalty 3642.769624 = -2174948.571784 nChanged 1807 SP:Iteration 4F (9316.861727 sec): 3 clusters Score: Raw -2179498.620577 + Penalty 3642.769624 = -2175855.850953 nChanged 1771 SP:Iteration 5F (9317.015885 sec): 3 clusters Score: Raw -2180390.489411 + Penalty 3642.769624 = -2176747.719787 nChanged 1767 SP:Iteration 6F (9317.158548 sec): 3 clusters Score: Raw -2181329.742853 + Penalty 3642.769624 = -2177686.973229 nChanged 1725 SP:Iteration 7F (9317.359026 sec): 3 clusters Score: Raw -2182380.166588 + Penalty 3642.769624 = -2178737.396964 nChanged 1698 SP:Iteration 8F (9317.544801 sec): 3 clusters Score: Raw -2183472.181856 + Penalty 3642.769624 = -2179829.412232 nChanged 1576 SP:Iteration 9Q (9317.777273 sec): 3 clusters Score: Raw -2184432.143374 + Penalty 3642.769624 = -2180789.373750 nChanged 1409 SP:Iteration 10Q (9317.945903 sec): 3 clusters Score: Raw -2185217.538533 + Penalty 3642.769624 = -2181574.768909 nChanged 1172 SP:Iteration 11Q (9318.169802 sec): 3 clusters Score: Raw -2185840.842749 + Penalty 3642.769624 = -2182198.073124 nChanged 1043 SP:Iteration 12Q (9318.386694 sec): 3 clusters Score: Raw -2186403.887912 + Penalty 3642.769624 = -2182761.118287 nChanged 944 SP:Iteration 13Q (9318.565552 sec): 3 clusters Score: Raw -2186888.170148 + Penalty 3642.769624 = -2183245.400524 nChanged 814 SP:Iteration 14Q (9318.776976 sec): 3 clusters Score: Raw -2187310.723619 + Penalty 3642.769624 = -2183667.953995 nChanged 709 SP:Iteration 15Q (9318.965757 sec): 3 clusters Score: Raw -2187677.475250 + Penalty 3642.769624 = -2184034.705626 nChanged 630 SP:Iteration 16Q (9319.145248 sec): 3 clusters Score: Raw -2188020.862884 + Penalty 3642.769624 = -2184378.093260 nChanged 562 SP:Iteration 17Q (9319.382378 sec): 3 clusters Score: Raw -2188309.723364 + Penalty 3642.769624 = -2184666.953740 nChanged 496 SP:Iteration 18Q (9319.572597 sec): 3 clusters Score: Raw -2188588.398173 + Penalty 3642.769624 = -2184945.628549 nChanged 436 SP:Iteration 19Q (9319.746108 sec): 3 clusters Score: Raw -2188826.344327 + Penalty 3642.769624 = -2185183.574703 nChanged 386 SP:Iteration 20F (9319.944570 sec): 3 clusters Score: Raw -2189009.033972 + Penalty 3642.769624 = -2185366.264348 nChanged 355 SP:Iteration 21Q (9320.071382 sec): 3 clusters Score: Raw -2189164.431014 + Penalty 3642.769624 = -2185521.661390 nChanged 332 SP:Iteration 22Q (9320.221303 sec): 3 clusters Score: Raw -2189286.524253 + Penalty 3642.769624 = -2185643.754629 nChanged 314 SP:Iteration 23Q (9320.344833 sec): 3 clusters Score: Raw -2189385.366164 + Penalty 3642.769624 = -2185742.596540 nChanged 273 SP:Iteration 24Q (9320.506758 sec): 3 clusters Score: Raw -2189463.174747 + Penalty 3642.769624 = -2185820.405123 nChanged 248 SP:Iteration 25Q (9320.654414 sec): 3 clusters Score: Raw -2189523.676764 + Penalty 3642.769624 = -2185880.907140 nChanged 225 SP:Iteration 26Q (9320.783968 sec): 3 clusters Score: Raw -2189574.640889 + Penalty 3642.769624 = -2185931.871265 nChanged 211 SP:Iteration 27Q (9320.940746 sec): 3 clusters Score: Raw -2189617.254035 + Penalty 3642.769624 = -2185974.484411 nChanged 161 SP:Iteration 28Q (9321.096442 sec): 3 clusters Score: Raw -2189648.346033 + Penalty 3642.769624 = -2186005.576409 nChanged 136 SP:Iteration 29Q (9321.247213 sec): 3 clusters Score: Raw -2189678.471498 + Penalty 3642.769624 = -2186035.701873 nChanged 165 SP:Iteration 30Q (9321.394554 sec): 3 clusters Score: Raw -2189709.075296 + Penalty 3642.769624 = -2186066.305671 nChanged 147 SP:Iteration 31Q (9321.544664 sec): 3 clusters Score: Raw -2189731.687652 + Penalty 3642.769624 = -2186088.918028 nChanged 131 SP:Iteration 32Q (9321.694940 sec): 3 clusters Score: Raw -2189754.398871 + Penalty 3642.769624 = -2186111.629246 nChanged 127 SP:Iteration 33Q (9321.844957 sec): 3 clusters Score: Raw -2189777.263964 + Penalty 3642.769624 = -2186134.494340 nChanged 140 SP:Iteration 34Q (9321.995812 sec): 3 clusters Score: Raw -2189804.624352 + Penalty 3642.769624 = -2186161.854728 nChanged 141 SP:Iteration 35Q (9322.145926 sec): 3 clusters Score: Raw -2189832.198660 + Penalty 3642.769624 = -2186189.429036 nChanged 137 SP:Iteration 36Q (9322.296037 sec): 3 clusters Score: Raw -2189855.890690 + Penalty 3642.769624 = -2186213.121066 nChanged 149 SP:Iteration 37Q (9322.446137 sec): 3 clusters Score: Raw -2189887.755898 + Penalty 3642.769624 = -2186244.986274 nChanged 166 SP:Iteration 38Q (9322.596222 sec): 3 clusters Score: Raw -2189926.249129 + Penalty 3642.769624 = -2186283.479505 nChanged 184 SP:Iteration 39Q (9322.746552 sec): 3 clusters Score: Raw -2189980.282923 + Penalty 3642.769624 = -2186337.513298 nChanged 214 SP:Iteration 40F (9322.901517 sec): 3 clusters Score: Raw -2190061.373668 + Penalty 3642.769624 = -2186418.604043 nChanged 272 SP:Iteration 41Q (9323.051383 sec): 3 clusters Score: Raw -2190171.403217 + Penalty 3642.769624 = -2186528.633593 nChanged 293 SP:Iteration 42Q (9323.202108 sec): 3 clusters Score: Raw -2190287.086397 + Penalty 3642.769624 = -2186644.316772 nChanged 336 SP:Iteration 43Q (9323.351812 sec): 3 clusters Score: Raw -2190466.236633 + Penalty 3642.769624 = -2186823.467009 nChanged 423 SP:Iteration 44Q (9323.501598 sec): 3 clusters Score: Raw -2190702.270606 + Penalty 3642.769624 = -2187059.500982 nChanged 458 SP:Iteration 45Q (9323.651853 sec): 3 clusters Score: Raw -2190964.162850 + Penalty 3642.769624 = -2187321.393226 nChanged 450 SP:Iteration 46Q (9323.801129 sec): 3 clusters Score: Raw -2191202.841365 + Penalty 3642.769624 = -2187560.071741 nChanged 369 SP:Iteration 47Q (9323.944096 sec): 3 clusters Score: Raw -2191377.499372 + Penalty 3642.769624 = -2187734.729747 nChanged 325 SP:Iteration 48Q (9324.089923 sec): 3 clusters Score: Raw -2191499.229174 + Penalty 3642.769624 = -2187856.459550 nChanged 239 SP:Iteration 49Q (9324.253886 sec): 3 clusters Score: Raw -2191571.676065 + Penalty 3642.769624 = -2187928.906441 nChanged 167 SP:Iteration 50Q (9324.403135 sec): 3 clusters Score: Raw -2191609.656294 + Penalty 3642.769624 = -2187966.886670 nChanged 118 SP:Iteration 51Q (9324.549654 sec): 3 clusters Score: Raw -2191628.671631 + Penalty 3642.769624 = -2187985.902007 nChanged 85 SP:Iteration 52Q (9324.699861 sec): 3 clusters Score: Raw -2191639.588473 + Penalty 3642.769624 = -2187996.818849 nChanged 62 SP:Iteration 53Q (9324.848185 sec): 3 clusters Score: Raw -2191646.956850 + Penalty 3642.769624 = -2188004.187226 nChanged 51 SP:Iteration 54Q (9324.982128 sec): 3 clusters Score: Raw -2191653.585856 + Penalty 3642.769624 = -2188010.816232 nChanged 40 SP:Iteration 55Q (9325.131420 sec): 3 clusters Score: Raw -2191658.316831 + Penalty 3642.769624 = -2188015.547207 nChanged 34 SP:Iteration 56Q (9325.292135 sec): 3 clusters Score: Raw -2191661.700234 + Penalty 3642.769624 = -2188018.930609 nChanged 32 SP:Iteration 57Q (9325.436444 sec): 3 clusters Score: Raw -2191664.602894 + Penalty 3642.769624 = -2188021.833269 nChanged 32 SP:Iteration 58Q (9325.579209 sec): 3 clusters Score: Raw -2191667.522668 + Penalty 3642.769624 = -2188024.753044 nChanged 29 SP:Iteration 59Q (9325.725302 sec): 3 clusters Score: Raw -2191670.541253 + Penalty 3642.769624 = -2188027.771629 nChanged 19 SP:Iteration 60F (9325.874094 sec): 3 clusters Score: Raw -2191680.880795 + Penalty 3642.769624 = -2188038.111171 nChanged 18 SP:Iteration 61Q (9326.021094 sec): 3 clusters Score: Raw -2191683.056700 + Penalty 3642.769624 = -2188040.287076 nChanged 20 SP:Iteration 62Q (9326.168864 sec): 3 clusters Score: Raw -2191685.068488 + Penalty 3642.769624 = -2188042.298864 nChanged 22 SP:Iteration 63Q (9326.312044 sec): 3 clusters Score: Raw -2191686.597822 + Penalty 3642.769624 = -2188043.828198 nChanged 22 SP:Iteration 64Q (9326.456489 sec): 3 clusters Score: Raw -2191688.259211 + Penalty 3642.769624 = -2188045.489586 nChanged 27 SP:Iteration 65Q (9326.604804 sec): 3 clusters Score: Raw -2191690.854475 + Penalty 3642.769624 = -2188048.084850 nChanged 34 SP:Iteration 66Q (9326.754988 sec): 3 clusters Score: Raw -2191693.934146 + Penalty 3642.769624 = -2188051.164522 nChanged 32 SP:Iteration 67Q (9326.903904 sec): 3 clusters Score: Raw -2191696.112312 + Penalty 3642.769624 = -2188053.342687 nChanged 18 SP:Iteration 68Q (9327.052866 sec): 3 clusters Score: Raw -2191697.078155 + Penalty 3642.769624 = -2188054.308531 nChanged 12 SP:Iteration 69Q (9327.201036 sec): 3 clusters Score: Raw -2191697.850063 + Penalty 3642.769624 = -2188055.080438 nChanged 11 SP:Iteration 70Q (9327.347874 sec): 3 clusters Score: Raw -2191698.636356 + Penalty 3642.769624 = -2188055.866731 nChanged 13 SP:Iteration 71Q (9327.495145 sec): 3 clusters Score: Raw -2191699.641455 + Penalty 3642.769624 = -2188056.871831 nChanged 13 SP:Iteration 72Q (9327.639644 sec): 3 clusters Score: Raw -2191700.767048 + Penalty 3642.769624 = -2188057.997424 nChanged 11 SP:Iteration 73Q (9327.781348 sec): 3 clusters Score: Raw -2191701.693242 + Penalty 3642.769624 = -2188058.923618 nChanged 5 SP:Iteration 74Q (9327.917761 sec): 3 clusters Score: Raw -2191702.059439 + Penalty 3642.769624 = -2188059.289815 nChanged 6 SP:Iteration 75Q (9328.079177 sec): 3 clusters Score: Raw -2191702.398139 + Penalty 3642.769624 = -2188059.628515 nChanged 4 SP:Iteration 76Q (9328.226132 sec): 3 clusters Score: Raw -2191702.562763 + Penalty 3642.769624 = -2188059.793138 nChanged 2 SP:Iteration 77Q (9328.357281 sec): 3 clusters Score: Raw -2191702.617157 + Penalty 3642.769624 = -2188059.847533 nChanged 0 SP:Iteration 78F (9328.509933 sec): 3 clusters Score: Raw -2191702.617157 + Penalty 3642.769624 = -2188059.847533 nChanged 0 Score: Raw -11833593.553969 + Penalty 27881.066407 = -11805712.487562 Splitting cluster 3 changes total score from -11794765.965338 to -11805712.487562 So it's getting split into cluster 13. Trying to split cluster 4 (6948 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9331.048502 sec): 2 clusters Score: Raw -345056.098934 + Penalty 1552.509702 = -343503.589232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9331.141896 sec): 3 clusters Score: Raw -341461.855510 + Penalty 3105.019404 = -338356.836107 nChanged 2886 SP:Iteration 1F (9331.236414 sec): 3 clusters Score: Raw -344402.935130 + Penalty 3105.019404 = -341297.915727 nChanged 912 SP:Iteration 2F (9331.331063 sec): 3 clusters Score: Raw -346101.750961 + Penalty 3105.019404 = -342996.731557 nChanged 756 SP:Iteration 3F (9331.427756 sec): 3 clusters Score: Raw -347281.754483 + Penalty 3105.019404 = -344176.735080 nChanged 479 SP:Iteration 4F (9331.527635 sec): 3 clusters Score: Raw -347854.951849 + Penalty 3105.019404 = -344749.932446 nChanged 298 SP:Iteration 5Q (9331.620461 sec): 3 clusters Score: Raw -348129.547579 + Penalty 3105.019404 = -345024.528175 nChanged 214 SP:Iteration 6Q (9331.693389 sec): 3 clusters Score: Raw -348366.794940 + Penalty 3105.019404 = -345261.775536 nChanged 207 SP:Iteration 7Q (9331.804123 sec): 3 clusters Score: Raw -348593.320539 + Penalty 3105.019404 = -345488.301135 nChanged 188 SP:Iteration 8Q (9331.892193 sec): 3 clusters Score: Raw -348783.269043 + Penalty 3105.019404 = -345678.249639 nChanged 146 SP:Iteration 9Q (9331.988550 sec): 3 clusters Score: Raw -348928.332345 + Penalty 3105.019404 = -345823.312942 nChanged 112 SP:Iteration 10Q (9332.090890 sec): 3 clusters Score: Raw -349050.753405 + Penalty 3105.019404 = -345945.734001 nChanged 94 SP:Iteration 11Q (9332.181510 sec): 3 clusters Score: Raw -349179.768837 + Penalty 3105.019404 = -346074.749433 nChanged 63 SP:Iteration 12Q (9332.279319 sec): 3 clusters Score: Raw -349254.703444 + Penalty 3105.019404 = -346149.684041 nChanged 53 SP:Iteration 13Q (9332.375058 sec): 3 clusters Score: Raw -349303.920129 + Penalty 3105.019404 = -346198.900726 nChanged 41 SP:Iteration 14Q (9332.454818 sec): 3 clusters Score: Raw -349324.955242 + Penalty 3105.019404 = -346219.935839 nChanged 29 SP:Iteration 15Q (9332.544398 sec): 3 clusters Score: Raw -349336.602125 + Penalty 3105.019404 = -346231.582721 nChanged 26 SP:Iteration 16Q (9332.625439 sec): 3 clusters Score: Raw -349343.620236 + Penalty 3105.019404 = -346238.600832 nChanged 13 SP:Iteration 17Q (9332.728488 sec): 3 clusters Score: Raw -349345.889320 + Penalty 3105.019404 = -346240.869916 nChanged 5 SP:Iteration 18Q (9332.837002 sec): 3 clusters Score: Raw -349346.690457 + Penalty 3105.019404 = -346241.671053 nChanged 8 SP:Iteration 19Q (9332.920342 sec): 3 clusters Score: Raw -349348.761663 + Penalty 3105.019404 = -346243.742259 nChanged 11 SP:Iteration 20F (9333.025098 sec): 3 clusters Score: Raw -349360.901030 + Penalty 3105.019404 = -346255.881626 nChanged 12 SP:Iteration 21Q (9333.134623 sec): 3 clusters Score: Raw -349370.062213 + Penalty 3105.019404 = -346265.042809 nChanged 10 SP:Iteration 22Q (9333.224988 sec): 3 clusters Score: Raw -349372.316122 + Penalty 3105.019404 = -346267.296718 nChanged 5 SP:Iteration 23Q (9333.320558 sec): 3 clusters Score: Raw -349373.558941 + Penalty 3105.019404 = -346268.539538 nChanged 5 SP:Iteration 24Q (9333.407416 sec): 3 clusters Score: Raw -349374.762103 + Penalty 3105.019404 = -346269.742699 nChanged 3 SP:Iteration 25Q (9333.481173 sec): 3 clusters Score: Raw -349375.147326 + Penalty 3105.019404 = -346270.127922 nChanged 1 SP:Iteration 26Q (9333.588127 sec): 3 clusters Score: Raw -349375.252130 + Penalty 3105.019404 = -346270.232727 nChanged 0 SP:Iteration 27F (9333.675657 sec): 3 clusters Score: Raw -349375.252130 + Penalty 3105.019404 = -346270.232727 nChanged 0 Score: Raw -11837912.707166 + Penalty 30025.763823 = -11807886.943342 Splitting cluster 4 changes total score from -11794765.965338 to -11807886.943342 So it's getting split into cluster 14. Trying to split cluster 5 (22469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9336.518944 sec): 2 clusters Score: Raw -1414697.095128 + Penalty 1758.491022 = -1412938.604107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9336.659184 sec): 3 clusters Score: Raw -1401349.879390 + Penalty 3516.982043 = -1397832.897347 nChanged 10111 SP:Iteration 1F (9336.783895 sec): 3 clusters Score: Raw -1407500.030372 + Penalty 3516.982043 = -1403983.048329 nChanged 1487 SP:Iteration 2F (9336.907250 sec): 3 clusters Score: Raw -1408293.386440 + Penalty 3516.982043 = -1404776.404397 nChanged 1422 SP:Iteration 3F (9337.041569 sec): 3 clusters Score: Raw -1409070.116871 + Penalty 3516.982043 = -1405553.134828 nChanged 1309 SP:Iteration 4F (9337.170021 sec): 3 clusters Score: Raw -1409834.797182 + Penalty 3516.982043 = -1406317.815139 nChanged 1302 SP:Iteration 5F (9337.300650 sec): 3 clusters Score: Raw -1410598.960634 + Penalty 3516.982043 = -1407081.978591 nChanged 1259 SP:Iteration 6F (9337.412724 sec): 3 clusters Score: Raw -1411328.336950 + Penalty 3516.982043 = -1407811.354907 nChanged 1131 SP:Iteration 7F (9337.559056 sec): 3 clusters Score: Raw -1411911.970398 + Penalty 3516.982043 = -1408394.988355 nChanged 971 SP:Iteration 8Q (9337.691203 sec): 3 clusters Score: Raw -1412373.572474 + Penalty 3516.982043 = -1408856.590431 nChanged 820 SP:Iteration 9Q (9337.824585 sec): 3 clusters Score: Raw -1412702.341903 + Penalty 3516.982043 = -1409185.359860 nChanged 620 SP:Iteration 10Q (9337.958781 sec): 3 clusters Score: Raw -1412947.345779 + Penalty 3516.982043 = -1409430.363736 nChanged 563 SP:Iteration 11Q (9338.090793 sec): 3 clusters Score: Raw -1413140.674701 + Penalty 3516.982043 = -1409623.692658 nChanged 510 SP:Iteration 12Q (9338.223941 sec): 3 clusters Score: Raw -1413330.364660 + Penalty 3516.982043 = -1409813.382617 nChanged 453 SP:Iteration 13Q (9338.362833 sec): 3 clusters Score: Raw -1413526.383981 + Penalty 3516.982043 = -1410009.401938 nChanged 482 SP:Iteration 14Q (9338.511330 sec): 3 clusters Score: Raw -1413763.544513 + Penalty 3516.982043 = -1410246.562470 nChanged 486 SP:Iteration 15Q (9338.643114 sec): 3 clusters Score: Raw -1414027.467729 + Penalty 3516.982043 = -1410510.485686 nChanged 521 SP:Iteration 16Q (9338.779143 sec): 3 clusters Score: Raw -1414325.743755 + Penalty 3516.982043 = -1410808.761712 nChanged 572 SP:Iteration 17Q (9338.910223 sec): 3 clusters Score: Raw -1414736.419474 + Penalty 3516.982043 = -1411219.437431 nChanged 597 SP:Iteration 18Q (9339.046097 sec): 3 clusters Score: Raw -1415253.173970 + Penalty 3516.982043 = -1411736.191927 nChanged 642 SP:Iteration 19Q (9339.180253 sec): 3 clusters Score: Raw -1415745.620199 + Penalty 3516.982043 = -1412228.638156 nChanged 593 SP:Iteration 20F (9339.293304 sec): 3 clusters Score: Raw -1416136.198870 + Penalty 3516.982043 = -1412619.216827 nChanged 507 SP:Iteration 21Q (9339.438940 sec): 3 clusters Score: Raw -1416420.136396 + Penalty 3516.982043 = -1412903.154353 nChanged 413 SP:Iteration 22Q (9339.565528 sec): 3 clusters Score: Raw -1416607.485650 + Penalty 3516.982043 = -1413090.503607 nChanged 334 SP:Iteration 23Q (9339.693826 sec): 3 clusters Score: Raw -1416722.377658 + Penalty 3516.982043 = -1413205.395615 nChanged 274 SP:Iteration 24Q (9339.822125 sec): 3 clusters Score: Raw -1416801.712113 + Penalty 3516.982043 = -1413284.730070 nChanged 245 SP:Iteration 25Q (9339.950878 sec): 3 clusters Score: Raw -1416862.587557 + Penalty 3516.982043 = -1413345.605514 nChanged 218 SP:Iteration 26Q (9340.073894 sec): 3 clusters Score: Raw -1416910.873010 + Penalty 3516.982043 = -1413393.890967 nChanged 174 SP:Iteration 27Q (9340.182125 sec): 3 clusters Score: Raw -1416950.901221 + Penalty 3516.982043 = -1413433.919178 nChanged 154 SP:Iteration 28Q (9340.326189 sec): 3 clusters Score: Raw -1416987.859424 + Penalty 3516.982043 = -1413470.877381 nChanged 157 SP:Iteration 29Q (9340.437541 sec): 3 clusters Score: Raw -1417022.095581 + Penalty 3516.982043 = -1413505.113538 nChanged 139 SP:Iteration 30Q (9340.589064 sec): 3 clusters Score: Raw -1417055.119648 + Penalty 3516.982043 = -1413538.137605 nChanged 132 SP:Iteration 31Q (9340.701809 sec): 3 clusters Score: Raw -1417087.075102 + Penalty 3516.982043 = -1413570.093059 nChanged 141 SP:Iteration 32Q (9340.834287 sec): 3 clusters Score: Raw -1417125.541229 + Penalty 3516.982043 = -1413608.559186 nChanged 162 SP:Iteration 33Q (9340.949387 sec): 3 clusters Score: Raw -1417176.753296 + Penalty 3516.982043 = -1413659.771253 nChanged 184 SP:Iteration 34Q (9341.068237 sec): 3 clusters Score: Raw -1417240.786873 + Penalty 3516.982043 = -1413723.804830 nChanged 195 SP:Iteration 35Q (9341.191436 sec): 3 clusters Score: Raw -1417314.868855 + Penalty 3516.982043 = -1413797.886812 nChanged 204 SP:Iteration 36Q (9341.315680 sec): 3 clusters Score: Raw -1417388.481896 + Penalty 3516.982043 = -1413871.499853 nChanged 215 SP:Iteration 37Q (9341.444580 sec): 3 clusters Score: Raw -1417471.861534 + Penalty 3516.982043 = -1413954.879491 nChanged 207 SP:Iteration 38Q (9341.551098 sec): 3 clusters Score: Raw -1417570.726072 + Penalty 3516.982043 = -1414053.744029 nChanged 221 SP:Iteration 39Q (9341.730769 sec): 3 clusters Score: Raw -1417661.900832 + Penalty 3516.982043 = -1414144.918789 nChanged 203 SP:Iteration 40F (9341.866217 sec): 3 clusters Score: Raw -1417748.694013 + Penalty 3516.982043 = -1414231.711970 nChanged 208 SP:Iteration 41Q (9342.052447 sec): 3 clusters Score: Raw -1417829.252949 + Penalty 3516.982043 = -1414312.270906 nChanged 207 SP:Iteration 42Q (9342.244271 sec): 3 clusters Score: Raw -1417891.149664 + Penalty 3516.982043 = -1414374.167621 nChanged 187 SP:Iteration 43Q (9342.435340 sec): 3 clusters Score: Raw -1417946.631961 + Penalty 3516.982043 = -1414429.649918 nChanged 176 SP:Iteration 44Q (9342.645359 sec): 3 clusters Score: Raw -1418002.485816 + Penalty 3516.982043 = -1414485.503773 nChanged 155 SP:Iteration 45Q (9342.819048 sec): 3 clusters Score: Raw -1418050.581961 + Penalty 3516.982043 = -1414533.599918 nChanged 157 SP:Iteration 46Q (9343.012894 sec): 3 clusters Score: Raw -1418109.799389 + Penalty 3516.982043 = -1414592.817346 nChanged 179 SP:Iteration 47Q (9343.225514 sec): 3 clusters Score: Raw -1418180.949817 + Penalty 3516.982043 = -1414663.967774 nChanged 195 SP:Iteration 48Q (9343.388180 sec): 3 clusters Score: Raw -1418263.213071 + Penalty 3516.982043 = -1414746.231028 nChanged 178 SP:Iteration 49Q (9343.575070 sec): 3 clusters Score: Raw -1418331.364969 + Penalty 3516.982043 = -1414814.382926 nChanged 174 SP:Iteration 50Q (9343.722315 sec): 3 clusters Score: Raw -1418396.517765 + Penalty 3516.982043 = -1414879.535722 nChanged 176 SP:Iteration 51Q (9343.889104 sec): 3 clusters Score: Raw -1418456.480809 + Penalty 3516.982043 = -1414939.498766 nChanged 155 SP:Iteration 52Q (9344.044373 sec): 3 clusters Score: Raw -1418515.021250 + Penalty 3516.982043 = -1414998.039207 nChanged 156 SP:Iteration 53Q (9344.199027 sec): 3 clusters Score: Raw -1418569.499346 + Penalty 3516.982043 = -1415052.517303 nChanged 138 SP:Iteration 54Q (9344.331395 sec): 3 clusters Score: Raw -1418616.536067 + Penalty 3516.982043 = -1415099.554024 nChanged 133 SP:Iteration 55Q (9344.496607 sec): 3 clusters Score: Raw -1418661.213938 + Penalty 3516.982043 = -1415144.231895 nChanged 137 SP:Iteration 56Q (9344.669409 sec): 3 clusters Score: Raw -1418711.384130 + Penalty 3516.982043 = -1415194.402087 nChanged 126 SP:Iteration 57Q (9344.835880 sec): 3 clusters Score: Raw -1418753.702244 + Penalty 3516.982043 = -1415236.720201 nChanged 108 SP:Iteration 58Q (9344.977128 sec): 3 clusters Score: Raw -1418782.003380 + Penalty 3516.982043 = -1415265.021337 nChanged 93 SP:Iteration 59Q (9345.139465 sec): 3 clusters Score: Raw -1418807.874707 + Penalty 3516.982043 = -1415290.892664 nChanged 79 SP:Iteration 60F (9345.320265 sec): 3 clusters Score: Raw -1418836.854039 + Penalty 3516.982043 = -1415319.871996 nChanged 74 SP:Iteration 61Q (9345.443420 sec): 3 clusters Score: Raw -1418857.092534 + Penalty 3516.982043 = -1415340.110491 nChanged 68 SP:Iteration 62Q (9345.577562 sec): 3 clusters Score: Raw -1418873.253905 + Penalty 3516.982043 = -1415356.271862 nChanged 59 SP:Iteration 63Q (9345.701249 sec): 3 clusters Score: Raw -1418885.233922 + Penalty 3516.982043 = -1415368.251879 nChanged 45 SP:Iteration 64Q (9345.835695 sec): 3 clusters Score: Raw -1418892.122614 + Penalty 3516.982043 = -1415375.140571 nChanged 32 SP:Iteration 65Q (9345.962973 sec): 3 clusters Score: Raw -1418897.227198 + Penalty 3516.982043 = -1415380.245155 nChanged 31 SP:Iteration 66Q (9346.096477 sec): 3 clusters Score: Raw -1418901.792352 + Penalty 3516.982043 = -1415384.810309 nChanged 25 SP:Iteration 67Q (9346.227795 sec): 3 clusters Score: Raw -1418905.313318 + Penalty 3516.982043 = -1415388.331275 nChanged 16 SP:Iteration 68Q (9346.363495 sec): 3 clusters Score: Raw -1418907.031380 + Penalty 3516.982043 = -1415390.049337 nChanged 9 SP:Iteration 69Q (9346.496187 sec): 3 clusters Score: Raw -1418907.622022 + Penalty 3516.982043 = -1415390.639979 nChanged 6 SP:Iteration 70Q (9346.609245 sec): 3 clusters Score: Raw -1418908.028005 + Penalty 3516.982043 = -1415391.045962 nChanged 4 SP:Iteration 71Q (9346.738323 sec): 3 clusters Score: Raw -1418908.228911 + Penalty 3516.982043 = -1415391.246868 nChanged 2 SP:Iteration 72Q (9346.890023 sec): 3 clusters Score: Raw -1418908.346446 + Penalty 3516.982043 = -1415391.364403 nChanged 1 SP:Iteration 73Q (9347.025455 sec): 3 clusters Score: Raw -1418908.386485 + Penalty 3516.982043 = -1415391.404442 nChanged 0 SP:Iteration 74F (9347.140455 sec): 3 clusters Score: Raw -1418908.386485 + Penalty 3516.982043 = -1415391.404442 nChanged 0 Score: Raw -11842123.998522 + Penalty 32170.461239 = -11809953.537283 Splitting cluster 5 changes total score from -11794765.965338 to -11809953.537283 So it's getting split into cluster 15. Trying to split cluster 6 (9675 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9350.102751 sec): 2 clusters Score: Raw -544497.620430 + Penalty 1610.616241 = -542887.004189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9350.192581 sec): 3 clusters Score: Raw -539275.836895 + Penalty 3221.232482 = -536054.604414 nChanged 4167 SP:Iteration 1F (9350.292156 sec): 3 clusters Score: Raw -543134.928118 + Penalty 3221.232482 = -539913.695636 nChanged 1242 SP:Iteration 2F (9350.375051 sec): 3 clusters Score: Raw -544972.089728 + Penalty 3221.232482 = -541750.857246 nChanged 1082 SP:Iteration 3F (9350.494478 sec): 3 clusters Score: Raw -546146.705492 + Penalty 3221.232482 = -542925.473010 nChanged 690 SP:Iteration 4F (9350.570061 sec): 3 clusters Score: Raw -546661.468363 + Penalty 3221.232482 = -543440.235881 nChanged 372 SP:Iteration 5Q (9350.690766 sec): 3 clusters Score: Raw -546839.529885 + Penalty 3221.232482 = -543618.297403 nChanged 194 SP:Iteration 6Q (9350.791597 sec): 3 clusters Score: Raw -546907.265656 + Penalty 3221.232482 = -543686.033175 nChanged 140 SP:Iteration 7Q (9350.896801 sec): 3 clusters Score: Raw -546951.191258 + Penalty 3221.232482 = -543729.958776 nChanged 99 SP:Iteration 8Q (9350.998565 sec): 3 clusters Score: Raw -546981.770120 + Penalty 3221.232482 = -543760.537638 nChanged 84 SP:Iteration 9Q (9351.097972 sec): 3 clusters Score: Raw -547006.645530 + Penalty 3221.232482 = -543785.413048 nChanged 76 SP:Iteration 10Q (9351.190489 sec): 3 clusters Score: Raw -547029.052757 + Penalty 3221.232482 = -543807.820275 nChanged 70 SP:Iteration 11Q (9351.262324 sec): 3 clusters Score: Raw -547047.580657 + Penalty 3221.232482 = -543826.348175 nChanged 68 SP:Iteration 12Q (9351.385861 sec): 3 clusters Score: Raw -547066.806367 + Penalty 3221.232482 = -543845.573885 nChanged 70 SP:Iteration 13Q (9351.479730 sec): 3 clusters Score: Raw -547085.489788 + Penalty 3221.232482 = -543864.257306 nChanged 63 SP:Iteration 14Q (9351.575334 sec): 3 clusters Score: Raw -547099.925281 + Penalty 3221.232482 = -543878.692799 nChanged 60 SP:Iteration 15Q (9351.644686 sec): 3 clusters Score: Raw -547112.471828 + Penalty 3221.232482 = -543891.239346 nChanged 52 SP:Iteration 16Q (9351.753222 sec): 3 clusters Score: Raw -547125.577169 + Penalty 3221.232482 = -543904.344688 nChanged 46 SP:Iteration 17Q (9351.836822 sec): 3 clusters Score: Raw -547136.262054 + Penalty 3221.232482 = -543915.029572 nChanged 54 SP:Iteration 18Q (9351.956390 sec): 3 clusters Score: Raw -547147.523039 + Penalty 3221.232482 = -543926.290558 nChanged 51 SP:Iteration 19Q (9352.040678 sec): 3 clusters Score: Raw -547157.494167 + Penalty 3221.232482 = -543936.261686 nChanged 44 SP:Iteration 20F (9352.137171 sec): 3 clusters Score: Raw -547167.236454 + Penalty 3221.232482 = -543946.003972 nChanged 30 SP:Iteration 21Q (9352.223663 sec): 3 clusters Score: Raw -547172.543814 + Penalty 3221.232482 = -543951.311332 nChanged 31 SP:Iteration 22Q (9352.326573 sec): 3 clusters Score: Raw -547179.099723 + Penalty 3221.232482 = -543957.867241 nChanged 33 SP:Iteration 23Q (9352.404054 sec): 3 clusters Score: Raw -547185.729185 + Penalty 3221.232482 = -543964.496703 nChanged 27 SP:Iteration 24Q (9352.528492 sec): 3 clusters Score: Raw -547190.809008 + Penalty 3221.232482 = -543969.576527 nChanged 34 SP:Iteration 25Q (9352.636025 sec): 3 clusters Score: Raw -547196.231849 + Penalty 3221.232482 = -543974.999367 nChanged 22 SP:Iteration 26Q (9352.733490 sec): 3 clusters Score: Raw -547199.002884 + Penalty 3221.232482 = -543977.770402 nChanged 19 SP:Iteration 27Q (9352.831704 sec): 3 clusters Score: Raw -547201.916094 + Penalty 3221.232482 = -543980.683612 nChanged 17 SP:Iteration 28Q (9352.934043 sec): 3 clusters Score: Raw -547203.933044 + Penalty 3221.232482 = -543982.700562 nChanged 16 SP:Iteration 29Q (9353.008153 sec): 3 clusters Score: Raw -547205.758597 + Penalty 3221.232482 = -543984.526116 nChanged 10 SP:Iteration 30Q (9353.104868 sec): 3 clusters Score: Raw -547206.726951 + Penalty 3221.232482 = -543985.494469 nChanged 12 SP:Iteration 31Q (9353.213034 sec): 3 clusters Score: Raw -547208.451488 + Penalty 3221.232482 = -543987.219006 nChanged 17 SP:Iteration 32Q (9353.292129 sec): 3 clusters Score: Raw -547211.063634 + Penalty 3221.232482 = -543989.831152 nChanged 20 SP:Iteration 33Q (9353.408067 sec): 3 clusters Score: Raw -547214.756498 + Penalty 3221.232482 = -543993.524016 nChanged 26 SP:Iteration 34Q (9353.509479 sec): 3 clusters Score: Raw -547220.564444 + Penalty 3221.232482 = -543999.331962 nChanged 21 SP:Iteration 35Q (9353.582010 sec): 3 clusters Score: Raw -547223.983969 + Penalty 3221.232482 = -544002.751487 nChanged 22 SP:Iteration 36Q (9353.689814 sec): 3 clusters Score: Raw -547226.787806 + Penalty 3221.232482 = -544005.555324 nChanged 17 SP:Iteration 37Q (9353.805733 sec): 3 clusters Score: Raw -547229.260825 + Penalty 3221.232482 = -544008.028343 nChanged 12 SP:Iteration 38Q (9353.909852 sec): 3 clusters Score: Raw -547231.278803 + Penalty 3221.232482 = -544010.046321 nChanged 19 SP:Iteration 39Q (9354.014385 sec): 3 clusters Score: Raw -547234.365470 + Penalty 3221.232482 = -544013.132988 nChanged 14 SP:Iteration 40F (9354.114804 sec): 3 clusters Score: Raw -547236.906435 + Penalty 3221.232482 = -544015.673953 nChanged 17 SP:Iteration 41Q (9354.220288 sec): 3 clusters Score: Raw -547240.067695 + Penalty 3221.232482 = -544018.835214 nChanged 17 SP:Iteration 42Q (9354.332733 sec): 3 clusters Score: Raw -547242.201151 + Penalty 3221.232482 = -544020.968670 nChanged 15 SP:Iteration 43Q (9354.404848 sec): 3 clusters Score: Raw -547244.661325 + Penalty 3221.232482 = -544023.428843 nChanged 16 SP:Iteration 44Q (9354.495242 sec): 3 clusters Score: Raw -547246.493100 + Penalty 3221.232482 = -544025.260618 nChanged 9 SP:Iteration 45Q (9354.599817 sec): 3 clusters Score: Raw -547247.157482 + Penalty 3221.232482 = -544025.925000 nChanged 8 SP:Iteration 46Q (9354.682866 sec): 3 clusters Score: Raw -547247.941176 + Penalty 3221.232482 = -544026.708695 nChanged 9 SP:Iteration 47Q (9354.779197 sec): 3 clusters Score: Raw -547249.407236 + Penalty 3221.232482 = -544028.174754 nChanged 11 SP:Iteration 48Q (9354.866998 sec): 3 clusters Score: Raw -547251.034308 + Penalty 3221.232482 = -544029.801826 nChanged 8 SP:Iteration 49Q (9354.954030 sec): 3 clusters Score: Raw -547252.386411 + Penalty 3221.232482 = -544031.153929 nChanged 6 SP:Iteration 50Q (9355.060699 sec): 3 clusters Score: Raw -547253.179640 + Penalty 3221.232482 = -544031.947158 nChanged 8 SP:Iteration 51Q (9355.161113 sec): 3 clusters Score: Raw -547254.400438 + Penalty 3221.232482 = -544033.167956 nChanged 10 SP:Iteration 52Q (9355.259871 sec): 3 clusters Score: Raw -547256.011050 + Penalty 3221.232482 = -544034.778568 nChanged 11 SP:Iteration 53Q (9355.354812 sec): 3 clusters Score: Raw -547257.873868 + Penalty 3221.232482 = -544036.641386 nChanged 10 SP:Iteration 54Q (9355.457912 sec): 3 clusters Score: Raw -547259.503682 + Penalty 3221.232482 = -544038.271200 nChanged 10 SP:Iteration 55Q (9355.561710 sec): 3 clusters Score: Raw -547261.056827 + Penalty 3221.232482 = -544039.824345 nChanged 10 SP:Iteration 56Q (9355.663123 sec): 3 clusters Score: Raw -547262.211822 + Penalty 3221.232482 = -544040.979341 nChanged 6 SP:Iteration 57Q (9355.766571 sec): 3 clusters Score: Raw -547263.166198 + Penalty 3221.232482 = -544041.933716 nChanged 3 SP:Iteration 58Q (9355.860827 sec): 3 clusters Score: Raw -547263.499173 + Penalty 3221.232482 = -544042.266691 nChanged 1 SP:Iteration 59Q (9355.952162 sec): 3 clusters Score: Raw -547263.573883 + Penalty 3221.232482 = -544042.341402 nChanged 1 SP:Iteration 60F (9356.045631 sec): 3 clusters Score: Raw -547263.646308 + Penalty 3221.232482 = -544042.413826 nChanged 2 SP:Iteration 61Q (9356.147986 sec): 3 clusters Score: Raw -547263.806648 + Penalty 3221.232482 = -544042.574166 nChanged 1 SP:Iteration 62Q (9356.256476 sec): 3 clusters Score: Raw -547263.883878 + Penalty 3221.232482 = -544042.651397 nChanged 2 SP:Iteration 63Q (9356.353343 sec): 3 clusters Score: Raw -547264.127778 + Penalty 3221.232482 = -544042.895296 nChanged 1 SP:Iteration 64Q (9356.450560 sec): 3 clusters Score: Raw -547264.265705 + Penalty 3221.232482 = -544043.033223 nChanged 1 SP:Iteration 65Q (9356.553060 sec): 3 clusters Score: Raw -547264.352553 + Penalty 3221.232482 = -544043.120071 nChanged 0 SP:Iteration 66F (9356.646815 sec): 3 clusters Score: Raw -547264.352553 + Penalty 3221.232482 = -544043.120071 nChanged 0 Score: Raw -11844890.730645 + Penalty 34315.158655 = -11810575.571990 Splitting cluster 6 changes total score from -11794765.965338 to -11810575.571990 So it's getting split into cluster 16. Trying to split cluster 7 (12556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9359.948401 sec): 2 clusters Score: Raw -732602.431503 + Penalty 1656.360913 = -730946.070590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9360.068342 sec): 3 clusters Score: Raw -725477.767549 + Penalty 3312.721825 = -722165.045724 nChanged 5445 SP:Iteration 1F (9360.208587 sec): 3 clusters Score: Raw -729462.071665 + Penalty 3312.721825 = -726149.349840 nChanged 1338 SP:Iteration 2F (9360.409524 sec): 3 clusters Score: Raw -731315.247679 + Penalty 3312.721825 = -728002.525854 nChanged 1338 SP:Iteration 3F (9360.550347 sec): 3 clusters Score: Raw -733244.852320 + Penalty 3312.721825 = -729932.130495 nChanged 1062 SP:Iteration 4F (9360.720527 sec): 3 clusters Score: Raw -734337.199996 + Penalty 3312.721825 = -731024.478171 nChanged 761 SP:Iteration 5F (9360.823327 sec): 3 clusters Score: Raw -734995.918378 + Penalty 3312.721825 = -731683.196553 nChanged 625 SP:Iteration 6Q (9360.988138 sec): 3 clusters Score: Raw -735529.298504 + Penalty 3312.721825 = -732216.576679 nChanged 512 SP:Iteration 7Q (9361.125419 sec): 3 clusters Score: Raw -736002.171660 + Penalty 3312.721825 = -732689.449835 nChanged 447 SP:Iteration 8Q (9361.271028 sec): 3 clusters Score: Raw -736403.258002 + Penalty 3312.721825 = -733090.536177 nChanged 390 SP:Iteration 9Q (9361.421285 sec): 3 clusters Score: Raw -736769.066704 + Penalty 3312.721825 = -733456.344878 nChanged 326 SP:Iteration 10Q (9361.558666 sec): 3 clusters Score: Raw -737074.588715 + Penalty 3312.721825 = -733761.866890 nChanged 282 SP:Iteration 11Q (9361.679420 sec): 3 clusters Score: Raw -737321.275732 + Penalty 3312.721825 = -734008.553907 nChanged 228 SP:Iteration 12Q (9361.832118 sec): 3 clusters Score: Raw -737519.861734 + Penalty 3312.721825 = -734207.139909 nChanged 194 SP:Iteration 13Q (9361.981198 sec): 3 clusters Score: Raw -737693.926396 + Penalty 3312.721825 = -734381.204571 nChanged 184 SP:Iteration 14Q (9362.134435 sec): 3 clusters Score: Raw -737867.666207 + Penalty 3312.721825 = -734554.944382 nChanged 172 SP:Iteration 15Q (9362.317502 sec): 3 clusters Score: Raw -738052.997491 + Penalty 3312.721825 = -734740.275666 nChanged 166 SP:Iteration 16Q (9362.428189 sec): 3 clusters Score: Raw -738259.457724 + Penalty 3312.721825 = -734946.735899 nChanged 150 SP:Iteration 17Q (9362.572346 sec): 3 clusters Score: Raw -738484.156626 + Penalty 3312.721825 = -735171.434801 nChanged 142 SP:Iteration 18Q (9362.679530 sec): 3 clusters Score: Raw -738723.190938 + Penalty 3312.721825 = -735410.469113 nChanged 98 SP:Iteration 19Q (9362.793079 sec): 3 clusters Score: Raw -738890.823764 + Penalty 3312.721825 = -735578.101939 nChanged 56 SP:Iteration 20F (9362.922458 sec): 3 clusters Score: Raw -738974.350653 + Penalty 3312.721825 = -735661.628828 nChanged 42 SP:Iteration 21Q (9363.028563 sec): 3 clusters Score: Raw -739004.982499 + Penalty 3312.721825 = -735692.260674 nChanged 28 SP:Iteration 22Q (9363.193061 sec): 3 clusters Score: Raw -739020.412774 + Penalty 3312.721825 = -735707.690949 nChanged 23 SP:Iteration 23Q (9363.332546 sec): 3 clusters Score: Raw -739032.368131 + Penalty 3312.721825 = -735719.646306 nChanged 12 SP:Iteration 24Q (9363.445689 sec): 3 clusters Score: Raw -739035.696659 + Penalty 3312.721825 = -735722.974834 nChanged 6 SP:Iteration 25Q (9363.605447 sec): 3 clusters Score: Raw -739037.194294 + Penalty 3312.721825 = -735724.472468 nChanged 2 SP:Iteration 26Q (9363.743399 sec): 3 clusters Score: Raw -739037.872884 + Penalty 3312.721825 = -735725.151059 nChanged 5 SP:Iteration 27Q (9363.879008 sec): 3 clusters Score: Raw -739039.142566 + Penalty 3312.721825 = -735726.420741 nChanged 2 SP:Iteration 28Q (9363.983396 sec): 3 clusters Score: Raw -739039.508581 + Penalty 3312.721825 = -735726.786756 nChanged 0 SP:Iteration 29F (9364.104975 sec): 3 clusters Score: Raw -739039.508581 + Penalty 3312.721825 = -735726.786756 nChanged 0 Score: Raw -11851327.807724 + Penalty 36459.856071 = -11814867.951653 Splitting cluster 7 changes total score from -11794765.965338 to -11814867.951653 So it's getting split into cluster 17. Trying to split cluster 8 (37294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9367.959503 sec): 2 clusters Score: Raw -2509634.503032 + Penalty 1847.416147 = -2507787.086884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9368.137655 sec): 3 clusters Score: Raw -2486507.917494 + Penalty 3694.832295 = -2482813.085199 nChanged 17315 SP:Iteration 1F (9368.282908 sec): 3 clusters Score: Raw -2496719.606309 + Penalty 3694.832295 = -2493024.774014 nChanged 2296 SP:Iteration 2F (9368.481254 sec): 3 clusters Score: Raw -2498047.634206 + Penalty 3694.832295 = -2494352.801911 nChanged 2492 SP:Iteration 3F (9368.657939 sec): 3 clusters Score: Raw -2499778.954190 + Penalty 3694.832295 = -2496084.121895 nChanged 2741 SP:Iteration 4F (9368.822095 sec): 3 clusters Score: Raw -2502013.935975 + Penalty 3694.832295 = -2498319.103680 nChanged 2905 SP:Iteration 5F (9368.997731 sec): 3 clusters Score: Raw -2504766.420256 + Penalty 3694.832295 = -2501071.587961 nChanged 2804 SP:Iteration 6F (9369.167278 sec): 3 clusters Score: Raw -2507676.276936 + Penalty 3694.832295 = -2503981.444641 nChanged 2528 SP:Iteration 7F (9369.330613 sec): 3 clusters Score: Raw -2510334.271877 + Penalty 3694.832295 = -2506639.439582 nChanged 2221 SP:Iteration 8F (9369.473095 sec): 3 clusters Score: Raw -2513244.442186 + Penalty 3694.832295 = -2509549.609891 nChanged 2112 SP:Iteration 9F (9369.631450 sec): 3 clusters Score: Raw -2517418.080227 + Penalty 3694.832295 = -2513723.247932 nChanged 1885 SP:Iteration 10F (9369.792279 sec): 3 clusters Score: Raw -2521688.309198 + Penalty 3694.832295 = -2517993.476903 nChanged 1157 SP:Iteration 11Q (9369.970302 sec): 3 clusters Score: Raw -2523631.175051 + Penalty 3694.832295 = -2519936.342756 nChanged 525 SP:Iteration 12Q (9370.125826 sec): 3 clusters Score: Raw -2524095.589430 + Penalty 3694.832295 = -2520400.757135 nChanged 235 SP:Iteration 13Q (9370.263926 sec): 3 clusters Score: Raw -2524200.365852 + Penalty 3694.832295 = -2520505.533557 nChanged 111 SP:Iteration 14Q (9370.427210 sec): 3 clusters Score: Raw -2524227.686131 + Penalty 3694.832295 = -2520532.853836 nChanged 65 SP:Iteration 15Q (9370.583247 sec): 3 clusters Score: Raw -2524239.575788 + Penalty 3694.832295 = -2520544.743493 nChanged 37 SP:Iteration 16Q (9370.738789 sec): 3 clusters Score: Raw -2524243.932065 + Penalty 3694.832295 = -2520549.099770 nChanged 24 SP:Iteration 17Q (9370.887708 sec): 3 clusters Score: Raw -2524245.653548 + Penalty 3694.832295 = -2520550.821253 nChanged 9 SP:Iteration 18Q (9371.043123 sec): 3 clusters Score: Raw -2524245.998154 + Penalty 3694.832295 = -2520551.165859 nChanged 3 SP:Iteration 19Q (9371.196938 sec): 3 clusters Score: Raw -2524246.091901 + Penalty 3694.832295 = -2520551.259606 nChanged 1 SP:Iteration 20F (9371.360402 sec): 3 clusters Score: Raw -2524246.125720 + Penalty 3694.832295 = -2520551.293425 nChanged 0 Score: Raw -11865939.430412 + Penalty 38604.553487 = -11827334.876925 Splitting cluster 8 changes total score from -11794765.965338 to -11827334.876925 So it's getting split into cluster 18. Trying to split cluster 9 (7396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9374.895691 sec): 2 clusters Score: Raw -273579.329454 + Penalty 1563.475901 = -272015.853553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9375.003396 sec): 3 clusters Score: Raw -269700.633637 + Penalty 3126.951802 = -266573.681835 nChanged 3111 SP:Iteration 1F (9375.099693 sec): 3 clusters Score: Raw -272990.118414 + Penalty 3126.951802 = -269863.166612 nChanged 1044 SP:Iteration 2F (9375.196551 sec): 3 clusters Score: Raw -274778.468102 + Penalty 3126.951802 = -271651.516300 nChanged 792 SP:Iteration 3F (9375.288329 sec): 3 clusters Score: Raw -275816.235499 + Penalty 3126.951802 = -272689.283697 nChanged 515 SP:Iteration 4F (9375.372434 sec): 3 clusters Score: Raw -276548.059677 + Penalty 3126.951802 = -273421.107875 nChanged 461 SP:Iteration 5F (9375.470120 sec): 3 clusters Score: Raw -277543.026152 + Penalty 3126.951802 = -274416.074350 nChanged 397 SP:Iteration 6F (9375.561107 sec): 3 clusters Score: Raw -278271.737628 + Penalty 3126.951802 = -275144.785826 nChanged 385 SP:Iteration 7F (9375.651214 sec): 3 clusters Score: Raw -278853.705178 + Penalty 3126.951802 = -275726.753376 nChanged 325 SP:Iteration 8Q (9375.752145 sec): 3 clusters Score: Raw -279249.955748 + Penalty 3126.951802 = -276123.003946 nChanged 267 SP:Iteration 9Q (9375.840246 sec): 3 clusters Score: Raw -279572.092094 + Penalty 3126.951802 = -276445.140292 nChanged 256 SP:Iteration 10Q (9375.938150 sec): 3 clusters Score: Raw -279860.747739 + Penalty 3126.951802 = -276733.795937 nChanged 252 SP:Iteration 11Q (9376.032603 sec): 3 clusters Score: Raw -280177.724254 + Penalty 3126.951802 = -277050.772452 nChanged 244 SP:Iteration 12Q (9376.108657 sec): 3 clusters Score: Raw -280564.867464 + Penalty 3126.951802 = -277437.915662 nChanged 231 SP:Iteration 13Q (9376.198845 sec): 3 clusters Score: Raw -280909.662183 + Penalty 3126.951802 = -277782.710381 nChanged 166 SP:Iteration 14Q (9376.296493 sec): 3 clusters Score: Raw -281072.403149 + Penalty 3126.951802 = -277945.451347 nChanged 118 SP:Iteration 15Q (9376.390137 sec): 3 clusters Score: Raw -281143.394211 + Penalty 3126.951802 = -278016.442409 nChanged 74 SP:Iteration 16Q (9376.487664 sec): 3 clusters Score: Raw -281178.254695 + Penalty 3126.951802 = -278051.302893 nChanged 42 SP:Iteration 17Q (9376.601584 sec): 3 clusters Score: Raw -281197.525351 + Penalty 3126.951802 = -278070.573549 nChanged 25 SP:Iteration 18Q (9376.677106 sec): 3 clusters Score: Raw -281205.520786 + Penalty 3126.951802 = -278078.568984 nChanged 14 SP:Iteration 19Q (9376.780385 sec): 3 clusters Score: Raw -281211.206142 + Penalty 3126.951802 = -278084.254340 nChanged 10 SP:Iteration 20F (9376.870667 sec): 3 clusters Score: Raw -281228.901326 + Penalty 3126.951802 = -278101.949524 nChanged 16 SP:Iteration 21Q (9376.954493 sec): 3 clusters Score: Raw -281240.798869 + Penalty 3126.951802 = -278113.847067 nChanged 18 SP:Iteration 22Q (9377.050230 sec): 3 clusters Score: Raw -281252.139604 + Penalty 3126.951802 = -278125.187802 nChanged 18 SP:Iteration 23Q (9377.160442 sec): 3 clusters Score: Raw -281265.034275 + Penalty 3126.951802 = -278138.082473 nChanged 25 SP:Iteration 24Q (9377.238729 sec): 3 clusters Score: Raw -281281.662442 + Penalty 3126.951802 = -278154.710640 nChanged 21 SP:Iteration 25Q (9377.348227 sec): 3 clusters Score: Raw -281301.663593 + Penalty 3126.951802 = -278174.711791 nChanged 20 SP:Iteration 26Q (9377.447485 sec): 3 clusters Score: Raw -281322.115524 + Penalty 3126.951802 = -278195.163722 nChanged 29 SP:Iteration 27Q (9377.539460 sec): 3 clusters Score: Raw -281355.654300 + Penalty 3126.951802 = -278228.702498 nChanged 29 SP:Iteration 28Q (9377.625447 sec): 3 clusters Score: Raw -281386.309704 + Penalty 3126.951802 = -278259.357902 nChanged 27 SP:Iteration 29Q (9377.695776 sec): 3 clusters Score: Raw -281396.887892 + Penalty 3126.951802 = -278269.936090 nChanged 10 SP:Iteration 30Q (9377.791897 sec): 3 clusters Score: Raw -281399.128366 + Penalty 3126.951802 = -278272.176564 nChanged 5 SP:Iteration 31Q (9377.837774 sec): 3 clusters Score: Raw -281399.693108 + Penalty 3126.951802 = -278272.741306 nChanged 1 SP:Iteration 32Q (9377.947162 sec): 3 clusters Score: Raw -281399.768865 + Penalty 3126.951802 = -278272.817063 nChanged 1 SP:Iteration 33Q (9378.034282 sec): 3 clusters Score: Raw -281399.838839 + Penalty 3126.951802 = -278272.887037 nChanged 0 SP:Iteration 34F (9378.122034 sec): 3 clusters Score: Raw -281399.838839 + Penalty 3126.951802 = -278272.887037 nChanged 0 Score: Raw -11873759.939797 + Penalty 40749.250903 = -11833010.688894 Splitting cluster 9 changes total score from -11794765.965338 to -11833010.688894 So it's getting split into cluster 19. Trying to split cluster 10 (26490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9382.613735 sec): 2 clusters Score: Raw -1666508.212689 + Penalty 1787.383713 = -1664720.828975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9382.782454 sec): 3 clusters Score: Raw -1650292.301698 + Penalty 3574.767426 = -1646717.534272 nChanged 12151 SP:Iteration 1F (9382.933928 sec): 3 clusters Score: Raw -1657781.039299 + Penalty 3574.767426 = -1654206.271873 nChanged 2016 SP:Iteration 2F (9383.081593 sec): 3 clusters Score: Raw -1659353.914939 + Penalty 3574.767426 = -1655779.147512 nChanged 2290 SP:Iteration 3F (9383.222355 sec): 3 clusters Score: Raw -1661702.457908 + Penalty 3574.767426 = -1658127.690482 nChanged 2471 SP:Iteration 4F (9383.355476 sec): 3 clusters Score: Raw -1664585.244357 + Penalty 3574.767426 = -1661010.476930 nChanged 2268 SP:Iteration 5F (9383.487411 sec): 3 clusters Score: Raw -1667113.653653 + Penalty 3574.767426 = -1663538.886227 nChanged 1717 SP:Iteration 6F (9383.620205 sec): 3 clusters Score: Raw -1668710.060439 + Penalty 3574.767426 = -1665135.293012 nChanged 1181 SP:Iteration 7Q (9383.748027 sec): 3 clusters Score: Raw -1669497.436826 + Penalty 3574.767426 = -1665922.669400 nChanged 776 SP:Iteration 8Q (9383.884730 sec): 3 clusters Score: Raw -1669860.610796 + Penalty 3574.767426 = -1666285.843370 nChanged 518 SP:Iteration 9Q (9384.005729 sec): 3 clusters Score: Raw -1670072.384243 + Penalty 3574.767426 = -1666497.616816 nChanged 397 SP:Iteration 10Q (9384.116599 sec): 3 clusters Score: Raw -1670214.281716 + Penalty 3574.767426 = -1666639.514290 nChanged 307 SP:Iteration 11Q (9384.261717 sec): 3 clusters Score: Raw -1670314.963731 + Penalty 3574.767426 = -1666740.196305 nChanged 299 SP:Iteration 12Q (9384.381801 sec): 3 clusters Score: Raw -1670400.310002 + Penalty 3574.767426 = -1666825.542576 nChanged 251 SP:Iteration 13Q (9384.520246 sec): 3 clusters Score: Raw -1670463.101711 + Penalty 3574.767426 = -1666888.334285 nChanged 218 SP:Iteration 14Q (9384.636698 sec): 3 clusters Score: Raw -1670499.375925 + Penalty 3574.767426 = -1666924.608499 nChanged 154 SP:Iteration 15Q (9384.777211 sec): 3 clusters Score: Raw -1670524.083050 + Penalty 3574.767426 = -1666949.315624 nChanged 144 SP:Iteration 16Q (9384.910184 sec): 3 clusters Score: Raw -1670555.001017 + Penalty 3574.767426 = -1666980.233591 nChanged 165 SP:Iteration 17Q (9385.049081 sec): 3 clusters Score: Raw -1670592.249939 + Penalty 3574.767426 = -1667017.482512 nChanged 170 SP:Iteration 18Q (9385.183764 sec): 3 clusters Score: Raw -1670634.858314 + Penalty 3574.767426 = -1667060.090887 nChanged 177 SP:Iteration 19Q (9385.319306 sec): 3 clusters Score: Raw -1670698.935006 + Penalty 3574.767426 = -1667124.167580 nChanged 206 SP:Iteration 20F (9385.459039 sec): 3 clusters Score: Raw -1670806.102215 + Penalty 3574.767426 = -1667231.334788 nChanged 263 SP:Iteration 21Q (9385.597649 sec): 3 clusters Score: Raw -1670954.073064 + Penalty 3574.767426 = -1667379.305637 nChanged 315 SP:Iteration 22Q (9385.736667 sec): 3 clusters Score: Raw -1671115.753681 + Penalty 3574.767426 = -1667540.986254 nChanged 275 SP:Iteration 23Q (9385.875197 sec): 3 clusters Score: Raw -1671233.601390 + Penalty 3574.767426 = -1667658.833963 nChanged 242 SP:Iteration 24Q (9386.005190 sec): 3 clusters Score: Raw -1671304.663642 + Penalty 3574.767426 = -1667729.896215 nChanged 233 SP:Iteration 25Q (9386.162541 sec): 3 clusters Score: Raw -1671349.253867 + Penalty 3574.767426 = -1667774.486441 nChanged 163 SP:Iteration 26Q (9386.303085 sec): 3 clusters Score: Raw -1671374.818005 + Penalty 3574.767426 = -1667800.050578 nChanged 129 SP:Iteration 27Q (9386.434746 sec): 3 clusters Score: Raw -1671391.240705 + Penalty 3574.767426 = -1667816.473278 nChanged 99 SP:Iteration 28Q (9386.566909 sec): 3 clusters Score: Raw -1671402.025104 + Penalty 3574.767426 = -1667827.257678 nChanged 77 SP:Iteration 29Q (9386.702400 sec): 3 clusters Score: Raw -1671409.472467 + Penalty 3574.767426 = -1667834.705041 nChanged 75 SP:Iteration 30Q (9386.834363 sec): 3 clusters Score: Raw -1671417.022014 + Penalty 3574.767426 = -1667842.254588 nChanged 69 SP:Iteration 31Q (9386.967063 sec): 3 clusters Score: Raw -1671424.257578 + Penalty 3574.767426 = -1667849.490151 nChanged 61 SP:Iteration 32Q (9387.099570 sec): 3 clusters Score: Raw -1671428.960063 + Penalty 3574.767426 = -1667854.192636 nChanged 46 SP:Iteration 33Q (9387.214176 sec): 3 clusters Score: Raw -1671433.277053 + Penalty 3574.767426 = -1667858.509627 nChanged 58 SP:Iteration 34Q (9387.360456 sec): 3 clusters Score: Raw -1671438.334522 + Penalty 3574.767426 = -1667863.567096 nChanged 57 SP:Iteration 35Q (9387.491011 sec): 3 clusters Score: Raw -1671444.426411 + Penalty 3574.767426 = -1667869.658985 nChanged 65 SP:Iteration 36Q (9387.624268 sec): 3 clusters Score: Raw -1671453.018493 + Penalty 3574.767426 = -1667878.251067 nChanged 69 SP:Iteration 37Q (9387.759685 sec): 3 clusters Score: Raw -1671461.775270 + Penalty 3574.767426 = -1667887.007844 nChanged 70 SP:Iteration 38Q (9387.899454 sec): 3 clusters Score: Raw -1671470.872227 + Penalty 3574.767426 = -1667896.104801 nChanged 71 SP:Iteration 39Q (9388.041597 sec): 3 clusters Score: Raw -1671480.553259 + Penalty 3574.767426 = -1667905.785833 nChanged 92 SP:Iteration 40F (9388.181982 sec): 3 clusters Score: Raw -1671493.804934 + Penalty 3574.767426 = -1667919.037508 nChanged 99 SP:Iteration 41Q (9388.323610 sec): 3 clusters Score: Raw -1671511.773713 + Penalty 3574.767426 = -1667937.006287 nChanged 120 SP:Iteration 42Q (9388.462160 sec): 3 clusters Score: Raw -1671535.449965 + Penalty 3574.767426 = -1667960.682538 nChanged 128 SP:Iteration 43Q (9388.599851 sec): 3 clusters Score: Raw -1671559.891784 + Penalty 3574.767426 = -1667985.124358 nChanged 145 SP:Iteration 44Q (9388.738562 sec): 3 clusters Score: Raw -1671595.764887 + Penalty 3574.767426 = -1668020.997461 nChanged 168 SP:Iteration 45Q (9388.877009 sec): 3 clusters Score: Raw -1671643.092508 + Penalty 3574.767426 = -1668068.325081 nChanged 188 SP:Iteration 46Q (9389.014963 sec): 3 clusters Score: Raw -1671701.239198 + Penalty 3574.767426 = -1668126.471771 nChanged 233 SP:Iteration 47Q (9389.153793 sec): 3 clusters Score: Raw -1671788.033175 + Penalty 3574.767426 = -1668213.265749 nChanged 291 SP:Iteration 48Q (9389.297035 sec): 3 clusters Score: Raw -1671918.512853 + Penalty 3574.767426 = -1668343.745426 nChanged 340 SP:Iteration 49Q (9389.440646 sec): 3 clusters Score: Raw -1672104.285844 + Penalty 3574.767426 = -1668529.518418 nChanged 377 SP:Iteration 50Q (9389.582561 sec): 3 clusters Score: Raw -1672345.558071 + Penalty 3574.767426 = -1668770.790644 nChanged 438 SP:Iteration 51Q (9389.724072 sec): 3 clusters Score: Raw -1672648.663182 + Penalty 3574.767426 = -1669073.895755 nChanged 420 SP:Iteration 52Q (9389.858447 sec): 3 clusters Score: Raw -1672970.663288 + Penalty 3574.767426 = -1669395.895862 nChanged 429 SP:Iteration 53Q (9389.987576 sec): 3 clusters Score: Raw -1673300.218815 + Penalty 3574.767426 = -1669725.451389 nChanged 387 SP:Iteration 54Q (9390.116650 sec): 3 clusters Score: Raw -1673596.578569 + Penalty 3574.767426 = -1670021.811142 nChanged 333 SP:Iteration 55Q (9390.253274 sec): 3 clusters Score: Raw -1673835.946316 + Penalty 3574.767426 = -1670261.178890 nChanged 262 SP:Iteration 56Q (9390.383410 sec): 3 clusters Score: Raw -1673989.847227 + Penalty 3574.767426 = -1670415.079800 nChanged 196 SP:Iteration 57Q (9390.514016 sec): 3 clusters Score: Raw -1674072.471659 + Penalty 3574.767426 = -1670497.704233 nChanged 143 SP:Iteration 58Q (9390.640409 sec): 3 clusters Score: Raw -1674111.432360 + Penalty 3574.767426 = -1670536.664934 nChanged 111 SP:Iteration 59Q (9390.770905 sec): 3 clusters Score: Raw -1674133.546885 + Penalty 3574.767426 = -1670558.779459 nChanged 77 SP:Iteration 60F (9390.913704 sec): 3 clusters Score: Raw -1674161.815243 + Penalty 3574.767426 = -1670587.047817 nChanged 65 SP:Iteration 61Q (9391.054024 sec): 3 clusters Score: Raw -1674172.678364 + Penalty 3574.767426 = -1670597.910937 nChanged 54 SP:Iteration 62Q (9391.194253 sec): 3 clusters Score: Raw -1674179.520023 + Penalty 3574.767426 = -1670604.752596 nChanged 40 SP:Iteration 63Q (9391.321824 sec): 3 clusters Score: Raw -1674183.127422 + Penalty 3574.767426 = -1670608.359995 nChanged 25 SP:Iteration 64Q (9391.438125 sec): 3 clusters Score: Raw -1674185.847132 + Penalty 3574.767426 = -1670611.079705 nChanged 21 SP:Iteration 65Q (9391.552986 sec): 3 clusters Score: Raw -1674187.875968 + Penalty 3574.767426 = -1670613.108542 nChanged 18 SP:Iteration 66Q (9391.682233 sec): 3 clusters Score: Raw -1674189.211753 + Penalty 3574.767426 = -1670614.444327 nChanged 12 SP:Iteration 67Q (9391.798636 sec): 3 clusters Score: Raw -1674190.171720 + Penalty 3574.767426 = -1670615.404294 nChanged 9 SP:Iteration 68Q (9391.921112 sec): 3 clusters Score: Raw -1674190.776146 + Penalty 3574.767426 = -1670616.008720 nChanged 8 SP:Iteration 69Q (9392.047135 sec): 3 clusters Score: Raw -1674191.153558 + Penalty 3574.767426 = -1670616.386132 nChanged 7 SP:Iteration 70Q (9392.167645 sec): 3 clusters Score: Raw -1674191.845005 + Penalty 3574.767426 = -1670617.077579 nChanged 7 SP:Iteration 71Q (9392.290241 sec): 3 clusters Score: Raw -1674192.215667 + Penalty 3574.767426 = -1670617.448240 nChanged 4 SP:Iteration 72Q (9392.422686 sec): 3 clusters Score: Raw -1674192.366382 + Penalty 3574.767426 = -1670617.598955 nChanged 2 SP:Iteration 73Q (9392.556832 sec): 3 clusters Score: Raw -1674192.532685 + Penalty 3574.767426 = -1670617.765259 nChanged 1 SP:Iteration 74Q (9392.681102 sec): 3 clusters Score: Raw -1674192.564226 + Penalty 3574.767426 = -1670617.796799 nChanged 0 SP:Iteration 75F (9392.824135 sec): 3 clusters Score: Raw -1674192.564226 + Penalty 3574.767426 = -1670617.796799 nChanged 0 Score: Raw -11881444.291334 + Penalty 42893.948319 = -11838550.343015 Splitting cluster 10 changes total score from -11794765.965338 to -11838550.343015 So it's getting split into cluster 20. Iteration 59Q (9401.149408 sec): 21 clusters Score: Raw -11893183.186740 + Penalty 42893.948319 = -11850289.238421 nChanged 12122 Iteration 60F (9405.013740 sec): 21 clusters Score: Raw -11902507.588454 + Penalty 42893.948319 = -11859613.640135 nChanged 8215 Iteration 61Q (9407.898636 sec): 21 clusters Score: Raw -11906511.804529 + Penalty 42893.948319 = -11863617.856210 nChanged 4744 Iteration 62Q (9410.725686 sec): 21 clusters Score: Raw -11908736.608052 + Penalty 42893.948319 = -11865842.659733 nChanged 3448 Iteration 63Q (9413.517895 sec): 21 clusters Score: Raw -11910086.176110 + Penalty 42893.948319 = -11867192.227791 nChanged 2683 Iteration 64Q (9416.411634 sec): 21 clusters Score: Raw -11910979.945728 + Penalty 42893.948319 = -11868085.997409 nChanged 2073 Iteration 65Q (9419.412493 sec): 21 clusters Score: Raw -11911561.054762 + Penalty 42893.948319 = -11868667.106443 nChanged 1677 Iteration 66Q (9422.752930 sec): 21 clusters Score: Raw -11911955.242819 + Penalty 42893.948319 = -11869061.294500 nChanged 1383 Iteration 67Q (9425.533676 sec): 21 clusters Score: Raw -11912229.943194 + Penalty 42893.948319 = -11869335.994875 nChanged 1104 Iteration 68Q (9428.256478 sec): 21 clusters Score: Raw -11912425.245918 + Penalty 42893.948319 = -11869531.297599 nChanged 948 Iteration 69Q (9431.016810 sec): 21 clusters Score: Raw -11912582.003328 + Penalty 42893.948319 = -11869688.055009 nChanged 821 Iteration 70Q (9433.752412 sec): 21 clusters Score: Raw -11912709.647862 + Penalty 42893.948319 = -11869815.699543 nChanged 749 Iteration 71Q (9436.400328 sec): 21 clusters Score: Raw -11912820.859875 + Penalty 42893.948319 = -11869926.911556 nChanged 621 Iteration 72Q (9439.591564 sec): 21 clusters Score: Raw -11912916.844766 + Penalty 42893.948319 = -11870022.896447 nChanged 573 Iteration 73Q (9442.442304 sec): 21 clusters Score: Raw -11913001.152374 + Penalty 42893.948319 = -11870107.204055 nChanged 523 Iteration 74Q (9445.137525 sec): 21 clusters Score: Raw -11913089.740670 + Penalty 42893.948319 = -11870195.792350 nChanged 497 Iteration 75Q (9447.821683 sec): 21 clusters Score: Raw -11913183.892625 + Penalty 42893.948319 = -11870289.944306 nChanged 486 Iteration 76Q (9450.571918 sec): 21 clusters Score: Raw -11913278.177385 + Penalty 42893.948319 = -11870384.229066 nChanged 463 Iteration 77Q (9453.335974 sec): 21 clusters Score: Raw -11913394.245258 + Penalty 42893.948319 = -11870500.296939 nChanged 522 Iteration 78Q (9456.129089 sec): 21 clusters Score: Raw -11913529.088590 + Penalty 42893.948319 = -11870635.140271 nChanged 527 Iteration 79Q (9459.252782 sec): 21 clusters Score: Raw -11913649.747494 + Penalty 42893.948319 = -11870755.799175 nChanged 515 Iteration 80F (9463.305144 sec): 21 clusters Score: Raw -11913809.910320 + Penalty 42893.948319 = -11870915.962001 nChanged 548 Iteration 81Q (9465.972290 sec): 21 clusters Score: Raw -11913930.383701 + Penalty 42893.948319 = -11871036.435382 nChanged 504 Iteration 82Q (9468.839623 sec): 21 clusters Score: Raw -11914027.407314 + Penalty 42893.948319 = -11871133.458995 nChanged 474 Iteration 83Q (9471.507101 sec): 21 clusters Score: Raw -11914126.248698 + Penalty 42893.948319 = -11871232.300379 nChanged 459 Iteration 84Q (9474.122614 sec): 21 clusters Score: Raw -11914209.607810 + Penalty 42893.948319 = -11871315.659491 nChanged 426 Iteration 85Q (9476.863014 sec): 21 clusters Score: Raw -11914285.548521 + Penalty 42893.948319 = -11871391.600202 nChanged 439 Iteration 86Q (9480.091230 sec): 21 clusters Score: Raw -11914363.197371 + Penalty 42893.948319 = -11871469.249052 nChanged 413 Iteration 87Q (9482.873940 sec): 21 clusters Score: Raw -11914440.322652 + Penalty 42893.948319 = -11871546.374333 nChanged 393 Iteration 88Q (9485.629179 sec): 21 clusters Score: Raw -11914502.105588 + Penalty 42893.948319 = -11871608.157269 nChanged 351 Iteration 89Q (9488.343396 sec): 21 clusters Score: Raw -11914547.280918 + Penalty 42893.948319 = -11871653.332599 nChanged 319 Iteration 90Q (9491.106712 sec): 21 clusters Score: Raw -11914587.098993 + Penalty 42893.948319 = -11871693.150674 nChanged 271 Iteration 91Q (9493.844063 sec): 21 clusters Score: Raw -11914616.776156 + Penalty 42893.948319 = -11871722.827837 nChanged 226 Iteration 92Q (9496.629661 sec): 21 clusters Score: Raw -11914642.413078 + Penalty 42893.948319 = -11871748.464759 nChanged 244 Iteration 93Q (9499.852288 sec): 21 clusters Score: Raw -11914670.981472 + Penalty 42893.948319 = -11871777.033153 nChanged 211 Iteration 94Q (9502.645906 sec): 21 clusters Score: Raw -11914698.860003 + Penalty 42893.948319 = -11871804.911684 nChanged 208 Iteration 95Q (9505.414835 sec): 21 clusters Score: Raw -11914721.192986 + Penalty 42893.948319 = -11871827.244667 nChanged 182 Iteration 96Q (9508.160957 sec): 21 clusters Score: Raw -11914740.130989 + Penalty 42893.948319 = -11871846.182670 nChanged 180 Iteration 97Q (9510.840644 sec): 21 clusters Score: Raw -11914758.648258 + Penalty 42893.948319 = -11871864.699939 nChanged 171 Iteration 98Q (9513.511463 sec): 21 clusters Score: Raw -11914775.465503 + Penalty 42893.948319 = -11871881.517184 nChanged 150 Writing temp clu file Because OldScore, -11871864.699939, is greater than current (better) Score,-11871881.517184 Compute initial score before splitting: Score: Raw -11914775.465503 + Penalty 42893.948319 = -11871881.517184 Trying to split cluster 1 (3335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9513.751600 sec): 2 clusters Score: Raw -164286.298230 + Penalty 1423.696007 = -162862.602223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9513.921969 sec): 3 clusters Score: Raw -162796.517055 + Penalty 2847.392013 = -159949.125041 nChanged 1286 SP:Iteration 1F (9514.016698 sec): 3 clusters Score: Raw -163838.233744 + Penalty 2847.392013 = -160990.841730 nChanged 354 SP:Iteration 2F (9514.112874 sec): 3 clusters Score: Raw -164251.845301 + Penalty 2847.392013 = -161404.453287 nChanged 259 SP:Iteration 3F (9514.218925 sec): 3 clusters Score: Raw -164560.194508 + Penalty 2847.392013 = -161712.802495 nChanged 203 SP:Iteration 4F (9514.311820 sec): 3 clusters Score: Raw -164776.125041 + Penalty 2847.392013 = -161928.733028 nChanged 160 SP:Iteration 5Q (9514.400960 sec): 3 clusters Score: Raw -164921.240496 + Penalty 2847.392013 = -162073.848483 nChanged 101 SP:Iteration 6Q (9514.514275 sec): 3 clusters Score: Raw -164994.250535 + Penalty 2847.392013 = -162146.858521 nChanged 71 SP:Iteration 7Q (9514.651102 sec): 3 clusters Score: Raw -165050.894483 + Penalty 2847.392013 = -162203.502470 nChanged 67 SP:Iteration 8Q (9514.730803 sec): 3 clusters Score: Raw -165092.580561 + Penalty 2847.392013 = -162245.188548 nChanged 39 SP:Iteration 9Q (9514.838874 sec): 3 clusters Score: Raw -165115.122314 + Penalty 2847.392013 = -162267.730301 nChanged 32 SP:Iteration 10Q (9514.943449 sec): 3 clusters Score: Raw -165131.142339 + Penalty 2847.392013 = -162283.750325 nChanged 28 SP:Iteration 11Q (9515.035354 sec): 3 clusters Score: Raw -165144.546536 + Penalty 2847.392013 = -162297.154522 nChanged 20 SP:Iteration 12Q (9515.134174 sec): 3 clusters Score: Raw -165152.276885 + Penalty 2847.392013 = -162304.884872 nChanged 18 SP:Iteration 13Q (9515.242520 sec): 3 clusters Score: Raw -165160.559285 + Penalty 2847.392013 = -162313.167272 nChanged 19 SP:Iteration 14Q (9515.325093 sec): 3 clusters Score: Raw -165169.233363 + Penalty 2847.392013 = -162321.841349 nChanged 16 SP:Iteration 15Q (9515.442620 sec): 3 clusters Score: Raw -165175.850094 + Penalty 2847.392013 = -162328.458081 nChanged 12 SP:Iteration 16Q (9515.520918 sec): 3 clusters Score: Raw -165181.266867 + Penalty 2847.392013 = -162333.874854 nChanged 9 SP:Iteration 17Q (9515.642410 sec): 3 clusters Score: Raw -165186.617007 + Penalty 2847.392013 = -162339.224994 nChanged 13 SP:Iteration 18Q (9515.758065 sec): 3 clusters Score: Raw -165191.967109 + Penalty 2847.392013 = -162344.575096 nChanged 5 SP:Iteration 19Q (9515.853073 sec): 3 clusters Score: Raw -165194.485438 + Penalty 2847.392013 = -162347.093424 nChanged 6 SP:Iteration 20F (9515.961658 sec): 3 clusters Score: Raw -165202.244817 + Penalty 2847.392013 = -162354.852804 nChanged 11 SP:Iteration 21Q (9516.072291 sec): 3 clusters Score: Raw -165208.678663 + Penalty 2847.392013 = -162361.286650 nChanged 12 SP:Iteration 22Q (9516.151955 sec): 3 clusters Score: Raw -165216.809011 + Penalty 2847.392013 = -162369.416997 nChanged 16 SP:Iteration 23Q (9516.267279 sec): 3 clusters Score: Raw -165225.880189 + Penalty 2847.392013 = -162378.488175 nChanged 12 SP:Iteration 24Q (9516.360046 sec): 3 clusters Score: Raw -165232.211671 + Penalty 2847.392013 = -162384.819658 nChanged 18 SP:Iteration 25Q (9516.454872 sec): 3 clusters Score: Raw -165241.842118 + Penalty 2847.392013 = -162394.450104 nChanged 22 SP:Iteration 26Q (9516.551827 sec): 3 clusters Score: Raw -165252.572082 + Penalty 2847.392013 = -162405.180068 nChanged 12 SP:Iteration 27Q (9516.659154 sec): 3 clusters Score: Raw -165260.711986 + Penalty 2847.392013 = -162413.319973 nChanged 20 SP:Iteration 28Q (9516.737427 sec): 3 clusters Score: Raw -165276.473962 + Penalty 2847.392013 = -162429.081949 nChanged 20 SP:Iteration 29Q (9516.833503 sec): 3 clusters Score: Raw -165284.527697 + Penalty 2847.392013 = -162437.135683 nChanged 16 SP:Iteration 30Q (9516.923752 sec): 3 clusters Score: Raw -165291.135293 + Penalty 2847.392013 = -162443.743279 nChanged 14 SP:Iteration 31Q (9517.025551 sec): 3 clusters Score: Raw -165294.447559 + Penalty 2847.392013 = -162447.055545 nChanged 4 SP:Iteration 32Q (9517.118674 sec): 3 clusters Score: Raw -165296.185773 + Penalty 2847.392013 = -162448.793759 nChanged 4 SP:Iteration 33Q (9517.214788 sec): 3 clusters Score: Raw -165297.203924 + Penalty 2847.392013 = -162449.811910 nChanged 3 SP:Iteration 34Q (9517.328917 sec): 3 clusters Score: Raw -165297.748556 + Penalty 2847.392013 = -162450.356543 nChanged 4 SP:Iteration 35Q (9517.418949 sec): 3 clusters Score: Raw -165299.388663 + Penalty 2847.392013 = -162451.996650 nChanged 6 SP:Iteration 36Q (9517.532191 sec): 3 clusters Score: Raw -165301.058245 + Penalty 2847.392013 = -162453.666231 nChanged 5 SP:Iteration 37Q (9517.674011 sec): 3 clusters Score: Raw -165302.599720 + Penalty 2847.392013 = -162455.207707 nChanged 7 SP:Iteration 38Q (9517.784794 sec): 3 clusters Score: Raw -165304.777677 + Penalty 2847.392013 = -162457.385664 nChanged 7 SP:Iteration 39Q (9517.880305 sec): 3 clusters Score: Raw -165306.766816 + Penalty 2847.392013 = -162459.374803 nChanged 5 SP:Iteration 40F (9517.978686 sec): 3 clusters Score: Raw -165308.245284 + Penalty 2847.392013 = -162460.853271 nChanged 3 SP:Iteration 41Q (9518.067362 sec): 3 clusters Score: Raw -165308.929037 + Penalty 2847.392013 = -162461.537024 nChanged 4 SP:Iteration 42Q (9518.168292 sec): 3 clusters Score: Raw -165310.054900 + Penalty 2847.392013 = -162462.662886 nChanged 3 SP:Iteration 43Q (9518.276437 sec): 3 clusters Score: Raw -165312.301167 + Penalty 2847.392013 = -162464.909153 nChanged 5 SP:Iteration 44Q (9518.363734 sec): 3 clusters Score: Raw -165315.504301 + Penalty 2847.392013 = -162468.112288 nChanged 9 SP:Iteration 45Q (9518.473951 sec): 3 clusters Score: Raw -165318.361003 + Penalty 2847.392013 = -162470.968990 nChanged 12 SP:Iteration 46Q (9518.572981 sec): 3 clusters Score: Raw -165325.352545 + Penalty 2847.392013 = -162477.960532 nChanged 13 SP:Iteration 47Q (9518.678106 sec): 3 clusters Score: Raw -165330.385075 + Penalty 2847.392013 = -162482.993061 nChanged 11 SP:Iteration 48Q (9518.757510 sec): 3 clusters Score: Raw -165335.074618 + Penalty 2847.392013 = -162487.682605 nChanged 11 SP:Iteration 49Q (9518.843638 sec): 3 clusters Score: Raw -165341.172757 + Penalty 2847.392013 = -162493.780744 nChanged 7 SP:Iteration 50Q (9518.905968 sec): 3 clusters Score: Raw -165342.975186 + Penalty 2847.392013 = -162495.583172 nChanged 5 SP:Iteration 51Q (9519.003071 sec): 3 clusters Score: Raw -165344.636193 + Penalty 2847.392013 = -162497.244179 nChanged 6 SP:Iteration 52Q (9519.093246 sec): 3 clusters Score: Raw -165347.836535 + Penalty 2847.392013 = -162500.444522 nChanged 9 SP:Iteration 53Q (9519.160127 sec): 3 clusters Score: Raw -165349.846749 + Penalty 2847.392013 = -162502.454735 nChanged 7 SP:Iteration 54Q (9519.260477 sec): 3 clusters Score: Raw -165351.410414 + Penalty 2847.392013 = -162504.018401 nChanged 7 SP:Iteration 55Q (9519.328801 sec): 3 clusters Score: Raw -165353.823651 + Penalty 2847.392013 = -162506.431637 nChanged 0 SP:Iteration 56F (9519.412809 sec): 3 clusters Score: Raw -165353.823651 + Penalty 2847.392013 = -162506.431637 nChanged 0 Trying to split cluster 2 (9307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9519.466375 sec): 2 clusters Score: Raw -595321.312629 + Penalty 1603.810626 = -593717.502003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9519.581540 sec): 3 clusters Score: Raw -590159.669219 + Penalty 3207.621252 = -586952.047968 nChanged 3964 SP:Iteration 1F (9519.680741 sec): 3 clusters Score: Raw -592682.489486 + Penalty 3207.621252 = -589474.868234 nChanged 815 SP:Iteration 2F (9519.785559 sec): 3 clusters Score: Raw -593296.985401 + Penalty 3207.621252 = -590089.364150 nChanged 726 SP:Iteration 3F (9519.883505 sec): 3 clusters Score: Raw -593895.095389 + Penalty 3207.621252 = -590687.474137 nChanged 700 SP:Iteration 4F (9519.985031 sec): 3 clusters Score: Raw -594492.099116 + Penalty 3207.621252 = -591284.477865 nChanged 603 SP:Iteration 5F (9520.067468 sec): 3 clusters Score: Raw -594934.763258 + Penalty 3207.621252 = -591727.142006 nChanged 453 SP:Iteration 6Q (9520.182161 sec): 3 clusters Score: Raw -595175.896880 + Penalty 3207.621252 = -591968.275628 nChanged 287 SP:Iteration 7Q (9520.282338 sec): 3 clusters Score: Raw -595288.514223 + Penalty 3207.621252 = -592080.892972 nChanged 185 SP:Iteration 8Q (9520.378878 sec): 3 clusters Score: Raw -595359.237231 + Penalty 3207.621252 = -592151.615980 nChanged 170 SP:Iteration 9Q (9520.460925 sec): 3 clusters Score: Raw -595428.059078 + Penalty 3207.621252 = -592220.437827 nChanged 134 SP:Iteration 10Q (9520.579828 sec): 3 clusters Score: Raw -595476.520334 + Penalty 3207.621252 = -592268.899082 nChanged 91 SP:Iteration 11Q (9520.678917 sec): 3 clusters Score: Raw -595512.432491 + Penalty 3207.621252 = -592304.811239 nChanged 81 SP:Iteration 12Q (9520.774750 sec): 3 clusters Score: Raw -595539.993624 + Penalty 3207.621252 = -592332.372372 nChanged 70 SP:Iteration 13Q (9520.879594 sec): 3 clusters Score: Raw -595560.590714 + Penalty 3207.621252 = -592352.969463 nChanged 62 SP:Iteration 14Q (9520.970624 sec): 3 clusters Score: Raw -595579.229740 + Penalty 3207.621252 = -592371.608489 nChanged 56 SP:Iteration 15Q (9521.065711 sec): 3 clusters Score: Raw -595593.756218 + Penalty 3207.621252 = -592386.134967 nChanged 56 SP:Iteration 16Q (9521.164644 sec): 3 clusters Score: Raw -595610.066325 + Penalty 3207.621252 = -592402.445074 nChanged 52 SP:Iteration 17Q (9521.279320 sec): 3 clusters Score: Raw -595624.224281 + Penalty 3207.621252 = -592416.603029 nChanged 56 SP:Iteration 18Q (9521.355471 sec): 3 clusters Score: Raw -595640.128814 + Penalty 3207.621252 = -592432.507562 nChanged 55 SP:Iteration 19Q (9521.480701 sec): 3 clusters Score: Raw -595658.319431 + Penalty 3207.621252 = -592450.698180 nChanged 62 SP:Iteration 20F (9521.576331 sec): 3 clusters Score: Raw -595679.116493 + Penalty 3207.621252 = -592471.495241 nChanged 59 SP:Iteration 21Q (9521.681721 sec): 3 clusters Score: Raw -595695.494614 + Penalty 3207.621252 = -592487.873363 nChanged 55 SP:Iteration 22Q (9521.762555 sec): 3 clusters Score: Raw -595714.456962 + Penalty 3207.621252 = -592506.835710 nChanged 48 SP:Iteration 23Q (9521.896244 sec): 3 clusters Score: Raw -595728.886875 + Penalty 3207.621252 = -592521.265624 nChanged 35 SP:Iteration 24Q (9521.984080 sec): 3 clusters Score: Raw -595738.789640 + Penalty 3207.621252 = -592531.168388 nChanged 36 SP:Iteration 25Q (9522.100353 sec): 3 clusters Score: Raw -595747.512651 + Penalty 3207.621252 = -592539.891400 nChanged 40 SP:Iteration 26Q (9522.190359 sec): 3 clusters Score: Raw -595759.961653 + Penalty 3207.621252 = -592552.340401 nChanged 44 SP:Iteration 27Q (9522.285822 sec): 3 clusters Score: Raw -595771.698576 + Penalty 3207.621252 = -592564.077325 nChanged 29 SP:Iteration 28Q (9522.387673 sec): 3 clusters Score: Raw -595780.664638 + Penalty 3207.621252 = -592573.043386 nChanged 40 SP:Iteration 29Q (9522.490345 sec): 3 clusters Score: Raw -595792.914982 + Penalty 3207.621252 = -592585.293731 nChanged 35 SP:Iteration 30Q (9522.583402 sec): 3 clusters Score: Raw -595806.374058 + Penalty 3207.621252 = -592598.752806 nChanged 39 SP:Iteration 31Q (9522.687704 sec): 3 clusters Score: Raw -595824.149550 + Penalty 3207.621252 = -592616.528299 nChanged 53 SP:Iteration 32Q (9522.794413 sec): 3 clusters Score: Raw -595844.845549 + Penalty 3207.621252 = -592637.224297 nChanged 49 SP:Iteration 33Q (9522.901908 sec): 3 clusters Score: Raw -595867.679969 + Penalty 3207.621252 = -592660.058717 nChanged 58 SP:Iteration 34Q (9522.986615 sec): 3 clusters Score: Raw -595889.461616 + Penalty 3207.621252 = -592681.840365 nChanged 48 SP:Iteration 35Q (9523.099040 sec): 3 clusters Score: Raw -595903.138614 + Penalty 3207.621252 = -592695.517363 nChanged 43 SP:Iteration 36Q (9523.192750 sec): 3 clusters Score: Raw -595918.962330 + Penalty 3207.621252 = -592711.341079 nChanged 36 SP:Iteration 37Q (9523.286272 sec): 3 clusters Score: Raw -595931.149980 + Penalty 3207.621252 = -592723.528729 nChanged 37 SP:Iteration 38Q (9523.383059 sec): 3 clusters Score: Raw -595940.230390 + Penalty 3207.621252 = -592732.609139 nChanged 29 SP:Iteration 39Q (9523.484453 sec): 3 clusters Score: Raw -595946.550964 + Penalty 3207.621252 = -592738.929713 nChanged 24 SP:Iteration 40F (9523.597791 sec): 3 clusters Score: Raw -595952.846991 + Penalty 3207.621252 = -592745.225739 nChanged 22 SP:Iteration 41Q (9523.688379 sec): 3 clusters Score: Raw -595958.172115 + Penalty 3207.621252 = -592750.550863 nChanged 19 SP:Iteration 42Q (9523.776256 sec): 3 clusters Score: Raw -595962.642474 + Penalty 3207.621252 = -592755.021222 nChanged 14 SP:Iteration 43Q (9523.872606 sec): 3 clusters Score: Raw -595965.233650 + Penalty 3207.621252 = -592757.612398 nChanged 10 SP:Iteration 44Q (9523.958885 sec): 3 clusters Score: Raw -595966.336922 + Penalty 3207.621252 = -592758.715670 nChanged 6 SP:Iteration 45Q (9524.037440 sec): 3 clusters Score: Raw -595967.310920 + Penalty 3207.621252 = -592759.689669 nChanged 4 SP:Iteration 46Q (9524.157139 sec): 3 clusters Score: Raw -595967.910811 + Penalty 3207.621252 = -592760.289560 nChanged 5 SP:Iteration 47Q (9524.260533 sec): 3 clusters Score: Raw -595969.030928 + Penalty 3207.621252 = -592761.409677 nChanged 5 SP:Iteration 48Q (9524.363838 sec): 3 clusters Score: Raw -595969.792166 + Penalty 3207.621252 = -592762.170915 nChanged 6 SP:Iteration 49Q (9524.463388 sec): 3 clusters Score: Raw -595970.782756 + Penalty 3207.621252 = -592763.161505 nChanged 6 SP:Iteration 50Q (9524.568990 sec): 3 clusters Score: Raw -595971.643652 + Penalty 3207.621252 = -592764.022400 nChanged 6 SP:Iteration 51Q (9524.673272 sec): 3 clusters Score: Raw -595972.135934 + Penalty 3207.621252 = -592764.514682 nChanged 2 SP:Iteration 52Q (9524.777858 sec): 3 clusters Score: Raw -595972.382533 + Penalty 3207.621252 = -592764.761281 nChanged 3 SP:Iteration 53Q (9524.862873 sec): 3 clusters Score: Raw -595972.785382 + Penalty 3207.621252 = -592765.164130 nChanged 4 SP:Iteration 54Q (9524.967845 sec): 3 clusters Score: Raw -595973.416233 + Penalty 3207.621252 = -592765.794981 nChanged 5 SP:Iteration 55Q (9525.063819 sec): 3 clusters Score: Raw -595973.881472 + Penalty 3207.621252 = -592766.260220 nChanged 4 SP:Iteration 56Q (9525.185518 sec): 3 clusters Score: Raw -595974.425783 + Penalty 3207.621252 = -592766.804531 nChanged 0 SP:Iteration 57F (9525.268209 sec): 3 clusters Score: Raw -595974.425783 + Penalty 3207.621252 = -592766.804531 nChanged 0 Trying to split cluster 3 (25114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9525.393986 sec): 2 clusters Score: Raw -1734792.740028 + Penalty 1778.022220 = -1733014.717809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9525.534304 sec): 3 clusters Score: Raw -1719673.290501 + Penalty 3556.044439 = -1716117.246062 nChanged 11300 SP:Iteration 1F (9525.673011 sec): 3 clusters Score: Raw -1726059.112613 + Penalty 3556.044439 = -1722503.068174 nChanged 1385 SP:Iteration 2F (9525.810235 sec): 3 clusters Score: Raw -1726613.179235 + Penalty 3556.044439 = -1723057.134796 nChanged 1311 SP:Iteration 3F (9525.947659 sec): 3 clusters Score: Raw -1727173.854994 + Penalty 3556.044439 = -1723617.810555 nChanged 1315 SP:Iteration 4F (9526.083618 sec): 3 clusters Score: Raw -1727832.672101 + Penalty 3556.044439 = -1724276.627661 nChanged 1404 SP:Iteration 5F (9526.215558 sec): 3 clusters Score: Raw -1728638.552979 + Penalty 3556.044439 = -1725082.508539 nChanged 1476 SP:Iteration 6F (9526.351811 sec): 3 clusters Score: Raw -1729554.858157 + Penalty 3556.044439 = -1725998.813717 nChanged 1454 SP:Iteration 7F (9526.472745 sec): 3 clusters Score: Raw -1730500.908616 + Penalty 3556.044439 = -1726944.864177 nChanged 1344 SP:Iteration 8F (9526.618648 sec): 3 clusters Score: Raw -1731387.350848 + Penalty 3556.044439 = -1727831.306408 nChanged 1198 SP:Iteration 9Q (9526.758169 sec): 3 clusters Score: Raw -1732184.366503 + Penalty 3556.044439 = -1728628.322063 nChanged 1047 SP:Iteration 10Q (9526.876995 sec): 3 clusters Score: Raw -1732915.943705 + Penalty 3556.044439 = -1729359.899266 nChanged 911 SP:Iteration 11Q (9527.023312 sec): 3 clusters Score: Raw -1733668.832386 + Penalty 3556.044439 = -1730112.787947 nChanged 854 SP:Iteration 12Q (9527.149027 sec): 3 clusters Score: Raw -1734456.211312 + Penalty 3556.044439 = -1730900.166872 nChanged 805 SP:Iteration 13Q (9527.269728 sec): 3 clusters Score: Raw -1735218.410536 + Penalty 3556.044439 = -1731662.366096 nChanged 673 SP:Iteration 14Q (9527.412400 sec): 3 clusters Score: Raw -1735903.610516 + Penalty 3556.044439 = -1732347.566077 nChanged 549 SP:Iteration 15Q (9527.533997 sec): 3 clusters Score: Raw -1736471.005632 + Penalty 3556.044439 = -1732914.961193 nChanged 471 SP:Iteration 16Q (9527.657954 sec): 3 clusters Score: Raw -1736930.475320 + Penalty 3556.044439 = -1733374.430881 nChanged 388 SP:Iteration 17Q (9527.786022 sec): 3 clusters Score: Raw -1737247.469572 + Penalty 3556.044439 = -1733691.425133 nChanged 334 SP:Iteration 18Q (9527.909013 sec): 3 clusters Score: Raw -1737454.020822 + Penalty 3556.044439 = -1733897.976383 nChanged 249 SP:Iteration 19Q (9528.031496 sec): 3 clusters Score: Raw -1737581.502894 + Penalty 3556.044439 = -1734025.458455 nChanged 198 SP:Iteration 20F (9528.161556 sec): 3 clusters Score: Raw -1737670.836075 + Penalty 3556.044439 = -1734114.791636 nChanged 159 SP:Iteration 21Q (9528.281443 sec): 3 clusters Score: Raw -1737750.835487 + Penalty 3556.044439 = -1734194.791048 nChanged 159 SP:Iteration 22Q (9528.403894 sec): 3 clusters Score: Raw -1737846.176866 + Penalty 3556.044439 = -1734290.132427 nChanged 190 SP:Iteration 23Q (9528.505023 sec): 3 clusters Score: Raw -1737997.043737 + Penalty 3556.044439 = -1734440.999298 nChanged 192 SP:Iteration 24Q (9528.633470 sec): 3 clusters Score: Raw -1738173.068115 + Penalty 3556.044439 = -1734617.023676 nChanged 219 SP:Iteration 25Q (9528.748562 sec): 3 clusters Score: Raw -1738424.632059 + Penalty 3556.044439 = -1734868.587620 nChanged 167 SP:Iteration 26Q (9528.871731 sec): 3 clusters Score: Raw -1738618.323936 + Penalty 3556.044439 = -1735062.279497 nChanged 130 SP:Iteration 27Q (9528.989546 sec): 3 clusters Score: Raw -1738724.088560 + Penalty 3556.044439 = -1735168.044121 nChanged 98 SP:Iteration 28Q (9529.103656 sec): 3 clusters Score: Raw -1738783.496890 + Penalty 3556.044439 = -1735227.452450 nChanged 69 SP:Iteration 29Q (9529.225538 sec): 3 clusters Score: Raw -1738818.498489 + Penalty 3556.044439 = -1735262.454050 nChanged 67 SP:Iteration 30Q (9529.345793 sec): 3 clusters Score: Raw -1738853.697026 + Penalty 3556.044439 = -1735297.652586 nChanged 54 SP:Iteration 31Q (9529.466693 sec): 3 clusters Score: Raw -1738875.390734 + Penalty 3556.044439 = -1735319.346295 nChanged 33 SP:Iteration 32Q (9529.590338 sec): 3 clusters Score: Raw -1738884.143371 + Penalty 3556.044439 = -1735328.098932 nChanged 32 SP:Iteration 33Q (9529.713604 sec): 3 clusters Score: Raw -1738890.577000 + Penalty 3556.044439 = -1735334.532561 nChanged 24 SP:Iteration 34Q (9529.837174 sec): 3 clusters Score: Raw -1738894.496803 + Penalty 3556.044439 = -1735338.452364 nChanged 17 SP:Iteration 35Q (9529.963701 sec): 3 clusters Score: Raw -1738897.375739 + Penalty 3556.044439 = -1735341.331300 nChanged 18 SP:Iteration 36Q (9530.087385 sec): 3 clusters Score: Raw -1738900.677303 + Penalty 3556.044439 = -1735344.632864 nChanged 16 SP:Iteration 37Q (9530.234775 sec): 3 clusters Score: Raw -1738903.119226 + Penalty 3556.044439 = -1735347.074787 nChanged 7 SP:Iteration 38Q (9530.443208 sec): 3 clusters Score: Raw -1738904.391315 + Penalty 3556.044439 = -1735348.346875 nChanged 12 SP:Iteration 39Q (9530.612746 sec): 3 clusters Score: Raw -1738906.961220 + Penalty 3556.044439 = -1735350.916781 nChanged 9 SP:Iteration 40F (9530.758476 sec): 3 clusters Score: Raw -1738907.965559 + Penalty 3556.044439 = -1735351.921120 nChanged 6 SP:Iteration 41Q (9530.926311 sec): 3 clusters Score: Raw -1738908.540677 + Penalty 3556.044439 = -1735352.496237 nChanged 7 SP:Iteration 42Q (9531.092666 sec): 3 clusters Score: Raw -1738909.115623 + Penalty 3556.044439 = -1735353.071184 nChanged 7 SP:Iteration 43Q (9531.266266 sec): 3 clusters Score: Raw -1738909.852364 + Penalty 3556.044439 = -1735353.807924 nChanged 9 SP:Iteration 44Q (9531.488275 sec): 3 clusters Score: Raw -1738910.794218 + Penalty 3556.044439 = -1735354.749779 nChanged 4 SP:Iteration 45Q (9531.705351 sec): 3 clusters Score: Raw -1738911.193277 + Penalty 3556.044439 = -1735355.148838 nChanged 3 SP:Iteration 46Q (9531.826097 sec): 3 clusters Score: Raw -1738911.499433 + Penalty 3556.044439 = -1735355.454993 nChanged 5 SP:Iteration 47Q (9532.015227 sec): 3 clusters Score: Raw -1738911.892302 + Penalty 3556.044439 = -1735355.847863 nChanged 4 SP:Iteration 48Q (9532.193333 sec): 3 clusters Score: Raw -1738912.245301 + Penalty 3556.044439 = -1735356.200862 nChanged 1 SP:Iteration 49Q (9532.374084 sec): 3 clusters Score: Raw -1738912.350089 + Penalty 3556.044439 = -1735356.305649 nChanged 2 SP:Iteration 50Q (9532.537310 sec): 3 clusters Score: Raw -1738912.601034 + Penalty 3556.044439 = -1735356.556595 nChanged 0 SP:Iteration 51F (9532.728975 sec): 3 clusters Score: Raw -1738912.601034 + Penalty 3556.044439 = -1735356.556595 nChanged 0 Score: Raw -11918907.762247 + Penalty 45038.645735 = -11873869.116512 Splitting cluster 3 changes total score from -11871881.517184 to -11873869.116512 So it's getting split into cluster 21. Trying to split cluster 4 (3098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9537.085233 sec): 2 clusters Score: Raw -165579.964959 + Penalty 1410.758860 = -164169.206099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9537.171553 sec): 3 clusters Score: Raw -164161.734016 + Penalty 2821.517719 = -161340.216297 nChanged 1186 SP:Iteration 1F (9537.258989 sec): 3 clusters Score: Raw -165171.330547 + Penalty 2821.517719 = -162349.812828 nChanged 354 SP:Iteration 2F (9537.339826 sec): 3 clusters Score: Raw -165730.985462 + Penalty 2821.517719 = -162909.467743 nChanged 262 SP:Iteration 3F (9537.426017 sec): 3 clusters Score: Raw -166156.145103 + Penalty 2821.517719 = -163334.627383 nChanged 197 SP:Iteration 4F (9537.513717 sec): 3 clusters Score: Raw -166378.634081 + Penalty 2821.517719 = -163557.116362 nChanged 160 SP:Iteration 5F (9537.590258 sec): 3 clusters Score: Raw -166571.218465 + Penalty 2821.517719 = -163749.700746 nChanged 135 SP:Iteration 6Q (9537.664344 sec): 3 clusters Score: Raw -166752.541297 + Penalty 2821.517719 = -163931.023578 nChanged 113 SP:Iteration 7Q (9537.753570 sec): 3 clusters Score: Raw -166877.064759 + Penalty 2821.517719 = -164055.547040 nChanged 74 SP:Iteration 8Q (9537.821448 sec): 3 clusters Score: Raw -166949.291828 + Penalty 2821.517719 = -164127.774108 nChanged 49 SP:Iteration 9Q (9537.901930 sec): 3 clusters Score: Raw -166985.950971 + Penalty 2821.517719 = -164164.433251 nChanged 31 SP:Iteration 10Q (9537.992511 sec): 3 clusters Score: Raw -167009.126380 + Penalty 2821.517719 = -164187.608660 nChanged 26 SP:Iteration 11Q (9538.069226 sec): 3 clusters Score: Raw -167035.717723 + Penalty 2821.517719 = -164214.200004 nChanged 25 SP:Iteration 12Q (9538.157405 sec): 3 clusters Score: Raw -167059.912497 + Penalty 2821.517719 = -164238.394778 nChanged 25 SP:Iteration 13Q (9538.244228 sec): 3 clusters Score: Raw -167087.798580 + Penalty 2821.517719 = -164266.280860 nChanged 23 SP:Iteration 14Q (9538.333384 sec): 3 clusters Score: Raw -167109.770692 + Penalty 2821.517719 = -164288.252972 nChanged 17 SP:Iteration 15Q (9538.423558 sec): 3 clusters Score: Raw -167121.120436 + Penalty 2821.517719 = -164299.602717 nChanged 11 SP:Iteration 16Q (9538.508940 sec): 3 clusters Score: Raw -167128.159802 + Penalty 2821.517719 = -164306.642082 nChanged 8 SP:Iteration 17Q (9538.593065 sec): 3 clusters Score: Raw -167132.555583 + Penalty 2821.517719 = -164311.037864 nChanged 5 SP:Iteration 18Q (9538.697726 sec): 3 clusters Score: Raw -167135.363031 + Penalty 2821.517719 = -164313.845312 nChanged 3 SP:Iteration 19Q (9538.773237 sec): 3 clusters Score: Raw -167135.916732 + Penalty 2821.517719 = -164314.399013 nChanged 3 SP:Iteration 20F (9538.865659 sec): 3 clusters Score: Raw -167137.202502 + Penalty 2821.517719 = -164315.684782 nChanged 2 SP:Iteration 21Q (9538.941462 sec): 3 clusters Score: Raw -167137.809590 + Penalty 2821.517719 = -164316.291870 nChanged 0 SP:Iteration 22F (9539.023620 sec): 3 clusters Score: Raw -167137.809590 + Penalty 2821.517719 = -164316.291870 nChanged 0 Score: Raw -11920465.606878 + Penalty 47183.343151 = -11873282.263727 Splitting cluster 4 changes total score from -11871881.517184 to -11873282.263727 So it's getting split into cluster 22. Trying to split cluster 5 (12680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9543.435574 sec): 2 clusters Score: Raw -822778.584428 + Penalty 1658.085606 = -821120.498823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9543.537767 sec): 3 clusters Score: Raw -815437.207195 + Penalty 3316.171211 = -812121.035984 nChanged 5524 SP:Iteration 1F (9543.644748 sec): 3 clusters Score: Raw -818513.621361 + Penalty 3316.171211 = -815197.450150 nChanged 783 SP:Iteration 2F (9543.735269 sec): 3 clusters Score: Raw -818848.896294 + Penalty 3316.171211 = -815532.725083 nChanged 656 SP:Iteration 3F (9543.859934 sec): 3 clusters Score: Raw -819125.542085 + Penalty 3316.171211 = -815809.370874 nChanged 570 SP:Iteration 4Q (9543.972487 sec): 3 clusters Score: Raw -819394.000291 + Penalty 3316.171211 = -816077.829080 nChanged 619 SP:Iteration 5Q (9544.079698 sec): 3 clusters Score: Raw -819743.729080 + Penalty 3316.171211 = -816427.557869 nChanged 677 SP:Iteration 6F (9544.189022 sec): 3 clusters Score: Raw -820180.600899 + Penalty 3316.171211 = -816864.429688 nChanged 707 SP:Iteration 7F (9544.292529 sec): 3 clusters Score: Raw -820706.207782 + Penalty 3316.171211 = -817390.036571 nChanged 727 SP:Iteration 8F (9544.399466 sec): 3 clusters Score: Raw -821285.580663 + Penalty 3316.171211 = -817969.409452 nChanged 655 SP:Iteration 9F (9544.506589 sec): 3 clusters Score: Raw -821804.183157 + Penalty 3316.171211 = -818488.011946 nChanged 540 SP:Iteration 10Q (9544.597618 sec): 3 clusters Score: Raw -822198.520684 + Penalty 3316.171211 = -818882.349473 nChanged 391 SP:Iteration 11Q (9544.701685 sec): 3 clusters Score: Raw -822514.385869 + Penalty 3316.171211 = -819198.214658 nChanged 301 SP:Iteration 12Q (9544.827787 sec): 3 clusters Score: Raw -822725.261600 + Penalty 3316.171211 = -819409.090389 nChanged 240 SP:Iteration 13Q (9544.918601 sec): 3 clusters Score: Raw -822878.636270 + Penalty 3316.171211 = -819562.465059 nChanged 182 SP:Iteration 14Q (9545.042913 sec): 3 clusters Score: Raw -822992.358323 + Penalty 3316.171211 = -819676.187111 nChanged 141 SP:Iteration 15Q (9545.152766 sec): 3 clusters Score: Raw -823073.884026 + Penalty 3316.171211 = -819757.712815 nChanged 101 SP:Iteration 16Q (9545.260073 sec): 3 clusters Score: Raw -823124.931490 + Penalty 3316.171211 = -819808.760279 nChanged 81 SP:Iteration 17Q (9545.364134 sec): 3 clusters Score: Raw -823166.680439 + Penalty 3316.171211 = -819850.509228 nChanged 80 SP:Iteration 18Q (9545.446195 sec): 3 clusters Score: Raw -823210.393056 + Penalty 3316.171211 = -819894.221845 nChanged 70 SP:Iteration 19Q (9545.556236 sec): 3 clusters Score: Raw -823252.492699 + Penalty 3316.171211 = -819936.321488 nChanged 71 SP:Iteration 20F (9545.661186 sec): 3 clusters Score: Raw -823300.716310 + Penalty 3316.171211 = -819984.545099 nChanged 84 SP:Iteration 21Q (9545.764288 sec): 3 clusters Score: Raw -823371.842619 + Penalty 3316.171211 = -820055.671408 nChanged 100 SP:Iteration 22Q (9545.865442 sec): 3 clusters Score: Raw -823462.870484 + Penalty 3316.171211 = -820146.699273 nChanged 116 SP:Iteration 23Q (9545.955846 sec): 3 clusters Score: Raw -823587.998097 + Penalty 3316.171211 = -820271.826886 nChanged 127 SP:Iteration 24Q (9546.060441 sec): 3 clusters Score: Raw -823749.523571 + Penalty 3316.171211 = -820433.352360 nChanged 129 SP:Iteration 25Q (9546.184460 sec): 3 clusters Score: Raw -823879.207959 + Penalty 3316.171211 = -820563.036748 nChanged 124 SP:Iteration 26Q (9546.293684 sec): 3 clusters Score: Raw -823968.731436 + Penalty 3316.171211 = -820652.560225 nChanged 89 SP:Iteration 27Q (9546.398737 sec): 3 clusters Score: Raw -824022.807348 + Penalty 3316.171211 = -820706.636137 nChanged 66 SP:Iteration 28Q (9546.506164 sec): 3 clusters Score: Raw -824053.046875 + Penalty 3316.171211 = -820736.875664 nChanged 40 SP:Iteration 29Q (9546.613802 sec): 3 clusters Score: Raw -824070.964925 + Penalty 3316.171211 = -820754.793714 nChanged 41 SP:Iteration 30Q (9546.721673 sec): 3 clusters Score: Raw -824088.739655 + Penalty 3316.171211 = -820772.568444 nChanged 33 SP:Iteration 31Q (9546.829059 sec): 3 clusters Score: Raw -824098.684750 + Penalty 3316.171211 = -820782.513539 nChanged 13 SP:Iteration 32Q (9546.933865 sec): 3 clusters Score: Raw -824102.263410 + Penalty 3316.171211 = -820786.092199 nChanged 10 SP:Iteration 33Q (9547.035929 sec): 3 clusters Score: Raw -824104.205095 + Penalty 3316.171211 = -820788.033884 nChanged 7 SP:Iteration 34Q (9547.143053 sec): 3 clusters Score: Raw -824105.317817 + Penalty 3316.171211 = -820789.146606 nChanged 1 SP:Iteration 35Q (9547.249304 sec): 3 clusters Score: Raw -824105.515084 + Penalty 3316.171211 = -820789.343873 nChanged 1 SP:Iteration 36Q (9547.334971 sec): 3 clusters Score: Raw -824105.848401 + Penalty 3316.171211 = -820789.677190 nChanged 0 SP:Iteration 37F (9547.448072 sec): 3 clusters Score: Raw -824111.043326 + Penalty 3316.171211 = -820794.872115 nChanged 3 SP:Iteration 38Q (9547.569392 sec): 3 clusters Score: Raw -824112.090221 + Penalty 3316.171211 = -820795.919010 nChanged 2 SP:Iteration 39Q (9547.651488 sec): 3 clusters Score: Raw -824112.636148 + Penalty 3316.171211 = -820796.464937 nChanged 2 SP:Iteration 40F (9547.765734 sec): 3 clusters Score: Raw -824112.959925 + Penalty 3316.171211 = -820796.788714 nChanged 2 SP:Iteration 41Q (9547.870975 sec): 3 clusters Score: Raw -824113.644533 + Penalty 3316.171211 = -820797.473322 nChanged 1 SP:Iteration 42Q (9547.979790 sec): 3 clusters Score: Raw -824113.871743 + Penalty 3316.171211 = -820797.700532 nChanged 0 SP:Iteration 43F (9548.087727 sec): 3 clusters Score: Raw -824113.871743 + Penalty 3316.171211 = -820797.700532 nChanged 0 Trying to split cluster 6 (9466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9548.146876 sec): 2 clusters Score: Raw -562490.614726 + Penalty 1606.783530 = -560883.831196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9548.251019 sec): 3 clusters Score: Raw -557310.353192 + Penalty 3213.567060 = -554096.786132 nChanged 4094 SP:Iteration 1F (9548.336979 sec): 3 clusters Score: Raw -560325.768840 + Penalty 3213.567060 = -557112.201779 nChanged 919 SP:Iteration 2F (9548.423581 sec): 3 clusters Score: Raw -561288.037839 + Penalty 3213.567060 = -558074.470779 nChanged 850 SP:Iteration 3F (9548.518987 sec): 3 clusters Score: Raw -562351.706838 + Penalty 3213.567060 = -559138.139778 nChanged 811 SP:Iteration 4F (9548.628362 sec): 3 clusters Score: Raw -563372.244439 + Penalty 3213.567060 = -560158.677379 nChanged 650 SP:Iteration 5F (9548.725463 sec): 3 clusters Score: Raw -564096.914859 + Penalty 3213.567060 = -560883.347799 nChanged 478 SP:Iteration 6F (9548.826252 sec): 3 clusters Score: Raw -564610.011336 + Penalty 3213.567060 = -561396.444276 nChanged 370 SP:Iteration 7Q (9548.915175 sec): 3 clusters Score: Raw -564913.902202 + Penalty 3213.567060 = -561700.335141 nChanged 268 SP:Iteration 8Q (9549.015826 sec): 3 clusters Score: Raw -565109.772925 + Penalty 3213.567060 = -561896.205865 nChanged 218 SP:Iteration 9Q (9549.112966 sec): 3 clusters Score: Raw -565240.421761 + Penalty 3213.567060 = -562026.854701 nChanged 172 SP:Iteration 10Q (9549.216801 sec): 3 clusters Score: Raw -565330.935452 + Penalty 3213.567060 = -562117.368391 nChanged 145 SP:Iteration 11Q (9549.298309 sec): 3 clusters Score: Raw -565400.830301 + Penalty 3213.567060 = -562187.263240 nChanged 106 SP:Iteration 12Q (9549.418654 sec): 3 clusters Score: Raw -565436.551000 + Penalty 3213.567060 = -562222.983940 nChanged 79 SP:Iteration 13Q (9549.523573 sec): 3 clusters Score: Raw -565460.229739 + Penalty 3213.567060 = -562246.662679 nChanged 64 SP:Iteration 14Q (9549.627671 sec): 3 clusters Score: Raw -565480.729213 + Penalty 3213.567060 = -562267.162152 nChanged 53 SP:Iteration 15Q (9549.774151 sec): 3 clusters Score: Raw -565495.180311 + Penalty 3213.567060 = -562281.613251 nChanged 48 SP:Iteration 16Q (9549.893778 sec): 3 clusters Score: Raw -565508.132036 + Penalty 3213.567060 = -562294.564976 nChanged 51 SP:Iteration 17Q (9550.005855 sec): 3 clusters Score: Raw -565520.064635 + Penalty 3213.567060 = -562306.497575 nChanged 40 SP:Iteration 18Q (9550.101830 sec): 3 clusters Score: Raw -565529.854091 + Penalty 3213.567060 = -562316.287031 nChanged 36 SP:Iteration 19Q (9550.220842 sec): 3 clusters Score: Raw -565538.244070 + Penalty 3213.567060 = -562324.677009 nChanged 35 SP:Iteration 20F (9550.336586 sec): 3 clusters Score: Raw -565545.489066 + Penalty 3213.567060 = -562331.922006 nChanged 27 SP:Iteration 21Q (9550.450996 sec): 3 clusters Score: Raw -565550.052023 + Penalty 3213.567060 = -562336.484963 nChanged 19 SP:Iteration 22Q (9550.556250 sec): 3 clusters Score: Raw -565553.182142 + Penalty 3213.567060 = -562339.615081 nChanged 21 SP:Iteration 23Q (9550.668386 sec): 3 clusters Score: Raw -565557.025267 + Penalty 3213.567060 = -562343.458206 nChanged 22 SP:Iteration 24Q (9550.781208 sec): 3 clusters Score: Raw -565561.299942 + Penalty 3213.567060 = -562347.732882 nChanged 21 SP:Iteration 25Q (9550.890813 sec): 3 clusters Score: Raw -565563.840948 + Penalty 3213.567060 = -562350.273888 nChanged 16 SP:Iteration 26Q (9551.010432 sec): 3 clusters Score: Raw -565566.559224 + Penalty 3213.567060 = -562352.992164 nChanged 12 SP:Iteration 27Q (9551.128567 sec): 3 clusters Score: Raw -565568.270927 + Penalty 3213.567060 = -562354.703866 nChanged 10 SP:Iteration 28Q (9551.245047 sec): 3 clusters Score: Raw -565570.019467 + Penalty 3213.567060 = -562356.452407 nChanged 9 SP:Iteration 29Q (9551.379276 sec): 3 clusters Score: Raw -565571.281581 + Penalty 3213.567060 = -562357.714521 nChanged 7 SP:Iteration 30Q (9551.477555 sec): 3 clusters Score: Raw -565572.195241 + Penalty 3213.567060 = -562358.628181 nChanged 5 SP:Iteration 31Q (9551.592757 sec): 3 clusters Score: Raw -565573.046981 + Penalty 3213.567060 = -562359.479921 nChanged 3 SP:Iteration 32Q (9551.702419 sec): 3 clusters Score: Raw -565573.343686 + Penalty 3213.567060 = -562359.776626 nChanged 5 SP:Iteration 33Q (9551.812309 sec): 3 clusters Score: Raw -565573.982193 + Penalty 3213.567060 = -562360.415133 nChanged 7 SP:Iteration 34Q (9551.929947 sec): 3 clusters Score: Raw -565574.688721 + Penalty 3213.567060 = -562361.121660 nChanged 5 SP:Iteration 35Q (9552.068084 sec): 3 clusters Score: Raw -565575.219686 + Penalty 3213.567060 = -562361.652625 nChanged 2 SP:Iteration 36Q (9552.163927 sec): 3 clusters Score: Raw -565575.334698 + Penalty 3213.567060 = -562361.767638 nChanged 3 SP:Iteration 37Q (9552.291367 sec): 3 clusters Score: Raw -565575.659463 + Penalty 3213.567060 = -562362.092403 nChanged 2 SP:Iteration 38Q (9552.411281 sec): 3 clusters Score: Raw -565575.987345 + Penalty 3213.567060 = -562362.420284 nChanged 3 SP:Iteration 39Q (9552.528424 sec): 3 clusters Score: Raw -565576.392000 + Penalty 3213.567060 = -562362.824939 nChanged 2 SP:Iteration 40F (9552.674849 sec): 3 clusters Score: Raw -565576.695334 + Penalty 3213.567060 = -562363.128273 nChanged 1 SP:Iteration 41Q (9552.819914 sec): 3 clusters Score: Raw -565576.719568 + Penalty 3213.567060 = -562363.152508 nChanged 1 SP:Iteration 42Q (9552.949948 sec): 3 clusters Score: Raw -565576.784181 + Penalty 3213.567060 = -562363.217120 nChanged 0 SP:Iteration 43F (9553.063998 sec): 3 clusters Score: Raw -565576.784181 + Penalty 3213.567060 = -562363.217120 nChanged 0 Score: Raw -11923551.776333 + Penalty 49328.040567 = -11874223.735766 Splitting cluster 6 changes total score from -11871881.517184 to -11874223.735766 So it's getting split into cluster 23. Trying to split cluster 7 (9261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9558.326899 sec): 2 clusters Score: Raw -549460.185138 + Penalty 1602.941063 = -547857.244075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9558.453600 sec): 3 clusters Score: Raw -544306.111315 + Penalty 3205.882127 = -541100.229189 nChanged 3952 SP:Iteration 1F (9558.570558 sec): 3 clusters Score: Raw -546832.822764 + Penalty 3205.882127 = -543626.940637 nChanged 889 SP:Iteration 2F (9558.683676 sec): 3 clusters Score: Raw -547534.599915 + Penalty 3205.882127 = -544328.717788 nChanged 750 SP:Iteration 3F (9558.804347 sec): 3 clusters Score: Raw -548084.289895 + Penalty 3205.882127 = -544878.407768 nChanged 575 SP:Iteration 4F (9558.922063 sec): 3 clusters Score: Raw -548463.494526 + Penalty 3205.882127 = -545257.612399 nChanged 444 SP:Iteration 5Q (9559.011366 sec): 3 clusters Score: Raw -548718.070616 + Penalty 3205.882127 = -545512.188489 nChanged 383 SP:Iteration 6Q (9559.124964 sec): 3 clusters Score: Raw -548909.534159 + Penalty 3205.882127 = -545703.652032 nChanged 284 SP:Iteration 7Q (9559.256970 sec): 3 clusters Score: Raw -549058.564958 + Penalty 3205.882127 = -545852.682831 nChanged 268 SP:Iteration 8Q (9559.364701 sec): 3 clusters Score: Raw -549226.463316 + Penalty 3205.882127 = -546020.581189 nChanged 244 SP:Iteration 9Q (9559.446158 sec): 3 clusters Score: Raw -549361.912478 + Penalty 3205.882127 = -546156.030351 nChanged 240 SP:Iteration 10Q (9559.571013 sec): 3 clusters Score: Raw -549480.703427 + Penalty 3205.882127 = -546274.821300 nChanged 230 SP:Iteration 11Q (9559.671023 sec): 3 clusters Score: Raw -549602.271285 + Penalty 3205.882127 = -546396.389158 nChanged 203 SP:Iteration 12Q (9559.767849 sec): 3 clusters Score: Raw -549696.198481 + Penalty 3205.882127 = -546490.316354 nChanged 170 SP:Iteration 13Q (9559.867466 sec): 3 clusters Score: Raw -549766.366284 + Penalty 3205.882127 = -546560.484157 nChanged 147 SP:Iteration 14Q (9559.964680 sec): 3 clusters Score: Raw -549831.924943 + Penalty 3205.882127 = -546626.042816 nChanged 119 SP:Iteration 15Q (9560.065760 sec): 3 clusters Score: Raw -549872.382976 + Penalty 3205.882127 = -546666.500849 nChanged 91 SP:Iteration 16Q (9560.168529 sec): 3 clusters Score: Raw -549906.730982 + Penalty 3205.882127 = -546700.848855 nChanged 96 SP:Iteration 17Q (9560.253774 sec): 3 clusters Score: Raw -549945.242201 + Penalty 3205.882127 = -546739.360074 nChanged 82 SP:Iteration 18Q (9560.376303 sec): 3 clusters Score: Raw -549970.629344 + Penalty 3205.882127 = -546764.747217 nChanged 57 SP:Iteration 19Q (9560.479757 sec): 3 clusters Score: Raw -549984.768921 + Penalty 3205.882127 = -546778.886794 nChanged 50 SP:Iteration 20F (9560.551437 sec): 3 clusters Score: Raw -549997.856722 + Penalty 3205.882127 = -546791.974595 nChanged 46 SP:Iteration 21Q (9560.664836 sec): 3 clusters Score: Raw -550011.186765 + Penalty 3205.882127 = -546805.304638 nChanged 47 SP:Iteration 22Q (9560.755736 sec): 3 clusters Score: Raw -550023.621202 + Penalty 3205.882127 = -546817.739075 nChanged 42 SP:Iteration 23Q (9560.838610 sec): 3 clusters Score: Raw -550033.161089 + Penalty 3205.882127 = -546827.278962 nChanged 41 SP:Iteration 24Q (9560.948001 sec): 3 clusters Score: Raw -550041.577077 + Penalty 3205.882127 = -546835.694950 nChanged 38 SP:Iteration 25Q (9561.044267 sec): 3 clusters Score: Raw -550051.486201 + Penalty 3205.882127 = -546845.604074 nChanged 35 SP:Iteration 26Q (9561.159058 sec): 3 clusters Score: Raw -550060.534104 + Penalty 3205.882127 = -546854.651977 nChanged 40 SP:Iteration 27Q (9561.256743 sec): 3 clusters Score: Raw -550074.519058 + Penalty 3205.882127 = -546868.636932 nChanged 38 SP:Iteration 28Q (9561.348729 sec): 3 clusters Score: Raw -550087.216168 + Penalty 3205.882127 = -546881.334041 nChanged 46 SP:Iteration 29Q (9561.442268 sec): 3 clusters Score: Raw -550101.429262 + Penalty 3205.882127 = -546895.547135 nChanged 42 SP:Iteration 30Q (9561.542982 sec): 3 clusters Score: Raw -550110.993777 + Penalty 3205.882127 = -546905.111650 nChanged 30 SP:Iteration 31Q (9561.644063 sec): 3 clusters Score: Raw -550118.300162 + Penalty 3205.882127 = -546912.418036 nChanged 23 SP:Iteration 32Q (9561.721900 sec): 3 clusters Score: Raw -550125.119046 + Penalty 3205.882127 = -546919.236919 nChanged 34 SP:Iteration 33Q (9561.817349 sec): 3 clusters Score: Raw -550133.680322 + Penalty 3205.882127 = -546927.798195 nChanged 38 SP:Iteration 34Q (9561.931895 sec): 3 clusters Score: Raw -550141.789675 + Penalty 3205.882127 = -546935.907548 nChanged 28 SP:Iteration 35Q (9562.012935 sec): 3 clusters Score: Raw -550148.420656 + Penalty 3205.882127 = -546942.538529 nChanged 32 SP:Iteration 36Q (9562.125480 sec): 3 clusters Score: Raw -550155.755993 + Penalty 3205.882127 = -546949.873866 nChanged 26 SP:Iteration 37Q (9562.216764 sec): 3 clusters Score: Raw -550162.077102 + Penalty 3205.882127 = -546956.194975 nChanged 36 SP:Iteration 38Q (9562.317594 sec): 3 clusters Score: Raw -550169.361930 + Penalty 3205.882127 = -546963.479803 nChanged 29 SP:Iteration 39Q (9562.413298 sec): 3 clusters Score: Raw -550174.490483 + Penalty 3205.882127 = -546968.608357 nChanged 23 SP:Iteration 40F (9562.512183 sec): 3 clusters Score: Raw -550180.022394 + Penalty 3205.882127 = -546974.140267 nChanged 30 SP:Iteration 41Q (9562.610262 sec): 3 clusters Score: Raw -550189.446402 + Penalty 3205.882127 = -546983.564275 nChanged 55 SP:Iteration 42Q (9562.712560 sec): 3 clusters Score: Raw -550206.307526 + Penalty 3205.882127 = -547000.425399 nChanged 59 SP:Iteration 43Q (9562.814849 sec): 3 clusters Score: Raw -550224.148692 + Penalty 3205.882127 = -547018.266565 nChanged 60 SP:Iteration 44Q (9562.915590 sec): 3 clusters Score: Raw -550240.496971 + Penalty 3205.882127 = -547034.614844 nChanged 53 SP:Iteration 45Q (9562.992243 sec): 3 clusters Score: Raw -550255.756819 + Penalty 3205.882127 = -547049.874692 nChanged 51 SP:Iteration 46Q (9563.091685 sec): 3 clusters Score: Raw -550266.568473 + Penalty 3205.882127 = -547060.686346 nChanged 36 SP:Iteration 47Q (9563.200548 sec): 3 clusters Score: Raw -550274.149396 + Penalty 3205.882127 = -547068.267269 nChanged 39 SP:Iteration 48Q (9563.300671 sec): 3 clusters Score: Raw -550282.087082 + Penalty 3205.882127 = -547076.204955 nChanged 38 SP:Iteration 49Q (9563.393322 sec): 3 clusters Score: Raw -550290.404118 + Penalty 3205.882127 = -547084.521992 nChanged 32 SP:Iteration 50Q (9563.478968 sec): 3 clusters Score: Raw -550296.658850 + Penalty 3205.882127 = -547090.776724 nChanged 34 SP:Iteration 51Q (9563.562221 sec): 3 clusters Score: Raw -550303.251936 + Penalty 3205.882127 = -547097.369809 nChanged 28 SP:Iteration 52Q (9563.676186 sec): 3 clusters Score: Raw -550308.555489 + Penalty 3205.882127 = -547102.673362 nChanged 34 SP:Iteration 53Q (9563.766956 sec): 3 clusters Score: Raw -550317.446889 + Penalty 3205.882127 = -547111.564762 nChanged 46 SP:Iteration 54Q (9563.879395 sec): 3 clusters Score: Raw -550327.607546 + Penalty 3205.882127 = -547121.725419 nChanged 43 SP:Iteration 55Q (9563.957295 sec): 3 clusters Score: Raw -550337.744417 + Penalty 3205.882127 = -547131.862290 nChanged 42 SP:Iteration 56Q (9564.058207 sec): 3 clusters Score: Raw -550347.000292 + Penalty 3205.882127 = -547141.118165 nChanged 29 SP:Iteration 57Q (9564.155818 sec): 3 clusters Score: Raw -550353.264622 + Penalty 3205.882127 = -547147.382495 nChanged 29 SP:Iteration 58Q (9564.258293 sec): 3 clusters Score: Raw -550359.852782 + Penalty 3205.882127 = -547153.970655 nChanged 30 SP:Iteration 59Q (9564.361492 sec): 3 clusters Score: Raw -550369.697807 + Penalty 3205.882127 = -547163.815680 nChanged 39 SP:Iteration 60F (9564.455934 sec): 3 clusters Score: Raw -550381.833804 + Penalty 3205.882127 = -547175.951677 nChanged 41 SP:Iteration 61Q (9564.572578 sec): 3 clusters Score: Raw -550392.980239 + Penalty 3205.882127 = -547187.098112 nChanged 51 SP:Iteration 62Q (9564.648021 sec): 3 clusters Score: Raw -550403.105472 + Penalty 3205.882127 = -547197.223345 nChanged 26 SP:Iteration 63Q (9564.752314 sec): 3 clusters Score: Raw -550411.073503 + Penalty 3205.882127 = -547205.191376 nChanged 23 SP:Iteration 64Q (9564.853948 sec): 3 clusters Score: Raw -550417.144203 + Penalty 3205.882127 = -547211.262076 nChanged 27 SP:Iteration 65Q (9564.948205 sec): 3 clusters Score: Raw -550425.688501 + Penalty 3205.882127 = -547219.806374 nChanged 28 SP:Iteration 66Q (9565.027321 sec): 3 clusters Score: Raw -550433.851450 + Penalty 3205.882127 = -547227.969323 nChanged 25 SP:Iteration 67Q (9565.144192 sec): 3 clusters Score: Raw -550442.312798 + Penalty 3205.882127 = -547236.430671 nChanged 34 SP:Iteration 68Q (9565.239029 sec): 3 clusters Score: Raw -550451.082901 + Penalty 3205.882127 = -547245.200774 nChanged 26 SP:Iteration 69Q (9565.333488 sec): 3 clusters Score: Raw -550459.019166 + Penalty 3205.882127 = -547253.137039 nChanged 33 SP:Iteration 70Q (9565.428723 sec): 3 clusters Score: Raw -550466.814118 + Penalty 3205.882127 = -547260.931991 nChanged 33 SP:Iteration 71Q (9565.517722 sec): 3 clusters Score: Raw -550474.680459 + Penalty 3205.882127 = -547268.798332 nChanged 26 SP:Iteration 72Q (9565.612333 sec): 3 clusters Score: Raw -550481.735781 + Penalty 3205.882127 = -547275.853654 nChanged 21 SP:Iteration 73Q (9565.689280 sec): 3 clusters Score: Raw -550486.479041 + Penalty 3205.882127 = -547280.596914 nChanged 19 SP:Iteration 74Q (9565.795871 sec): 3 clusters Score: Raw -550492.947684 + Penalty 3205.882127 = -547287.065557 nChanged 31 SP:Iteration 75Q (9565.885476 sec): 3 clusters Score: Raw -550503.055799 + Penalty 3205.882127 = -547297.173672 nChanged 32 SP:Iteration 76Q (9565.990134 sec): 3 clusters Score: Raw -550510.531811 + Penalty 3205.882127 = -547304.649684 nChanged 27 SP:Iteration 77Q (9566.091744 sec): 3 clusters Score: Raw -550516.928139 + Penalty 3205.882127 = -547311.046012 nChanged 25 SP:Iteration 78Q (9566.169457 sec): 3 clusters Score: Raw -550523.328940 + Penalty 3205.882127 = -547317.446813 nChanged 29 SP:Iteration 79Q (9566.267646 sec): 3 clusters Score: Raw -550530.778309 + Penalty 3205.882127 = -547324.896182 nChanged 19 SP:Iteration 80F (9566.365940 sec): 3 clusters Score: Raw -550534.212617 + Penalty 3205.882127 = -547328.330490 nChanged 11 SP:Iteration 81Q (9566.486746 sec): 3 clusters Score: Raw -550535.713227 + Penalty 3205.882127 = -547329.831100 nChanged 10 SP:Iteration 82Q (9566.592335 sec): 3 clusters Score: Raw -550537.501494 + Penalty 3205.882127 = -547331.619367 nChanged 9 SP:Iteration 83Q (9566.677101 sec): 3 clusters Score: Raw -550539.659923 + Penalty 3205.882127 = -547333.777796 nChanged 6 SP:Iteration 84Q (9566.801111 sec): 3 clusters Score: Raw -550541.377573 + Penalty 3205.882127 = -547335.495446 nChanged 10 SP:Iteration 85Q (9566.899006 sec): 3 clusters Score: Raw -550544.429514 + Penalty 3205.882127 = -547338.547387 nChanged 13 SP:Iteration 86Q (9566.976636 sec): 3 clusters Score: Raw -550547.070057 + Penalty 3205.882127 = -547341.187930 nChanged 9 SP:Iteration 87Q (9567.089513 sec): 3 clusters Score: Raw -550548.468424 + Penalty 3205.882127 = -547342.586297 nChanged 7 SP:Iteration 88Q (9567.165501 sec): 3 clusters Score: Raw -550549.235307 + Penalty 3205.882127 = -547343.353180 nChanged 4 SP:Iteration 89Q (9567.251061 sec): 3 clusters Score: Raw -550549.975723 + Penalty 3205.882127 = -547344.093596 nChanged 4 SP:Iteration 90Q (9567.350165 sec): 3 clusters Score: Raw -550551.035692 + Penalty 3205.882127 = -547345.153565 nChanged 10 SP:Iteration 91Q (9567.438238 sec): 3 clusters Score: Raw -550553.373190 + Penalty 3205.882127 = -547347.491063 nChanged 9 SP:Iteration 92Q (9567.530195 sec): 3 clusters Score: Raw -550554.959227 + Penalty 3205.882127 = -547349.077100 nChanged 10 SP:Iteration 93Q (9567.623459 sec): 3 clusters Score: Raw -550556.622167 + Penalty 3205.882127 = -547350.740040 nChanged 6 SP:Iteration 94Q (9567.783173 sec): 3 clusters Score: Raw -550558.199437 + Penalty 3205.882127 = -547352.317310 nChanged 12 SP:Iteration 95Q (9567.889131 sec): 3 clusters Score: Raw -550561.305091 + Penalty 3205.882127 = -547355.422964 nChanged 16 SP:Iteration 96Q (9568.038332 sec): 3 clusters Score: Raw -550563.842659 + Penalty 3205.882127 = -547357.960532 nChanged 13 SP:Iteration 97Q (9568.154039 sec): 3 clusters Score: Raw -550566.796351 + Penalty 3205.882127 = -547360.914224 nChanged 15 SP:Iteration 98Q (9568.278410 sec): 3 clusters Score: Raw -550570.459818 + Penalty 3205.882127 = -547364.577692 nChanged 12 SP:Iteration 99Q (9568.407601 sec): 3 clusters Score: Raw -550572.905317 + Penalty 3205.882127 = -547367.023190 nChanged 16 SP:Iteration 100F (9568.527491 sec): 3 clusters Score: Raw -550576.453261 + Penalty 3205.882127 = -547370.571135 nChanged 14 SP:Iteration 101Q (9568.658580 sec): 3 clusters Score: Raw -550579.574444 + Penalty 3205.882127 = -547373.692317 nChanged 13 SP:Iteration 102Q (9568.784690 sec): 3 clusters Score: Raw -550583.519538 + Penalty 3205.882127 = -547377.637411 nChanged 22 SP:Iteration 103Q (9568.902767 sec): 3 clusters Score: Raw -550590.408622 + Penalty 3205.882127 = -547384.526495 nChanged 22 SP:Iteration 104Q (9569.029806 sec): 3 clusters Score: Raw -550596.697963 + Penalty 3205.882127 = -547390.815836 nChanged 18 SP:Iteration 105Q (9569.183695 sec): 3 clusters Score: Raw -550600.313619 + Penalty 3205.882127 = -547394.431492 nChanged 9 SP:Iteration 106Q (9569.306823 sec): 3 clusters Score: Raw -550602.092692 + Penalty 3205.882127 = -547396.210565 nChanged 16 SP:Iteration 107Q (9569.434643 sec): 3 clusters Score: Raw -550605.233722 + Penalty 3205.882127 = -547399.351595 nChanged 14 SP:Iteration 108Q (9569.572036 sec): 3 clusters Score: Raw -550606.922385 + Penalty 3205.882127 = -547401.040258 nChanged 10 SP:Iteration 109Q (9569.708050 sec): 3 clusters Score: Raw -550609.476917 + Penalty 3205.882127 = -547403.594790 nChanged 13 SP:Iteration 110Q (9569.836446 sec): 3 clusters Score: Raw -550611.623590 + Penalty 3205.882127 = -547405.741463 nChanged 15 SP:Iteration 111Q (9569.990230 sec): 3 clusters Score: Raw -550614.609151 + Penalty 3205.882127 = -547408.727024 nChanged 12 SP:Iteration 112Q (9570.111773 sec): 3 clusters Score: Raw -550615.782633 + Penalty 3205.882127 = -547409.900506 nChanged 6 SP:Iteration 113Q (9570.232556 sec): 3 clusters Score: Raw -550616.774098 + Penalty 3205.882127 = -547410.891971 nChanged 4 SP:Iteration 114Q (9570.365234 sec): 3 clusters Score: Raw -550617.674883 + Penalty 3205.882127 = -547411.792756 nChanged 4 SP:Iteration 115Q (9570.496175 sec): 3 clusters Score: Raw -550618.737962 + Penalty 3205.882127 = -547412.855835 nChanged 6 SP:Iteration 116Q (9570.643289 sec): 3 clusters Score: Raw -550620.149881 + Penalty 3205.882127 = -547414.267754 nChanged 7 SP:Iteration 117Q (9570.785621 sec): 3 clusters Score: Raw -550621.847939 + Penalty 3205.882127 = -547415.965812 nChanged 6 SP:Iteration 118Q (9570.893118 sec): 3 clusters Score: Raw -550623.205456 + Penalty 3205.882127 = -547417.323329 nChanged 6 SP:Iteration 119Q (9571.050970 sec): 3 clusters Score: Raw -550624.425435 + Penalty 3205.882127 = -547418.543308 nChanged 8 SP:Iteration 120F (9571.177926 sec): 3 clusters Score: Raw -550626.027920 + Penalty 3205.882127 = -547420.145793 nChanged 10 SP:Iteration 121Q (9571.307278 sec): 3 clusters Score: Raw -550628.137425 + Penalty 3205.882127 = -547422.255299 nChanged 14 SP:Iteration 122Q (9571.447291 sec): 3 clusters Score: Raw -550631.517973 + Penalty 3205.882127 = -547425.635846 nChanged 11 SP:Iteration 123Q (9571.585417 sec): 3 clusters Score: Raw -550635.110439 + Penalty 3205.882127 = -547429.228313 nChanged 15 SP:Iteration 124Q (9571.719518 sec): 3 clusters Score: Raw -550639.573469 + Penalty 3205.882127 = -547433.691342 nChanged 22 SP:Iteration 125Q (9571.830179 sec): 3 clusters Score: Raw -550643.953223 + Penalty 3205.882127 = -547438.071096 nChanged 15 SP:Iteration 126Q (9571.966370 sec): 3 clusters Score: Raw -550647.764966 + Penalty 3205.882127 = -547441.882839 nChanged 20 SP:Iteration 127Q (9572.066747 sec): 3 clusters Score: Raw -550652.164349 + Penalty 3205.882127 = -547446.282222 nChanged 14 SP:Iteration 128Q (9572.211685 sec): 3 clusters Score: Raw -550655.008709 + Penalty 3205.882127 = -547449.126582 nChanged 16 SP:Iteration 129Q (9572.325136 sec): 3 clusters Score: Raw -550657.822273 + Penalty 3205.882127 = -547451.940147 nChanged 9 SP:Iteration 130Q (9572.434929 sec): 3 clusters Score: Raw -550659.758415 + Penalty 3205.882127 = -547453.876289 nChanged 10 SP:Iteration 131Q (9572.552939 sec): 3 clusters Score: Raw -550662.347060 + Penalty 3205.882127 = -547456.464933 nChanged 8 SP:Iteration 132Q (9572.652485 sec): 3 clusters Score: Raw -550664.395584 + Penalty 3205.882127 = -547458.513457 nChanged 8 SP:Iteration 133Q (9572.783884 sec): 3 clusters Score: Raw -550665.959920 + Penalty 3205.882127 = -547460.077793 nChanged 3 SP:Iteration 134Q (9572.907654 sec): 3 clusters Score: Raw -550666.788741 + Penalty 3205.882127 = -547460.906614 nChanged 4 SP:Iteration 135Q (9573.023041 sec): 3 clusters Score: Raw -550667.580220 + Penalty 3205.882127 = -547461.698093 nChanged 3 SP:Iteration 136Q (9573.131367 sec): 3 clusters Score: Raw -550668.732108 + Penalty 3205.882127 = -547462.849981 nChanged 11 SP:Iteration 137Q (9573.223361 sec): 3 clusters Score: Raw -550671.743838 + Penalty 3205.882127 = -547465.861711 nChanged 9 SP:Iteration 138Q (9573.353458 sec): 3 clusters Score: Raw -550673.779503 + Penalty 3205.882127 = -547467.897376 nChanged 9 SP:Iteration 139Q (9573.467290 sec): 3 clusters Score: Raw -550675.121796 + Penalty 3205.882127 = -547469.239669 nChanged 7 SP:Iteration 140F (9573.555807 sec): 3 clusters Score: Raw -550676.059135 + Penalty 3205.882127 = -547470.177009 nChanged 3 SP:Iteration 141Q (9573.666500 sec): 3 clusters Score: Raw -550676.456798 + Penalty 3205.882127 = -547470.574671 nChanged 2 SP:Iteration 142Q (9573.800911 sec): 3 clusters Score: Raw -550676.618863 + Penalty 3205.882127 = -547470.736736 nChanged 2 SP:Iteration 143Q (9573.902583 sec): 3 clusters Score: Raw -550676.759644 + Penalty 3205.882127 = -547470.877517 nChanged 1 SP:Iteration 144Q (9573.996802 sec): 3 clusters Score: Raw -550676.834758 + Penalty 3205.882127 = -547470.952631 nChanged 1 SP:Iteration 145Q (9574.104560 sec): 3 clusters Score: Raw -550676.983978 + Penalty 3205.882127 = -547471.101852 nChanged 1 SP:Iteration 146Q (9574.241417 sec): 3 clusters Score: Raw -550677.197667 + Penalty 3205.882127 = -547471.315540 nChanged 1 SP:Iteration 147Q (9574.357873 sec): 3 clusters Score: Raw -550677.444904 + Penalty 3205.882127 = -547471.562778 nChanged 4 SP:Iteration 148Q (9574.476450 sec): 3 clusters Score: Raw -550677.979915 + Penalty 3205.882127 = -547472.097788 nChanged 3 SP:Iteration 149Q (9574.595726 sec): 3 clusters Score: Raw -550678.513299 + Penalty 3205.882127 = -547472.631172 nChanged 2 SP:Iteration 150Q (9574.716216 sec): 3 clusters Score: Raw -550679.169637 + Penalty 3205.882127 = -547473.287510 nChanged 4 SP:Iteration 151Q (9574.827891 sec): 3 clusters Score: Raw -550680.518117 + Penalty 3205.882127 = -547474.635990 nChanged 5 SP:Iteration 152Q (9574.938929 sec): 3 clusters Score: Raw -550682.030852 + Penalty 3205.882127 = -547476.148725 nChanged 9 SP:Iteration 153Q (9575.023726 sec): 3 clusters Score: Raw -550684.253621 + Penalty 3205.882127 = -547478.371494 nChanged 10 SP:Iteration 154Q (9575.149622 sec): 3 clusters Score: Raw -550685.892766 + Penalty 3205.882127 = -547480.010639 nChanged 6 SP:Iteration 155Q (9575.264274 sec): 3 clusters Score: Raw -550686.898117 + Penalty 3205.882127 = -547481.015991 nChanged 8 SP:Iteration 156Q (9575.373000 sec): 3 clusters Score: Raw -550689.672672 + Penalty 3205.882127 = -547483.790545 nChanged 11 SP:Iteration 157Q (9575.489953 sec): 3 clusters Score: Raw -550693.587474 + Penalty 3205.882127 = -547487.705347 nChanged 18 SP:Iteration 158Q (9575.580974 sec): 3 clusters Score: Raw -550699.645601 + Penalty 3205.882127 = -547493.763474 nChanged 23 SP:Iteration 159Q (9575.707770 sec): 3 clusters Score: Raw -550706.620036 + Penalty 3205.882127 = -547500.737909 nChanged 27 SP:Iteration 160F (9575.838480 sec): 3 clusters Score: Raw -550714.996858 + Penalty 3205.882127 = -547509.114731 nChanged 28 SP:Iteration 161Q (9575.958992 sec): 3 clusters Score: Raw -550725.565054 + Penalty 3205.882127 = -547519.682927 nChanged 37 SP:Iteration 162Q (9576.075586 sec): 3 clusters Score: Raw -550739.624751 + Penalty 3205.882127 = -547533.742624 nChanged 39 SP:Iteration 163Q (9576.185760 sec): 3 clusters Score: Raw -550753.021572 + Penalty 3205.882127 = -547547.139445 nChanged 30 SP:Iteration 164Q (9576.298720 sec): 3 clusters Score: Raw -550760.500992 + Penalty 3205.882127 = -547554.618865 nChanged 26 SP:Iteration 165Q (9576.414261 sec): 3 clusters Score: Raw -550768.451989 + Penalty 3205.882127 = -547562.569862 nChanged 31 SP:Iteration 166Q (9576.479298 sec): 3 clusters Score: Raw -550777.702272 + Penalty 3205.882127 = -547571.820145 nChanged 23 SP:Iteration 167Q (9576.544261 sec): 3 clusters Score: Raw -550783.749374 + Penalty 3205.882127 = -547577.867247 nChanged 18 SP:Iteration 168Q (9576.590808 sec): 3 clusters Score: Raw -550787.724879 + Penalty 3205.882127 = -547581.842752 nChanged 17 SP:Iteration 169Q (9576.637507 sec): 3 clusters Score: Raw -550794.488322 + Penalty 3205.882127 = -547588.606195 nChanged 24 SP:Iteration 170Q (9576.750241 sec): 3 clusters Score: Raw -550803.412476 + Penalty 3205.882127 = -547597.530350 nChanged 22 SP:Iteration 171Q (9576.888704 sec): 3 clusters Score: Raw -550809.176281 + Penalty 3205.882127 = -547603.294154 nChanged 18 SP:Iteration 172Q (9576.982098 sec): 3 clusters Score: Raw -550814.502408 + Penalty 3205.882127 = -547608.620281 nChanged 11 SP:Iteration 173Q (9577.097599 sec): 3 clusters Score: Raw -550816.564779 + Penalty 3205.882127 = -547610.682652 nChanged 9 SP:Iteration 174Q (9577.234896 sec): 3 clusters Score: Raw -550817.793778 + Penalty 3205.882127 = -547611.911651 nChanged 7 SP:Iteration 175Q (9577.328319 sec): 3 clusters Score: Raw -550819.336533 + Penalty 3205.882127 = -547613.454406 nChanged 7 SP:Iteration 176Q (9577.443958 sec): 3 clusters Score: Raw -550821.094098 + Penalty 3205.882127 = -547615.211971 nChanged 5 SP:Iteration 177Q (9577.553822 sec): 3 clusters Score: Raw -550821.929817 + Penalty 3205.882127 = -547616.047691 nChanged 6 SP:Iteration 178Q (9577.673964 sec): 3 clusters Score: Raw -550823.042427 + Penalty 3205.882127 = -547617.160300 nChanged 3 SP:Iteration 179Q (9577.778455 sec): 3 clusters Score: Raw -550823.271361 + Penalty 3205.882127 = -547617.389234 nChanged 0 SP:Iteration 180F (9577.885303 sec): 3 clusters Score: Raw -550823.271361 + Penalty 3205.882127 = -547617.389234 nChanged 0 Trying to split cluster 8 (19655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9577.977383 sec): 2 clusters Score: Raw -1345757.403295 + Penalty 1735.008275 = -1344022.395020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9578.104868 sec): 3 clusters Score: Raw -1334114.765257 + Penalty 3470.016550 = -1330644.748707 nChanged 8784 SP:Iteration 1F (9578.227116 sec): 3 clusters Score: Raw -1339082.907851 + Penalty 3470.016550 = -1335612.891301 nChanged 1176 SP:Iteration 2F (9578.355216 sec): 3 clusters Score: Raw -1339650.565552 + Penalty 3470.016550 = -1336180.549001 nChanged 1142 SP:Iteration 3F (9578.482635 sec): 3 clusters Score: Raw -1340270.851114 + Penalty 3470.016550 = -1336800.834563 nChanged 1283 SP:Iteration 4F (9578.589991 sec): 3 clusters Score: Raw -1341100.718904 + Penalty 3470.016550 = -1337630.702354 nChanged 1329 SP:Iteration 5F (9578.719099 sec): 3 clusters Score: Raw -1342026.306609 + Penalty 3470.016550 = -1338556.290058 nChanged 1290 SP:Iteration 6F (9578.859701 sec): 3 clusters Score: Raw -1342906.742027 + Penalty 3470.016550 = -1339436.725477 nChanged 1106 SP:Iteration 7F (9578.982873 sec): 3 clusters Score: Raw -1343577.145197 + Penalty 3470.016550 = -1340107.128647 nChanged 940 SP:Iteration 8Q (9579.112150 sec): 3 clusters Score: Raw -1344117.308478 + Penalty 3470.016550 = -1340647.291928 nChanged 739 SP:Iteration 9Q (9579.242077 sec): 3 clusters Score: Raw -1344536.210965 + Penalty 3470.016550 = -1341066.194414 nChanged 657 SP:Iteration 10Q (9579.371025 sec): 3 clusters Score: Raw -1344907.506103 + Penalty 3470.016550 = -1341437.489552 nChanged 555 SP:Iteration 11Q (9579.497049 sec): 3 clusters Score: Raw -1345220.476483 + Penalty 3470.016550 = -1341750.459933 nChanged 480 SP:Iteration 12Q (9579.622305 sec): 3 clusters Score: Raw -1345458.055521 + Penalty 3470.016550 = -1341988.038971 nChanged 417 SP:Iteration 13Q (9579.749079 sec): 3 clusters Score: Raw -1345649.767350 + Penalty 3470.016550 = -1342179.750799 nChanged 331 SP:Iteration 14Q (9579.872053 sec): 3 clusters Score: Raw -1345786.371293 + Penalty 3470.016550 = -1342316.354742 nChanged 290 SP:Iteration 15Q (9579.980708 sec): 3 clusters Score: Raw -1345909.796809 + Penalty 3470.016550 = -1342439.780258 nChanged 256 SP:Iteration 16Q (9580.099539 sec): 3 clusters Score: Raw -1346016.713039 + Penalty 3470.016550 = -1342546.696488 nChanged 252 SP:Iteration 17Q (9580.233398 sec): 3 clusters Score: Raw -1346106.288889 + Penalty 3470.016550 = -1342636.272339 nChanged 216 SP:Iteration 18Q (9580.355402 sec): 3 clusters Score: Raw -1346170.260696 + Penalty 3470.016550 = -1342700.244146 nChanged 163 SP:Iteration 19Q (9580.484212 sec): 3 clusters Score: Raw -1346212.016877 + Penalty 3470.016550 = -1342742.000326 nChanged 142 SP:Iteration 20F (9580.609583 sec): 3 clusters Score: Raw -1346245.670152 + Penalty 3470.016550 = -1342775.653602 nChanged 136 SP:Iteration 21Q (9580.735243 sec): 3 clusters Score: Raw -1346282.753071 + Penalty 3470.016550 = -1342812.736520 nChanged 125 SP:Iteration 22Q (9580.839106 sec): 3 clusters Score: Raw -1346313.887037 + Penalty 3470.016550 = -1342843.870487 nChanged 119 SP:Iteration 23Q (9580.974575 sec): 3 clusters Score: Raw -1346336.112359 + Penalty 3470.016550 = -1342866.095809 nChanged 86 SP:Iteration 24Q (9581.092688 sec): 3 clusters Score: Raw -1346350.755711 + Penalty 3470.016550 = -1342880.739161 nChanged 78 SP:Iteration 25Q (9581.189613 sec): 3 clusters Score: Raw -1346363.687236 + Penalty 3470.016550 = -1342893.670686 nChanged 80 SP:Iteration 26Q (9581.322578 sec): 3 clusters Score: Raw -1346377.618080 + Penalty 3470.016550 = -1342907.601530 nChanged 81 SP:Iteration 27Q (9581.444501 sec): 3 clusters Score: Raw -1346394.901822 + Penalty 3470.016550 = -1342924.885271 nChanged 84 SP:Iteration 28Q (9581.565827 sec): 3 clusters Score: Raw -1346409.541025 + Penalty 3470.016550 = -1342939.524475 nChanged 74 SP:Iteration 29Q (9581.689450 sec): 3 clusters Score: Raw -1346420.504235 + Penalty 3470.016550 = -1342950.487684 nChanged 71 SP:Iteration 30Q (9581.801062 sec): 3 clusters Score: Raw -1346430.335488 + Penalty 3470.016550 = -1342960.318937 nChanged 48 SP:Iteration 31Q (9581.926025 sec): 3 clusters Score: Raw -1346436.543307 + Penalty 3470.016550 = -1342966.526756 nChanged 35 SP:Iteration 32Q (9582.049656 sec): 3 clusters Score: Raw -1346440.393108 + Penalty 3470.016550 = -1342970.376557 nChanged 32 SP:Iteration 33Q (9582.169193 sec): 3 clusters Score: Raw -1346444.382804 + Penalty 3470.016550 = -1342974.366253 nChanged 30 SP:Iteration 34Q (9582.296477 sec): 3 clusters Score: Raw -1346447.786126 + Penalty 3470.016550 = -1342977.769575 nChanged 27 SP:Iteration 35Q (9582.422877 sec): 3 clusters Score: Raw -1346450.920316 + Penalty 3470.016550 = -1342980.903766 nChanged 25 SP:Iteration 36Q (9582.541577 sec): 3 clusters Score: Raw -1346453.744836 + Penalty 3470.016550 = -1342983.728286 nChanged 24 SP:Iteration 37Q (9582.656465 sec): 3 clusters Score: Raw -1346456.797354 + Penalty 3470.016550 = -1342986.780804 nChanged 30 SP:Iteration 38Q (9582.772495 sec): 3 clusters Score: Raw -1346459.552693 + Penalty 3470.016550 = -1342989.536143 nChanged 16 SP:Iteration 39Q (9582.887655 sec): 3 clusters Score: Raw -1346461.647907 + Penalty 3470.016550 = -1342991.631357 nChanged 31 SP:Iteration 40F (9583.005198 sec): 3 clusters Score: Raw -1346465.692605 + Penalty 3470.016550 = -1342995.676054 nChanged 30 SP:Iteration 41Q (9583.120197 sec): 3 clusters Score: Raw -1346469.619374 + Penalty 3470.016550 = -1342999.602823 nChanged 39 SP:Iteration 42Q (9583.235114 sec): 3 clusters Score: Raw -1346473.854768 + Penalty 3470.016550 = -1343003.838218 nChanged 33 SP:Iteration 43Q (9583.351344 sec): 3 clusters Score: Raw -1346478.473146 + Penalty 3470.016550 = -1343008.456595 nChanged 36 SP:Iteration 44Q (9583.465883 sec): 3 clusters Score: Raw -1346483.064226 + Penalty 3470.016550 = -1343013.047675 nChanged 27 SP:Iteration 45Q (9583.585429 sec): 3 clusters Score: Raw -1346486.141132 + Penalty 3470.016550 = -1343016.124581 nChanged 24 SP:Iteration 46Q (9583.710135 sec): 3 clusters Score: Raw -1346488.328261 + Penalty 3470.016550 = -1343018.311711 nChanged 18 SP:Iteration 47Q (9583.835245 sec): 3 clusters Score: Raw -1346489.944616 + Penalty 3470.016550 = -1343019.928066 nChanged 11 SP:Iteration 48Q (9583.961494 sec): 3 clusters Score: Raw -1346491.142048 + Penalty 3470.016550 = -1343021.125498 nChanged 23 SP:Iteration 49Q (9584.071545 sec): 3 clusters Score: Raw -1346493.076747 + Penalty 3470.016550 = -1343023.060196 nChanged 15 SP:Iteration 50Q (9584.186047 sec): 3 clusters Score: Raw -1346494.444596 + Penalty 3470.016550 = -1343024.428046 nChanged 17 SP:Iteration 51Q (9584.315602 sec): 3 clusters Score: Raw -1346495.847870 + Penalty 3470.016550 = -1343025.831320 nChanged 16 SP:Iteration 52Q (9584.441053 sec): 3 clusters Score: Raw -1346497.276290 + Penalty 3470.016550 = -1343027.259739 nChanged 12 SP:Iteration 53Q (9584.564036 sec): 3 clusters Score: Raw -1346498.206316 + Penalty 3470.016550 = -1343028.189766 nChanged 10 SP:Iteration 54Q (9584.685551 sec): 3 clusters Score: Raw -1346499.304458 + Penalty 3470.016550 = -1343029.287908 nChanged 13 SP:Iteration 55Q (9584.808907 sec): 3 clusters Score: Raw -1346500.376717 + Penalty 3470.016550 = -1343030.360167 nChanged 17 SP:Iteration 56Q (9584.935652 sec): 3 clusters Score: Raw -1346501.794611 + Penalty 3470.016550 = -1343031.778061 nChanged 15 SP:Iteration 57Q (9585.061554 sec): 3 clusters Score: Raw -1346502.930647 + Penalty 3470.016550 = -1343032.914097 nChanged 12 SP:Iteration 58Q (9585.185086 sec): 3 clusters Score: Raw -1346503.794670 + Penalty 3470.016550 = -1343033.778119 nChanged 10 SP:Iteration 59Q (9585.309293 sec): 3 clusters Score: Raw -1346504.399728 + Penalty 3470.016550 = -1343034.383178 nChanged 10 SP:Iteration 60F (9585.436254 sec): 3 clusters Score: Raw -1346505.223770 + Penalty 3470.016550 = -1343035.207219 nChanged 11 SP:Iteration 61Q (9585.560069 sec): 3 clusters Score: Raw -1346505.886331 + Penalty 3470.016550 = -1343035.869781 nChanged 6 SP:Iteration 62Q (9585.676613 sec): 3 clusters Score: Raw -1346506.206013 + Penalty 3470.016550 = -1343036.189463 nChanged 4 SP:Iteration 63Q (9585.795250 sec): 3 clusters Score: Raw -1346506.418942 + Penalty 3470.016550 = -1343036.402392 nChanged 3 SP:Iteration 64Q (9585.906333 sec): 3 clusters Score: Raw -1346506.527112 + Penalty 3470.016550 = -1343036.510562 nChanged 1 SP:Iteration 65Q (9586.022696 sec): 3 clusters Score: Raw -1346506.618750 + Penalty 3470.016550 = -1343036.602199 nChanged 5 SP:Iteration 66Q (9586.143594 sec): 3 clusters Score: Raw -1346506.890350 + Penalty 3470.016550 = -1343036.873800 nChanged 2 SP:Iteration 67Q (9586.257550 sec): 3 clusters Score: Raw -1346507.013932 + Penalty 3470.016550 = -1343036.997381 nChanged 3 SP:Iteration 68Q (9586.367600 sec): 3 clusters Score: Raw -1346507.178337 + Penalty 3470.016550 = -1343037.161787 nChanged 2 SP:Iteration 69Q (9586.483972 sec): 3 clusters Score: Raw -1346507.372693 + Penalty 3470.016550 = -1343037.356143 nChanged 4 SP:Iteration 70Q (9586.597449 sec): 3 clusters Score: Raw -1346507.865967 + Penalty 3470.016550 = -1343037.849417 nChanged 7 SP:Iteration 71Q (9586.701891 sec): 3 clusters Score: Raw -1346508.584307 + Penalty 3470.016550 = -1343038.567756 nChanged 5 SP:Iteration 72Q (9586.821890 sec): 3 clusters Score: Raw -1346509.158838 + Penalty 3470.016550 = -1343039.142288 nChanged 8 SP:Iteration 73Q (9586.943998 sec): 3 clusters Score: Raw -1346509.779665 + Penalty 3470.016550 = -1343039.763114 nChanged 7 SP:Iteration 74Q (9587.033471 sec): 3 clusters Score: Raw -1346510.164165 + Penalty 3470.016550 = -1343040.147615 nChanged 7 SP:Iteration 75Q (9587.147909 sec): 3 clusters Score: Raw -1346510.561562 + Penalty 3470.016550 = -1343040.545012 nChanged 9 SP:Iteration 76Q (9587.264564 sec): 3 clusters Score: Raw -1346511.357640 + Penalty 3470.016550 = -1343041.341090 nChanged 16 SP:Iteration 77Q (9587.402018 sec): 3 clusters Score: Raw -1346512.832846 + Penalty 3470.016550 = -1343042.816296 nChanged 23 SP:Iteration 78Q (9587.550852 sec): 3 clusters Score: Raw -1346514.979794 + Penalty 3470.016550 = -1343044.963243 nChanged 18 SP:Iteration 79Q (9587.718570 sec): 3 clusters Score: Raw -1346516.567837 + Penalty 3470.016550 = -1343046.551286 nChanged 19 SP:Iteration 80F (9587.885039 sec): 3 clusters Score: Raw -1346517.893369 + Penalty 3470.016550 = -1343047.876819 nChanged 22 SP:Iteration 81Q (9588.060249 sec): 3 clusters Score: Raw -1346519.648144 + Penalty 3470.016550 = -1343049.631593 nChanged 19 SP:Iteration 82Q (9588.250155 sec): 3 clusters Score: Raw -1346520.755092 + Penalty 3470.016550 = -1343050.738542 nChanged 15 SP:Iteration 83Q (9588.417233 sec): 3 clusters Score: Raw -1346521.779492 + Penalty 3470.016550 = -1343051.762942 nChanged 15 SP:Iteration 84Q (9588.540591 sec): 3 clusters Score: Raw -1346523.223726 + Penalty 3470.016550 = -1343053.207176 nChanged 14 SP:Iteration 85Q (9588.714814 sec): 3 clusters Score: Raw -1346524.493881 + Penalty 3470.016550 = -1343054.477331 nChanged 14 SP:Iteration 86Q (9588.904740 sec): 3 clusters Score: Raw -1346525.488697 + Penalty 3470.016550 = -1343055.472147 nChanged 14 SP:Iteration 87Q (9589.049354 sec): 3 clusters Score: Raw -1346526.816174 + Penalty 3470.016550 = -1343056.799623 nChanged 17 SP:Iteration 88Q (9589.249977 sec): 3 clusters Score: Raw -1346528.106967 + Penalty 3470.016550 = -1343058.090416 nChanged 15 SP:Iteration 89Q (9589.373584 sec): 3 clusters Score: Raw -1346529.444126 + Penalty 3470.016550 = -1343059.427575 nChanged 14 SP:Iteration 90Q (9589.538056 sec): 3 clusters Score: Raw -1346530.925955 + Penalty 3470.016550 = -1343060.909404 nChanged 20 SP:Iteration 91Q (9589.698860 sec): 3 clusters Score: Raw -1346533.350591 + Penalty 3470.016550 = -1343063.334041 nChanged 20 SP:Iteration 92Q (9589.842454 sec): 3 clusters Score: Raw -1346536.131648 + Penalty 3470.016550 = -1343066.115097 nChanged 28 SP:Iteration 93Q (9589.973278 sec): 3 clusters Score: Raw -1346538.961353 + Penalty 3470.016550 = -1343068.944803 nChanged 17 SP:Iteration 94Q (9590.112120 sec): 3 clusters Score: Raw -1346540.747286 + Penalty 3470.016550 = -1343070.730736 nChanged 19 SP:Iteration 95Q (9590.273666 sec): 3 clusters Score: Raw -1346542.871931 + Penalty 3470.016550 = -1343072.855380 nChanged 21 SP:Iteration 96Q (9590.440023 sec): 3 clusters Score: Raw -1346544.830118 + Penalty 3470.016550 = -1343074.813567 nChanged 19 SP:Iteration 97Q (9590.552798 sec): 3 clusters Score: Raw -1346546.332742 + Penalty 3470.016550 = -1343076.316192 nChanged 22 SP:Iteration 98Q (9590.707935 sec): 3 clusters Score: Raw -1346548.329833 + Penalty 3470.016550 = -1343078.313282 nChanged 23 SP:Iteration 99Q (9590.845600 sec): 3 clusters Score: Raw -1346550.629657 + Penalty 3470.016550 = -1343080.613106 nChanged 22 SP:Iteration 100F (9590.961183 sec): 3 clusters Score: Raw -1346552.678225 + Penalty 3470.016550 = -1343082.661674 nChanged 16 SP:Iteration 101Q (9591.096521 sec): 3 clusters Score: Raw -1346554.613335 + Penalty 3470.016550 = -1343084.596784 nChanged 12 SP:Iteration 102Q (9591.207640 sec): 3 clusters Score: Raw -1346555.550703 + Penalty 3470.016550 = -1343085.534153 nChanged 15 SP:Iteration 103Q (9591.330768 sec): 3 clusters Score: Raw -1346556.732884 + Penalty 3470.016550 = -1343086.716333 nChanged 16 SP:Iteration 104Q (9591.458815 sec): 3 clusters Score: Raw -1346558.385534 + Penalty 3470.016550 = -1343088.368984 nChanged 21 SP:Iteration 105Q (9591.572594 sec): 3 clusters Score: Raw -1346559.861652 + Penalty 3470.016550 = -1343089.845101 nChanged 10 SP:Iteration 106Q (9591.662508 sec): 3 clusters Score: Raw -1346560.434845 + Penalty 3470.016550 = -1343090.418295 nChanged 6 SP:Iteration 107Q (9591.769502 sec): 3 clusters Score: Raw -1346560.981946 + Penalty 3470.016550 = -1343090.965396 nChanged 9 SP:Iteration 108Q (9591.897377 sec): 3 clusters Score: Raw -1346561.887726 + Penalty 3470.016550 = -1343091.871176 nChanged 8 SP:Iteration 109Q (9592.027594 sec): 3 clusters Score: Raw -1346562.370027 + Penalty 3470.016550 = -1343092.353477 nChanged 8 SP:Iteration 110Q (9592.154236 sec): 3 clusters Score: Raw -1346562.895743 + Penalty 3470.016550 = -1343092.879193 nChanged 9 SP:Iteration 111Q (9592.280603 sec): 3 clusters Score: Raw -1346563.841702 + Penalty 3470.016550 = -1343093.825152 nChanged 11 SP:Iteration 112Q (9592.406525 sec): 3 clusters Score: Raw -1346565.304859 + Penalty 3470.016550 = -1343095.288309 nChanged 21 SP:Iteration 113Q (9592.531312 sec): 3 clusters Score: Raw -1346567.551920 + Penalty 3470.016550 = -1343097.535370 nChanged 21 SP:Iteration 114Q (9592.656416 sec): 3 clusters Score: Raw -1346569.861258 + Penalty 3470.016550 = -1343099.844707 nChanged 20 SP:Iteration 115Q (9592.780111 sec): 3 clusters Score: Raw -1346571.988486 + Penalty 3470.016550 = -1343101.971936 nChanged 18 SP:Iteration 116Q (9592.914582 sec): 3 clusters Score: Raw -1346573.751354 + Penalty 3470.016550 = -1343103.734804 nChanged 16 SP:Iteration 117Q (9593.036791 sec): 3 clusters Score: Raw -1346575.091689 + Penalty 3470.016550 = -1343105.075139 nChanged 10 SP:Iteration 118Q (9593.159966 sec): 3 clusters Score: Raw -1346575.772244 + Penalty 3470.016550 = -1343105.755694 nChanged 8 SP:Iteration 119Q (9593.266100 sec): 3 clusters Score: Raw -1346576.183824 + Penalty 3470.016550 = -1343106.167273 nChanged 4 SP:Iteration 120F (9593.394179 sec): 3 clusters Score: Raw -1346576.573224 + Penalty 3470.016550 = -1343106.556673 nChanged 3 SP:Iteration 121Q (9593.514794 sec): 3 clusters Score: Raw -1346576.727398 + Penalty 3470.016550 = -1343106.710847 nChanged 2 SP:Iteration 122Q (9593.616940 sec): 3 clusters Score: Raw -1346576.877927 + Penalty 3470.016550 = -1343106.861377 nChanged 2 SP:Iteration 123Q (9593.737840 sec): 3 clusters Score: Raw -1346576.960388 + Penalty 3470.016550 = -1343106.943837 nChanged 1 SP:Iteration 124Q (9593.856259 sec): 3 clusters Score: Raw -1346577.006542 + Penalty 3470.016550 = -1343106.989992 nChanged 1 SP:Iteration 125Q (9593.973909 sec): 3 clusters Score: Raw -1346577.036780 + Penalty 3470.016550 = -1343107.020230 nChanged 0 SP:Iteration 126F (9594.090731 sec): 3 clusters Score: Raw -1346577.036780 + Penalty 3470.016550 = -1343107.020230 nChanged 0 Trying to split cluster 9 (3881 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9594.151125 sec): 2 clusters Score: Raw -159334.010856 + Penalty 1450.305347 = -157883.705509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9594.237043 sec): 3 clusters Score: Raw -157666.596945 + Penalty 2900.610694 = -154765.986251 nChanged 1583 SP:Iteration 1F (9594.333840 sec): 3 clusters Score: Raw -159856.635340 + Penalty 2900.610694 = -156956.024646 nChanged 613 SP:Iteration 2F (9594.420692 sec): 3 clusters Score: Raw -161274.546627 + Penalty 2900.610694 = -158373.935933 nChanged 345 SP:Iteration 3F (9594.510011 sec): 3 clusters Score: Raw -161944.428043 + Penalty 2900.610694 = -159043.817349 nChanged 209 SP:Iteration 4F (9594.599424 sec): 3 clusters Score: Raw -162284.852059 + Penalty 2900.610694 = -159384.241365 nChanged 147 SP:Iteration 5Q (9594.690565 sec): 3 clusters Score: Raw -162526.584883 + Penalty 2900.610694 = -159625.974189 nChanged 122 SP:Iteration 6Q (9594.779734 sec): 3 clusters Score: Raw -162671.290525 + Penalty 2900.610694 = -159770.679831 nChanged 67 SP:Iteration 7Q (9594.870221 sec): 3 clusters Score: Raw -162732.310291 + Penalty 2900.610694 = -159831.699597 nChanged 58 SP:Iteration 8Q (9594.962172 sec): 3 clusters Score: Raw -162782.681429 + Penalty 2900.610694 = -159882.070735 nChanged 43 SP:Iteration 9Q (9595.040233 sec): 3 clusters Score: Raw -162816.765047 + Penalty 2900.610694 = -159916.154353 nChanged 41 SP:Iteration 10Q (9595.114748 sec): 3 clusters Score: Raw -162852.936374 + Penalty 2900.610694 = -159952.325680 nChanged 36 SP:Iteration 11Q (9595.213153 sec): 3 clusters Score: Raw -162886.506016 + Penalty 2900.610694 = -159985.895322 nChanged 39 SP:Iteration 12Q (9595.288924 sec): 3 clusters Score: Raw -162917.587030 + Penalty 2900.610694 = -160016.976336 nChanged 24 SP:Iteration 13Q (9595.380742 sec): 3 clusters Score: Raw -162934.126096 + Penalty 2900.610694 = -160033.515402 nChanged 28 SP:Iteration 14Q (9595.490045 sec): 3 clusters Score: Raw -162952.364592 + Penalty 2900.610694 = -160051.753898 nChanged 20 SP:Iteration 15Q (9595.589111 sec): 3 clusters Score: Raw -162962.917414 + Penalty 2900.610694 = -160062.306719 nChanged 16 SP:Iteration 16Q (9595.659481 sec): 3 clusters Score: Raw -162970.008166 + Penalty 2900.610694 = -160069.397472 nChanged 11 SP:Iteration 17Q (9595.768497 sec): 3 clusters Score: Raw -162974.040769 + Penalty 2900.610694 = -160073.430075 nChanged 7 SP:Iteration 18Q (9595.858266 sec): 3 clusters Score: Raw -162975.975414 + Penalty 2900.610694 = -160075.364720 nChanged 7 SP:Iteration 19Q (9595.940629 sec): 3 clusters Score: Raw -162977.943089 + Penalty 2900.610694 = -160077.332395 nChanged 4 SP:Iteration 20F (9596.034588 sec): 3 clusters Score: Raw -162980.450476 + Penalty 2900.610694 = -160079.839782 nChanged 3 SP:Iteration 21Q (9596.120837 sec): 3 clusters Score: Raw -162981.716163 + Penalty 2900.610694 = -160081.105469 nChanged 2 SP:Iteration 22Q (9596.184574 sec): 3 clusters Score: Raw -162982.438066 + Penalty 2900.610694 = -160081.827372 nChanged 3 SP:Iteration 23Q (9596.275525 sec): 3 clusters Score: Raw -162982.923019 + Penalty 2900.610694 = -160082.312325 nChanged 1 SP:Iteration 24Q (9596.367356 sec): 3 clusters Score: Raw -162983.073494 + Penalty 2900.610694 = -160082.462800 nChanged 2 SP:Iteration 25Q (9596.447108 sec): 3 clusters Score: Raw -162983.488924 + Penalty 2900.610694 = -160082.878230 nChanged 1 SP:Iteration 26Q (9596.525740 sec): 3 clusters Score: Raw -162983.785845 + Penalty 2900.610694 = -160083.175151 nChanged 2 SP:Iteration 27Q (9596.608771 sec): 3 clusters Score: Raw -162984.085733 + Penalty 2900.610694 = -160083.475039 nChanged 0 SP:Iteration 28F (9596.693846 sec): 3 clusters Score: Raw -162984.085733 + Penalty 2900.610694 = -160083.475039 nChanged 0 Score: Raw -11927201.851210 + Penalty 51472.737983 = -11875729.113227 Splitting cluster 9 changes total score from -11871881.517184 to -11875729.113227 So it's getting split into cluster 24. Trying to split cluster 10 (18206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9601.474666 sec): 2 clusters Score: Raw -1162249.025680 + Penalty 1721.568389 = -1160527.457291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9601.591057 sec): 3 clusters Score: Raw -1151467.823883 + Penalty 3443.136778 = -1148024.687106 nChanged 8159 SP:Iteration 1F (9601.690787 sec): 3 clusters Score: Raw -1156411.142960 + Penalty 3443.136778 = -1152968.006182 nChanged 1412 SP:Iteration 2F (9601.813976 sec): 3 clusters Score: Raw -1157422.315231 + Penalty 3443.136778 = -1153979.178453 nChanged 1409 SP:Iteration 3F (9601.934721 sec): 3 clusters Score: Raw -1158679.779438 + Penalty 3443.136778 = -1155236.642661 nChanged 1462 SP:Iteration 4F (9602.058638 sec): 3 clusters Score: Raw -1160141.395784 + Penalty 3443.136778 = -1156698.259006 nChanged 1419 SP:Iteration 5F (9602.182552 sec): 3 clusters Score: Raw -1161473.062069 + Penalty 3443.136778 = -1158029.925291 nChanged 1169 SP:Iteration 6F (9602.303642 sec): 3 clusters Score: Raw -1162434.262787 + Penalty 3443.136778 = -1158991.126009 nChanged 906 SP:Iteration 7Q (9602.397848 sec): 3 clusters Score: Raw -1163098.972883 + Penalty 3443.136778 = -1159655.836105 nChanged 710 SP:Iteration 8Q (9602.536116 sec): 3 clusters Score: Raw -1163655.914007 + Penalty 3443.136778 = -1160212.777229 nChanged 637 SP:Iteration 9Q (9602.651906 sec): 3 clusters Score: Raw -1164206.245125 + Penalty 3443.136778 = -1160763.108347 nChanged 632 SP:Iteration 10Q (9602.773971 sec): 3 clusters Score: Raw -1164862.846594 + Penalty 3443.136778 = -1161419.709817 nChanged 678 SP:Iteration 11Q (9602.902970 sec): 3 clusters Score: Raw -1165597.632947 + Penalty 3443.136778 = -1162154.496169 nChanged 584 SP:Iteration 12Q (9603.026024 sec): 3 clusters Score: Raw -1166247.752477 + Penalty 3443.136778 = -1162804.615699 nChanged 440 SP:Iteration 13Q (9603.128507 sec): 3 clusters Score: Raw -1166667.496368 + Penalty 3443.136778 = -1163224.359590 nChanged 324 SP:Iteration 14Q (9603.258636 sec): 3 clusters Score: Raw -1166869.766873 + Penalty 3443.136778 = -1163426.630095 nChanged 191 SP:Iteration 15Q (9603.371357 sec): 3 clusters Score: Raw -1166944.366974 + Penalty 3443.136778 = -1163501.230196 nChanged 123 SP:Iteration 16Q (9603.485392 sec): 3 clusters Score: Raw -1166974.193147 + Penalty 3443.136778 = -1163531.056369 nChanged 65 SP:Iteration 17Q (9603.585452 sec): 3 clusters Score: Raw -1166984.877891 + Penalty 3443.136778 = -1163541.741114 nChanged 40 SP:Iteration 18Q (9603.688210 sec): 3 clusters Score: Raw -1166990.085910 + Penalty 3443.136778 = -1163546.949132 nChanged 26 SP:Iteration 19Q (9603.820990 sec): 3 clusters Score: Raw -1166992.870692 + Penalty 3443.136778 = -1163549.733915 nChanged 21 SP:Iteration 20F (9603.942900 sec): 3 clusters Score: Raw -1166994.590600 + Penalty 3443.136778 = -1163551.453822 nChanged 12 SP:Iteration 21Q (9604.050131 sec): 3 clusters Score: Raw -1166995.609459 + Penalty 3443.136778 = -1163552.472682 nChanged 14 SP:Iteration 22Q (9604.166484 sec): 3 clusters Score: Raw -1166996.659184 + Penalty 3443.136778 = -1163553.522406 nChanged 9 SP:Iteration 23Q (9604.280190 sec): 3 clusters Score: Raw -1166997.238526 + Penalty 3443.136778 = -1163554.101748 nChanged 5 SP:Iteration 24Q (9604.396373 sec): 3 clusters Score: Raw -1166997.626468 + Penalty 3443.136778 = -1163554.489690 nChanged 3 SP:Iteration 25Q (9604.507490 sec): 3 clusters Score: Raw -1166997.738010 + Penalty 3443.136778 = -1163554.601233 nChanged 0 SP:Iteration 26F (9604.631885 sec): 3 clusters Score: Raw -1166997.738010 + Penalty 3443.136778 = -1163554.601233 nChanged 0 Score: Raw -11931950.563541 + Penalty 53617.435399 = -11878333.128142 Splitting cluster 10 changes total score from -11871881.517184 to -11878333.128142 So it's getting split into cluster 25. Trying to split cluster 11 (9903 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9610.451376 sec): 2 clusters Score: Raw -509981.868340 + Penalty 1614.704075 = -508367.164265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9610.593109 sec): 3 clusters Score: Raw -504440.462726 + Penalty 3229.408150 = -501211.054576 nChanged 4240 SP:Iteration 1F (9610.693572 sec): 3 clusters Score: Raw -507251.959405 + Penalty 3229.408150 = -504022.551255 nChanged 936 SP:Iteration 2F (9610.780313 sec): 3 clusters Score: Raw -508291.170081 + Penalty 3229.408150 = -505061.761931 nChanged 975 SP:Iteration 3F (9610.894796 sec): 3 clusters Score: Raw -509390.231451 + Penalty 3229.408150 = -506160.823301 nChanged 872 SP:Iteration 4F (9610.999411 sec): 3 clusters Score: Raw -510353.825604 + Penalty 3229.408150 = -507124.417453 nChanged 732 SP:Iteration 5F (9611.080308 sec): 3 clusters Score: Raw -510982.287043 + Penalty 3229.408150 = -507752.878893 nChanged 519 SP:Iteration 6F (9611.199823 sec): 3 clusters Score: Raw -511303.613879 + Penalty 3229.408150 = -508074.205729 nChanged 337 SP:Iteration 7Q (9611.281663 sec): 3 clusters Score: Raw -511466.390498 + Penalty 3229.408150 = -508236.982348 nChanged 209 SP:Iteration 8Q (9611.386518 sec): 3 clusters Score: Raw -511546.852816 + Penalty 3229.408150 = -508317.444666 nChanged 166 SP:Iteration 9Q (9611.501199 sec): 3 clusters Score: Raw -511603.702410 + Penalty 3229.408150 = -508374.294259 nChanged 145 SP:Iteration 10Q (9611.604398 sec): 3 clusters Score: Raw -511660.629134 + Penalty 3229.408150 = -508431.220984 nChanged 132 SP:Iteration 11Q (9611.691129 sec): 3 clusters Score: Raw -511705.535444 + Penalty 3229.408150 = -508476.127294 nChanged 115 SP:Iteration 12Q (9611.814866 sec): 3 clusters Score: Raw -511741.411070 + Penalty 3229.408150 = -508512.002920 nChanged 83 SP:Iteration 13Q (9611.917926 sec): 3 clusters Score: Raw -511760.773137 + Penalty 3229.408150 = -508531.364987 nChanged 63 SP:Iteration 14Q (9612.022976 sec): 3 clusters Score: Raw -511777.088430 + Penalty 3229.408150 = -508547.680280 nChanged 59 SP:Iteration 15Q (9612.108339 sec): 3 clusters Score: Raw -511788.168530 + Penalty 3229.408150 = -508558.760380 nChanged 48 SP:Iteration 16Q (9612.210783 sec): 3 clusters Score: Raw -511799.703558 + Penalty 3229.408150 = -508570.295408 nChanged 57 SP:Iteration 17Q (9612.321229 sec): 3 clusters Score: Raw -511815.078093 + Penalty 3229.408150 = -508585.669942 nChanged 61 SP:Iteration 18Q (9612.405977 sec): 3 clusters Score: Raw -511828.782746 + Penalty 3229.408150 = -508599.374596 nChanged 49 SP:Iteration 19Q (9612.506058 sec): 3 clusters Score: Raw -511839.178909 + Penalty 3229.408150 = -508609.770759 nChanged 39 SP:Iteration 20F (9612.609611 sec): 3 clusters Score: Raw -511845.701872 + Penalty 3229.408150 = -508616.293722 nChanged 34 SP:Iteration 21Q (9612.727137 sec): 3 clusters Score: Raw -511850.062561 + Penalty 3229.408150 = -508620.654411 nChanged 18 SP:Iteration 22Q (9612.826111 sec): 3 clusters Score: Raw -511853.518018 + Penalty 3229.408150 = -508624.109868 nChanged 13 SP:Iteration 23Q (9612.931510 sec): 3 clusters Score: Raw -511854.971150 + Penalty 3229.408150 = -508625.562999 nChanged 12 SP:Iteration 24Q (9613.034786 sec): 3 clusters Score: Raw -511856.554720 + Penalty 3229.408150 = -508627.146569 nChanged 8 SP:Iteration 25Q (9613.137279 sec): 3 clusters Score: Raw -511857.825080 + Penalty 3229.408150 = -508628.416930 nChanged 10 SP:Iteration 26Q (9613.218642 sec): 3 clusters Score: Raw -511859.330098 + Penalty 3229.408150 = -508629.921948 nChanged 9 SP:Iteration 27Q (9613.318589 sec): 3 clusters Score: Raw -511860.814713 + Penalty 3229.408150 = -508631.406563 nChanged 13 SP:Iteration 28Q (9613.438898 sec): 3 clusters Score: Raw -511862.226644 + Penalty 3229.408150 = -508632.818494 nChanged 9 SP:Iteration 29Q (9613.532996 sec): 3 clusters Score: Raw -511863.122222 + Penalty 3229.408150 = -508633.714072 nChanged 9 SP:Iteration 30Q (9613.629502 sec): 3 clusters Score: Raw -511864.433196 + Penalty 3229.408150 = -508635.025046 nChanged 10 SP:Iteration 31Q (9613.732898 sec): 3 clusters Score: Raw -511865.651580 + Penalty 3229.408150 = -508636.243430 nChanged 7 SP:Iteration 32Q (9613.823421 sec): 3 clusters Score: Raw -511866.376525 + Penalty 3229.408150 = -508636.968375 nChanged 5 SP:Iteration 33Q (9613.941094 sec): 3 clusters Score: Raw -511866.917956 + Penalty 3229.408150 = -508637.509806 nChanged 5 SP:Iteration 34Q (9614.040846 sec): 3 clusters Score: Raw -511867.758673 + Penalty 3229.408150 = -508638.350523 nChanged 4 SP:Iteration 35Q (9614.143863 sec): 3 clusters Score: Raw -511868.211279 + Penalty 3229.408150 = -508638.803129 nChanged 2 SP:Iteration 36Q (9614.244908 sec): 3 clusters Score: Raw -511868.283931 + Penalty 3229.408150 = -508638.875780 nChanged 2 SP:Iteration 37Q (9614.343875 sec): 3 clusters Score: Raw -511868.450676 + Penalty 3229.408150 = -508639.042526 nChanged 2 SP:Iteration 38Q (9614.447863 sec): 3 clusters Score: Raw -511868.613089 + Penalty 3229.408150 = -508639.204939 nChanged 0 SP:Iteration 39F (9614.547238 sec): 3 clusters Score: Raw -511868.613089 + Penalty 3229.408150 = -508639.204939 nChanged 0 Score: Raw -11933837.308290 + Penalty 55762.132815 = -11878075.175475 Splitting cluster 11 changes total score from -11871881.517184 to -11878075.175475 So it's getting split into cluster 26. Trying to split cluster 12 (23459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9619.918493 sec): 2 clusters Score: Raw -1283368.426023 + Penalty 1766.058166 = -1281602.367856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9620.046888 sec): 3 clusters Score: Raw -1269325.784181 + Penalty 3532.116333 = -1265793.667848 nChanged 10724 SP:Iteration 1F (9620.165150 sec): 3 clusters Score: Raw -1276329.153597 + Penalty 3532.116333 = -1272797.037264 nChanged 1874 SP:Iteration 2F (9620.281584 sec): 3 clusters Score: Raw -1277647.871564 + Penalty 3532.116333 = -1274115.755231 nChanged 1840 SP:Iteration 3F (9620.414748 sec): 3 clusters Score: Raw -1279037.948035 + Penalty 3532.116333 = -1275505.831702 nChanged 1776 SP:Iteration 4F (9620.540548 sec): 3 clusters Score: Raw -1280515.449011 + Penalty 3532.116333 = -1276983.332678 nChanged 1590 SP:Iteration 5F (9620.672230 sec): 3 clusters Score: Raw -1281961.019935 + Penalty 3532.116333 = -1278428.903602 nChanged 1362 SP:Iteration 6F (9620.806090 sec): 3 clusters Score: Raw -1283188.283238 + Penalty 3532.116333 = -1279656.166905 nChanged 1051 SP:Iteration 7Q (9620.935036 sec): 3 clusters Score: Raw -1284018.272609 + Penalty 3532.116333 = -1280486.156276 nChanged 791 SP:Iteration 8Q (9621.067617 sec): 3 clusters Score: Raw -1284596.142136 + Penalty 3532.116333 = -1281064.025804 nChanged 610 SP:Iteration 9Q (9621.172698 sec): 3 clusters Score: Raw -1284941.480329 + Penalty 3532.116333 = -1281409.363996 nChanged 440 SP:Iteration 10Q (9621.305373 sec): 3 clusters Score: Raw -1285148.288621 + Penalty 3532.116333 = -1281616.172288 nChanged 308 SP:Iteration 11Q (9621.427774 sec): 3 clusters Score: Raw -1285276.153763 + Penalty 3532.116333 = -1281744.037430 nChanged 212 SP:Iteration 12Q (9621.547514 sec): 3 clusters Score: Raw -1285334.720771 + Penalty 3532.116333 = -1281802.604438 nChanged 162 SP:Iteration 13Q (9621.665441 sec): 3 clusters Score: Raw -1285382.878826 + Penalty 3532.116333 = -1281850.762493 nChanged 144 SP:Iteration 14Q (9621.760697 sec): 3 clusters Score: Raw -1285419.238316 + Penalty 3532.116333 = -1281887.121983 nChanged 114 SP:Iteration 15Q (9621.897566 sec): 3 clusters Score: Raw -1285443.369087 + Penalty 3532.116333 = -1281911.252754 nChanged 95 SP:Iteration 16Q (9622.001108 sec): 3 clusters Score: Raw -1285462.036164 + Penalty 3532.116333 = -1281929.919831 nChanged 68 SP:Iteration 17Q (9622.162499 sec): 3 clusters Score: Raw -1285472.950323 + Penalty 3532.116333 = -1281940.833990 nChanged 45 SP:Iteration 18Q (9622.286480 sec): 3 clusters Score: Raw -1285478.273502 + Penalty 3532.116333 = -1281946.157169 nChanged 33 SP:Iteration 19Q (9622.408882 sec): 3 clusters Score: Raw -1285482.070136 + Penalty 3532.116333 = -1281949.953803 nChanged 25 SP:Iteration 20F (9622.539363 sec): 3 clusters Score: Raw -1285484.452061 + Penalty 3532.116333 = -1281952.335728 nChanged 24 SP:Iteration 21Q (9622.661447 sec): 3 clusters Score: Raw -1285486.783376 + Penalty 3532.116333 = -1281954.667043 nChanged 26 SP:Iteration 22Q (9622.785233 sec): 3 clusters Score: Raw -1285489.386927 + Penalty 3532.116333 = -1281957.270594 nChanged 24 SP:Iteration 23Q (9622.917333 sec): 3 clusters Score: Raw -1285492.072148 + Penalty 3532.116333 = -1281959.955815 nChanged 24 SP:Iteration 24Q (9623.028309 sec): 3 clusters Score: Raw -1285494.948387 + Penalty 3532.116333 = -1281962.832054 nChanged 25 SP:Iteration 25Q (9623.171111 sec): 3 clusters Score: Raw -1285498.168846 + Penalty 3532.116333 = -1281966.052513 nChanged 30 SP:Iteration 26Q (9623.292692 sec): 3 clusters Score: Raw -1285501.938054 + Penalty 3532.116333 = -1281969.821721 nChanged 40 SP:Iteration 27Q (9623.404953 sec): 3 clusters Score: Raw -1285507.647634 + Penalty 3532.116333 = -1281975.531301 nChanged 38 SP:Iteration 28Q (9623.548341 sec): 3 clusters Score: Raw -1285512.426849 + Penalty 3532.116333 = -1281980.310516 nChanged 34 SP:Iteration 29Q (9623.679450 sec): 3 clusters Score: Raw -1285517.433607 + Penalty 3532.116333 = -1281985.317274 nChanged 34 SP:Iteration 30Q (9623.806018 sec): 3 clusters Score: Raw -1285521.734352 + Penalty 3532.116333 = -1281989.618019 nChanged 23 SP:Iteration 31Q (9623.905600 sec): 3 clusters Score: Raw -1285525.533818 + Penalty 3532.116333 = -1281993.417485 nChanged 30 SP:Iteration 32Q (9624.049397 sec): 3 clusters Score: Raw -1285529.143055 + Penalty 3532.116333 = -1281997.026722 nChanged 21 SP:Iteration 33Q (9624.172826 sec): 3 clusters Score: Raw -1285531.839608 + Penalty 3532.116333 = -1281999.723275 nChanged 21 SP:Iteration 34Q (9624.308162 sec): 3 clusters Score: Raw -1285533.881842 + Penalty 3532.116333 = -1282001.765509 nChanged 19 SP:Iteration 35Q (9624.440170 sec): 3 clusters Score: Raw -1285535.867770 + Penalty 3532.116333 = -1282003.751437 nChanged 18 SP:Iteration 36Q (9624.571826 sec): 3 clusters Score: Raw -1285537.767512 + Penalty 3532.116333 = -1282005.651179 nChanged 23 SP:Iteration 37Q (9624.703600 sec): 3 clusters Score: Raw -1285539.886450 + Penalty 3532.116333 = -1282007.770117 nChanged 19 SP:Iteration 38Q (9624.833589 sec): 3 clusters Score: Raw -1285541.296843 + Penalty 3532.116333 = -1282009.180510 nChanged 16 SP:Iteration 39Q (9624.947019 sec): 3 clusters Score: Raw -1285542.529225 + Penalty 3532.116333 = -1282010.412892 nChanged 20 SP:Iteration 40F (9625.078722 sec): 3 clusters Score: Raw -1285544.344861 + Penalty 3532.116333 = -1282012.228528 nChanged 18 SP:Iteration 41Q (9625.219648 sec): 3 clusters Score: Raw -1285546.204249 + Penalty 3532.116333 = -1282014.087916 nChanged 22 SP:Iteration 42Q (9625.351069 sec): 3 clusters Score: Raw -1285548.208504 + Penalty 3532.116333 = -1282016.092171 nChanged 18 SP:Iteration 43Q (9625.484708 sec): 3 clusters Score: Raw -1285549.862540 + Penalty 3532.116333 = -1282017.746207 nChanged 23 SP:Iteration 44Q (9625.681255 sec): 3 clusters Score: Raw -1285552.371431 + Penalty 3532.116333 = -1282020.255098 nChanged 19 SP:Iteration 45Q (9625.854421 sec): 3 clusters Score: Raw -1285553.992161 + Penalty 3532.116333 = -1282021.875828 nChanged 20 SP:Iteration 46Q (9626.062252 sec): 3 clusters Score: Raw -1285556.159959 + Penalty 3532.116333 = -1282024.043626 nChanged 25 SP:Iteration 47Q (9626.189967 sec): 3 clusters Score: Raw -1285559.083777 + Penalty 3532.116333 = -1282026.967444 nChanged 21 SP:Iteration 48Q (9626.379992 sec): 3 clusters Score: Raw -1285560.991611 + Penalty 3532.116333 = -1282028.875278 nChanged 21 SP:Iteration 49Q (9626.539752 sec): 3 clusters Score: Raw -1285563.112771 + Penalty 3532.116333 = -1282030.996439 nChanged 18 SP:Iteration 50Q (9626.686417 sec): 3 clusters Score: Raw -1285565.920382 + Penalty 3532.116333 = -1282033.804049 nChanged 22 SP:Iteration 51Q (9626.875832 sec): 3 clusters Score: Raw -1285568.824430 + Penalty 3532.116333 = -1282036.708097 nChanged 24 SP:Iteration 52Q (9627.077184 sec): 3 clusters Score: Raw -1285572.468784 + Penalty 3532.116333 = -1282040.352451 nChanged 25 SP:Iteration 53Q (9627.206625 sec): 3 clusters Score: Raw -1285575.064289 + Penalty 3532.116333 = -1282042.947956 nChanged 23 SP:Iteration 54Q (9627.434869 sec): 3 clusters Score: Raw -1285577.752678 + Penalty 3532.116333 = -1282045.636345 nChanged 15 SP:Iteration 55Q (9627.656477 sec): 3 clusters Score: Raw -1285579.552084 + Penalty 3532.116333 = -1282047.435751 nChanged 19 SP:Iteration 56Q (9627.823639 sec): 3 clusters Score: Raw -1285581.602757 + Penalty 3532.116333 = -1282049.486424 nChanged 16 SP:Iteration 57Q (9628.012401 sec): 3 clusters Score: Raw -1285583.824646 + Penalty 3532.116333 = -1282051.708314 nChanged 22 SP:Iteration 58Q (9628.253732 sec): 3 clusters Score: Raw -1285586.224009 + Penalty 3532.116333 = -1282054.107676 nChanged 19 SP:Iteration 59Q (9628.454795 sec): 3 clusters Score: Raw -1285588.426812 + Penalty 3532.116333 = -1282056.310479 nChanged 23 SP:Iteration 60F (9628.622725 sec): 3 clusters Score: Raw -1285591.341855 + Penalty 3532.116333 = -1282059.225522 nChanged 27 SP:Iteration 61Q (9628.810977 sec): 3 clusters Score: Raw -1285594.295211 + Penalty 3532.116333 = -1282062.178878 nChanged 24 SP:Iteration 62Q (9628.990520 sec): 3 clusters Score: Raw -1285597.228809 + Penalty 3532.116333 = -1282065.112476 nChanged 22 SP:Iteration 63Q (9629.152985 sec): 3 clusters Score: Raw -1285599.623483 + Penalty 3532.116333 = -1282067.507150 nChanged 17 SP:Iteration 64Q (9629.276363 sec): 3 clusters Score: Raw -1285602.066581 + Penalty 3532.116333 = -1282069.950249 nChanged 15 SP:Iteration 65Q (9629.399154 sec): 3 clusters Score: Raw -1285603.447514 + Penalty 3532.116333 = -1282071.331181 nChanged 8 SP:Iteration 66Q (9629.527733 sec): 3 clusters Score: Raw -1285604.098024 + Penalty 3532.116333 = -1282071.981691 nChanged 6 SP:Iteration 67Q (9629.633935 sec): 3 clusters Score: Raw -1285604.452061 + Penalty 3532.116333 = -1282072.335728 nChanged 5 SP:Iteration 68Q (9629.780046 sec): 3 clusters Score: Raw -1285604.748470 + Penalty 3532.116333 = -1282072.632138 nChanged 6 SP:Iteration 69Q (9629.902571 sec): 3 clusters Score: Raw -1285605.333741 + Penalty 3532.116333 = -1282073.217408 nChanged 7 SP:Iteration 70Q (9630.025844 sec): 3 clusters Score: Raw -1285605.905547 + Penalty 3532.116333 = -1282073.789214 nChanged 4 SP:Iteration 71Q (9630.160501 sec): 3 clusters Score: Raw -1285606.276563 + Penalty 3532.116333 = -1282074.160230 nChanged 4 SP:Iteration 72Q (9630.271168 sec): 3 clusters Score: Raw -1285606.716164 + Penalty 3532.116333 = -1282074.599831 nChanged 4 SP:Iteration 73Q (9630.342867 sec): 3 clusters Score: Raw -1285607.219934 + Penalty 3532.116333 = -1282075.103601 nChanged 8 SP:Iteration 74Q (9630.414620 sec): 3 clusters Score: Raw -1285607.903613 + Penalty 3532.116333 = -1282075.787280 nChanged 8 SP:Iteration 75Q (9630.564590 sec): 3 clusters Score: Raw -1285608.379989 + Penalty 3532.116333 = -1282076.263656 nChanged 5 SP:Iteration 76Q (9630.699491 sec): 3 clusters Score: Raw -1285608.587581 + Penalty 3532.116333 = -1282076.471248 nChanged 3 SP:Iteration 77Q (9630.832754 sec): 3 clusters Score: Raw -1285608.700222 + Penalty 3532.116333 = -1282076.583889 nChanged 1 SP:Iteration 78Q (9630.954110 sec): 3 clusters Score: Raw -1285608.735277 + Penalty 3532.116333 = -1282076.618944 nChanged 0 SP:Iteration 79F (9631.072061 sec): 3 clusters Score: Raw -1285608.735277 + Penalty 3532.116333 = -1282076.618944 nChanged 0 Score: Raw -11936077.617545 + Penalty 57906.830231 = -11878170.787314 Splitting cluster 12 changes total score from -11871881.517184 to -11878170.787314 So it's getting split into cluster 27. Trying to split cluster 13 (12419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9636.445677 sec): 2 clusters Score: Raw -818785.731536 + Penalty 1654.435488 = -817131.296048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9636.555893 sec): 3 clusters Score: Raw -811702.383615 + Penalty 3308.870976 = -808393.512640 nChanged 5403 SP:Iteration 1F (9636.665767 sec): 3 clusters Score: Raw -814856.788405 + Penalty 3308.870976 = -811547.917430 nChanged 1048 SP:Iteration 2F (9636.773791 sec): 3 clusters Score: Raw -815791.997369 + Penalty 3308.870976 = -812483.126394 nChanged 1113 SP:Iteration 3F (9636.880394 sec): 3 clusters Score: Raw -816851.228742 + Penalty 3308.870976 = -813542.357767 nChanged 1111 SP:Iteration 4F (9636.963360 sec): 3 clusters Score: Raw -817886.539043 + Penalty 3308.870976 = -814577.668067 nChanged 905 SP:Iteration 5F (9637.072197 sec): 3 clusters Score: Raw -818501.810290 + Penalty 3308.870976 = -815192.939314 nChanged 629 SP:Iteration 6F (9637.156260 sec): 3 clusters Score: Raw -818812.412566 + Penalty 3308.870976 = -815503.541590 nChanged 423 SP:Iteration 7Q (9637.278514 sec): 3 clusters Score: Raw -818975.804290 + Penalty 3308.870976 = -815666.933315 nChanged 282 SP:Iteration 8Q (9637.368559 sec): 3 clusters Score: Raw -819055.143624 + Penalty 3308.870976 = -815746.272649 nChanged 182 SP:Iteration 9Q (9637.474097 sec): 3 clusters Score: Raw -819100.814664 + Penalty 3308.870976 = -815791.943688 nChanged 163 SP:Iteration 10Q (9637.560078 sec): 3 clusters Score: Raw -819137.596500 + Penalty 3308.870976 = -815828.725525 nChanged 128 SP:Iteration 11Q (9637.681643 sec): 3 clusters Score: Raw -819163.585424 + Penalty 3308.870976 = -815854.714448 nChanged 99 SP:Iteration 12Q (9637.783056 sec): 3 clusters Score: Raw -819179.682715 + Penalty 3308.870976 = -815870.811739 nChanged 79 SP:Iteration 13Q (9637.892853 sec): 3 clusters Score: Raw -819192.757536 + Penalty 3308.870976 = -815883.886560 nChanged 62 SP:Iteration 14Q (9638.019398 sec): 3 clusters Score: Raw -819200.984277 + Penalty 3308.870976 = -815892.113301 nChanged 49 SP:Iteration 15Q (9638.130019 sec): 3 clusters Score: Raw -819207.625674 + Penalty 3308.870976 = -815898.754698 nChanged 37 SP:Iteration 16Q (9638.244577 sec): 3 clusters Score: Raw -819211.883929 + Penalty 3308.870976 = -815903.012954 nChanged 32 SP:Iteration 17Q (9638.352166 sec): 3 clusters Score: Raw -819215.616229 + Penalty 3308.870976 = -815906.745253 nChanged 28 SP:Iteration 18Q (9638.456944 sec): 3 clusters Score: Raw -819219.493141 + Penalty 3308.870976 = -815910.622165 nChanged 29 SP:Iteration 19Q (9638.568255 sec): 3 clusters Score: Raw -819222.470600 + Penalty 3308.870976 = -815913.599624 nChanged 17 SP:Iteration 20F (9638.688769 sec): 3 clusters Score: Raw -819224.162541 + Penalty 3308.870976 = -815915.291565 nChanged 16 SP:Iteration 21Q (9638.796093 sec): 3 clusters Score: Raw -819225.520484 + Penalty 3308.870976 = -815916.649508 nChanged 11 SP:Iteration 22Q (9638.897386 sec): 3 clusters Score: Raw -819226.504642 + Penalty 3308.870976 = -815917.633666 nChanged 10 SP:Iteration 23Q (9639.009945 sec): 3 clusters Score: Raw -819227.327101 + Penalty 3308.870976 = -815918.456126 nChanged 10 SP:Iteration 24Q (9639.122251 sec): 3 clusters Score: Raw -819228.236331 + Penalty 3308.870976 = -815919.365355 nChanged 8 SP:Iteration 25Q (9639.229865 sec): 3 clusters Score: Raw -819229.392554 + Penalty 3308.870976 = -815920.521579 nChanged 11 SP:Iteration 26Q (9639.340941 sec): 3 clusters Score: Raw -819230.489572 + Penalty 3308.870976 = -815921.618596 nChanged 7 SP:Iteration 27Q (9639.451671 sec): 3 clusters Score: Raw -819231.071832 + Penalty 3308.870976 = -815922.200856 nChanged 11 SP:Iteration 28Q (9639.561663 sec): 3 clusters Score: Raw -819232.254872 + Penalty 3308.870976 = -815923.383896 nChanged 10 SP:Iteration 29Q (9639.669783 sec): 3 clusters Score: Raw -819233.304921 + Penalty 3308.870976 = -815924.433946 nChanged 10 SP:Iteration 30Q (9639.778009 sec): 3 clusters Score: Raw -819234.119435 + Penalty 3308.870976 = -815925.248460 nChanged 5 SP:Iteration 31Q (9639.865199 sec): 3 clusters Score: Raw -819234.614050 + Penalty 3308.870976 = -815925.743074 nChanged 6 SP:Iteration 32Q (9639.975752 sec): 3 clusters Score: Raw -819235.401756 + Penalty 3308.870976 = -815926.530781 nChanged 7 SP:Iteration 33Q (9640.089694 sec): 3 clusters Score: Raw -819236.102778 + Penalty 3308.870976 = -815927.231802 nChanged 1 SP:Iteration 34Q (9640.220637 sec): 3 clusters Score: Raw -819236.185675 + Penalty 3308.870976 = -815927.314699 nChanged 2 SP:Iteration 35Q (9640.331160 sec): 3 clusters Score: Raw -819236.286891 + Penalty 3308.870976 = -815927.415915 nChanged 1 SP:Iteration 36Q (9640.425364 sec): 3 clusters Score: Raw -819236.352400 + Penalty 3308.870976 = -815927.481424 nChanged 0 SP:Iteration 37F (9640.548747 sec): 3 clusters Score: Raw -819236.352400 + Penalty 3308.870976 = -815927.481424 nChanged 0 Trying to split cluster 14 (3508 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9640.608038 sec): 2 clusters Score: Raw -183378.818033 + Penalty 1432.571638 = -181946.246395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9640.697240 sec): 3 clusters Score: Raw -181779.365652 + Penalty 2865.143275 = -178914.222377 nChanged 1334 SP:Iteration 1F (9640.790442 sec): 3 clusters Score: Raw -182955.360497 + Penalty 2865.143275 = -180090.217222 nChanged 399 SP:Iteration 2F (9640.861651 sec): 3 clusters Score: Raw -183494.662977 + Penalty 2865.143275 = -180629.519702 nChanged 324 SP:Iteration 3F (9640.953261 sec): 3 clusters Score: Raw -183961.746313 + Penalty 2865.143275 = -181096.603038 nChanged 277 SP:Iteration 4F (9641.060925 sec): 3 clusters Score: Raw -184307.086394 + Penalty 2865.143275 = -181441.943119 nChanged 188 SP:Iteration 5F (9641.147404 sec): 3 clusters Score: Raw -184504.258884 + Penalty 2865.143275 = -181639.115609 nChanged 130 SP:Iteration 6Q (9641.239846 sec): 3 clusters Score: Raw -184645.163555 + Penalty 2865.143275 = -181780.020280 nChanged 94 SP:Iteration 7Q (9641.331129 sec): 3 clusters Score: Raw -184732.754861 + Penalty 2865.143275 = -181867.611585 nChanged 78 SP:Iteration 8Q (9641.423215 sec): 3 clusters Score: Raw -184788.780125 + Penalty 2865.143275 = -181923.636849 nChanged 53 SP:Iteration 9Q (9641.494757 sec): 3 clusters Score: Raw -184825.375299 + Penalty 2865.143275 = -181960.232024 nChanged 40 SP:Iteration 10Q (9641.575292 sec): 3 clusters Score: Raw -184852.699149 + Penalty 2865.143275 = -181987.555874 nChanged 43 SP:Iteration 11Q (9641.675413 sec): 3 clusters Score: Raw -184883.780730 + Penalty 2865.143275 = -182018.637455 nChanged 34 SP:Iteration 12Q (9641.751432 sec): 3 clusters Score: Raw -184902.827184 + Penalty 2865.143275 = -182037.683909 nChanged 34 SP:Iteration 13Q (9641.826390 sec): 3 clusters Score: Raw -184919.020125 + Penalty 2865.143275 = -182053.876850 nChanged 22 SP:Iteration 14Q (9641.921027 sec): 3 clusters Score: Raw -184928.389613 + Penalty 2865.143275 = -182063.246338 nChanged 17 SP:Iteration 15Q (9642.003184 sec): 3 clusters Score: Raw -184934.224192 + Penalty 2865.143275 = -182069.080917 nChanged 7 SP:Iteration 16Q (9642.084945 sec): 3 clusters Score: Raw -184936.050734 + Penalty 2865.143275 = -182070.907459 nChanged 5 SP:Iteration 17Q (9642.175118 sec): 3 clusters Score: Raw -184938.387023 + Penalty 2865.143275 = -182073.243748 nChanged 11 SP:Iteration 18Q (9642.265150 sec): 3 clusters Score: Raw -184942.304497 + Penalty 2865.143275 = -182077.161222 nChanged 5 SP:Iteration 19Q (9642.345150 sec): 3 clusters Score: Raw -184944.168635 + Penalty 2865.143275 = -182079.025360 nChanged 5 SP:Iteration 20F (9642.415440 sec): 3 clusters Score: Raw -184945.585102 + Penalty 2865.143275 = -182080.441826 nChanged 5 SP:Iteration 21Q (9642.516518 sec): 3 clusters Score: Raw -184946.924102 + Penalty 2865.143275 = -182081.780827 nChanged 4 SP:Iteration 22Q (9642.598091 sec): 3 clusters Score: Raw -184948.340927 + Penalty 2865.143275 = -182083.197652 nChanged 3 SP:Iteration 23Q (9642.671686 sec): 3 clusters Score: Raw -184949.618303 + Penalty 2865.143275 = -182084.475028 nChanged 7 SP:Iteration 24Q (9642.753908 sec): 3 clusters Score: Raw -184952.036628 + Penalty 2865.143275 = -182086.893353 nChanged 6 SP:Iteration 25Q (9642.825400 sec): 3 clusters Score: Raw -184954.084592 + Penalty 2865.143275 = -182088.941317 nChanged 4 SP:Iteration 26Q (9642.934509 sec): 3 clusters Score: Raw -184955.776070 + Penalty 2865.143275 = -182090.632795 nChanged 5 SP:Iteration 27Q (9643.017717 sec): 3 clusters Score: Raw -184958.195447 + Penalty 2865.143275 = -182093.052172 nChanged 9 SP:Iteration 28Q (9643.086340 sec): 3 clusters Score: Raw -184962.237404 + Penalty 2865.143275 = -182097.094129 nChanged 10 SP:Iteration 29Q (9643.173743 sec): 3 clusters Score: Raw -184965.654454 + Penalty 2865.143275 = -182100.511179 nChanged 9 SP:Iteration 30Q (9643.260235 sec): 3 clusters Score: Raw -184969.889313 + Penalty 2865.143275 = -182104.746037 nChanged 14 SP:Iteration 31Q (9643.345983 sec): 3 clusters Score: Raw -184975.668527 + Penalty 2865.143275 = -182110.525252 nChanged 10 SP:Iteration 32Q (9643.445999 sec): 3 clusters Score: Raw -184979.748863 + Penalty 2865.143275 = -182114.605588 nChanged 9 SP:Iteration 33Q (9643.531978 sec): 3 clusters Score: Raw -184983.409114 + Penalty 2865.143275 = -182118.265839 nChanged 11 SP:Iteration 34Q (9643.620336 sec): 3 clusters Score: Raw -184987.262979 + Penalty 2865.143275 = -182122.119704 nChanged 7 SP:Iteration 35Q (9643.699365 sec): 3 clusters Score: Raw -184990.275643 + Penalty 2865.143275 = -182125.132368 nChanged 7 SP:Iteration 36Q (9643.773432 sec): 3 clusters Score: Raw -184992.788154 + Penalty 2865.143275 = -182127.644879 nChanged 4 SP:Iteration 37Q (9643.855568 sec): 3 clusters Score: Raw -184993.928841 + Penalty 2865.143275 = -182128.785566 nChanged 2 SP:Iteration 38Q (9643.939027 sec): 3 clusters Score: Raw -184995.078933 + Penalty 2865.143275 = -182129.935658 nChanged 5 SP:Iteration 39Q (9644.018295 sec): 3 clusters Score: Raw -184996.159076 + Penalty 2865.143275 = -182131.015801 nChanged 0 SP:Iteration 40F (9644.101693 sec): 3 clusters Score: Raw -184996.159076 + Penalty 2865.143275 = -182131.015801 nChanged 0 Score: Raw -11937694.958588 + Penalty 60051.527647 = -11877643.430941 Splitting cluster 14 changes total score from -11871881.517184 to -11877643.430941 So it's getting split into cluster 28. Trying to split cluster 15 (7697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9650.488161 sec): 2 clusters Score: Raw -494994.437771 + Penalty 1570.476829 = -493423.960942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9650.579204 sec): 3 clusters Score: Raw -490859.137151 + Penalty 3140.953658 = -487718.183493 nChanged 3163 SP:Iteration 1F (9650.666939 sec): 3 clusters Score: Raw -492757.841176 + Penalty 3140.953658 = -489616.887518 nChanged 617 SP:Iteration 2F (9650.770168 sec): 3 clusters Score: Raw -493175.794772 + Penalty 3140.953658 = -490034.841114 nChanged 555 SP:Iteration 3F (9650.869588 sec): 3 clusters Score: Raw -493612.377505 + Penalty 3140.953658 = -490471.423847 nChanged 523 SP:Iteration 4F (9650.966689 sec): 3 clusters Score: Raw -494055.506985 + Penalty 3140.953658 = -490914.553326 nChanged 522 SP:Iteration 5F (9651.055505 sec): 3 clusters Score: Raw -494506.012942 + Penalty 3140.953658 = -491365.059283 nChanged 441 SP:Iteration 6F (9651.155617 sec): 3 clusters Score: Raw -494846.124138 + Penalty 3140.953658 = -491705.170479 nChanged 335 SP:Iteration 7Q (9651.251955 sec): 3 clusters Score: Raw -495103.428296 + Penalty 3140.953658 = -491962.474638 nChanged 237 SP:Iteration 8Q (9651.346826 sec): 3 clusters Score: Raw -495261.689331 + Penalty 3140.953658 = -492120.735673 nChanged 191 SP:Iteration 9Q (9651.438159 sec): 3 clusters Score: Raw -495382.011130 + Penalty 3140.953658 = -492241.057472 nChanged 137 SP:Iteration 10Q (9651.532793 sec): 3 clusters Score: Raw -495476.508357 + Penalty 3140.953658 = -492335.554699 nChanged 122 SP:Iteration 11Q (9651.620565 sec): 3 clusters Score: Raw -495557.327063 + Penalty 3140.953658 = -492416.373405 nChanged 93 SP:Iteration 12Q (9651.711946 sec): 3 clusters Score: Raw -495618.178255 + Penalty 3140.953658 = -492477.224597 nChanged 81 SP:Iteration 13Q (9651.800959 sec): 3 clusters Score: Raw -495666.035613 + Penalty 3140.953658 = -492525.081955 nChanged 72 SP:Iteration 14Q (9651.895178 sec): 3 clusters Score: Raw -495705.269554 + Penalty 3140.953658 = -492564.315895 nChanged 51 SP:Iteration 15Q (9651.995899 sec): 3 clusters Score: Raw -495735.464613 + Penalty 3140.953658 = -492594.510954 nChanged 59 SP:Iteration 16Q (9652.094795 sec): 3 clusters Score: Raw -495770.050045 + Penalty 3140.953658 = -492629.096386 nChanged 55 SP:Iteration 17Q (9652.196296 sec): 3 clusters Score: Raw -495800.384704 + Penalty 3140.953658 = -492659.431046 nChanged 48 SP:Iteration 18Q (9652.298735 sec): 3 clusters Score: Raw -495826.286942 + Penalty 3140.953658 = -492685.333283 nChanged 45 SP:Iteration 19Q (9652.400708 sec): 3 clusters Score: Raw -495850.654665 + Penalty 3140.953658 = -492709.701007 nChanged 35 SP:Iteration 20F (9652.486675 sec): 3 clusters Score: Raw -495872.307813 + Penalty 3140.953658 = -492731.354154 nChanged 31 SP:Iteration 21Q (9652.568946 sec): 3 clusters Score: Raw -495889.184960 + Penalty 3140.953658 = -492748.231302 nChanged 27 SP:Iteration 22Q (9652.683201 sec): 3 clusters Score: Raw -495898.747383 + Penalty 3140.953658 = -492757.793724 nChanged 22 SP:Iteration 23Q (9652.757073 sec): 3 clusters Score: Raw -495906.733298 + Penalty 3140.953658 = -492765.779640 nChanged 18 SP:Iteration 24Q (9652.849680 sec): 3 clusters Score: Raw -495912.091749 + Penalty 3140.953658 = -492771.138090 nChanged 16 SP:Iteration 25Q (9652.953837 sec): 3 clusters Score: Raw -495917.434936 + Penalty 3140.953658 = -492776.481277 nChanged 15 SP:Iteration 26Q (9653.052053 sec): 3 clusters Score: Raw -495921.454561 + Penalty 3140.953658 = -492780.500903 nChanged 9 SP:Iteration 27Q (9653.143278 sec): 3 clusters Score: Raw -495924.689933 + Penalty 3140.953658 = -492783.736274 nChanged 9 SP:Iteration 28Q (9653.235575 sec): 3 clusters Score: Raw -495927.962310 + Penalty 3140.953658 = -492787.008652 nChanged 4 SP:Iteration 29Q (9653.327966 sec): 3 clusters Score: Raw -495928.859211 + Penalty 3140.953658 = -492787.905553 nChanged 3 SP:Iteration 30Q (9653.414631 sec): 3 clusters Score: Raw -495930.244202 + Penalty 3140.953658 = -492789.290543 nChanged 6 SP:Iteration 31Q (9653.509227 sec): 3 clusters Score: Raw -495932.381994 + Penalty 3140.953658 = -492791.428336 nChanged 4 SP:Iteration 32Q (9653.597573 sec): 3 clusters Score: Raw -495932.945851 + Penalty 3140.953658 = -492791.992192 nChanged 3 SP:Iteration 33Q (9653.668027 sec): 3 clusters Score: Raw -495933.428523 + Penalty 3140.953658 = -492792.474864 nChanged 0 SP:Iteration 34F (9653.776995 sec): 3 clusters Score: Raw -495933.428523 + Penalty 3140.953658 = -492792.474864 nChanged 0 Trying to split cluster 16 (2602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9653.830567 sec): 2 clusters Score: Raw -138104.386926 + Penalty 1380.138258 = -136724.248667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9653.922093 sec): 3 clusters Score: Raw -137023.039103 + Penalty 2760.276516 = -134262.762587 nChanged 978 SP:Iteration 1F (9653.992841 sec): 3 clusters Score: Raw -137807.631104 + Penalty 2760.276516 = -135047.354587 nChanged 251 SP:Iteration 2F (9654.095692 sec): 3 clusters Score: Raw -138051.309253 + Penalty 2760.276516 = -135291.032737 nChanged 169 SP:Iteration 3F (9654.183312 sec): 3 clusters Score: Raw -138242.048112 + Penalty 2760.276516 = -135481.771595 nChanged 136 SP:Iteration 4F (9654.276421 sec): 3 clusters Score: Raw -138374.522915 + Penalty 2760.276516 = -135614.246398 nChanged 109 SP:Iteration 5Q (9654.344328 sec): 3 clusters Score: Raw -138455.318201 + Penalty 2760.276516 = -135695.041684 nChanged 87 SP:Iteration 6Q (9654.429329 sec): 3 clusters Score: Raw -138513.154045 + Penalty 2760.276516 = -135752.877528 nChanged 54 SP:Iteration 7Q (9654.514042 sec): 3 clusters Score: Raw -138545.324578 + Penalty 2760.276516 = -135785.048062 nChanged 48 SP:Iteration 8Q (9654.611457 sec): 3 clusters Score: Raw -138582.379381 + Penalty 2760.276516 = -135822.102864 nChanged 51 SP:Iteration 9Q (9654.695119 sec): 3 clusters Score: Raw -138620.037349 + Penalty 2760.276516 = -135859.760832 nChanged 44 SP:Iteration 10Q (9654.763229 sec): 3 clusters Score: Raw -138657.632021 + Penalty 2760.276516 = -135897.355505 nChanged 49 SP:Iteration 11Q (9654.860482 sec): 3 clusters Score: Raw -138693.165790 + Penalty 2760.276516 = -135932.889274 nChanged 51 SP:Iteration 12Q (9654.928970 sec): 3 clusters Score: Raw -138734.013200 + Penalty 2760.276516 = -135973.736684 nChanged 45 SP:Iteration 13Q (9655.028852 sec): 3 clusters Score: Raw -138779.591137 + Penalty 2760.276516 = -136019.314621 nChanged 41 SP:Iteration 14Q (9655.093579 sec): 3 clusters Score: Raw -138816.501312 + Penalty 2760.276516 = -136056.224796 nChanged 37 SP:Iteration 15Q (9655.183385 sec): 3 clusters Score: Raw -138840.361486 + Penalty 2760.276516 = -136080.084969 nChanged 35 SP:Iteration 16Q (9655.259679 sec): 3 clusters Score: Raw -138862.792815 + Penalty 2760.276516 = -136102.516298 nChanged 29 SP:Iteration 17Q (9655.345661 sec): 3 clusters Score: Raw -138883.378727 + Penalty 2760.276516 = -136123.102211 nChanged 30 SP:Iteration 18Q (9655.412101 sec): 3 clusters Score: Raw -138910.192775 + Penalty 2760.276516 = -136149.916258 nChanged 33 SP:Iteration 19Q (9655.512990 sec): 3 clusters Score: Raw -138940.841948 + Penalty 2760.276516 = -136180.565432 nChanged 31 SP:Iteration 20F (9655.601312 sec): 3 clusters Score: Raw -138963.587241 + Penalty 2760.276516 = -136203.310725 nChanged 38 SP:Iteration 21Q (9655.683646 sec): 3 clusters Score: Raw -138991.394298 + Penalty 2760.276516 = -136231.117781 nChanged 39 SP:Iteration 22Q (9655.779708 sec): 3 clusters Score: Raw -139024.689340 + Penalty 2760.276516 = -136264.412823 nChanged 39 SP:Iteration 23Q (9655.869466 sec): 3 clusters Score: Raw -139052.789972 + Penalty 2760.276516 = -136292.513456 nChanged 29 SP:Iteration 24Q (9655.941690 sec): 3 clusters Score: Raw -139076.588940 + Penalty 2760.276516 = -136316.312423 nChanged 30 SP:Iteration 25Q (9656.031051 sec): 3 clusters Score: Raw -139099.167796 + Penalty 2760.276516 = -136338.891280 nChanged 28 SP:Iteration 26Q (9656.120045 sec): 3 clusters Score: Raw -139116.530201 + Penalty 2760.276516 = -136356.253685 nChanged 22 SP:Iteration 27Q (9656.209668 sec): 3 clusters Score: Raw -139129.547664 + Penalty 2760.276516 = -136369.271148 nChanged 23 SP:Iteration 28Q (9656.317977 sec): 3 clusters Score: Raw -139143.190954 + Penalty 2760.276516 = -136382.914437 nChanged 17 SP:Iteration 29Q (9656.384559 sec): 3 clusters Score: Raw -139151.452995 + Penalty 2760.276516 = -136391.176479 nChanged 12 SP:Iteration 30Q (9656.485163 sec): 3 clusters Score: Raw -139159.285115 + Penalty 2760.276516 = -136399.008598 nChanged 15 SP:Iteration 31Q (9656.574515 sec): 3 clusters Score: Raw -139167.587193 + Penalty 2760.276516 = -136407.310677 nChanged 17 SP:Iteration 32Q (9656.651447 sec): 3 clusters Score: Raw -139178.154664 + Penalty 2760.276516 = -136417.878147 nChanged 14 SP:Iteration 33Q (9656.723032 sec): 3 clusters Score: Raw -139186.079176 + Penalty 2760.276516 = -136425.802660 nChanged 15 SP:Iteration 34Q (9656.810958 sec): 3 clusters Score: Raw -139195.453754 + Penalty 2760.276516 = -136435.177238 nChanged 10 SP:Iteration 35Q (9656.894443 sec): 3 clusters Score: Raw -139201.088553 + Penalty 2760.276516 = -136440.812037 nChanged 10 SP:Iteration 36Q (9656.977190 sec): 3 clusters Score: Raw -139205.321046 + Penalty 2760.276516 = -136445.044529 nChanged 9 SP:Iteration 37Q (9657.070844 sec): 3 clusters Score: Raw -139208.813151 + Penalty 2760.276516 = -136448.536635 nChanged 8 SP:Iteration 38Q (9657.149541 sec): 3 clusters Score: Raw -139213.544506 + Penalty 2760.276516 = -136453.267990 nChanged 9 SP:Iteration 39Q (9657.235035 sec): 3 clusters Score: Raw -139217.457578 + Penalty 2760.276516 = -136457.181061 nChanged 2 SP:Iteration 40F (9657.320363 sec): 3 clusters Score: Raw -139218.047662 + Penalty 2760.276516 = -136457.771146 nChanged 3 SP:Iteration 41Q (9657.403126 sec): 3 clusters Score: Raw -139220.583924 + Penalty 2760.276516 = -136460.307407 nChanged 3 SP:Iteration 42Q (9657.490813 sec): 3 clusters Score: Raw -139221.477593 + Penalty 2760.276516 = -136461.201076 nChanged 3 SP:Iteration 43Q (9657.576028 sec): 3 clusters Score: Raw -139222.725529 + Penalty 2760.276516 = -136462.449012 nChanged 2 SP:Iteration 44Q (9657.647764 sec): 3 clusters Score: Raw -139223.375948 + Penalty 2760.276516 = -136463.099431 nChanged 2 SP:Iteration 45Q (9657.733356 sec): 3 clusters Score: Raw -139224.409207 + Penalty 2760.276516 = -136464.132690 nChanged 3 SP:Iteration 46Q (9657.815263 sec): 3 clusters Score: Raw -139225.235588 + Penalty 2760.276516 = -136464.959071 nChanged 1 SP:Iteration 47Q (9657.896237 sec): 3 clusters Score: Raw -139225.824242 + Penalty 2760.276516 = -136465.547726 nChanged 1 SP:Iteration 48Q (9657.983599 sec): 3 clusters Score: Raw -139226.410340 + Penalty 2760.276516 = -136466.133823 nChanged 2 SP:Iteration 49Q (9658.071223 sec): 3 clusters Score: Raw -139226.914800 + Penalty 2760.276516 = -136466.638284 nChanged 1 SP:Iteration 50Q (9658.159191 sec): 3 clusters Score: Raw -139227.299667 + Penalty 2760.276516 = -136467.023151 nChanged 1 SP:Iteration 51Q (9658.261089 sec): 3 clusters Score: Raw -139228.047811 + Penalty 2760.276516 = -136467.771295 nChanged 1 SP:Iteration 52Q (9658.327544 sec): 3 clusters Score: Raw -139228.987266 + Penalty 2760.276516 = -136468.710750 nChanged 0 SP:Iteration 53F (9658.412333 sec): 3 clusters Score: Raw -139228.987266 + Penalty 2760.276516 = -136468.710750 nChanged 0 Trying to split cluster 17 (2854 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9658.478031 sec): 2 clusters Score: Raw -180111.878334 + Penalty 1396.361678 = -178715.516655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9658.558716 sec): 3 clusters Score: Raw -178834.926393 + Penalty 2792.723356 = -176042.203037 nChanged 1087 SP:Iteration 1F (9658.643246 sec): 3 clusters Score: Raw -179671.758092 + Penalty 2792.723356 = -176879.034736 nChanged 291 SP:Iteration 2F (9658.729150 sec): 3 clusters Score: Raw -180026.731915 + Penalty 2792.723356 = -177234.008559 nChanged 220 SP:Iteration 3F (9658.792557 sec): 3 clusters Score: Raw -180262.051366 + Penalty 2792.723356 = -177469.328010 nChanged 173 SP:Iteration 4F (9658.892912 sec): 3 clusters Score: Raw -180435.346582 + Penalty 2792.723356 = -177642.623226 nChanged 128 SP:Iteration 5Q (9658.971367 sec): 3 clusters Score: Raw -180561.824303 + Penalty 2792.723356 = -177769.100947 nChanged 102 SP:Iteration 6Q (9659.048473 sec): 3 clusters Score: Raw -180660.670393 + Penalty 2792.723356 = -177867.947037 nChanged 78 SP:Iteration 7Q (9659.135971 sec): 3 clusters Score: Raw -180731.131114 + Penalty 2792.723356 = -177938.407758 nChanged 55 SP:Iteration 8Q (9659.214435 sec): 3 clusters Score: Raw -180770.006203 + Penalty 2792.723356 = -177977.282847 nChanged 46 SP:Iteration 9Q (9659.309329 sec): 3 clusters Score: Raw -180806.862977 + Penalty 2792.723356 = -178014.139620 nChanged 39 SP:Iteration 10Q (9659.411649 sec): 3 clusters Score: Raw -180830.251825 + Penalty 2792.723356 = -178037.528469 nChanged 27 SP:Iteration 11Q (9659.490655 sec): 3 clusters Score: Raw -180850.150205 + Penalty 2792.723356 = -178057.426849 nChanged 31 SP:Iteration 12Q (9659.570014 sec): 3 clusters Score: Raw -180867.781219 + Penalty 2792.723356 = -178075.057863 nChanged 26 SP:Iteration 13Q (9659.646464 sec): 3 clusters Score: Raw -180888.958939 + Penalty 2792.723356 = -178096.235583 nChanged 27 SP:Iteration 14Q (9659.730608 sec): 3 clusters Score: Raw -180910.948786 + Penalty 2792.723356 = -178118.225430 nChanged 23 SP:Iteration 15Q (9659.819147 sec): 3 clusters Score: Raw -180930.506535 + Penalty 2792.723356 = -178137.783179 nChanged 20 SP:Iteration 16Q (9659.902015 sec): 3 clusters Score: Raw -180944.694029 + Penalty 2792.723356 = -178151.970673 nChanged 15 SP:Iteration 17Q (9659.990300 sec): 3 clusters Score: Raw -180952.791293 + Penalty 2792.723356 = -178160.067937 nChanged 10 SP:Iteration 18Q (9660.080006 sec): 3 clusters Score: Raw -180956.075458 + Penalty 2792.723356 = -178163.352102 nChanged 5 SP:Iteration 19Q (9660.147668 sec): 3 clusters Score: Raw -180957.430330 + Penalty 2792.723356 = -178164.706974 nChanged 2 SP:Iteration 20F (9660.231901 sec): 3 clusters Score: Raw -180958.092785 + Penalty 2792.723356 = -178165.369429 nChanged 0 Trying to split cluster 18 (13296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9660.321205 sec): 2 clusters Score: Raw -914344.908877 + Penalty 1666.410850 = -912678.498027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9660.419133 sec): 3 clusters Score: Raw -906673.190304 + Penalty 3332.821700 = -903340.368604 nChanged 5798 SP:Iteration 1F (9660.507392 sec): 3 clusters Score: Raw -909825.574944 + Penalty 3332.821700 = -906492.753245 nChanged 915 SP:Iteration 2F (9660.610714 sec): 3 clusters Score: Raw -910402.793341 + Penalty 3332.821700 = -907069.971642 nChanged 996 SP:Iteration 3F (9660.726662 sec): 3 clusters Score: Raw -911111.037382 + Penalty 3332.821700 = -907778.215682 nChanged 992 SP:Iteration 4F (9660.826000 sec): 3 clusters Score: Raw -911825.921321 + Penalty 3332.821700 = -908493.099621 nChanged 934 SP:Iteration 5F (9660.915059 sec): 3 clusters Score: Raw -912450.753440 + Penalty 3332.821700 = -909117.931741 nChanged 812 SP:Iteration 6F (9661.004155 sec): 3 clusters Score: Raw -912940.600380 + Penalty 3332.821700 = -909607.778681 nChanged 681 SP:Iteration 7F (9661.119584 sec): 3 clusters Score: Raw -913301.128176 + Penalty 3332.821700 = -909968.306476 nChanged 519 SP:Iteration 8Q (9661.224802 sec): 3 clusters Score: Raw -913547.399756 + Penalty 3332.821700 = -910214.578056 nChanged 417 SP:Iteration 9Q (9661.328193 sec): 3 clusters Score: Raw -913727.524031 + Penalty 3332.821700 = -910394.702331 nChanged 351 SP:Iteration 10Q (9661.432438 sec): 3 clusters Score: Raw -913877.221148 + Penalty 3332.821700 = -910544.399448 nChanged 318 SP:Iteration 11Q (9661.526116 sec): 3 clusters Score: Raw -913994.883951 + Penalty 3332.821700 = -910662.062251 nChanged 263 SP:Iteration 12Q (9661.631611 sec): 3 clusters Score: Raw -914081.377228 + Penalty 3332.821700 = -910748.555529 nChanged 205 SP:Iteration 13Q (9661.792857 sec): 3 clusters Score: Raw -914152.226084 + Penalty 3332.821700 = -910819.404385 nChanged 195 SP:Iteration 14Q (9661.906381 sec): 3 clusters Score: Raw -914215.439590 + Penalty 3332.821700 = -910882.617890 nChanged 156 SP:Iteration 15Q (9662.062234 sec): 3 clusters Score: Raw -914264.432444 + Penalty 3332.821700 = -910931.610745 nChanged 153 SP:Iteration 16Q (9662.155622 sec): 3 clusters Score: Raw -914310.827201 + Penalty 3332.821700 = -910978.005501 nChanged 125 SP:Iteration 17Q (9662.303340 sec): 3 clusters Score: Raw -914349.942931 + Penalty 3332.821700 = -911017.121231 nChanged 113 SP:Iteration 18Q (9662.417378 sec): 3 clusters Score: Raw -914384.530919 + Penalty 3332.821700 = -911051.709219 nChanged 100 SP:Iteration 19Q (9662.557299 sec): 3 clusters Score: Raw -914413.957569 + Penalty 3332.821700 = -911081.135870 nChanged 91 SP:Iteration 20F (9662.674141 sec): 3 clusters Score: Raw -914436.675836 + Penalty 3332.821700 = -911103.854137 nChanged 74 SP:Iteration 21Q (9662.803132 sec): 3 clusters Score: Raw -914455.658458 + Penalty 3332.821700 = -911122.836759 nChanged 69 SP:Iteration 22Q (9662.951670 sec): 3 clusters Score: Raw -914473.431877 + Penalty 3332.821700 = -911140.610178 nChanged 64 SP:Iteration 23Q (9663.064348 sec): 3 clusters Score: Raw -914488.280768 + Penalty 3332.821700 = -911155.459068 nChanged 49 SP:Iteration 24Q (9663.226716 sec): 3 clusters Score: Raw -914499.000263 + Penalty 3332.821700 = -911166.178564 nChanged 39 SP:Iteration 25Q (9663.319555 sec): 3 clusters Score: Raw -914508.643309 + Penalty 3332.821700 = -911175.821609 nChanged 42 SP:Iteration 26Q (9663.441727 sec): 3 clusters Score: Raw -914521.407976 + Penalty 3332.821700 = -911188.586276 nChanged 46 SP:Iteration 27Q (9663.573049 sec): 3 clusters Score: Raw -914537.911394 + Penalty 3332.821700 = -911205.089694 nChanged 60 SP:Iteration 28Q (9663.717153 sec): 3 clusters Score: Raw -914559.463114 + Penalty 3332.821700 = -911226.641415 nChanged 59 SP:Iteration 29Q (9663.824613 sec): 3 clusters Score: Raw -914577.240111 + Penalty 3332.821700 = -911244.418411 nChanged 52 SP:Iteration 30Q (9663.977284 sec): 3 clusters Score: Raw -914595.791384 + Penalty 3332.821700 = -911262.969685 nChanged 43 SP:Iteration 31Q (9664.144125 sec): 3 clusters Score: Raw -914608.310953 + Penalty 3332.821700 = -911275.489254 nChanged 34 SP:Iteration 32Q (9664.293958 sec): 3 clusters Score: Raw -914619.304676 + Penalty 3332.821700 = -911286.482976 nChanged 31 SP:Iteration 33Q (9664.422839 sec): 3 clusters Score: Raw -914629.384731 + Penalty 3332.821700 = -911296.563032 nChanged 36 SP:Iteration 34Q (9664.565483 sec): 3 clusters Score: Raw -914643.033660 + Penalty 3332.821700 = -911310.211960 nChanged 29 SP:Iteration 35Q (9664.696494 sec): 3 clusters Score: Raw -914651.754587 + Penalty 3332.821700 = -911318.932888 nChanged 26 SP:Iteration 36Q (9664.821356 sec): 3 clusters Score: Raw -914659.873179 + Penalty 3332.821700 = -911327.051479 nChanged 26 SP:Iteration 37Q (9664.974636 sec): 3 clusters Score: Raw -914668.522997 + Penalty 3332.821700 = -911335.701297 nChanged 16 SP:Iteration 38Q (9665.125861 sec): 3 clusters Score: Raw -914672.074453 + Penalty 3332.821700 = -911339.252754 nChanged 11 SP:Iteration 39Q (9665.293222 sec): 3 clusters Score: Raw -914675.022341 + Penalty 3332.821700 = -911342.200641 nChanged 14 SP:Iteration 40F (9665.441704 sec): 3 clusters Score: Raw -914678.141118 + Penalty 3332.821700 = -911345.319418 nChanged 11 SP:Iteration 41Q (9665.559831 sec): 3 clusters Score: Raw -914681.088101 + Penalty 3332.821700 = -911348.266402 nChanged 11 SP:Iteration 42Q (9665.716872 sec): 3 clusters Score: Raw -914683.687436 + Penalty 3332.821700 = -911350.865737 nChanged 14 SP:Iteration 43Q (9665.804856 sec): 3 clusters Score: Raw -914687.276427 + Penalty 3332.821700 = -911354.454728 nChanged 10 SP:Iteration 44Q (9665.952007 sec): 3 clusters Score: Raw -914689.214885 + Penalty 3332.821700 = -911356.393185 nChanged 6 SP:Iteration 45Q (9666.069905 sec): 3 clusters Score: Raw -914691.097207 + Penalty 3332.821700 = -911358.275507 nChanged 7 SP:Iteration 46Q (9666.195523 sec): 3 clusters Score: Raw -914693.326982 + Penalty 3332.821700 = -911360.505283 nChanged 10 SP:Iteration 47Q (9666.335402 sec): 3 clusters Score: Raw -914696.420985 + Penalty 3332.821700 = -911363.599285 nChanged 10 SP:Iteration 48Q (9666.454091 sec): 3 clusters Score: Raw -914698.416795 + Penalty 3332.821700 = -911365.595095 nChanged 5 SP:Iteration 49Q (9666.555774 sec): 3 clusters Score: Raw -914699.434506 + Penalty 3332.821700 = -911366.612807 nChanged 6 SP:Iteration 50Q (9666.672369 sec): 3 clusters Score: Raw -914701.499038 + Penalty 3332.821700 = -911368.677339 nChanged 8 SP:Iteration 51Q (9666.823360 sec): 3 clusters Score: Raw -914703.319931 + Penalty 3332.821700 = -911370.498231 nChanged 10 SP:Iteration 52Q (9666.922472 sec): 3 clusters Score: Raw -914706.250634 + Penalty 3332.821700 = -911373.428935 nChanged 10 SP:Iteration 53Q (9667.042858 sec): 3 clusters Score: Raw -914710.256845 + Penalty 3332.821700 = -911377.435146 nChanged 7 SP:Iteration 54Q (9667.147903 sec): 3 clusters Score: Raw -914712.941656 + Penalty 3332.821700 = -911380.119957 nChanged 13 SP:Iteration 55Q (9667.281143 sec): 3 clusters Score: Raw -914716.447729 + Penalty 3332.821700 = -911383.626030 nChanged 11 SP:Iteration 56Q (9667.438049 sec): 3 clusters Score: Raw -914720.000110 + Penalty 3332.821700 = -911387.178410 nChanged 13 SP:Iteration 57Q (9667.530390 sec): 3 clusters Score: Raw -914724.480507 + Penalty 3332.821700 = -911391.658808 nChanged 16 SP:Iteration 58Q (9667.688908 sec): 3 clusters Score: Raw -914730.002876 + Penalty 3332.821700 = -911397.181176 nChanged 12 SP:Iteration 59Q (9667.811266 sec): 3 clusters Score: Raw -914734.140452 + Penalty 3332.821700 = -911401.318752 nChanged 6 SP:Iteration 60F (9667.913256 sec): 3 clusters Score: Raw -914735.930017 + Penalty 3332.821700 = -911403.108317 nChanged 7 SP:Iteration 61Q (9668.057964 sec): 3 clusters Score: Raw -914737.475939 + Penalty 3332.821700 = -911404.654240 nChanged 5 SP:Iteration 62Q (9668.155024 sec): 3 clusters Score: Raw -914738.874803 + Penalty 3332.821700 = -911406.053104 nChanged 4 SP:Iteration 63Q (9668.296250 sec): 3 clusters Score: Raw -914740.019293 + Penalty 3332.821700 = -911407.197594 nChanged 6 SP:Iteration 64Q (9668.404256 sec): 3 clusters Score: Raw -914741.267327 + Penalty 3332.821700 = -911408.445627 nChanged 2 SP:Iteration 65Q (9668.529133 sec): 3 clusters Score: Raw -914741.608965 + Penalty 3332.821700 = -911408.787266 nChanged 0 SP:Iteration 66F (9668.654750 sec): 3 clusters Score: Raw -914741.608965 + Penalty 3332.821700 = -911408.787266 nChanged 0 Trying to split cluster 19 (5844 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9668.713350 sec): 2 clusters Score: Raw -227022.864464 + Penalty 1522.141471 = -225500.722994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9668.803090 sec): 3 clusters Score: Raw -224051.426144 + Penalty 3044.282941 = -221007.143203 nChanged 2417 SP:Iteration 1F (9668.901520 sec): 3 clusters Score: Raw -226204.535157 + Penalty 3044.282941 = -223160.252216 nChanged 696 SP:Iteration 2F (9669.017267 sec): 3 clusters Score: Raw -227088.373592 + Penalty 3044.282941 = -224044.090651 nChanged 557 SP:Iteration 3F (9669.124764 sec): 3 clusters Score: Raw -227611.214182 + Penalty 3044.282941 = -224566.931241 nChanged 352 SP:Iteration 4F (9669.228428 sec): 3 clusters Score: Raw -227870.415725 + Penalty 3044.282941 = -224826.132784 nChanged 247 SP:Iteration 5Q (9669.315404 sec): 3 clusters Score: Raw -228054.194309 + Penalty 3044.282941 = -225009.911368 nChanged 211 SP:Iteration 6Q (9669.414770 sec): 3 clusters Score: Raw -228186.754572 + Penalty 3044.282941 = -225142.471631 nChanged 131 SP:Iteration 7Q (9669.547994 sec): 3 clusters Score: Raw -228252.024884 + Penalty 3044.282941 = -225207.741943 nChanged 106 SP:Iteration 8Q (9669.641352 sec): 3 clusters Score: Raw -228303.202101 + Penalty 3044.282941 = -225258.919159 nChanged 102 SP:Iteration 9Q (9669.744178 sec): 3 clusters Score: Raw -228355.632646 + Penalty 3044.282941 = -225311.349704 nChanged 100 SP:Iteration 10Q (9669.848281 sec): 3 clusters Score: Raw -228399.926181 + Penalty 3044.282941 = -225355.643240 nChanged 80 SP:Iteration 11Q (9669.950652 sec): 3 clusters Score: Raw -228431.708450 + Penalty 3044.282941 = -225387.425509 nChanged 59 SP:Iteration 12Q (9670.044644 sec): 3 clusters Score: Raw -228456.447146 + Penalty 3044.282941 = -225412.164205 nChanged 61 SP:Iteration 13Q (9670.121410 sec): 3 clusters Score: Raw -228481.715183 + Penalty 3044.282941 = -225437.432242 nChanged 52 SP:Iteration 14Q (9670.215369 sec): 3 clusters Score: Raw -228500.307488 + Penalty 3044.282941 = -225456.024547 nChanged 45 SP:Iteration 15Q (9670.323454 sec): 3 clusters Score: Raw -228525.750510 + Penalty 3044.282941 = -225481.467569 nChanged 33 SP:Iteration 16Q (9670.396766 sec): 3 clusters Score: Raw -228539.328131 + Penalty 3044.282941 = -225495.045189 nChanged 50 SP:Iteration 17Q (9670.484686 sec): 3 clusters Score: Raw -228559.732211 + Penalty 3044.282941 = -225515.449270 nChanged 44 SP:Iteration 18Q (9670.587249 sec): 3 clusters Score: Raw -228574.239461 + Penalty 3044.282941 = -225529.956519 nChanged 37 SP:Iteration 19Q (9670.682893 sec): 3 clusters Score: Raw -228584.503454 + Penalty 3044.282941 = -225540.220513 nChanged 41 SP:Iteration 20F (9670.776088 sec): 3 clusters Score: Raw -228602.950124 + Penalty 3044.282941 = -225558.667183 nChanged 33 SP:Iteration 21Q (9670.861042 sec): 3 clusters Score: Raw -228617.511230 + Penalty 3044.282941 = -225573.228289 nChanged 38 SP:Iteration 22Q (9670.947985 sec): 3 clusters Score: Raw -228629.407955 + Penalty 3044.282941 = -225585.125013 nChanged 38 SP:Iteration 23Q (9671.024125 sec): 3 clusters Score: Raw -228642.069853 + Penalty 3044.282941 = -225597.786911 nChanged 35 SP:Iteration 24Q (9671.111907 sec): 3 clusters Score: Raw -228651.391754 + Penalty 3044.282941 = -225607.108813 nChanged 37 SP:Iteration 25Q (9671.188616 sec): 3 clusters Score: Raw -228666.581705 + Penalty 3044.282941 = -225622.298764 nChanged 40 SP:Iteration 26Q (9671.290108 sec): 3 clusters Score: Raw -228683.283934 + Penalty 3044.282941 = -225639.000993 nChanged 46 SP:Iteration 27Q (9671.381597 sec): 3 clusters Score: Raw -228697.365053 + Penalty 3044.282941 = -225653.082112 nChanged 48 SP:Iteration 28Q (9671.471692 sec): 3 clusters Score: Raw -228713.624424 + Penalty 3044.282941 = -225669.341482 nChanged 59 SP:Iteration 29Q (9671.566177 sec): 3 clusters Score: Raw -228739.909218 + Penalty 3044.282941 = -225695.626277 nChanged 56 SP:Iteration 30Q (9671.650670 sec): 3 clusters Score: Raw -228760.997971 + Penalty 3044.282941 = -225716.715029 nChanged 49 SP:Iteration 31Q (9671.720300 sec): 3 clusters Score: Raw -228775.637105 + Penalty 3044.282941 = -225731.354164 nChanged 61 SP:Iteration 32Q (9671.828477 sec): 3 clusters Score: Raw -228801.506056 + Penalty 3044.282941 = -225757.223114 nChanged 58 SP:Iteration 33Q (9671.909955 sec): 3 clusters Score: Raw -228821.223727 + Penalty 3044.282941 = -225776.940786 nChanged 48 SP:Iteration 34Q (9671.995522 sec): 3 clusters Score: Raw -228842.019300 + Penalty 3044.282941 = -225797.736359 nChanged 67 SP:Iteration 35Q (9672.084451 sec): 3 clusters Score: Raw -228869.072727 + Penalty 3044.282941 = -225824.789786 nChanged 62 SP:Iteration 36Q (9672.178639 sec): 3 clusters Score: Raw -228905.489175 + Penalty 3044.282941 = -225861.206233 nChanged 78 SP:Iteration 37Q (9672.266161 sec): 3 clusters Score: Raw -228945.173794 + Penalty 3044.282941 = -225900.890852 nChanged 87 SP:Iteration 38Q (9672.346191 sec): 3 clusters Score: Raw -228979.611636 + Penalty 3044.282941 = -225935.328695 nChanged 65 SP:Iteration 39Q (9672.450617 sec): 3 clusters Score: Raw -229007.811063 + Penalty 3044.282941 = -225963.528122 nChanged 69 SP:Iteration 40F (9672.527842 sec): 3 clusters Score: Raw -229061.050197 + Penalty 3044.282941 = -226016.767256 nChanged 74 SP:Iteration 41Q (9672.632526 sec): 3 clusters Score: Raw -229112.972477 + Penalty 3044.282941 = -226068.689535 nChanged 78 SP:Iteration 42Q (9672.721351 sec): 3 clusters Score: Raw -229183.368792 + Penalty 3044.282941 = -226139.085851 nChanged 115 SP:Iteration 43Q (9672.810521 sec): 3 clusters Score: Raw -229301.132329 + Penalty 3044.282941 = -226256.849388 nChanged 106 SP:Iteration 44Q (9672.890620 sec): 3 clusters Score: Raw -229439.656160 + Penalty 3044.282941 = -226395.373218 nChanged 125 SP:Iteration 45Q (9672.980536 sec): 3 clusters Score: Raw -229587.592460 + Penalty 3044.282941 = -226543.309519 nChanged 109 SP:Iteration 46Q (9673.082004 sec): 3 clusters Score: Raw -229654.246440 + Penalty 3044.282941 = -226609.963499 nChanged 90 SP:Iteration 47Q (9673.155468 sec): 3 clusters Score: Raw -229694.950936 + Penalty 3044.282941 = -226650.667995 nChanged 66 SP:Iteration 48Q (9673.238037 sec): 3 clusters Score: Raw -229727.145169 + Penalty 3044.282941 = -226682.862228 nChanged 74 SP:Iteration 49Q (9673.326733 sec): 3 clusters Score: Raw -229760.303831 + Penalty 3044.282941 = -226716.020889 nChanged 56 SP:Iteration 50Q (9673.410926 sec): 3 clusters Score: Raw -229786.213728 + Penalty 3044.282941 = -226741.930787 nChanged 43 SP:Iteration 51Q (9673.517816 sec): 3 clusters Score: Raw -229803.604230 + Penalty 3044.282941 = -226759.321289 nChanged 45 SP:Iteration 52Q (9673.616765 sec): 3 clusters Score: Raw -229821.000169 + Penalty 3044.282941 = -226776.717228 nChanged 33 SP:Iteration 53Q (9673.688614 sec): 3 clusters Score: Raw -229831.537142 + Penalty 3044.282941 = -226787.254201 nChanged 28 SP:Iteration 54Q (9673.780010 sec): 3 clusters Score: Raw -229839.026734 + Penalty 3044.282941 = -226794.743793 nChanged 21 SP:Iteration 55Q (9673.890007 sec): 3 clusters Score: Raw -229846.096754 + Penalty 3044.282941 = -226801.813813 nChanged 17 SP:Iteration 56Q (9673.988928 sec): 3 clusters Score: Raw -229851.088025 + Penalty 3044.282941 = -226806.805084 nChanged 18 SP:Iteration 57Q (9674.081317 sec): 3 clusters Score: Raw -229855.707045 + Penalty 3044.282941 = -226811.424103 nChanged 12 SP:Iteration 58Q (9674.160119 sec): 3 clusters Score: Raw -229862.241162 + Penalty 3044.282941 = -226817.958221 nChanged 11 SP:Iteration 59Q (9674.275915 sec): 3 clusters Score: Raw -229865.906199 + Penalty 3044.282941 = -226821.623258 nChanged 10 SP:Iteration 60F (9674.295302 sec): 3 clusters Score: Raw -229869.530751 + Penalty 3044.282941 = -226825.247810 nChanged 11 SP:Iteration 61Q (9674.410353 sec): 3 clusters Score: Raw -229874.781766 + Penalty 3044.282941 = -226830.498825 nChanged 16 SP:Iteration 62Q (9674.479606 sec): 3 clusters Score: Raw -229881.506113 + Penalty 3044.282941 = -226837.223172 nChanged 13 SP:Iteration 63Q (9674.571547 sec): 3 clusters Score: Raw -229885.722786 + Penalty 3044.282941 = -226841.439845 nChanged 10 SP:Iteration 64Q (9674.669607 sec): 3 clusters Score: Raw -229889.206462 + Penalty 3044.282941 = -226844.923521 nChanged 9 SP:Iteration 65Q (9674.763535 sec): 3 clusters Score: Raw -229892.151151 + Penalty 3044.282941 = -226847.868210 nChanged 10 SP:Iteration 66Q (9674.858329 sec): 3 clusters Score: Raw -229895.426185 + Penalty 3044.282941 = -226851.143244 nChanged 6 SP:Iteration 67Q (9674.950273 sec): 3 clusters Score: Raw -229897.376621 + Penalty 3044.282941 = -226853.093680 nChanged 13 SP:Iteration 68Q (9675.037518 sec): 3 clusters Score: Raw -229903.052280 + Penalty 3044.282941 = -226858.769339 nChanged 15 SP:Iteration 69Q (9675.128560 sec): 3 clusters Score: Raw -229910.128335 + Penalty 3044.282941 = -226865.845394 nChanged 14 SP:Iteration 70Q (9675.218772 sec): 3 clusters Score: Raw -229916.087106 + Penalty 3044.282941 = -226871.804165 nChanged 19 SP:Iteration 71Q (9675.299629 sec): 3 clusters Score: Raw -229923.436604 + Penalty 3044.282941 = -226879.153663 nChanged 16 SP:Iteration 72Q (9675.399000 sec): 3 clusters Score: Raw -229928.639245 + Penalty 3044.282941 = -226884.356303 nChanged 10 SP:Iteration 73Q (9675.489737 sec): 3 clusters Score: Raw -229931.475797 + Penalty 3044.282941 = -226887.192856 nChanged 10 SP:Iteration 74Q (9675.581263 sec): 3 clusters Score: Raw -229933.852930 + Penalty 3044.282941 = -226889.569989 nChanged 5 SP:Iteration 75Q (9675.657440 sec): 3 clusters Score: Raw -229935.079511 + Penalty 3044.282941 = -226890.796570 nChanged 3 SP:Iteration 76Q (9675.750993 sec): 3 clusters Score: Raw -229935.972837 + Penalty 3044.282941 = -226891.689896 nChanged 2 SP:Iteration 77Q (9675.843697 sec): 3 clusters Score: Raw -229936.268930 + Penalty 3044.282941 = -226891.985989 nChanged 3 SP:Iteration 78Q (9675.950949 sec): 3 clusters Score: Raw -229936.693175 + Penalty 3044.282941 = -226892.410234 nChanged 1 SP:Iteration 79Q (9676.042363 sec): 3 clusters Score: Raw -229936.768414 + Penalty 3044.282941 = -226892.485473 nChanged 1 SP:Iteration 80F (9676.123744 sec): 3 clusters Score: Raw -229936.916993 + Penalty 3044.282941 = -226892.634051 nChanged 2 SP:Iteration 81Q (9676.200157 sec): 3 clusters Score: Raw -229937.648205 + Penalty 3044.282941 = -226893.365264 nChanged 2 SP:Iteration 82Q (9676.295833 sec): 3 clusters Score: Raw -229938.106393 + Penalty 3044.282941 = -226893.823451 nChanged 1 SP:Iteration 83Q (9676.388756 sec): 3 clusters Score: Raw -229938.276122 + Penalty 3044.282941 = -226893.993181 nChanged 0 SP:Iteration 84F (9676.479915 sec): 3 clusters Score: Raw -229938.276122 + Penalty 3044.282941 = -226893.993181 nChanged 0 Score: Raw -11940610.370245 + Penalty 62196.225063 = -11878414.145183 Splitting cluster 19 changes total score from -11871881.517184 to -11878414.145183 So it's getting split into cluster 29. Trying to split cluster 20 (7259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9682.745048 sec): 2 clusters Score: Raw -468107.705498 + Penalty 1560.194536 = -466547.510961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9682.880620 sec): 3 clusters Score: Raw -464158.969333 + Penalty 3120.389072 = -461038.580260 nChanged 2997 SP:Iteration 1F (9683.005534 sec): 3 clusters Score: Raw -465952.567373 + Penalty 3120.389072 = -462832.178301 nChanged 633 SP:Iteration 2F (9683.113263 sec): 3 clusters Score: Raw -466545.562117 + Penalty 3120.389072 = -463425.173044 nChanged 679 SP:Iteration 3F (9683.270667 sec): 3 clusters Score: Raw -467370.493248 + Penalty 3120.389072 = -464250.104176 nChanged 680 SP:Iteration 4F (9683.391394 sec): 3 clusters Score: Raw -468243.424293 + Penalty 3120.389072 = -465123.035220 nChanged 576 SP:Iteration 5F (9683.490002 sec): 3 clusters Score: Raw -468948.208636 + Penalty 3120.389072 = -465827.819563 nChanged 459 SP:Iteration 6F (9683.608664 sec): 3 clusters Score: Raw -469557.616949 + Penalty 3120.389072 = -466437.227877 nChanged 404 SP:Iteration 7F (9683.717965 sec): 3 clusters Score: Raw -470188.350419 + Penalty 3120.389072 = -467067.961347 nChanged 360 SP:Iteration 8Q (9683.844456 sec): 3 clusters Score: Raw -470834.231757 + Penalty 3120.389072 = -467713.842685 nChanged 306 SP:Iteration 9Q (9683.953711 sec): 3 clusters Score: Raw -471423.231850 + Penalty 3120.389072 = -468302.842778 nChanged 221 SP:Iteration 10Q (9684.063034 sec): 3 clusters Score: Raw -471813.447993 + Penalty 3120.389072 = -468693.058921 nChanged 175 SP:Iteration 11Q (9684.141957 sec): 3 clusters Score: Raw -472075.765380 + Penalty 3120.389072 = -468955.376307 nChanged 138 SP:Iteration 12Q (9684.269239 sec): 3 clusters Score: Raw -472192.246289 + Penalty 3120.389072 = -469071.857216 nChanged 76 SP:Iteration 13Q (9684.399444 sec): 3 clusters Score: Raw -472225.095559 + Penalty 3120.389072 = -469104.706486 nChanged 39 SP:Iteration 14Q (9684.519750 sec): 3 clusters Score: Raw -472236.326408 + Penalty 3120.389072 = -469115.937336 nChanged 20 SP:Iteration 15Q (9684.644484 sec): 3 clusters Score: Raw -472239.862435 + Penalty 3120.389072 = -469119.473363 nChanged 8 SP:Iteration 16Q (9684.750830 sec): 3 clusters Score: Raw -472241.143377 + Penalty 3120.389072 = -469120.754304 nChanged 4 SP:Iteration 17Q (9684.839725 sec): 3 clusters Score: Raw -472241.737473 + Penalty 3120.389072 = -469121.348400 nChanged 2 SP:Iteration 18Q (9684.949450 sec): 3 clusters Score: Raw -472242.137129 + Penalty 3120.389072 = -469121.748056 nChanged 0 SP:Iteration 19F (9685.082807 sec): 3 clusters Score: Raw -472242.137129 + Penalty 3120.389072 = -469121.748056 nChanged 0 Score: Raw -11944744.801877 + Penalty 64340.922479 = -11880403.879398 Splitting cluster 20 changes total score from -11871881.517184 to -11880403.879398 So it's getting split into cluster 30. Iteration 99Q (9696.971861 sec): 31 clusters Score: Raw -11950665.843655 + Penalty 64340.922479 = -11886324.921177 nChanged 7495 Iteration 100F (9703.120640 sec): 31 clusters Score: Raw -11956020.973145 + Penalty 64340.922479 = -11891680.050666 nChanged 5186 Iteration 101Q (9707.188545 sec): 31 clusters Score: Raw -11958331.780879 + Penalty 64340.922479 = -11893990.858400 nChanged 3073 Iteration 102Q (9711.254779 sec): 31 clusters Score: Raw -11959620.189936 + Penalty 64340.922479 = -11895279.267457 nChanged 2212 Iteration 103Q (9715.321188 sec): 31 clusters Score: Raw -11960481.913324 + Penalty 64340.922479 = -11896140.990845 nChanged 1751 Iteration 104Q (9719.548910 sec): 31 clusters Score: Raw -11961151.553302 + Penalty 64340.922479 = -11896810.630824 nChanged 1513 Iteration 105Q (9723.779211 sec): 31 clusters Score: Raw -11961660.195432 + Penalty 64340.922479 = -11897319.272953 nChanged 1326 Iteration 106Q (9727.799909 sec): 31 clusters Score: Raw -11962086.737449 + Penalty 64340.922479 = -11897745.814971 nChanged 1144 Iteration 107Q (9731.890933 sec): 31 clusters Score: Raw -11962420.177198 + Penalty 64340.922479 = -11898079.254719 nChanged 980 Iteration 108Q (9735.855935 sec): 31 clusters Score: Raw -11962685.771233 + Penalty 64340.922479 = -11898344.848754 nChanged 947 Iteration 109Q (9740.037114 sec): 31 clusters Score: Raw -11962954.211923 + Penalty 64340.922479 = -11898613.289444 nChanged 852 Iteration 110Q (9744.209109 sec): 31 clusters Score: Raw -11963202.500119 + Penalty 64340.922479 = -11898861.577640 nChanged 790 Iteration 111Q (9748.432891 sec): 31 clusters Score: Raw -11963422.732141 + Penalty 64340.922479 = -11899081.809663 nChanged 718 Iteration 112Q (9752.544687 sec): 31 clusters Score: Raw -11963630.285410 + Penalty 64340.922479 = -11899289.362931 nChanged 735 Iteration 113Q (9756.683393 sec): 31 clusters Score: Raw -11963838.272041 + Penalty 64340.922479 = -11899497.349562 nChanged 717 Iteration 114Q (9760.780997 sec): 31 clusters Score: Raw -11964066.686097 + Penalty 64340.922479 = -11899725.763619 nChanged 736 Iteration 115Q (9765.010459 sec): 31 clusters Score: Raw -11964308.090779 + Penalty 64340.922479 = -11899967.168300 nChanged 702 Iteration 116Q (9769.257377 sec): 31 clusters Score: Raw -11964549.409739 + Penalty 64340.922479 = -11900208.487260 nChanged 720 Iteration 117Q (9773.654473 sec): 31 clusters Score: Raw -11964775.967820 + Penalty 64340.922479 = -11900435.045342 nChanged 710 Iteration 118Q (9778.130350 sec): 31 clusters Score: Raw -11964984.173778 + Penalty 64340.922479 = -11900643.251299 nChanged 722 Iteration 119Q (9783.263819 sec): 31 clusters Score: Raw -11965167.697817 + Penalty 64340.922479 = -11900826.775338 nChanged 648 Iteration 120F (9791.196535 sec): 31 clusters Score: Raw -11965372.554949 + Penalty 64340.922479 = -11901031.632470 nChanged 581 Iteration 121Q (9796.545123 sec): 31 clusters Score: Raw -11965533.058311 + Penalty 64340.922479 = -11901192.135832 nChanged 565 Iteration 122Q (9801.905167 sec): 31 clusters Score: Raw -11965677.398530 + Penalty 64340.922479 = -11901336.476051 nChanged 532 Iteration 123Q (9807.409913 sec): 31 clusters Score: Raw -11965797.939547 + Penalty 64340.922479 = -11901457.017068 nChanged 485 Iteration 124Q (9812.111089 sec): 31 clusters Score: Raw -11965907.856237 + Penalty 64340.922479 = -11901566.933758 nChanged 502 Iteration 125Q (9816.210492 sec): 31 clusters Score: Raw -11966009.485283 + Penalty 64340.922479 = -11901668.562805 nChanged 454 Iteration 126Q (9820.444561 sec): 31 clusters Score: Raw -11966097.352053 + Penalty 64340.922479 = -11901756.429575 nChanged 437 Iteration 127Q (9824.466783 sec): 31 clusters Score: Raw -11966185.136611 + Penalty 64340.922479 = -11901844.214132 nChanged 387 Iteration 128Q (9828.616041 sec): 31 clusters Score: Raw -11966254.394232 + Penalty 64340.922479 = -11901913.471753 nChanged 340 Iteration 129Q (9832.650811 sec): 31 clusters Score: Raw -11966313.377056 + Penalty 64340.922479 = -11901972.454578 nChanged 303 Iteration 130Q (9836.870070 sec): 31 clusters Score: Raw -11966363.722967 + Penalty 64340.922479 = -11902022.800489 nChanged 264 Iteration 131Q (9840.981382 sec): 31 clusters Score: Raw -11966404.310947 + Penalty 64340.922479 = -11902063.388468 nChanged 248 Iteration 132Q (9845.005959 sec): 31 clusters Score: Raw -11966439.094637 + Penalty 64340.922479 = -11902098.172158 nChanged 232 Iteration 133Q (9849.146553 sec): 31 clusters Score: Raw -11966474.939164 + Penalty 64340.922479 = -11902134.016685 nChanged 246 Iteration 134Q (9853.218992 sec): 31 clusters Score: Raw -11966512.591495 + Penalty 64340.922479 = -11902171.669016 nChanged 232 Iteration 135Q (9857.441050 sec): 31 clusters Score: Raw -11966547.645902 + Penalty 64340.922479 = -11902206.723423 nChanged 207 Iteration 136Q (9861.408193 sec): 31 clusters Score: Raw -11966579.332463 + Penalty 64340.922479 = -11902238.409985 nChanged 188 Iteration 137Q (9865.439487 sec): 31 clusters Score: Raw -11966605.432795 + Penalty 64340.922479 = -11902264.510316 nChanged 185 Iteration 138Q (9869.509167 sec): 31 clusters Score: Raw -11966632.564886 + Penalty 64340.922479 = -11902291.642408 nChanged 163 Writing temp clu file Because OldScore, -11902264.510316, is greater than current (better) Score,-11902291.642408 Compute initial score before splitting: Score: Raw -11966632.564886 + Penalty 64340.922479 = -11902291.642408 Trying to split cluster 1 (3582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9869.747208 sec): 2 clusters Score: Raw -180602.721613 + Penalty 1436.235240 = -179166.486373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9869.851274 sec): 3 clusters Score: Raw -178950.775554 + Penalty 2872.470480 = -176078.305074 nChanged 1363 SP:Iteration 1F (9869.964465 sec): 3 clusters Score: Raw -180145.901979 + Penalty 2872.470480 = -177273.431498 nChanged 434 SP:Iteration 2F (9870.033298 sec): 3 clusters Score: Raw -180639.981021 + Penalty 2872.470480 = -177767.510540 nChanged 287 SP:Iteration 3F (9870.150408 sec): 3 clusters Score: Raw -180900.086855 + Penalty 2872.470480 = -178027.616375 nChanged 190 SP:Iteration 4F (9870.224970 sec): 3 clusters Score: Raw -181045.229219 + Penalty 2872.470480 = -178172.758738 nChanged 128 SP:Iteration 5Q (9870.306615 sec): 3 clusters Score: Raw -181136.989374 + Penalty 2872.470480 = -178264.518894 nChanged 97 SP:Iteration 6Q (9870.385606 sec): 3 clusters Score: Raw -181204.596787 + Penalty 2872.470480 = -178332.126306 nChanged 87 SP:Iteration 7Q (9870.481362 sec): 3 clusters Score: Raw -181264.015055 + Penalty 2872.470480 = -178391.544575 nChanged 72 SP:Iteration 8Q (9870.558167 sec): 3 clusters Score: Raw -181305.699600 + Penalty 2872.470480 = -178433.229119 nChanged 51 SP:Iteration 9Q (9870.680916 sec): 3 clusters Score: Raw -181334.672668 + Penalty 2872.470480 = -178462.202188 nChanged 46 SP:Iteration 10Q (9870.765132 sec): 3 clusters Score: Raw -181359.329037 + Penalty 2872.470480 = -178486.858557 nChanged 38 SP:Iteration 11Q (9870.852505 sec): 3 clusters Score: Raw -181380.433320 + Penalty 2872.470480 = -178507.962839 nChanged 35 SP:Iteration 12Q (9870.933918 sec): 3 clusters Score: Raw -181395.278063 + Penalty 2872.470480 = -178522.807582 nChanged 24 SP:Iteration 13Q (9871.029276 sec): 3 clusters Score: Raw -181405.192252 + Penalty 2872.470480 = -178532.721772 nChanged 21 SP:Iteration 14Q (9871.129641 sec): 3 clusters Score: Raw -181413.414908 + Penalty 2872.470480 = -178540.944428 nChanged 16 SP:Iteration 15Q (9871.212878 sec): 3 clusters Score: Raw -181419.630372 + Penalty 2872.470480 = -178547.159891 nChanged 12 SP:Iteration 16Q (9871.282414 sec): 3 clusters Score: Raw -181424.526508 + Penalty 2872.470480 = -178552.056027 nChanged 10 SP:Iteration 17Q (9871.356871 sec): 3 clusters Score: Raw -181428.813906 + Penalty 2872.470480 = -178556.343425 nChanged 6 SP:Iteration 18Q (9871.446889 sec): 3 clusters Score: Raw -181430.718661 + Penalty 2872.470480 = -178558.248180 nChanged 7 SP:Iteration 19Q (9871.525885 sec): 3 clusters Score: Raw -181433.197400 + Penalty 2872.470480 = -178560.726920 nChanged 7 SP:Iteration 20F (9871.611195 sec): 3 clusters Score: Raw -181436.570475 + Penalty 2872.470480 = -178564.099994 nChanged 12 SP:Iteration 21Q (9871.701195 sec): 3 clusters Score: Raw -181440.518999 + Penalty 2872.470480 = -178568.048518 nChanged 9 SP:Iteration 22Q (9871.820765 sec): 3 clusters Score: Raw -181442.161806 + Penalty 2872.470480 = -178569.691325 nChanged 1 SP:Iteration 23Q (9871.902716 sec): 3 clusters Score: Raw -181442.564042 + Penalty 2872.470480 = -178570.093562 nChanged 1 SP:Iteration 24Q (9871.987657 sec): 3 clusters Score: Raw -181442.794574 + Penalty 2872.470480 = -178570.324094 nChanged 0 SP:Iteration 25F (9872.075170 sec): 3 clusters Score: Raw -181442.794574 + Penalty 2872.470480 = -178570.324094 nChanged 0 Trying to split cluster 2 (8276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9872.173128 sec): 2 clusters Score: Raw -533669.137001 + Penalty 1583.205689 = -532085.931311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9872.261710 sec): 3 clusters Score: Raw -529152.270054 + Penalty 3166.411379 = -525985.858675 nChanged 3432 SP:Iteration 1F (9872.379970 sec): 3 clusters Score: Raw -531119.153133 + Penalty 3166.411379 = -527952.741754 nChanged 582 SP:Iteration 2F (9872.473106 sec): 3 clusters Score: Raw -531440.473263 + Penalty 3166.411379 = -528274.061884 nChanged 481 SP:Iteration 3F (9872.564635 sec): 3 clusters Score: Raw -531703.093076 + Penalty 3166.411379 = -528536.681697 nChanged 396 SP:Iteration 4Q (9872.679998 sec): 3 clusters Score: Raw -531883.562916 + Penalty 3166.411379 = -528717.151538 nChanged 350 SP:Iteration 5Q (9872.783219 sec): 3 clusters Score: Raw -532075.653237 + Penalty 3166.411379 = -528909.241858 nChanged 361 SP:Iteration 6Q (9872.886445 sec): 3 clusters Score: Raw -532262.565823 + Penalty 3166.411379 = -529096.154444 nChanged 332 SP:Iteration 7Q (9872.991064 sec): 3 clusters Score: Raw -532455.188538 + Penalty 3166.411379 = -529288.777159 nChanged 332 SP:Iteration 8Q (9873.084326 sec): 3 clusters Score: Raw -532626.063302 + Penalty 3166.411379 = -529459.651923 nChanged 289 SP:Iteration 9Q (9873.170507 sec): 3 clusters Score: Raw -532770.265037 + Penalty 3166.411379 = -529603.853658 nChanged 273 SP:Iteration 10Q (9873.271942 sec): 3 clusters Score: Raw -532907.993573 + Penalty 3166.411379 = -529741.582195 nChanged 233 SP:Iteration 11Q (9873.371903 sec): 3 clusters Score: Raw -533012.456199 + Penalty 3166.411379 = -529846.044820 nChanged 204 SP:Iteration 12Q (9873.474783 sec): 3 clusters Score: Raw -533100.609129 + Penalty 3166.411379 = -529934.197750 nChanged 197 SP:Iteration 13Q (9873.586421 sec): 3 clusters Score: Raw -533181.160812 + Penalty 3166.411379 = -530014.749433 nChanged 160 SP:Iteration 14Q (9873.712047 sec): 3 clusters Score: Raw -533255.259900 + Penalty 3166.411379 = -530088.848522 nChanged 162 SP:Iteration 15Q (9873.812946 sec): 3 clusters Score: Raw -533327.269959 + Penalty 3166.411379 = -530160.858581 nChanged 134 SP:Iteration 16Q (9873.919681 sec): 3 clusters Score: Raw -533379.736718 + Penalty 3166.411379 = -530213.325340 nChanged 114 SP:Iteration 17Q (9874.022492 sec): 3 clusters Score: Raw -533426.014385 + Penalty 3166.411379 = -530259.603007 nChanged 100 SP:Iteration 18Q (9874.145565 sec): 3 clusters Score: Raw -533468.871113 + Penalty 3166.411379 = -530302.459734 nChanged 116 SP:Iteration 19Q (9874.239523 sec): 3 clusters Score: Raw -533521.954152 + Penalty 3166.411379 = -530355.542773 nChanged 124 SP:Iteration 20F (9874.344770 sec): 3 clusters Score: Raw -533592.647342 + Penalty 3166.411379 = -530426.235963 nChanged 115 SP:Iteration 21Q (9874.464678 sec): 3 clusters Score: Raw -533652.179759 + Penalty 3166.411379 = -530485.768381 nChanged 108 SP:Iteration 22Q (9874.561974 sec): 3 clusters Score: Raw -533715.585173 + Penalty 3166.411379 = -530549.173794 nChanged 109 SP:Iteration 23Q (9874.695463 sec): 3 clusters Score: Raw -533764.297345 + Penalty 3166.411379 = -530597.885966 nChanged 78 SP:Iteration 24Q (9874.801663 sec): 3 clusters Score: Raw -533797.527710 + Penalty 3166.411379 = -530631.116332 nChanged 69 SP:Iteration 25Q (9874.944750 sec): 3 clusters Score: Raw -533826.588177 + Penalty 3166.411379 = -530660.176798 nChanged 77 SP:Iteration 26Q (9875.080064 sec): 3 clusters Score: Raw -533855.319466 + Penalty 3166.411379 = -530688.908088 nChanged 77 SP:Iteration 27Q (9875.218079 sec): 3 clusters Score: Raw -533886.281580 + Penalty 3166.411379 = -530719.870202 nChanged 67 SP:Iteration 28Q (9875.335779 sec): 3 clusters Score: Raw -533915.976502 + Penalty 3166.411379 = -530749.565124 nChanged 61 SP:Iteration 29Q (9875.386954 sec): 3 clusters Score: Raw -533940.256674 + Penalty 3166.411379 = -530773.845295 nChanged 53 SP:Iteration 30Q (9875.437240 sec): 3 clusters Score: Raw -533963.651325 + Penalty 3166.411379 = -530797.239947 nChanged 56 SP:Iteration 31Q (9875.540066 sec): 3 clusters Score: Raw -533983.479015 + Penalty 3166.411379 = -530817.067637 nChanged 35 SP:Iteration 32Q (9875.656908 sec): 3 clusters Score: Raw -533994.407470 + Penalty 3166.411379 = -530827.996092 nChanged 28 SP:Iteration 33Q (9875.772285 sec): 3 clusters Score: Raw -534006.892109 + Penalty 3166.411379 = -530840.480731 nChanged 41 SP:Iteration 34Q (9875.874300 sec): 3 clusters Score: Raw -534022.750878 + Penalty 3166.411379 = -530856.339499 nChanged 37 SP:Iteration 35Q (9875.995291 sec): 3 clusters Score: Raw -534034.655396 + Penalty 3166.411379 = -530868.244017 nChanged 34 SP:Iteration 36Q (9876.119859 sec): 3 clusters Score: Raw -534045.296735 + Penalty 3166.411379 = -530878.885356 nChanged 22 SP:Iteration 37Q (9876.225264 sec): 3 clusters Score: Raw -534052.051402 + Penalty 3166.411379 = -530885.640023 nChanged 18 SP:Iteration 38Q (9876.354605 sec): 3 clusters Score: Raw -534058.041788 + Penalty 3166.411379 = -530891.630409 nChanged 20 SP:Iteration 39Q (9876.455575 sec): 3 clusters Score: Raw -534066.651271 + Penalty 3166.411379 = -530900.239892 nChanged 19 SP:Iteration 40F (9876.569356 sec): 3 clusters Score: Raw -534073.086993 + Penalty 3166.411379 = -530906.675614 nChanged 16 SP:Iteration 41Q (9876.690088 sec): 3 clusters Score: Raw -534077.346038 + Penalty 3166.411379 = -530910.934659 nChanged 10 SP:Iteration 42Q (9876.819367 sec): 3 clusters Score: Raw -534079.616460 + Penalty 3166.411379 = -530913.205082 nChanged 3 SP:Iteration 43Q (9876.914630 sec): 3 clusters Score: Raw -534080.610350 + Penalty 3166.411379 = -530914.198971 nChanged 5 SP:Iteration 44Q (9877.033181 sec): 3 clusters Score: Raw -534081.534613 + Penalty 3166.411379 = -530915.123234 nChanged 3 SP:Iteration 45Q (9877.173432 sec): 3 clusters Score: Raw -534081.983455 + Penalty 3166.411379 = -530915.572076 nChanged 1 SP:Iteration 46Q (9877.276967 sec): 3 clusters Score: Raw -534082.053088 + Penalty 3166.411379 = -530915.641709 nChanged 1 SP:Iteration 47Q (9877.396809 sec): 3 clusters Score: Raw -534082.361222 + Penalty 3166.411379 = -530915.949843 nChanged 4 SP:Iteration 48Q (9877.513070 sec): 3 clusters Score: Raw -534082.835530 + Penalty 3166.411379 = -530916.424151 nChanged 3 SP:Iteration 49Q (9877.627523 sec): 3 clusters Score: Raw -534083.268754 + Penalty 3166.411379 = -530916.857376 nChanged 2 SP:Iteration 50Q (9877.743221 sec): 3 clusters Score: Raw -534083.658047 + Penalty 3166.411379 = -530917.246669 nChanged 2 SP:Iteration 51Q (9877.848313 sec): 3 clusters Score: Raw -534083.828742 + Penalty 3166.411379 = -530917.417363 nChanged 1 SP:Iteration 52Q (9877.969773 sec): 3 clusters Score: Raw -534084.058334 + Penalty 3166.411379 = -530917.646955 nChanged 2 SP:Iteration 53Q (9878.097405 sec): 3 clusters Score: Raw -534084.530968 + Penalty 3166.411379 = -530918.119590 nChanged 2 SP:Iteration 54Q (9878.229345 sec): 3 clusters Score: Raw -534084.702785 + Penalty 3166.411379 = -530918.291406 nChanged 2 SP:Iteration 55Q (9878.347037 sec): 3 clusters Score: Raw -534084.792786 + Penalty 3166.411379 = -530918.381407 nChanged 0 SP:Iteration 56F (9878.486780 sec): 3 clusters Score: Raw -534084.792786 + Penalty 3166.411379 = -530918.381407 nChanged 0 Trying to split cluster 3 (4717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9878.544805 sec): 2 clusters Score: Raw -333152.914906 + Penalty 1484.541914 = -331668.372992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9878.651079 sec): 3 clusters Score: Raw -330775.198853 + Penalty 2969.083827 = -327806.115025 nChanged 1873 SP:Iteration 1F (9878.773552 sec): 3 clusters Score: Raw -331855.034498 + Penalty 2969.083827 = -328885.950671 nChanged 358 SP:Iteration 2F (9878.868380 sec): 3 clusters Score: Raw -332054.026698 + Penalty 2969.083827 = -329084.942870 nChanged 244 SP:Iteration 3F (9878.975341 sec): 3 clusters Score: Raw -332192.623791 + Penalty 2969.083827 = -329223.539964 nChanged 207 SP:Iteration 4Q (9879.084252 sec): 3 clusters Score: Raw -332300.931642 + Penalty 2969.083827 = -329331.847814 nChanged 163 SP:Iteration 5Q (9879.201506 sec): 3 clusters Score: Raw -332382.582384 + Penalty 2969.083827 = -329413.498557 nChanged 145 SP:Iteration 6Q (9879.315533 sec): 3 clusters Score: Raw -332443.172183 + Penalty 2969.083827 = -329474.088356 nChanged 127 SP:Iteration 7Q (9879.426658 sec): 3 clusters Score: Raw -332493.665901 + Penalty 2969.083827 = -329524.582074 nChanged 105 SP:Iteration 8Q (9879.532139 sec): 3 clusters Score: Raw -332535.110949 + Penalty 2969.083827 = -329566.027122 nChanged 86 SP:Iteration 9Q (9879.637790 sec): 3 clusters Score: Raw -332570.921308 + Penalty 2969.083827 = -329601.837480 nChanged 93 SP:Iteration 10Q (9879.732663 sec): 3 clusters Score: Raw -332618.279214 + Penalty 2969.083827 = -329649.195387 nChanged 110 SP:Iteration 11Q (9879.849564 sec): 3 clusters Score: Raw -332670.424387 + Penalty 2969.083827 = -329701.340559 nChanged 100 SP:Iteration 12Q (9879.935398 sec): 3 clusters Score: Raw -332720.303932 + Penalty 2969.083827 = -329751.220105 nChanged 109 SP:Iteration 13Q (9880.044623 sec): 3 clusters Score: Raw -332786.346817 + Penalty 2969.083827 = -329817.262990 nChanged 103 SP:Iteration 14Q (9880.142244 sec): 3 clusters Score: Raw -332848.503546 + Penalty 2969.083827 = -329879.419718 nChanged 104 SP:Iteration 15Q (9880.251922 sec): 3 clusters Score: Raw -332926.417372 + Penalty 2969.083827 = -329957.333544 nChanged 110 SP:Iteration 16Q (9880.373881 sec): 3 clusters Score: Raw -333016.972589 + Penalty 2969.083827 = -330047.888761 nChanged 118 SP:Iteration 17Q (9880.481618 sec): 3 clusters Score: Raw -333120.343005 + Penalty 2969.083827 = -330151.259177 nChanged 124 SP:Iteration 18Q (9880.578119 sec): 3 clusters Score: Raw -333219.533638 + Penalty 2969.083827 = -330250.449811 nChanged 127 SP:Iteration 19Q (9880.685858 sec): 3 clusters Score: Raw -333301.555741 + Penalty 2969.083827 = -330332.471914 nChanged 99 SP:Iteration 20F (9880.796896 sec): 3 clusters Score: Raw -333359.583645 + Penalty 2969.083827 = -330390.499817 nChanged 90 SP:Iteration 21Q (9880.906389 sec): 3 clusters Score: Raw -333420.575540 + Penalty 2969.083827 = -330451.491713 nChanged 84 SP:Iteration 22Q (9881.025833 sec): 3 clusters Score: Raw -333465.754023 + Penalty 2969.083827 = -330496.670195 nChanged 79 SP:Iteration 23Q (9881.129465 sec): 3 clusters Score: Raw -333510.039767 + Penalty 2969.083827 = -330540.955940 nChanged 63 SP:Iteration 24Q (9881.239382 sec): 3 clusters Score: Raw -333535.482483 + Penalty 2969.083827 = -330566.398656 nChanged 45 SP:Iteration 25Q (9881.349152 sec): 3 clusters Score: Raw -333556.616980 + Penalty 2969.083827 = -330587.533153 nChanged 51 SP:Iteration 26Q (9881.463947 sec): 3 clusters Score: Raw -333580.692660 + Penalty 2969.083827 = -330611.608833 nChanged 42 SP:Iteration 27Q (9881.578966 sec): 3 clusters Score: Raw -333600.073326 + Penalty 2969.083827 = -330630.989498 nChanged 36 SP:Iteration 28Q (9881.704128 sec): 3 clusters Score: Raw -333614.094336 + Penalty 2969.083827 = -330645.010508 nChanged 37 SP:Iteration 29Q (9881.799780 sec): 3 clusters Score: Raw -333628.655659 + Penalty 2969.083827 = -330659.571831 nChanged 33 SP:Iteration 30Q (9881.905187 sec): 3 clusters Score: Raw -333641.223608 + Penalty 2969.083827 = -330672.139780 nChanged 22 SP:Iteration 31Q (9882.030004 sec): 3 clusters Score: Raw -333648.774210 + Penalty 2969.083827 = -330679.690383 nChanged 14 SP:Iteration 32Q (9882.149944 sec): 3 clusters Score: Raw -333653.739048 + Penalty 2969.083827 = -330684.655221 nChanged 12 SP:Iteration 33Q (9882.234353 sec): 3 clusters Score: Raw -333658.968883 + Penalty 2969.083827 = -330689.885056 nChanged 13 SP:Iteration 34Q (9882.278077 sec): 3 clusters Score: Raw -333663.385560 + Penalty 2969.083827 = -330694.301732 nChanged 14 SP:Iteration 35Q (9882.322172 sec): 3 clusters Score: Raw -333668.519096 + Penalty 2969.083827 = -330699.435268 nChanged 7 SP:Iteration 36Q (9882.452669 sec): 3 clusters Score: Raw -333670.700143 + Penalty 2969.083827 = -330701.616316 nChanged 10 SP:Iteration 37Q (9882.573855 sec): 3 clusters Score: Raw -333674.020079 + Penalty 2969.083827 = -330704.936252 nChanged 8 SP:Iteration 38Q (9882.703258 sec): 3 clusters Score: Raw -333675.317165 + Penalty 2969.083827 = -330706.233338 nChanged 3 SP:Iteration 39Q (9882.825589 sec): 3 clusters Score: Raw -333675.895814 + Penalty 2969.083827 = -330706.811986 nChanged 3 SP:Iteration 40F (9882.949831 sec): 3 clusters Score: Raw -333676.659364 + Penalty 2969.083827 = -330707.575537 nChanged 5 SP:Iteration 41Q (9883.077767 sec): 3 clusters Score: Raw -333677.769665 + Penalty 2969.083827 = -330708.685837 nChanged 4 SP:Iteration 42Q (9883.166201 sec): 3 clusters Score: Raw -333678.920337 + Penalty 2969.083827 = -330709.836510 nChanged 4 SP:Iteration 43Q (9883.253991 sec): 3 clusters Score: Raw -333679.787881 + Penalty 2969.083827 = -330710.704054 nChanged 3 SP:Iteration 44Q (9883.346695 sec): 3 clusters Score: Raw -333680.207865 + Penalty 2969.083827 = -330711.124038 nChanged 1 SP:Iteration 45Q (9883.473801 sec): 3 clusters Score: Raw -333680.509450 + Penalty 2969.083827 = -330711.425622 nChanged 1 SP:Iteration 46Q (9883.585616 sec): 3 clusters Score: Raw -333681.081865 + Penalty 2969.083827 = -330711.998038 nChanged 2 SP:Iteration 47Q (9883.662499 sec): 3 clusters Score: Raw -333681.513032 + Penalty 2969.083827 = -330712.429204 nChanged 2 SP:Iteration 48Q (9883.782663 sec): 3 clusters Score: Raw -333681.801178 + Penalty 2969.083827 = -330712.717350 nChanged 4 SP:Iteration 49Q (9883.884593 sec): 3 clusters Score: Raw -333682.423532 + Penalty 2969.083827 = -330713.339705 nChanged 2 SP:Iteration 50Q (9884.008139 sec): 3 clusters Score: Raw -333682.835097 + Penalty 2969.083827 = -330713.751269 nChanged 0 SP:Iteration 51F (9884.115365 sec): 3 clusters Score: Raw -333682.835097 + Penalty 2969.083827 = -330713.751269 nChanged 0 Trying to split cluster 4 (2871 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9884.190905 sec): 2 clusters Score: Raw -166233.203729 + Penalty 1397.403952 = -164835.799777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9884.273711 sec): 3 clusters Score: Raw -164900.250298 + Penalty 2794.807904 = -162105.442394 nChanged 1103 SP:Iteration 1F (9884.370196 sec): 3 clusters Score: Raw -165734.577434 + Penalty 2794.807904 = -162939.769531 nChanged 281 SP:Iteration 2F (9884.501880 sec): 3 clusters Score: Raw -166025.281060 + Penalty 2794.807904 = -163230.473156 nChanged 206 SP:Iteration 3F (9884.597024 sec): 3 clusters Score: Raw -166265.098378 + Penalty 2794.807904 = -163470.290474 nChanged 180 SP:Iteration 4F (9884.697095 sec): 3 clusters Score: Raw -166488.954372 + Penalty 2794.807904 = -163694.146468 nChanged 137 SP:Iteration 5Q (9884.797328 sec): 3 clusters Score: Raw -166631.491926 + Penalty 2794.807904 = -163836.684022 nChanged 113 SP:Iteration 6Q (9884.904151 sec): 3 clusters Score: Raw -166769.112172 + Penalty 2794.807904 = -163974.304268 nChanged 101 SP:Iteration 7Q (9884.984591 sec): 3 clusters Score: Raw -166886.729054 + Penalty 2794.807904 = -164091.921150 nChanged 91 SP:Iteration 8Q (9885.084904 sec): 3 clusters Score: Raw -166976.598824 + Penalty 2794.807904 = -164181.790920 nChanged 62 SP:Iteration 9Q (9885.200098 sec): 3 clusters Score: Raw -167036.649286 + Penalty 2794.807904 = -164241.841382 nChanged 52 SP:Iteration 10Q (9885.295573 sec): 3 clusters Score: Raw -167097.258648 + Penalty 2794.807904 = -164302.450744 nChanged 48 SP:Iteration 11Q (9885.411405 sec): 3 clusters Score: Raw -167157.909617 + Penalty 2794.807904 = -164363.101713 nChanged 39 SP:Iteration 12Q (9885.486911 sec): 3 clusters Score: Raw -167215.471156 + Penalty 2794.807904 = -164420.663252 nChanged 41 SP:Iteration 13Q (9885.610904 sec): 3 clusters Score: Raw -167268.627898 + Penalty 2794.807904 = -164473.819995 nChanged 31 SP:Iteration 14Q (9885.710445 sec): 3 clusters Score: Raw -167293.498538 + Penalty 2794.807904 = -164498.690635 nChanged 21 SP:Iteration 15Q (9885.816235 sec): 3 clusters Score: Raw -167305.260717 + Penalty 2794.807904 = -164510.452813 nChanged 10 SP:Iteration 16Q (9885.915615 sec): 3 clusters Score: Raw -167308.292583 + Penalty 2794.807904 = -164513.484679 nChanged 4 SP:Iteration 17Q (9886.003114 sec): 3 clusters Score: Raw -167309.809675 + Penalty 2794.807904 = -164515.001772 nChanged 4 SP:Iteration 18Q (9886.104116 sec): 3 clusters Score: Raw -167312.022362 + Penalty 2794.807904 = -164517.214459 nChanged 5 SP:Iteration 19Q (9886.182087 sec): 3 clusters Score: Raw -167314.522608 + Penalty 2794.807904 = -164519.714704 nChanged 8 SP:Iteration 20F (9886.278206 sec): 3 clusters Score: Raw -167320.293909 + Penalty 2794.807904 = -164525.486005 nChanged 8 SP:Iteration 21Q (9886.383437 sec): 3 clusters Score: Raw -167324.681402 + Penalty 2794.807904 = -164529.873498 nChanged 10 SP:Iteration 22Q (9886.490182 sec): 3 clusters Score: Raw -167331.978815 + Penalty 2794.807904 = -164537.170911 nChanged 10 SP:Iteration 23Q (9886.595548 sec): 3 clusters Score: Raw -167337.972404 + Penalty 2794.807904 = -164543.164501 nChanged 9 SP:Iteration 24Q (9886.728489 sec): 3 clusters Score: Raw -167342.373078 + Penalty 2794.807904 = -164547.565174 nChanged 2 SP:Iteration 25Q (9886.811652 sec): 3 clusters Score: Raw -167342.979268 + Penalty 2794.807904 = -164548.171365 nChanged 1 SP:Iteration 26Q (9886.923937 sec): 3 clusters Score: Raw -167343.149272 + Penalty 2794.807904 = -164548.341369 nChanged 2 SP:Iteration 27Q (9887.027122 sec): 3 clusters Score: Raw -167343.428908 + Penalty 2794.807904 = -164548.621004 nChanged 1 SP:Iteration 28Q (9887.126946 sec): 3 clusters Score: Raw -167343.503873 + Penalty 2794.807904 = -164548.695969 nChanged 0 SP:Iteration 29F (9887.255564 sec): 3 clusters Score: Raw -167343.503873 + Penalty 2794.807904 = -164548.695969 nChanged 0 Trying to split cluster 5 (10974 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9887.349321 sec): 2 clusters Score: Raw -718040.859692 + Penalty 1632.726363 = -716408.133330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9887.478852 sec): 3 clusters Score: Raw -711855.210760 + Penalty 3265.452725 = -708589.758035 nChanged 4722 SP:Iteration 1F (9887.594905 sec): 3 clusters Score: Raw -714577.522158 + Penalty 3265.452725 = -711312.069433 nChanged 743 SP:Iteration 2F (9887.746092 sec): 3 clusters Score: Raw -714955.138714 + Penalty 3265.452725 = -711689.685989 nChanged 660 SP:Iteration 3F (9887.845858 sec): 3 clusters Score: Raw -715302.492523 + Penalty 3265.452725 = -712037.039798 nChanged 601 SP:Iteration 4F (9887.963875 sec): 3 clusters Score: Raw -715614.305563 + Penalty 3265.452725 = -712348.852837 nChanged 565 SP:Iteration 5F (9888.084544 sec): 3 clusters Score: Raw -715940.832226 + Penalty 3265.452725 = -712675.379501 nChanged 553 SP:Iteration 6F (9888.241067 sec): 3 clusters Score: Raw -716231.114274 + Penalty 3265.452725 = -712965.661549 nChanged 474 SP:Iteration 7Q (9888.297310 sec): 3 clusters Score: Raw -716483.155350 + Penalty 3265.452725 = -713217.702625 nChanged 407 SP:Iteration 8Q (9888.420666 sec): 3 clusters Score: Raw -716688.370234 + Penalty 3265.452725 = -713422.917509 nChanged 357 SP:Iteration 9Q (9888.546926 sec): 3 clusters Score: Raw -716862.994411 + Penalty 3265.452725 = -713597.541686 nChanged 323 SP:Iteration 10Q (9888.682134 sec): 3 clusters Score: Raw -717010.954779 + Penalty 3265.452725 = -713745.502054 nChanged 274 SP:Iteration 11Q (9888.819515 sec): 3 clusters Score: Raw -717127.254974 + Penalty 3265.452725 = -713861.802248 nChanged 231 SP:Iteration 12Q (9888.954810 sec): 3 clusters Score: Raw -717230.896566 + Penalty 3265.452725 = -713965.443841 nChanged 221 SP:Iteration 13Q (9889.085424 sec): 3 clusters Score: Raw -717321.637590 + Penalty 3265.452725 = -714056.184864 nChanged 186 SP:Iteration 14Q (9889.230233 sec): 3 clusters Score: Raw -717404.101731 + Penalty 3265.452725 = -714138.649006 nChanged 166 SP:Iteration 15Q (9889.371899 sec): 3 clusters Score: Raw -717472.507479 + Penalty 3265.452725 = -714207.054754 nChanged 137 SP:Iteration 16Q (9889.526501 sec): 3 clusters Score: Raw -717530.148914 + Penalty 3265.452725 = -714264.696189 nChanged 140 SP:Iteration 17Q (9889.638874 sec): 3 clusters Score: Raw -717587.011102 + Penalty 3265.452725 = -714321.558376 nChanged 117 SP:Iteration 18Q (9889.749058 sec): 3 clusters Score: Raw -717635.928749 + Penalty 3265.452725 = -714370.476024 nChanged 108 SP:Iteration 19Q (9889.893946 sec): 3 clusters Score: Raw -717687.040599 + Penalty 3265.452725 = -714421.587874 nChanged 96 SP:Iteration 20F (9890.008045 sec): 3 clusters Score: Raw -717730.595547 + Penalty 3265.452725 = -714465.142822 nChanged 99 SP:Iteration 21Q (9890.133853 sec): 3 clusters Score: Raw -717775.872532 + Penalty 3265.452725 = -714510.419806 nChanged 86 SP:Iteration 22Q (9890.254250 sec): 3 clusters Score: Raw -717811.180196 + Penalty 3265.452725 = -714545.727471 nChanged 89 SP:Iteration 23Q (9890.388977 sec): 3 clusters Score: Raw -717849.221597 + Penalty 3265.452725 = -714583.768871 nChanged 86 SP:Iteration 24Q (9890.521740 sec): 3 clusters Score: Raw -717887.330138 + Penalty 3265.452725 = -714621.877412 nChanged 80 SP:Iteration 25Q (9890.638790 sec): 3 clusters Score: Raw -717926.626499 + Penalty 3265.452725 = -714661.173774 nChanged 69 SP:Iteration 26Q (9890.783157 sec): 3 clusters Score: Raw -717956.960421 + Penalty 3265.452725 = -714691.507695 nChanged 69 SP:Iteration 27Q (9890.904554 sec): 3 clusters Score: Raw -717994.974934 + Penalty 3265.452725 = -714729.522209 nChanged 72 SP:Iteration 28Q (9891.034325 sec): 3 clusters Score: Raw -718030.596833 + Penalty 3265.452725 = -714765.144108 nChanged 58 SP:Iteration 29Q (9891.164935 sec): 3 clusters Score: Raw -718055.977613 + Penalty 3265.452725 = -714790.524888 nChanged 54 SP:Iteration 30Q (9891.314945 sec): 3 clusters Score: Raw -718085.429041 + Penalty 3265.452725 = -714819.976315 nChanged 58 SP:Iteration 31Q (9891.437563 sec): 3 clusters Score: Raw -718119.989942 + Penalty 3265.452725 = -714854.537216 nChanged 56 SP:Iteration 32Q (9891.576892 sec): 3 clusters Score: Raw -718152.844608 + Penalty 3265.452725 = -714887.391883 nChanged 53 SP:Iteration 33Q (9891.694966 sec): 3 clusters Score: Raw -718181.395151 + Penalty 3265.452725 = -714915.942425 nChanged 43 SP:Iteration 34Q (9891.828593 sec): 3 clusters Score: Raw -718207.625836 + Penalty 3265.452725 = -714942.173111 nChanged 38 SP:Iteration 35Q (9891.965913 sec): 3 clusters Score: Raw -718232.618342 + Penalty 3265.452725 = -714967.165616 nChanged 32 SP:Iteration 36Q (9892.085790 sec): 3 clusters Score: Raw -718249.903901 + Penalty 3265.452725 = -714984.451176 nChanged 31 SP:Iteration 37Q (9892.213807 sec): 3 clusters Score: Raw -718269.315466 + Penalty 3265.452725 = -715003.862740 nChanged 27 SP:Iteration 38Q (9892.333729 sec): 3 clusters Score: Raw -718283.839566 + Penalty 3265.452725 = -715018.386840 nChanged 25 SP:Iteration 39Q (9892.467505 sec): 3 clusters Score: Raw -718294.325054 + Penalty 3265.452725 = -715028.872328 nChanged 15 SP:Iteration 40F (9892.610983 sec): 3 clusters Score: Raw -718302.862880 + Penalty 3265.452725 = -715037.410154 nChanged 15 SP:Iteration 41Q (9892.728128 sec): 3 clusters Score: Raw -718310.335918 + Penalty 3265.452725 = -715044.883193 nChanged 14 SP:Iteration 42Q (9892.850481 sec): 3 clusters Score: Raw -718315.991205 + Penalty 3265.452725 = -715050.538480 nChanged 4 SP:Iteration 43Q (9893.000570 sec): 3 clusters Score: Raw -718318.124079 + Penalty 3265.452725 = -715052.671354 nChanged 8 SP:Iteration 44Q (9893.112356 sec): 3 clusters Score: Raw -718320.590613 + Penalty 3265.452725 = -715055.137887 nChanged 9 SP:Iteration 45Q (9893.224955 sec): 3 clusters Score: Raw -718325.145790 + Penalty 3265.452725 = -715059.693065 nChanged 8 SP:Iteration 46Q (9893.347734 sec): 3 clusters Score: Raw -718328.429544 + Penalty 3265.452725 = -715062.976819 nChanged 5 SP:Iteration 47Q (9893.477480 sec): 3 clusters Score: Raw -718332.380549 + Penalty 3265.452725 = -715066.927824 nChanged 7 SP:Iteration 48Q (9893.599437 sec): 3 clusters Score: Raw -718336.582436 + Penalty 3265.452725 = -715071.129711 nChanged 6 SP:Iteration 49Q (9893.714523 sec): 3 clusters Score: Raw -718339.169793 + Penalty 3265.452725 = -715073.717068 nChanged 3 SP:Iteration 50Q (9893.832054 sec): 3 clusters Score: Raw -718340.847752 + Penalty 3265.452725 = -715075.395027 nChanged 5 SP:Iteration 51Q (9893.965320 sec): 3 clusters Score: Raw -718342.853644 + Penalty 3265.452725 = -715077.400918 nChanged 2 SP:Iteration 52Q (9894.069043 sec): 3 clusters Score: Raw -718343.896511 + Penalty 3265.452725 = -715078.443785 nChanged 1 SP:Iteration 53Q (9894.195302 sec): 3 clusters Score: Raw -718344.790984 + Penalty 3265.452725 = -715079.338259 nChanged 3 SP:Iteration 54Q (9894.310194 sec): 3 clusters Score: Raw -718346.421599 + Penalty 3265.452725 = -715080.968874 nChanged 3 SP:Iteration 55Q (9894.429215 sec): 3 clusters Score: Raw -718348.164847 + Penalty 3265.452725 = -715082.712122 nChanged 6 SP:Iteration 56Q (9894.562350 sec): 3 clusters Score: Raw -718351.377466 + Penalty 3265.452725 = -715085.924741 nChanged 6 SP:Iteration 57Q (9894.711500 sec): 3 clusters Score: Raw -718354.283857 + Penalty 3265.452725 = -715088.831132 nChanged 7 SP:Iteration 58Q (9894.835557 sec): 3 clusters Score: Raw -718357.035318 + Penalty 3265.452725 = -715091.582592 nChanged 3 SP:Iteration 59Q (9894.972283 sec): 3 clusters Score: Raw -718359.176954 + Penalty 3265.452725 = -715093.724229 nChanged 3 SP:Iteration 60F (9895.121772 sec): 3 clusters Score: Raw -718360.887855 + Penalty 3265.452725 = -715095.435129 nChanged 2 SP:Iteration 61Q (9895.259279 sec): 3 clusters Score: Raw -718362.198379 + Penalty 3265.452725 = -715096.745654 nChanged 2 SP:Iteration 62Q (9895.388131 sec): 3 clusters Score: Raw -718363.848261 + Penalty 3265.452725 = -715098.395536 nChanged 1 SP:Iteration 63Q (9895.513221 sec): 3 clusters Score: Raw -718364.102355 + Penalty 3265.452725 = -715098.649630 nChanged 1 SP:Iteration 64Q (9895.647635 sec): 3 clusters Score: Raw -718365.273221 + Penalty 3265.452725 = -715099.820496 nChanged 3 SP:Iteration 65Q (9895.817408 sec): 3 clusters Score: Raw -718367.376817 + Penalty 3265.452725 = -715101.924092 nChanged 3 SP:Iteration 66Q (9895.950988 sec): 3 clusters Score: Raw -718368.801264 + Penalty 3265.452725 = -715103.348539 nChanged 3 SP:Iteration 67Q (9896.078069 sec): 3 clusters Score: Raw -718372.514884 + Penalty 3265.452725 = -715107.062159 nChanged 7 SP:Iteration 68Q (9896.202047 sec): 3 clusters Score: Raw -718375.702108 + Penalty 3265.452725 = -715110.249383 nChanged 3 SP:Iteration 69Q (9896.324871 sec): 3 clusters Score: Raw -718377.011769 + Penalty 3265.452725 = -715111.559044 nChanged 3 SP:Iteration 70Q (9896.459530 sec): 3 clusters Score: Raw -718378.018180 + Penalty 3265.452725 = -715112.565454 nChanged 3 SP:Iteration 71Q (9896.584341 sec): 3 clusters Score: Raw -718378.870990 + Penalty 3265.452725 = -715113.418265 nChanged 0 SP:Iteration 72F (9896.715559 sec): 3 clusters Score: Raw -718378.870990 + Penalty 3265.452725 = -715113.418265 nChanged 0 Trying to split cluster 6 (8011 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9896.788574 sec): 2 clusters Score: Raw -455614.019288 + Penalty 1577.494189 = -454036.525099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9896.912696 sec): 3 clusters Score: Raw -451258.932824 + Penalty 3154.988378 = -448103.944446 nChanged 3388 SP:Iteration 1F (9897.043583 sec): 3 clusters Score: Raw -453283.826299 + Penalty 3154.988378 = -450128.837921 nChanged 652 SP:Iteration 2F (9897.171526 sec): 3 clusters Score: Raw -453771.860819 + Penalty 3154.988378 = -450616.872441 nChanged 611 SP:Iteration 3F (9897.277928 sec): 3 clusters Score: Raw -454253.807435 + Penalty 3154.988378 = -451098.819058 nChanged 572 SP:Iteration 4F (9897.422000 sec): 3 clusters Score: Raw -454702.503690 + Penalty 3154.988378 = -451547.515312 nChanged 513 SP:Iteration 5F (9897.508954 sec): 3 clusters Score: Raw -455136.684435 + Penalty 3154.988378 = -451981.696058 nChanged 458 SP:Iteration 6F (9897.630927 sec): 3 clusters Score: Raw -455495.385868 + Penalty 3154.988378 = -452340.397491 nChanged 366 SP:Iteration 7Q (9897.758737 sec): 3 clusters Score: Raw -455735.063358 + Penalty 3154.988378 = -452580.074980 nChanged 293 SP:Iteration 8Q (9897.883139 sec): 3 clusters Score: Raw -455911.200479 + Penalty 3154.988378 = -452756.212102 nChanged 234 SP:Iteration 9Q (9897.982809 sec): 3 clusters Score: Raw -456036.359799 + Penalty 3154.988378 = -452881.371421 nChanged 204 SP:Iteration 10Q (9898.100707 sec): 3 clusters Score: Raw -456126.023911 + Penalty 3154.988378 = -452971.035533 nChanged 146 SP:Iteration 11Q (9898.237692 sec): 3 clusters Score: Raw -456178.419249 + Penalty 3154.988378 = -453023.430872 nChanged 108 SP:Iteration 12Q (9898.325073 sec): 3 clusters Score: Raw -456216.367858 + Penalty 3154.988378 = -453061.379480 nChanged 81 SP:Iteration 13Q (9898.435269 sec): 3 clusters Score: Raw -456244.508734 + Penalty 3154.988378 = -453089.520357 nChanged 74 SP:Iteration 14Q (9898.565881 sec): 3 clusters Score: Raw -456262.127149 + Penalty 3154.988378 = -453107.138771 nChanged 52 SP:Iteration 15Q (9898.656147 sec): 3 clusters Score: Raw -456276.168013 + Penalty 3154.988378 = -453121.179635 nChanged 62 SP:Iteration 16Q (9898.785094 sec): 3 clusters Score: Raw -456293.039466 + Penalty 3154.988378 = -453138.051088 nChanged 59 SP:Iteration 17Q (9898.903907 sec): 3 clusters Score: Raw -456307.788016 + Penalty 3154.988378 = -453152.799638 nChanged 40 SP:Iteration 18Q (9899.013001 sec): 3 clusters Score: Raw -456315.755367 + Penalty 3154.988378 = -453160.766989 nChanged 35 SP:Iteration 19Q (9899.152882 sec): 3 clusters Score: Raw -456321.696934 + Penalty 3154.988378 = -453166.708556 nChanged 28 SP:Iteration 20F (9899.253699 sec): 3 clusters Score: Raw -456326.419968 + Penalty 3154.988378 = -453171.431591 nChanged 26 SP:Iteration 21Q (9899.385883 sec): 3 clusters Score: Raw -456331.049838 + Penalty 3154.988378 = -453176.061460 nChanged 24 SP:Iteration 22Q (9899.490737 sec): 3 clusters Score: Raw -456335.244564 + Penalty 3154.988378 = -453180.256186 nChanged 22 SP:Iteration 23Q (9899.622822 sec): 3 clusters Score: Raw -456339.232271 + Penalty 3154.988378 = -453184.243894 nChanged 17 SP:Iteration 24Q (9899.733500 sec): 3 clusters Score: Raw -456342.764247 + Penalty 3154.988378 = -453187.775869 nChanged 22 SP:Iteration 25Q (9899.864842 sec): 3 clusters Score: Raw -456347.323083 + Penalty 3154.988378 = -453192.334705 nChanged 24 SP:Iteration 26Q (9899.971539 sec): 3 clusters Score: Raw -456351.998473 + Penalty 3154.988378 = -453197.010096 nChanged 20 SP:Iteration 27Q (9900.076163 sec): 3 clusters Score: Raw -456355.742848 + Penalty 3154.988378 = -453200.754471 nChanged 26 SP:Iteration 28Q (9900.209249 sec): 3 clusters Score: Raw -456361.888383 + Penalty 3154.988378 = -453206.900005 nChanged 28 SP:Iteration 29Q (9900.341308 sec): 3 clusters Score: Raw -456368.194711 + Penalty 3154.988378 = -453213.206334 nChanged 26 SP:Iteration 30Q (9900.452211 sec): 3 clusters Score: Raw -456372.572408 + Penalty 3154.988378 = -453217.584030 nChanged 19 SP:Iteration 31Q (9900.557288 sec): 3 clusters Score: Raw -456375.709838 + Penalty 3154.988378 = -453220.721461 nChanged 17 SP:Iteration 32Q (9900.662923 sec): 3 clusters Score: Raw -456379.030270 + Penalty 3154.988378 = -453224.041893 nChanged 28 SP:Iteration 33Q (9900.759408 sec): 3 clusters Score: Raw -456384.389834 + Penalty 3154.988378 = -453229.401456 nChanged 24 SP:Iteration 34Q (9900.859837 sec): 3 clusters Score: Raw -456388.446418 + Penalty 3154.988378 = -453233.458040 nChanged 29 SP:Iteration 35Q (9900.978351 sec): 3 clusters Score: Raw -456394.735733 + Penalty 3154.988378 = -453239.747355 nChanged 26 SP:Iteration 36Q (9901.102666 sec): 3 clusters Score: Raw -456399.460013 + Penalty 3154.988378 = -453244.471635 nChanged 16 SP:Iteration 37Q (9901.236005 sec): 3 clusters Score: Raw -456402.983901 + Penalty 3154.988378 = -453247.995523 nChanged 20 SP:Iteration 38Q (9901.369119 sec): 3 clusters Score: Raw -456408.066639 + Penalty 3154.988378 = -453253.078262 nChanged 20 SP:Iteration 39Q (9901.500523 sec): 3 clusters Score: Raw -456411.910521 + Penalty 3154.988378 = -453256.922144 nChanged 17 SP:Iteration 40F (9901.606235 sec): 3 clusters Score: Raw -456415.184198 + Penalty 3154.988378 = -453260.195820 nChanged 18 SP:Iteration 41Q (9901.734769 sec): 3 clusters Score: Raw -456418.920632 + Penalty 3154.988378 = -453263.932254 nChanged 16 SP:Iteration 42Q (9901.854402 sec): 3 clusters Score: Raw -456421.652834 + Penalty 3154.988378 = -453266.664456 nChanged 16 SP:Iteration 43Q (9901.985050 sec): 3 clusters Score: Raw -456424.645828 + Penalty 3154.988378 = -453269.657451 nChanged 13 SP:Iteration 44Q (9902.098006 sec): 3 clusters Score: Raw -456426.630863 + Penalty 3154.988378 = -453271.642485 nChanged 7 SP:Iteration 45Q (9902.226205 sec): 3 clusters Score: Raw -456427.809343 + Penalty 3154.988378 = -453272.820965 nChanged 7 SP:Iteration 46Q (9902.353265 sec): 3 clusters Score: Raw -456428.751624 + Penalty 3154.988378 = -453273.763246 nChanged 5 SP:Iteration 47Q (9902.472250 sec): 3 clusters Score: Raw -456429.291332 + Penalty 3154.988378 = -453274.302954 nChanged 6 SP:Iteration 48Q (9902.584432 sec): 3 clusters Score: Raw -456430.606842 + Penalty 3154.988378 = -453275.618464 nChanged 5 SP:Iteration 49Q (9902.700547 sec): 3 clusters Score: Raw -456431.910149 + Penalty 3154.988378 = -453276.921772 nChanged 8 SP:Iteration 50Q (9902.823049 sec): 3 clusters Score: Raw -456433.390146 + Penalty 3154.988378 = -453278.401768 nChanged 3 SP:Iteration 51Q (9902.940461 sec): 3 clusters Score: Raw -456433.716557 + Penalty 3154.988378 = -453278.728180 nChanged 1 SP:Iteration 52Q (9903.077600 sec): 3 clusters Score: Raw -456433.858700 + Penalty 3154.988378 = -453278.870322 nChanged 2 SP:Iteration 53Q (9903.180156 sec): 3 clusters Score: Raw -456434.226465 + Penalty 3154.988378 = -453279.238088 nChanged 3 SP:Iteration 54Q (9903.299806 sec): 3 clusters Score: Raw -456434.609657 + Penalty 3154.988378 = -453279.621280 nChanged 3 SP:Iteration 55Q (9903.410668 sec): 3 clusters Score: Raw -456435.178338 + Penalty 3154.988378 = -453280.189961 nChanged 0 SP:Iteration 56F (9903.534743 sec): 3 clusters Score: Raw -456435.178338 + Penalty 3154.988378 = -453280.189961 nChanged 0 Trying to split cluster 7 (7746 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9903.591416 sec): 2 clusters Score: Raw -471231.116518 + Penalty 1571.590541 = -469659.525977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9903.657704 sec): 3 clusters Score: Raw -467041.719853 + Penalty 3143.181083 = -463898.538770 nChanged 3308 SP:Iteration 1F (9903.711365 sec): 3 clusters Score: Raw -469142.672484 + Penalty 3143.181083 = -465999.491402 nChanged 737 SP:Iteration 2F (9903.765019 sec): 3 clusters Score: Raw -469719.490483 + Penalty 3143.181083 = -466576.309400 nChanged 633 SP:Iteration 3F (9903.838987 sec): 3 clusters Score: Raw -470229.787486 + Penalty 3143.181083 = -467086.606404 nChanged 528 SP:Iteration 4F (9903.890461 sec): 3 clusters Score: Raw -470669.426316 + Penalty 3143.181083 = -467526.245233 nChanged 432 SP:Iteration 5F (9904.024918 sec): 3 clusters Score: Raw -470960.376310 + Penalty 3143.181083 = -467817.195227 nChanged 329 SP:Iteration 6Q (9904.129569 sec): 3 clusters Score: Raw -471152.009080 + Penalty 3143.181083 = -468008.827997 nChanged 220 SP:Iteration 7Q (9904.246605 sec): 3 clusters Score: Raw -471247.588424 + Penalty 3143.181083 = -468104.407341 nChanged 146 SP:Iteration 8Q (9904.343573 sec): 3 clusters Score: Raw -471303.461390 + Penalty 3143.181083 = -468160.280307 nChanged 114 SP:Iteration 9Q (9904.449460 sec): 3 clusters Score: Raw -471345.872528 + Penalty 3143.181083 = -468202.691445 nChanged 108 SP:Iteration 10Q (9904.570126 sec): 3 clusters Score: Raw -471391.819131 + Penalty 3143.181083 = -468248.638048 nChanged 92 SP:Iteration 11Q (9904.694215 sec): 3 clusters Score: Raw -471427.102106 + Penalty 3143.181083 = -468283.921023 nChanged 95 SP:Iteration 12Q (9904.796534 sec): 3 clusters Score: Raw -471464.896095 + Penalty 3143.181083 = -468321.715012 nChanged 79 SP:Iteration 13Q (9904.906224 sec): 3 clusters Score: Raw -471493.929254 + Penalty 3143.181083 = -468350.748171 nChanged 74 SP:Iteration 14Q (9905.025285 sec): 3 clusters Score: Raw -471520.885877 + Penalty 3143.181083 = -468377.704794 nChanged 69 SP:Iteration 15Q (9905.142973 sec): 3 clusters Score: Raw -471547.375016 + Penalty 3143.181083 = -468404.193933 nChanged 63 SP:Iteration 16Q (9905.254159 sec): 3 clusters Score: Raw -471568.892228 + Penalty 3143.181083 = -468425.711145 nChanged 40 SP:Iteration 17Q (9905.388227 sec): 3 clusters Score: Raw -471582.897728 + Penalty 3143.181083 = -468439.716645 nChanged 44 SP:Iteration 18Q (9905.495210 sec): 3 clusters Score: Raw -471597.437203 + Penalty 3143.181083 = -468454.256120 nChanged 42 SP:Iteration 19Q (9905.607923 sec): 3 clusters Score: Raw -471611.107216 + Penalty 3143.181083 = -468467.926133 nChanged 42 SP:Iteration 20F (9905.770073 sec): 3 clusters Score: Raw -471622.314741 + Penalty 3143.181083 = -468479.133658 nChanged 29 SP:Iteration 21Q (9905.891158 sec): 3 clusters Score: Raw -471631.179971 + Penalty 3143.181083 = -468487.998888 nChanged 24 SP:Iteration 22Q (9906.024199 sec): 3 clusters Score: Raw -471636.434913 + Penalty 3143.181083 = -468493.253830 nChanged 18 SP:Iteration 23Q (9906.121163 sec): 3 clusters Score: Raw -471640.437384 + Penalty 3143.181083 = -468497.256301 nChanged 14 SP:Iteration 24Q (9906.243211 sec): 3 clusters Score: Raw -471643.599724 + Penalty 3143.181083 = -468500.418641 nChanged 13 SP:Iteration 25Q (9906.363569 sec): 3 clusters Score: Raw -471647.405881 + Penalty 3143.181083 = -468504.224798 nChanged 11 SP:Iteration 26Q (9906.471913 sec): 3 clusters Score: Raw -471650.542747 + Penalty 3143.181083 = -468507.361664 nChanged 17 SP:Iteration 27Q (9906.596306 sec): 3 clusters Score: Raw -471653.423184 + Penalty 3143.181083 = -468510.242101 nChanged 11 SP:Iteration 28Q (9906.709785 sec): 3 clusters Score: Raw -471656.064234 + Penalty 3143.181083 = -468512.883151 nChanged 7 SP:Iteration 29Q (9906.839913 sec): 3 clusters Score: Raw -471658.504395 + Penalty 3143.181083 = -468515.323312 nChanged 14 SP:Iteration 30Q (9906.976367 sec): 3 clusters Score: Raw -471664.296387 + Penalty 3143.181083 = -468521.115304 nChanged 12 SP:Iteration 31Q (9907.108457 sec): 3 clusters Score: Raw -471667.784440 + Penalty 3143.181083 = -468524.603357 nChanged 11 SP:Iteration 32Q (9907.230695 sec): 3 clusters Score: Raw -471672.039616 + Penalty 3143.181083 = -468528.858533 nChanged 15 SP:Iteration 33Q (9907.361563 sec): 3 clusters Score: Raw -471675.805719 + Penalty 3143.181083 = -468532.624636 nChanged 20 SP:Iteration 34Q (9907.474469 sec): 3 clusters Score: Raw -471680.913253 + Penalty 3143.181083 = -468537.732171 nChanged 8 SP:Iteration 35Q (9907.592185 sec): 3 clusters Score: Raw -471682.611728 + Penalty 3143.181083 = -468539.430645 nChanged 4 SP:Iteration 36Q (9907.733389 sec): 3 clusters Score: Raw -471683.018696 + Penalty 3143.181083 = -468539.837613 nChanged 3 SP:Iteration 37Q (9907.840043 sec): 3 clusters Score: Raw -471683.557577 + Penalty 3143.181083 = -468540.376494 nChanged 3 SP:Iteration 38Q (9907.969364 sec): 3 clusters Score: Raw -471684.147254 + Penalty 3143.181083 = -468540.966171 nChanged 2 SP:Iteration 39Q (9908.089649 sec): 3 clusters Score: Raw -471684.891258 + Penalty 3143.181083 = -468541.710175 nChanged 6 SP:Iteration 40F (9908.195704 sec): 3 clusters Score: Raw -471685.840300 + Penalty 3143.181083 = -468542.659217 nChanged 6 SP:Iteration 41Q (9908.308861 sec): 3 clusters Score: Raw -471686.825670 + Penalty 3143.181083 = -468543.644587 nChanged 3 SP:Iteration 42Q (9908.452971 sec): 3 clusters Score: Raw -471687.612471 + Penalty 3143.181083 = -468544.431388 nChanged 5 SP:Iteration 43Q (9908.545885 sec): 3 clusters Score: Raw -471688.370147 + Penalty 3143.181083 = -468545.189065 nChanged 3 SP:Iteration 44Q (9908.648593 sec): 3 clusters Score: Raw -471688.811375 + Penalty 3143.181083 = -468545.630292 nChanged 2 SP:Iteration 45Q (9908.775144 sec): 3 clusters Score: Raw -471689.055217 + Penalty 3143.181083 = -468545.874134 nChanged 1 SP:Iteration 46Q (9908.903895 sec): 3 clusters Score: Raw -471689.138613 + Penalty 3143.181083 = -468545.957530 nChanged 0 SP:Iteration 47F (9908.995831 sec): 3 clusters Score: Raw -471689.138613 + Penalty 3143.181083 = -468545.957530 nChanged 0 Trying to split cluster 8 (19010 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9909.124681 sec): 2 clusters Score: Raw -1305957.642887 + Penalty 1729.152436 = -1304228.490451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9909.297912 sec): 3 clusters Score: Raw -1294711.169631 + Penalty 3458.304873 = -1291252.864759 nChanged 8450 SP:Iteration 1F (9909.451325 sec): 3 clusters Score: Raw -1299493.588685 + Penalty 3458.304873 = -1296035.283812 nChanged 1178 SP:Iteration 2F (9909.603916 sec): 3 clusters Score: Raw -1300140.294565 + Penalty 3458.304873 = -1296681.989692 nChanged 1177 SP:Iteration 3F (9909.753288 sec): 3 clusters Score: Raw -1300909.690566 + Penalty 3458.304873 = -1297451.385693 nChanged 1246 SP:Iteration 4F (9909.912493 sec): 3 clusters Score: Raw -1301873.680221 + Penalty 3458.304873 = -1298415.375348 nChanged 1365 SP:Iteration 5F (9910.051814 sec): 3 clusters Score: Raw -1303065.856750 + Penalty 3458.304873 = -1299607.551877 nChanged 1476 SP:Iteration 6F (9910.206452 sec): 3 clusters Score: Raw -1304348.254341 + Penalty 3458.304873 = -1300889.949468 nChanged 1379 SP:Iteration 7F (9910.367361 sec): 3 clusters Score: Raw -1305526.653721 + Penalty 3458.304873 = -1302068.348848 nChanged 1056 SP:Iteration 8F (9910.519090 sec): 3 clusters Score: Raw -1306243.389048 + Penalty 3458.304873 = -1302785.084175 nChanged 681 SP:Iteration 9Q (9910.718290 sec): 3 clusters Score: Raw -1306661.141749 + Penalty 3458.304873 = -1303202.836876 nChanged 441 SP:Iteration 10Q (9910.848656 sec): 3 clusters Score: Raw -1306904.478069 + Penalty 3458.304873 = -1303446.173197 nChanged 351 SP:Iteration 11Q (9910.983806 sec): 3 clusters Score: Raw -1307111.603246 + Penalty 3458.304873 = -1303653.298374 nChanged 286 SP:Iteration 12Q (9911.131566 sec): 3 clusters Score: Raw -1307308.821623 + Penalty 3458.304873 = -1303850.516750 nChanged 268 SP:Iteration 13Q (9911.306982 sec): 3 clusters Score: Raw -1307496.259829 + Penalty 3458.304873 = -1304037.954957 nChanged 223 SP:Iteration 14Q (9911.464061 sec): 3 clusters Score: Raw -1307658.770383 + Penalty 3458.304873 = -1304200.465510 nChanged 180 SP:Iteration 15Q (9911.584962 sec): 3 clusters Score: Raw -1307786.648970 + Penalty 3458.304873 = -1304328.344097 nChanged 156 SP:Iteration 16Q (9911.723867 sec): 3 clusters Score: Raw -1307848.487388 + Penalty 3458.304873 = -1304390.182515 nChanged 118 SP:Iteration 17Q (9911.880893 sec): 3 clusters Score: Raw -1307882.132270 + Penalty 3458.304873 = -1304423.827397 nChanged 77 SP:Iteration 18Q (9912.064918 sec): 3 clusters Score: Raw -1307899.720134 + Penalty 3458.304873 = -1304441.415261 nChanged 63 SP:Iteration 19Q (9912.196173 sec): 3 clusters Score: Raw -1307911.917194 + Penalty 3458.304873 = -1304453.612321 nChanged 56 SP:Iteration 20F (9912.338624 sec): 3 clusters Score: Raw -1307921.936593 + Penalty 3458.304873 = -1304463.631720 nChanged 42 SP:Iteration 21Q (9912.471184 sec): 3 clusters Score: Raw -1307930.232560 + Penalty 3458.304873 = -1304471.927687 nChanged 42 SP:Iteration 22Q (9912.618520 sec): 3 clusters Score: Raw -1307938.116894 + Penalty 3458.304873 = -1304479.812022 nChanged 39 SP:Iteration 23Q (9912.767796 sec): 3 clusters Score: Raw -1307944.314928 + Penalty 3458.304873 = -1304486.010056 nChanged 36 SP:Iteration 24Q (9912.913377 sec): 3 clusters Score: Raw -1307947.827767 + Penalty 3458.304873 = -1304489.522894 nChanged 26 SP:Iteration 25Q (9913.083116 sec): 3 clusters Score: Raw -1307950.074905 + Penalty 3458.304873 = -1304491.770032 nChanged 17 SP:Iteration 26Q (9913.251931 sec): 3 clusters Score: Raw -1307951.480319 + Penalty 3458.304873 = -1304493.175446 nChanged 11 SP:Iteration 27Q (9913.402066 sec): 3 clusters Score: Raw -1307952.547233 + Penalty 3458.304873 = -1304494.242360 nChanged 17 SP:Iteration 28Q (9913.550181 sec): 3 clusters Score: Raw -1307954.662950 + Penalty 3458.304873 = -1304496.358078 nChanged 16 SP:Iteration 29Q (9913.714461 sec): 3 clusters Score: Raw -1307956.361766 + Penalty 3458.304873 = -1304498.056893 nChanged 17 SP:Iteration 30Q (9913.855720 sec): 3 clusters Score: Raw -1307958.274325 + Penalty 3458.304873 = -1304499.969452 nChanged 15 SP:Iteration 31Q (9914.014127 sec): 3 clusters Score: Raw -1307959.734294 + Penalty 3458.304873 = -1304501.429421 nChanged 7 SP:Iteration 32Q (9914.159219 sec): 3 clusters Score: Raw -1307960.279726 + Penalty 3458.304873 = -1304501.974853 nChanged 5 SP:Iteration 33Q (9914.304259 sec): 3 clusters Score: Raw -1307960.722072 + Penalty 3458.304873 = -1304502.417199 nChanged 8 SP:Iteration 34Q (9914.480184 sec): 3 clusters Score: Raw -1307961.491703 + Penalty 3458.304873 = -1304503.186830 nChanged 10 SP:Iteration 35Q (9914.604967 sec): 3 clusters Score: Raw -1307962.221717 + Penalty 3458.304873 = -1304503.916844 nChanged 7 SP:Iteration 36Q (9914.775057 sec): 3 clusters Score: Raw -1307962.668255 + Penalty 3458.304873 = -1304504.363382 nChanged 7 SP:Iteration 37Q (9914.923992 sec): 3 clusters Score: Raw -1307963.265976 + Penalty 3458.304873 = -1304504.961103 nChanged 13 SP:Iteration 38Q (9915.070428 sec): 3 clusters Score: Raw -1307964.266441 + Penalty 3458.304873 = -1304505.961568 nChanged 5 SP:Iteration 39Q (9915.234466 sec): 3 clusters Score: Raw -1307964.601470 + Penalty 3458.304873 = -1304506.296597 nChanged 5 SP:Iteration 40F (9915.380296 sec): 3 clusters Score: Raw -1307964.850896 + Penalty 3458.304873 = -1304506.546023 nChanged 5 SP:Iteration 41Q (9915.545630 sec): 3 clusters Score: Raw -1307965.277771 + Penalty 3458.304873 = -1304506.972898 nChanged 5 SP:Iteration 42Q (9915.744912 sec): 3 clusters Score: Raw -1307965.625402 + Penalty 3458.304873 = -1304507.320529 nChanged 2 SP:Iteration 43Q (9915.905711 sec): 3 clusters Score: Raw -1307965.755286 + Penalty 3458.304873 = -1304507.450413 nChanged 3 SP:Iteration 44Q (9916.057712 sec): 3 clusters Score: Raw -1307966.088168 + Penalty 3458.304873 = -1304507.783295 nChanged 5 SP:Iteration 45Q (9916.194176 sec): 3 clusters Score: Raw -1307966.708136 + Penalty 3458.304873 = -1304508.403263 nChanged 5 SP:Iteration 46Q (9916.332996 sec): 3 clusters Score: Raw -1307967.445032 + Penalty 3458.304873 = -1304509.140159 nChanged 4 SP:Iteration 47Q (9916.508129 sec): 3 clusters Score: Raw -1307967.821472 + Penalty 3458.304873 = -1304509.516599 nChanged 6 SP:Iteration 48Q (9916.660325 sec): 3 clusters Score: Raw -1307968.224665 + Penalty 3458.304873 = -1304509.919792 nChanged 4 SP:Iteration 49Q (9916.822515 sec): 3 clusters Score: Raw -1307968.496261 + Penalty 3458.304873 = -1304510.191388 nChanged 5 SP:Iteration 50Q (9916.905562 sec): 3 clusters Score: Raw -1307968.762588 + Penalty 3458.304873 = -1304510.457715 nChanged 1 SP:Iteration 51Q (9916.998764 sec): 3 clusters Score: Raw -1307968.828344 + Penalty 3458.304873 = -1304510.523472 nChanged 1 SP:Iteration 52Q (9917.151244 sec): 3 clusters Score: Raw -1307968.838991 + Penalty 3458.304873 = -1304510.534118 nChanged 0 SP:Iteration 53F (9917.242950 sec): 3 clusters Score: Raw -1307968.838991 + Penalty 3458.304873 = -1304510.534118 nChanged 0 Score: Raw -11968661.212241 + Penalty 66485.619895 = -11902175.592347 Splitting cluster 8 changes total score from -11902291.642408 to -11902175.592347 So it's not getting split. Trying to split cluster 9 (1927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9925.519418 sec): 2 clusters Score: Raw -91560.057702 + Penalty 1327.432802 = -90232.624900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9925.634125 sec): 3 clusters Score: Raw -90784.469555 + Penalty 2654.865604 = -88129.603951 nChanged 691 SP:Iteration 1F (9925.744394 sec): 3 clusters Score: Raw -91403.047333 + Penalty 2654.865604 = -88748.181730 nChanged 197 SP:Iteration 2F (9925.829398 sec): 3 clusters Score: Raw -91692.154689 + Penalty 2654.865604 = -89037.289086 nChanged 182 SP:Iteration 3F (9925.916796 sec): 3 clusters Score: Raw -91981.310478 + Penalty 2654.865604 = -89326.444874 nChanged 147 SP:Iteration 4F (9926.025286 sec): 3 clusters Score: Raw -92209.364592 + Penalty 2654.865604 = -89554.498988 nChanged 97 SP:Iteration 5F (9926.141531 sec): 3 clusters Score: Raw -92353.059440 + Penalty 2654.865604 = -89698.193836 nChanged 63 SP:Iteration 6Q (9926.263605 sec): 3 clusters Score: Raw -92445.480294 + Penalty 2654.865604 = -89790.614691 nChanged 46 SP:Iteration 7Q (9926.361715 sec): 3 clusters Score: Raw -92512.073382 + Penalty 2654.865604 = -89857.207778 nChanged 40 SP:Iteration 8Q (9926.473553 sec): 3 clusters Score: Raw -92570.153723 + Penalty 2654.865604 = -89915.288119 nChanged 37 SP:Iteration 9Q (9926.582874 sec): 3 clusters Score: Raw -92620.052350 + Penalty 2654.865604 = -89965.186746 nChanged 34 SP:Iteration 10Q (9926.695942 sec): 3 clusters Score: Raw -92655.504046 + Penalty 2654.865604 = -90000.638442 nChanged 21 SP:Iteration 11Q (9926.809274 sec): 3 clusters Score: Raw -92675.658658 + Penalty 2654.865604 = -90020.793055 nChanged 14 SP:Iteration 12Q (9926.876132 sec): 3 clusters Score: Raw -92688.912799 + Penalty 2654.865604 = -90034.047195 nChanged 13 SP:Iteration 13Q (9926.986344 sec): 3 clusters Score: Raw -92700.153114 + Penalty 2654.865604 = -90045.287511 nChanged 11 SP:Iteration 14Q (9927.063340 sec): 3 clusters Score: Raw -92709.147538 + Penalty 2654.865604 = -90054.281934 nChanged 4 SP:Iteration 15Q (9927.168212 sec): 3 clusters Score: Raw -92711.068620 + Penalty 2654.865604 = -90056.203017 nChanged 2 SP:Iteration 16Q (9927.282234 sec): 3 clusters Score: Raw -92711.554695 + Penalty 2654.865604 = -90056.689091 nChanged 0 SP:Iteration 17F (9927.360540 sec): 3 clusters Score: Raw -92711.554695 + Penalty 2654.865604 = -90056.689091 nChanged 0 Trying to split cluster 10 (9842 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9927.468398 sec): 2 clusters Score: Raw -642741.485975 + Penalty 1613.619696 = -641127.866279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9927.584787 sec): 3 clusters Score: Raw -637238.157929 + Penalty 3227.239392 = -634010.918537 nChanged 4214 SP:Iteration 1F (9927.719883 sec): 3 clusters Score: Raw -639744.811462 + Penalty 3227.239392 = -636517.572071 nChanged 767 SP:Iteration 2F (9927.834187 sec): 3 clusters Score: Raw -640227.519208 + Penalty 3227.239392 = -637000.279816 nChanged 664 SP:Iteration 3F (9927.972952 sec): 3 clusters Score: Raw -640639.001237 + Penalty 3227.239392 = -637411.761846 nChanged 598 SP:Iteration 4F (9928.109250 sec): 3 clusters Score: Raw -641036.824862 + Penalty 3227.239392 = -637809.585470 nChanged 553 SP:Iteration 5F (9928.221194 sec): 3 clusters Score: Raw -641402.990475 + Penalty 3227.239392 = -638175.751083 nChanged 517 SP:Iteration 6F (9928.343097 sec): 3 clusters Score: Raw -641706.568672 + Penalty 3227.239392 = -638479.329280 nChanged 401 SP:Iteration 7Q (9928.486422 sec): 3 clusters Score: Raw -641922.645536 + Penalty 3227.239392 = -638695.406144 nChanged 364 SP:Iteration 8Q (9928.581713 sec): 3 clusters Score: Raw -642096.429159 + Penalty 3227.239392 = -638869.189767 nChanged 287 SP:Iteration 9Q (9928.692895 sec): 3 clusters Score: Raw -642228.969358 + Penalty 3227.239392 = -639001.729967 nChanged 248 SP:Iteration 10Q (9928.811922 sec): 3 clusters Score: Raw -642351.613722 + Penalty 3227.239392 = -639124.374330 nChanged 235 SP:Iteration 11Q (9928.936755 sec): 3 clusters Score: Raw -642467.106919 + Penalty 3227.239392 = -639239.867527 nChanged 204 SP:Iteration 12Q (9929.067425 sec): 3 clusters Score: Raw -642559.214902 + Penalty 3227.239392 = -639331.975510 nChanged 180 SP:Iteration 13Q (9929.168830 sec): 3 clusters Score: Raw -642640.105632 + Penalty 3227.239392 = -639412.866240 nChanged 172 SP:Iteration 14Q (9929.297435 sec): 3 clusters Score: Raw -642702.801116 + Penalty 3227.239392 = -639475.561725 nChanged 136 SP:Iteration 15Q (9929.467808 sec): 3 clusters Score: Raw -642749.607474 + Penalty 3227.239392 = -639522.368083 nChanged 136 SP:Iteration 16Q (9929.590164 sec): 3 clusters Score: Raw -642793.352950 + Penalty 3227.239392 = -639566.113558 nChanged 134 SP:Iteration 17Q (9929.735452 sec): 3 clusters Score: Raw -642838.645951 + Penalty 3227.239392 = -639611.406560 nChanged 126 SP:Iteration 18Q (9929.850562 sec): 3 clusters Score: Raw -642888.716248 + Penalty 3227.239392 = -639661.476857 nChanged 126 SP:Iteration 19Q (9929.986660 sec): 3 clusters Score: Raw -642936.803769 + Penalty 3227.239392 = -639709.564378 nChanged 121 SP:Iteration 20F (9930.115450 sec): 3 clusters Score: Raw -642990.595665 + Penalty 3227.239392 = -639763.356273 nChanged 132 SP:Iteration 21Q (9930.268056 sec): 3 clusters Score: Raw -643049.025218 + Penalty 3227.239392 = -639821.785826 nChanged 135 SP:Iteration 22Q (9930.376735 sec): 3 clusters Score: Raw -643112.264308 + Penalty 3227.239392 = -639885.024916 nChanged 125 SP:Iteration 23Q (9930.486442 sec): 3 clusters Score: Raw -643181.672379 + Penalty 3227.239392 = -639954.432988 nChanged 143 SP:Iteration 24Q (9930.599764 sec): 3 clusters Score: Raw -643259.268866 + Penalty 3227.239392 = -640032.029474 nChanged 147 SP:Iteration 25Q (9930.722254 sec): 3 clusters Score: Raw -643351.156497 + Penalty 3227.239392 = -640123.917106 nChanged 171 SP:Iteration 26Q (9930.851293 sec): 3 clusters Score: Raw -643463.439089 + Penalty 3227.239392 = -640236.199697 nChanged 174 SP:Iteration 27Q (9930.993456 sec): 3 clusters Score: Raw -643589.432749 + Penalty 3227.239392 = -640362.193357 nChanged 172 SP:Iteration 28Q (9931.109816 sec): 3 clusters Score: Raw -643719.679759 + Penalty 3227.239392 = -640492.440367 nChanged 148 SP:Iteration 29Q (9931.261736 sec): 3 clusters Score: Raw -643842.453776 + Penalty 3227.239392 = -640615.214385 nChanged 143 SP:Iteration 30Q (9931.369635 sec): 3 clusters Score: Raw -643951.492300 + Penalty 3227.239392 = -640724.252908 nChanged 120 SP:Iteration 31Q (9931.477146 sec): 3 clusters Score: Raw -644031.272936 + Penalty 3227.239392 = -640804.033544 nChanged 102 SP:Iteration 32Q (9931.585699 sec): 3 clusters Score: Raw -644090.766026 + Penalty 3227.239392 = -640863.526634 nChanged 82 SP:Iteration 33Q (9931.705988 sec): 3 clusters Score: Raw -644131.227372 + Penalty 3227.239392 = -640903.987980 nChanged 70 SP:Iteration 34Q (9931.814206 sec): 3 clusters Score: Raw -644160.829307 + Penalty 3227.239392 = -640933.589915 nChanged 65 SP:Iteration 35Q (9931.956864 sec): 3 clusters Score: Raw -644189.676547 + Penalty 3227.239392 = -640962.437156 nChanged 49 SP:Iteration 36Q (9932.060765 sec): 3 clusters Score: Raw -644212.650414 + Penalty 3227.239392 = -640985.411022 nChanged 45 SP:Iteration 37Q (9932.203319 sec): 3 clusters Score: Raw -644226.730354 + Penalty 3227.239392 = -640999.490962 nChanged 34 SP:Iteration 38Q (9932.305623 sec): 3 clusters Score: Raw -644235.663883 + Penalty 3227.239392 = -641008.424491 nChanged 34 SP:Iteration 39Q (9932.427183 sec): 3 clusters Score: Raw -644247.778946 + Penalty 3227.239392 = -641020.539554 nChanged 38 SP:Iteration 40F (9932.565175 sec): 3 clusters Score: Raw -644264.684306 + Penalty 3227.239392 = -641037.444914 nChanged 31 SP:Iteration 41Q (9932.659962 sec): 3 clusters Score: Raw -644274.598305 + Penalty 3227.239392 = -641047.358914 nChanged 31 SP:Iteration 42Q (9932.796967 sec): 3 clusters Score: Raw -644288.524855 + Penalty 3227.239392 = -641061.285463 nChanged 34 SP:Iteration 43Q (9932.907779 sec): 3 clusters Score: Raw -644302.576033 + Penalty 3227.239392 = -641075.336641 nChanged 29 SP:Iteration 44Q (9933.029812 sec): 3 clusters Score: Raw -644311.055977 + Penalty 3227.239392 = -641083.816585 nChanged 29 SP:Iteration 45Q (9933.161320 sec): 3 clusters Score: Raw -644320.362765 + Penalty 3227.239392 = -641093.123373 nChanged 23 SP:Iteration 46Q (9933.259915 sec): 3 clusters Score: Raw -644326.948140 + Penalty 3227.239392 = -641099.708748 nChanged 23 SP:Iteration 47Q (9933.387823 sec): 3 clusters Score: Raw -644333.247741 + Penalty 3227.239392 = -641106.008350 nChanged 22 SP:Iteration 48Q (9933.507245 sec): 3 clusters Score: Raw -644340.280481 + Penalty 3227.239392 = -641113.041090 nChanged 18 SP:Iteration 49Q (9933.627606 sec): 3 clusters Score: Raw -644345.732509 + Penalty 3227.239392 = -641118.493118 nChanged 16 SP:Iteration 50Q (9933.746504 sec): 3 clusters Score: Raw -644349.701252 + Penalty 3227.239392 = -641122.461860 nChanged 15 SP:Iteration 51Q (9933.881097 sec): 3 clusters Score: Raw -644353.561679 + Penalty 3227.239392 = -641126.322287 nChanged 12 SP:Iteration 52Q (9934.006106 sec): 3 clusters Score: Raw -644357.183555 + Penalty 3227.239392 = -641129.944163 nChanged 19 SP:Iteration 53Q (9934.114738 sec): 3 clusters Score: Raw -644362.619963 + Penalty 3227.239392 = -641135.380572 nChanged 20 SP:Iteration 54Q (9934.224376 sec): 3 clusters Score: Raw -644369.143138 + Penalty 3227.239392 = -641141.903746 nChanged 17 SP:Iteration 55Q (9934.359703 sec): 3 clusters Score: Raw -644374.321239 + Penalty 3227.239392 = -641147.081848 nChanged 17 SP:Iteration 56Q (9934.483371 sec): 3 clusters Score: Raw -644381.067784 + Penalty 3227.239392 = -641153.828392 nChanged 18 SP:Iteration 57Q (9934.620301 sec): 3 clusters Score: Raw -644386.855738 + Penalty 3227.239392 = -641159.616347 nChanged 16 SP:Iteration 58Q (9934.732592 sec): 3 clusters Score: Raw -644392.402660 + Penalty 3227.239392 = -641165.163268 nChanged 17 SP:Iteration 59Q (9934.861339 sec): 3 clusters Score: Raw -644400.404805 + Penalty 3227.239392 = -641173.165413 nChanged 22 SP:Iteration 60F (9934.984624 sec): 3 clusters Score: Raw -644410.017815 + Penalty 3227.239392 = -641182.778423 nChanged 27 SP:Iteration 61Q (9935.108598 sec): 3 clusters Score: Raw -644422.483269 + Penalty 3227.239392 = -641195.243877 nChanged 28 SP:Iteration 62Q (9935.260652 sec): 3 clusters Score: Raw -644435.498177 + Penalty 3227.239392 = -641208.258785 nChanged 26 SP:Iteration 63Q (9935.354201 sec): 3 clusters Score: Raw -644452.329738 + Penalty 3227.239392 = -641225.090347 nChanged 28 SP:Iteration 64Q (9935.477148 sec): 3 clusters Score: Raw -644470.059579 + Penalty 3227.239392 = -641242.820188 nChanged 21 SP:Iteration 65Q (9935.614498 sec): 3 clusters Score: Raw -644488.033184 + Penalty 3227.239392 = -641260.793792 nChanged 34 SP:Iteration 66Q (9935.750250 sec): 3 clusters Score: Raw -644532.476981 + Penalty 3227.239392 = -641305.237589 nChanged 39 SP:Iteration 67Q (9935.849781 sec): 3 clusters Score: Raw -644563.939995 + Penalty 3227.239392 = -641336.700603 nChanged 40 SP:Iteration 68Q (9936.004269 sec): 3 clusters Score: Raw -644588.924809 + Penalty 3227.239392 = -641361.685417 nChanged 34 SP:Iteration 69Q (9936.114486 sec): 3 clusters Score: Raw -644605.742308 + Penalty 3227.239392 = -641378.502917 nChanged 21 SP:Iteration 70Q (9936.236353 sec): 3 clusters Score: Raw -644614.619330 + Penalty 3227.239392 = -641387.379938 nChanged 10 SP:Iteration 71Q (9936.352519 sec): 3 clusters Score: Raw -644619.042674 + Penalty 3227.239392 = -641391.803282 nChanged 8 SP:Iteration 72Q (9936.461148 sec): 3 clusters Score: Raw -644623.017986 + Penalty 3227.239392 = -641395.778594 nChanged 7 SP:Iteration 73Q (9936.586523 sec): 3 clusters Score: Raw -644625.700809 + Penalty 3227.239392 = -641398.461417 nChanged 9 SP:Iteration 74Q (9936.689525 sec): 3 clusters Score: Raw -644628.161983 + Penalty 3227.239392 = -641400.922591 nChanged 1 SP:Iteration 75Q (9936.818507 sec): 3 clusters Score: Raw -644628.537351 + Penalty 3227.239392 = -641401.297959 nChanged 1 SP:Iteration 76Q (9936.917891 sec): 3 clusters Score: Raw -644628.594347 + Penalty 3227.239392 = -641401.354956 nChanged 0 SP:Iteration 77F (9937.057275 sec): 3 clusters Score: Raw -644628.594347 + Penalty 3227.239392 = -641401.354956 nChanged 0 Score: Raw -11968537.124510 + Penalty 66485.619895 = -11902051.504615 Splitting cluster 10 changes total score from -11902291.642408 to -11902051.504615 So it's not getting split. Trying to split cluster 11 (4586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9945.252651 sec): 2 clusters Score: Raw -242870.745123 + Penalty 1479.598988 = -241391.146135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9945.367327 sec): 3 clusters Score: Raw -240543.747425 + Penalty 2959.197976 = -237584.549449 nChanged 1837 SP:Iteration 1F (9945.450438 sec): 3 clusters Score: Raw -241720.637352 + Penalty 2959.197976 = -238761.439376 nChanged 404 SP:Iteration 2F (9945.589084 sec): 3 clusters Score: Raw -242090.278650 + Penalty 2959.197976 = -239131.080674 nChanged 362 SP:Iteration 3F (9945.669733 sec): 3 clusters Score: Raw -242417.938834 + Penalty 2959.197976 = -239458.740859 nChanged 307 SP:Iteration 4F (9945.787569 sec): 3 clusters Score: Raw -242672.481603 + Penalty 2959.197976 = -239713.283627 nChanged 254 SP:Iteration 5F (9945.863649 sec): 3 clusters Score: Raw -242886.016242 + Penalty 2959.197976 = -239926.818266 nChanged 209 SP:Iteration 6Q (9945.978945 sec): 3 clusters Score: Raw -243034.097638 + Penalty 2959.197976 = -240074.899663 nChanged 151 SP:Iteration 7Q (9946.056784 sec): 3 clusters Score: Raw -243115.120940 + Penalty 2959.197976 = -240155.922964 nChanged 115 SP:Iteration 8Q (9946.163094 sec): 3 clusters Score: Raw -243171.095556 + Penalty 2959.197976 = -240211.897581 nChanged 86 SP:Iteration 9Q (9946.271516 sec): 3 clusters Score: Raw -243211.327384 + Penalty 2959.197976 = -240252.129408 nChanged 69 SP:Iteration 10Q (9946.365851 sec): 3 clusters Score: Raw -243243.731998 + Penalty 2959.197976 = -240284.534022 nChanged 72 SP:Iteration 11Q (9946.475637 sec): 3 clusters Score: Raw -243282.253098 + Penalty 2959.197976 = -240323.055122 nChanged 64 SP:Iteration 12Q (9946.563528 sec): 3 clusters Score: Raw -243324.577787 + Penalty 2959.197976 = -240365.379812 nChanged 73 SP:Iteration 13Q (9946.687726 sec): 3 clusters Score: Raw -243371.978478 + Penalty 2959.197976 = -240412.780502 nChanged 70 SP:Iteration 14Q (9946.755210 sec): 3 clusters Score: Raw -243421.192997 + Penalty 2959.197976 = -240461.995021 nChanged 55 SP:Iteration 15Q (9946.862437 sec): 3 clusters Score: Raw -243446.160561 + Penalty 2959.197976 = -240486.962586 nChanged 39 SP:Iteration 16Q (9946.972587 sec): 3 clusters Score: Raw -243463.024232 + Penalty 2959.197976 = -240503.826256 nChanged 36 SP:Iteration 17Q (9947.087702 sec): 3 clusters Score: Raw -243473.127748 + Penalty 2959.197976 = -240513.929773 nChanged 21 SP:Iteration 18Q (9947.184721 sec): 3 clusters Score: Raw -243478.539300 + Penalty 2959.197976 = -240519.341324 nChanged 15 SP:Iteration 19Q (9947.308342 sec): 3 clusters Score: Raw -243483.900334 + Penalty 2959.197976 = -240524.702359 nChanged 17 SP:Iteration 20F (9947.417875 sec): 3 clusters Score: Raw -243488.076762 + Penalty 2959.197976 = -240528.878787 nChanged 14 SP:Iteration 21Q (9947.539792 sec): 3 clusters Score: Raw -243491.892552 + Penalty 2959.197976 = -240532.694577 nChanged 8 SP:Iteration 22Q (9947.615181 sec): 3 clusters Score: Raw -243493.489373 + Penalty 2959.197976 = -240534.291398 nChanged 8 SP:Iteration 23Q (9947.719369 sec): 3 clusters Score: Raw -243495.412845 + Penalty 2959.197976 = -240536.214869 nChanged 4 SP:Iteration 24Q (9947.833983 sec): 3 clusters Score: Raw -243496.415489 + Penalty 2959.197976 = -240537.217513 nChanged 4 SP:Iteration 25Q (9947.929090 sec): 3 clusters Score: Raw -243497.131945 + Penalty 2959.197976 = -240537.933969 nChanged 3 SP:Iteration 26Q (9948.038148 sec): 3 clusters Score: Raw -243498.558305 + Penalty 2959.197976 = -240539.360329 nChanged 4 SP:Iteration 27Q (9948.122599 sec): 3 clusters Score: Raw -243499.449753 + Penalty 2959.197976 = -240540.251778 nChanged 3 SP:Iteration 28Q (9948.248278 sec): 3 clusters Score: Raw -243500.279103 + Penalty 2959.197976 = -240541.081127 nChanged 4 SP:Iteration 29Q (9948.324229 sec): 3 clusters Score: Raw -243500.785418 + Penalty 2959.197976 = -240541.587443 nChanged 1 SP:Iteration 30Q (9948.430644 sec): 3 clusters Score: Raw -243501.007455 + Penalty 2959.197976 = -240541.809480 nChanged 2 SP:Iteration 31Q (9948.542069 sec): 3 clusters Score: Raw -243501.249809 + Penalty 2959.197976 = -240542.051833 nChanged 0 SP:Iteration 32F (9948.619415 sec): 3 clusters Score: Raw -243501.249809 + Penalty 2959.197976 = -240542.051833 nChanged 0 Trying to split cluster 12 (17145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9948.736530 sec): 2 clusters Score: Raw -970640.573842 + Penalty 1711.030557 = -968929.543285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9948.851949 sec): 3 clusters Score: Raw -960447.061001 + Penalty 3422.061115 = -957024.999886 nChanged 7674 SP:Iteration 1F (9948.987080 sec): 3 clusters Score: Raw -964907.584109 + Penalty 3422.061115 = -961485.522994 nChanged 1100 SP:Iteration 2F (9949.116510 sec): 3 clusters Score: Raw -965505.858335 + Penalty 3422.061115 = -962083.797221 nChanged 1056 SP:Iteration 3F (9949.263254 sec): 3 clusters Score: Raw -966152.142408 + Penalty 3422.061115 = -962730.081293 nChanged 1064 SP:Iteration 4F (9949.410207 sec): 3 clusters Score: Raw -966861.434778 + Penalty 3422.061115 = -963439.373664 nChanged 1048 SP:Iteration 5F (9949.527789 sec): 3 clusters Score: Raw -967529.242924 + Penalty 3422.061115 = -964107.181810 nChanged 985 SP:Iteration 6F (9949.652890 sec): 3 clusters Score: Raw -968098.214294 + Penalty 3422.061115 = -964676.153179 nChanged 862 SP:Iteration 7F (9949.774072 sec): 3 clusters Score: Raw -968601.665558 + Penalty 3422.061115 = -965179.604444 nChanged 806 SP:Iteration 8Q (9949.927076 sec): 3 clusters Score: Raw -969021.641821 + Penalty 3422.061115 = -965599.580706 nChanged 696 SP:Iteration 9Q (9950.042469 sec): 3 clusters Score: Raw -969361.979286 + Penalty 3422.061115 = -965939.918172 nChanged 622 SP:Iteration 10Q (9950.172228 sec): 3 clusters Score: Raw -969652.146156 + Penalty 3422.061115 = -966230.085042 nChanged 547 SP:Iteration 11Q (9950.301300 sec): 3 clusters Score: Raw -969910.893521 + Penalty 3422.061115 = -966488.832406 nChanged 534 SP:Iteration 12Q (9950.450891 sec): 3 clusters Score: Raw -970190.262182 + Penalty 3422.061115 = -966768.201067 nChanged 516 SP:Iteration 13Q (9950.588439 sec): 3 clusters Score: Raw -970429.685360 + Penalty 3422.061115 = -967007.624245 nChanged 469 SP:Iteration 14Q (9950.716033 sec): 3 clusters Score: Raw -970623.447455 + Penalty 3422.061115 = -967201.386341 nChanged 386 SP:Iteration 15Q (9950.867605 sec): 3 clusters Score: Raw -970782.679773 + Penalty 3422.061115 = -967360.618658 nChanged 357 SP:Iteration 16Q (9950.999702 sec): 3 clusters Score: Raw -970934.957406 + Penalty 3422.061115 = -967512.896291 nChanged 329 SP:Iteration 17Q (9951.149445 sec): 3 clusters Score: Raw -971063.872427 + Penalty 3422.061115 = -967641.811312 nChanged 292 SP:Iteration 18Q (9951.285826 sec): 3 clusters Score: Raw -971167.612923 + Penalty 3422.061115 = -967745.551809 nChanged 230 SP:Iteration 19Q (9951.447985 sec): 3 clusters Score: Raw -971241.534080 + Penalty 3422.061115 = -967819.472965 nChanged 201 SP:Iteration 20F (9951.600381 sec): 3 clusters Score: Raw -971301.172134 + Penalty 3422.061115 = -967879.111019 nChanged 164 SP:Iteration 21Q (9951.748836 sec): 3 clusters Score: Raw -971345.704096 + Penalty 3422.061115 = -967923.642982 nChanged 147 SP:Iteration 22Q (9951.879518 sec): 3 clusters Score: Raw -971384.945465 + Penalty 3422.061115 = -967962.884350 nChanged 149 SP:Iteration 23Q (9952.043834 sec): 3 clusters Score: Raw -971421.994726 + Penalty 3422.061115 = -967999.933611 nChanged 103 SP:Iteration 24Q (9952.200497 sec): 3 clusters Score: Raw -971449.223630 + Penalty 3422.061115 = -968027.162515 nChanged 102 SP:Iteration 25Q (9952.330700 sec): 3 clusters Score: Raw -971473.585802 + Penalty 3422.061115 = -968051.524687 nChanged 93 SP:Iteration 26Q (9952.475105 sec): 3 clusters Score: Raw -971494.464157 + Penalty 3422.061115 = -968072.403043 nChanged 76 SP:Iteration 27Q (9952.594549 sec): 3 clusters Score: Raw -971510.590885 + Penalty 3422.061115 = -968088.529770 nChanged 80 SP:Iteration 28Q (9952.733388 sec): 3 clusters Score: Raw -971530.385101 + Penalty 3422.061115 = -968108.323987 nChanged 76 SP:Iteration 29Q (9952.880650 sec): 3 clusters Score: Raw -971551.447894 + Penalty 3422.061115 = -968129.386779 nChanged 84 SP:Iteration 30Q (9953.036860 sec): 3 clusters Score: Raw -971574.258189 + Penalty 3422.061115 = -968152.197074 nChanged 85 SP:Iteration 31Q (9953.165060 sec): 3 clusters Score: Raw -971592.887862 + Penalty 3422.061115 = -968170.826747 nChanged 78 SP:Iteration 32Q (9953.321450 sec): 3 clusters Score: Raw -971608.070327 + Penalty 3422.061115 = -968186.009212 nChanged 73 SP:Iteration 33Q (9953.439841 sec): 3 clusters Score: Raw -971620.460901 + Penalty 3422.061115 = -968198.399786 nChanged 55 SP:Iteration 34Q (9953.589101 sec): 3 clusters Score: Raw -971629.896522 + Penalty 3422.061115 = -968207.835407 nChanged 47 SP:Iteration 35Q (9953.703806 sec): 3 clusters Score: Raw -971637.894612 + Penalty 3422.061115 = -968215.833498 nChanged 48 SP:Iteration 36Q (9953.876714 sec): 3 clusters Score: Raw -971645.076603 + Penalty 3422.061115 = -968223.015488 nChanged 32 SP:Iteration 37Q (9954.044771 sec): 3 clusters Score: Raw -971649.601919 + Penalty 3422.061115 = -968227.540804 nChanged 34 SP:Iteration 38Q (9954.197425 sec): 3 clusters Score: Raw -971654.837365 + Penalty 3422.061115 = -968232.776251 nChanged 41 SP:Iteration 39Q (9954.322812 sec): 3 clusters Score: Raw -971659.371324 + Penalty 3422.061115 = -968237.310209 nChanged 28 SP:Iteration 40F (9954.461113 sec): 3 clusters Score: Raw -971663.433076 + Penalty 3422.061115 = -968241.371962 nChanged 34 SP:Iteration 41Q (9954.623347 sec): 3 clusters Score: Raw -971669.280972 + Penalty 3422.061115 = -968247.219857 nChanged 36 SP:Iteration 42Q (9954.753181 sec): 3 clusters Score: Raw -971674.696873 + Penalty 3422.061115 = -968252.635759 nChanged 32 SP:Iteration 43Q (9954.898048 sec): 3 clusters Score: Raw -971680.782618 + Penalty 3422.061115 = -968258.721504 nChanged 40 SP:Iteration 44Q (9955.054153 sec): 3 clusters Score: Raw -971686.661669 + Penalty 3422.061115 = -968264.600555 nChanged 42 SP:Iteration 45Q (9955.190980 sec): 3 clusters Score: Raw -971693.663721 + Penalty 3422.061115 = -968271.602607 nChanged 41 SP:Iteration 46Q (9955.328583 sec): 3 clusters Score: Raw -971701.321546 + Penalty 3422.061115 = -968279.260431 nChanged 29 SP:Iteration 47Q (9955.465895 sec): 3 clusters Score: Raw -971707.308076 + Penalty 3422.061115 = -968285.246961 nChanged 37 SP:Iteration 48Q (9955.616670 sec): 3 clusters Score: Raw -971713.253990 + Penalty 3422.061115 = -968291.192876 nChanged 30 SP:Iteration 49Q (9955.739131 sec): 3 clusters Score: Raw -971718.076993 + Penalty 3422.061115 = -968296.015879 nChanged 41 SP:Iteration 50Q (9955.897451 sec): 3 clusters Score: Raw -971724.480395 + Penalty 3422.061115 = -968302.419280 nChanged 31 SP:Iteration 51Q (9956.030620 sec): 3 clusters Score: Raw -971730.057216 + Penalty 3422.061115 = -968307.996101 nChanged 40 SP:Iteration 52Q (9956.179987 sec): 3 clusters Score: Raw -971736.679398 + Penalty 3422.061115 = -968314.618283 nChanged 37 SP:Iteration 53Q (9956.295899 sec): 3 clusters Score: Raw -971742.591395 + Penalty 3422.061115 = -968320.530281 nChanged 35 SP:Iteration 54Q (9956.444358 sec): 3 clusters Score: Raw -971748.503702 + Penalty 3422.061115 = -968326.442587 nChanged 33 SP:Iteration 55Q (9956.596617 sec): 3 clusters Score: Raw -971753.731649 + Penalty 3422.061115 = -968331.670535 nChanged 30 SP:Iteration 56Q (9956.739370 sec): 3 clusters Score: Raw -971760.142224 + Penalty 3422.061115 = -968338.081109 nChanged 36 SP:Iteration 57Q (9956.896265 sec): 3 clusters Score: Raw -971767.428073 + Penalty 3422.061115 = -968345.366958 nChanged 34 SP:Iteration 58Q (9957.034099 sec): 3 clusters Score: Raw -971773.336549 + Penalty 3422.061115 = -968351.275434 nChanged 30 SP:Iteration 59Q (9957.159059 sec): 3 clusters Score: Raw -971776.916288 + Penalty 3422.061115 = -968354.855174 nChanged 18 SP:Iteration 60F (9957.337834 sec): 3 clusters Score: Raw -971779.131444 + Penalty 3422.061115 = -968357.070329 nChanged 16 SP:Iteration 61Q (9957.459623 sec): 3 clusters Score: Raw -971780.924590 + Penalty 3422.061115 = -968358.863475 nChanged 18 SP:Iteration 62Q (9957.609324 sec): 3 clusters Score: Raw -971783.496736 + Penalty 3422.061115 = -968361.435622 nChanged 21 SP:Iteration 63Q (9957.777139 sec): 3 clusters Score: Raw -971786.841477 + Penalty 3422.061115 = -968364.780363 nChanged 22 SP:Iteration 64Q (9957.913239 sec): 3 clusters Score: Raw -971790.879886 + Penalty 3422.061115 = -968368.818772 nChanged 18 SP:Iteration 65Q (9958.042531 sec): 3 clusters Score: Raw -971793.648862 + Penalty 3422.061115 = -968371.587747 nChanged 16 SP:Iteration 66Q (9958.177644 sec): 3 clusters Score: Raw -971796.463929 + Penalty 3422.061115 = -968374.402815 nChanged 18 SP:Iteration 67Q (9958.344243 sec): 3 clusters Score: Raw -971799.278697 + Penalty 3422.061115 = -968377.217582 nChanged 15 SP:Iteration 68Q (9958.453032 sec): 3 clusters Score: Raw -971802.049784 + Penalty 3422.061115 = -968379.988670 nChanged 27 SP:Iteration 69Q (9958.625083 sec): 3 clusters Score: Raw -971807.129470 + Penalty 3422.061115 = -968385.068355 nChanged 24 SP:Iteration 70Q (9958.770298 sec): 3 clusters Score: Raw -971810.698135 + Penalty 3422.061115 = -968388.637021 nChanged 22 SP:Iteration 71Q (9958.933197 sec): 3 clusters Score: Raw -971814.399601 + Penalty 3422.061115 = -968392.338486 nChanged 28 SP:Iteration 72Q (9959.073562 sec): 3 clusters Score: Raw -971818.763178 + Penalty 3422.061115 = -968396.702063 nChanged 27 SP:Iteration 73Q (9959.235975 sec): 3 clusters Score: Raw -971823.388107 + Penalty 3422.061115 = -968401.326993 nChanged 23 SP:Iteration 74Q (9959.337705 sec): 3 clusters Score: Raw -971827.101121 + Penalty 3422.061115 = -968405.040006 nChanged 31 SP:Iteration 75Q (9959.495389 sec): 3 clusters Score: Raw -971831.891403 + Penalty 3422.061115 = -968409.830288 nChanged 21 SP:Iteration 76Q (9959.622566 sec): 3 clusters Score: Raw -971835.486263 + Penalty 3422.061115 = -968413.425149 nChanged 17 SP:Iteration 77Q (9959.769759 sec): 3 clusters Score: Raw -971837.630654 + Penalty 3422.061115 = -968415.569539 nChanged 11 SP:Iteration 78Q (9959.893640 sec): 3 clusters Score: Raw -971839.242488 + Penalty 3422.061115 = -968417.181373 nChanged 8 SP:Iteration 79Q (9960.066424 sec): 3 clusters Score: Raw -971840.067603 + Penalty 3422.061115 = -968418.006488 nChanged 7 SP:Iteration 80F (9960.223063 sec): 3 clusters Score: Raw -971841.272676 + Penalty 3422.061115 = -968419.211562 nChanged 10 SP:Iteration 81Q (9960.350560 sec): 3 clusters Score: Raw -971842.491869 + Penalty 3422.061115 = -968420.430754 nChanged 7 SP:Iteration 82Q (9960.450919 sec): 3 clusters Score: Raw -971843.611435 + Penalty 3422.061115 = -968421.550320 nChanged 9 SP:Iteration 83Q (9960.543595 sec): 3 clusters Score: Raw -971845.119172 + Penalty 3422.061115 = -968423.058057 nChanged 9 SP:Iteration 84Q (9960.652165 sec): 3 clusters Score: Raw -971846.402416 + Penalty 3422.061115 = -968424.341302 nChanged 8 SP:Iteration 85Q (9960.752552 sec): 3 clusters Score: Raw -971847.306904 + Penalty 3422.061115 = -968425.245789 nChanged 7 SP:Iteration 86Q (9960.913955 sec): 3 clusters Score: Raw -971848.079182 + Penalty 3422.061115 = -968426.018067 nChanged 5 SP:Iteration 87Q (9961.067446 sec): 3 clusters Score: Raw -971848.713287 + Penalty 3422.061115 = -968426.652173 nChanged 4 SP:Iteration 88Q (9961.204849 sec): 3 clusters Score: Raw -971849.169036 + Penalty 3422.061115 = -968427.107922 nChanged 3 SP:Iteration 89Q (9961.380120 sec): 3 clusters Score: Raw -971849.607200 + Penalty 3422.061115 = -968427.546085 nChanged 4 SP:Iteration 90Q (9961.507844 sec): 3 clusters Score: Raw -971849.996139 + Penalty 3422.061115 = -968427.935025 nChanged 2 SP:Iteration 91Q (9961.644398 sec): 3 clusters Score: Raw -971850.073622 + Penalty 3422.061115 = -968428.012507 nChanged 0 SP:Iteration 92F (9961.797412 sec): 3 clusters Score: Raw -971850.073622 + Penalty 3422.061115 = -968428.012507 nChanged 0 Trying to split cluster 13 (12236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9961.894472 sec): 2 clusters Score: Raw -816299.285427 + Penalty 1651.830167 = -814647.455259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9962.028851 sec): 3 clusters Score: Raw -809104.374027 + Penalty 3303.660335 = -805800.713693 nChanged 5471 SP:Iteration 1F (9962.146395 sec): 3 clusters Score: Raw -812372.146962 + Penalty 3303.660335 = -809068.486627 nChanged 914 SP:Iteration 2F (9962.275091 sec): 3 clusters Score: Raw -812904.075607 + Penalty 3303.660335 = -809600.415273 nChanged 818 SP:Iteration 3F (9962.402575 sec): 3 clusters Score: Raw -813402.938997 + Penalty 3303.660335 = -810099.278662 nChanged 788 SP:Iteration 4F (9962.517904 sec): 3 clusters Score: Raw -813877.229104 + Penalty 3303.660335 = -810573.568770 nChanged 709 SP:Iteration 5F (9962.644921 sec): 3 clusters Score: Raw -814264.273983 + Penalty 3303.660335 = -810960.613649 nChanged 572 SP:Iteration 6Q (9962.788169 sec): 3 clusters Score: Raw -814525.243292 + Penalty 3303.660335 = -811221.582957 nChanged 498 SP:Iteration 7Q (9962.903157 sec): 3 clusters Score: Raw -814755.241728 + Penalty 3303.660335 = -811451.581394 nChanged 441 SP:Iteration 8Q (9963.030125 sec): 3 clusters Score: Raw -814935.240367 + Penalty 3303.660335 = -811631.580032 nChanged 362 SP:Iteration 9Q (9963.177953 sec): 3 clusters Score: Raw -815061.136420 + Penalty 3303.660335 = -811757.476086 nChanged 277 SP:Iteration 10Q (9963.278459 sec): 3 clusters Score: Raw -815149.494270 + Penalty 3303.660335 = -811845.833936 nChanged 243 SP:Iteration 11Q (9963.413018 sec): 3 clusters Score: Raw -815225.595383 + Penalty 3303.660335 = -811921.935049 nChanged 220 SP:Iteration 12Q (9963.552842 sec): 3 clusters Score: Raw -815294.920841 + Penalty 3303.660335 = -811991.260506 nChanged 219 SP:Iteration 13Q (9963.673169 sec): 3 clusters Score: Raw -815361.949547 + Penalty 3303.660335 = -812058.289213 nChanged 211 SP:Iteration 14Q (9963.805437 sec): 3 clusters Score: Raw -815423.154720 + Penalty 3303.660335 = -812119.494385 nChanged 185 SP:Iteration 15Q (9963.931133 sec): 3 clusters Score: Raw -815471.438037 + Penalty 3303.660335 = -812167.777703 nChanged 167 SP:Iteration 16Q (9964.060730 sec): 3 clusters Score: Raw -815510.071726 + Penalty 3303.660335 = -812206.411392 nChanged 119 SP:Iteration 17Q (9964.187899 sec): 3 clusters Score: Raw -815535.470943 + Penalty 3303.660335 = -812231.810608 nChanged 109 SP:Iteration 18Q (9964.312129 sec): 3 clusters Score: Raw -815560.768827 + Penalty 3303.660335 = -812257.108493 nChanged 99 SP:Iteration 19Q (9964.469788 sec): 3 clusters Score: Raw -815583.084235 + Penalty 3303.660335 = -812279.423900 nChanged 99 SP:Iteration 20F (9964.561688 sec): 3 clusters Score: Raw -815607.481726 + Penalty 3303.660335 = -812303.821391 nChanged 89 SP:Iteration 21Q (9964.690707 sec): 3 clusters Score: Raw -815628.383996 + Penalty 3303.660335 = -812324.723661 nChanged 99 SP:Iteration 22Q (9964.807625 sec): 3 clusters Score: Raw -815653.028192 + Penalty 3303.660335 = -812349.367857 nChanged 115 SP:Iteration 23Q (9964.923144 sec): 3 clusters Score: Raw -815685.280628 + Penalty 3303.660335 = -812381.620293 nChanged 126 SP:Iteration 24Q (9965.061800 sec): 3 clusters Score: Raw -815719.822246 + Penalty 3303.660335 = -812416.161912 nChanged 120 SP:Iteration 25Q (9965.183706 sec): 3 clusters Score: Raw -815755.217510 + Penalty 3303.660335 = -812451.557175 nChanged 137 SP:Iteration 26Q (9965.304885 sec): 3 clusters Score: Raw -815795.228202 + Penalty 3303.660335 = -812491.567868 nChanged 117 SP:Iteration 27Q (9965.458789 sec): 3 clusters Score: Raw -815829.188240 + Penalty 3303.660335 = -812525.527906 nChanged 114 SP:Iteration 28Q (9965.588010 sec): 3 clusters Score: Raw -815863.803544 + Penalty 3303.660335 = -812560.143209 nChanged 107 SP:Iteration 29Q (9965.721755 sec): 3 clusters Score: Raw -815897.694505 + Penalty 3303.660335 = -812594.034170 nChanged 104 SP:Iteration 30Q (9965.855583 sec): 3 clusters Score: Raw -815936.247749 + Penalty 3303.660335 = -812632.587414 nChanged 110 SP:Iteration 31Q (9965.986832 sec): 3 clusters Score: Raw -815979.543067 + Penalty 3303.660335 = -812675.882733 nChanged 85 SP:Iteration 32Q (9966.104831 sec): 3 clusters Score: Raw -816010.859061 + Penalty 3303.660335 = -812707.198727 nChanged 89 SP:Iteration 33Q (9966.256379 sec): 3 clusters Score: Raw -816046.791706 + Penalty 3303.660335 = -812743.131371 nChanged 98 SP:Iteration 34Q (9966.396462 sec): 3 clusters Score: Raw -816085.424077 + Penalty 3303.660335 = -812781.763742 nChanged 98 SP:Iteration 35Q (9966.513016 sec): 3 clusters Score: Raw -816126.151389 + Penalty 3303.660335 = -812822.491055 nChanged 89 SP:Iteration 36Q (9966.651455 sec): 3 clusters Score: Raw -816164.926152 + Penalty 3303.660335 = -812861.265817 nChanged 76 SP:Iteration 37Q (9966.771349 sec): 3 clusters Score: Raw -816198.370436 + Penalty 3303.660335 = -812894.710101 nChanged 69 SP:Iteration 38Q (9966.905651 sec): 3 clusters Score: Raw -816230.816159 + Penalty 3303.660335 = -812927.155824 nChanged 65 SP:Iteration 39Q (9967.013280 sec): 3 clusters Score: Raw -816261.650588 + Penalty 3303.660335 = -812957.990254 nChanged 60 SP:Iteration 40F (9967.141122 sec): 3 clusters Score: Raw -816285.767175 + Penalty 3303.660335 = -812982.106841 nChanged 63 SP:Iteration 41Q (9967.281223 sec): 3 clusters Score: Raw -816311.204565 + Penalty 3303.660335 = -813007.544231 nChanged 55 SP:Iteration 42Q (9967.408738 sec): 3 clusters Score: Raw -816333.376471 + Penalty 3303.660335 = -813029.716136 nChanged 53 SP:Iteration 43Q (9967.529237 sec): 3 clusters Score: Raw -816356.979882 + Penalty 3303.660335 = -813053.319547 nChanged 38 SP:Iteration 44Q (9967.662370 sec): 3 clusters Score: Raw -816374.173863 + Penalty 3303.660335 = -813070.513528 nChanged 38 SP:Iteration 45Q (9967.793288 sec): 3 clusters Score: Raw -816392.652668 + Penalty 3303.660335 = -813088.992334 nChanged 36 SP:Iteration 46Q (9967.928769 sec): 3 clusters Score: Raw -816414.195133 + Penalty 3303.660335 = -813110.534798 nChanged 46 SP:Iteration 47Q (9968.072888 sec): 3 clusters Score: Raw -816442.320907 + Penalty 3303.660335 = -813138.660573 nChanged 46 SP:Iteration 48Q (9968.191537 sec): 3 clusters Score: Raw -816473.021145 + Penalty 3303.660335 = -813169.360811 nChanged 40 SP:Iteration 49Q (9968.331601 sec): 3 clusters Score: Raw -816493.362919 + Penalty 3303.660335 = -813189.702584 nChanged 29 SP:Iteration 50Q (9968.450307 sec): 3 clusters Score: Raw -816507.160435 + Penalty 3303.660335 = -813203.500101 nChanged 27 SP:Iteration 51Q (9968.591348 sec): 3 clusters Score: Raw -816525.561847 + Penalty 3303.660335 = -813221.901512 nChanged 16 SP:Iteration 52Q (9968.715877 sec): 3 clusters Score: Raw -816535.409836 + Penalty 3303.660335 = -813231.749501 nChanged 18 SP:Iteration 53Q (9968.854366 sec): 3 clusters Score: Raw -816546.117356 + Penalty 3303.660335 = -813242.457022 nChanged 20 SP:Iteration 54Q (9969.005739 sec): 3 clusters Score: Raw -816557.640779 + Penalty 3303.660335 = -813253.980445 nChanged 15 SP:Iteration 55Q (9969.165387 sec): 3 clusters Score: Raw -816564.676239 + Penalty 3303.660335 = -813261.015905 nChanged 10 SP:Iteration 56Q (9969.312994 sec): 3 clusters Score: Raw -816571.536451 + Penalty 3303.660335 = -813267.876116 nChanged 10 SP:Iteration 57Q (9969.486696 sec): 3 clusters Score: Raw -816577.780921 + Penalty 3303.660335 = -813274.120587 nChanged 10 SP:Iteration 58Q (9969.676968 sec): 3 clusters Score: Raw -816583.219778 + Penalty 3303.660335 = -813279.559444 nChanged 6 SP:Iteration 59Q (9969.823411 sec): 3 clusters Score: Raw -816588.284354 + Penalty 3303.660335 = -813284.624019 nChanged 9 SP:Iteration 60F (9970.029209 sec): 3 clusters Score: Raw -816594.310086 + Penalty 3303.660335 = -813290.649752 nChanged 10 SP:Iteration 61Q (9970.147711 sec): 3 clusters Score: Raw -816599.665166 + Penalty 3303.660335 = -813296.004831 nChanged 8 SP:Iteration 62Q (9970.281034 sec): 3 clusters Score: Raw -816604.710866 + Penalty 3303.660335 = -813301.050532 nChanged 3 SP:Iteration 63Q (9970.437639 sec): 3 clusters Score: Raw -816606.192517 + Penalty 3303.660335 = -813302.532182 nChanged 2 SP:Iteration 64Q (9970.588168 sec): 3 clusters Score: Raw -816607.591235 + Penalty 3303.660335 = -813303.930901 nChanged 0 SP:Iteration 65F (9970.741017 sec): 3 clusters Score: Raw -816607.591235 + Penalty 3303.660335 = -813303.930901 nChanged 0 Trying to split cluster 14 (2113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9970.838896 sec): 2 clusters Score: Raw -104499.294672 + Penalty 1343.604135 = -103155.690537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9970.958557 sec): 3 clusters Score: Raw -103600.295429 + Penalty 2687.208270 = -100913.087158 nChanged 743 SP:Iteration 1F (9971.049745 sec): 3 clusters Score: Raw -104173.607869 + Penalty 2687.208270 = -101486.399599 nChanged 196 SP:Iteration 2F (9971.173240 sec): 3 clusters Score: Raw -104402.772328 + Penalty 2687.208270 = -101715.564057 nChanged 172 SP:Iteration 3F (9971.285963 sec): 3 clusters Score: Raw -104624.552680 + Penalty 2687.208270 = -101937.344410 nChanged 144 SP:Iteration 4F (9971.393049 sec): 3 clusters Score: Raw -104813.672331 + Penalty 2687.208270 = -102126.464060 nChanged 107 SP:Iteration 5F (9971.494830 sec): 3 clusters Score: Raw -104946.191257 + Penalty 2687.208270 = -102258.982987 nChanged 93 SP:Iteration 6Q (9971.588856 sec): 3 clusters Score: Raw -105049.888138 + Penalty 2687.208270 = -102362.679868 nChanged 61 SP:Iteration 7Q (9971.705373 sec): 3 clusters Score: Raw -105111.497661 + Penalty 2687.208270 = -102424.289391 nChanged 42 SP:Iteration 8Q (9971.820760 sec): 3 clusters Score: Raw -105149.440134 + Penalty 2687.208270 = -102462.231864 nChanged 38 SP:Iteration 9Q (9971.938294 sec): 3 clusters Score: Raw -105188.801490 + Penalty 2687.208270 = -102501.593220 nChanged 31 SP:Iteration 10Q (9972.001871 sec): 3 clusters Score: Raw -105220.074290 + Penalty 2687.208270 = -102532.866020 nChanged 26 SP:Iteration 11Q (9972.031493 sec): 3 clusters Score: Raw -105241.895038 + Penalty 2687.208270 = -102554.686768 nChanged 20 SP:Iteration 12Q (9972.058832 sec): 3 clusters Score: Raw -105255.423003 + Penalty 2687.208270 = -102568.214733 nChanged 25 SP:Iteration 13Q (9972.086177 sec): 3 clusters Score: Raw -105274.933473 + Penalty 2687.208270 = -102587.725203 nChanged 17 SP:Iteration 14Q (9972.113465 sec): 3 clusters Score: Raw -105287.250095 + Penalty 2687.208270 = -102600.041824 nChanged 14 SP:Iteration 15Q (9972.140970 sec): 3 clusters Score: Raw -105295.622511 + Penalty 2687.208270 = -102608.414241 nChanged 7 SP:Iteration 16Q (9972.197826 sec): 3 clusters Score: Raw -105298.786127 + Penalty 2687.208270 = -102611.577857 nChanged 5 SP:Iteration 17Q (9972.229368 sec): 3 clusters Score: Raw -105301.097893 + Penalty 2687.208270 = -102613.889623 nChanged 6 SP:Iteration 18Q (9972.256589 sec): 3 clusters Score: Raw -105304.470326 + Penalty 2687.208270 = -102617.262056 nChanged 6 SP:Iteration 19Q (9972.283667 sec): 3 clusters Score: Raw -105308.818228 + Penalty 2687.208270 = -102621.609958 nChanged 4 SP:Iteration 20F (9972.318677 sec): 3 clusters Score: Raw -105311.270942 + Penalty 2687.208270 = -102624.062672 nChanged 0 Trying to split cluster 15 (7243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9972.372946 sec): 2 clusters Score: Raw -471292.642289 + Penalty 1559.807279 = -469732.835010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9972.531162 sec): 3 clusters Score: Raw -467432.005475 + Penalty 3119.614558 = -464312.390917 nChanged 2980 SP:Iteration 1F (9972.662397 sec): 3 clusters Score: Raw -469115.671155 + Penalty 3119.614558 = -465996.056597 nChanged 567 SP:Iteration 2F (9972.793907 sec): 3 clusters Score: Raw -469448.289764 + Penalty 3119.614558 = -466328.675206 nChanged 488 SP:Iteration 3F (9972.922333 sec): 3 clusters Score: Raw -469744.197936 + Penalty 3119.614558 = -466624.583378 nChanged 416 SP:Iteration 4F (9973.053997 sec): 3 clusters Score: Raw -470007.536924 + Penalty 3119.614558 = -466887.922366 nChanged 386 SP:Iteration 5F (9973.157559 sec): 3 clusters Score: Raw -470293.085686 + Penalty 3119.614558 = -467173.471128 nChanged 394 SP:Iteration 6F (9973.312800 sec): 3 clusters Score: Raw -470595.345932 + Penalty 3119.614558 = -467475.731374 nChanged 364 SP:Iteration 7F (9973.437376 sec): 3 clusters Score: Raw -470859.960577 + Penalty 3119.614558 = -467740.346019 nChanged 296 SP:Iteration 8Q (9973.537884 sec): 3 clusters Score: Raw -471072.930171 + Penalty 3119.614558 = -467953.315613 nChanged 247 SP:Iteration 9Q (9973.659460 sec): 3 clusters Score: Raw -471219.729959 + Penalty 3119.614558 = -468100.115401 nChanged 177 SP:Iteration 10Q (9973.790469 sec): 3 clusters Score: Raw -471315.038915 + Penalty 3119.614558 = -468195.424356 nChanged 144 SP:Iteration 11Q (9973.892496 sec): 3 clusters Score: Raw -471395.752966 + Penalty 3119.614558 = -468276.138408 nChanged 113 SP:Iteration 12Q (9974.038479 sec): 3 clusters Score: Raw -471444.677561 + Penalty 3119.614558 = -468325.063002 nChanged 93 SP:Iteration 13Q (9974.140189 sec): 3 clusters Score: Raw -471479.285655 + Penalty 3119.614558 = -468359.671097 nChanged 79 SP:Iteration 14Q (9974.264810 sec): 3 clusters Score: Raw -471509.551228 + Penalty 3119.614558 = -468389.936670 nChanged 60 SP:Iteration 15Q (9974.388953 sec): 3 clusters Score: Raw -471533.050243 + Penalty 3119.614558 = -468413.435685 nChanged 58 SP:Iteration 16Q (9974.518208 sec): 3 clusters Score: Raw -471554.652430 + Penalty 3119.614558 = -468435.037872 nChanged 53 SP:Iteration 17Q (9974.634434 sec): 3 clusters Score: Raw -471572.427205 + Penalty 3119.614558 = -468452.812647 nChanged 47 SP:Iteration 18Q (9974.740308 sec): 3 clusters Score: Raw -471592.014993 + Penalty 3119.614558 = -468472.400435 nChanged 55 SP:Iteration 19Q (9974.842376 sec): 3 clusters Score: Raw -471612.653710 + Penalty 3119.614558 = -468493.039151 nChanged 56 SP:Iteration 20F (9974.943861 sec): 3 clusters Score: Raw -471633.076737 + Penalty 3119.614558 = -468513.462179 nChanged 45 SP:Iteration 21Q (9975.045295 sec): 3 clusters Score: Raw -471647.255005 + Penalty 3119.614558 = -468527.640447 nChanged 43 SP:Iteration 22Q (9975.146931 sec): 3 clusters Score: Raw -471660.028082 + Penalty 3119.614558 = -468540.413524 nChanged 26 SP:Iteration 23Q (9975.248128 sec): 3 clusters Score: Raw -471668.219885 + Penalty 3119.614558 = -468548.605326 nChanged 32 SP:Iteration 24Q (9975.349735 sec): 3 clusters Score: Raw -471678.763217 + Penalty 3119.614558 = -468559.148658 nChanged 38 SP:Iteration 25Q (9975.431188 sec): 3 clusters Score: Raw -471692.493181 + Penalty 3119.614558 = -468572.878623 nChanged 32 SP:Iteration 26Q (9975.532218 sec): 3 clusters Score: Raw -471702.860988 + Penalty 3119.614558 = -468583.246429 nChanged 25 SP:Iteration 27Q (9975.633784 sec): 3 clusters Score: Raw -471708.522814 + Penalty 3119.614558 = -468588.908256 nChanged 17 SP:Iteration 28Q (9975.734726 sec): 3 clusters Score: Raw -471712.960718 + Penalty 3119.614558 = -468593.346160 nChanged 13 SP:Iteration 29Q (9975.854416 sec): 3 clusters Score: Raw -471716.134429 + Penalty 3119.614558 = -468596.519871 nChanged 15 SP:Iteration 30Q (9975.954072 sec): 3 clusters Score: Raw -471719.536904 + Penalty 3119.614558 = -468599.922346 nChanged 9 SP:Iteration 31Q (9976.050406 sec): 3 clusters Score: Raw -471721.947246 + Penalty 3119.614558 = -468602.332688 nChanged 10 SP:Iteration 32Q (9976.152709 sec): 3 clusters Score: Raw -471725.087301 + Penalty 3119.614558 = -468605.472743 nChanged 17 SP:Iteration 33Q (9976.251819 sec): 3 clusters Score: Raw -471729.997742 + Penalty 3119.614558 = -468610.383184 nChanged 17 SP:Iteration 34Q (9976.334046 sec): 3 clusters Score: Raw -471735.624804 + Penalty 3119.614558 = -468616.010246 nChanged 22 SP:Iteration 35Q (9976.453436 sec): 3 clusters Score: Raw -471742.178890 + Penalty 3119.614558 = -468622.564332 nChanged 16 SP:Iteration 36Q (9976.553754 sec): 3 clusters Score: Raw -471747.201063 + Penalty 3119.614558 = -468627.586504 nChanged 20 SP:Iteration 37Q (9976.652702 sec): 3 clusters Score: Raw -471753.046188 + Penalty 3119.614558 = -468633.431630 nChanged 26 SP:Iteration 38Q (9976.744116 sec): 3 clusters Score: Raw -471763.006585 + Penalty 3119.614558 = -468643.392027 nChanged 27 SP:Iteration 39Q (9976.837730 sec): 3 clusters Score: Raw -471771.324652 + Penalty 3119.614558 = -468651.710093 nChanged 21 SP:Iteration 40F (9976.916472 sec): 3 clusters Score: Raw -471778.211522 + Penalty 3119.614558 = -468658.596964 nChanged 23 SP:Iteration 41Q (9977.014606 sec): 3 clusters Score: Raw -471783.100404 + Penalty 3119.614558 = -468663.485846 nChanged 11 SP:Iteration 42Q (9977.111580 sec): 3 clusters Score: Raw -471786.515995 + Penalty 3119.614558 = -468666.901437 nChanged 17 SP:Iteration 43Q (9977.208468 sec): 3 clusters Score: Raw -471792.282526 + Penalty 3119.614558 = -468672.667968 nChanged 15 SP:Iteration 44Q (9977.303930 sec): 3 clusters Score: Raw -471797.364980 + Penalty 3119.614558 = -468677.750422 nChanged 13 SP:Iteration 45Q (9977.412958 sec): 3 clusters Score: Raw -471801.147206 + Penalty 3119.614558 = -468681.532648 nChanged 13 SP:Iteration 46Q (9977.495641 sec): 3 clusters Score: Raw -471804.772096 + Penalty 3119.614558 = -468685.157538 nChanged 11 SP:Iteration 47Q (9977.614036 sec): 3 clusters Score: Raw -471806.443694 + Penalty 3119.614558 = -468686.829136 nChanged 7 SP:Iteration 48Q (9977.703051 sec): 3 clusters Score: Raw -471808.093773 + Penalty 3119.614558 = -468688.479215 nChanged 8 SP:Iteration 49Q (9977.797880 sec): 3 clusters Score: Raw -471811.080204 + Penalty 3119.614558 = -468691.465646 nChanged 12 SP:Iteration 50Q (9977.898757 sec): 3 clusters Score: Raw -471814.327092 + Penalty 3119.614558 = -468694.712534 nChanged 6 SP:Iteration 51Q (9977.995677 sec): 3 clusters Score: Raw -471815.421963 + Penalty 3119.614558 = -468695.807404 nChanged 1 SP:Iteration 52Q (9978.073301 sec): 3 clusters Score: Raw -471815.524698 + Penalty 3119.614558 = -468695.910139 nChanged 0 SP:Iteration 53F (9978.166827 sec): 3 clusters Score: Raw -471815.524698 + Penalty 3119.614558 = -468695.910139 nChanged 0 Trying to split cluster 16 (2602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9978.238800 sec): 2 clusters Score: Raw -137269.112882 + Penalty 1380.138258 = -135888.974624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9978.323734 sec): 3 clusters Score: Raw -136123.410006 + Penalty 2760.276516 = -133363.133490 nChanged 943 SP:Iteration 1F (9978.407549 sec): 3 clusters Score: Raw -136804.880797 + Penalty 2760.276516 = -134044.604281 nChanged 273 SP:Iteration 2F (9978.476283 sec): 3 clusters Score: Raw -137082.658631 + Penalty 2760.276516 = -134322.382115 nChanged 186 SP:Iteration 3F (9978.553613 sec): 3 clusters Score: Raw -137280.214759 + Penalty 2760.276516 = -134519.938242 nChanged 165 SP:Iteration 4F (9978.646144 sec): 3 clusters Score: Raw -137442.778918 + Penalty 2760.276516 = -134682.502402 nChanged 151 SP:Iteration 5F (9978.729825 sec): 3 clusters Score: Raw -137585.883179 + Penalty 2760.276516 = -134825.606662 nChanged 118 SP:Iteration 6Q (9978.792697 sec): 3 clusters Score: Raw -137714.548938 + Penalty 2760.276516 = -134954.272422 nChanged 78 SP:Iteration 7Q (9978.869581 sec): 3 clusters Score: Raw -137780.237217 + Penalty 2760.276516 = -135019.960701 nChanged 62 SP:Iteration 8Q (9978.967689 sec): 3 clusters Score: Raw -137830.733782 + Penalty 2760.276516 = -135070.457265 nChanged 54 SP:Iteration 9Q (9979.060597 sec): 3 clusters Score: Raw -137867.602611 + Penalty 2760.276516 = -135107.326095 nChanged 42 SP:Iteration 10Q (9979.130605 sec): 3 clusters Score: Raw -137891.592326 + Penalty 2760.276516 = -135131.315810 nChanged 26 SP:Iteration 11Q (9979.215128 sec): 3 clusters Score: Raw -137907.792925 + Penalty 2760.276516 = -135147.516409 nChanged 23 SP:Iteration 12Q (9979.273939 sec): 3 clusters Score: Raw -137921.211127 + Penalty 2760.276516 = -135160.934610 nChanged 30 SP:Iteration 13Q (9979.365238 sec): 3 clusters Score: Raw -137938.470557 + Penalty 2760.276516 = -135178.194040 nChanged 29 SP:Iteration 14Q (9979.459491 sec): 3 clusters Score: Raw -137953.980913 + Penalty 2760.276516 = -135193.704397 nChanged 25 SP:Iteration 15Q (9979.549431 sec): 3 clusters Score: Raw -137969.671013 + Penalty 2760.276516 = -135209.394497 nChanged 21 SP:Iteration 16Q (9979.635151 sec): 3 clusters Score: Raw -137977.355349 + Penalty 2760.276516 = -135217.078833 nChanged 13 SP:Iteration 17Q (9979.702942 sec): 3 clusters Score: Raw -137982.176417 + Penalty 2760.276516 = -135221.899901 nChanged 9 SP:Iteration 18Q (9979.786835 sec): 3 clusters Score: Raw -137984.443198 + Penalty 2760.276516 = -135224.166681 nChanged 2 SP:Iteration 19Q (9979.875210 sec): 3 clusters Score: Raw -137984.908302 + Penalty 2760.276516 = -135224.631786 nChanged 3 SP:Iteration 20F (9979.962680 sec): 3 clusters Score: Raw -137985.783927 + Penalty 2760.276516 = -135225.507411 nChanged 1 SP:Iteration 21Q (9980.047761 sec): 3 clusters Score: Raw -137987.078188 + Penalty 2760.276516 = -135226.801672 nChanged 4 SP:Iteration 22Q (9980.145871 sec): 3 clusters Score: Raw -137988.351739 + Penalty 2760.276516 = -135228.075223 nChanged 6 SP:Iteration 23Q (9980.239482 sec): 3 clusters Score: Raw -137989.401327 + Penalty 2760.276516 = -135229.124810 nChanged 5 SP:Iteration 24Q (9980.320527 sec): 3 clusters Score: Raw -137991.645912 + Penalty 2760.276516 = -135231.369396 nChanged 7 SP:Iteration 25Q (9980.389582 sec): 3 clusters Score: Raw -137993.161848 + Penalty 2760.276516 = -135232.885331 nChanged 3 SP:Iteration 26Q (9980.474300 sec): 3 clusters Score: Raw -137993.770754 + Penalty 2760.276516 = -135233.494238 nChanged 7 SP:Iteration 27Q (9980.574910 sec): 3 clusters Score: Raw -137995.191728 + Penalty 2760.276516 = -135234.915212 nChanged 3 SP:Iteration 28Q (9980.660723 sec): 3 clusters Score: Raw -137997.002108 + Penalty 2760.276516 = -135236.725592 nChanged 4 SP:Iteration 29Q (9980.721392 sec): 3 clusters Score: Raw -137998.442489 + Penalty 2760.276516 = -135238.165973 nChanged 2 SP:Iteration 30Q (9980.826719 sec): 3 clusters Score: Raw -137998.840221 + Penalty 2760.276516 = -135238.563705 nChanged 2 SP:Iteration 31Q (9980.905805 sec): 3 clusters Score: Raw -137999.249793 + Penalty 2760.276516 = -135238.973276 nChanged 1 SP:Iteration 32Q (9980.988702 sec): 3 clusters Score: Raw -137999.338427 + Penalty 2760.276516 = -135239.061911 nChanged 0 SP:Iteration 33F (9981.079246 sec): 3 clusters Score: Raw -137999.338427 + Penalty 2760.276516 = -135239.061911 nChanged 0 Trying to split cluster 17 (2828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9981.131385 sec): 2 clusters Score: Raw -178509.238186 + Penalty 1394.755542 = -177114.482644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9981.210580 sec): 3 clusters Score: Raw -177194.726828 + Penalty 2789.511084 = -174405.215743 nChanged 1091 SP:Iteration 1F (9981.305243 sec): 3 clusters Score: Raw -177917.443183 + Penalty 2789.511084 = -175127.932098 nChanged 256 SP:Iteration 2F (9981.380672 sec): 3 clusters Score: Raw -178168.910748 + Penalty 2789.511084 = -175379.399663 nChanged 226 SP:Iteration 3F (9981.451782 sec): 3 clusters Score: Raw -178443.956728 + Penalty 2789.511084 = -175654.445644 nChanged 206 SP:Iteration 4F (9981.554845 sec): 3 clusters Score: Raw -178655.665153 + Penalty 2789.511084 = -175866.154069 nChanged 160 SP:Iteration 5F (9981.624610 sec): 3 clusters Score: Raw -178792.593906 + Penalty 2789.511084 = -176003.082822 nChanged 105 SP:Iteration 6Q (9981.710981 sec): 3 clusters Score: Raw -178890.361348 + Penalty 2789.511084 = -176100.850263 nChanged 94 SP:Iteration 7Q (9981.813157 sec): 3 clusters Score: Raw -178987.276576 + Penalty 2789.511084 = -176197.765491 nChanged 86 SP:Iteration 8Q (9981.905758 sec): 3 clusters Score: Raw -179074.853064 + Penalty 2789.511084 = -176285.341979 nChanged 76 SP:Iteration 9Q (9981.994520 sec): 3 clusters Score: Raw -179148.383542 + Penalty 2789.511084 = -176358.872458 nChanged 70 SP:Iteration 10Q (9982.082324 sec): 3 clusters Score: Raw -179200.740970 + Penalty 2789.511084 = -176411.229886 nChanged 52 SP:Iteration 11Q (9982.171419 sec): 3 clusters Score: Raw -179235.900073 + Penalty 2789.511084 = -176446.388988 nChanged 33 SP:Iteration 12Q (9982.256633 sec): 3 clusters Score: Raw -179252.900790 + Penalty 2789.511084 = -176463.389706 nChanged 24 SP:Iteration 13Q (9982.346646 sec): 3 clusters Score: Raw -179263.643545 + Penalty 2789.511084 = -176474.132460 nChanged 16 SP:Iteration 14Q (9982.417365 sec): 3 clusters Score: Raw -179270.333336 + Penalty 2789.511084 = -176480.822251 nChanged 9 SP:Iteration 15Q (9982.446841 sec): 3 clusters Score: Raw -179274.769521 + Penalty 2789.511084 = -176485.258436 nChanged 5 SP:Iteration 16Q (9982.473982 sec): 3 clusters Score: Raw -179277.386201 + Penalty 2789.511084 = -176487.875116 nChanged 5 SP:Iteration 17Q (9982.500455 sec): 3 clusters Score: Raw -179280.349625 + Penalty 2789.511084 = -176490.838541 nChanged 7 SP:Iteration 18Q (9982.527521 sec): 3 clusters Score: Raw -179282.950082 + Penalty 2789.511084 = -176493.438998 nChanged 2 SP:Iteration 19Q (9982.554008 sec): 3 clusters Score: Raw -179284.021519 + Penalty 2789.511084 = -176494.510434 nChanged 0 SP:Iteration 20F (9982.580492 sec): 3 clusters Score: Raw -179284.021519 + Penalty 2789.511084 = -176494.510434 nChanged 0 Trying to split cluster 18 (12846 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9982.678332 sec): 2 clusters Score: Raw -886610.647523 + Penalty 1660.368251 = -884950.279272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9982.791619 sec): 3 clusters Score: Raw -879146.025243 + Penalty 3320.736503 = -875825.288740 nChanged 5657 SP:Iteration 1F (9982.904534 sec): 3 clusters Score: Raw -882295.614434 + Penalty 3320.736503 = -878974.877931 nChanged 845 SP:Iteration 2F (9983.017339 sec): 3 clusters Score: Raw -882728.909201 + Penalty 3320.736503 = -879408.172698 nChanged 740 SP:Iteration 3F (9983.130153 sec): 3 clusters Score: Raw -883127.673272 + Penalty 3320.736503 = -879806.936769 nChanged 720 SP:Iteration 4F (9983.224133 sec): 3 clusters Score: Raw -883502.865526 + Penalty 3320.736503 = -880182.129023 nChanged 634 SP:Iteration 5Q (9983.338739 sec): 3 clusters Score: Raw -883825.649245 + Penalty 3320.736503 = -880504.912742 nChanged 607 SP:Iteration 6Q (9983.452153 sec): 3 clusters Score: Raw -884137.668163 + Penalty 3320.736503 = -880816.931660 nChanged 551 SP:Iteration 7Q (9983.581419 sec): 3 clusters Score: Raw -884420.590466 + Penalty 3320.736503 = -881099.853963 nChanged 524 SP:Iteration 8Q (9983.697450 sec): 3 clusters Score: Raw -884688.763154 + Penalty 3320.736503 = -881368.026651 nChanged 497 SP:Iteration 9Q (9983.813519 sec): 3 clusters Score: Raw -884941.108206 + Penalty 3320.736503 = -881620.371703 nChanged 437 SP:Iteration 10Q (9983.926001 sec): 3 clusters Score: Raw -885140.582548 + Penalty 3320.736503 = -881819.846045 nChanged 419 SP:Iteration 11Q (9984.039539 sec): 3 clusters Score: Raw -885331.156828 + Penalty 3320.736503 = -882010.420325 nChanged 399 SP:Iteration 12Q (9984.149097 sec): 3 clusters Score: Raw -885511.671672 + Penalty 3320.736503 = -882190.935169 nChanged 365 SP:Iteration 13Q (9984.263884 sec): 3 clusters Score: Raw -885683.266462 + Penalty 3320.736503 = -882362.529959 nChanged 366 SP:Iteration 14Q (9984.355315 sec): 3 clusters Score: Raw -885855.172733 + Penalty 3320.736503 = -882534.436230 nChanged 330 SP:Iteration 15Q (9984.464609 sec): 3 clusters Score: Raw -886016.458609 + Penalty 3320.736503 = -882695.722106 nChanged 307 SP:Iteration 16Q (9984.596280 sec): 3 clusters Score: Raw -886152.594437 + Penalty 3320.736503 = -882831.857934 nChanged 246 SP:Iteration 17Q (9984.708445 sec): 3 clusters Score: Raw -886259.928736 + Penalty 3320.736503 = -882939.192233 nChanged 244 SP:Iteration 18Q (9984.819135 sec): 3 clusters Score: Raw -886375.190499 + Penalty 3320.736503 = -883054.453996 nChanged 250 SP:Iteration 19Q (9984.933441 sec): 3 clusters Score: Raw -886519.473528 + Penalty 3320.736503 = -883198.737025 nChanged 267 SP:Iteration 20F (9985.044423 sec): 3 clusters Score: Raw -886692.394706 + Penalty 3320.736503 = -883371.658203 nChanged 299 SP:Iteration 21Q (9985.158139 sec): 3 clusters Score: Raw -886879.296150 + Penalty 3320.736503 = -883558.559647 nChanged 284 SP:Iteration 22Q (9985.252543 sec): 3 clusters Score: Raw -887060.492680 + Penalty 3320.736503 = -883739.756177 nChanged 258 SP:Iteration 23Q (9985.361497 sec): 3 clusters Score: Raw -887216.956228 + Penalty 3320.736503 = -883896.219725 nChanged 230 SP:Iteration 24Q (9985.460645 sec): 3 clusters Score: Raw -887363.673522 + Penalty 3320.736503 = -884042.937019 nChanged 227 SP:Iteration 25Q (9985.571681 sec): 3 clusters Score: Raw -887500.294471 + Penalty 3320.736503 = -884179.557968 nChanged 218 SP:Iteration 26Q (9985.687348 sec): 3 clusters Score: Raw -887656.673952 + Penalty 3320.736503 = -884335.937449 nChanged 230 SP:Iteration 27Q (9985.794935 sec): 3 clusters Score: Raw -887865.336006 + Penalty 3320.736503 = -884544.599503 nChanged 254 SP:Iteration 28Q (9985.893444 sec): 3 clusters Score: Raw -888124.155820 + Penalty 3320.736503 = -884803.419317 nChanged 251 SP:Iteration 29Q (9985.997847 sec): 3 clusters Score: Raw -888336.633421 + Penalty 3320.736503 = -885015.896918 nChanged 178 SP:Iteration 30Q (9986.097592 sec): 3 clusters Score: Raw -888460.060089 + Penalty 3320.736503 = -885139.323586 nChanged 123 SP:Iteration 31Q (9986.204404 sec): 3 clusters Score: Raw -888524.500346 + Penalty 3320.736503 = -885203.763843 nChanged 92 SP:Iteration 32Q (9986.313073 sec): 3 clusters Score: Raw -888565.606271 + Penalty 3320.736503 = -885244.869768 nChanged 65 SP:Iteration 33Q (9986.413398 sec): 3 clusters Score: Raw -888581.016437 + Penalty 3320.736503 = -885260.279934 nChanged 29 SP:Iteration 34Q (9986.524780 sec): 3 clusters Score: Raw -888586.099331 + Penalty 3320.736503 = -885265.362828 nChanged 24 SP:Iteration 35Q (9986.622310 sec): 3 clusters Score: Raw -888589.977637 + Penalty 3320.736503 = -885269.241134 nChanged 17 SP:Iteration 36Q (9986.719596 sec): 3 clusters Score: Raw -888593.397401 + Penalty 3320.736503 = -885272.660898 nChanged 17 SP:Iteration 37Q (9986.807345 sec): 3 clusters Score: Raw -888595.521648 + Penalty 3320.736503 = -885274.785145 nChanged 10 SP:Iteration 38Q (9986.911834 sec): 3 clusters Score: Raw -888596.547295 + Penalty 3320.736503 = -885275.810792 nChanged 9 SP:Iteration 39Q (9987.018836 sec): 3 clusters Score: Raw -888597.957095 + Penalty 3320.736503 = -885277.220592 nChanged 6 SP:Iteration 40F (9987.121912 sec): 3 clusters Score: Raw -888598.796295 + Penalty 3320.736503 = -885278.059793 nChanged 4 SP:Iteration 41Q (9987.248314 sec): 3 clusters Score: Raw -888599.182989 + Penalty 3320.736503 = -885278.446486 nChanged 6 SP:Iteration 42Q (9987.325448 sec): 3 clusters Score: Raw -888599.851783 + Penalty 3320.736503 = -885279.115280 nChanged 9 SP:Iteration 43Q (9987.421584 sec): 3 clusters Score: Raw -888600.917335 + Penalty 3320.736503 = -885280.180832 nChanged 8 SP:Iteration 44Q (9987.526729 sec): 3 clusters Score: Raw -888601.949358 + Penalty 3320.736503 = -885281.212855 nChanged 4 SP:Iteration 45Q (9987.628643 sec): 3 clusters Score: Raw -888602.552894 + Penalty 3320.736503 = -885281.816391 nChanged 8 SP:Iteration 46Q (9987.745875 sec): 3 clusters Score: Raw -888603.479320 + Penalty 3320.736503 = -885282.742817 nChanged 8 SP:Iteration 47Q (9987.857138 sec): 3 clusters Score: Raw -888604.371152 + Penalty 3320.736503 = -885283.634649 nChanged 4 SP:Iteration 48Q (9987.960572 sec): 3 clusters Score: Raw -888604.709714 + Penalty 3320.736503 = -885283.973211 nChanged 4 SP:Iteration 49Q (9988.062108 sec): 3 clusters Score: Raw -888605.150079 + Penalty 3320.736503 = -885284.413576 nChanged 3 SP:Iteration 50Q (9988.159644 sec): 3 clusters Score: Raw -888605.543803 + Penalty 3320.736503 = -885284.807300 nChanged 2 SP:Iteration 51Q (9988.261356 sec): 3 clusters Score: Raw -888605.707032 + Penalty 3320.736503 = -885284.970529 nChanged 1 SP:Iteration 52Q (9988.362838 sec): 3 clusters Score: Raw -888605.894307 + Penalty 3320.736503 = -885285.157804 nChanged 1 SP:Iteration 53Q (9988.466788 sec): 3 clusters Score: Raw -888605.982556 + Penalty 3320.736503 = -885285.246053 nChanged 3 SP:Iteration 54Q (9988.575276 sec): 3 clusters Score: Raw -888606.192843 + Penalty 3320.736503 = -885285.456340 nChanged 2 SP:Iteration 55Q (9988.682348 sec): 3 clusters Score: Raw -888606.322492 + Penalty 3320.736503 = -885285.585989 nChanged 0 SP:Iteration 56F (9988.790975 sec): 3 clusters Score: Raw -888606.322492 + Penalty 3320.736503 = -885285.585989 nChanged 0 Score: Raw -11968645.691106 + Penalty 66485.619895 = -11902160.071212 Splitting cluster 18 changes total score from -11902291.642408 to -11902160.071212 So it's not getting split. Trying to split cluster 19 (6492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9994.726941 sec): 2 clusters Score: Raw -285066.919433 + Penalty 1540.596200 = -283526.323233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9994.802275 sec): 3 clusters Score: Raw -281622.041512 + Penalty 3081.192401 = -278540.849111 nChanged 2691 SP:Iteration 1F (9994.900016 sec): 3 clusters Score: Raw -283350.667726 + Penalty 3081.192401 = -280269.475325 nChanged 601 SP:Iteration 2F (9994.996628 sec): 3 clusters Score: Raw -283919.494413 + Penalty 3081.192401 = -280838.302012 nChanged 524 SP:Iteration 3F (9995.104767 sec): 3 clusters Score: Raw -284462.371500 + Penalty 3081.192401 = -281381.179099 nChanged 484 SP:Iteration 4F (9995.182640 sec): 3 clusters Score: Raw -284965.079906 + Penalty 3081.192401 = -281883.887505 nChanged 405 SP:Iteration 5F (9995.279741 sec): 3 clusters Score: Raw -285346.039049 + Penalty 3081.192401 = -282264.846648 nChanged 333 SP:Iteration 6F (9995.393517 sec): 3 clusters Score: Raw -285602.474537 + Penalty 3081.192401 = -282521.282136 nChanged 233 SP:Iteration 7Q (9995.491066 sec): 3 clusters Score: Raw -285759.780516 + Penalty 3081.192401 = -282678.588115 nChanged 205 SP:Iteration 8Q (9995.592172 sec): 3 clusters Score: Raw -285885.694023 + Penalty 3081.192401 = -282804.501622 nChanged 152 SP:Iteration 9Q (9995.691324 sec): 3 clusters Score: Raw -285979.309982 + Penalty 3081.192401 = -282898.117582 nChanged 120 SP:Iteration 10Q (9995.791931 sec): 3 clusters Score: Raw -286043.843875 + Penalty 3081.192401 = -282962.651474 nChanged 97 SP:Iteration 11Q (9995.889205 sec): 3 clusters Score: Raw -286084.126882 + Penalty 3081.192401 = -283002.934481 nChanged 77 SP:Iteration 12Q (9995.986423 sec): 3 clusters Score: Raw -286116.395758 + Penalty 3081.192401 = -283035.203358 nChanged 61 SP:Iteration 13Q (9996.081202 sec): 3 clusters Score: Raw -286136.736424 + Penalty 3081.192401 = -283055.544023 nChanged 45 SP:Iteration 14Q (9996.180123 sec): 3 clusters Score: Raw -286150.757237 + Penalty 3081.192401 = -283069.564836 nChanged 34 SP:Iteration 15Q (9996.256549 sec): 3 clusters Score: Raw -286161.521435 + Penalty 3081.192401 = -283080.329034 nChanged 30 SP:Iteration 16Q (9996.354518 sec): 3 clusters Score: Raw -286173.290338 + Penalty 3081.192401 = -283092.097937 nChanged 34 SP:Iteration 17Q (9996.465793 sec): 3 clusters Score: Raw -286182.874217 + Penalty 3081.192401 = -283101.681816 nChanged 28 SP:Iteration 18Q (9996.556767 sec): 3 clusters Score: Raw -286188.072015 + Penalty 3081.192401 = -283106.879614 nChanged 13 SP:Iteration 19Q (9996.674667 sec): 3 clusters Score: Raw -286191.065537 + Penalty 3081.192401 = -283109.873136 nChanged 17 SP:Iteration 20F (9996.763709 sec): 3 clusters Score: Raw -286195.696022 + Penalty 3081.192401 = -283114.503622 nChanged 22 SP:Iteration 21Q (9996.871881 sec): 3 clusters Score: Raw -286200.748786 + Penalty 3081.192401 = -283119.556385 nChanged 18 SP:Iteration 22Q (9996.972217 sec): 3 clusters Score: Raw -286203.537699 + Penalty 3081.192401 = -283122.345298 nChanged 13 SP:Iteration 23Q (9997.047889 sec): 3 clusters Score: Raw -286206.097588 + Penalty 3081.192401 = -283124.905187 nChanged 14 SP:Iteration 24Q (9997.153852 sec): 3 clusters Score: Raw -286209.145076 + Penalty 3081.192401 = -283127.952675 nChanged 13 SP:Iteration 25Q (9997.245507 sec): 3 clusters Score: Raw -286211.480174 + Penalty 3081.192401 = -283130.287773 nChanged 8 SP:Iteration 26Q (9997.325435 sec): 3 clusters Score: Raw -286213.811375 + Penalty 3081.192401 = -283132.618974 nChanged 10 SP:Iteration 27Q (9997.433672 sec): 3 clusters Score: Raw -286215.648314 + Penalty 3081.192401 = -283134.455913 nChanged 9 SP:Iteration 28Q (9997.528265 sec): 3 clusters Score: Raw -286217.018004 + Penalty 3081.192401 = -283135.825603 nChanged 3 SP:Iteration 29Q (9997.622571 sec): 3 clusters Score: Raw -286217.402480 + Penalty 3081.192401 = -283136.210079 nChanged 2 SP:Iteration 30Q (9997.700689 sec): 3 clusters Score: Raw -286217.596275 + Penalty 3081.192401 = -283136.403874 nChanged 1 SP:Iteration 31Q (9997.817417 sec): 3 clusters Score: Raw -286217.974389 + Penalty 3081.192401 = -283136.781988 nChanged 0 SP:Iteration 32F (9997.901765 sec): 3 clusters Score: Raw -286217.974389 + Penalty 3081.192401 = -283136.781988 nChanged 0 Trying to split cluster 20 (3086 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9997.975874 sec): 2 clusters Score: Raw -198009.794265 + Penalty 1410.077746 = -196599.716519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9998.054507 sec): 3 clusters Score: Raw -196594.238549 + Penalty 2820.155493 = -193774.083057 nChanged 1175 SP:Iteration 1F (9998.140543 sec): 3 clusters Score: Raw -197355.135201 + Penalty 2820.155493 = -194534.979709 nChanged 281 SP:Iteration 2F (9998.213051 sec): 3 clusters Score: Raw -197585.126505 + Penalty 2820.155493 = -194764.971012 nChanged 214 SP:Iteration 3F (9998.304169 sec): 3 clusters Score: Raw -197775.431915 + Penalty 2820.155493 = -194955.276423 nChanged 200 SP:Iteration 4F (9998.392293 sec): 3 clusters Score: Raw -197955.506325 + Penalty 2820.155493 = -195135.350833 nChanged 168 SP:Iteration 5F (9998.491143 sec): 3 clusters Score: Raw -198095.608464 + Penalty 2820.155493 = -195275.452972 nChanged 117 SP:Iteration 6Q (9998.555360 sec): 3 clusters Score: Raw -198202.168959 + Penalty 2820.155493 = -195382.013467 nChanged 111 SP:Iteration 7Q (9998.666689 sec): 3 clusters Score: Raw -198308.627761 + Penalty 2820.155493 = -195488.472268 nChanged 102 SP:Iteration 8Q (9998.766168 sec): 3 clusters Score: Raw -198408.961434 + Penalty 2820.155493 = -195588.805942 nChanged 89 SP:Iteration 9Q (9998.833964 sec): 3 clusters Score: Raw -198501.095493 + Penalty 2820.155493 = -195680.940000 nChanged 78 SP:Iteration 10Q (9998.958318 sec): 3 clusters Score: Raw -198584.771870 + Penalty 2820.155493 = -195764.616378 nChanged 70 SP:Iteration 11Q (9999.050799 sec): 3 clusters Score: Raw -198647.431698 + Penalty 2820.155493 = -195827.276205 nChanged 70 SP:Iteration 12Q (9999.128381 sec): 3 clusters Score: Raw -198709.293272 + Penalty 2820.155493 = -195889.137779 nChanged 54 SP:Iteration 13Q (9999.214421 sec): 3 clusters Score: Raw -198747.081409 + Penalty 2820.155493 = -195926.925917 nChanged 40 SP:Iteration 14Q (9999.302884 sec): 3 clusters Score: Raw -198771.985251 + Penalty 2820.155493 = -195951.829759 nChanged 33 SP:Iteration 15Q (9999.375545 sec): 3 clusters Score: Raw -198796.586874 + Penalty 2820.155493 = -195976.431381 nChanged 29 SP:Iteration 16Q (9999.456370 sec): 3 clusters Score: Raw -198816.497421 + Penalty 2820.155493 = -195996.341928 nChanged 34 SP:Iteration 17Q (9999.545143 sec): 3 clusters Score: Raw -198834.917936 + Penalty 2820.155493 = -196014.762443 nChanged 29 SP:Iteration 18Q (9999.640737 sec): 3 clusters Score: Raw -198853.995891 + Penalty 2820.155493 = -196033.840398 nChanged 28 SP:Iteration 19Q (9999.733198 sec): 3 clusters Score: Raw -198868.821344 + Penalty 2820.155493 = -196048.665852 nChanged 12 SP:Iteration 20F (9999.825360 sec): 3 clusters Score: Raw -198876.360148 + Penalty 2820.155493 = -196056.204656 nChanged 20 SP:Iteration 21Q (9999.901840 sec): 3 clusters Score: Raw -198888.728712 + Penalty 2820.155493 = -196068.573219 nChanged 20 SP:Iteration 22Q (9999.977482 sec): 3 clusters Score: Raw -198899.573284 + Penalty 2820.155493 = -196079.417792 nChanged 16 SP:Iteration 23Q (10000.072948 sec): 3 clusters Score: Raw -198909.778503 + Penalty 2820.155493 = -196089.623011 nChanged 16 SP:Iteration 24Q (10000.152709 sec): 3 clusters Score: Raw -198919.676269 + Penalty 2820.155493 = -196099.520776 nChanged 9 SP:Iteration 25Q (10000.252335 sec): 3 clusters Score: Raw -198924.616225 + Penalty 2820.155493 = -196104.460732 nChanged 11 SP:Iteration 26Q (10000.325495 sec): 3 clusters Score: Raw -198930.404040 + Penalty 2820.155493 = -196110.248548 nChanged 8 SP:Iteration 27Q (10000.432603 sec): 3 clusters Score: Raw -198934.232712 + Penalty 2820.155493 = -196114.077220 nChanged 8 SP:Iteration 28Q (10000.501451 sec): 3 clusters Score: Raw -198937.921878 + Penalty 2820.155493 = -196117.766385 nChanged 6 SP:Iteration 29Q (10000.622023 sec): 3 clusters Score: Raw -198940.590532 + Penalty 2820.155493 = -196120.435040 nChanged 4 SP:Iteration 30Q (10000.685461 sec): 3 clusters Score: Raw -198942.126433 + Penalty 2820.155493 = -196121.970940 nChanged 4 SP:Iteration 31Q (10000.760818 sec): 3 clusters Score: Raw -198943.358034 + Penalty 2820.155493 = -196123.202542 nChanged 1 SP:Iteration 32Q (10000.846255 sec): 3 clusters Score: Raw -198943.751785 + Penalty 2820.155493 = -196123.596292 nChanged 0 SP:Iteration 33F (10000.919583 sec): 3 clusters Score: Raw -198943.751785 + Penalty 2820.155493 = -196123.596292 nChanged 0 Trying to split cluster 21 (19878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10001.034657 sec): 2 clusters Score: Raw -1383057.324059 + Penalty 1736.988237 = -1381320.335822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10001.189134 sec): 3 clusters Score: Raw -1371209.394592 + Penalty 3473.976474 = -1367735.418118 nChanged 8897 SP:Iteration 1F (10001.335165 sec): 3 clusters Score: Raw -1376127.523889 + Penalty 3473.976474 = -1372653.547415 nChanged 1172 SP:Iteration 2F (10001.439263 sec): 3 clusters Score: Raw -1376643.513336 + Penalty 3473.976474 = -1373169.536862 nChanged 1164 SP:Iteration 3F (10001.609932 sec): 3 clusters Score: Raw -1377195.944196 + Penalty 3473.976474 = -1373721.967722 nChanged 1163 SP:Iteration 4F (10001.735667 sec): 3 clusters Score: Raw -1377825.204454 + Penalty 3473.976474 = -1374351.227980 nChanged 1250 SP:Iteration 5F (10001.872015 sec): 3 clusters Score: Raw -1378605.234027 + Penalty 3473.976474 = -1375131.257553 nChanged 1259 SP:Iteration 6F (10002.012807 sec): 3 clusters Score: Raw -1379398.722378 + Penalty 3473.976474 = -1375924.745904 nChanged 1134 SP:Iteration 7F (10002.124150 sec): 3 clusters Score: Raw -1380141.434883 + Penalty 3473.976474 = -1376667.458409 nChanged 1007 SP:Iteration 8F (10002.258882 sec): 3 clusters Score: Raw -1380809.730027 + Penalty 3473.976474 = -1377335.753553 nChanged 843 SP:Iteration 9Q (10002.410660 sec): 3 clusters Score: Raw -1381392.044143 + Penalty 3473.976474 = -1377918.067669 nChanged 693 SP:Iteration 10Q (10002.589771 sec): 3 clusters Score: Raw -1381884.195930 + Penalty 3473.976474 = -1378410.219456 nChanged 547 SP:Iteration 11Q (10002.711427 sec): 3 clusters Score: Raw -1382282.893155 + Penalty 3473.976474 = -1378808.916681 nChanged 419 SP:Iteration 12Q (10002.847324 sec): 3 clusters Score: Raw -1382607.301324 + Penalty 3473.976474 = -1379133.324850 nChanged 317 SP:Iteration 13Q (10002.973904 sec): 3 clusters Score: Raw -1382840.726858 + Penalty 3473.976474 = -1379366.750384 nChanged 202 SP:Iteration 14Q (10003.142991 sec): 3 clusters Score: Raw -1383000.285107 + Penalty 3473.976474 = -1379526.308633 nChanged 136 SP:Iteration 15Q (10003.287653 sec): 3 clusters Score: Raw -1383109.955601 + Penalty 3473.976474 = -1379635.979127 nChanged 90 SP:Iteration 16Q (10003.412403 sec): 3 clusters Score: Raw -1383177.713554 + Penalty 3473.976474 = -1379703.737080 nChanged 65 SP:Iteration 17Q (10003.571413 sec): 3 clusters Score: Raw -1383224.219327 + Penalty 3473.976474 = -1379750.242853 nChanged 37 SP:Iteration 18Q (10003.713378 sec): 3 clusters Score: Raw -1383247.682618 + Penalty 3473.976474 = -1379773.706144 nChanged 23 SP:Iteration 19Q (10003.859876 sec): 3 clusters Score: Raw -1383264.767554 + Penalty 3473.976474 = -1379790.791080 nChanged 18 SP:Iteration 20F (10004.020638 sec): 3 clusters Score: Raw -1383274.633719 + Penalty 3473.976474 = -1379800.657245 nChanged 12 SP:Iteration 21Q (10004.144793 sec): 3 clusters Score: Raw -1383282.701653 + Penalty 3473.976474 = -1379808.725180 nChanged 11 SP:Iteration 22Q (10004.288029 sec): 3 clusters Score: Raw -1383288.032496 + Penalty 3473.976474 = -1379814.056022 nChanged 14 SP:Iteration 23Q (10004.416634 sec): 3 clusters Score: Raw -1383298.596547 + Penalty 3473.976474 = -1379824.620073 nChanged 12 SP:Iteration 24Q (10004.558749 sec): 3 clusters Score: Raw -1383308.297431 + Penalty 3473.976474 = -1379834.320958 nChanged 16 SP:Iteration 25Q (10004.701868 sec): 3 clusters Score: Raw -1383318.944293 + Penalty 3473.976474 = -1379844.967819 nChanged 11 SP:Iteration 26Q (10004.858673 sec): 3 clusters Score: Raw -1383325.591542 + Penalty 3473.976474 = -1379851.615068 nChanged 7 SP:Iteration 27Q (10005.033915 sec): 3 clusters Score: Raw -1383331.465062 + Penalty 3473.976474 = -1379857.488588 nChanged 11 SP:Iteration 28Q (10005.177092 sec): 3 clusters Score: Raw -1383340.593581 + Penalty 3473.976474 = -1379866.617107 nChanged 8 SP:Iteration 29Q (10005.317489 sec): 3 clusters Score: Raw -1383348.660550 + Penalty 3473.976474 = -1379874.684076 nChanged 7 SP:Iteration 30Q (10005.451067 sec): 3 clusters Score: Raw -1383354.740767 + Penalty 3473.976474 = -1379880.764293 nChanged 6 SP:Iteration 31Q (10005.612624 sec): 3 clusters Score: Raw -1383360.751603 + Penalty 3473.976474 = -1379886.775129 nChanged 6 SP:Iteration 32Q (10005.762654 sec): 3 clusters Score: Raw -1383366.054707 + Penalty 3473.976474 = -1379892.078233 nChanged 2 SP:Iteration 33Q (10005.891393 sec): 3 clusters Score: Raw -1383367.510816 + Penalty 3473.976474 = -1379893.534342 nChanged 3 SP:Iteration 34Q (10006.041805 sec): 3 clusters Score: Raw -1383370.643543 + Penalty 3473.976474 = -1379896.667069 nChanged 1 SP:Iteration 35Q (10006.203597 sec): 3 clusters Score: Raw -1383372.208874 + Penalty 3473.976474 = -1379898.232400 nChanged 3 SP:Iteration 36Q (10006.342429 sec): 3 clusters Score: Raw -1383374.565200 + Penalty 3473.976474 = -1379900.588726 nChanged 5 SP:Iteration 37Q (10006.502821 sec): 3 clusters Score: Raw -1383377.041474 + Penalty 3473.976474 = -1379903.065000 nChanged 3 SP:Iteration 38Q (10006.668618 sec): 3 clusters Score: Raw -1383378.249862 + Penalty 3473.976474 = -1379904.273388 nChanged 1 SP:Iteration 39Q (10006.820747 sec): 3 clusters Score: Raw -1383380.126185 + Penalty 3473.976474 = -1379906.149711 nChanged 1 SP:Iteration 40F (10006.987585 sec): 3 clusters Score: Raw -1383380.650626 + Penalty 3473.976474 = -1379906.674153 nChanged 1 SP:Iteration 41Q (10007.121004 sec): 3 clusters Score: Raw -1383382.173740 + Penalty 3473.976474 = -1379908.197266 nChanged 4 SP:Iteration 42Q (10007.270658 sec): 3 clusters Score: Raw -1383385.361947 + Penalty 3473.976474 = -1379911.385474 nChanged 3 SP:Iteration 43Q (10007.423032 sec): 3 clusters Score: Raw -1383387.599944 + Penalty 3473.976474 = -1379913.623470 nChanged 3 SP:Iteration 44Q (10007.563949 sec): 3 clusters Score: Raw -1383390.223550 + Penalty 3473.976474 = -1379916.247076 nChanged 4 SP:Iteration 45Q (10007.701344 sec): 3 clusters Score: Raw -1383393.470225 + Penalty 3473.976474 = -1379919.493752 nChanged 3 SP:Iteration 46Q (10007.851576 sec): 3 clusters Score: Raw -1383394.908320 + Penalty 3473.976474 = -1379920.931846 nChanged 2 SP:Iteration 47Q (10007.987921 sec): 3 clusters Score: Raw -1383395.867168 + Penalty 3473.976474 = -1379921.890694 nChanged 0 SP:Iteration 48F (10008.169474 sec): 3 clusters Score: Raw -1383395.867168 + Penalty 3473.976474 = -1379921.890694 nChanged 0 Trying to split cluster 22 (920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10008.255199 sec): 2 clusters Score: Raw -53722.911222 + Penalty 1197.677579 = -52525.233643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10008.343397 sec): 3 clusters Score: Raw -53490.565308 + Penalty 2395.355158 = -51095.210150 nChanged 268 SP:Iteration 1F (10008.437893 sec): 3 clusters Score: Raw -53784.345634 + Penalty 2395.355158 = -51388.990476 nChanged 73 SP:Iteration 2F (10008.509446 sec): 3 clusters Score: Raw -53895.431817 + Penalty 2395.355158 = -51500.076659 nChanged 67 SP:Iteration 3F (10008.615899 sec): 3 clusters Score: Raw -54017.382635 + Penalty 2395.355158 = -51622.027477 nChanged 61 SP:Iteration 4F (10008.684992 sec): 3 clusters Score: Raw -54124.647804 + Penalty 2395.355158 = -51729.292646 nChanged 45 SP:Iteration 5Q (10008.791353 sec): 3 clusters Score: Raw -54189.562020 + Penalty 2395.355158 = -51794.206861 nChanged 27 SP:Iteration 6Q (10008.890602 sec): 3 clusters Score: Raw -54231.820664 + Penalty 2395.355158 = -51836.465505 nChanged 15 SP:Iteration 7Q (10008.999107 sec): 3 clusters Score: Raw -54261.012136 + Penalty 2395.355158 = -51865.656977 nChanged 20 SP:Iteration 8Q (10009.087834 sec): 3 clusters Score: Raw -54295.546254 + Penalty 2395.355158 = -51900.191096 nChanged 21 SP:Iteration 9Q (10009.188112 sec): 3 clusters Score: Raw -54335.535575 + Penalty 2395.355158 = -51940.180417 nChanged 18 SP:Iteration 10Q (10009.313142 sec): 3 clusters Score: Raw -54372.626773 + Penalty 2395.355158 = -51977.271615 nChanged 12 SP:Iteration 11Q (10009.380096 sec): 3 clusters Score: Raw -54394.047473 + Penalty 2395.355158 = -51998.692315 nChanged 4 SP:Iteration 12Q (10009.466647 sec): 3 clusters Score: Raw -54400.602112 + Penalty 2395.355158 = -52005.246954 nChanged 6 SP:Iteration 13Q (10009.556528 sec): 3 clusters Score: Raw -54407.752118 + Penalty 2395.355158 = -52012.396960 nChanged 2 SP:Iteration 14Q (10009.648697 sec): 3 clusters Score: Raw -54410.964976 + Penalty 2395.355158 = -52015.609818 nChanged 4 SP:Iteration 15Q (10009.782280 sec): 3 clusters Score: Raw -54418.878497 + Penalty 2395.355158 = -52023.523339 nChanged 6 SP:Iteration 16Q (10009.857911 sec): 3 clusters Score: Raw -54429.638637 + Penalty 2395.355158 = -52034.283479 nChanged 3 SP:Iteration 17Q (10009.951225 sec): 3 clusters Score: Raw -54433.092347 + Penalty 2395.355158 = -52037.737189 nChanged 0 SP:Iteration 18F (10010.050742 sec): 3 clusters Score: Raw -54433.092347 + Penalty 2395.355158 = -52037.737189 nChanged 0 Trying to split cluster 23 (5403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10010.136681 sec): 2 clusters Score: Raw -338215.706954 + Penalty 1508.371541 = -336707.335413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10010.260834 sec): 3 clusters Score: Raw -335461.066005 + Penalty 3016.743081 = -332444.322923 nChanged 2163 SP:Iteration 1F (10010.370501 sec): 3 clusters Score: Raw -336920.377198 + Penalty 3016.743081 = -333903.634116 nChanged 537 SP:Iteration 2F (10010.472576 sec): 3 clusters Score: Raw -337549.341288 + Penalty 3016.743081 = -334532.598206 nChanged 481 SP:Iteration 3F (10010.598164 sec): 3 clusters Score: Raw -338096.498245 + Penalty 3016.743081 = -335079.755163 nChanged 372 SP:Iteration 4F (10010.692327 sec): 3 clusters Score: Raw -338508.152491 + Penalty 3016.743081 = -335491.409410 nChanged 289 SP:Iteration 5F (10010.820911 sec): 3 clusters Score: Raw -338813.149485 + Penalty 3016.743081 = -335796.406403 nChanged 241 SP:Iteration 6Q (10010.924124 sec): 3 clusters Score: Raw -339053.720212 + Penalty 3016.743081 = -336036.977131 nChanged 168 SP:Iteration 7Q (10011.030112 sec): 3 clusters Score: Raw -339193.199395 + Penalty 3016.743081 = -336176.456313 nChanged 138 SP:Iteration 8Q (10011.163377 sec): 3 clusters Score: Raw -339278.685136 + Penalty 3016.743081 = -336261.942054 nChanged 96 SP:Iteration 9Q (10011.262429 sec): 3 clusters Score: Raw -339324.553993 + Penalty 3016.743081 = -336307.810912 nChanged 68 SP:Iteration 10Q (10011.379013 sec): 3 clusters Score: Raw -339353.384837 + Penalty 3016.743081 = -336336.641756 nChanged 45 SP:Iteration 11Q (10011.492828 sec): 3 clusters Score: Raw -339368.722888 + Penalty 3016.743081 = -336351.979806 nChanged 39 SP:Iteration 12Q (10011.618352 sec): 3 clusters Score: Raw -339382.201628 + Penalty 3016.743081 = -336365.458546 nChanged 42 SP:Iteration 13Q (10011.732458 sec): 3 clusters Score: Raw -339395.644119 + Penalty 3016.743081 = -336378.901037 nChanged 27 SP:Iteration 14Q (10011.847096 sec): 3 clusters Score: Raw -339402.827660 + Penalty 3016.743081 = -336386.084579 nChanged 22 SP:Iteration 15Q (10011.963373 sec): 3 clusters Score: Raw -339408.379542 + Penalty 3016.743081 = -336391.636461 nChanged 20 SP:Iteration 16Q (10012.050280 sec): 3 clusters Score: Raw -339413.523185 + Penalty 3016.743081 = -336396.780103 nChanged 16 SP:Iteration 17Q (10012.150313 sec): 3 clusters Score: Raw -339416.930165 + Penalty 3016.743081 = -336400.187083 nChanged 17 SP:Iteration 18Q (10012.253657 sec): 3 clusters Score: Raw -339421.396437 + Penalty 3016.743081 = -336404.653355 nChanged 18 SP:Iteration 19Q (10012.371585 sec): 3 clusters Score: Raw -339425.921050 + Penalty 3016.743081 = -336409.177968 nChanged 13 SP:Iteration 20F (10012.522770 sec): 3 clusters Score: Raw -339429.352145 + Penalty 3016.743081 = -336412.609064 nChanged 11 SP:Iteration 21Q (10012.567991 sec): 3 clusters Score: Raw -339432.331149 + Penalty 3016.743081 = -336415.588067 nChanged 11 SP:Iteration 22Q (10012.714142 sec): 3 clusters Score: Raw -339434.050293 + Penalty 3016.743081 = -336417.307212 nChanged 9 SP:Iteration 23Q (10012.830788 sec): 3 clusters Score: Raw -339436.094039 + Penalty 3016.743081 = -336419.350958 nChanged 10 SP:Iteration 24Q (10012.944672 sec): 3 clusters Score: Raw -339438.303805 + Penalty 3016.743081 = -336421.560723 nChanged 10 SP:Iteration 25Q (10013.067926 sec): 3 clusters Score: Raw -339440.870454 + Penalty 3016.743081 = -336424.127373 nChanged 8 SP:Iteration 26Q (10013.165782 sec): 3 clusters Score: Raw -339442.554216 + Penalty 3016.743081 = -336425.811134 nChanged 7 SP:Iteration 27Q (10013.266436 sec): 3 clusters Score: Raw -339444.753829 + Penalty 3016.743081 = -336428.010748 nChanged 12 SP:Iteration 28Q (10013.405818 sec): 3 clusters Score: Raw -339447.589424 + Penalty 3016.743081 = -336430.846343 nChanged 13 SP:Iteration 29Q (10013.509748 sec): 3 clusters Score: Raw -339450.903490 + Penalty 3016.743081 = -336434.160408 nChanged 9 SP:Iteration 30Q (10013.624275 sec): 3 clusters Score: Raw -339453.020244 + Penalty 3016.743081 = -336436.277162 nChanged 6 SP:Iteration 31Q (10013.740448 sec): 3 clusters Score: Raw -339454.781618 + Penalty 3016.743081 = -336438.038537 nChanged 10 SP:Iteration 32Q (10013.849137 sec): 3 clusters Score: Raw -339456.792524 + Penalty 3016.743081 = -336440.049443 nChanged 11 SP:Iteration 33Q (10013.947982 sec): 3 clusters Score: Raw -339459.668664 + Penalty 3016.743081 = -336442.925582 nChanged 8 SP:Iteration 34Q (10014.053976 sec): 3 clusters Score: Raw -339461.151582 + Penalty 3016.743081 = -336444.408500 nChanged 5 SP:Iteration 35Q (10014.159181 sec): 3 clusters Score: Raw -339462.134941 + Penalty 3016.743081 = -336445.391860 nChanged 4 SP:Iteration 36Q (10014.246544 sec): 3 clusters Score: Raw -339462.754811 + Penalty 3016.743081 = -336446.011730 nChanged 2 SP:Iteration 37Q (10014.347816 sec): 3 clusters Score: Raw -339463.141833 + Penalty 3016.743081 = -336446.398751 nChanged 1 SP:Iteration 38Q (10014.439680 sec): 3 clusters Score: Raw -339463.223833 + Penalty 3016.743081 = -336446.480751 nChanged 1 SP:Iteration 39Q (10014.550986 sec): 3 clusters Score: Raw -339463.315962 + Penalty 3016.743081 = -336446.572881 nChanged 2 SP:Iteration 40F (10014.663113 sec): 3 clusters Score: Raw -339463.529217 + Penalty 3016.743081 = -336446.786136 nChanged 1 SP:Iteration 41Q (10014.786128 sec): 3 clusters Score: Raw -339463.592253 + Penalty 3016.743081 = -336446.849171 nChanged 0 SP:Iteration 42F (10014.909324 sec): 3 clusters Score: Raw -339463.592253 + Penalty 3016.743081 = -336446.849171 nChanged 0 Trying to split cluster 24 (1955 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10014.975071 sec): 2 clusters Score: Raw -86436.694362 + Penalty 1329.964530 = -85106.729831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10015.064424 sec): 3 clusters Score: Raw -85682.474239 + Penalty 2659.929061 = -83022.545178 nChanged 711 SP:Iteration 1F (10015.164760 sec): 3 clusters Score: Raw -86273.646544 + Penalty 2659.929061 = -83613.717483 nChanged 175 SP:Iteration 2F (10015.262758 sec): 3 clusters Score: Raw -86444.841318 + Penalty 2659.929061 = -83784.912257 nChanged 124 SP:Iteration 3F (10015.357219 sec): 3 clusters Score: Raw -86597.029574 + Penalty 2659.929061 = -83937.100514 nChanged 110 SP:Iteration 4F (10015.457723 sec): 3 clusters Score: Raw -86730.537286 + Penalty 2659.929061 = -84070.608225 nChanged 97 SP:Iteration 5Q (10015.561961 sec): 3 clusters Score: Raw -86858.222694 + Penalty 2659.929061 = -84198.293633 nChanged 80 SP:Iteration 6Q (10015.660785 sec): 3 clusters Score: Raw -86948.328934 + Penalty 2659.929061 = -84288.399873 nChanged 55 SP:Iteration 7Q (10015.753100 sec): 3 clusters Score: Raw -87023.090955 + Penalty 2659.929061 = -84363.161894 nChanged 56 SP:Iteration 8Q (10015.863851 sec): 3 clusters Score: Raw -87085.325443 + Penalty 2659.929061 = -84425.396382 nChanged 42 SP:Iteration 9Q (10015.983850 sec): 3 clusters Score: Raw -87139.658961 + Penalty 2659.929061 = -84479.729900 nChanged 43 SP:Iteration 10Q (10016.068870 sec): 3 clusters Score: Raw -87201.743699 + Penalty 2659.929061 = -84541.814638 nChanged 44 SP:Iteration 11Q (10016.189081 sec): 3 clusters Score: Raw -87266.851066 + Penalty 2659.929061 = -84606.922005 nChanged 36 SP:Iteration 12Q (10016.305247 sec): 3 clusters Score: Raw -87329.124354 + Penalty 2659.929061 = -84669.195293 nChanged 31 SP:Iteration 13Q (10016.392963 sec): 3 clusters Score: Raw -87377.276571 + Penalty 2659.929061 = -84717.347510 nChanged 29 SP:Iteration 14Q (10016.493058 sec): 3 clusters Score: Raw -87421.701912 + Penalty 2659.929061 = -84761.772851 nChanged 37 SP:Iteration 15Q (10016.585584 sec): 3 clusters Score: Raw -87509.376515 + Penalty 2659.929061 = -84849.447454 nChanged 49 SP:Iteration 16Q (10016.712533 sec): 3 clusters Score: Raw -87642.647077 + Penalty 2659.929061 = -84982.718017 nChanged 47 SP:Iteration 17Q (10016.803138 sec): 3 clusters Score: Raw -87802.617020 + Penalty 2659.929061 = -85142.687959 nChanged 57 SP:Iteration 18Q (10016.928758 sec): 3 clusters Score: Raw -88004.948180 + Penalty 2659.929061 = -85345.019120 nChanged 48 SP:Iteration 19Q (10017.024720 sec): 3 clusters Score: Raw -88101.677898 + Penalty 2659.929061 = -85441.748837 nChanged 35 SP:Iteration 20F (10017.117875 sec): 3 clusters Score: Raw -88159.081870 + Penalty 2659.929061 = -85499.152809 nChanged 22 SP:Iteration 21Q (10017.209230 sec): 3 clusters Score: Raw -88193.134421 + Penalty 2659.929061 = -85533.205360 nChanged 14 SP:Iteration 22Q (10017.298877 sec): 3 clusters Score: Raw -88203.901482 + Penalty 2659.929061 = -85543.972421 nChanged 6 SP:Iteration 23Q (10017.399096 sec): 3 clusters Score: Raw -88206.102978 + Penalty 2659.929061 = -85546.173917 nChanged 3 SP:Iteration 24Q (10017.502642 sec): 3 clusters Score: Raw -88210.167071 + Penalty 2659.929061 = -85550.238010 nChanged 3 SP:Iteration 25Q (10017.607705 sec): 3 clusters Score: Raw -88212.134421 + Penalty 2659.929061 = -85552.205360 nChanged 3 SP:Iteration 26Q (10017.703783 sec): 3 clusters Score: Raw -88214.101067 + Penalty 2659.929061 = -85554.172006 nChanged 1 SP:Iteration 27Q (10017.809195 sec): 3 clusters Score: Raw -88214.352561 + Penalty 2659.929061 = -85554.423501 nChanged 2 SP:Iteration 28Q (10017.906133 sec): 3 clusters Score: Raw -88215.454595 + Penalty 2659.929061 = -85555.525534 nChanged 0 SP:Iteration 29F (10018.017091 sec): 3 clusters Score: Raw -88215.454595 + Penalty 2659.929061 = -85555.525534 nChanged 0 Score: Raw -11968428.776371 + Penalty 66485.619895 = -11901943.156476 Splitting cluster 24 changes total score from -11902291.642408 to -11901943.156476 So it's not getting split. Trying to split cluster 25 (8226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10026.381152 sec): 2 clusters Score: Raw -528828.330613 + Penalty 1582.142179 = -527246.188435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10026.491887 sec): 3 clusters Score: Raw -524352.929942 + Penalty 3164.284357 = -521188.645585 nChanged 3487 SP:Iteration 1F (10026.609572 sec): 3 clusters Score: Raw -526285.977185 + Penalty 3164.284357 = -523121.692828 nChanged 620 SP:Iteration 2F (10026.697396 sec): 3 clusters Score: Raw -526668.110754 + Penalty 3164.284357 = -523503.826397 nChanged 533 SP:Iteration 3F (10026.829411 sec): 3 clusters Score: Raw -527019.635710 + Penalty 3164.284357 = -523855.351353 nChanged 485 SP:Iteration 4F (10026.923922 sec): 3 clusters Score: Raw -527327.022281 + Penalty 3164.284357 = -524162.737924 nChanged 443 SP:Iteration 5F (10027.047420 sec): 3 clusters Score: Raw -527594.250671 + Penalty 3164.284357 = -524429.966314 nChanged 373 SP:Iteration 6Q (10027.159422 sec): 3 clusters Score: Raw -527805.008516 + Penalty 3164.284357 = -524640.724159 nChanged 345 SP:Iteration 7Q (10027.288377 sec): 3 clusters Score: Raw -528007.667052 + Penalty 3164.284357 = -524843.382695 nChanged 333 SP:Iteration 8Q (10027.423445 sec): 3 clusters Score: Raw -528218.718693 + Penalty 3164.284357 = -525054.434336 nChanged 323 SP:Iteration 9Q (10027.532689 sec): 3 clusters Score: Raw -528435.945512 + Penalty 3164.284357 = -525271.661155 nChanged 330 SP:Iteration 10Q (10027.657607 sec): 3 clusters Score: Raw -528698.765487 + Penalty 3164.284357 = -525534.481130 nChanged 343 SP:Iteration 11Q (10027.796733 sec): 3 clusters Score: Raw -528985.619410 + Penalty 3164.284357 = -525821.335053 nChanged 319 SP:Iteration 12Q (10027.909993 sec): 3 clusters Score: Raw -529218.981888 + Penalty 3164.284357 = -526054.697531 nChanged 279 SP:Iteration 13Q (10028.011643 sec): 3 clusters Score: Raw -529401.365394 + Penalty 3164.284357 = -526237.081037 nChanged 222 SP:Iteration 14Q (10028.149014 sec): 3 clusters Score: Raw -529556.773489 + Penalty 3164.284357 = -526392.489131 nChanged 196 SP:Iteration 15Q (10028.256554 sec): 3 clusters Score: Raw -529699.278407 + Penalty 3164.284357 = -526534.994049 nChanged 190 SP:Iteration 16Q (10028.373429 sec): 3 clusters Score: Raw -529823.677288 + Penalty 3164.284357 = -526659.392931 nChanged 163 SP:Iteration 17Q (10028.492288 sec): 3 clusters Score: Raw -529930.582290 + Penalty 3164.284357 = -526766.297933 nChanged 153 SP:Iteration 18Q (10028.588020 sec): 3 clusters Score: Raw -530030.350932 + Penalty 3164.284357 = -526866.066575 nChanged 129 SP:Iteration 19Q (10028.734336 sec): 3 clusters Score: Raw -530102.190948 + Penalty 3164.284357 = -526937.906591 nChanged 107 SP:Iteration 20F (10028.811185 sec): 3 clusters Score: Raw -530164.144503 + Penalty 3164.284357 = -526999.860146 nChanged 98 SP:Iteration 21Q (10028.949611 sec): 3 clusters Score: Raw -530223.760149 + Penalty 3164.284357 = -527059.475792 nChanged 94 SP:Iteration 22Q (10029.064790 sec): 3 clusters Score: Raw -530283.132600 + Penalty 3164.284357 = -527118.848242 nChanged 99 SP:Iteration 23Q (10029.203851 sec): 3 clusters Score: Raw -530342.769573 + Penalty 3164.284357 = -527178.485216 nChanged 74 SP:Iteration 24Q (10029.247232 sec): 3 clusters Score: Raw -530380.041843 + Penalty 3164.284357 = -527215.757486 nChanged 51 SP:Iteration 25Q (10029.295001 sec): 3 clusters Score: Raw -530397.264262 + Penalty 3164.284357 = -527232.979905 nChanged 31 SP:Iteration 26Q (10029.349124 sec): 3 clusters Score: Raw -530405.532914 + Penalty 3164.284357 = -527241.248557 nChanged 25 SP:Iteration 27Q (10029.410115 sec): 3 clusters Score: Raw -530411.757285 + Penalty 3164.284357 = -527247.472928 nChanged 19 SP:Iteration 28Q (10029.468916 sec): 3 clusters Score: Raw -530415.636880 + Penalty 3164.284357 = -527251.352523 nChanged 15 SP:Iteration 29Q (10029.583870 sec): 3 clusters Score: Raw -530418.902042 + Penalty 3164.284357 = -527254.617685 nChanged 13 SP:Iteration 30Q (10029.699419 sec): 3 clusters Score: Raw -530422.434170 + Penalty 3164.284357 = -527258.149813 nChanged 17 SP:Iteration 31Q (10029.789806 sec): 3 clusters Score: Raw -530425.093484 + Penalty 3164.284357 = -527260.809127 nChanged 5 SP:Iteration 32Q (10029.911878 sec): 3 clusters Score: Raw -530425.423920 + Penalty 3164.284357 = -527261.139562 nChanged 3 SP:Iteration 33Q (10030.035503 sec): 3 clusters Score: Raw -530426.226972 + Penalty 3164.284357 = -527261.942615 nChanged 4 SP:Iteration 34Q (10030.134771 sec): 3 clusters Score: Raw -530427.346687 + Penalty 3164.284357 = -527263.062330 nChanged 2 SP:Iteration 35Q (10030.263357 sec): 3 clusters Score: Raw -530427.582040 + Penalty 3164.284357 = -527263.297683 nChanged 2 SP:Iteration 36Q (10030.363969 sec): 3 clusters Score: Raw -530427.859553 + Penalty 3164.284357 = -527263.575196 nChanged 1 SP:Iteration 37Q (10030.479821 sec): 3 clusters Score: Raw -530428.052292 + Penalty 3164.284357 = -527263.767934 nChanged 0 SP:Iteration 38F (10030.629472 sec): 3 clusters Score: Raw -530428.052292 + Penalty 3164.284357 = -527263.767934 nChanged 0 Score: Raw -11968249.737816 + Penalty 66485.619895 = -11901764.117921 Splitting cluster 25 changes total score from -11902291.642408 to -11901764.117921 So it's not getting split. Trying to split cluster 26 (4812 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10037.897249 sec): 2 clusters Score: Raw -269270.087428 + Penalty 1488.041348 = -267782.046081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10038.031943 sec): 3 clusters Score: Raw -266849.506521 + Penalty 2976.082695 = -263873.423826 nChanged 1926 SP:Iteration 1F (10038.119330 sec): 3 clusters Score: Raw -268069.598010 + Penalty 2976.082695 = -265093.515315 nChanged 472 SP:Iteration 2F (10038.234998 sec): 3 clusters Score: Raw -268458.413647 + Penalty 2976.082695 = -265482.330952 nChanged 364 SP:Iteration 3F (10038.339001 sec): 3 clusters Score: Raw -268733.275088 + Penalty 2976.082695 = -265757.192393 nChanged 252 SP:Iteration 4F (10038.444364 sec): 3 clusters Score: Raw -268926.283576 + Penalty 2976.082695 = -265950.200881 nChanged 246 SP:Iteration 5F (10038.544253 sec): 3 clusters Score: Raw -269101.822860 + Penalty 2976.082695 = -266125.740165 nChanged 202 SP:Iteration 6Q (10038.660191 sec): 3 clusters Score: Raw -269239.356198 + Penalty 2976.082695 = -266263.273503 nChanged 173 SP:Iteration 7Q (10038.791286 sec): 3 clusters Score: Raw -269337.427115 + Penalty 2976.082695 = -266361.344420 nChanged 113 SP:Iteration 8Q (10038.879113 sec): 3 clusters Score: Raw -269393.222910 + Penalty 2976.082695 = -266417.140215 nChanged 89 SP:Iteration 9Q (10038.988415 sec): 3 clusters Score: Raw -269435.891206 + Penalty 2976.082695 = -266459.808511 nChanged 94 SP:Iteration 10Q (10039.089896 sec): 3 clusters Score: Raw -269488.510008 + Penalty 2976.082695 = -266512.427313 nChanged 78 SP:Iteration 11Q (10039.191273 sec): 3 clusters Score: Raw -269523.170063 + Penalty 2976.082695 = -266547.087368 nChanged 80 SP:Iteration 12Q (10039.296760 sec): 3 clusters Score: Raw -269553.435606 + Penalty 2976.082695 = -266577.352911 nChanged 50 SP:Iteration 13Q (10039.409831 sec): 3 clusters Score: Raw -269567.887943 + Penalty 2976.082695 = -266591.805248 nChanged 37 SP:Iteration 14Q (10039.528900 sec): 3 clusters Score: Raw -269579.550389 + Penalty 2976.082695 = -266603.467694 nChanged 38 SP:Iteration 15Q (10039.622205 sec): 3 clusters Score: Raw -269591.295588 + Penalty 2976.082695 = -266615.212893 nChanged 36 SP:Iteration 16Q (10039.744305 sec): 3 clusters Score: Raw -269599.993917 + Penalty 2976.082695 = -266623.911222 nChanged 26 SP:Iteration 17Q (10039.853120 sec): 3 clusters Score: Raw -269604.625460 + Penalty 2976.082695 = -266628.542765 nChanged 15 SP:Iteration 18Q (10039.943995 sec): 3 clusters Score: Raw -269608.951324 + Penalty 2976.082695 = -266632.868629 nChanged 15 SP:Iteration 19Q (10040.052317 sec): 3 clusters Score: Raw -269612.989297 + Penalty 2976.082695 = -266636.906602 nChanged 15 SP:Iteration 20F (10040.158464 sec): 3 clusters Score: Raw -269615.736286 + Penalty 2976.082695 = -266639.653591 nChanged 9 SP:Iteration 21Q (10040.263931 sec): 3 clusters Score: Raw -269618.105616 + Penalty 2976.082695 = -266642.022921 nChanged 14 SP:Iteration 22Q (10040.366341 sec): 3 clusters Score: Raw -269621.533768 + Penalty 2976.082695 = -266645.451072 nChanged 15 SP:Iteration 23Q (10040.483736 sec): 3 clusters Score: Raw -269624.506931 + Penalty 2976.082695 = -266648.424236 nChanged 10 SP:Iteration 24Q (10040.594464 sec): 3 clusters Score: Raw -269625.859568 + Penalty 2976.082695 = -266649.776873 nChanged 4 SP:Iteration 25Q (10040.709982 sec): 3 clusters Score: Raw -269626.456472 + Penalty 2976.082695 = -266650.373777 nChanged 6 SP:Iteration 26Q (10040.820288 sec): 3 clusters Score: Raw -269627.425967 + Penalty 2976.082695 = -266651.343272 nChanged 3 SP:Iteration 27Q (10040.916314 sec): 3 clusters Score: Raw -269628.215299 + Penalty 2976.082695 = -266652.132604 nChanged 1 SP:Iteration 28Q (10041.024880 sec): 3 clusters Score: Raw -269628.476214 + Penalty 2976.082695 = -266652.393519 nChanged 0 SP:Iteration 29F (10041.162928 sec): 3 clusters Score: Raw -269628.476214 + Penalty 2976.082695 = -266652.393519 nChanged 0 Trying to split cluster 27 (4231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10041.222882 sec): 2 clusters Score: Raw -237917.413461 + Penalty 1465.458986 = -236451.954475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10041.334327 sec): 3 clusters Score: Raw -235817.608346 + Penalty 2930.917971 = -232886.690374 nChanged 1688 SP:Iteration 1F (10041.433485 sec): 3 clusters Score: Raw -236919.153575 + Penalty 2930.917971 = -233988.235604 nChanged 376 SP:Iteration 2F (10041.534292 sec): 3 clusters Score: Raw -237216.702409 + Penalty 2930.917971 = -234285.784437 nChanged 289 SP:Iteration 3F (10041.639586 sec): 3 clusters Score: Raw -237449.318938 + Penalty 2930.917971 = -234518.400966 nChanged 213 SP:Iteration 4F (10041.745868 sec): 3 clusters Score: Raw -237636.104648 + Penalty 2930.917971 = -234705.186677 nChanged 189 SP:Iteration 5Q (10041.863876 sec): 3 clusters Score: Raw -237785.233318 + Penalty 2930.917971 = -234854.315347 nChanged 162 SP:Iteration 6Q (10041.975731 sec): 3 clusters Score: Raw -237907.969945 + Penalty 2930.917971 = -234977.051973 nChanged 139 SP:Iteration 7Q (10042.074608 sec): 3 clusters Score: Raw -237992.799651 + Penalty 2930.917971 = -235061.881680 nChanged 111 SP:Iteration 8Q (10042.209912 sec): 3 clusters Score: Raw -238060.360860 + Penalty 2930.917971 = -235129.442889 nChanged 94 SP:Iteration 9Q (10042.288842 sec): 3 clusters Score: Raw -238110.784797 + Penalty 2930.917971 = -235179.866826 nChanged 81 SP:Iteration 10Q (10042.370889 sec): 3 clusters Score: Raw -238154.248311 + Penalty 2930.917971 = -235223.330339 nChanged 74 SP:Iteration 11Q (10042.479202 sec): 3 clusters Score: Raw -238185.070373 + Penalty 2930.917971 = -235254.152402 nChanged 62 SP:Iteration 12Q (10042.589918 sec): 3 clusters Score: Raw -238215.033906 + Penalty 2930.917971 = -235284.115935 nChanged 65 SP:Iteration 13Q (10042.683494 sec): 3 clusters Score: Raw -238253.480523 + Penalty 2930.917971 = -235322.562552 nChanged 72 SP:Iteration 14Q (10042.805802 sec): 3 clusters Score: Raw -238297.002424 + Penalty 2930.917971 = -235366.084453 nChanged 75 SP:Iteration 15Q (10042.902464 sec): 3 clusters Score: Raw -238338.154359 + Penalty 2930.917971 = -235407.236387 nChanged 67 SP:Iteration 16Q (10043.013633 sec): 3 clusters Score: Raw -238369.393054 + Penalty 2930.917971 = -235438.475082 nChanged 48 SP:Iteration 17Q (10043.118976 sec): 3 clusters Score: Raw -238392.575042 + Penalty 2930.917971 = -235461.657071 nChanged 50 SP:Iteration 18Q (10043.229994 sec): 3 clusters Score: Raw -238417.004255 + Penalty 2930.917971 = -235486.086284 nChanged 51 SP:Iteration 19Q (10043.349309 sec): 3 clusters Score: Raw -238440.879200 + Penalty 2930.917971 = -235509.961229 nChanged 49 SP:Iteration 20F (10043.478882 sec): 3 clusters Score: Raw -238464.879995 + Penalty 2930.917971 = -235533.962024 nChanged 56 SP:Iteration 21Q (10043.577022 sec): 3 clusters Score: Raw -238495.897923 + Penalty 2930.917971 = -235564.979951 nChanged 57 SP:Iteration 22Q (10043.662883 sec): 3 clusters Score: Raw -238531.789892 + Penalty 2930.917971 = -235600.871921 nChanged 51 SP:Iteration 23Q (10043.771778 sec): 3 clusters Score: Raw -238561.458176 + Penalty 2930.917971 = -235630.540205 nChanged 54 SP:Iteration 24Q (10043.892198 sec): 3 clusters Score: Raw -238600.684192 + Penalty 2930.917971 = -235669.766220 nChanged 60 SP:Iteration 25Q (10043.998865 sec): 3 clusters Score: Raw -238647.416557 + Penalty 2930.917971 = -235716.498586 nChanged 62 SP:Iteration 26Q (10044.132183 sec): 3 clusters Score: Raw -238697.386194 + Penalty 2930.917971 = -235766.468223 nChanged 74 SP:Iteration 27Q (10044.240716 sec): 3 clusters Score: Raw -238758.927829 + Penalty 2930.917971 = -235828.009857 nChanged 80 SP:Iteration 28Q (10044.322189 sec): 3 clusters Score: Raw -238813.222659 + Penalty 2930.917971 = -235882.304688 nChanged 56 SP:Iteration 29Q (10044.478176 sec): 3 clusters Score: Raw -238843.974614 + Penalty 2930.917971 = -235913.056642 nChanged 41 SP:Iteration 30Q (10044.563386 sec): 3 clusters Score: Raw -238866.895942 + Penalty 2930.917971 = -235935.977971 nChanged 36 SP:Iteration 31Q (10044.682276 sec): 3 clusters Score: Raw -238885.173666 + Penalty 2930.917971 = -235954.255695 nChanged 34 SP:Iteration 32Q (10044.790653 sec): 3 clusters Score: Raw -238901.496435 + Penalty 2930.917971 = -235970.578464 nChanged 29 SP:Iteration 33Q (10044.921440 sec): 3 clusters Score: Raw -238914.994887 + Penalty 2930.917971 = -235984.076916 nChanged 22 SP:Iteration 34Q (10045.022375 sec): 3 clusters Score: Raw -238925.030174 + Penalty 2930.917971 = -235994.112203 nChanged 20 SP:Iteration 35Q (10045.137910 sec): 3 clusters Score: Raw -238933.227553 + Penalty 2930.917971 = -236002.309581 nChanged 20 SP:Iteration 36Q (10045.250727 sec): 3 clusters Score: Raw -238940.356720 + Penalty 2930.917971 = -236009.438748 nChanged 15 SP:Iteration 37Q (10045.348568 sec): 3 clusters Score: Raw -238945.409774 + Penalty 2930.917971 = -236014.491802 nChanged 8 SP:Iteration 38Q (10045.470648 sec): 3 clusters Score: Raw -238948.398842 + Penalty 2930.917971 = -236017.480870 nChanged 8 SP:Iteration 39Q (10045.564134 sec): 3 clusters Score: Raw -238951.498066 + Penalty 2930.917971 = -236020.580094 nChanged 13 SP:Iteration 40F (10045.605723 sec): 3 clusters Score: Raw -238957.752206 + Penalty 2930.917971 = -236026.834234 nChanged 25 SP:Iteration 41Q (10045.648280 sec): 3 clusters Score: Raw -238968.449105 + Penalty 2930.917971 = -236037.531133 nChanged 18 SP:Iteration 42Q (10045.691482 sec): 3 clusters Score: Raw -238975.511913 + Penalty 2930.917971 = -236044.593942 nChanged 14 SP:Iteration 43Q (10045.755721 sec): 3 clusters Score: Raw -238981.172458 + Penalty 2930.917971 = -236050.254486 nChanged 5 SP:Iteration 44Q (10045.797362 sec): 3 clusters Score: Raw -238983.390769 + Penalty 2930.917971 = -236052.472798 nChanged 6 SP:Iteration 45Q (10045.840290 sec): 3 clusters Score: Raw -238985.098569 + Penalty 2930.917971 = -236054.180598 nChanged 1 SP:Iteration 46Q (10045.883275 sec): 3 clusters Score: Raw -238985.268983 + Penalty 2930.917971 = -236054.351012 nChanged 0 SP:Iteration 47F (10045.926025 sec): 3 clusters Score: Raw -238985.268983 + Penalty 2930.917971 = -236054.351012 nChanged 0 Trying to split cluster 28 (2536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10045.993442 sec): 2 clusters Score: Raw -141688.037348 + Penalty 1375.629252 = -140312.408096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10046.107052 sec): 3 clusters Score: Raw -140651.049685 + Penalty 2751.258504 = -137899.791182 nChanged 879 SP:Iteration 1F (10046.225240 sec): 3 clusters Score: Raw -141373.867189 + Penalty 2751.258504 = -138622.608686 nChanged 261 SP:Iteration 2F (10046.336039 sec): 3 clusters Score: Raw -141703.578589 + Penalty 2751.258504 = -138952.320085 nChanged 196 SP:Iteration 3F (10046.448963 sec): 3 clusters Score: Raw -141941.681205 + Penalty 2751.258504 = -139190.422701 nChanged 141 SP:Iteration 4F (10046.565140 sec): 3 clusters Score: Raw -142091.142879 + Penalty 2751.258504 = -139339.884376 nChanged 98 SP:Iteration 5Q (10046.652699 sec): 3 clusters Score: Raw -142191.683720 + Penalty 2751.258504 = -139440.425216 nChanged 67 SP:Iteration 6Q (10046.759095 sec): 3 clusters Score: Raw -142250.957229 + Penalty 2751.258504 = -139499.698725 nChanged 58 SP:Iteration 7Q (10046.867384 sec): 3 clusters Score: Raw -142290.151259 + Penalty 2751.258504 = -139538.892756 nChanged 48 SP:Iteration 8Q (10046.967192 sec): 3 clusters Score: Raw -142317.289795 + Penalty 2751.258504 = -139566.031291 nChanged 29 SP:Iteration 9Q (10047.067402 sec): 3 clusters Score: Raw -142334.841752 + Penalty 2751.258504 = -139583.583248 nChanged 20 SP:Iteration 10Q (10047.158291 sec): 3 clusters Score: Raw -142345.187073 + Penalty 2751.258504 = -139593.928569 nChanged 15 SP:Iteration 11Q (10047.295271 sec): 3 clusters Score: Raw -142354.779846 + Penalty 2751.258504 = -139603.521342 nChanged 15 SP:Iteration 12Q (10047.393242 sec): 3 clusters Score: Raw -142361.706216 + Penalty 2751.258504 = -139610.447712 nChanged 12 SP:Iteration 13Q (10047.504019 sec): 3 clusters Score: Raw -142368.804329 + Penalty 2751.258504 = -139617.545825 nChanged 15 SP:Iteration 14Q (10047.618830 sec): 3 clusters Score: Raw -142375.309444 + Penalty 2751.258504 = -139624.050940 nChanged 11 SP:Iteration 15Q (10047.707700 sec): 3 clusters Score: Raw -142379.997425 + Penalty 2751.258504 = -139628.738921 nChanged 4 SP:Iteration 16Q (10047.813371 sec): 3 clusters Score: Raw -142380.910674 + Penalty 2751.258504 = -139629.652171 nChanged 2 SP:Iteration 17Q (10047.926056 sec): 3 clusters Score: Raw -142381.276987 + Penalty 2751.258504 = -139630.018484 nChanged 0 SP:Iteration 18F (10048.033292 sec): 3 clusters Score: Raw -142381.276987 + Penalty 2751.258504 = -139630.018484 nChanged 0 Trying to split cluster 29 (2185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10048.095426 sec): 2 clusters Score: Raw -72028.004477 + Penalty 1349.484629 = -70678.519847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10048.212396 sec): 3 clusters Score: Raw -71249.702895 + Penalty 2698.969259 = -68550.733637 nChanged 829 SP:Iteration 1F (10048.314557 sec): 3 clusters Score: Raw -72376.039924 + Penalty 2698.969259 = -69677.070666 nChanged 247 SP:Iteration 2F (10048.404124 sec): 3 clusters Score: Raw -72753.749154 + Penalty 2698.969259 = -70054.779895 nChanged 154 SP:Iteration 3F (10048.515571 sec): 3 clusters Score: Raw -72928.523885 + Penalty 2698.969259 = -70229.554627 nChanged 88 SP:Iteration 4Q (10048.590165 sec): 3 clusters Score: Raw -73020.254365 + Penalty 2698.969259 = -70321.285107 nChanged 56 SP:Iteration 5Q (10048.667935 sec): 3 clusters Score: Raw -73071.047497 + Penalty 2698.969259 = -70372.078238 nChanged 45 SP:Iteration 6Q (10048.753297 sec): 3 clusters Score: Raw -73107.346991 + Penalty 2698.969259 = -70408.377733 nChanged 35 SP:Iteration 7Q (10048.880015 sec): 3 clusters Score: Raw -73129.135430 + Penalty 2698.969259 = -70430.166171 nChanged 35 SP:Iteration 8Q (10048.952673 sec): 3 clusters Score: Raw -73154.892136 + Penalty 2698.969259 = -70455.922877 nChanged 35 SP:Iteration 9Q (10049.025837 sec): 3 clusters Score: Raw -73186.034741 + Penalty 2698.969259 = -70487.065482 nChanged 31 SP:Iteration 10Q (10049.124365 sec): 3 clusters Score: Raw -73212.913970 + Penalty 2698.969259 = -70513.944712 nChanged 28 SP:Iteration 11Q (10049.240660 sec): 3 clusters Score: Raw -73244.544990 + Penalty 2698.969259 = -70545.575731 nChanged 34 SP:Iteration 12Q (10049.318128 sec): 3 clusters Score: Raw -73278.741063 + Penalty 2698.969259 = -70579.771805 nChanged 23 SP:Iteration 13Q (10049.401672 sec): 3 clusters Score: Raw -73300.796577 + Penalty 2698.969259 = -70601.827319 nChanged 30 SP:Iteration 14Q (10049.497629 sec): 3 clusters Score: Raw -73327.153820 + Penalty 2698.969259 = -70628.184561 nChanged 31 SP:Iteration 15Q (10049.579029 sec): 3 clusters Score: Raw -73353.255405 + Penalty 2698.969259 = -70654.286147 nChanged 24 SP:Iteration 16Q (10049.685313 sec): 3 clusters Score: Raw -73371.580713 + Penalty 2698.969259 = -70672.611454 nChanged 23 SP:Iteration 17Q (10049.771211 sec): 3 clusters Score: Raw -73390.182748 + Penalty 2698.969259 = -70691.213490 nChanged 21 SP:Iteration 18Q (10049.848855 sec): 3 clusters Score: Raw -73418.666756 + Penalty 2698.969259 = -70719.697497 nChanged 21 SP:Iteration 19Q (10049.939506 sec): 3 clusters Score: Raw -73450.729455 + Penalty 2698.969259 = -70751.760197 nChanged 21 SP:Iteration 20F (10050.040455 sec): 3 clusters Score: Raw -73506.202711 + Penalty 2698.969259 = -70807.233453 nChanged 27 SP:Iteration 21Q (10050.153932 sec): 3 clusters Score: Raw -73557.419289 + Penalty 2698.969259 = -70858.450031 nChanged 32 SP:Iteration 22Q (10050.279288 sec): 3 clusters Score: Raw -73595.615532 + Penalty 2698.969259 = -70896.646273 nChanged 19 SP:Iteration 23Q (10050.364306 sec): 3 clusters Score: Raw -73613.647598 + Penalty 2698.969259 = -70914.678339 nChanged 19 SP:Iteration 24Q (10050.479224 sec): 3 clusters Score: Raw -73628.415219 + Penalty 2698.969259 = -70929.445961 nChanged 15 SP:Iteration 25Q (10050.602237 sec): 3 clusters Score: Raw -73641.948085 + Penalty 2698.969259 = -70942.978826 nChanged 21 SP:Iteration 26Q (10050.682908 sec): 3 clusters Score: Raw -73663.097529 + Penalty 2698.969259 = -70964.128270 nChanged 21 SP:Iteration 27Q (10050.798544 sec): 3 clusters Score: Raw -73683.256892 + Penalty 2698.969259 = -70984.287633 nChanged 22 SP:Iteration 28Q (10050.895093 sec): 3 clusters Score: Raw -73708.763410 + Penalty 2698.969259 = -71009.794151 nChanged 20 SP:Iteration 29Q (10051.000784 sec): 3 clusters Score: Raw -73733.424166 + Penalty 2698.969259 = -71034.454907 nChanged 23 SP:Iteration 30Q (10051.105588 sec): 3 clusters Score: Raw -73755.040171 + Penalty 2698.969259 = -71056.070912 nChanged 19 SP:Iteration 31Q (10051.189079 sec): 3 clusters Score: Raw -73775.241576 + Penalty 2698.969259 = -71076.272317 nChanged 18 SP:Iteration 32Q (10051.283584 sec): 3 clusters Score: Raw -73792.450891 + Penalty 2698.969259 = -71093.481632 nChanged 20 SP:Iteration 33Q (10051.374091 sec): 3 clusters Score: Raw -73812.388131 + Penalty 2698.969259 = -71113.418872 nChanged 21 SP:Iteration 34Q (10051.466452 sec): 3 clusters Score: Raw -73834.645262 + Penalty 2698.969259 = -71135.676003 nChanged 16 SP:Iteration 35Q (10051.559414 sec): 3 clusters Score: Raw -73852.593653 + Penalty 2698.969259 = -71153.624394 nChanged 14 SP:Iteration 36Q (10051.676962 sec): 3 clusters Score: Raw -73865.605571 + Penalty 2698.969259 = -71166.636312 nChanged 16 SP:Iteration 37Q (10051.768679 sec): 3 clusters Score: Raw -73882.006353 + Penalty 2698.969259 = -71183.037094 nChanged 19 SP:Iteration 38Q (10051.886776 sec): 3 clusters Score: Raw -73896.907201 + Penalty 2698.969259 = -71197.937942 nChanged 13 SP:Iteration 39Q (10051.976136 sec): 3 clusters Score: Raw -73905.864645 + Penalty 2698.969259 = -71206.895387 nChanged 9 SP:Iteration 40F (10052.087587 sec): 3 clusters Score: Raw -73913.007721 + Penalty 2698.969259 = -71214.038462 nChanged 7 SP:Iteration 41Q (10052.167455 sec): 3 clusters Score: Raw -73918.594292 + Penalty 2698.969259 = -71219.625033 nChanged 5 SP:Iteration 42Q (10052.263142 sec): 3 clusters Score: Raw -73922.011927 + Penalty 2698.969259 = -71223.042668 nChanged 2 SP:Iteration 43Q (10052.362968 sec): 3 clusters Score: Raw -73922.869604 + Penalty 2698.969259 = -71223.900345 nChanged 1 SP:Iteration 44Q (10052.472923 sec): 3 clusters Score: Raw -73923.111863 + Penalty 2698.969259 = -71224.142604 nChanged 2 SP:Iteration 45Q (10052.590840 sec): 3 clusters Score: Raw -73923.971594 + Penalty 2698.969259 = -71225.002335 nChanged 2 SP:Iteration 46Q (10052.663350 sec): 3 clusters Score: Raw -73925.393541 + Penalty 2698.969259 = -71226.424282 nChanged 2 SP:Iteration 47Q (10052.761433 sec): 3 clusters Score: Raw -73929.084187 + Penalty 2698.969259 = -71230.114929 nChanged 7 SP:Iteration 48Q (10052.846151 sec): 3 clusters Score: Raw -73935.441200 + Penalty 2698.969259 = -71236.471942 nChanged 5 SP:Iteration 49Q (10052.943715 sec): 3 clusters Score: Raw -73940.607623 + Penalty 2698.969259 = -71241.638364 nChanged 5 SP:Iteration 50Q (10053.049062 sec): 3 clusters Score: Raw -73943.013822 + Penalty 2698.969259 = -71244.044563 nChanged 1 SP:Iteration 51Q (10053.135573 sec): 3 clusters Score: Raw -73943.334267 + Penalty 2698.969259 = -71244.365008 nChanged 1 SP:Iteration 52Q (10053.243143 sec): 3 clusters Score: Raw -73944.070469 + Penalty 2698.969259 = -71245.101210 nChanged 3 SP:Iteration 53Q (10053.353325 sec): 3 clusters Score: Raw -73945.583557 + Penalty 2698.969259 = -71246.614298 nChanged 2 SP:Iteration 54Q (10053.460792 sec): 3 clusters Score: Raw -73946.825736 + Penalty 2698.969259 = -71247.856477 nChanged 1 SP:Iteration 55Q (10053.572909 sec): 3 clusters Score: Raw -73947.337333 + Penalty 2698.969259 = -71248.368074 nChanged 1 SP:Iteration 56Q (10053.672544 sec): 3 clusters Score: Raw -73948.110323 + Penalty 2698.969259 = -71249.141064 nChanged 0 SP:Iteration 57F (10053.783825 sec): 3 clusters Score: Raw -73948.110323 + Penalty 2698.969259 = -71249.141064 nChanged 0 Score: Raw -11968570.121984 + Penalty 66485.619895 = -11902084.502089 Splitting cluster 29 changes total score from -11902291.642408 to -11902084.502089 So it's not getting split. Trying to split cluster 30 (4590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10062.051852 sec): 2 clusters Score: Raw -304766.354745 + Penalty 1479.751996 = -303286.602749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10062.175095 sec): 3 clusters Score: Raw -302442.280429 + Penalty 2959.503991 = -299482.776438 nChanged 1799 SP:Iteration 1F (10062.255096 sec): 3 clusters Score: Raw -303443.077523 + Penalty 2959.503991 = -300483.573531 nChanged 347 SP:Iteration 2F (10062.362905 sec): 3 clusters Score: Raw -303650.529909 + Penalty 2959.503991 = -300691.025917 nChanged 289 SP:Iteration 3F (10062.479247 sec): 3 clusters Score: Raw -303835.484158 + Penalty 2959.503991 = -300875.980166 nChanged 233 SP:Iteration 4F (10062.567086 sec): 3 clusters Score: Raw -303983.609716 + Penalty 2959.503991 = -301024.105725 nChanged 209 SP:Iteration 5Q (10062.687485 sec): 3 clusters Score: Raw -304149.248616 + Penalty 2959.503991 = -301189.744625 nChanged 214 SP:Iteration 6Q (10062.805015 sec): 3 clusters Score: Raw -304342.094392 + Penalty 2959.503991 = -301382.590401 nChanged 221 SP:Iteration 7Q (10062.932842 sec): 3 clusters Score: Raw -304541.339216 + Penalty 2959.503991 = -301581.835225 nChanged 192 SP:Iteration 8Q (10063.051882 sec): 3 clusters Score: Raw -304678.703326 + Penalty 2959.503991 = -301719.199335 nChanged 163 SP:Iteration 9Q (10063.140329 sec): 3 clusters Score: Raw -304775.244203 + Penalty 2959.503991 = -301815.740212 nChanged 117 SP:Iteration 10Q (10063.242432 sec): 3 clusters Score: Raw -304840.300803 + Penalty 2959.503991 = -301880.796812 nChanged 89 SP:Iteration 11Q (10063.354066 sec): 3 clusters Score: Raw -304887.726237 + Penalty 2959.503991 = -301928.222246 nChanged 96 SP:Iteration 12Q (10063.451433 sec): 3 clusters Score: Raw -304935.124648 + Penalty 2959.503991 = -301975.620656 nChanged 70 SP:Iteration 13Q (10063.562972 sec): 3 clusters Score: Raw -304962.177266 + Penalty 2959.503991 = -302002.673275 nChanged 58 SP:Iteration 14Q (10063.655404 sec): 3 clusters Score: Raw -304984.384814 + Penalty 2959.503991 = -302024.880823 nChanged 40 SP:Iteration 15Q (10063.745430 sec): 3 clusters Score: Raw -304994.567686 + Penalty 2959.503991 = -302035.063695 nChanged 25 SP:Iteration 16Q (10063.867417 sec): 3 clusters Score: Raw -305001.356386 + Penalty 2959.503991 = -302041.852394 nChanged 26 SP:Iteration 17Q (10063.975332 sec): 3 clusters Score: Raw -305009.670641 + Penalty 2959.503991 = -302050.166650 nChanged 19 SP:Iteration 18Q (10064.056716 sec): 3 clusters Score: Raw -305013.967179 + Penalty 2959.503991 = -302054.463188 nChanged 16 SP:Iteration 19Q (10064.144104 sec): 3 clusters Score: Raw -305017.800582 + Penalty 2959.503991 = -302058.296590 nChanged 11 SP:Iteration 20F (10064.242959 sec): 3 clusters Score: Raw -305020.162147 + Penalty 2959.503991 = -302060.658156 nChanged 11 SP:Iteration 21Q (10064.328322 sec): 3 clusters Score: Raw -305024.613449 + Penalty 2959.503991 = -302065.109458 nChanged 15 SP:Iteration 22Q (10064.441546 sec): 3 clusters Score: Raw -305030.077465 + Penalty 2959.503991 = -302070.573473 nChanged 17 SP:Iteration 23Q (10064.557666 sec): 3 clusters Score: Raw -305038.017898 + Penalty 2959.503991 = -302078.513907 nChanged 25 SP:Iteration 24Q (10064.649862 sec): 3 clusters Score: Raw -305047.054038 + Penalty 2959.503991 = -302087.550046 nChanged 22 SP:Iteration 25Q (10064.777706 sec): 3 clusters Score: Raw -305053.904239 + Penalty 2959.503991 = -302094.400248 nChanged 22 SP:Iteration 26Q (10064.875185 sec): 3 clusters Score: Raw -305060.688121 + Penalty 2959.503991 = -302101.184130 nChanged 12 SP:Iteration 27Q (10064.977024 sec): 3 clusters Score: Raw -305063.206896 + Penalty 2959.503991 = -302103.702905 nChanged 9 SP:Iteration 28Q (10065.075882 sec): 3 clusters Score: Raw -305065.599125 + Penalty 2959.503991 = -302106.095134 nChanged 12 SP:Iteration 29Q (10065.181267 sec): 3 clusters Score: Raw -305069.326499 + Penalty 2959.503991 = -302109.822508 nChanged 13 SP:Iteration 30Q (10065.292753 sec): 3 clusters Score: Raw -305073.561324 + Penalty 2959.503991 = -302114.057332 nChanged 12 SP:Iteration 31Q (10065.384900 sec): 3 clusters Score: Raw -305076.324820 + Penalty 2959.503991 = -302116.820829 nChanged 11 SP:Iteration 32Q (10065.518512 sec): 3 clusters Score: Raw -305080.075451 + Penalty 2959.503991 = -302120.571460 nChanged 16 SP:Iteration 33Q (10065.605383 sec): 3 clusters Score: Raw -305084.023136 + Penalty 2959.503991 = -302124.519144 nChanged 13 SP:Iteration 34Q (10065.712150 sec): 3 clusters Score: Raw -305086.484325 + Penalty 2959.503991 = -302126.980333 nChanged 9 SP:Iteration 35Q (10065.804619 sec): 3 clusters Score: Raw -305088.985648 + Penalty 2959.503991 = -302129.481656 nChanged 12 SP:Iteration 36Q (10065.926785 sec): 3 clusters Score: Raw -305091.263349 + Penalty 2959.503991 = -302131.759358 nChanged 9 SP:Iteration 37Q (10066.041557 sec): 3 clusters Score: Raw -305092.731430 + Penalty 2959.503991 = -302133.227439 nChanged 7 SP:Iteration 38Q (10066.139012 sec): 3 clusters Score: Raw -305094.813762 + Penalty 2959.503991 = -302135.309770 nChanged 9 SP:Iteration 39Q (10066.213702 sec): 3 clusters Score: Raw -305097.431590 + Penalty 2959.503991 = -302137.927599 nChanged 8 SP:Iteration 40F (10066.327071 sec): 3 clusters Score: Raw -305099.036291 + Penalty 2959.503991 = -302139.532300 nChanged 9 SP:Iteration 41Q (10066.409375 sec): 3 clusters Score: Raw -305102.015044 + Penalty 2959.503991 = -302142.511052 nChanged 7 SP:Iteration 42Q (10066.529555 sec): 3 clusters Score: Raw -305103.224051 + Penalty 2959.503991 = -302143.720060 nChanged 7 SP:Iteration 43Q (10066.627245 sec): 3 clusters Score: Raw -305104.953008 + Penalty 2959.503991 = -302145.449016 nChanged 9 SP:Iteration 44Q (10066.731432 sec): 3 clusters Score: Raw -305106.881939 + Penalty 2959.503991 = -302147.377948 nChanged 9 SP:Iteration 45Q (10066.824027 sec): 3 clusters Score: Raw -305109.317106 + Penalty 2959.503991 = -302149.813115 nChanged 9 SP:Iteration 46Q (10066.939490 sec): 3 clusters Score: Raw -305111.294524 + Penalty 2959.503991 = -302151.790533 nChanged 9 SP:Iteration 47Q (10067.023797 sec): 3 clusters Score: Raw -305113.454475 + Penalty 2959.503991 = -302153.950483 nChanged 8 SP:Iteration 48Q (10067.116100 sec): 3 clusters Score: Raw -305115.529551 + Penalty 2959.503991 = -302156.025559 nChanged 9 SP:Iteration 49Q (10067.205446 sec): 3 clusters Score: Raw -305117.287565 + Penalty 2959.503991 = -302157.783574 nChanged 12 SP:Iteration 50Q (10067.288411 sec): 3 clusters Score: Raw -305121.106918 + Penalty 2959.503991 = -302161.602927 nChanged 7 SP:Iteration 51Q (10067.381598 sec): 3 clusters Score: Raw -305122.745665 + Penalty 2959.503991 = -302163.241674 nChanged 4 SP:Iteration 52Q (10067.484725 sec): 3 clusters Score: Raw -305123.295730 + Penalty 2959.503991 = -302163.791738 nChanged 4 SP:Iteration 53Q (10067.575360 sec): 3 clusters Score: Raw -305124.128241 + Penalty 2959.503991 = -302164.624249 nChanged 8 SP:Iteration 54Q (10067.668529 sec): 3 clusters Score: Raw -305125.667447 + Penalty 2959.503991 = -302166.163456 nChanged 6 SP:Iteration 55Q (10067.782257 sec): 3 clusters Score: Raw -305128.004134 + Penalty 2959.503991 = -302168.500143 nChanged 5 SP:Iteration 56Q (10067.882807 sec): 3 clusters Score: Raw -305129.125987 + Penalty 2959.503991 = -302169.621995 nChanged 9 SP:Iteration 57Q (10067.992765 sec): 3 clusters Score: Raw -305130.813976 + Penalty 2959.503991 = -302171.309985 nChanged 3 SP:Iteration 58Q (10068.128547 sec): 3 clusters Score: Raw -305131.124963 + Penalty 2959.503991 = -302171.620972 nChanged 4 SP:Iteration 59Q (10068.239600 sec): 3 clusters Score: Raw -305132.224968 + Penalty 2959.503991 = -302172.720977 nChanged 4 SP:Iteration 60F (10068.345108 sec): 3 clusters Score: Raw -305133.174049 + Penalty 2959.503991 = -302173.670058 nChanged 5 SP:Iteration 61Q (10068.448741 sec): 3 clusters Score: Raw -305134.050173 + Penalty 2959.503991 = -302174.546181 nChanged 1 SP:Iteration 62Q (10068.556543 sec): 3 clusters Score: Raw -305134.190512 + Penalty 2959.503991 = -302174.686521 nChanged 0 SP:Iteration 63F (10068.658758 sec): 3 clusters Score: Raw -305134.190512 + Penalty 2959.503991 = -302174.686521 nChanged 0 Iteration 139Q (10073.202463 sec): 31 clusters Score: Raw -11966654.375048 + Penalty 64340.922479 = -11902313.452569 nChanged 163 Iteration 140F (10080.091958 sec): 31 clusters Score: Raw -11966672.215335 + Penalty 64340.922479 = -11902331.292856 nChanged 151 Iteration 141Q (10084.589166 sec): 31 clusters Score: Raw -11966688.848855 + Penalty 64340.922479 = -11902347.926376 nChanged 147 Iteration 142Q (10088.904478 sec): 31 clusters Score: Raw -11966707.127994 + Penalty 64340.922479 = -11902366.205515 nChanged 141 Iteration 143Q (10093.155299 sec): 31 clusters Score: Raw -11966724.470636 + Penalty 64340.922479 = -11902383.548157 nChanged 125 Iteration 144Q (10097.475640 sec): 31 clusters Score: Raw -11966738.908055 + Penalty 64340.922479 = -11902397.985576 nChanged 121 Iteration 145Q (10101.785085 sec): 31 clusters Score: Raw -11966752.583598 + Penalty 64340.922479 = -11902411.661120 nChanged 125 Iteration 146Q (10106.225885 sec): 31 clusters Score: Raw -11966767.728394 + Penalty 64340.922479 = -11902426.805916 nChanged 118 Iteration 147Q (10110.489387 sec): 31 clusters Score: Raw -11966780.871704 + Penalty 64340.922479 = -11902439.949225 nChanged 115 Iteration 148Q (10114.798415 sec): 31 clusters Score: Raw -11966795.653529 + Penalty 64340.922479 = -11902454.731051 nChanged 106 Iteration 149Q (10119.239496 sec): 31 clusters Score: Raw -11966808.479716 + Penalty 64340.922479 = -11902467.557238 nChanged 116 Iteration 150Q (10123.696769 sec): 31 clusters Score: Raw -11966824.305891 + Penalty 64340.922479 = -11902483.383413 nChanged 134 Iteration 151Q (10128.107985 sec): 31 clusters Score: Raw -11966842.244435 + Penalty 64340.922479 = -11902501.321957 nChanged 125 Iteration 152Q (10132.436746 sec): 31 clusters Score: Raw -11966858.584155 + Penalty 64340.922479 = -11902517.661676 nChanged 131 Iteration 153Q (10136.865013 sec): 31 clusters Score: Raw -11966873.701940 + Penalty 64340.922479 = -11902532.779462 nChanged 112 Iteration 154Q (10141.471011 sec): 31 clusters Score: Raw -11966884.725764 + Penalty 64340.922479 = -11902543.803285 nChanged 93 Iteration 155Q (10146.069240 sec): 31 clusters Score: Raw -11966895.095027 + Penalty 64340.922479 = -11902554.172548 nChanged 77 Iteration 156Q (10150.674249 sec): 31 clusters Score: Raw -11966902.727117 + Penalty 64340.922479 = -11902561.804638 nChanged 88 Iteration 157Q (10155.358463 sec): 31 clusters Score: Raw -11966912.388583 + Penalty 64340.922479 = -11902571.466104 nChanged 81 Iteration 158Q (10159.999408 sec): 31 clusters Score: Raw -11966920.632454 + Penalty 64340.922479 = -11902579.709975 nChanged 70 Iteration 159Q (10165.074054 sec): 31 clusters Score: Raw -11966927.460606 + Penalty 64340.922479 = -11902586.538128 nChanged 58 Iteration 160F (10171.926710 sec): 31 clusters Score: Raw -11966932.661228 + Penalty 64340.922479 = -11902591.738749 nChanged 61 Iteration 161Q (10176.400854 sec): 31 clusters Score: Raw -11966937.777027 + Penalty 64340.922479 = -11902596.854549 nChanged 62 Iteration 162Q (10180.769711 sec): 31 clusters Score: Raw -11966942.944987 + Penalty 64340.922479 = -11902602.022509 nChanged 37 Iteration 163Q (10185.155108 sec): 31 clusters Score: Raw -11966945.697493 + Penalty 64340.922479 = -11902604.775015 nChanged 36 Iteration 164Q (10189.289983 sec): 31 clusters Score: Raw -11966948.496978 + Penalty 64340.922479 = -11902607.574499 nChanged 35 Iteration 165Q (10193.431293 sec): 31 clusters Score: Raw -11966951.241455 + Penalty 64340.922479 = -11902610.318977 nChanged 42 Iteration 166Q (10197.629520 sec): 31 clusters Score: Raw -11966954.673867 + Penalty 64340.922479 = -11902613.751388 nChanged 41 Iteration 167Q (10201.853533 sec): 31 clusters Score: Raw -11966958.131250 + Penalty 64340.922479 = -11902617.208772 nChanged 37 Iteration 168Q (10206.010737 sec): 31 clusters Score: Raw -11966961.449680 + Penalty 64340.922479 = -11902620.527202 nChanged 33 Iteration 169Q (10210.354989 sec): 31 clusters Score: Raw -11966964.169858 + Penalty 64340.922479 = -11902623.247379 nChanged 42 Iteration 170Q (10214.657200 sec): 31 clusters Score: Raw -11966968.335046 + Penalty 64340.922479 = -11902627.412567 nChanged 35 Iteration 171Q (10218.867841 sec): 31 clusters Score: Raw -11966971.021354 + Penalty 64340.922479 = -11902630.098875 nChanged 38 Iteration 172Q (10223.319652 sec): 31 clusters Score: Raw -11966973.940976 + Penalty 64340.922479 = -11902633.018497 nChanged 27 Iteration 173Q (10227.811658 sec): 31 clusters Score: Raw -11966976.443746 + Penalty 64340.922479 = -11902635.521267 nChanged 28 Iteration 174Q (10231.935657 sec): 31 clusters Score: Raw -11966979.076590 + Penalty 64340.922479 = -11902638.154111 nChanged 11 Iteration 175Q (10236.084878 sec): 31 clusters Score: Raw -11966980.228893 + Penalty 64340.922479 = -11902639.306415 nChanged 6 Iteration 176Q (10240.287550 sec): 31 clusters Score: Raw -11966980.673516 + Penalty 64340.922479 = -11902639.751038 nChanged 4 Iteration 177Q (10244.543329 sec): 31 clusters Score: Raw -11966981.049937 + Penalty 64340.922479 = -11902640.127458 nChanged 3 Iteration 178Q (10248.680288 sec): 31 clusters Score: Raw -11966981.330454 + Penalty 64340.922479 = -11902640.407975 nChanged 2 Writing temp clu file Because OldScore, -11902640.127458, is greater than current (better) Score,-11902640.407975 Compute initial score before splitting: Score: Raw -11966981.330454 + Penalty 64340.922479 = -11902640.407975 Trying to split cluster 1 (3672 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10248.908281 sec): 2 clusters Score: Raw -185658.129073 + Penalty 1440.590302 = -184217.538771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10249.015626 sec): 3 clusters Score: Raw -183907.312201 + Penalty 2881.180605 = -181026.131597 nChanged 1449 SP:Iteration 1F (10249.093803 sec): 3 clusters Score: Raw -184991.281673 + Penalty 2881.180605 = -182110.101068 nChanged 373 SP:Iteration 2F (10249.188940 sec): 3 clusters Score: Raw -185341.517556 + Penalty 2881.180605 = -182460.336951 nChanged 306 SP:Iteration 3F (10249.323329 sec): 3 clusters Score: Raw -185642.038218 + Penalty 2881.180605 = -182760.857613 nChanged 211 SP:Iteration 4F (10249.408459 sec): 3 clusters Score: Raw -185836.320946 + Penalty 2881.180605 = -182955.140341 nChanged 169 SP:Iteration 5Q (10249.480404 sec): 3 clusters Score: Raw -185983.824322 + Penalty 2881.180605 = -183102.643717 nChanged 142 SP:Iteration 6Q (10249.589091 sec): 3 clusters Score: Raw -186102.724583 + Penalty 2881.180605 = -183221.543979 nChanged 127 SP:Iteration 7Q (10249.691429 sec): 3 clusters Score: Raw -186204.236179 + Penalty 2881.180605 = -183323.055574 nChanged 100 SP:Iteration 8Q (10249.783891 sec): 3 clusters Score: Raw -186270.346999 + Penalty 2881.180605 = -183389.166394 nChanged 82 SP:Iteration 9Q (10249.895653 sec): 3 clusters Score: Raw -186318.018252 + Penalty 2881.180605 = -183436.837647 nChanged 52 SP:Iteration 10Q (10249.979930 sec): 3 clusters Score: Raw -186347.048602 + Penalty 2881.180605 = -183465.867997 nChanged 45 SP:Iteration 11Q (10250.087158 sec): 3 clusters Score: Raw -186374.905084 + Penalty 2881.180605 = -183493.724479 nChanged 39 SP:Iteration 12Q (10250.197347 sec): 3 clusters Score: Raw -186402.320478 + Penalty 2881.180605 = -183521.139873 nChanged 31 SP:Iteration 13Q (10250.295863 sec): 3 clusters Score: Raw -186420.316429 + Penalty 2881.180605 = -183539.135824 nChanged 33 SP:Iteration 14Q (10250.374367 sec): 3 clusters Score: Raw -186444.440622 + Penalty 2881.180605 = -183563.260017 nChanged 39 SP:Iteration 15Q (10250.469503 sec): 3 clusters Score: Raw -186468.754866 + Penalty 2881.180605 = -183587.574261 nChanged 41 SP:Iteration 16Q (10250.584191 sec): 3 clusters Score: Raw -186494.327231 + Penalty 2881.180605 = -183613.146626 nChanged 29 SP:Iteration 17Q (10250.706764 sec): 3 clusters Score: Raw -186511.894529 + Penalty 2881.180605 = -183630.713924 nChanged 25 SP:Iteration 18Q (10250.796842 sec): 3 clusters Score: Raw -186525.501164 + Penalty 2881.180605 = -183644.320559 nChanged 20 SP:Iteration 19Q (10250.905486 sec): 3 clusters Score: Raw -186538.398147 + Penalty 2881.180605 = -183657.217542 nChanged 21 SP:Iteration 20F (10251.029870 sec): 3 clusters Score: Raw -186547.159585 + Penalty 2881.180605 = -183665.978980 nChanged 13 SP:Iteration 21Q (10251.161300 sec): 3 clusters Score: Raw -186556.204728 + Penalty 2881.180605 = -183675.024123 nChanged 15 SP:Iteration 22Q (10251.258259 sec): 3 clusters Score: Raw -186563.708825 + Penalty 2881.180605 = -183682.528220 nChanged 12 SP:Iteration 23Q (10251.380311 sec): 3 clusters Score: Raw -186569.458233 + Penalty 2881.180605 = -183688.277628 nChanged 19 SP:Iteration 24Q (10251.467069 sec): 3 clusters Score: Raw -186577.066100 + Penalty 2881.180605 = -183695.885495 nChanged 15 SP:Iteration 25Q (10251.564116 sec): 3 clusters Score: Raw -186582.405082 + Penalty 2881.180605 = -183701.224477 nChanged 18 SP:Iteration 26Q (10251.668927 sec): 3 clusters Score: Raw -186591.368448 + Penalty 2881.180605 = -183710.187844 nChanged 13 SP:Iteration 27Q (10251.773274 sec): 3 clusters Score: Raw -186598.626579 + Penalty 2881.180605 = -183717.445974 nChanged 20 SP:Iteration 28Q (10251.865138 sec): 3 clusters Score: Raw -186610.072690 + Penalty 2881.180605 = -183728.892086 nChanged 16 SP:Iteration 29Q (10251.972525 sec): 3 clusters Score: Raw -186622.863639 + Penalty 2881.180605 = -183741.683034 nChanged 21 SP:Iteration 30Q (10252.079457 sec): 3 clusters Score: Raw -186634.278104 + Penalty 2881.180605 = -183753.097499 nChanged 23 SP:Iteration 31Q (10252.193637 sec): 3 clusters Score: Raw -186646.858370 + Penalty 2881.180605 = -183765.677766 nChanged 20 SP:Iteration 32Q (10252.276242 sec): 3 clusters Score: Raw -186661.164673 + Penalty 2881.180605 = -183779.984068 nChanged 25 SP:Iteration 33Q (10252.390225 sec): 3 clusters Score: Raw -186672.806909 + Penalty 2881.180605 = -183791.626304 nChanged 24 SP:Iteration 34Q (10252.497409 sec): 3 clusters Score: Raw -186691.886025 + Penalty 2881.180605 = -183810.705420 nChanged 24 SP:Iteration 35Q (10252.596135 sec): 3 clusters Score: Raw -186704.846063 + Penalty 2881.180605 = -183823.665458 nChanged 28 SP:Iteration 36Q (10252.710727 sec): 3 clusters Score: Raw -186719.414964 + Penalty 2881.180605 = -183838.234359 nChanged 29 SP:Iteration 37Q (10252.804045 sec): 3 clusters Score: Raw -186734.549239 + Penalty 2881.180605 = -183853.368634 nChanged 29 SP:Iteration 38Q (10252.893745 sec): 3 clusters Score: Raw -186749.610422 + Penalty 2881.180605 = -183868.429818 nChanged 29 SP:Iteration 39Q (10252.995066 sec): 3 clusters Score: Raw -186764.008344 + Penalty 2881.180605 = -183882.827739 nChanged 27 SP:Iteration 40F (10253.119511 sec): 3 clusters Score: Raw -186778.567918 + Penalty 2881.180605 = -183897.387313 nChanged 25 SP:Iteration 41Q (10253.237784 sec): 3 clusters Score: Raw -186792.717894 + Penalty 2881.180605 = -183911.537289 nChanged 22 SP:Iteration 42Q (10253.358201 sec): 3 clusters Score: Raw -186804.116740 + Penalty 2881.180605 = -183922.936135 nChanged 20 SP:Iteration 43Q (10253.451696 sec): 3 clusters Score: Raw -186818.612568 + Penalty 2881.180605 = -183937.431963 nChanged 28 SP:Iteration 44Q (10253.567594 sec): 3 clusters Score: Raw -186835.122445 + Penalty 2881.180605 = -183953.941840 nChanged 22 SP:Iteration 45Q (10253.691041 sec): 3 clusters Score: Raw -186843.373881 + Penalty 2881.180605 = -183962.193276 nChanged 17 SP:Iteration 46Q (10253.783563 sec): 3 clusters Score: Raw -186848.404711 + Penalty 2881.180605 = -183967.224106 nChanged 16 SP:Iteration 47Q (10253.914118 sec): 3 clusters Score: Raw -186852.732352 + Penalty 2881.180605 = -183971.551747 nChanged 11 SP:Iteration 48Q (10254.006303 sec): 3 clusters Score: Raw -186856.825730 + Penalty 2881.180605 = -183975.645125 nChanged 6 SP:Iteration 49Q (10254.129636 sec): 3 clusters Score: Raw -186859.009608 + Penalty 2881.180605 = -183977.829003 nChanged 11 SP:Iteration 50Q (10254.213370 sec): 3 clusters Score: Raw -186865.174185 + Penalty 2881.180605 = -183983.993580 nChanged 17 SP:Iteration 51Q (10254.318236 sec): 3 clusters Score: Raw -186877.063245 + Penalty 2881.180605 = -183995.882640 nChanged 21 SP:Iteration 52Q (10254.434262 sec): 3 clusters Score: Raw -186886.540169 + Penalty 2881.180605 = -184005.359564 nChanged 16 SP:Iteration 53Q (10254.545276 sec): 3 clusters Score: Raw -186894.454300 + Penalty 2881.180605 = -184013.273695 nChanged 17 SP:Iteration 54Q (10254.660445 sec): 3 clusters Score: Raw -186899.334158 + Penalty 2881.180605 = -184018.153553 nChanged 12 SP:Iteration 55Q (10254.778348 sec): 3 clusters Score: Raw -186904.274312 + Penalty 2881.180605 = -184023.093707 nChanged 11 SP:Iteration 56Q (10254.895338 sec): 3 clusters Score: Raw -186908.930361 + Penalty 2881.180605 = -184027.749756 nChanged 14 SP:Iteration 57Q (10254.992954 sec): 3 clusters Score: Raw -186914.203448 + Penalty 2881.180605 = -184033.022843 nChanged 12 SP:Iteration 58Q (10255.101437 sec): 3 clusters Score: Raw -186917.349965 + Penalty 2881.180605 = -184036.169360 nChanged 5 SP:Iteration 59Q (10255.200281 sec): 3 clusters Score: Raw -186918.629350 + Penalty 2881.180605 = -184037.448745 nChanged 5 SP:Iteration 60F (10255.326438 sec): 3 clusters Score: Raw -186921.576538 + Penalty 2881.180605 = -184040.395933 nChanged 10 SP:Iteration 61Q (10255.423136 sec): 3 clusters Score: Raw -186929.560419 + Penalty 2881.180605 = -184048.379814 nChanged 12 SP:Iteration 62Q (10255.512935 sec): 3 clusters Score: Raw -186936.735705 + Penalty 2881.180605 = -184055.555100 nChanged 10 SP:Iteration 63Q (10255.634694 sec): 3 clusters Score: Raw -186939.612648 + Penalty 2881.180605 = -184058.432043 nChanged 7 SP:Iteration 64Q (10255.725378 sec): 3 clusters Score: Raw -186942.695323 + Penalty 2881.180605 = -184061.514718 nChanged 3 SP:Iteration 65Q (10255.838438 sec): 3 clusters Score: Raw -186945.585273 + Penalty 2881.180605 = -184064.404668 nChanged 3 SP:Iteration 66Q (10255.949472 sec): 3 clusters Score: Raw -186946.400714 + Penalty 2881.180605 = -184065.220109 nChanged 0 SP:Iteration 67F (10256.034276 sec): 3 clusters Score: Raw -186946.400714 + Penalty 2881.180605 = -184065.220109 nChanged 0 Trying to split cluster 2 (8262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10256.111434 sec): 2 clusters Score: Raw -532733.862820 + Penalty 1582.908555 = -531150.954265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10256.247709 sec): 3 clusters Score: Raw -528199.962213 + Penalty 3165.817111 = -525034.145102 nChanged 3515 SP:Iteration 1F (10256.357767 sec): 3 clusters Score: Raw -530052.737758 + Penalty 3165.817111 = -526886.920647 nChanged 567 SP:Iteration 2F (10256.462899 sec): 3 clusters Score: Raw -530332.611627 + Penalty 3165.817111 = -527166.794517 nChanged 484 SP:Iteration 3F (10256.596244 sec): 3 clusters Score: Raw -530614.060945 + Penalty 3165.817111 = -527448.243835 nChanged 471 SP:Iteration 4F (10256.710183 sec): 3 clusters Score: Raw -530894.292536 + Penalty 3165.817111 = -527728.475425 nChanged 442 SP:Iteration 5F (10256.823459 sec): 3 clusters Score: Raw -531147.315797 + Penalty 3165.817111 = -527981.498686 nChanged 392 SP:Iteration 6Q (10256.951853 sec): 3 clusters Score: Raw -531374.988232 + Penalty 3165.817111 = -528209.171122 nChanged 339 SP:Iteration 7Q (10257.063644 sec): 3 clusters Score: Raw -531559.464237 + Penalty 3165.817111 = -528393.647127 nChanged 321 SP:Iteration 8Q (10257.189948 sec): 3 clusters Score: Raw -531720.096936 + Penalty 3165.817111 = -528554.279825 nChanged 253 SP:Iteration 9Q (10257.324213 sec): 3 clusters Score: Raw -531843.087679 + Penalty 3165.817111 = -528677.270569 nChanged 224 SP:Iteration 10Q (10257.476858 sec): 3 clusters Score: Raw -531954.181411 + Penalty 3165.817111 = -528788.364300 nChanged 231 SP:Iteration 11Q (10257.573861 sec): 3 clusters Score: Raw -532067.873146 + Penalty 3165.817111 = -528902.056036 nChanged 206 SP:Iteration 12Q (10257.716207 sec): 3 clusters Score: Raw -532168.100421 + Penalty 3165.817111 = -529002.283310 nChanged 193 SP:Iteration 13Q (10257.813948 sec): 3 clusters Score: Raw -532257.604680 + Penalty 3165.817111 = -529091.787570 nChanged 177 SP:Iteration 14Q (10257.956411 sec): 3 clusters Score: Raw -532339.141243 + Penalty 3165.817111 = -529173.324132 nChanged 162 SP:Iteration 15Q (10258.079223 sec): 3 clusters Score: Raw -532401.833310 + Penalty 3165.817111 = -529236.016199 nChanged 153 SP:Iteration 16Q (10258.203669 sec): 3 clusters Score: Raw -532473.093809 + Penalty 3165.817111 = -529307.276699 nChanged 162 SP:Iteration 17Q (10258.327550 sec): 3 clusters Score: Raw -532541.559756 + Penalty 3165.817111 = -529375.742645 nChanged 119 SP:Iteration 18Q (10258.446520 sec): 3 clusters Score: Raw -532590.336025 + Penalty 3165.817111 = -529424.518914 nChanged 125 SP:Iteration 19Q (10258.574712 sec): 3 clusters Score: Raw -532639.483189 + Penalty 3165.817111 = -529473.666078 nChanged 98 SP:Iteration 20F (10258.676623 sec): 3 clusters Score: Raw -532673.129062 + Penalty 3165.817111 = -529507.311952 nChanged 96 SP:Iteration 21Q (10258.812475 sec): 3 clusters Score: Raw -532711.348887 + Penalty 3165.817111 = -529545.531776 nChanged 98 SP:Iteration 22Q (10258.914895 sec): 3 clusters Score: Raw -532754.485180 + Penalty 3165.817111 = -529588.668069 nChanged 110 SP:Iteration 23Q (10259.037447 sec): 3 clusters Score: Raw -532799.332622 + Penalty 3165.817111 = -529633.515511 nChanged 98 SP:Iteration 24Q (10259.155384 sec): 3 clusters Score: Raw -532833.714461 + Penalty 3165.817111 = -529667.897350 nChanged 88 SP:Iteration 25Q (10259.272155 sec): 3 clusters Score: Raw -532864.688566 + Penalty 3165.817111 = -529698.871455 nChanged 74 SP:Iteration 26Q (10259.405987 sec): 3 clusters Score: Raw -532893.146329 + Penalty 3165.817111 = -529727.329218 nChanged 71 SP:Iteration 27Q (10259.515988 sec): 3 clusters Score: Raw -532920.444092 + Penalty 3165.817111 = -529754.626981 nChanged 64 SP:Iteration 28Q (10259.618604 sec): 3 clusters Score: Raw -532950.447232 + Penalty 3165.817111 = -529784.630122 nChanged 62 SP:Iteration 29Q (10259.733082 sec): 3 clusters Score: Raw -532975.853526 + Penalty 3165.817111 = -529810.036415 nChanged 71 SP:Iteration 30Q (10259.855809 sec): 3 clusters Score: Raw -533013.640766 + Penalty 3165.817111 = -529847.823655 nChanged 77 SP:Iteration 31Q (10259.961300 sec): 3 clusters Score: Raw -533052.913606 + Penalty 3165.817111 = -529887.096495 nChanged 76 SP:Iteration 32Q (10260.089564 sec): 3 clusters Score: Raw -533093.003806 + Penalty 3165.817111 = -529927.186695 nChanged 78 SP:Iteration 33Q (10260.224858 sec): 3 clusters Score: Raw -533127.898009 + Penalty 3165.817111 = -529962.080898 nChanged 69 SP:Iteration 34Q (10260.328321 sec): 3 clusters Score: Raw -533153.738073 + Penalty 3165.817111 = -529987.920962 nChanged 52 SP:Iteration 35Q (10260.448087 sec): 3 clusters Score: Raw -533172.106886 + Penalty 3165.817111 = -530006.289775 nChanged 51 SP:Iteration 36Q (10260.591878 sec): 3 clusters Score: Raw -533189.805497 + Penalty 3165.817111 = -530023.988387 nChanged 41 SP:Iteration 37Q (10260.708142 sec): 3 clusters Score: Raw -533203.201269 + Penalty 3165.817111 = -530037.384158 nChanged 41 SP:Iteration 38Q (10260.838707 sec): 3 clusters Score: Raw -533216.760574 + Penalty 3165.817111 = -530050.943464 nChanged 38 SP:Iteration 39Q (10260.964770 sec): 3 clusters Score: Raw -533227.190506 + Penalty 3165.817111 = -530061.373395 nChanged 33 SP:Iteration 40F (10261.079667 sec): 3 clusters Score: Raw -533236.950753 + Penalty 3165.817111 = -530071.133642 nChanged 27 SP:Iteration 41Q (10261.197535 sec): 3 clusters Score: Raw -533243.133411 + Penalty 3165.817111 = -530077.316300 nChanged 21 SP:Iteration 42Q (10261.317813 sec): 3 clusters Score: Raw -533249.596337 + Penalty 3165.817111 = -530083.779226 nChanged 24 SP:Iteration 43Q (10261.448966 sec): 3 clusters Score: Raw -533255.177069 + Penalty 3165.817111 = -530089.359958 nChanged 18 SP:Iteration 44Q (10261.575705 sec): 3 clusters Score: Raw -533259.630619 + Penalty 3165.817111 = -530093.813509 nChanged 12 SP:Iteration 45Q (10261.708423 sec): 3 clusters Score: Raw -533261.376667 + Penalty 3165.817111 = -530095.559556 nChanged 8 SP:Iteration 46Q (10261.810834 sec): 3 clusters Score: Raw -533262.878120 + Penalty 3165.817111 = -530097.061009 nChanged 6 SP:Iteration 47Q (10261.937707 sec): 3 clusters Score: Raw -533264.793947 + Penalty 3165.817111 = -530098.976836 nChanged 13 SP:Iteration 48Q (10262.065173 sec): 3 clusters Score: Raw -533267.231143 + Penalty 3165.817111 = -530101.414032 nChanged 13 SP:Iteration 49Q (10262.197273 sec): 3 clusters Score: Raw -533271.145093 + Penalty 3165.817111 = -530105.327982 nChanged 13 SP:Iteration 50Q (10262.298187 sec): 3 clusters Score: Raw -533273.157019 + Penalty 3165.817111 = -530107.339908 nChanged 7 SP:Iteration 51Q (10262.415779 sec): 3 clusters Score: Raw -533274.515350 + Penalty 3165.817111 = -530108.698239 nChanged 4 SP:Iteration 52Q (10262.530211 sec): 3 clusters Score: Raw -533275.617577 + Penalty 3165.817111 = -530109.800466 nChanged 5 SP:Iteration 53Q (10262.673048 sec): 3 clusters Score: Raw -533276.833052 + Penalty 3165.817111 = -530111.015942 nChanged 5 SP:Iteration 54Q (10262.783469 sec): 3 clusters Score: Raw -533277.674418 + Penalty 3165.817111 = -530111.857308 nChanged 4 SP:Iteration 55Q (10262.903492 sec): 3 clusters Score: Raw -533278.506463 + Penalty 3165.817111 = -530112.689352 nChanged 1 SP:Iteration 56Q (10263.005442 sec): 3 clusters Score: Raw -533278.629750 + Penalty 3165.817111 = -530112.812639 nChanged 1 SP:Iteration 57Q (10263.140176 sec): 3 clusters Score: Raw -533278.902877 + Penalty 3165.817111 = -530113.085766 nChanged 2 SP:Iteration 58Q (10263.216725 sec): 3 clusters Score: Raw -533279.139998 + Penalty 3165.817111 = -530113.322887 nChanged 1 SP:Iteration 59Q (10263.350655 sec): 3 clusters Score: Raw -533279.273598 + Penalty 3165.817111 = -530113.456487 nChanged 2 SP:Iteration 60F (10263.457755 sec): 3 clusters Score: Raw -533279.618566 + Penalty 3165.817111 = -530113.801455 nChanged 2 SP:Iteration 61Q (10263.607881 sec): 3 clusters Score: Raw -533279.994554 + Penalty 3165.817111 = -530114.177443 nChanged 2 SP:Iteration 62Q (10263.743741 sec): 3 clusters Score: Raw -533280.491599 + Penalty 3165.817111 = -530114.674488 nChanged 3 SP:Iteration 63Q (10263.878147 sec): 3 clusters Score: Raw -533281.391778 + Penalty 3165.817111 = -530115.574667 nChanged 3 SP:Iteration 64Q (10263.971987 sec): 3 clusters Score: Raw -533283.198108 + Penalty 3165.817111 = -530117.380997 nChanged 3 SP:Iteration 65Q (10264.093757 sec): 3 clusters Score: Raw -533283.852710 + Penalty 3165.817111 = -530118.035599 nChanged 3 SP:Iteration 66Q (10264.218242 sec): 3 clusters Score: Raw -533284.536705 + Penalty 3165.817111 = -530118.719595 nChanged 5 SP:Iteration 67Q (10264.353806 sec): 3 clusters Score: Raw -533285.730732 + Penalty 3165.817111 = -530119.913622 nChanged 3 SP:Iteration 68Q (10264.479732 sec): 3 clusters Score: Raw -533286.307653 + Penalty 3165.817111 = -530120.490543 nChanged 5 SP:Iteration 69Q (10264.615270 sec): 3 clusters Score: Raw -533287.107430 + Penalty 3165.817111 = -530121.290320 nChanged 5 SP:Iteration 70Q (10264.700411 sec): 3 clusters Score: Raw -533287.908222 + Penalty 3165.817111 = -530122.091111 nChanged 1 SP:Iteration 71Q (10264.809686 sec): 3 clusters Score: Raw -533288.023333 + Penalty 3165.817111 = -530122.206223 nChanged 2 SP:Iteration 72Q (10264.948861 sec): 3 clusters Score: Raw -533288.457690 + Penalty 3165.817111 = -530122.640580 nChanged 3 SP:Iteration 73Q (10265.062720 sec): 3 clusters Score: Raw -533288.783287 + Penalty 3165.817111 = -530122.966177 nChanged 1 SP:Iteration 74Q (10265.163594 sec): 3 clusters Score: Raw -533288.986342 + Penalty 3165.817111 = -530123.169231 nChanged 0 SP:Iteration 75F (10265.281743 sec): 3 clusters Score: Raw -533288.986342 + Penalty 3165.817111 = -530123.169231 nChanged 0 Trying to split cluster 3 (4711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10265.373530 sec): 2 clusters Score: Raw -332742.016054 + Penalty 1484.318537 = -331257.697518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10265.491577 sec): 3 clusters Score: Raw -330382.808907 + Penalty 2968.637073 = -327414.171834 nChanged 1877 SP:Iteration 1F (10265.591369 sec): 3 clusters Score: Raw -331519.714507 + Penalty 2968.637073 = -328551.077434 nChanged 389 SP:Iteration 2F (10265.677566 sec): 3 clusters Score: Raw -331775.222647 + Penalty 2968.637073 = -328806.585574 nChanged 274 SP:Iteration 3F (10265.811194 sec): 3 clusters Score: Raw -331945.881031 + Penalty 2968.637073 = -328977.243958 nChanged 202 SP:Iteration 4Q (10265.905030 sec): 3 clusters Score: Raw -332062.132452 + Penalty 2968.637073 = -329093.495379 nChanged 180 SP:Iteration 5Q (10266.039347 sec): 3 clusters Score: Raw -332158.764960 + Penalty 2968.637073 = -329190.127887 nChanged 148 SP:Iteration 6Q (10266.128522 sec): 3 clusters Score: Raw -332245.342107 + Penalty 2968.637073 = -329276.705034 nChanged 140 SP:Iteration 7Q (10266.227509 sec): 3 clusters Score: Raw -332337.577296 + Penalty 2968.637073 = -329368.940223 nChanged 150 SP:Iteration 8Q (10266.331696 sec): 3 clusters Score: Raw -332442.030159 + Penalty 2968.637073 = -329473.393086 nChanged 147 SP:Iteration 9Q (10266.466045 sec): 3 clusters Score: Raw -332551.885913 + Penalty 2968.637073 = -329583.248840 nChanged 140 SP:Iteration 10Q (10266.567317 sec): 3 clusters Score: Raw -332642.523250 + Penalty 2968.637073 = -329673.886177 nChanged 118 SP:Iteration 11Q (10266.665716 sec): 3 clusters Score: Raw -332716.222982 + Penalty 2968.637073 = -329747.585909 nChanged 115 SP:Iteration 12Q (10266.777447 sec): 3 clusters Score: Raw -332780.193459 + Penalty 2968.637073 = -329811.556386 nChanged 117 SP:Iteration 13Q (10266.883732 sec): 3 clusters Score: Raw -332847.221401 + Penalty 2968.637073 = -329878.584328 nChanged 115 SP:Iteration 14Q (10266.992768 sec): 3 clusters Score: Raw -332908.329041 + Penalty 2968.637073 = -329939.691968 nChanged 113 SP:Iteration 15Q (10267.096648 sec): 3 clusters Score: Raw -332984.353608 + Penalty 2968.637073 = -330015.716535 nChanged 107 SP:Iteration 16Q (10267.210798 sec): 3 clusters Score: Raw -333046.153131 + Penalty 2968.637073 = -330077.516058 nChanged 84 SP:Iteration 17Q (10267.304918 sec): 3 clusters Score: Raw -333087.274175 + Penalty 2968.637073 = -330118.637102 nChanged 76 SP:Iteration 18Q (10267.415735 sec): 3 clusters Score: Raw -333128.995607 + Penalty 2968.637073 = -330160.358534 nChanged 68 SP:Iteration 19Q (10267.525891 sec): 3 clusters Score: Raw -333161.770540 + Penalty 2968.637073 = -330193.133467 nChanged 61 SP:Iteration 20F (10267.631548 sec): 3 clusters Score: Raw -333184.910215 + Penalty 2968.637073 = -330216.273142 nChanged 50 SP:Iteration 21Q (10267.750216 sec): 3 clusters Score: Raw -333201.761582 + Penalty 2968.637073 = -330233.124509 nChanged 45 SP:Iteration 22Q (10267.879231 sec): 3 clusters Score: Raw -333215.753192 + Penalty 2968.637073 = -330247.116119 nChanged 33 SP:Iteration 23Q (10267.957395 sec): 3 clusters Score: Raw -333226.149821 + Penalty 2968.637073 = -330257.512748 nChanged 32 SP:Iteration 24Q (10268.087159 sec): 3 clusters Score: Raw -333235.969450 + Penalty 2968.637073 = -330267.332377 nChanged 27 SP:Iteration 25Q (10268.169995 sec): 3 clusters Score: Raw -333245.977812 + Penalty 2968.637073 = -330277.340739 nChanged 22 SP:Iteration 26Q (10268.296958 sec): 3 clusters Score: Raw -333250.922760 + Penalty 2968.637073 = -330282.285687 nChanged 16 SP:Iteration 27Q (10268.386674 sec): 3 clusters Score: Raw -333255.039356 + Penalty 2968.637073 = -330286.402283 nChanged 15 SP:Iteration 28Q (10268.493478 sec): 3 clusters Score: Raw -333258.755785 + Penalty 2968.637073 = -330290.118712 nChanged 12 SP:Iteration 29Q (10268.611262 sec): 3 clusters Score: Raw -333261.541143 + Penalty 2968.637073 = -330292.904070 nChanged 16 SP:Iteration 30Q (10268.706672 sec): 3 clusters Score: Raw -333264.686070 + Penalty 2968.637073 = -330296.048997 nChanged 9 SP:Iteration 31Q (10268.816566 sec): 3 clusters Score: Raw -333266.512496 + Penalty 2968.637073 = -330297.875423 nChanged 9 SP:Iteration 32Q (10268.901388 sec): 3 clusters Score: Raw -333268.313458 + Penalty 2968.637073 = -330299.676385 nChanged 7 SP:Iteration 33Q (10269.019369 sec): 3 clusters Score: Raw -333269.264649 + Penalty 2968.637073 = -330300.627576 nChanged 2 SP:Iteration 34Q (10269.123713 sec): 3 clusters Score: Raw -333269.929586 + Penalty 2968.637073 = -330301.292513 nChanged 6 SP:Iteration 35Q (10269.238255 sec): 3 clusters Score: Raw -333271.384523 + Penalty 2968.637073 = -330302.747450 nChanged 6 SP:Iteration 36Q (10269.350150 sec): 3 clusters Score: Raw -333272.265722 + Penalty 2968.637073 = -330303.628649 nChanged 3 SP:Iteration 37Q (10269.454000 sec): 3 clusters Score: Raw -333272.613451 + Penalty 2968.637073 = -330303.976378 nChanged 2 SP:Iteration 38Q (10269.560350 sec): 3 clusters Score: Raw -333272.882344 + Penalty 2968.637073 = -330304.245271 nChanged 2 SP:Iteration 39Q (10269.660386 sec): 3 clusters Score: Raw -333273.249484 + Penalty 2968.637073 = -330304.612411 nChanged 2 SP:Iteration 40F (10269.738237 sec): 3 clusters Score: Raw -333273.623494 + Penalty 2968.637073 = -330304.986421 nChanged 5 SP:Iteration 41Q (10269.833525 sec): 3 clusters Score: Raw -333274.638529 + Penalty 2968.637073 = -330306.001456 nChanged 0 SP:Iteration 42F (10269.947931 sec): 3 clusters Score: Raw -333274.638529 + Penalty 2968.637073 = -330306.001456 nChanged 0 Trying to split cluster 4 (2868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10270.014663 sec): 2 clusters Score: Raw -166197.688142 + Penalty 1397.220470 = -164800.467672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10270.139406 sec): 3 clusters Score: Raw -164920.758460 + Penalty 2794.440941 = -162126.317519 nChanged 1057 SP:Iteration 1F (10270.227172 sec): 3 clusters Score: Raw -165693.046414 + Penalty 2794.440941 = -162898.605473 nChanged 306 SP:Iteration 2F (10270.347535 sec): 3 clusters Score: Raw -166070.990539 + Penalty 2794.440941 = -163276.549598 nChanged 264 SP:Iteration 3F (10270.438083 sec): 3 clusters Score: Raw -166436.046159 + Penalty 2794.440941 = -163641.605218 nChanged 236 SP:Iteration 4F (10270.566459 sec): 3 clusters Score: Raw -166699.080856 + Penalty 2794.440941 = -163904.639915 nChanged 159 SP:Iteration 5F (10270.685041 sec): 3 clusters Score: Raw -166838.041422 + Penalty 2794.440941 = -164043.600481 nChanged 105 SP:Iteration 6Q (10270.818637 sec): 3 clusters Score: Raw -166937.998973 + Penalty 2794.440941 = -164143.558032 nChanged 88 SP:Iteration 7Q (10270.912215 sec): 3 clusters Score: Raw -167013.335805 + Penalty 2794.440941 = -164218.894864 nChanged 73 SP:Iteration 8Q (10271.015828 sec): 3 clusters Score: Raw -167081.888636 + Penalty 2794.440941 = -164287.447695 nChanged 72 SP:Iteration 9Q (10271.147864 sec): 3 clusters Score: Raw -167143.232974 + Penalty 2794.440941 = -164348.792033 nChanged 68 SP:Iteration 10Q (10271.236308 sec): 3 clusters Score: Raw -167219.421758 + Penalty 2794.440941 = -164424.980818 nChanged 67 SP:Iteration 11Q (10271.329986 sec): 3 clusters Score: Raw -167290.542951 + Penalty 2794.440941 = -164496.102010 nChanged 61 SP:Iteration 12Q (10271.365561 sec): 3 clusters Score: Raw -167360.156715 + Penalty 2794.440941 = -164565.715774 nChanged 46 SP:Iteration 13Q (10271.401593 sec): 3 clusters Score: Raw -167400.232544 + Penalty 2794.440941 = -164605.791603 nChanged 36 SP:Iteration 14Q (10271.437173 sec): 3 clusters Score: Raw -167429.159195 + Penalty 2794.440941 = -164634.718254 nChanged 31 SP:Iteration 15Q (10271.472212 sec): 3 clusters Score: Raw -167454.338922 + Penalty 2794.440941 = -164659.897981 nChanged 31 SP:Iteration 16Q (10271.507400 sec): 3 clusters Score: Raw -167481.339766 + Penalty 2794.440941 = -164686.898825 nChanged 25 SP:Iteration 17Q (10271.552428 sec): 3 clusters Score: Raw -167502.769179 + Penalty 2794.440941 = -164708.328238 nChanged 32 SP:Iteration 18Q (10271.587820 sec): 3 clusters Score: Raw -167537.080787 + Penalty 2794.440941 = -164742.639846 nChanged 27 SP:Iteration 19Q (10271.698584 sec): 3 clusters Score: Raw -167563.116141 + Penalty 2794.440941 = -164768.675200 nChanged 19 SP:Iteration 20F (10271.791097 sec): 3 clusters Score: Raw -167573.561504 + Penalty 2794.440941 = -164779.120563 nChanged 15 SP:Iteration 21Q (10271.911360 sec): 3 clusters Score: Raw -167580.481390 + Penalty 2794.440941 = -164786.040449 nChanged 7 SP:Iteration 22Q (10271.980397 sec): 3 clusters Score: Raw -167583.347387 + Penalty 2794.440941 = -164788.906447 nChanged 4 SP:Iteration 23Q (10272.081409 sec): 3 clusters Score: Raw -167584.866116 + Penalty 2794.440941 = -164790.425176 nChanged 2 SP:Iteration 24Q (10272.166663 sec): 3 clusters Score: Raw -167585.538219 + Penalty 2794.440941 = -164791.097278 nChanged 2 SP:Iteration 25Q (10272.249689 sec): 3 clusters Score: Raw -167586.179631 + Penalty 2794.440941 = -164791.738690 nChanged 0 SP:Iteration 26F (10272.354470 sec): 3 clusters Score: Raw -167586.179631 + Penalty 2794.440941 = -164791.738690 nChanged 0 Trying to split cluster 5 (10876 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10272.445991 sec): 2 clusters Score: Raw -712198.426311 + Penalty 1631.152073 = -710567.274238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10272.561863 sec): 3 clusters Score: Raw -706084.746358 + Penalty 3262.304146 = -702822.442212 nChanged 4758 SP:Iteration 1F (10272.685847 sec): 3 clusters Score: Raw -708868.615100 + Penalty 3262.304146 = -705606.310954 nChanged 880 SP:Iteration 2F (10272.812773 sec): 3 clusters Score: Raw -709476.094901 + Penalty 3262.304146 = -706213.790755 nChanged 826 SP:Iteration 3F (10272.944555 sec): 3 clusters Score: Raw -710055.529167 + Penalty 3262.304146 = -706793.225021 nChanged 735 SP:Iteration 4F (10273.080177 sec): 3 clusters Score: Raw -710607.864228 + Penalty 3262.304146 = -707345.560082 nChanged 618 SP:Iteration 5F (10273.197465 sec): 3 clusters Score: Raw -711051.578187 + Penalty 3262.304146 = -707789.274042 nChanged 483 SP:Iteration 6Q (10273.347693 sec): 3 clusters Score: Raw -711381.965367 + Penalty 3262.304146 = -708119.661221 nChanged 393 SP:Iteration 7Q (10273.483124 sec): 3 clusters Score: Raw -711598.522078 + Penalty 3262.304146 = -708336.217932 nChanged 306 SP:Iteration 8Q (10273.577647 sec): 3 clusters Score: Raw -711778.472435 + Penalty 3262.304146 = -708516.168289 nChanged 255 SP:Iteration 9Q (10273.700135 sec): 3 clusters Score: Raw -711924.638885 + Penalty 3262.304146 = -708662.334740 nChanged 240 SP:Iteration 10Q (10273.826856 sec): 3 clusters Score: Raw -712060.989361 + Penalty 3262.304146 = -708798.685215 nChanged 204 SP:Iteration 11Q (10273.957424 sec): 3 clusters Score: Raw -712184.945930 + Penalty 3262.304146 = -708922.641784 nChanged 205 SP:Iteration 12Q (10274.079842 sec): 3 clusters Score: Raw -712316.356240 + Penalty 3262.304146 = -709054.052094 nChanged 193 SP:Iteration 13Q (10274.211243 sec): 3 clusters Score: Raw -712425.926718 + Penalty 3262.304146 = -709163.622573 nChanged 170 SP:Iteration 14Q (10274.324436 sec): 3 clusters Score: Raw -712524.641286 + Penalty 3262.304146 = -709262.337140 nChanged 172 SP:Iteration 15Q (10274.446160 sec): 3 clusters Score: Raw -712647.085165 + Penalty 3262.304146 = -709384.781019 nChanged 160 SP:Iteration 16Q (10274.575482 sec): 3 clusters Score: Raw -712780.611274 + Penalty 3262.304146 = -709518.307128 nChanged 171 SP:Iteration 17Q (10274.700966 sec): 3 clusters Score: Raw -712915.980139 + Penalty 3262.304146 = -709653.675993 nChanged 183 SP:Iteration 18Q (10274.810605 sec): 3 clusters Score: Raw -713058.147937 + Penalty 3262.304146 = -709795.843791 nChanged 153 SP:Iteration 19Q (10274.954294 sec): 3 clusters Score: Raw -713171.055801 + Penalty 3262.304146 = -709908.751655 nChanged 144 SP:Iteration 20F (10275.071029 sec): 3 clusters Score: Raw -713291.988940 + Penalty 3262.304146 = -710029.684794 nChanged 130 SP:Iteration 21Q (10275.192257 sec): 3 clusters Score: Raw -713390.263283 + Penalty 3262.304146 = -710127.959137 nChanged 113 SP:Iteration 22Q (10275.326385 sec): 3 clusters Score: Raw -713470.983325 + Penalty 3262.304146 = -710208.679180 nChanged 84 SP:Iteration 23Q (10275.450163 sec): 3 clusters Score: Raw -713526.583351 + Penalty 3262.304146 = -710264.279205 nChanged 71 SP:Iteration 24Q (10275.561094 sec): 3 clusters Score: Raw -713564.399439 + Penalty 3262.304146 = -710302.095293 nChanged 61 SP:Iteration 25Q (10275.693754 sec): 3 clusters Score: Raw -713590.804712 + Penalty 3262.304146 = -710328.500566 nChanged 35 SP:Iteration 26Q (10275.806562 sec): 3 clusters Score: Raw -713604.851343 + Penalty 3262.304146 = -710342.547197 nChanged 26 SP:Iteration 27Q (10275.932877 sec): 3 clusters Score: Raw -713615.178973 + Penalty 3262.304146 = -710352.874828 nChanged 29 SP:Iteration 28Q (10276.065020 sec): 3 clusters Score: Raw -713624.051375 + Penalty 3262.304146 = -710361.747230 nChanged 25 SP:Iteration 29Q (10276.178260 sec): 3 clusters Score: Raw -713629.931685 + Penalty 3262.304146 = -710367.627539 nChanged 14 SP:Iteration 30Q (10276.334610 sec): 3 clusters Score: Raw -713632.876064 + Penalty 3262.304146 = -710370.571918 nChanged 5 SP:Iteration 31Q (10276.442086 sec): 3 clusters Score: Raw -713633.473188 + Penalty 3262.304146 = -710371.169042 nChanged 3 SP:Iteration 32Q (10276.565196 sec): 3 clusters Score: Raw -713634.038033 + Penalty 3262.304146 = -710371.733887 nChanged 2 SP:Iteration 33Q (10276.690239 sec): 3 clusters Score: Raw -713634.469889 + Penalty 3262.304146 = -710372.165743 nChanged 3 SP:Iteration 34Q (10276.799580 sec): 3 clusters Score: Raw -713634.801499 + Penalty 3262.304146 = -710372.497353 nChanged 0 SP:Iteration 35F (10276.930250 sec): 3 clusters Score: Raw -713634.801499 + Penalty 3262.304146 = -710372.497353 nChanged 0 Trying to split cluster 6 (8245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10277.033866 sec): 2 clusters Score: Raw -466697.593526 + Penalty 1582.547072 = -465115.046453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10277.142019 sec): 3 clusters Score: Raw -462139.232685 + Penalty 3165.094144 = -458974.138541 nChanged 3549 SP:Iteration 1F (10277.280248 sec): 3 clusters Score: Raw -464152.888091 + Penalty 3165.094144 = -460987.793946 nChanged 644 SP:Iteration 2F (10277.381205 sec): 3 clusters Score: Raw -464549.759189 + Penalty 3165.094144 = -461384.665045 nChanged 552 SP:Iteration 3F (10277.510055 sec): 3 clusters Score: Raw -464891.359438 + Penalty 3165.094144 = -461726.265293 nChanged 479 SP:Iteration 4F (10277.634646 sec): 3 clusters Score: Raw -465195.643309 + Penalty 3165.094144 = -462030.549165 nChanged 418 SP:Iteration 5F (10277.758074 sec): 3 clusters Score: Raw -465452.394011 + Penalty 3165.094144 = -462287.299866 nChanged 373 SP:Iteration 6Q (10277.908424 sec): 3 clusters Score: Raw -465689.797508 + Penalty 3165.094144 = -462524.703363 nChanged 334 SP:Iteration 7Q (10278.015750 sec): 3 clusters Score: Raw -465917.398339 + Penalty 3165.094144 = -462752.304194 nChanged 350 SP:Iteration 8Q (10278.155232 sec): 3 clusters Score: Raw -466153.624659 + Penalty 3165.094144 = -462988.530514 nChanged 312 SP:Iteration 9Q (10278.282193 sec): 3 clusters Score: Raw -466377.566778 + Penalty 3165.094144 = -463212.472634 nChanged 284 SP:Iteration 10Q (10278.403587 sec): 3 clusters Score: Raw -466549.960843 + Penalty 3165.094144 = -463384.866698 nChanged 250 SP:Iteration 11Q (10278.536170 sec): 3 clusters Score: Raw -466703.435647 + Penalty 3165.094144 = -463538.341502 nChanged 195 SP:Iteration 12Q (10278.657871 sec): 3 clusters Score: Raw -466822.245519 + Penalty 3165.094144 = -463657.151374 nChanged 173 SP:Iteration 13Q (10278.750794 sec): 3 clusters Score: Raw -466913.172223 + Penalty 3165.094144 = -463748.078078 nChanged 134 SP:Iteration 14Q (10278.871163 sec): 3 clusters Score: Raw -466982.124518 + Penalty 3165.094144 = -463817.030373 nChanged 121 SP:Iteration 15Q (10278.990911 sec): 3 clusters Score: Raw -467040.989998 + Penalty 3165.094144 = -463875.895854 nChanged 101 SP:Iteration 16Q (10279.120997 sec): 3 clusters Score: Raw -467084.629097 + Penalty 3165.094144 = -463919.534953 nChanged 75 SP:Iteration 17Q (10279.238146 sec): 3 clusters Score: Raw -467119.948571 + Penalty 3165.094144 = -463954.854427 nChanged 90 SP:Iteration 18Q (10279.346248 sec): 3 clusters Score: Raw -467163.808820 + Penalty 3165.094144 = -463998.714676 nChanged 89 SP:Iteration 19Q (10279.475063 sec): 3 clusters Score: Raw -467201.611549 + Penalty 3165.094144 = -464036.517405 nChanged 71 SP:Iteration 20F (10279.576595 sec): 3 clusters Score: Raw -467224.945829 + Penalty 3165.094144 = -464059.851684 nChanged 60 SP:Iteration 21Q (10279.693938 sec): 3 clusters Score: Raw -467248.842359 + Penalty 3165.094144 = -464083.748215 nChanged 61 SP:Iteration 22Q (10279.799139 sec): 3 clusters Score: Raw -467271.464506 + Penalty 3165.094144 = -464106.370361 nChanged 58 SP:Iteration 23Q (10279.916011 sec): 3 clusters Score: Raw -467293.696017 + Penalty 3165.094144 = -464128.601873 nChanged 57 SP:Iteration 24Q (10280.016351 sec): 3 clusters Score: Raw -467316.867089 + Penalty 3165.094144 = -464151.772945 nChanged 65 SP:Iteration 25Q (10280.117939 sec): 3 clusters Score: Raw -467340.411761 + Penalty 3165.094144 = -464175.317616 nChanged 59 SP:Iteration 26Q (10280.251195 sec): 3 clusters Score: Raw -467360.524130 + Penalty 3165.094144 = -464195.429986 nChanged 49 SP:Iteration 27Q (10280.379208 sec): 3 clusters Score: Raw -467377.543908 + Penalty 3165.094144 = -464212.449763 nChanged 50 SP:Iteration 28Q (10280.508402 sec): 3 clusters Score: Raw -467398.086161 + Penalty 3165.094144 = -464232.992017 nChanged 55 SP:Iteration 29Q (10280.610097 sec): 3 clusters Score: Raw -467420.657061 + Penalty 3165.094144 = -464255.562916 nChanged 54 SP:Iteration 30Q (10280.711938 sec): 3 clusters Score: Raw -467445.226726 + Penalty 3165.094144 = -464280.132582 nChanged 71 SP:Iteration 31Q (10280.833894 sec): 3 clusters Score: Raw -467477.250547 + Penalty 3165.094144 = -464312.156402 nChanged 64 SP:Iteration 32Q (10280.950581 sec): 3 clusters Score: Raw -467506.046479 + Penalty 3165.094144 = -464340.952334 nChanged 51 SP:Iteration 33Q (10281.076618 sec): 3 clusters Score: Raw -467524.830763 + Penalty 3165.094144 = -464359.736618 nChanged 42 SP:Iteration 34Q (10281.213183 sec): 3 clusters Score: Raw -467540.965575 + Penalty 3165.094144 = -464375.871430 nChanged 36 SP:Iteration 35Q (10281.332815 sec): 3 clusters Score: Raw -467559.176129 + Penalty 3165.094144 = -464394.081985 nChanged 45 SP:Iteration 36Q (10281.464128 sec): 3 clusters Score: Raw -467581.881396 + Penalty 3165.094144 = -464416.787251 nChanged 46 SP:Iteration 37Q (10281.568744 sec): 3 clusters Score: Raw -467599.227750 + Penalty 3165.094144 = -464434.133605 nChanged 42 SP:Iteration 38Q (10281.691714 sec): 3 clusters Score: Raw -467614.922305 + Penalty 3165.094144 = -464449.828160 nChanged 41 SP:Iteration 39Q (10281.803820 sec): 3 clusters Score: Raw -467628.065080 + Penalty 3165.094144 = -464462.970936 nChanged 26 SP:Iteration 40F (10281.934508 sec): 3 clusters Score: Raw -467640.345532 + Penalty 3165.094144 = -464475.251388 nChanged 24 SP:Iteration 41Q (10282.058647 sec): 3 clusters Score: Raw -467646.133345 + Penalty 3165.094144 = -464481.039201 nChanged 16 SP:Iteration 42Q (10282.150669 sec): 3 clusters Score: Raw -467649.965609 + Penalty 3165.094144 = -464484.871465 nChanged 17 SP:Iteration 43Q (10282.270508 sec): 3 clusters Score: Raw -467653.553837 + Penalty 3165.094144 = -464488.459693 nChanged 10 SP:Iteration 44Q (10282.381033 sec): 3 clusters Score: Raw -467655.549541 + Penalty 3165.094144 = -464490.455396 nChanged 6 SP:Iteration 45Q (10282.487896 sec): 3 clusters Score: Raw -467657.038379 + Penalty 3165.094144 = -464491.944234 nChanged 6 SP:Iteration 46Q (10282.619146 sec): 3 clusters Score: Raw -467658.351641 + Penalty 3165.094144 = -464493.257496 nChanged 9 SP:Iteration 47Q (10282.730114 sec): 3 clusters Score: Raw -467660.613845 + Penalty 3165.094144 = -464495.519700 nChanged 9 SP:Iteration 48Q (10282.846255 sec): 3 clusters Score: Raw -467663.312019 + Penalty 3165.094144 = -464498.217875 nChanged 7 SP:Iteration 49Q (10282.966854 sec): 3 clusters Score: Raw -467665.889837 + Penalty 3165.094144 = -464500.795692 nChanged 8 SP:Iteration 50Q (10283.071546 sec): 3 clusters Score: Raw -467668.028497 + Penalty 3165.094144 = -464502.934353 nChanged 12 SP:Iteration 51Q (10283.205323 sec): 3 clusters Score: Raw -467671.142624 + Penalty 3165.094144 = -464506.048480 nChanged 13 SP:Iteration 52Q (10283.310316 sec): 3 clusters Score: Raw -467674.080006 + Penalty 3165.094144 = -464508.985861 nChanged 12 SP:Iteration 53Q (10283.421538 sec): 3 clusters Score: Raw -467677.087604 + Penalty 3165.094144 = -464511.993460 nChanged 14 SP:Iteration 54Q (10283.540705 sec): 3 clusters Score: Raw -467679.522051 + Penalty 3165.094144 = -464514.427906 nChanged 11 SP:Iteration 55Q (10283.677107 sec): 3 clusters Score: Raw -467681.737920 + Penalty 3165.094144 = -464516.643776 nChanged 8 SP:Iteration 56Q (10283.816822 sec): 3 clusters Score: Raw -467683.708575 + Penalty 3165.094144 = -464518.614430 nChanged 8 SP:Iteration 57Q (10283.915803 sec): 3 clusters Score: Raw -467686.044259 + Penalty 3165.094144 = -464520.950115 nChanged 13 SP:Iteration 58Q (10284.037344 sec): 3 clusters Score: Raw -467688.305133 + Penalty 3165.094144 = -464523.210989 nChanged 6 SP:Iteration 59Q (10284.158668 sec): 3 clusters Score: Raw -467689.412480 + Penalty 3165.094144 = -464524.318335 nChanged 4 SP:Iteration 60F (10284.296192 sec): 3 clusters Score: Raw -467689.943965 + Penalty 3165.094144 = -464524.849821 nChanged 3 SP:Iteration 61Q (10284.400642 sec): 3 clusters Score: Raw -467690.492163 + Penalty 3165.094144 = -464525.398018 nChanged 4 SP:Iteration 62Q (10284.529270 sec): 3 clusters Score: Raw -467691.790634 + Penalty 3165.094144 = -464526.696489 nChanged 7 SP:Iteration 63Q (10284.661277 sec): 3 clusters Score: Raw -467693.509336 + Penalty 3165.094144 = -464528.415191 nChanged 5 SP:Iteration 64Q (10284.761693 sec): 3 clusters Score: Raw -467695.254302 + Penalty 3165.094144 = -464530.160158 nChanged 6 SP:Iteration 65Q (10284.868189 sec): 3 clusters Score: Raw -467696.485261 + Penalty 3165.094144 = -464531.391117 nChanged 4 SP:Iteration 66Q (10284.970532 sec): 3 clusters Score: Raw -467696.751542 + Penalty 3165.094144 = -464531.657398 nChanged 0 SP:Iteration 67F (10285.072173 sec): 3 clusters Score: Raw -467696.751542 + Penalty 3165.094144 = -464531.657398 nChanged 0 Trying to split cluster 7 (7617 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10285.174508 sec): 2 clusters Score: Raw -465087.399895 + Penalty 1568.643196 = -463518.756699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10285.286884 sec): 3 clusters Score: Raw -461073.339092 + Penalty 3137.286393 = -457936.052699 nChanged 3195 SP:Iteration 1F (10285.400734 sec): 3 clusters Score: Raw -463270.049522 + Penalty 3137.286393 = -460132.763130 nChanged 717 SP:Iteration 2F (10285.499011 sec): 3 clusters Score: Raw -463830.670612 + Penalty 3137.286393 = -460693.384220 nChanged 553 SP:Iteration 3F (10285.598963 sec): 3 clusters Score: Raw -464264.375626 + Penalty 3137.286393 = -461127.089234 nChanged 437 SP:Iteration 4F (10285.724491 sec): 3 clusters Score: Raw -464581.733625 + Penalty 3137.286393 = -461444.447232 nChanged 359 SP:Iteration 5Q (10285.847281 sec): 3 clusters Score: Raw -464840.214781 + Penalty 3137.286393 = -461702.928388 nChanged 315 SP:Iteration 6Q (10285.977875 sec): 3 clusters Score: Raw -465042.567679 + Penalty 3137.286393 = -461905.281286 nChanged 265 SP:Iteration 7Q (10286.105795 sec): 3 clusters Score: Raw -465198.917432 + Penalty 3137.286393 = -462061.631039 nChanged 216 SP:Iteration 8Q (10286.216969 sec): 3 clusters Score: Raw -465321.497766 + Penalty 3137.286393 = -462184.211373 nChanged 195 SP:Iteration 9Q (10286.345350 sec): 3 clusters Score: Raw -465429.781461 + Penalty 3137.286393 = -462292.495068 nChanged 157 SP:Iteration 10Q (10286.455078 sec): 3 clusters Score: Raw -465505.573370 + Penalty 3137.286393 = -462368.286977 nChanged 131 SP:Iteration 11Q (10286.592106 sec): 3 clusters Score: Raw -465560.330502 + Penalty 3137.286393 = -462423.044110 nChanged 131 SP:Iteration 12Q (10286.697344 sec): 3 clusters Score: Raw -465613.904308 + Penalty 3137.286393 = -462476.617915 nChanged 124 SP:Iteration 13Q (10286.844720 sec): 3 clusters Score: Raw -465655.615908 + Penalty 3137.286393 = -462518.329515 nChanged 91 SP:Iteration 14Q (10286.954096 sec): 3 clusters Score: Raw -465682.929991 + Penalty 3137.286393 = -462545.643599 nChanged 89 SP:Iteration 15Q (10287.056868 sec): 3 clusters Score: Raw -465710.951617 + Penalty 3137.286393 = -462573.665225 nChanged 105 SP:Iteration 16Q (10287.178047 sec): 3 clusters Score: Raw -465745.434391 + Penalty 3137.286393 = -462608.147998 nChanged 90 SP:Iteration 17Q (10287.313706 sec): 3 clusters Score: Raw -465778.032589 + Penalty 3137.286393 = -462640.746197 nChanged 86 SP:Iteration 18Q (10287.440975 sec): 3 clusters Score: Raw -465805.628968 + Penalty 3137.286393 = -462668.342575 nChanged 83 SP:Iteration 19Q (10287.537472 sec): 3 clusters Score: Raw -465831.078393 + Penalty 3137.286393 = -462693.792000 nChanged 94 SP:Iteration 20F (10287.675808 sec): 3 clusters Score: Raw -465859.014037 + Penalty 3137.286393 = -462721.727644 nChanged 80 SP:Iteration 21Q (10287.781972 sec): 3 clusters Score: Raw -465880.196922 + Penalty 3137.286393 = -462742.910529 nChanged 73 SP:Iteration 22Q (10287.867696 sec): 3 clusters Score: Raw -465899.912051 + Penalty 3137.286393 = -462762.625658 nChanged 71 SP:Iteration 23Q (10287.994045 sec): 3 clusters Score: Raw -465921.204608 + Penalty 3137.286393 = -462783.918216 nChanged 72 SP:Iteration 24Q (10288.103150 sec): 3 clusters Score: Raw -465941.873084 + Penalty 3137.286393 = -462804.586692 nChanged 65 SP:Iteration 25Q (10288.234051 sec): 3 clusters Score: Raw -465959.782606 + Penalty 3137.286393 = -462822.496214 nChanged 55 SP:Iteration 26Q (10288.341469 sec): 3 clusters Score: Raw -465973.323399 + Penalty 3137.286393 = -462836.037006 nChanged 42 SP:Iteration 27Q (10288.458244 sec): 3 clusters Score: Raw -465983.206510 + Penalty 3137.286393 = -462845.920117 nChanged 39 SP:Iteration 28Q (10288.589244 sec): 3 clusters Score: Raw -465993.037773 + Penalty 3137.286393 = -462855.751381 nChanged 38 SP:Iteration 29Q (10288.697466 sec): 3 clusters Score: Raw -466004.217339 + Penalty 3137.286393 = -462866.930946 nChanged 35 SP:Iteration 30Q (10288.831485 sec): 3 clusters Score: Raw -466011.817757 + Penalty 3137.286393 = -462874.531364 nChanged 27 SP:Iteration 31Q (10288.953003 sec): 3 clusters Score: Raw -466016.242341 + Penalty 3137.286393 = -462878.955948 nChanged 23 SP:Iteration 32Q (10289.067039 sec): 3 clusters Score: Raw -466020.217098 + Penalty 3137.286393 = -462882.930706 nChanged 18 SP:Iteration 33Q (10289.202127 sec): 3 clusters Score: Raw -466024.696025 + Penalty 3137.286393 = -462887.409632 nChanged 25 SP:Iteration 34Q (10289.278959 sec): 3 clusters Score: Raw -466029.706213 + Penalty 3137.286393 = -462892.419821 nChanged 26 SP:Iteration 35Q (10289.398667 sec): 3 clusters Score: Raw -466035.633901 + Penalty 3137.286393 = -462898.347509 nChanged 30 SP:Iteration 36Q (10289.511071 sec): 3 clusters Score: Raw -466041.454199 + Penalty 3137.286393 = -462904.167807 nChanged 20 SP:Iteration 37Q (10289.629754 sec): 3 clusters Score: Raw -466045.108157 + Penalty 3137.286393 = -462907.821765 nChanged 16 SP:Iteration 38Q (10289.739922 sec): 3 clusters Score: Raw -466047.737618 + Penalty 3137.286393 = -462910.451226 nChanged 16 SP:Iteration 39Q (10289.876235 sec): 3 clusters Score: Raw -466050.412714 + Penalty 3137.286393 = -462913.126322 nChanged 17 SP:Iteration 40F (10289.968117 sec): 3 clusters Score: Raw -466053.243442 + Penalty 3137.286393 = -462915.957049 nChanged 15 SP:Iteration 41Q (10290.085540 sec): 3 clusters Score: Raw -466056.048091 + Penalty 3137.286393 = -462918.761699 nChanged 13 SP:Iteration 42Q (10290.212723 sec): 3 clusters Score: Raw -466058.324565 + Penalty 3137.286393 = -462921.038172 nChanged 9 SP:Iteration 43Q (10290.339796 sec): 3 clusters Score: Raw -466060.196638 + Penalty 3137.286393 = -462922.910245 nChanged 5 SP:Iteration 44Q (10290.457926 sec): 3 clusters Score: Raw -466061.146838 + Penalty 3137.286393 = -462923.860446 nChanged 4 SP:Iteration 45Q (10290.561912 sec): 3 clusters Score: Raw -466061.928318 + Penalty 3137.286393 = -462924.641926 nChanged 2 SP:Iteration 46Q (10290.687604 sec): 3 clusters Score: Raw -466062.050233 + Penalty 3137.286393 = -462924.763840 nChanged 1 SP:Iteration 47Q (10290.801269 sec): 3 clusters Score: Raw -466062.118887 + Penalty 3137.286393 = -462924.832494 nChanged 0 SP:Iteration 48F (10290.928898 sec): 3 clusters Score: Raw -466062.118887 + Penalty 3137.286393 = -462924.832494 nChanged 0 Trying to split cluster 8 (18871 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10290.995237 sec): 2 clusters Score: Raw -1296970.995132 + Penalty 1727.864476 = -1295243.130655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10291.162901 sec): 3 clusters Score: Raw -1285692.258094 + Penalty 3455.728953 = -1282236.529142 nChanged 8539 SP:Iteration 1F (10291.342009 sec): 3 clusters Score: Raw -1290597.346799 + Penalty 3455.728953 = -1287141.617846 nChanged 1161 SP:Iteration 2F (10291.517869 sec): 3 clusters Score: Raw -1291195.483530 + Penalty 3455.728953 = -1287739.754577 nChanged 1144 SP:Iteration 3F (10291.658899 sec): 3 clusters Score: Raw -1291827.081748 + Penalty 3455.728953 = -1288371.352795 nChanged 1143 SP:Iteration 4F (10291.805543 sec): 3 clusters Score: Raw -1292572.374573 + Penalty 3455.728953 = -1289116.645620 nChanged 1166 SP:Iteration 5F (10291.961207 sec): 3 clusters Score: Raw -1293436.178809 + Penalty 3455.728953 = -1289980.449856 nChanged 1085 SP:Iteration 6F (10292.094289 sec): 3 clusters Score: Raw -1294324.283793 + Penalty 3455.728953 = -1290868.554841 nChanged 1095 SP:Iteration 7F (10292.236955 sec): 3 clusters Score: Raw -1295189.028183 + Penalty 3455.728953 = -1291733.299230 nChanged 967 SP:Iteration 8F (10292.398588 sec): 3 clusters Score: Raw -1295862.652755 + Penalty 3455.728953 = -1292406.923802 nChanged 850 SP:Iteration 9Q (10292.537729 sec): 3 clusters Score: Raw -1296351.572023 + Penalty 3455.728953 = -1292895.843070 nChanged 682 SP:Iteration 10Q (10292.694984 sec): 3 clusters Score: Raw -1296690.235379 + Penalty 3455.728953 = -1293234.506427 nChanged 514 SP:Iteration 11Q (10292.830133 sec): 3 clusters Score: Raw -1296906.474547 + Penalty 3455.728953 = -1293450.745595 nChanged 443 SP:Iteration 12Q (10292.979693 sec): 3 clusters Score: Raw -1297073.634777 + Penalty 3455.728953 = -1293617.905825 nChanged 402 SP:Iteration 13Q (10293.138764 sec): 3 clusters Score: Raw -1297211.569678 + Penalty 3455.728953 = -1293755.840725 nChanged 330 SP:Iteration 14Q (10293.295784 sec): 3 clusters Score: Raw -1297335.160756 + Penalty 3455.728953 = -1293879.431804 nChanged 336 SP:Iteration 15Q (10293.423413 sec): 3 clusters Score: Raw -1297457.574111 + Penalty 3455.728953 = -1294001.845158 nChanged 335 SP:Iteration 16Q (10293.597091 sec): 3 clusters Score: Raw -1297601.066817 + Penalty 3455.728953 = -1294145.337864 nChanged 339 SP:Iteration 17Q (10293.762213 sec): 3 clusters Score: Raw -1297746.387391 + Penalty 3455.728953 = -1294290.658438 nChanged 327 SP:Iteration 18Q (10293.916240 sec): 3 clusters Score: Raw -1297887.914151 + Penalty 3455.728953 = -1294432.185198 nChanged 288 SP:Iteration 19Q (10294.043329 sec): 3 clusters Score: Raw -1298002.423258 + Penalty 3455.728953 = -1294546.694305 nChanged 268 SP:Iteration 20F (10294.190547 sec): 3 clusters Score: Raw -1298105.307847 + Penalty 3455.728953 = -1294649.578894 nChanged 233 SP:Iteration 21Q (10294.340985 sec): 3 clusters Score: Raw -1298204.514733 + Penalty 3455.728953 = -1294748.785781 nChanged 223 SP:Iteration 22Q (10294.491729 sec): 3 clusters Score: Raw -1298302.555983 + Penalty 3455.728953 = -1294846.827031 nChanged 231 SP:Iteration 23Q (10294.659347 sec): 3 clusters Score: Raw -1298406.246548 + Penalty 3455.728953 = -1294950.517596 nChanged 253 SP:Iteration 24Q (10294.796374 sec): 3 clusters Score: Raw -1298522.182171 + Penalty 3455.728953 = -1295066.453219 nChanged 210 SP:Iteration 25Q (10294.957599 sec): 3 clusters Score: Raw -1298606.396186 + Penalty 3455.728953 = -1295150.667233 nChanged 177 SP:Iteration 26Q (10295.107269 sec): 3 clusters Score: Raw -1298657.307967 + Penalty 3455.728953 = -1295201.579014 nChanged 123 SP:Iteration 27Q (10295.255879 sec): 3 clusters Score: Raw -1298688.491116 + Penalty 3455.728953 = -1295232.762164 nChanged 112 SP:Iteration 28Q (10295.420541 sec): 3 clusters Score: Raw -1298716.679514 + Penalty 3455.728953 = -1295260.950562 nChanged 97 SP:Iteration 29Q (10295.559403 sec): 3 clusters Score: Raw -1298740.947095 + Penalty 3455.728953 = -1295285.218142 nChanged 90 SP:Iteration 30Q (10295.707656 sec): 3 clusters Score: Raw -1298761.589565 + Penalty 3455.728953 = -1295305.860612 nChanged 74 SP:Iteration 31Q (10295.835766 sec): 3 clusters Score: Raw -1298776.553035 + Penalty 3455.728953 = -1295320.824082 nChanged 67 SP:Iteration 32Q (10295.998823 sec): 3 clusters Score: Raw -1298788.377307 + Penalty 3455.728953 = -1295332.648354 nChanged 54 SP:Iteration 33Q (10296.130178 sec): 3 clusters Score: Raw -1298797.350561 + Penalty 3455.728953 = -1295341.621609 nChanged 53 SP:Iteration 34Q (10296.302928 sec): 3 clusters Score: Raw -1298805.204402 + Penalty 3455.728953 = -1295349.475449 nChanged 46 SP:Iteration 35Q (10296.422767 sec): 3 clusters Score: Raw -1298812.096728 + Penalty 3455.728953 = -1295356.367776 nChanged 39 SP:Iteration 36Q (10296.570090 sec): 3 clusters Score: Raw -1298819.001554 + Penalty 3455.728953 = -1295363.272602 nChanged 46 SP:Iteration 37Q (10296.720406 sec): 3 clusters Score: Raw -1298827.864968 + Penalty 3455.728953 = -1295372.136015 nChanged 57 SP:Iteration 38Q (10296.875543 sec): 3 clusters Score: Raw -1298841.263742 + Penalty 3455.728953 = -1295385.534790 nChanged 65 SP:Iteration 39Q (10297.040062 sec): 3 clusters Score: Raw -1298854.960130 + Penalty 3455.728953 = -1295399.231177 nChanged 55 SP:Iteration 40F (10297.166752 sec): 3 clusters Score: Raw -1298863.463935 + Penalty 3455.728953 = -1295407.734983 nChanged 45 SP:Iteration 41Q (10297.309531 sec): 3 clusters Score: Raw -1298869.944776 + Penalty 3455.728953 = -1295414.215824 nChanged 41 SP:Iteration 42Q (10297.415776 sec): 3 clusters Score: Raw -1298875.172630 + Penalty 3455.728953 = -1295419.443677 nChanged 45 SP:Iteration 43Q (10297.556813 sec): 3 clusters Score: Raw -1298881.178272 + Penalty 3455.728953 = -1295425.449320 nChanged 44 SP:Iteration 44Q (10297.695028 sec): 3 clusters Score: Raw -1298886.675809 + Penalty 3455.728953 = -1295430.946856 nChanged 37 SP:Iteration 45Q (10297.818170 sec): 3 clusters Score: Raw -1298893.216073 + Penalty 3455.728953 = -1295437.487121 nChanged 48 SP:Iteration 46Q (10297.947846 sec): 3 clusters Score: Raw -1298902.504527 + Penalty 3455.728953 = -1295446.775575 nChanged 47 SP:Iteration 47Q (10298.092685 sec): 3 clusters Score: Raw -1298910.271470 + Penalty 3455.728953 = -1295454.542517 nChanged 44 SP:Iteration 48Q (10298.235391 sec): 3 clusters Score: Raw -1298917.935766 + Penalty 3455.728953 = -1295462.206814 nChanged 42 SP:Iteration 49Q (10298.372020 sec): 3 clusters Score: Raw -1298924.980535 + Penalty 3455.728953 = -1295469.251582 nChanged 35 SP:Iteration 50Q (10298.515544 sec): 3 clusters Score: Raw -1298929.055250 + Penalty 3455.728953 = -1295473.326297 nChanged 39 SP:Iteration 51Q (10298.679721 sec): 3 clusters Score: Raw -1298934.159210 + Penalty 3455.728953 = -1295478.430258 nChanged 31 SP:Iteration 52Q (10298.812910 sec): 3 clusters Score: Raw -1298937.112741 + Penalty 3455.728953 = -1295481.383788 nChanged 23 SP:Iteration 53Q (10298.969322 sec): 3 clusters Score: Raw -1298939.608929 + Penalty 3455.728953 = -1295483.879976 nChanged 20 SP:Iteration 54Q (10299.103795 sec): 3 clusters Score: Raw -1298941.233996 + Penalty 3455.728953 = -1295485.505043 nChanged 13 SP:Iteration 55Q (10299.225554 sec): 3 clusters Score: Raw -1298942.587110 + Penalty 3455.728953 = -1295486.858158 nChanged 14 SP:Iteration 56Q (10299.340377 sec): 3 clusters Score: Raw -1298943.549037 + Penalty 3455.728953 = -1295487.820085 nChanged 3 SP:Iteration 57Q (10299.495299 sec): 3 clusters Score: Raw -1298943.726293 + Penalty 3455.728953 = -1295487.997341 nChanged 4 SP:Iteration 58Q (10299.618371 sec): 3 clusters Score: Raw -1298944.052343 + Penalty 3455.728953 = -1295488.323391 nChanged 6 SP:Iteration 59Q (10299.787148 sec): 3 clusters Score: Raw -1298944.453406 + Penalty 3455.728953 = -1295488.724454 nChanged 6 SP:Iteration 60F (10299.919408 sec): 3 clusters Score: Raw -1298944.757552 + Penalty 3455.728953 = -1295489.028599 nChanged 3 SP:Iteration 61Q (10300.086791 sec): 3 clusters Score: Raw -1298945.025636 + Penalty 3455.728953 = -1295489.296684 nChanged 1 SP:Iteration 62Q (10300.219881 sec): 3 clusters Score: Raw -1298945.089338 + Penalty 3455.728953 = -1295489.360385 nChanged 0 SP:Iteration 63F (10300.366917 sec): 3 clusters Score: Raw -1298945.089338 + Penalty 3455.728953 = -1295489.360385 nChanged 0 Score: Raw -11968955.608348 + Penalty 66485.619895 = -11902469.988454 Splitting cluster 8 changes total score from -11902640.407975 to -11902469.988454 So it's not getting split. Trying to split cluster 9 (1879 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10308.477815 sec): 2 clusters Score: Raw -89366.874779 + Penalty 1323.005872 = -88043.868907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10308.581580 sec): 3 clusters Score: Raw -88626.598486 + Penalty 2646.011745 = -85980.586741 nChanged 628 SP:Iteration 1F (10308.673288 sec): 3 clusters Score: Raw -89236.170427 + Penalty 2646.011745 = -86590.158683 nChanged 197 SP:Iteration 2F (10308.750286 sec): 3 clusters Score: Raw -89510.433701 + Penalty 2646.011745 = -86864.421956 nChanged 132 SP:Iteration 3F (10308.852259 sec): 3 clusters Score: Raw -89693.548846 + Penalty 2646.011745 = -87047.537101 nChanged 106 SP:Iteration 4F (10308.935476 sec): 3 clusters Score: Raw -89830.347414 + Penalty 2646.011745 = -87184.335669 nChanged 77 SP:Iteration 5Q (10309.011614 sec): 3 clusters Score: Raw -89933.473434 + Penalty 2646.011745 = -87287.461689 nChanged 65 SP:Iteration 6Q (10309.103272 sec): 3 clusters Score: Raw -90020.969210 + Penalty 2646.011745 = -87374.957465 nChanged 51 SP:Iteration 7Q (10309.218072 sec): 3 clusters Score: Raw -90081.703468 + Penalty 2646.011745 = -87435.691724 nChanged 41 SP:Iteration 8Q (10309.322272 sec): 3 clusters Score: Raw -90124.753545 + Penalty 2646.011745 = -87478.741801 nChanged 29 SP:Iteration 9Q (10309.402439 sec): 3 clusters Score: Raw -90158.968066 + Penalty 2646.011745 = -87512.956321 nChanged 31 SP:Iteration 10Q (10309.505243 sec): 3 clusters Score: Raw -90195.661467 + Penalty 2646.011745 = -87549.649722 nChanged 33 SP:Iteration 11Q (10309.604608 sec): 3 clusters Score: Raw -90224.075555 + Penalty 2646.011745 = -87578.063810 nChanged 29 SP:Iteration 12Q (10309.710877 sec): 3 clusters Score: Raw -90248.011642 + Penalty 2646.011745 = -87601.999898 nChanged 20 SP:Iteration 13Q (10309.807219 sec): 3 clusters Score: Raw -90263.754956 + Penalty 2646.011745 = -87617.743212 nChanged 17 SP:Iteration 14Q (10309.904557 sec): 3 clusters Score: Raw -90278.064934 + Penalty 2646.011745 = -87632.053189 nChanged 17 SP:Iteration 15Q (10310.005059 sec): 3 clusters Score: Raw -90299.951838 + Penalty 2646.011745 = -87653.940093 nChanged 22 SP:Iteration 16Q (10310.104935 sec): 3 clusters Score: Raw -90332.121012 + Penalty 2646.011745 = -87686.109267 nChanged 20 SP:Iteration 17Q (10310.213304 sec): 3 clusters Score: Raw -90353.995373 + Penalty 2646.011745 = -87707.983628 nChanged 17 SP:Iteration 18Q (10310.318382 sec): 3 clusters Score: Raw -90373.703993 + Penalty 2646.011745 = -87727.692248 nChanged 17 SP:Iteration 19Q (10310.426189 sec): 3 clusters Score: Raw -90392.484082 + Penalty 2646.011745 = -87746.472338 nChanged 17 SP:Iteration 20F (10310.537278 sec): 3 clusters Score: Raw -90411.323207 + Penalty 2646.011745 = -87765.311463 nChanged 21 SP:Iteration 21Q (10310.631386 sec): 3 clusters Score: Raw -90429.576561 + Penalty 2646.011745 = -87783.564817 nChanged 19 SP:Iteration 22Q (10310.747287 sec): 3 clusters Score: Raw -90448.991795 + Penalty 2646.011745 = -87802.980050 nChanged 16 SP:Iteration 23Q (10310.850303 sec): 3 clusters Score: Raw -90470.516796 + Penalty 2646.011745 = -87824.505051 nChanged 18 SP:Iteration 24Q (10310.943330 sec): 3 clusters Score: Raw -90495.863288 + Penalty 2646.011745 = -87849.851543 nChanged 28 SP:Iteration 25Q (10311.041661 sec): 3 clusters Score: Raw -90527.757636 + Penalty 2646.011745 = -87881.745891 nChanged 21 SP:Iteration 26Q (10311.134588 sec): 3 clusters Score: Raw -90543.624408 + Penalty 2646.011745 = -87897.612663 nChanged 21 SP:Iteration 27Q (10311.264383 sec): 3 clusters Score: Raw -90564.635132 + Penalty 2646.011745 = -87918.623387 nChanged 14 SP:Iteration 28Q (10311.372998 sec): 3 clusters Score: Raw -90576.551052 + Penalty 2646.011745 = -87930.539308 nChanged 15 SP:Iteration 29Q (10311.472450 sec): 3 clusters Score: Raw -90596.507709 + Penalty 2646.011745 = -87950.495964 nChanged 20 SP:Iteration 30Q (10311.579565 sec): 3 clusters Score: Raw -90625.617102 + Penalty 2646.011745 = -87979.605357 nChanged 19 SP:Iteration 31Q (10311.680828 sec): 3 clusters Score: Raw -90649.739753 + Penalty 2646.011745 = -88003.728008 nChanged 18 SP:Iteration 32Q (10311.779548 sec): 3 clusters Score: Raw -90678.307516 + Penalty 2646.011745 = -88032.295772 nChanged 30 SP:Iteration 33Q (10311.890315 sec): 3 clusters Score: Raw -90724.342746 + Penalty 2646.011745 = -88078.331001 nChanged 29 SP:Iteration 34Q (10311.996097 sec): 3 clusters Score: Raw -90765.229468 + Penalty 2646.011745 = -88119.217723 nChanged 23 SP:Iteration 35Q (10312.073281 sec): 3 clusters Score: Raw -90782.548370 + Penalty 2646.011745 = -88136.536626 nChanged 12 SP:Iteration 36Q (10312.183287 sec): 3 clusters Score: Raw -90788.752027 + Penalty 2646.011745 = -88142.740282 nChanged 5 SP:Iteration 37Q (10312.252141 sec): 3 clusters Score: Raw -90791.840755 + Penalty 2646.011745 = -88145.829010 nChanged 1 SP:Iteration 38Q (10312.344402 sec): 3 clusters Score: Raw -90793.119141 + Penalty 2646.011745 = -88147.107396 nChanged 1 SP:Iteration 39Q (10312.424561 sec): 3 clusters Score: Raw -90793.545151 + Penalty 2646.011745 = -88147.533406 nChanged 1 SP:Iteration 40F (10312.498200 sec): 3 clusters Score: Raw -90793.974664 + Penalty 2646.011745 = -88147.962920 nChanged 2 SP:Iteration 41Q (10312.582578 sec): 3 clusters Score: Raw -90794.884792 + Penalty 2646.011745 = -88148.873048 nChanged 1 SP:Iteration 42Q (10312.667601 sec): 3 clusters Score: Raw -90795.802761 + Penalty 2646.011745 = -88149.791017 nChanged 3 SP:Iteration 43Q (10312.758429 sec): 3 clusters Score: Raw -90796.998433 + Penalty 2646.011745 = -88150.986688 nChanged 3 SP:Iteration 44Q (10312.823112 sec): 3 clusters Score: Raw -90798.713393 + Penalty 2646.011745 = -88152.701648 nChanged 3 SP:Iteration 45Q (10312.911441 sec): 3 clusters Score: Raw -90800.528121 + Penalty 2646.011745 = -88154.516376 nChanged 5 SP:Iteration 46Q (10312.969771 sec): 3 clusters Score: Raw -90803.735516 + Penalty 2646.011745 = -88157.723772 nChanged 5 SP:Iteration 47Q (10313.075308 sec): 3 clusters Score: Raw -90806.740807 + Penalty 2646.011745 = -88160.729063 nChanged 9 SP:Iteration 48Q (10313.140242 sec): 3 clusters Score: Raw -90812.628189 + Penalty 2646.011745 = -88166.616444 nChanged 8 SP:Iteration 49Q (10313.244686 sec): 3 clusters Score: Raw -90817.219039 + Penalty 2646.011745 = -88171.207294 nChanged 9 SP:Iteration 50Q (10313.327773 sec): 3 clusters Score: Raw -90822.769976 + Penalty 2646.011745 = -88176.758232 nChanged 6 SP:Iteration 51Q (10313.414640 sec): 3 clusters Score: Raw -90825.677477 + Penalty 2646.011745 = -88179.665732 nChanged 1 SP:Iteration 52Q (10313.502666 sec): 3 clusters Score: Raw -90825.931381 + Penalty 2646.011745 = -88179.919637 nChanged 1 SP:Iteration 53Q (10313.591187 sec): 3 clusters Score: Raw -90826.362046 + Penalty 2646.011745 = -88180.350301 nChanged 0 SP:Iteration 54F (10313.667567 sec): 3 clusters Score: Raw -90826.362046 + Penalty 2646.011745 = -88180.350301 nChanged 0 Score: Raw -11968441.001409 + Penalty 66485.619895 = -11901955.381515 Splitting cluster 9 changes total score from -11902640.407975 to -11901955.381515 So it's not getting split. Trying to split cluster 10 (9791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10319.709309 sec): 2 clusters Score: Raw -639792.805958 + Penalty 1612.707913 = -638180.098046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10319.791666 sec): 3 clusters Score: Raw -634268.074948 + Penalty 3225.415825 = -631042.659123 nChanged 4243 SP:Iteration 1F (10319.893628 sec): 3 clusters Score: Raw -636811.216426 + Penalty 3225.415825 = -633585.800600 nChanged 822 SP:Iteration 2F (10320.001654 sec): 3 clusters Score: Raw -637422.137013 + Penalty 3225.415825 = -634196.721188 nChanged 791 SP:Iteration 3F (10320.089700 sec): 3 clusters Score: Raw -638001.664458 + Penalty 3225.415825 = -634776.248632 nChanged 707 SP:Iteration 4F (10320.204240 sec): 3 clusters Score: Raw -638548.079155 + Penalty 3225.415825 = -635322.663330 nChanged 582 SP:Iteration 5F (10320.290429 sec): 3 clusters Score: Raw -638933.178107 + Penalty 3225.415825 = -635707.762282 nChanged 420 SP:Iteration 6Q (10320.403287 sec): 3 clusters Score: Raw -639183.457042 + Penalty 3225.415825 = -635958.041217 nChanged 335 SP:Iteration 7Q (10320.500569 sec): 3 clusters Score: Raw -639378.586995 + Penalty 3225.415825 = -636153.171170 nChanged 287 SP:Iteration 8Q (10320.605861 sec): 3 clusters Score: Raw -639541.089411 + Penalty 3225.415825 = -636315.673586 nChanged 248 SP:Iteration 9Q (10320.705575 sec): 3 clusters Score: Raw -639692.642822 + Penalty 3225.415825 = -636467.226997 nChanged 236 SP:Iteration 10Q (10320.802940 sec): 3 clusters Score: Raw -639837.194434 + Penalty 3225.415825 = -636611.778609 nChanged 237 SP:Iteration 11Q (10320.903193 sec): 3 clusters Score: Raw -639996.233742 + Penalty 3225.415825 = -636770.817917 nChanged 233 SP:Iteration 12Q (10321.001149 sec): 3 clusters Score: Raw -640171.121870 + Penalty 3225.415825 = -636945.706045 nChanged 222 SP:Iteration 13Q (10321.099317 sec): 3 clusters Score: Raw -640346.901234 + Penalty 3225.415825 = -637121.485409 nChanged 207 SP:Iteration 14Q (10321.188897 sec): 3 clusters Score: Raw -640518.831974 + Penalty 3225.415825 = -637293.416149 nChanged 219 SP:Iteration 15Q (10321.301128 sec): 3 clusters Score: Raw -640733.526108 + Penalty 3225.415825 = -637508.110282 nChanged 196 SP:Iteration 16Q (10321.402597 sec): 3 clusters Score: Raw -640899.258394 + Penalty 3225.415825 = -637673.842569 nChanged 149 SP:Iteration 17Q (10321.497937 sec): 3 clusters Score: Raw -641005.816323 + Penalty 3225.415825 = -637780.400497 nChanged 135 SP:Iteration 18Q (10321.595637 sec): 3 clusters Score: Raw -641111.851938 + Penalty 3225.415825 = -637886.436113 nChanged 127 SP:Iteration 19Q (10321.699703 sec): 3 clusters Score: Raw -641196.163923 + Penalty 3225.415825 = -637970.748098 nChanged 109 SP:Iteration 20F (10321.802978 sec): 3 clusters Score: Raw -641258.866426 + Penalty 3225.415825 = -638033.450601 nChanged 83 SP:Iteration 21Q (10321.886124 sec): 3 clusters Score: Raw -641300.792641 + Penalty 3225.415825 = -638075.376816 nChanged 49 SP:Iteration 22Q (10322.006254 sec): 3 clusters Score: Raw -641318.608698 + Penalty 3225.415825 = -638093.192873 nChanged 31 SP:Iteration 23Q (10322.088194 sec): 3 clusters Score: Raw -641326.654494 + Penalty 3225.415825 = -638101.238669 nChanged 23 SP:Iteration 24Q (10322.206011 sec): 3 clusters Score: Raw -641333.393080 + Penalty 3225.415825 = -638107.977255 nChanged 24 SP:Iteration 25Q (10322.280182 sec): 3 clusters Score: Raw -641339.297140 + Penalty 3225.415825 = -638113.881315 nChanged 23 SP:Iteration 26Q (10322.391637 sec): 3 clusters Score: Raw -641345.893218 + Penalty 3225.415825 = -638120.477392 nChanged 19 SP:Iteration 27Q (10322.508753 sec): 3 clusters Score: Raw -641351.397520 + Penalty 3225.415825 = -638125.981695 nChanged 13 SP:Iteration 28Q (10322.610371 sec): 3 clusters Score: Raw -641355.699934 + Penalty 3225.415825 = -638130.284109 nChanged 23 SP:Iteration 29Q (10322.693455 sec): 3 clusters Score: Raw -641363.809975 + Penalty 3225.415825 = -638138.394150 nChanged 25 SP:Iteration 30Q (10322.809270 sec): 3 clusters Score: Raw -641372.141055 + Penalty 3225.415825 = -638146.725230 nChanged 24 SP:Iteration 31Q (10322.909381 sec): 3 clusters Score: Raw -641377.705476 + Penalty 3225.415825 = -638152.289650 nChanged 18 SP:Iteration 32Q (10323.009250 sec): 3 clusters Score: Raw -641382.469823 + Penalty 3225.415825 = -638157.053997 nChanged 13 SP:Iteration 33Q (10323.105621 sec): 3 clusters Score: Raw -641386.096500 + Penalty 3225.415825 = -638160.680674 nChanged 7 SP:Iteration 34Q (10323.213269 sec): 3 clusters Score: Raw -641387.685864 + Penalty 3225.415825 = -638162.270039 nChanged 11 SP:Iteration 35Q (10323.315153 sec): 3 clusters Score: Raw -641390.591480 + Penalty 3225.415825 = -638165.175655 nChanged 12 SP:Iteration 36Q (10323.418593 sec): 3 clusters Score: Raw -641393.528273 + Penalty 3225.415825 = -638168.112447 nChanged 15 SP:Iteration 37Q (10323.502248 sec): 3 clusters Score: Raw -641397.269729 + Penalty 3225.415825 = -638171.853904 nChanged 10 SP:Iteration 38Q (10323.624463 sec): 3 clusters Score: Raw -641401.673872 + Penalty 3225.415825 = -638176.258047 nChanged 18 SP:Iteration 39Q (10323.708404 sec): 3 clusters Score: Raw -641408.223401 + Penalty 3225.415825 = -638182.807576 nChanged 20 SP:Iteration 40F (10323.830699 sec): 3 clusters Score: Raw -641415.148675 + Penalty 3225.415825 = -638189.732850 nChanged 18 SP:Iteration 41Q (10323.933424 sec): 3 clusters Score: Raw -641419.513513 + Penalty 3225.415825 = -638194.097688 nChanged 16 SP:Iteration 42Q (10324.033035 sec): 3 clusters Score: Raw -641425.124030 + Penalty 3225.415825 = -638199.708205 nChanged 19 SP:Iteration 43Q (10324.115743 sec): 3 clusters Score: Raw -641433.408361 + Penalty 3225.415825 = -638207.992536 nChanged 22 SP:Iteration 44Q (10324.213006 sec): 3 clusters Score: Raw -641443.956430 + Penalty 3225.415825 = -638218.540605 nChanged 22 SP:Iteration 45Q (10324.275032 sec): 3 clusters Score: Raw -641454.165317 + Penalty 3225.415825 = -638228.749492 nChanged 24 SP:Iteration 46Q (10324.374860 sec): 3 clusters Score: Raw -641465.522127 + Penalty 3225.415825 = -638240.106302 nChanged 24 SP:Iteration 47Q (10324.491238 sec): 3 clusters Score: Raw -641476.239717 + Penalty 3225.415825 = -638250.823892 nChanged 24 SP:Iteration 48Q (10324.586000 sec): 3 clusters Score: Raw -641490.877354 + Penalty 3225.415825 = -638265.461529 nChanged 23 SP:Iteration 49Q (10324.663680 sec): 3 clusters Score: Raw -641506.876512 + Penalty 3225.415825 = -638281.460686 nChanged 26 SP:Iteration 50Q (10324.753731 sec): 3 clusters Score: Raw -641521.281297 + Penalty 3225.415825 = -638295.865471 nChanged 30 SP:Iteration 51Q (10324.868703 sec): 3 clusters Score: Raw -641557.636622 + Penalty 3225.415825 = -638332.220796 nChanged 40 SP:Iteration 52Q (10324.974051 sec): 3 clusters Score: Raw -641603.374646 + Penalty 3225.415825 = -638377.958820 nChanged 41 SP:Iteration 53Q (10325.095384 sec): 3 clusters Score: Raw -641628.782576 + Penalty 3225.415825 = -638403.366751 nChanged 35 SP:Iteration 54Q (10325.205676 sec): 3 clusters Score: Raw -641648.252303 + Penalty 3225.415825 = -638422.836478 nChanged 26 SP:Iteration 55Q (10325.320815 sec): 3 clusters Score: Raw -641659.459759 + Penalty 3225.415825 = -638434.043934 nChanged 13 SP:Iteration 56Q (10325.436078 sec): 3 clusters Score: Raw -641667.001164 + Penalty 3225.415825 = -638441.585339 nChanged 12 SP:Iteration 57Q (10325.582651 sec): 3 clusters Score: Raw -641672.336020 + Penalty 3225.415825 = -638446.920195 nChanged 8 SP:Iteration 58Q (10325.696888 sec): 3 clusters Score: Raw -641674.423379 + Penalty 3225.415825 = -638449.007554 nChanged 4 SP:Iteration 59Q (10325.829834 sec): 3 clusters Score: Raw -641675.205264 + Penalty 3225.415825 = -638449.789439 nChanged 0 SP:Iteration 60F (10325.950900 sec): 3 clusters Score: Raw -641675.205264 + Penalty 3225.415825 = -638449.789439 nChanged 0 Score: Raw -11968863.913448 + Penalty 66485.619895 = -11902378.293553 Splitting cluster 10 changes total score from -11902640.407975 to -11902378.293553 So it's not getting split. Trying to split cluster 11 (4548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10332.599639 sec): 2 clusters Score: Raw -240989.317065 + Penalty 1478.138721 = -239511.178344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10332.671796 sec): 3 clusters Score: Raw -238661.192852 + Penalty 2956.277442 = -235704.915410 nChanged 1830 SP:Iteration 1F (10332.783736 sec): 3 clusters Score: Raw -239916.240133 + Penalty 2956.277442 = -236959.962691 nChanged 445 SP:Iteration 2F (10332.848636 sec): 3 clusters Score: Raw -240306.868773 + Penalty 2956.277442 = -237350.591331 nChanged 329 SP:Iteration 3F (10332.937074 sec): 3 clusters Score: Raw -240565.599106 + Penalty 2956.277442 = -237609.321664 nChanged 251 SP:Iteration 4F (10333.024454 sec): 3 clusters Score: Raw -240764.315931 + Penalty 2956.277442 = -237808.038489 nChanged 209 SP:Iteration 5Q (10333.115168 sec): 3 clusters Score: Raw -240908.481331 + Penalty 2956.277442 = -237952.203888 nChanged 162 SP:Iteration 6Q (10333.218890 sec): 3 clusters Score: Raw -241012.604971 + Penalty 2956.277442 = -238056.327529 nChanged 138 SP:Iteration 7Q (10333.301256 sec): 3 clusters Score: Raw -241095.348273 + Penalty 2956.277442 = -238139.070831 nChanged 138 SP:Iteration 8Q (10333.383250 sec): 3 clusters Score: Raw -241177.155725 + Penalty 2956.277442 = -238220.878283 nChanged 131 SP:Iteration 9Q (10333.495632 sec): 3 clusters Score: Raw -241254.992479 + Penalty 2956.277442 = -238298.715037 nChanged 108 SP:Iteration 10Q (10333.587641 sec): 3 clusters Score: Raw -241314.660750 + Penalty 2956.277442 = -238358.383308 nChanged 106 SP:Iteration 11Q (10333.675319 sec): 3 clusters Score: Raw -241368.304983 + Penalty 2956.277442 = -238412.027541 nChanged 84 SP:Iteration 12Q (10333.766670 sec): 3 clusters Score: Raw -241407.369772 + Penalty 2956.277442 = -238451.092330 nChanged 81 SP:Iteration 13Q (10333.852665 sec): 3 clusters Score: Raw -241445.859292 + Penalty 2956.277442 = -238489.581850 nChanged 65 SP:Iteration 14Q (10333.928342 sec): 3 clusters Score: Raw -241470.868513 + Penalty 2956.277442 = -238514.591070 nChanged 50 SP:Iteration 15Q (10334.021700 sec): 3 clusters Score: Raw -241487.951189 + Penalty 2956.277442 = -238531.673747 nChanged 47 SP:Iteration 16Q (10334.121330 sec): 3 clusters Score: Raw -241504.303861 + Penalty 2956.277442 = -238548.026419 nChanged 40 SP:Iteration 17Q (10334.197232 sec): 3 clusters Score: Raw -241519.096975 + Penalty 2956.277442 = -238562.819533 nChanged 37 SP:Iteration 18Q (10334.293460 sec): 3 clusters Score: Raw -241529.848333 + Penalty 2956.277442 = -238573.570891 nChanged 25 SP:Iteration 19Q (10334.406026 sec): 3 clusters Score: Raw -241537.101106 + Penalty 2956.277442 = -238580.823664 nChanged 15 SP:Iteration 20F (10334.501689 sec): 3 clusters Score: Raw -241541.994086 + Penalty 2956.277442 = -238585.716644 nChanged 24 SP:Iteration 21Q (10334.593891 sec): 3 clusters Score: Raw -241549.360990 + Penalty 2956.277442 = -238593.083548 nChanged 21 SP:Iteration 22Q (10334.689246 sec): 3 clusters Score: Raw -241556.987311 + Penalty 2956.277442 = -238600.709869 nChanged 30 SP:Iteration 23Q (10334.766490 sec): 3 clusters Score: Raw -241566.060893 + Penalty 2956.277442 = -238609.783451 nChanged 17 SP:Iteration 24Q (10334.860762 sec): 3 clusters Score: Raw -241570.759680 + Penalty 2956.277442 = -238614.482238 nChanged 17 SP:Iteration 25Q (10334.958059 sec): 3 clusters Score: Raw -241575.756981 + Penalty 2956.277442 = -238619.479539 nChanged 25 SP:Iteration 26Q (10335.050844 sec): 3 clusters Score: Raw -241583.681273 + Penalty 2956.277442 = -238627.403831 nChanged 25 SP:Iteration 27Q (10335.133372 sec): 3 clusters Score: Raw -241591.378466 + Penalty 2956.277442 = -238635.101023 nChanged 17 SP:Iteration 28Q (10335.227033 sec): 3 clusters Score: Raw -241597.051835 + Penalty 2956.277442 = -238640.774393 nChanged 21 SP:Iteration 29Q (10335.314401 sec): 3 clusters Score: Raw -241605.268985 + Penalty 2956.277442 = -238648.991543 nChanged 26 SP:Iteration 30Q (10335.388613 sec): 3 clusters Score: Raw -241613.808656 + Penalty 2956.277442 = -238657.531214 nChanged 22 SP:Iteration 31Q (10335.483788 sec): 3 clusters Score: Raw -241621.472666 + Penalty 2956.277442 = -238665.195224 nChanged 24 SP:Iteration 32Q (10335.581894 sec): 3 clusters Score: Raw -241630.302441 + Penalty 2956.277442 = -238674.024999 nChanged 29 SP:Iteration 33Q (10335.672725 sec): 3 clusters Score: Raw -241642.379261 + Penalty 2956.277442 = -238686.101819 nChanged 29 SP:Iteration 34Q (10335.748422 sec): 3 clusters Score: Raw -241660.835259 + Penalty 2956.277442 = -238704.557817 nChanged 33 SP:Iteration 35Q (10335.842712 sec): 3 clusters Score: Raw -241676.182719 + Penalty 2956.277442 = -238719.905277 nChanged 39 SP:Iteration 36Q (10335.930705 sec): 3 clusters Score: Raw -241694.027865 + Penalty 2956.277442 = -238737.750423 nChanged 40 SP:Iteration 37Q (10336.024447 sec): 3 clusters Score: Raw -241715.798892 + Penalty 2956.277442 = -238759.521450 nChanged 39 SP:Iteration 38Q (10336.136651 sec): 3 clusters Score: Raw -241734.695718 + Penalty 2956.277442 = -238778.418276 nChanged 40 SP:Iteration 39Q (10336.208208 sec): 3 clusters Score: Raw -241761.819835 + Penalty 2956.277442 = -238805.542393 nChanged 44 SP:Iteration 40F (10336.294386 sec): 3 clusters Score: Raw -241781.702461 + Penalty 2956.277442 = -238825.425019 nChanged 29 SP:Iteration 41Q (10336.382124 sec): 3 clusters Score: Raw -241795.249938 + Penalty 2956.277442 = -238838.972496 nChanged 35 SP:Iteration 42Q (10336.472846 sec): 3 clusters Score: Raw -241812.257788 + Penalty 2956.277442 = -238855.980346 nChanged 29 SP:Iteration 43Q (10336.559637 sec): 3 clusters Score: Raw -241823.333745 + Penalty 2956.277442 = -238867.056303 nChanged 32 SP:Iteration 44Q (10336.667633 sec): 3 clusters Score: Raw -241837.327805 + Penalty 2956.277442 = -238881.050363 nChanged 28 SP:Iteration 45Q (10336.748448 sec): 3 clusters Score: Raw -241850.296257 + Penalty 2956.277442 = -238894.018815 nChanged 29 SP:Iteration 46Q (10336.846469 sec): 3 clusters Score: Raw -241862.521683 + Penalty 2956.277442 = -238906.244241 nChanged 20 SP:Iteration 47Q (10336.933139 sec): 3 clusters Score: Raw -241868.812459 + Penalty 2956.277442 = -238912.535017 nChanged 13 SP:Iteration 48Q (10337.021216 sec): 3 clusters Score: Raw -241873.503880 + Penalty 2956.277442 = -238917.226438 nChanged 10 SP:Iteration 49Q (10337.089791 sec): 3 clusters Score: Raw -241878.697026 + Penalty 2956.277442 = -238922.419584 nChanged 13 SP:Iteration 50Q (10337.200851 sec): 3 clusters Score: Raw -241884.441370 + Penalty 2956.277442 = -238928.163928 nChanged 13 SP:Iteration 51Q (10337.271963 sec): 3 clusters Score: Raw -241889.045237 + Penalty 2956.277442 = -238932.767795 nChanged 10 SP:Iteration 52Q (10337.363715 sec): 3 clusters Score: Raw -241891.611139 + Penalty 2956.277442 = -238935.333696 nChanged 3 SP:Iteration 53Q (10337.453560 sec): 3 clusters Score: Raw -241892.922635 + Penalty 2956.277442 = -238936.645193 nChanged 10 SP:Iteration 54Q (10337.544839 sec): 3 clusters Score: Raw -241896.223142 + Penalty 2956.277442 = -238939.945700 nChanged 7 SP:Iteration 55Q (10337.623974 sec): 3 clusters Score: Raw -241899.278225 + Penalty 2956.277442 = -238943.000783 nChanged 3 SP:Iteration 56Q (10337.735768 sec): 3 clusters Score: Raw -241900.144770 + Penalty 2956.277442 = -238943.867328 nChanged 3 SP:Iteration 57Q (10337.822890 sec): 3 clusters Score: Raw -241902.109970 + Penalty 2956.277442 = -238945.832528 nChanged 4 SP:Iteration 58Q (10337.898632 sec): 3 clusters Score: Raw -241903.843586 + Penalty 2956.277442 = -238947.566143 nChanged 6 SP:Iteration 59Q (10337.989419 sec): 3 clusters Score: Raw -241906.170529 + Penalty 2956.277442 = -238949.893087 nChanged 6 SP:Iteration 60F (10338.093445 sec): 3 clusters Score: Raw -241909.101944 + Penalty 2956.277442 = -238952.824502 nChanged 8 SP:Iteration 61Q (10338.169597 sec): 3 clusters Score: Raw -241912.008218 + Penalty 2956.277442 = -238955.730776 nChanged 6 SP:Iteration 62Q (10338.263821 sec): 3 clusters Score: Raw -241914.329171 + Penalty 2956.277442 = -238958.051729 nChanged 4 SP:Iteration 63Q (10338.360482 sec): 3 clusters Score: Raw -241915.166632 + Penalty 2956.277442 = -238958.889190 nChanged 3 SP:Iteration 64Q (10338.446682 sec): 3 clusters Score: Raw -241915.982208 + Penalty 2956.277442 = -238959.704766 nChanged 8 SP:Iteration 65Q (10338.548924 sec): 3 clusters Score: Raw -241918.648859 + Penalty 2956.277442 = -238962.371417 nChanged 9 SP:Iteration 66Q (10338.638573 sec): 3 clusters Score: Raw -241922.578320 + Penalty 2956.277442 = -238966.300878 nChanged 14 SP:Iteration 67Q (10338.721570 sec): 3 clusters Score: Raw -241927.970720 + Penalty 2956.277442 = -238971.693278 nChanged 10 SP:Iteration 68Q (10338.819322 sec): 3 clusters Score: Raw -241932.779584 + Penalty 2956.277442 = -238976.502142 nChanged 9 SP:Iteration 69Q (10338.905728 sec): 3 clusters Score: Raw -241937.507696 + Penalty 2956.277442 = -238981.230253 nChanged 14 SP:Iteration 70Q (10338.997415 sec): 3 clusters Score: Raw -241945.269365 + Penalty 2956.277442 = -238988.991923 nChanged 20 SP:Iteration 71Q (10339.084717 sec): 3 clusters Score: Raw -241952.046540 + Penalty 2956.277442 = -238995.769098 nChanged 20 SP:Iteration 72Q (10339.173862 sec): 3 clusters Score: Raw -241958.440313 + Penalty 2956.277442 = -239002.162871 nChanged 11 SP:Iteration 73Q (10339.257282 sec): 3 clusters Score: Raw -241963.527238 + Penalty 2956.277442 = -239007.249796 nChanged 14 SP:Iteration 74Q (10339.343967 sec): 3 clusters Score: Raw -241969.674102 + Penalty 2956.277442 = -239013.396660 nChanged 9 SP:Iteration 75Q (10339.425233 sec): 3 clusters Score: Raw -241973.027158 + Penalty 2956.277442 = -239016.749716 nChanged 6 SP:Iteration 76Q (10339.511089 sec): 3 clusters Score: Raw -241974.955407 + Penalty 2956.277442 = -239018.677965 nChanged 5 SP:Iteration 77Q (10339.594695 sec): 3 clusters Score: Raw -241976.784114 + Penalty 2956.277442 = -239020.506672 nChanged 4 SP:Iteration 78Q (10339.687008 sec): 3 clusters Score: Raw -241977.831065 + Penalty 2956.277442 = -239021.553623 nChanged 4 SP:Iteration 79Q (10339.774780 sec): 3 clusters Score: Raw -241979.530762 + Penalty 2956.277442 = -239023.253320 nChanged 5 SP:Iteration 80F (10339.861151 sec): 3 clusters Score: Raw -241982.148155 + Penalty 2956.277442 = -239025.870713 nChanged 6 SP:Iteration 81Q (10339.938281 sec): 3 clusters Score: Raw -241983.823975 + Penalty 2956.277442 = -239027.546533 nChanged 3 SP:Iteration 82Q (10340.030752 sec): 3 clusters Score: Raw -241984.568949 + Penalty 2956.277442 = -239028.291507 nChanged 2 SP:Iteration 83Q (10340.141993 sec): 3 clusters Score: Raw -241984.978055 + Penalty 2956.277442 = -239028.700613 nChanged 4 SP:Iteration 84Q (10340.207502 sec): 3 clusters Score: Raw -241985.940863 + Penalty 2956.277442 = -239029.663421 nChanged 2 SP:Iteration 85Q (10340.293989 sec): 3 clusters Score: Raw -241986.400430 + Penalty 2956.277442 = -239030.122988 nChanged 1 SP:Iteration 86Q (10340.386540 sec): 3 clusters Score: Raw -241986.806714 + Penalty 2956.277442 = -239030.529272 nChanged 4 SP:Iteration 87Q (10340.495071 sec): 3 clusters Score: Raw -241988.788685 + Penalty 2956.277442 = -239032.511242 nChanged 6 SP:Iteration 88Q (10340.579915 sec): 3 clusters Score: Raw -241990.695991 + Penalty 2956.277442 = -239034.418549 nChanged 5 SP:Iteration 89Q (10340.673041 sec): 3 clusters Score: Raw -241992.200625 + Penalty 2956.277442 = -239035.923183 nChanged 5 SP:Iteration 90Q (10340.761823 sec): 3 clusters Score: Raw -241994.993352 + Penalty 2956.277442 = -239038.715910 nChanged 4 SP:Iteration 91Q (10340.853030 sec): 3 clusters Score: Raw -241996.924528 + Penalty 2956.277442 = -239040.647086 nChanged 4 SP:Iteration 92Q (10340.926521 sec): 3 clusters Score: Raw -241999.834162 + Penalty 2956.277442 = -239043.556720 nChanged 6 SP:Iteration 93Q (10341.032485 sec): 3 clusters Score: Raw -242001.874378 + Penalty 2956.277442 = -239045.596936 nChanged 4 SP:Iteration 94Q (10341.124464 sec): 3 clusters Score: Raw -242002.665011 + Penalty 2956.277442 = -239046.387569 nChanged 3 SP:Iteration 95Q (10341.215960 sec): 3 clusters Score: Raw -242003.536373 + Penalty 2956.277442 = -239047.258931 nChanged 2 SP:Iteration 96Q (10341.288260 sec): 3 clusters Score: Raw -242004.202495 + Penalty 2956.277442 = -239047.925053 nChanged 0 SP:Iteration 97F (10341.391942 sec): 3 clusters Score: Raw -242004.202495 + Penalty 2956.277442 = -239047.925053 nChanged 0 Trying to split cluster 12 (16840 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10341.484942 sec): 2 clusters Score: Raw -955036.391414 + Penalty 1707.880407 = -953328.511007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10341.591056 sec): 3 clusters Score: Raw -945060.997143 + Penalty 3415.760813 = -941645.236330 nChanged 7572 SP:Iteration 1F (10341.701698 sec): 3 clusters Score: Raw -949784.446868 + Penalty 3415.760813 = -946368.686055 nChanged 1346 SP:Iteration 2F (10341.823004 sec): 3 clusters Score: Raw -950692.535207 + Penalty 3415.760813 = -947276.774394 nChanged 1237 SP:Iteration 3F (10341.945958 sec): 3 clusters Score: Raw -951547.431920 + Penalty 3415.760813 = -948131.671107 nChanged 1201 SP:Iteration 4F (10342.048291 sec): 3 clusters Score: Raw -952309.201878 + Penalty 3415.760813 = -948893.441065 nChanged 963 SP:Iteration 5F (10342.154866 sec): 3 clusters Score: Raw -952796.663582 + Penalty 3415.760813 = -949380.902769 nChanged 719 SP:Iteration 6Q (10342.270640 sec): 3 clusters Score: Raw -953117.353009 + Penalty 3415.760813 = -949701.592196 nChanged 587 SP:Iteration 7Q (10342.378096 sec): 3 clusters Score: Raw -953372.177131 + Penalty 3415.760813 = -949956.416318 nChanged 519 SP:Iteration 8Q (10342.499637 sec): 3 clusters Score: Raw -953584.980748 + Penalty 3415.760813 = -950169.219935 nChanged 450 SP:Iteration 9Q (10342.610775 sec): 3 clusters Score: Raw -953747.280928 + Penalty 3415.760813 = -950331.520115 nChanged 380 SP:Iteration 10Q (10342.720824 sec): 3 clusters Score: Raw -953880.345090 + Penalty 3415.760813 = -950464.584277 nChanged 350 SP:Iteration 11Q (10342.831044 sec): 3 clusters Score: Raw -954012.184510 + Penalty 3415.760813 = -950596.423697 nChanged 326 SP:Iteration 12Q (10342.948015 sec): 3 clusters Score: Raw -954137.332200 + Penalty 3415.760813 = -950721.571387 nChanged 322 SP:Iteration 13Q (10343.061010 sec): 3 clusters Score: Raw -954259.521509 + Penalty 3415.760813 = -950843.760696 nChanged 277 SP:Iteration 14Q (10343.165489 sec): 3 clusters Score: Raw -954354.475942 + Penalty 3415.760813 = -950938.715129 nChanged 263 SP:Iteration 15Q (10343.286908 sec): 3 clusters Score: Raw -954451.092356 + Penalty 3415.760813 = -951035.331543 nChanged 248 SP:Iteration 16Q (10343.396843 sec): 3 clusters Score: Raw -954552.149384 + Penalty 3415.760813 = -951136.388571 nChanged 246 SP:Iteration 17Q (10343.516560 sec): 3 clusters Score: Raw -954636.093530 + Penalty 3415.760813 = -951220.332717 nChanged 211 SP:Iteration 18Q (10343.632618 sec): 3 clusters Score: Raw -954699.418100 + Penalty 3415.760813 = -951283.657287 nChanged 185 SP:Iteration 19Q (10343.749689 sec): 3 clusters Score: Raw -954750.996949 + Penalty 3415.760813 = -951335.236136 nChanged 188 SP:Iteration 20F (10343.860974 sec): 3 clusters Score: Raw -954802.674529 + Penalty 3415.760813 = -951386.913716 nChanged 169 SP:Iteration 21Q (10343.975966 sec): 3 clusters Score: Raw -954853.540016 + Penalty 3415.760813 = -951437.779203 nChanged 187 SP:Iteration 22Q (10344.075947 sec): 3 clusters Score: Raw -954911.798648 + Penalty 3415.760813 = -951496.037835 nChanged 182 SP:Iteration 23Q (10344.200578 sec): 3 clusters Score: Raw -954969.838454 + Penalty 3415.760813 = -951554.077641 nChanged 187 SP:Iteration 24Q (10344.307900 sec): 3 clusters Score: Raw -955038.510080 + Penalty 3415.760813 = -951622.749267 nChanged 185 SP:Iteration 25Q (10344.425779 sec): 3 clusters Score: Raw -955100.100600 + Penalty 3415.760813 = -951684.339787 nChanged 172 SP:Iteration 26Q (10344.544346 sec): 3 clusters Score: Raw -955152.008440 + Penalty 3415.760813 = -951736.247627 nChanged 160 SP:Iteration 27Q (10344.668738 sec): 3 clusters Score: Raw -955200.002200 + Penalty 3415.760813 = -951784.241387 nChanged 156 SP:Iteration 28Q (10344.792289 sec): 3 clusters Score: Raw -955248.245420 + Penalty 3415.760813 = -951832.484607 nChanged 148 SP:Iteration 29Q (10344.915187 sec): 3 clusters Score: Raw -955296.575277 + Penalty 3415.760813 = -951880.814464 nChanged 156 SP:Iteration 30Q (10345.036783 sec): 3 clusters Score: Raw -955345.269111 + Penalty 3415.760813 = -951929.508298 nChanged 149 SP:Iteration 31Q (10345.152634 sec): 3 clusters Score: Raw -955397.114252 + Penalty 3415.760813 = -951981.353439 nChanged 136 SP:Iteration 32Q (10345.257720 sec): 3 clusters Score: Raw -955441.706498 + Penalty 3415.760813 = -952025.945685 nChanged 133 SP:Iteration 33Q (10345.375701 sec): 3 clusters Score: Raw -955490.275530 + Penalty 3415.760813 = -952074.514717 nChanged 129 SP:Iteration 34Q (10345.483894 sec): 3 clusters Score: Raw -955549.349325 + Penalty 3415.760813 = -952133.588512 nChanged 130 SP:Iteration 35Q (10345.584207 sec): 3 clusters Score: Raw -955621.260912 + Penalty 3415.760813 = -952205.500099 nChanged 136 SP:Iteration 36Q (10345.715738 sec): 3 clusters Score: Raw -955704.287778 + Penalty 3415.760813 = -952288.526965 nChanged 136 SP:Iteration 37Q (10345.839265 sec): 3 clusters Score: Raw -955796.454849 + Penalty 3415.760813 = -952380.694036 nChanged 133 SP:Iteration 38Q (10345.950599 sec): 3 clusters Score: Raw -955882.334522 + Penalty 3415.760813 = -952466.573709 nChanged 133 SP:Iteration 39Q (10346.066257 sec): 3 clusters Score: Raw -955963.596360 + Penalty 3415.760813 = -952547.835547 nChanged 94 SP:Iteration 40F (10346.146882 sec): 3 clusters Score: Raw -956015.120835 + Penalty 3415.760813 = -952599.360022 nChanged 90 SP:Iteration 41Q (10346.274147 sec): 3 clusters Score: Raw -956057.385271 + Penalty 3415.760813 = -952641.624458 nChanged 88 SP:Iteration 42Q (10346.377880 sec): 3 clusters Score: Raw -956093.085203 + Penalty 3415.760813 = -952677.324390 nChanged 69 SP:Iteration 43Q (10346.473495 sec): 3 clusters Score: Raw -956118.537916 + Penalty 3415.760813 = -952702.777103 nChanged 61 SP:Iteration 44Q (10346.595314 sec): 3 clusters Score: Raw -956139.446439 + Penalty 3415.760813 = -952723.685626 nChanged 43 SP:Iteration 45Q (10346.707068 sec): 3 clusters Score: Raw -956155.900968 + Penalty 3415.760813 = -952740.140155 nChanged 40 SP:Iteration 46Q (10346.814840 sec): 3 clusters Score: Raw -956167.839834 + Penalty 3415.760813 = -952752.079021 nChanged 29 SP:Iteration 47Q (10346.925442 sec): 3 clusters Score: Raw -956177.851202 + Penalty 3415.760813 = -952762.090389 nChanged 38 SP:Iteration 48Q (10347.033309 sec): 3 clusters Score: Raw -956190.394457 + Penalty 3415.760813 = -952774.633644 nChanged 34 SP:Iteration 49Q (10347.149130 sec): 3 clusters Score: Raw -956202.449251 + Penalty 3415.760813 = -952786.688438 nChanged 32 SP:Iteration 50Q (10347.260310 sec): 3 clusters Score: Raw -956212.402806 + Penalty 3415.760813 = -952796.641993 nChanged 33 SP:Iteration 51Q (10347.378562 sec): 3 clusters Score: Raw -956221.042876 + Penalty 3415.760813 = -952805.282063 nChanged 30 SP:Iteration 52Q (10347.493626 sec): 3 clusters Score: Raw -956230.262087 + Penalty 3415.760813 = -952814.501274 nChanged 19 SP:Iteration 53Q (10347.610022 sec): 3 clusters Score: Raw -956235.989159 + Penalty 3415.760813 = -952820.228346 nChanged 20 SP:Iteration 54Q (10347.712111 sec): 3 clusters Score: Raw -956241.863885 + Penalty 3415.760813 = -952826.103072 nChanged 15 SP:Iteration 55Q (10347.828915 sec): 3 clusters Score: Raw -956246.221441 + Penalty 3415.760813 = -952830.460628 nChanged 17 SP:Iteration 56Q (10347.964144 sec): 3 clusters Score: Raw -956250.089682 + Penalty 3415.760813 = -952834.328869 nChanged 14 SP:Iteration 57Q (10348.077500 sec): 3 clusters Score: Raw -956253.983623 + Penalty 3415.760813 = -952838.222810 nChanged 17 SP:Iteration 58Q (10348.196058 sec): 3 clusters Score: Raw -956259.353213 + Penalty 3415.760813 = -952843.592400 nChanged 20 SP:Iteration 59Q (10348.313625 sec): 3 clusters Score: Raw -956266.035416 + Penalty 3415.760813 = -952850.274603 nChanged 22 SP:Iteration 60F (10348.434680 sec): 3 clusters Score: Raw -956275.234412 + Penalty 3415.760813 = -952859.473599 nChanged 20 SP:Iteration 61Q (10348.551692 sec): 3 clusters Score: Raw -956281.919837 + Penalty 3415.760813 = -952866.159024 nChanged 23 SP:Iteration 62Q (10348.650461 sec): 3 clusters Score: Raw -956289.384435 + Penalty 3415.760813 = -952873.623622 nChanged 28 SP:Iteration 63Q (10348.768144 sec): 3 clusters Score: Raw -956300.556549 + Penalty 3415.760813 = -952884.795736 nChanged 27 SP:Iteration 64Q (10348.895962 sec): 3 clusters Score: Raw -956308.285158 + Penalty 3415.760813 = -952892.524345 nChanged 15 SP:Iteration 65Q (10349.000567 sec): 3 clusters Score: Raw -956312.764938 + Penalty 3415.760813 = -952897.004125 nChanged 12 SP:Iteration 66Q (10349.096682 sec): 3 clusters Score: Raw -956316.341032 + Penalty 3415.760813 = -952900.580219 nChanged 11 SP:Iteration 67Q (10349.226565 sec): 3 clusters Score: Raw -956319.896335 + Penalty 3415.760813 = -952904.135522 nChanged 11 SP:Iteration 68Q (10349.338447 sec): 3 clusters Score: Raw -956322.825640 + Penalty 3415.760813 = -952907.064827 nChanged 12 SP:Iteration 69Q (10349.433788 sec): 3 clusters Score: Raw -956326.222670 + Penalty 3415.760813 = -952910.461857 nChanged 13 SP:Iteration 70Q (10349.583670 sec): 3 clusters Score: Raw -956329.687941 + Penalty 3415.760813 = -952913.927128 nChanged 6 SP:Iteration 71Q (10349.758593 sec): 3 clusters Score: Raw -956330.735238 + Penalty 3415.760813 = -952914.974425 nChanged 4 SP:Iteration 72Q (10349.895455 sec): 3 clusters Score: Raw -956331.263383 + Penalty 3415.760813 = -952915.502570 nChanged 4 SP:Iteration 73Q (10350.012170 sec): 3 clusters Score: Raw -956332.125792 + Penalty 3415.760813 = -952916.364979 nChanged 3 SP:Iteration 74Q (10350.145148 sec): 3 clusters Score: Raw -956332.508675 + Penalty 3415.760813 = -952916.747862 nChanged 1 SP:Iteration 75Q (10350.269206 sec): 3 clusters Score: Raw -956332.580466 + Penalty 3415.760813 = -952916.819653 nChanged 0 SP:Iteration 76F (10350.416418 sec): 3 clusters Score: Raw -956332.580466 + Penalty 3415.760813 = -952916.819653 nChanged 0 Trying to split cluster 13 (12261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10350.525682 sec): 2 clusters Score: Raw -818339.867529 + Penalty 1652.188375 = -816687.679154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10350.642122 sec): 3 clusters Score: Raw -811321.634412 + Penalty 3304.376749 = -808017.257663 nChanged 5409 SP:Iteration 1F (10350.817455 sec): 3 clusters Score: Raw -814428.926608 + Penalty 3304.376749 = -811124.549859 nChanged 855 SP:Iteration 2F (10350.947983 sec): 3 clusters Score: Raw -814899.488513 + Penalty 3304.376749 = -811595.111764 nChanged 814 SP:Iteration 3F (10351.111049 sec): 3 clusters Score: Raw -815379.439341 + Penalty 3304.376749 = -812075.062592 nChanged 815 SP:Iteration 4F (10351.256570 sec): 3 clusters Score: Raw -815907.518392 + Penalty 3304.376749 = -812603.141642 nChanged 794 SP:Iteration 5F (10351.366608 sec): 3 clusters Score: Raw -816441.595056 + Penalty 3304.376749 = -813137.218307 nChanged 717 SP:Iteration 6F (10351.493204 sec): 3 clusters Score: Raw -816877.787393 + Penalty 3304.376749 = -813573.410644 nChanged 587 SP:Iteration 7Q (10351.614525 sec): 3 clusters Score: Raw -817180.253900 + Penalty 3304.376749 = -813875.877151 nChanged 460 SP:Iteration 8Q (10351.742353 sec): 3 clusters Score: Raw -817367.473312 + Penalty 3304.376749 = -814063.096563 nChanged 335 SP:Iteration 9Q (10351.872447 sec): 3 clusters Score: Raw -817484.048030 + Penalty 3304.376749 = -814179.671281 nChanged 262 SP:Iteration 10Q (10352.023849 sec): 3 clusters Score: Raw -817559.447362 + Penalty 3304.376749 = -814255.070613 nChanged 171 SP:Iteration 11Q (10352.131047 sec): 3 clusters Score: Raw -817599.962057 + Penalty 3304.376749 = -814295.585308 nChanged 129 SP:Iteration 12Q (10352.280689 sec): 3 clusters Score: Raw -817627.141754 + Penalty 3304.376749 = -814322.765005 nChanged 109 SP:Iteration 13Q (10352.418171 sec): 3 clusters Score: Raw -817649.835791 + Penalty 3304.376749 = -814345.459042 nChanged 93 SP:Iteration 14Q (10352.582343 sec): 3 clusters Score: Raw -817665.367458 + Penalty 3304.376749 = -814360.990709 nChanged 70 SP:Iteration 15Q (10352.712729 sec): 3 clusters Score: Raw -817680.180727 + Penalty 3304.376749 = -814375.803978 nChanged 69 SP:Iteration 16Q (10352.834767 sec): 3 clusters Score: Raw -817694.657923 + Penalty 3304.376749 = -814390.281174 nChanged 62 SP:Iteration 17Q (10352.954943 sec): 3 clusters Score: Raw -817704.597057 + Penalty 3304.376749 = -814400.220308 nChanged 65 SP:Iteration 18Q (10353.098475 sec): 3 clusters Score: Raw -817716.617023 + Penalty 3304.376749 = -814412.240274 nChanged 62 SP:Iteration 19Q (10353.240704 sec): 3 clusters Score: Raw -817727.800617 + Penalty 3304.376749 = -814423.423868 nChanged 58 SP:Iteration 20F (10353.372348 sec): 3 clusters Score: Raw -817736.998194 + Penalty 3304.376749 = -814432.621445 nChanged 58 SP:Iteration 21Q (10353.499977 sec): 3 clusters Score: Raw -817749.206200 + Penalty 3304.376749 = -814444.829451 nChanged 69 SP:Iteration 22Q (10353.600602 sec): 3 clusters Score: Raw -817761.568364 + Penalty 3304.376749 = -814457.191615 nChanged 81 SP:Iteration 23Q (10353.725177 sec): 3 clusters Score: Raw -817777.871019 + Penalty 3304.376749 = -814473.494270 nChanged 89 SP:Iteration 24Q (10353.827812 sec): 3 clusters Score: Raw -817796.004384 + Penalty 3304.376749 = -814491.627635 nChanged 102 SP:Iteration 25Q (10353.939766 sec): 3 clusters Score: Raw -817818.820342 + Penalty 3304.376749 = -814514.443593 nChanged 94 SP:Iteration 26Q (10354.060755 sec): 3 clusters Score: Raw -817836.761694 + Penalty 3304.376749 = -814532.384945 nChanged 101 SP:Iteration 27Q (10354.171754 sec): 3 clusters Score: Raw -817857.523087 + Penalty 3304.376749 = -814553.146338 nChanged 114 SP:Iteration 28Q (10354.286579 sec): 3 clusters Score: Raw -817885.582701 + Penalty 3304.376749 = -814581.205952 nChanged 128 SP:Iteration 29Q (10354.369175 sec): 3 clusters Score: Raw -817913.704138 + Penalty 3304.376749 = -814609.327389 nChanged 126 SP:Iteration 30Q (10354.494313 sec): 3 clusters Score: Raw -817943.451553 + Penalty 3304.376749 = -814639.074804 nChanged 147 SP:Iteration 31Q (10354.599625 sec): 3 clusters Score: Raw -817979.964035 + Penalty 3304.376749 = -814675.587286 nChanged 142 SP:Iteration 32Q (10354.711485 sec): 3 clusters Score: Raw -818014.700114 + Penalty 3304.376749 = -814710.323365 nChanged 121 SP:Iteration 33Q (10354.829855 sec): 3 clusters Score: Raw -818042.732492 + Penalty 3304.376749 = -814738.355743 nChanged 149 SP:Iteration 34Q (10354.935860 sec): 3 clusters Score: Raw -818082.708082 + Penalty 3304.376749 = -814778.331333 nChanged 155 SP:Iteration 35Q (10355.041265 sec): 3 clusters Score: Raw -818123.285123 + Penalty 3304.376749 = -814818.908374 nChanged 160 SP:Iteration 36Q (10355.124116 sec): 3 clusters Score: Raw -818164.486293 + Penalty 3304.376749 = -814860.109544 nChanged 159 SP:Iteration 37Q (10355.234383 sec): 3 clusters Score: Raw -818209.568510 + Penalty 3304.376749 = -814905.191761 nChanged 159 SP:Iteration 38Q (10355.335995 sec): 3 clusters Score: Raw -818253.295557 + Penalty 3304.376749 = -814948.918808 nChanged 156 SP:Iteration 39Q (10355.465994 sec): 3 clusters Score: Raw -818291.781661 + Penalty 3304.376749 = -814987.404912 nChanged 146 SP:Iteration 40F (10355.552507 sec): 3 clusters Score: Raw -818329.151836 + Penalty 3304.376749 = -815024.775087 nChanged 150 SP:Iteration 41Q (10355.676457 sec): 3 clusters Score: Raw -818366.552077 + Penalty 3304.376749 = -815062.175328 nChanged 152 SP:Iteration 42Q (10355.780341 sec): 3 clusters Score: Raw -818405.437758 + Penalty 3304.376749 = -815101.061009 nChanged 149 SP:Iteration 43Q (10355.898632 sec): 3 clusters Score: Raw -818446.658870 + Penalty 3304.376749 = -815142.282120 nChanged 159 SP:Iteration 44Q (10355.989901 sec): 3 clusters Score: Raw -818491.330710 + Penalty 3304.376749 = -815186.953961 nChanged 148 SP:Iteration 45Q (10356.101446 sec): 3 clusters Score: Raw -818534.310485 + Penalty 3304.376749 = -815229.933736 nChanged 147 SP:Iteration 46Q (10356.231298 sec): 3 clusters Score: Raw -818578.089843 + Penalty 3304.376749 = -815273.713094 nChanged 158 SP:Iteration 47Q (10356.334079 sec): 3 clusters Score: Raw -818622.693971 + Penalty 3304.376749 = -815318.317222 nChanged 141 SP:Iteration 48Q (10356.445313 sec): 3 clusters Score: Raw -818659.635811 + Penalty 3304.376749 = -815355.259062 nChanged 128 SP:Iteration 49Q (10356.548497 sec): 3 clusters Score: Raw -818693.718356 + Penalty 3304.376749 = -815389.341607 nChanged 124 SP:Iteration 50Q (10356.659418 sec): 3 clusters Score: Raw -818729.852581 + Penalty 3304.376749 = -815425.475832 nChanged 103 SP:Iteration 51Q (10356.746938 sec): 3 clusters Score: Raw -818757.930229 + Penalty 3304.376749 = -815453.553480 nChanged 106 SP:Iteration 52Q (10356.864565 sec): 3 clusters Score: Raw -818783.456424 + Penalty 3304.376749 = -815479.079675 nChanged 104 SP:Iteration 53Q (10356.976140 sec): 3 clusters Score: Raw -818808.430858 + Penalty 3304.376749 = -815504.054109 nChanged 98 SP:Iteration 54Q (10357.080755 sec): 3 clusters Score: Raw -818832.974060 + Penalty 3304.376749 = -815528.597311 nChanged 87 SP:Iteration 55Q (10357.182797 sec): 3 clusters Score: Raw -818853.036283 + Penalty 3304.376749 = -815548.659534 nChanged 78 SP:Iteration 56Q (10357.281445 sec): 3 clusters Score: Raw -818873.305055 + Penalty 3304.376749 = -815568.928306 nChanged 82 SP:Iteration 57Q (10357.387341 sec): 3 clusters Score: Raw -818895.580781 + Penalty 3304.376749 = -815591.204032 nChanged 91 SP:Iteration 58Q (10357.489662 sec): 3 clusters Score: Raw -818919.676321 + Penalty 3304.376749 = -815615.299572 nChanged 95 SP:Iteration 59Q (10357.575435 sec): 3 clusters Score: Raw -818946.880049 + Penalty 3304.376749 = -815642.503300 nChanged 90 SP:Iteration 60F (10357.698802 sec): 3 clusters Score: Raw -818973.592409 + Penalty 3304.376749 = -815669.215660 nChanged 80 SP:Iteration 61Q (10357.807679 sec): 3 clusters Score: Raw -818996.205603 + Penalty 3304.376749 = -815691.828854 nChanged 76 SP:Iteration 62Q (10357.910373 sec): 3 clusters Score: Raw -819020.482013 + Penalty 3304.376749 = -815716.105264 nChanged 78 SP:Iteration 63Q (10358.024699 sec): 3 clusters Score: Raw -819038.649152 + Penalty 3304.376749 = -815734.272402 nChanged 50 SP:Iteration 64Q (10358.053194 sec): 3 clusters Score: Raw -819051.342315 + Penalty 3304.376749 = -815746.965566 nChanged 44 SP:Iteration 65Q (10358.162032 sec): 3 clusters Score: Raw -819064.739787 + Penalty 3304.376749 = -815760.363038 nChanged 55 SP:Iteration 66Q (10358.210386 sec): 3 clusters Score: Raw -819078.990830 + Penalty 3304.376749 = -815774.614081 nChanged 45 SP:Iteration 67Q (10358.340716 sec): 3 clusters Score: Raw -819090.400783 + Penalty 3304.376749 = -815786.024034 nChanged 36 SP:Iteration 68Q (10358.430749 sec): 3 clusters Score: Raw -819100.453331 + Penalty 3304.376749 = -815796.076582 nChanged 36 SP:Iteration 69Q (10358.547031 sec): 3 clusters Score: Raw -819110.719754 + Penalty 3304.376749 = -815806.343005 nChanged 36 SP:Iteration 70Q (10358.656452 sec): 3 clusters Score: Raw -819120.850131 + Penalty 3304.376749 = -815816.473382 nChanged 30 SP:Iteration 71Q (10358.754861 sec): 3 clusters Score: Raw -819129.004950 + Penalty 3304.376749 = -815824.628201 nChanged 27 SP:Iteration 72Q (10358.860071 sec): 3 clusters Score: Raw -819136.583556 + Penalty 3304.376749 = -815832.206807 nChanged 31 SP:Iteration 73Q (10358.953172 sec): 3 clusters Score: Raw -819145.245179 + Penalty 3304.376749 = -815840.868430 nChanged 32 SP:Iteration 74Q (10359.051757 sec): 3 clusters Score: Raw -819153.614732 + Penalty 3304.376749 = -815849.237983 nChanged 22 SP:Iteration 75Q (10359.130823 sec): 3 clusters Score: Raw -819158.748451 + Penalty 3304.376749 = -815854.371701 nChanged 19 SP:Iteration 76Q (10359.234652 sec): 3 clusters Score: Raw -819162.939932 + Penalty 3304.376749 = -815858.563183 nChanged 11 SP:Iteration 77Q (10359.359185 sec): 3 clusters Score: Raw -819165.459435 + Penalty 3304.376749 = -815861.082686 nChanged 13 SP:Iteration 78Q (10359.459342 sec): 3 clusters Score: Raw -819168.221591 + Penalty 3304.376749 = -815863.844842 nChanged 6 SP:Iteration 79Q (10359.548238 sec): 3 clusters Score: Raw -819169.456648 + Penalty 3304.376749 = -815865.079899 nChanged 9 SP:Iteration 80F (10359.642058 sec): 3 clusters Score: Raw -819171.216987 + Penalty 3304.376749 = -815866.840238 nChanged 8 SP:Iteration 81Q (10359.760711 sec): 3 clusters Score: Raw -819172.650331 + Penalty 3304.376749 = -815868.273582 nChanged 4 SP:Iteration 82Q (10359.852901 sec): 3 clusters Score: Raw -819173.429509 + Penalty 3304.376749 = -815869.052760 nChanged 6 SP:Iteration 83Q (10359.957277 sec): 3 clusters Score: Raw -819174.363151 + Penalty 3304.376749 = -815869.986402 nChanged 6 SP:Iteration 84Q (10360.066240 sec): 3 clusters Score: Raw -819175.822890 + Penalty 3304.376749 = -815871.446141 nChanged 4 SP:Iteration 85Q (10360.153227 sec): 3 clusters Score: Raw -819176.698787 + Penalty 3304.376749 = -815872.322038 nChanged 3 SP:Iteration 86Q (10360.227109 sec): 3 clusters Score: Raw -819177.400488 + Penalty 3304.376749 = -815873.023739 nChanged 6 SP:Iteration 87Q (10360.353289 sec): 3 clusters Score: Raw -819178.885608 + Penalty 3304.376749 = -815874.508859 nChanged 11 SP:Iteration 88Q (10360.460127 sec): 3 clusters Score: Raw -819181.288919 + Penalty 3304.376749 = -815876.912170 nChanged 6 SP:Iteration 89Q (10360.548698 sec): 3 clusters Score: Raw -819182.339578 + Penalty 3304.376749 = -815877.962829 nChanged 6 SP:Iteration 90Q (10360.674874 sec): 3 clusters Score: Raw -819183.658556 + Penalty 3304.376749 = -815879.281807 nChanged 7 SP:Iteration 91Q (10360.783596 sec): 3 clusters Score: Raw -819185.140507 + Penalty 3304.376749 = -815880.763758 nChanged 8 SP:Iteration 92Q (10360.889724 sec): 3 clusters Score: Raw -819186.612313 + Penalty 3304.376749 = -815882.235564 nChanged 7 SP:Iteration 93Q (10360.989397 sec): 3 clusters Score: Raw -819187.874027 + Penalty 3304.376749 = -815883.497278 nChanged 7 SP:Iteration 94Q (10361.089007 sec): 3 clusters Score: Raw -819189.471997 + Penalty 3304.376749 = -815885.095248 nChanged 9 SP:Iteration 95Q (10361.195737 sec): 3 clusters Score: Raw -819191.507509 + Penalty 3304.376749 = -815887.130760 nChanged 6 SP:Iteration 96Q (10361.282310 sec): 3 clusters Score: Raw -819192.444192 + Penalty 3304.376749 = -815888.067443 nChanged 6 SP:Iteration 97Q (10361.371017 sec): 3 clusters Score: Raw -819193.527137 + Penalty 3304.376749 = -815889.150388 nChanged 2 SP:Iteration 98Q (10361.469380 sec): 3 clusters Score: Raw -819193.867714 + Penalty 3304.376749 = -815889.490965 nChanged 5 SP:Iteration 99Q (10361.577420 sec): 3 clusters Score: Raw -819194.724051 + Penalty 3304.376749 = -815890.347302 nChanged 2 SP:Iteration 100F (10361.666028 sec): 3 clusters Score: Raw -819195.066671 + Penalty 3304.376749 = -815890.689922 nChanged 3 SP:Iteration 101Q (10361.785879 sec): 3 clusters Score: Raw -819195.499065 + Penalty 3304.376749 = -815891.122316 nChanged 4 SP:Iteration 102Q (10361.888433 sec): 3 clusters Score: Raw -819196.213452 + Penalty 3304.376749 = -815891.836703 nChanged 4 SP:Iteration 103Q (10361.998632 sec): 3 clusters Score: Raw -819196.863396 + Penalty 3304.376749 = -815892.486647 nChanged 3 SP:Iteration 104Q (10362.103550 sec): 3 clusters Score: Raw -819197.368994 + Penalty 3304.376749 = -815892.992245 nChanged 1 SP:Iteration 105Q (10362.189310 sec): 3 clusters Score: Raw -819197.415299 + Penalty 3304.376749 = -815893.038550 nChanged 0 SP:Iteration 106F (10362.298351 sec): 3 clusters Score: Raw -819197.415299 + Penalty 3304.376749 = -815893.038550 nChanged 0 Trying to split cluster 14 (2171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10362.367199 sec): 2 clusters Score: Raw -106947.035039 + Penalty 1348.356526 = -105598.678513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10362.450002 sec): 3 clusters Score: Raw -106023.203330 + Penalty 2696.713053 = -103326.490278 nChanged 759 SP:Iteration 1F (10362.529296 sec): 3 clusters Score: Raw -106560.558975 + Penalty 2696.713053 = -103863.845922 nChanged 210 SP:Iteration 2F (10362.612025 sec): 3 clusters Score: Raw -106794.499256 + Penalty 2696.713053 = -104097.786203 nChanged 157 SP:Iteration 3F (10362.679034 sec): 3 clusters Score: Raw -106964.470070 + Penalty 2696.713053 = -104267.757017 nChanged 115 SP:Iteration 4F (10362.761463 sec): 3 clusters Score: Raw -107091.082096 + Penalty 2696.713053 = -104394.369043 nChanged 89 SP:Iteration 5Q (10362.859761 sec): 3 clusters Score: Raw -107201.805438 + Penalty 2696.713053 = -104505.092385 nChanged 92 SP:Iteration 6Q (10362.941867 sec): 3 clusters Score: Raw -107323.519223 + Penalty 2696.713053 = -104626.806170 nChanged 91 SP:Iteration 7Q (10363.016335 sec): 3 clusters Score: Raw -107404.177276 + Penalty 2696.713053 = -104707.464224 nChanged 69 SP:Iteration 8Q (10363.121078 sec): 3 clusters Score: Raw -107468.836524 + Penalty 2696.713053 = -104772.123471 nChanged 51 SP:Iteration 9Q (10363.206368 sec): 3 clusters Score: Raw -107504.530869 + Penalty 2696.713053 = -104807.817816 nChanged 40 SP:Iteration 10Q (10363.276591 sec): 3 clusters Score: Raw -107534.252051 + Penalty 2696.713053 = -104837.538999 nChanged 30 SP:Iteration 11Q (10363.358737 sec): 3 clusters Score: Raw -107554.556023 + Penalty 2696.713053 = -104857.842971 nChanged 29 SP:Iteration 12Q (10363.452530 sec): 3 clusters Score: Raw -107571.728664 + Penalty 2696.713053 = -104875.015612 nChanged 22 SP:Iteration 13Q (10363.540109 sec): 3 clusters Score: Raw -107594.180571 + Penalty 2696.713053 = -104897.467519 nChanged 33 SP:Iteration 14Q (10363.639747 sec): 3 clusters Score: Raw -107626.093134 + Penalty 2696.713053 = -104929.380082 nChanged 31 SP:Iteration 15Q (10363.729020 sec): 3 clusters Score: Raw -107652.181814 + Penalty 2696.713053 = -104955.468761 nChanged 18 SP:Iteration 16Q (10363.810755 sec): 3 clusters Score: Raw -107667.776034 + Penalty 2696.713053 = -104971.062982 nChanged 16 SP:Iteration 17Q (10363.879443 sec): 3 clusters Score: Raw -107682.049058 + Penalty 2696.713053 = -104985.336005 nChanged 14 SP:Iteration 18Q (10363.975149 sec): 3 clusters Score: Raw -107693.298809 + Penalty 2696.713053 = -104996.585756 nChanged 17 SP:Iteration 19Q (10364.067508 sec): 3 clusters Score: Raw -107703.395178 + Penalty 2696.713053 = -105006.682125 nChanged 7 SP:Iteration 20F (10364.153043 sec): 3 clusters Score: Raw -107706.444355 + Penalty 2696.713053 = -105009.731303 nChanged 4 SP:Iteration 21Q (10364.230253 sec): 3 clusters Score: Raw -107708.420857 + Penalty 2696.713053 = -105011.707804 nChanged 4 SP:Iteration 22Q (10364.327998 sec): 3 clusters Score: Raw -107711.236693 + Penalty 2696.713053 = -105014.523640 nChanged 4 SP:Iteration 23Q (10364.413632 sec): 3 clusters Score: Raw -107713.539855 + Penalty 2696.713053 = -105016.826802 nChanged 3 SP:Iteration 24Q (10364.497389 sec): 3 clusters Score: Raw -107717.080947 + Penalty 2696.713053 = -105020.367895 nChanged 3 SP:Iteration 25Q (10364.568279 sec): 3 clusters Score: Raw -107720.042177 + Penalty 2696.713053 = -105023.329124 nChanged 3 SP:Iteration 26Q (10364.664544 sec): 3 clusters Score: Raw -107721.289044 + Penalty 2696.713053 = -105024.575991 nChanged 1 SP:Iteration 27Q (10364.749024 sec): 3 clusters Score: Raw -107721.462231 + Penalty 2696.713053 = -105024.749179 nChanged 0 SP:Iteration 28F (10364.824137 sec): 3 clusters Score: Raw -107721.462231 + Penalty 2696.713053 = -105024.749179 nChanged 0 Trying to split cluster 15 (7236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10364.890205 sec): 2 clusters Score: Raw -471890.063718 + Penalty 1559.637585 = -470330.426133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10364.961156 sec): 3 clusters Score: Raw -468028.816689 + Penalty 3119.275170 = -464909.541519 nChanged 2966 SP:Iteration 1F (10365.046027 sec): 3 clusters Score: Raw -469894.471942 + Penalty 3119.275170 = -466775.196772 nChanged 564 SP:Iteration 2F (10365.140865 sec): 3 clusters Score: Raw -470372.702796 + Penalty 3119.275170 = -467253.427626 nChanged 565 SP:Iteration 3F (10365.246965 sec): 3 clusters Score: Raw -470908.484943 + Penalty 3119.275170 = -467789.209773 nChanged 548 SP:Iteration 4F (10365.328890 sec): 3 clusters Score: Raw -471464.780781 + Penalty 3119.275170 = -468345.505611 nChanged 471 SP:Iteration 5F (10365.439579 sec): 3 clusters Score: Raw -471883.875159 + Penalty 3119.275170 = -468764.599989 nChanged 360 SP:Iteration 6Q (10365.541299 sec): 3 clusters Score: Raw -472168.630886 + Penalty 3119.275170 = -469049.355716 nChanged 256 SP:Iteration 7Q (10365.603598 sec): 3 clusters Score: Raw -472316.795898 + Penalty 3119.275170 = -469197.520728 nChanged 162 SP:Iteration 8Q (10365.703248 sec): 3 clusters Score: Raw -472421.434505 + Penalty 3119.275170 = -469302.159335 nChanged 159 SP:Iteration 9Q (10365.813652 sec): 3 clusters Score: Raw -472509.186341 + Penalty 3119.275170 = -469389.911170 nChanged 117 SP:Iteration 10Q (10365.908948 sec): 3 clusters Score: Raw -472581.176962 + Penalty 3119.275170 = -469461.901792 nChanged 111 SP:Iteration 11Q (10366.007174 sec): 3 clusters Score: Raw -472643.240035 + Penalty 3119.275170 = -469523.964865 nChanged 105 SP:Iteration 12Q (10366.082547 sec): 3 clusters Score: Raw -472694.338569 + Penalty 3119.275170 = -469575.063399 nChanged 80 SP:Iteration 13Q (10366.173681 sec): 3 clusters Score: Raw -472727.139715 + Penalty 3119.275170 = -469607.864545 nChanged 61 SP:Iteration 14Q (10366.269382 sec): 3 clusters Score: Raw -472752.133633 + Penalty 3119.275170 = -469632.858463 nChanged 58 SP:Iteration 15Q (10366.356179 sec): 3 clusters Score: Raw -472770.297595 + Penalty 3119.275170 = -469651.022425 nChanged 41 SP:Iteration 16Q (10366.445434 sec): 3 clusters Score: Raw -472780.826917 + Penalty 3119.275170 = -469661.551747 nChanged 42 SP:Iteration 17Q (10366.537178 sec): 3 clusters Score: Raw -472791.614978 + Penalty 3119.275170 = -469672.339808 nChanged 26 SP:Iteration 18Q (10366.653098 sec): 3 clusters Score: Raw -472799.284674 + Penalty 3119.275170 = -469680.009504 nChanged 23 SP:Iteration 19Q (10366.775723 sec): 3 clusters Score: Raw -472804.963059 + Penalty 3119.275170 = -469685.687889 nChanged 15 SP:Iteration 20F (10366.906677 sec): 3 clusters Score: Raw -472807.601352 + Penalty 3119.275170 = -469688.326182 nChanged 9 SP:Iteration 21Q (10367.012633 sec): 3 clusters Score: Raw -472809.297714 + Penalty 3119.275170 = -469690.022544 nChanged 7 SP:Iteration 22Q (10367.126693 sec): 3 clusters Score: Raw -472810.362629 + Penalty 3119.275170 = -469691.087459 nChanged 5 SP:Iteration 23Q (10367.241069 sec): 3 clusters Score: Raw -472811.219190 + Penalty 3119.275170 = -469691.944020 nChanged 3 SP:Iteration 24Q (10367.351868 sec): 3 clusters Score: Raw -472811.560562 + Penalty 3119.275170 = -469692.285392 nChanged 3 SP:Iteration 25Q (10367.450431 sec): 3 clusters Score: Raw -472812.243382 + Penalty 3119.275170 = -469692.968212 nChanged 4 SP:Iteration 26Q (10367.580053 sec): 3 clusters Score: Raw -472813.040755 + Penalty 3119.275170 = -469693.765584 nChanged 7 SP:Iteration 27Q (10367.676780 sec): 3 clusters Score: Raw -472814.726893 + Penalty 3119.275170 = -469695.451723 nChanged 6 SP:Iteration 28Q (10367.821817 sec): 3 clusters Score: Raw -472815.633569 + Penalty 3119.275170 = -469696.358399 nChanged 5 SP:Iteration 29Q (10367.930893 sec): 3 clusters Score: Raw -472816.892670 + Penalty 3119.275170 = -469697.617499 nChanged 5 SP:Iteration 30Q (10368.047050 sec): 3 clusters Score: Raw -472817.717481 + Penalty 3119.275170 = -469698.442311 nChanged 4 SP:Iteration 31Q (10368.165132 sec): 3 clusters Score: Raw -472818.276726 + Penalty 3119.275170 = -469699.001556 nChanged 2 SP:Iteration 32Q (10368.279073 sec): 3 clusters Score: Raw -472818.732576 + Penalty 3119.275170 = -469699.457406 nChanged 1 SP:Iteration 33Q (10368.380588 sec): 3 clusters Score: Raw -472818.861703 + Penalty 3119.275170 = -469699.586533 nChanged 0 SP:Iteration 34F (10368.499911 sec): 3 clusters Score: Raw -472818.861703 + Penalty 3119.275170 = -469699.586533 nChanged 0 Trying to split cluster 16 (2586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10368.583753 sec): 2 clusters Score: Raw -136423.069865 + Penalty 1379.055757 = -135044.014108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10368.683304 sec): 3 clusters Score: Raw -135296.538929 + Penalty 2758.111513 = -132538.427416 nChanged 966 SP:Iteration 1F (10368.785626 sec): 3 clusters Score: Raw -135970.263059 + Penalty 2758.111513 = -133212.151546 nChanged 245 SP:Iteration 2F (10368.870688 sec): 3 clusters Score: Raw -136221.868232 + Penalty 2758.111513 = -133463.756719 nChanged 188 SP:Iteration 3F (10368.944230 sec): 3 clusters Score: Raw -136415.980702 + Penalty 2758.111513 = -133657.869189 nChanged 152 SP:Iteration 4F (10369.029370 sec): 3 clusters Score: Raw -136575.802530 + Penalty 2758.111513 = -133817.691017 nChanged 131 SP:Iteration 5F (10369.119207 sec): 3 clusters Score: Raw -136707.443878 + Penalty 2758.111513 = -133949.332364 nChanged 107 SP:Iteration 6Q (10369.203893 sec): 3 clusters Score: Raw -136811.902209 + Penalty 2758.111513 = -134053.790696 nChanged 90 SP:Iteration 7Q (10369.285687 sec): 3 clusters Score: Raw -136887.336673 + Penalty 2758.111513 = -134129.225159 nChanged 64 SP:Iteration 8Q (10369.375981 sec): 3 clusters Score: Raw -136957.976117 + Penalty 2758.111513 = -134199.864604 nChanged 74 SP:Iteration 9Q (10369.463644 sec): 3 clusters Score: Raw -137029.113190 + Penalty 2758.111513 = -134271.001677 nChanged 64 SP:Iteration 10Q (10369.571818 sec): 3 clusters Score: Raw -137082.532513 + Penalty 2758.111513 = -134324.421000 nChanged 47 SP:Iteration 11Q (10369.663879 sec): 3 clusters Score: Raw -137118.639206 + Penalty 2758.111513 = -134360.527692 nChanged 42 SP:Iteration 12Q (10369.755377 sec): 3 clusters Score: Raw -137146.699003 + Penalty 2758.111513 = -134388.587489 nChanged 37 SP:Iteration 13Q (10369.847361 sec): 3 clusters Score: Raw -137176.437588 + Penalty 2758.111513 = -134418.326075 nChanged 42 SP:Iteration 14Q (10369.925433 sec): 3 clusters Score: Raw -137210.027405 + Penalty 2758.111513 = -134451.915892 nChanged 36 SP:Iteration 15Q (10370.053568 sec): 3 clusters Score: Raw -137231.587375 + Penalty 2758.111513 = -134473.475862 nChanged 28 SP:Iteration 16Q (10370.159732 sec): 3 clusters Score: Raw -137247.045180 + Penalty 2758.111513 = -134488.933666 nChanged 12 SP:Iteration 17Q (10370.257616 sec): 3 clusters Score: Raw -137253.079444 + Penalty 2758.111513 = -134494.967931 nChanged 13 SP:Iteration 18Q (10370.378376 sec): 3 clusters Score: Raw -137258.724054 + Penalty 2758.111513 = -134500.612541 nChanged 13 SP:Iteration 19Q (10370.468193 sec): 3 clusters Score: Raw -137264.958244 + Penalty 2758.111513 = -134506.846731 nChanged 15 SP:Iteration 20F (10370.558982 sec): 3 clusters Score: Raw -137272.782428 + Penalty 2758.111513 = -134514.670915 nChanged 9 SP:Iteration 21Q (10370.734246 sec): 3 clusters Score: Raw -137277.674175 + Penalty 2758.111513 = -134519.562662 nChanged 9 SP:Iteration 22Q (10370.817479 sec): 3 clusters Score: Raw -137282.344098 + Penalty 2758.111513 = -134524.232584 nChanged 7 SP:Iteration 23Q (10370.929194 sec): 3 clusters Score: Raw -137287.530358 + Penalty 2758.111513 = -134529.418844 nChanged 7 SP:Iteration 24Q (10371.013918 sec): 3 clusters Score: Raw -137293.810769 + Penalty 2758.111513 = -134535.699256 nChanged 8 SP:Iteration 25Q (10371.084427 sec): 3 clusters Score: Raw -137296.252954 + Penalty 2758.111513 = -134538.141441 nChanged 2 SP:Iteration 26Q (10371.190366 sec): 3 clusters Score: Raw -137297.086223 + Penalty 2758.111513 = -134538.974710 nChanged 4 SP:Iteration 27Q (10371.260420 sec): 3 clusters Score: Raw -137299.957105 + Penalty 2758.111513 = -134541.845591 nChanged 4 SP:Iteration 28Q (10371.377997 sec): 3 clusters Score: Raw -137302.113014 + Penalty 2758.111513 = -134544.001501 nChanged 4 SP:Iteration 29Q (10371.487994 sec): 3 clusters Score: Raw -137304.775001 + Penalty 2758.111513 = -134546.663488 nChanged 4 SP:Iteration 30Q (10371.578382 sec): 3 clusters Score: Raw -137307.843066 + Penalty 2758.111513 = -134549.731553 nChanged 4 SP:Iteration 31Q (10371.661680 sec): 3 clusters Score: Raw -137310.553984 + Penalty 2758.111513 = -134552.442471 nChanged 10 SP:Iteration 32Q (10371.754000 sec): 3 clusters Score: Raw -137319.162871 + Penalty 2758.111513 = -134561.051358 nChanged 6 SP:Iteration 33Q (10371.841169 sec): 3 clusters Score: Raw -137322.885571 + Penalty 2758.111513 = -134564.774058 nChanged 7 SP:Iteration 34Q (10371.923205 sec): 3 clusters Score: Raw -137328.150705 + Penalty 2758.111513 = -134570.039191 nChanged 10 SP:Iteration 35Q (10372.006063 sec): 3 clusters Score: Raw -137333.115814 + Penalty 2758.111513 = -134575.004301 nChanged 10 SP:Iteration 36Q (10372.081683 sec): 3 clusters Score: Raw -137337.745952 + Penalty 2758.111513 = -134579.634438 nChanged 9 SP:Iteration 37Q (10372.183955 sec): 3 clusters Score: Raw -137342.237873 + Penalty 2758.111513 = -134584.126360 nChanged 6 SP:Iteration 38Q (10372.271477 sec): 3 clusters Score: Raw -137344.451077 + Penalty 2758.111513 = -134586.339564 nChanged 4 SP:Iteration 39Q (10372.356170 sec): 3 clusters Score: Raw -137345.455425 + Penalty 2758.111513 = -134587.343912 nChanged 0 SP:Iteration 40F (10372.445959 sec): 3 clusters Score: Raw -137345.455425 + Penalty 2758.111513 = -134587.343912 nChanged 0 Trying to split cluster 17 (2833 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10372.500403 sec): 2 clusters Score: Raw -178787.816169 + Penalty 1395.065558 = -177392.750611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10372.582390 sec): 3 clusters Score: Raw -177474.797640 + Penalty 2790.131116 = -174684.666523 nChanged 1043 SP:Iteration 1F (10372.669604 sec): 3 clusters Score: Raw -178104.391312 + Penalty 2790.131116 = -175314.260195 nChanged 245 SP:Iteration 2F (10372.757587 sec): 3 clusters Score: Raw -178327.617588 + Penalty 2790.131116 = -175537.486472 nChanged 204 SP:Iteration 3F (10372.820359 sec): 3 clusters Score: Raw -178547.616940 + Penalty 2790.131116 = -175757.485824 nChanged 184 SP:Iteration 4F (10372.924030 sec): 3 clusters Score: Raw -178767.669345 + Penalty 2790.131116 = -175977.538228 nChanged 158 SP:Iteration 5F (10373.013733 sec): 3 clusters Score: Raw -178915.840702 + Penalty 2790.131116 = -176125.709586 nChanged 129 SP:Iteration 6Q (10373.099646 sec): 3 clusters Score: Raw -179016.407860 + Penalty 2790.131116 = -176226.276744 nChanged 91 SP:Iteration 7Q (10373.189754 sec): 3 clusters Score: Raw -179087.842919 + Penalty 2790.131116 = -176297.711803 nChanged 87 SP:Iteration 8Q (10373.278354 sec): 3 clusters Score: Raw -179165.135589 + Penalty 2790.131116 = -176375.004472 nChanged 78 SP:Iteration 9Q (10373.362488 sec): 3 clusters Score: Raw -179232.576309 + Penalty 2790.131116 = -176442.445192 nChanged 77 SP:Iteration 10Q (10373.450175 sec): 3 clusters Score: Raw -179289.011823 + Penalty 2790.131116 = -176498.880706 nChanged 52 SP:Iteration 11Q (10373.522187 sec): 3 clusters Score: Raw -179322.915209 + Penalty 2790.131116 = -176532.784093 nChanged 33 SP:Iteration 12Q (10373.600836 sec): 3 clusters Score: Raw -179350.193119 + Penalty 2790.131116 = -176560.062003 nChanged 30 SP:Iteration 13Q (10373.686672 sec): 3 clusters Score: Raw -179372.177152 + Penalty 2790.131116 = -176582.046036 nChanged 28 SP:Iteration 14Q (10373.772843 sec): 3 clusters Score: Raw -179386.237682 + Penalty 2790.131116 = -176596.106566 nChanged 30 SP:Iteration 15Q (10373.860928 sec): 3 clusters Score: Raw -179401.945324 + Penalty 2790.131116 = -176611.814208 nChanged 34 SP:Iteration 16Q (10373.940723 sec): 3 clusters Score: Raw -179422.737033 + Penalty 2790.131116 = -176632.605917 nChanged 29 SP:Iteration 17Q (10374.028468 sec): 3 clusters Score: Raw -179439.505162 + Penalty 2790.131116 = -176649.374045 nChanged 25 SP:Iteration 18Q (10374.104694 sec): 3 clusters Score: Raw -179452.843449 + Penalty 2790.131116 = -176662.712332 nChanged 19 SP:Iteration 19Q (10374.203469 sec): 3 clusters Score: Raw -179459.021961 + Penalty 2790.131116 = -176668.890844 nChanged 11 SP:Iteration 20F (10374.285352 sec): 3 clusters Score: Raw -179463.382149 + Penalty 2790.131116 = -176673.251033 nChanged 8 SP:Iteration 21Q (10374.361294 sec): 3 clusters Score: Raw -179467.120197 + Penalty 2790.131116 = -176676.989080 nChanged 8 SP:Iteration 22Q (10374.435681 sec): 3 clusters Score: Raw -179471.224528 + Penalty 2790.131116 = -176681.093411 nChanged 8 SP:Iteration 23Q (10374.535597 sec): 3 clusters Score: Raw -179474.814481 + Penalty 2790.131116 = -176684.683364 nChanged 8 SP:Iteration 24Q (10374.601956 sec): 3 clusters Score: Raw -179478.984103 + Penalty 2790.131116 = -176688.852986 nChanged 8 SP:Iteration 25Q (10374.680256 sec): 3 clusters Score: Raw -179483.922037 + Penalty 2790.131116 = -176693.790920 nChanged 5 SP:Iteration 26Q (10374.776667 sec): 3 clusters Score: Raw -179485.558536 + Penalty 2790.131116 = -176695.427419 nChanged 5 SP:Iteration 27Q (10374.855783 sec): 3 clusters Score: Raw -179488.269179 + Penalty 2790.131116 = -176698.138063 nChanged 6 SP:Iteration 28Q (10374.931628 sec): 3 clusters Score: Raw -179490.285853 + Penalty 2790.131116 = -176700.154736 nChanged 5 SP:Iteration 29Q (10375.030653 sec): 3 clusters Score: Raw -179491.375961 + Penalty 2790.131116 = -176701.244844 nChanged 1 SP:Iteration 30Q (10375.110720 sec): 3 clusters Score: Raw -179491.611873 + Penalty 2790.131116 = -176701.480757 nChanged 0 SP:Iteration 31F (10375.182551 sec): 3 clusters Score: Raw -179491.611873 + Penalty 2790.131116 = -176701.480757 nChanged 0 Trying to split cluster 18 (12848 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10375.278609 sec): 2 clusters Score: Raw -886651.425346 + Penalty 1660.395573 = -884991.029773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10375.385712 sec): 3 clusters Score: Raw -879123.206858 + Penalty 3320.791146 = -875802.415712 nChanged 5665 SP:Iteration 1F (10375.496599 sec): 3 clusters Score: Raw -882222.348867 + Penalty 3320.791146 = -878901.557720 nChanged 882 SP:Iteration 2F (10375.597399 sec): 3 clusters Score: Raw -882678.771285 + Penalty 3320.791146 = -879357.980138 nChanged 799 SP:Iteration 3F (10375.699101 sec): 3 clusters Score: Raw -883155.107500 + Penalty 3320.791146 = -879834.316354 nChanged 819 SP:Iteration 4F (10375.806859 sec): 3 clusters Score: Raw -883693.732143 + Penalty 3320.791146 = -880372.940997 nChanged 854 SP:Iteration 5F (10375.913656 sec): 3 clusters Score: Raw -884267.564666 + Penalty 3320.791146 = -880946.773520 nChanged 777 SP:Iteration 6F (10376.019929 sec): 3 clusters Score: Raw -884776.817630 + Penalty 3320.791146 = -881456.026484 nChanged 680 SP:Iteration 7F (10376.134881 sec): 3 clusters Score: Raw -885173.978781 + Penalty 3320.791146 = -881853.187635 nChanged 559 SP:Iteration 8Q (10376.240046 sec): 3 clusters Score: Raw -885428.195808 + Penalty 3320.791146 = -882107.404662 nChanged 405 SP:Iteration 9Q (10376.345197 sec): 3 clusters Score: Raw -885582.172682 + Penalty 3320.791146 = -882261.381536 nChanged 330 SP:Iteration 10Q (10376.453387 sec): 3 clusters Score: Raw -885714.245753 + Penalty 3320.791146 = -882393.454607 nChanged 279 SP:Iteration 11Q (10376.557252 sec): 3 clusters Score: Raw -885813.072408 + Penalty 3320.791146 = -882492.281262 nChanged 246 SP:Iteration 12Q (10376.645831 sec): 3 clusters Score: Raw -885900.077722 + Penalty 3320.791146 = -882579.286576 nChanged 221 SP:Iteration 13Q (10376.757837 sec): 3 clusters Score: Raw -885967.556712 + Penalty 3320.791146 = -882646.765566 nChanged 191 SP:Iteration 14Q (10376.857200 sec): 3 clusters Score: Raw -886022.971503 + Penalty 3320.791146 = -882702.180357 nChanged 174 SP:Iteration 15Q (10376.969370 sec): 3 clusters Score: Raw -886072.414028 + Penalty 3320.791146 = -882751.622882 nChanged 171 SP:Iteration 16Q (10377.062370 sec): 3 clusters Score: Raw -886113.385665 + Penalty 3320.791146 = -882792.594519 nChanged 152 SP:Iteration 17Q (10377.176472 sec): 3 clusters Score: Raw -886147.402846 + Penalty 3320.791146 = -882826.611700 nChanged 140 SP:Iteration 18Q (10377.263751 sec): 3 clusters Score: Raw -886179.353428 + Penalty 3320.791146 = -882858.562282 nChanged 150 SP:Iteration 19Q (10377.382065 sec): 3 clusters Score: Raw -886214.600227 + Penalty 3320.791146 = -882893.809081 nChanged 143 SP:Iteration 20F (10377.483513 sec): 3 clusters Score: Raw -886246.083908 + Penalty 3320.791146 = -882925.292762 nChanged 140 SP:Iteration 21Q (10377.564561 sec): 3 clusters Score: Raw -886278.390168 + Penalty 3320.791146 = -882957.599022 nChanged 138 SP:Iteration 22Q (10377.661740 sec): 3 clusters Score: Raw -886306.747674 + Penalty 3320.791146 = -882985.956528 nChanged 135 SP:Iteration 23Q (10377.787553 sec): 3 clusters Score: Raw -886334.274480 + Penalty 3320.791146 = -883013.483334 nChanged 132 SP:Iteration 24Q (10377.897256 sec): 3 clusters Score: Raw -886360.587015 + Penalty 3320.791146 = -883039.795869 nChanged 125 SP:Iteration 25Q (10378.000796 sec): 3 clusters Score: Raw -886386.204475 + Penalty 3320.791146 = -883065.413328 nChanged 122 SP:Iteration 26Q (10378.090691 sec): 3 clusters Score: Raw -886411.990023 + Penalty 3320.791146 = -883091.198877 nChanged 93 SP:Iteration 27Q (10378.174883 sec): 3 clusters Score: Raw -886428.582482 + Penalty 3320.791146 = -883107.791336 nChanged 84 SP:Iteration 28Q (10378.282072 sec): 3 clusters Score: Raw -886444.085595 + Penalty 3320.791146 = -883123.294449 nChanged 100 SP:Iteration 29Q (10378.394848 sec): 3 clusters Score: Raw -886461.960877 + Penalty 3320.791146 = -883141.169731 nChanged 89 SP:Iteration 30Q (10378.501708 sec): 3 clusters Score: Raw -886476.982494 + Penalty 3320.791146 = -883156.191348 nChanged 82 SP:Iteration 31Q (10378.607988 sec): 3 clusters Score: Raw -886490.524087 + Penalty 3320.791146 = -883169.732941 nChanged 88 SP:Iteration 32Q (10378.694831 sec): 3 clusters Score: Raw -886504.821997 + Penalty 3320.791146 = -883184.030851 nChanged 86 SP:Iteration 33Q (10378.804164 sec): 3 clusters Score: Raw -886520.635377 + Penalty 3320.791146 = -883199.844231 nChanged 92 SP:Iteration 34Q (10378.910376 sec): 3 clusters Score: Raw -886541.693162 + Penalty 3320.791146 = -883220.902016 nChanged 112 SP:Iteration 35Q (10379.020484 sec): 3 clusters Score: Raw -886566.303293 + Penalty 3320.791146 = -883245.512147 nChanged 97 SP:Iteration 36Q (10379.103406 sec): 3 clusters Score: Raw -886587.578902 + Penalty 3320.791146 = -883266.787756 nChanged 108 SP:Iteration 37Q (10379.217510 sec): 3 clusters Score: Raw -886609.852932 + Penalty 3320.791146 = -883289.061786 nChanged 103 SP:Iteration 38Q (10379.320319 sec): 3 clusters Score: Raw -886633.383028 + Penalty 3320.791146 = -883312.591882 nChanged 103 SP:Iteration 39Q (10379.426035 sec): 3 clusters Score: Raw -886654.771253 + Penalty 3320.791146 = -883333.980107 nChanged 109 SP:Iteration 40F (10379.540262 sec): 3 clusters Score: Raw -886680.591733 + Penalty 3320.791146 = -883359.800587 nChanged 109 SP:Iteration 41Q (10379.649763 sec): 3 clusters Score: Raw -886708.116905 + Penalty 3320.791146 = -883387.325759 nChanged 115 SP:Iteration 42Q (10379.741482 sec): 3 clusters Score: Raw -886737.848098 + Penalty 3320.791146 = -883417.056952 nChanged 132 SP:Iteration 43Q (10379.868985 sec): 3 clusters Score: Raw -886772.962071 + Penalty 3320.791146 = -883452.170925 nChanged 128 SP:Iteration 44Q (10379.977477 sec): 3 clusters Score: Raw -886805.720027 + Penalty 3320.791146 = -883484.928881 nChanged 127 SP:Iteration 45Q (10380.084556 sec): 3 clusters Score: Raw -886843.099246 + Penalty 3320.791146 = -883522.308100 nChanged 111 SP:Iteration 46Q (10380.191658 sec): 3 clusters Score: Raw -886872.236782 + Penalty 3320.791146 = -883551.445636 nChanged 104 SP:Iteration 47Q (10380.297495 sec): 3 clusters Score: Raw -886898.678229 + Penalty 3320.791146 = -883577.887083 nChanged 94 SP:Iteration 48Q (10380.398013 sec): 3 clusters Score: Raw -886924.164749 + Penalty 3320.791146 = -883603.373603 nChanged 94 SP:Iteration 49Q (10380.495877 sec): 3 clusters Score: Raw -886950.224511 + Penalty 3320.791146 = -883629.433365 nChanged 93 SP:Iteration 50Q (10380.593024 sec): 3 clusters Score: Raw -886977.260676 + Penalty 3320.791146 = -883656.469530 nChanged 100 SP:Iteration 51Q (10380.696242 sec): 3 clusters Score: Raw -887007.003418 + Penalty 3320.791146 = -883686.212272 nChanged 90 SP:Iteration 52Q (10380.795036 sec): 3 clusters Score: Raw -887035.051468 + Penalty 3320.791146 = -883714.260322 nChanged 84 SP:Iteration 53Q (10380.897849 sec): 3 clusters Score: Raw -887059.839818 + Penalty 3320.791146 = -883739.048672 nChanged 75 SP:Iteration 54Q (10380.982666 sec): 3 clusters Score: Raw -887077.883281 + Penalty 3320.791146 = -883757.092135 nChanged 58 SP:Iteration 55Q (10381.099095 sec): 3 clusters Score: Raw -887093.251113 + Penalty 3320.791146 = -883772.459967 nChanged 54 SP:Iteration 56Q (10381.208349 sec): 3 clusters Score: Raw -887108.805859 + Penalty 3320.791146 = -883788.014712 nChanged 50 SP:Iteration 57Q (10381.312983 sec): 3 clusters Score: Raw -887124.403390 + Penalty 3320.791146 = -883803.612244 nChanged 54 SP:Iteration 58Q (10381.395482 sec): 3 clusters Score: Raw -887139.939027 + Penalty 3320.791146 = -883819.147881 nChanged 59 SP:Iteration 59Q (10381.501086 sec): 3 clusters Score: Raw -887160.149571 + Penalty 3320.791146 = -883839.358425 nChanged 56 SP:Iteration 60F (10381.609974 sec): 3 clusters Score: Raw -887179.257424 + Penalty 3320.791146 = -883858.466278 nChanged 50 SP:Iteration 61Q (10381.702459 sec): 3 clusters Score: Raw -887193.813708 + Penalty 3320.791146 = -883873.022561 nChanged 43 SP:Iteration 62Q (10381.806512 sec): 3 clusters Score: Raw -887204.772256 + Penalty 3320.791146 = -883883.981110 nChanged 36 SP:Iteration 63Q (10381.906653 sec): 3 clusters Score: Raw -887214.297370 + Penalty 3320.791146 = -883893.506224 nChanged 41 SP:Iteration 64Q (10382.012646 sec): 3 clusters Score: Raw -887228.051890 + Penalty 3320.791146 = -883907.260744 nChanged 38 SP:Iteration 65Q (10382.108843 sec): 3 clusters Score: Raw -887239.256782 + Penalty 3320.791146 = -883918.465636 nChanged 37 SP:Iteration 66Q (10382.222769 sec): 3 clusters Score: Raw -887252.286083 + Penalty 3320.791146 = -883931.494937 nChanged 36 SP:Iteration 67Q (10382.326299 sec): 3 clusters Score: Raw -887263.498905 + Penalty 3320.791146 = -883942.707759 nChanged 34 SP:Iteration 68Q (10382.412305 sec): 3 clusters Score: Raw -887272.874991 + Penalty 3320.791146 = -883952.083845 nChanged 29 SP:Iteration 69Q (10382.507204 sec): 3 clusters Score: Raw -887282.502102 + Penalty 3320.791146 = -883961.710956 nChanged 29 SP:Iteration 70Q (10382.624724 sec): 3 clusters Score: Raw -887292.769139 + Penalty 3320.791146 = -883971.977993 nChanged 22 SP:Iteration 71Q (10382.738009 sec): 3 clusters Score: Raw -887300.829472 + Penalty 3320.791146 = -883980.038326 nChanged 28 SP:Iteration 72Q (10382.861642 sec): 3 clusters Score: Raw -887308.777799 + Penalty 3320.791146 = -883987.986653 nChanged 22 SP:Iteration 73Q (10382.983035 sec): 3 clusters Score: Raw -887316.162752 + Penalty 3320.791146 = -883995.371606 nChanged 22 SP:Iteration 74Q (10383.145374 sec): 3 clusters Score: Raw -887323.976371 + Penalty 3320.791146 = -884003.185225 nChanged 20 SP:Iteration 75Q (10383.288923 sec): 3 clusters Score: Raw -887328.292335 + Penalty 3320.791146 = -884007.501189 nChanged 11 SP:Iteration 76Q (10383.388576 sec): 3 clusters Score: Raw -887330.864551 + Penalty 3320.791146 = -884010.073405 nChanged 12 SP:Iteration 77Q (10383.531308 sec): 3 clusters Score: Raw -887333.726015 + Penalty 3320.791146 = -884012.934868 nChanged 7 SP:Iteration 78Q (10383.642080 sec): 3 clusters Score: Raw -887335.699440 + Penalty 3320.791146 = -884014.908294 nChanged 7 SP:Iteration 79Q (10383.749905 sec): 3 clusters Score: Raw -887337.754244 + Penalty 3320.791146 = -884016.963098 nChanged 3 SP:Iteration 80F (10383.885528 sec): 3 clusters Score: Raw -887338.309566 + Penalty 3320.791146 = -884017.518420 nChanged 3 SP:Iteration 81Q (10384.004269 sec): 3 clusters Score: Raw -887338.978900 + Penalty 3320.791146 = -884018.187754 nChanged 2 SP:Iteration 82Q (10384.145286 sec): 3 clusters Score: Raw -887339.446481 + Penalty 3320.791146 = -884018.655334 nChanged 1 SP:Iteration 83Q (10384.303213 sec): 3 clusters Score: Raw -887339.814895 + Penalty 3320.791146 = -884019.023749 nChanged 2 SP:Iteration 84Q (10384.455630 sec): 3 clusters Score: Raw -887340.312942 + Penalty 3320.791146 = -884019.521795 nChanged 1 SP:Iteration 85Q (10384.563578 sec): 3 clusters Score: Raw -887340.474632 + Penalty 3320.791146 = -884019.683486 nChanged 1 SP:Iteration 86Q (10384.690928 sec): 3 clusters Score: Raw -887340.633426 + Penalty 3320.791146 = -884019.842280 nChanged 0 SP:Iteration 87F (10384.817781 sec): 3 clusters Score: Raw -887340.633426 + Penalty 3320.791146 = -884019.842280 nChanged 0 Trying to split cluster 19 (6502 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10384.885621 sec): 2 clusters Score: Raw -285502.077500 + Penalty 1540.866325 = -283961.211175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10385.014257 sec): 3 clusters Score: Raw -282006.025714 + Penalty 3081.732650 = -278924.293064 nChanged 2731 SP:Iteration 1F (10385.113002 sec): 3 clusters Score: Raw -283758.811369 + Penalty 3081.732650 = -280677.078718 nChanged 585 SP:Iteration 2F (10385.213601 sec): 3 clusters Score: Raw -284185.639042 + Penalty 3081.732650 = -281103.906392 nChanged 478 SP:Iteration 3F (10385.326726 sec): 3 clusters Score: Raw -284517.647860 + Penalty 3081.732650 = -281435.915210 nChanged 386 SP:Iteration 4F (10385.448507 sec): 3 clusters Score: Raw -284779.344700 + Penalty 3081.732650 = -281697.612049 nChanged 320 SP:Iteration 5Q (10385.563161 sec): 3 clusters Score: Raw -284987.681584 + Penalty 3081.732650 = -281905.948934 nChanged 265 SP:Iteration 6Q (10385.665174 sec): 3 clusters Score: Raw -285158.068283 + Penalty 3081.732650 = -282076.335633 nChanged 246 SP:Iteration 7Q (10385.775194 sec): 3 clusters Score: Raw -285284.286301 + Penalty 3081.732650 = -282202.553651 nChanged 179 SP:Iteration 8Q (10385.898643 sec): 3 clusters Score: Raw -285360.335491 + Penalty 3081.732650 = -282278.602841 nChanged 157 SP:Iteration 9Q (10386.007653 sec): 3 clusters Score: Raw -285426.246915 + Penalty 3081.732650 = -282344.514265 nChanged 136 SP:Iteration 10Q (10386.123289 sec): 3 clusters Score: Raw -285477.966559 + Penalty 3081.732650 = -282396.233908 nChanged 103 SP:Iteration 11Q (10386.245801 sec): 3 clusters Score: Raw -285513.945540 + Penalty 3081.732650 = -282432.212890 nChanged 86 SP:Iteration 12Q (10386.354800 sec): 3 clusters Score: Raw -285543.452977 + Penalty 3081.732650 = -282461.720326 nChanged 65 SP:Iteration 13Q (10386.459793 sec): 3 clusters Score: Raw -285565.811446 + Penalty 3081.732650 = -282484.078796 nChanged 71 SP:Iteration 14Q (10386.565330 sec): 3 clusters Score: Raw -285590.785257 + Penalty 3081.732650 = -282509.052606 nChanged 58 SP:Iteration 15Q (10386.690901 sec): 3 clusters Score: Raw -285614.515487 + Penalty 3081.732650 = -282532.782837 nChanged 80 SP:Iteration 16Q (10386.789286 sec): 3 clusters Score: Raw -285643.303892 + Penalty 3081.732650 = -282561.571242 nChanged 91 SP:Iteration 17Q (10386.921204 sec): 3 clusters Score: Raw -285676.152705 + Penalty 3081.732650 = -282594.420054 nChanged 77 SP:Iteration 18Q (10387.021879 sec): 3 clusters Score: Raw -285697.099076 + Penalty 3081.732650 = -282615.366425 nChanged 62 SP:Iteration 19Q (10387.138468 sec): 3 clusters Score: Raw -285717.579551 + Penalty 3081.732650 = -282635.846900 nChanged 70 SP:Iteration 20F (10387.230662 sec): 3 clusters Score: Raw -285741.704112 + Penalty 3081.732650 = -282659.971461 nChanged 74 SP:Iteration 21Q (10387.361610 sec): 3 clusters Score: Raw -285766.916286 + Penalty 3081.732650 = -282685.183636 nChanged 82 SP:Iteration 22Q (10387.452162 sec): 3 clusters Score: Raw -285796.230581 + Penalty 3081.732650 = -282714.497931 nChanged 65 SP:Iteration 23Q (10387.549538 sec): 3 clusters Score: Raw -285823.677478 + Penalty 3081.732650 = -282741.944827 nChanged 71 SP:Iteration 24Q (10387.661341 sec): 3 clusters Score: Raw -285846.600908 + Penalty 3081.732650 = -282764.868257 nChanged 63 SP:Iteration 25Q (10387.776310 sec): 3 clusters Score: Raw -285869.168955 + Penalty 3081.732650 = -282787.436304 nChanged 63 SP:Iteration 26Q (10387.875896 sec): 3 clusters Score: Raw -285888.454629 + Penalty 3081.732650 = -282806.721979 nChanged 51 SP:Iteration 27Q (10387.995855 sec): 3 clusters Score: Raw -285907.121931 + Penalty 3081.732650 = -282825.389281 nChanged 71 SP:Iteration 28Q (10388.088190 sec): 3 clusters Score: Raw -285934.284598 + Penalty 3081.732650 = -282852.551947 nChanged 77 SP:Iteration 29Q (10388.177552 sec): 3 clusters Score: Raw -285963.236031 + Penalty 3081.732650 = -282881.503381 nChanged 80 SP:Iteration 30Q (10388.300768 sec): 3 clusters Score: Raw -285994.466631 + Penalty 3081.732650 = -282912.733981 nChanged 88 SP:Iteration 31Q (10388.392583 sec): 3 clusters Score: Raw -286030.766414 + Penalty 3081.732650 = -282949.033763 nChanged 83 SP:Iteration 32Q (10388.504322 sec): 3 clusters Score: Raw -286065.373545 + Penalty 3081.732650 = -282983.640895 nChanged 86 SP:Iteration 33Q (10388.590468 sec): 3 clusters Score: Raw -286101.521039 + Penalty 3081.732650 = -283019.788388 nChanged 83 SP:Iteration 34Q (10388.722627 sec): 3 clusters Score: Raw -286139.803152 + Penalty 3081.732650 = -283058.070502 nChanged 84 SP:Iteration 35Q (10388.822291 sec): 3 clusters Score: Raw -286179.762537 + Penalty 3081.732650 = -283098.029887 nChanged 89 SP:Iteration 36Q (10388.924201 sec): 3 clusters Score: Raw -286217.638467 + Penalty 3081.732650 = -283135.905817 nChanged 73 SP:Iteration 37Q (10389.031249 sec): 3 clusters Score: Raw -286255.783188 + Penalty 3081.732650 = -283174.050537 nChanged 90 SP:Iteration 38Q (10389.118909 sec): 3 clusters Score: Raw -286306.618388 + Penalty 3081.732650 = -283224.885738 nChanged 82 SP:Iteration 39Q (10389.252507 sec): 3 clusters Score: Raw -286353.708580 + Penalty 3081.732650 = -283271.975930 nChanged 81 SP:Iteration 40F (10389.351080 sec): 3 clusters Score: Raw -286403.471406 + Penalty 3081.732650 = -283321.738756 nChanged 78 SP:Iteration 41Q (10389.432387 sec): 3 clusters Score: Raw -286436.162395 + Penalty 3081.732650 = -283354.429744 nChanged 59 SP:Iteration 42Q (10389.552599 sec): 3 clusters Score: Raw -286461.463609 + Penalty 3081.732650 = -283379.730959 nChanged 53 SP:Iteration 43Q (10389.660218 sec): 3 clusters Score: Raw -286481.031347 + Penalty 3081.732650 = -283399.298697 nChanged 44 SP:Iteration 44Q (10389.760094 sec): 3 clusters Score: Raw -286500.663092 + Penalty 3081.732650 = -283418.930441 nChanged 45 SP:Iteration 45Q (10389.846464 sec): 3 clusters Score: Raw -286515.589886 + Penalty 3081.732650 = -283433.857235 nChanged 28 SP:Iteration 46Q (10389.974219 sec): 3 clusters Score: Raw -286523.525390 + Penalty 3081.732650 = -283441.792739 nChanged 33 SP:Iteration 47Q (10390.074953 sec): 3 clusters Score: Raw -286531.342355 + Penalty 3081.732650 = -283449.609704 nChanged 27 SP:Iteration 48Q (10390.192136 sec): 3 clusters Score: Raw -286539.527446 + Penalty 3081.732650 = -283457.794796 nChanged 30 SP:Iteration 49Q (10390.297805 sec): 3 clusters Score: Raw -286547.584469 + Penalty 3081.732650 = -283465.851819 nChanged 25 SP:Iteration 50Q (10390.412511 sec): 3 clusters Score: Raw -286553.918411 + Penalty 3081.732650 = -283472.185760 nChanged 22 SP:Iteration 51Q (10390.519213 sec): 3 clusters Score: Raw -286558.879162 + Penalty 3081.732650 = -283477.146512 nChanged 17 SP:Iteration 52Q (10390.632320 sec): 3 clusters Score: Raw -286563.161490 + Penalty 3081.732650 = -283481.428839 nChanged 20 SP:Iteration 53Q (10390.736190 sec): 3 clusters Score: Raw -286568.120414 + Penalty 3081.732650 = -283486.387763 nChanged 12 SP:Iteration 54Q (10390.833933 sec): 3 clusters Score: Raw -286570.680313 + Penalty 3081.732650 = -283488.947663 nChanged 13 SP:Iteration 55Q (10390.938885 sec): 3 clusters Score: Raw -286574.217255 + Penalty 3081.732650 = -283492.484605 nChanged 8 SP:Iteration 56Q (10391.041845 sec): 3 clusters Score: Raw -286575.672317 + Penalty 3081.732650 = -283493.939667 nChanged 7 SP:Iteration 57Q (10391.145404 sec): 3 clusters Score: Raw -286576.932592 + Penalty 3081.732650 = -283495.199942 nChanged 9 SP:Iteration 58Q (10391.246824 sec): 3 clusters Score: Raw -286578.921390 + Penalty 3081.732650 = -283497.188740 nChanged 13 SP:Iteration 59Q (10391.337208 sec): 3 clusters Score: Raw -286583.018627 + Penalty 3081.732650 = -283501.285976 nChanged 14 SP:Iteration 60F (10391.438889 sec): 3 clusters Score: Raw -286587.535514 + Penalty 3081.732650 = -283505.802864 nChanged 11 SP:Iteration 61Q (10391.533819 sec): 3 clusters Score: Raw -286590.051552 + Penalty 3081.732650 = -283508.318901 nChanged 11 SP:Iteration 62Q (10391.634991 sec): 3 clusters Score: Raw -286593.323255 + Penalty 3081.732650 = -283511.590605 nChanged 12 SP:Iteration 63Q (10391.740318 sec): 3 clusters Score: Raw -286595.697023 + Penalty 3081.732650 = -283513.964373 nChanged 9 SP:Iteration 64Q (10391.820164 sec): 3 clusters Score: Raw -286597.173400 + Penalty 3081.732650 = -283515.440750 nChanged 3 SP:Iteration 65Q (10391.930027 sec): 3 clusters Score: Raw -286597.652251 + Penalty 3081.732650 = -283515.919601 nChanged 3 SP:Iteration 66Q (10392.004926 sec): 3 clusters Score: Raw -286597.884461 + Penalty 3081.732650 = -283516.151810 nChanged 4 SP:Iteration 67Q (10392.113298 sec): 3 clusters Score: Raw -286598.311722 + Penalty 3081.732650 = -283516.579071 nChanged 3 SP:Iteration 68Q (10392.207298 sec): 3 clusters Score: Raw -286598.888933 + Penalty 3081.732650 = -283517.156283 nChanged 2 SP:Iteration 69Q (10392.296511 sec): 3 clusters Score: Raw -286599.195917 + Penalty 3081.732650 = -283517.463267 nChanged 2 SP:Iteration 70Q (10392.393883 sec): 3 clusters Score: Raw -286599.640652 + Penalty 3081.732650 = -283517.908001 nChanged 2 SP:Iteration 71Q (10392.476162 sec): 3 clusters Score: Raw -286600.189085 + Penalty 3081.732650 = -283518.456435 nChanged 6 SP:Iteration 72Q (10392.576297 sec): 3 clusters Score: Raw -286601.000062 + Penalty 3081.732650 = -283519.267412 nChanged 6 SP:Iteration 73Q (10392.677590 sec): 3 clusters Score: Raw -286601.648082 + Penalty 3081.732650 = -283519.915431 nChanged 1 SP:Iteration 74Q (10392.781180 sec): 3 clusters Score: Raw -286601.722643 + Penalty 3081.732650 = -283519.989992 nChanged 0 SP:Iteration 75F (10392.866491 sec): 3 clusters Score: Raw -286601.722643 + Penalty 3081.732650 = -283519.989992 nChanged 0 Trying to split cluster 20 (3096 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10392.933794 sec): 2 clusters Score: Raw -198520.012617 + Penalty 1410.645524 = -197109.367093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10393.016413 sec): 3 clusters Score: Raw -197049.677331 + Penalty 2821.291048 = -194228.386282 nChanged 1203 SP:Iteration 1F (10393.084810 sec): 3 clusters Score: Raw -197771.458423 + Penalty 2821.291048 = -194950.167375 nChanged 264 SP:Iteration 2F (10393.183519 sec): 3 clusters Score: Raw -197963.751443 + Penalty 2821.291048 = -195142.460395 nChanged 195 SP:Iteration 3F (10393.263066 sec): 3 clusters Score: Raw -198134.726290 + Penalty 2821.291048 = -195313.435242 nChanged 178 SP:Iteration 4F (10393.338488 sec): 3 clusters Score: Raw -198339.409152 + Penalty 2821.291048 = -195518.118103 nChanged 193 SP:Iteration 5F (10393.443965 sec): 3 clusters Score: Raw -198551.926330 + Penalty 2821.291048 = -195730.635282 nChanged 163 SP:Iteration 6F (10393.530533 sec): 3 clusters Score: Raw -198714.225892 + Penalty 2821.291048 = -195892.934843 nChanged 141 SP:Iteration 7Q (10393.598682 sec): 3 clusters Score: Raw -198848.488707 + Penalty 2821.291048 = -196027.197658 nChanged 111 SP:Iteration 8Q (10393.673908 sec): 3 clusters Score: Raw -198969.071702 + Penalty 2821.291048 = -196147.780654 nChanged 95 SP:Iteration 9Q (10393.771298 sec): 3 clusters Score: Raw -199057.845210 + Penalty 2821.291048 = -196236.554161 nChanged 72 SP:Iteration 10Q (10393.864417 sec): 3 clusters Score: Raw -199121.425621 + Penalty 2821.291048 = -196300.134572 nChanged 58 SP:Iteration 11Q (10393.948490 sec): 3 clusters Score: Raw -199167.835213 + Penalty 2821.291048 = -196346.544165 nChanged 44 SP:Iteration 12Q (10394.017172 sec): 3 clusters Score: Raw -199200.919923 + Penalty 2821.291048 = -196379.628874 nChanged 33 SP:Iteration 13Q (10394.127548 sec): 3 clusters Score: Raw -199218.322829 + Penalty 2821.291048 = -196397.031780 nChanged 19 SP:Iteration 14Q (10394.197778 sec): 3 clusters Score: Raw -199228.066796 + Penalty 2821.291048 = -196406.775747 nChanged 15 SP:Iteration 15Q (10394.280822 sec): 3 clusters Score: Raw -199232.445180 + Penalty 2821.291048 = -196411.154131 nChanged 10 SP:Iteration 16Q (10394.375858 sec): 3 clusters Score: Raw -199235.938713 + Penalty 2821.291048 = -196414.647665 nChanged 14 SP:Iteration 17Q (10394.437293 sec): 3 clusters Score: Raw -199244.231226 + Penalty 2821.291048 = -196422.940177 nChanged 9 SP:Iteration 18Q (10394.536629 sec): 3 clusters Score: Raw -199248.182792 + Penalty 2821.291048 = -196426.891743 nChanged 8 SP:Iteration 19Q (10394.626161 sec): 3 clusters Score: Raw -199251.217193 + Penalty 2821.291048 = -196429.926145 nChanged 6 SP:Iteration 20F (10394.715303 sec): 3 clusters Score: Raw -199252.631283 + Penalty 2821.291048 = -196431.340234 nChanged 1 SP:Iteration 21Q (10394.796186 sec): 3 clusters Score: Raw -199252.899700 + Penalty 2821.291048 = -196431.608652 nChanged 0 SP:Iteration 22F (10394.883991 sec): 3 clusters Score: Raw -199252.899700 + Penalty 2821.291048 = -196431.608652 nChanged 0 Trying to split cluster 21 (19808 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10394.973926 sec): 2 clusters Score: Raw -1378301.161300 + Penalty 1736.369126 = -1376564.792174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10395.102055 sec): 3 clusters Score: Raw -1366396.817334 + Penalty 3472.738253 = -1362924.079081 nChanged 8977 SP:Iteration 1F (10395.238683 sec): 3 clusters Score: Raw -1371506.695727 + Penalty 3472.738253 = -1368033.957475 nChanged 1041 SP:Iteration 2F (10395.358892 sec): 3 clusters Score: Raw -1371908.124226 + Penalty 3472.738253 = -1368435.385973 nChanged 955 SP:Iteration 3Q (10395.486249 sec): 3 clusters Score: Raw -1372298.254598 + Penalty 3472.738253 = -1368825.516345 nChanged 911 SP:Iteration 4Q (10395.616801 sec): 3 clusters Score: Raw -1372701.223234 + Penalty 3472.738253 = -1369228.484981 nChanged 929 SP:Iteration 5Q (10395.746802 sec): 3 clusters Score: Raw -1373140.832114 + Penalty 3472.738253 = -1369668.093861 nChanged 959 SP:Iteration 6Q (10395.871820 sec): 3 clusters Score: Raw -1373646.799295 + Penalty 3472.738253 = -1370174.061042 nChanged 983 SP:Iteration 7Q (10395.997765 sec): 3 clusters Score: Raw -1374239.589193 + Penalty 3472.738253 = -1370766.850940 nChanged 985 SP:Iteration 8Q (10396.126137 sec): 3 clusters Score: Raw -1374825.299799 + Penalty 3472.738253 = -1371352.561547 nChanged 935 SP:Iteration 9Q (10396.253457 sec): 3 clusters Score: Raw -1375378.374306 + Penalty 3472.738253 = -1371905.636053 nChanged 889 SP:Iteration 10Q (10396.381163 sec): 3 clusters Score: Raw -1375888.169571 + Penalty 3472.738253 = -1372415.431318 nChanged 772 SP:Iteration 11Q (10396.509042 sec): 3 clusters Score: Raw -1376329.829765 + Penalty 3472.738253 = -1372857.091512 nChanged 695 SP:Iteration 12Q (10396.631558 sec): 3 clusters Score: Raw -1376707.907950 + Penalty 3472.738253 = -1373235.169698 nChanged 633 SP:Iteration 13Q (10396.755967 sec): 3 clusters Score: Raw -1377114.749172 + Penalty 3472.738253 = -1373642.010919 nChanged 693 SP:Iteration 14Q (10396.892462 sec): 3 clusters Score: Raw -1377648.862302 + Penalty 3472.738253 = -1374176.124050 nChanged 739 SP:Iteration 15Q (10396.999854 sec): 3 clusters Score: Raw -1378367.750283 + Penalty 3472.738253 = -1374895.012030 nChanged 781 SP:Iteration 16Q (10397.117065 sec): 3 clusters Score: Raw -1379276.808153 + Penalty 3472.738253 = -1375804.069900 nChanged 753 SP:Iteration 17Q (10397.253634 sec): 3 clusters Score: Raw -1380202.145690 + Penalty 3472.738253 = -1376729.407438 nChanged 647 SP:Iteration 18Q (10397.361498 sec): 3 clusters Score: Raw -1380912.666174 + Penalty 3472.738253 = -1377439.927922 nChanged 460 SP:Iteration 19Q (10397.466688 sec): 3 clusters Score: Raw -1381280.404374 + Penalty 3472.738253 = -1377807.666122 nChanged 258 SP:Iteration 20F (10397.582213 sec): 3 clusters Score: Raw -1381400.590371 + Penalty 3472.738253 = -1377927.852118 nChanged 138 SP:Iteration 21Q (10397.704014 sec): 3 clusters Score: Raw -1381445.666717 + Penalty 3472.738253 = -1377972.928465 nChanged 89 SP:Iteration 22Q (10397.817242 sec): 3 clusters Score: Raw -1381468.861770 + Penalty 3472.738253 = -1377996.123518 nChanged 54 SP:Iteration 23Q (10397.942716 sec): 3 clusters Score: Raw -1381477.263008 + Penalty 3472.738253 = -1378004.524755 nChanged 32 SP:Iteration 24Q (10398.057603 sec): 3 clusters Score: Raw -1381480.312271 + Penalty 3472.738253 = -1378007.574019 nChanged 21 SP:Iteration 25Q (10398.168962 sec): 3 clusters Score: Raw -1381481.776077 + Penalty 3472.738253 = -1378009.037824 nChanged 12 SP:Iteration 26Q (10398.287400 sec): 3 clusters Score: Raw -1381482.598789 + Penalty 3472.738253 = -1378009.860536 nChanged 4 SP:Iteration 27Q (10398.403513 sec): 3 clusters Score: Raw -1381482.815014 + Penalty 3472.738253 = -1378010.076761 nChanged 3 SP:Iteration 28Q (10398.505091 sec): 3 clusters Score: Raw -1381482.963931 + Penalty 3472.738253 = -1378010.225678 nChanged 3 SP:Iteration 29Q (10398.630055 sec): 3 clusters Score: Raw -1381483.149793 + Penalty 3472.738253 = -1378010.411541 nChanged 2 SP:Iteration 30Q (10398.744214 sec): 3 clusters Score: Raw -1381483.255945 + Penalty 3472.738253 = -1378010.517693 nChanged 0 SP:Iteration 31F (10398.860362 sec): 3 clusters Score: Raw -1381483.255945 + Penalty 3472.738253 = -1378010.517693 nChanged 0 Score: Raw -11970163.608787 + Penalty 66485.619895 = -11903677.988893 Splitting cluster 21 changes total score from -11902640.407975 to -11903677.988893 So it's getting split into cluster 31. Trying to split cluster 22 (923 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10405.816463 sec): 2 clusters Score: Raw -53899.968177 + Penalty 1198.248931 = -52701.719246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10405.906452 sec): 3 clusters Score: Raw -53666.640896 + Penalty 2396.497861 = -51270.143035 nChanged 264 SP:Iteration 1F (10405.976876 sec): 3 clusters Score: Raw -53979.690995 + Penalty 2396.497861 = -51583.193134 nChanged 90 SP:Iteration 2F (10406.068170 sec): 3 clusters Score: Raw -54092.493922 + Penalty 2396.497861 = -51695.996060 nChanged 59 SP:Iteration 3F (10406.152929 sec): 3 clusters Score: Raw -54177.836423 + Penalty 2396.497861 = -51781.338562 nChanged 37 SP:Iteration 4Q (10406.246229 sec): 3 clusters Score: Raw -54251.816108 + Penalty 2396.497861 = -51855.318247 nChanged 45 SP:Iteration 5Q (10406.322396 sec): 3 clusters Score: Raw -54334.990807 + Penalty 2396.497861 = -51938.492946 nChanged 29 SP:Iteration 6Q (10406.386481 sec): 3 clusters Score: Raw -54405.712379 + Penalty 2396.497861 = -52009.214518 nChanged 25 SP:Iteration 7Q (10406.464481 sec): 3 clusters Score: Raw -54463.793375 + Penalty 2396.497861 = -52067.295514 nChanged 31 SP:Iteration 8Q (10406.563179 sec): 3 clusters Score: Raw -54538.704549 + Penalty 2396.497861 = -52142.206688 nChanged 24 SP:Iteration 9Q (10406.635328 sec): 3 clusters Score: Raw -54591.425504 + Penalty 2396.497861 = -52194.927642 nChanged 11 SP:Iteration 10Q (10406.716661 sec): 3 clusters Score: Raw -54614.575658 + Penalty 2396.497861 = -52218.077797 nChanged 10 SP:Iteration 11Q (10406.786407 sec): 3 clusters Score: Raw -54635.489041 + Penalty 2396.497861 = -52238.991179 nChanged 8 SP:Iteration 12Q (10406.855483 sec): 3 clusters Score: Raw -54649.983481 + Penalty 2396.497861 = -52253.485619 nChanged 5 SP:Iteration 13Q (10406.925455 sec): 3 clusters Score: Raw -54657.964905 + Penalty 2396.497861 = -52261.467044 nChanged 5 SP:Iteration 14Q (10406.996979 sec): 3 clusters Score: Raw -54670.868166 + Penalty 2396.497861 = -52274.370304 nChanged 3 SP:Iteration 15Q (10407.060850 sec): 3 clusters Score: Raw -54677.569537 + Penalty 2396.497861 = -52281.071676 nChanged 3 SP:Iteration 16Q (10407.148722 sec): 3 clusters Score: Raw -54682.685769 + Penalty 2396.497861 = -52286.187908 nChanged 3 SP:Iteration 17Q (10407.218334 sec): 3 clusters Score: Raw -54688.738735 + Penalty 2396.497861 = -52292.240874 nChanged 6 SP:Iteration 18Q (10407.303906 sec): 3 clusters Score: Raw -54701.425135 + Penalty 2396.497861 = -52304.927274 nChanged 8 SP:Iteration 19Q (10407.382097 sec): 3 clusters Score: Raw -54716.918931 + Penalty 2396.497861 = -52320.421070 nChanged 10 SP:Iteration 20F (10407.466962 sec): 3 clusters Score: Raw -54746.527904 + Penalty 2396.497861 = -52350.030042 nChanged 13 SP:Iteration 21Q (10407.553113 sec): 3 clusters Score: Raw -54785.322293 + Penalty 2396.497861 = -52388.824432 nChanged 14 SP:Iteration 22Q (10407.630616 sec): 3 clusters Score: Raw -54835.033380 + Penalty 2396.497861 = -52438.535518 nChanged 10 SP:Iteration 23Q (10407.709358 sec): 3 clusters Score: Raw -54888.883084 + Penalty 2396.497861 = -52492.385223 nChanged 14 SP:Iteration 24Q (10407.795698 sec): 3 clusters Score: Raw -54970.234045 + Penalty 2396.497861 = -52573.736183 nChanged 13 SP:Iteration 25Q (10407.881999 sec): 3 clusters Score: Raw -55019.882062 + Penalty 2396.497861 = -52623.384201 nChanged 9 SP:Iteration 26Q (10407.967438 sec): 3 clusters Score: Raw -55052.756467 + Penalty 2396.497861 = -52656.258606 nChanged 4 SP:Iteration 27Q (10408.064155 sec): 3 clusters Score: Raw -55066.898636 + Penalty 2396.497861 = -52670.400775 nChanged 4 SP:Iteration 28Q (10408.134191 sec): 3 clusters Score: Raw -55072.427434 + Penalty 2396.497861 = -52675.929573 nChanged 2 SP:Iteration 29Q (10408.214000 sec): 3 clusters Score: Raw -55074.276440 + Penalty 2396.497861 = -52677.778578 nChanged 0 SP:Iteration 30F (10408.293294 sec): 3 clusters Score: Raw -55074.276440 + Penalty 2396.497861 = -52677.778578 nChanged 0 Trying to split cluster 23 (5664 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10408.371952 sec): 2 clusters Score: Raw -353758.459496 + Penalty 1516.650929 = -352241.808567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10408.463621 sec): 3 clusters Score: Raw -350866.505433 + Penalty 3033.301858 = -347833.203575 nChanged 2275 SP:Iteration 1F (10408.539087 sec): 3 clusters Score: Raw -352522.162223 + Penalty 3033.301858 = -349488.860365 nChanged 540 SP:Iteration 2F (10408.646165 sec): 3 clusters Score: Raw -352997.806271 + Penalty 3033.301858 = -349964.504413 nChanged 422 SP:Iteration 3F (10408.742238 sec): 3 clusters Score: Raw -353378.298626 + Penalty 3033.301858 = -350344.996768 nChanged 354 SP:Iteration 4F (10408.835771 sec): 3 clusters Score: Raw -353756.425189 + Penalty 3033.301858 = -350723.123331 nChanged 330 SP:Iteration 5F (10408.908446 sec): 3 clusters Score: Raw -354144.939585 + Penalty 3033.301858 = -351111.637727 nChanged 297 SP:Iteration 6F (10409.011268 sec): 3 clusters Score: Raw -354461.082574 + Penalty 3033.301858 = -351427.780716 nChanged 236 SP:Iteration 7Q (10409.090309 sec): 3 clusters Score: Raw -354659.555094 + Penalty 3033.301858 = -351626.253236 nChanged 165 SP:Iteration 8Q (10409.194110 sec): 3 clusters Score: Raw -354813.086166 + Penalty 3033.301858 = -351779.784308 nChanged 174 SP:Iteration 9Q (10409.285643 sec): 3 clusters Score: Raw -354955.819837 + Penalty 3033.301858 = -351922.517979 nChanged 136 SP:Iteration 10Q (10409.374828 sec): 3 clusters Score: Raw -355072.402858 + Penalty 3033.301858 = -352039.101000 nChanged 117 SP:Iteration 11Q (10409.445862 sec): 3 clusters Score: Raw -355150.553760 + Penalty 3033.301858 = -352117.251902 nChanged 93 SP:Iteration 12Q (10409.547385 sec): 3 clusters Score: Raw -355204.732330 + Penalty 3033.301858 = -352171.430472 nChanged 86 SP:Iteration 13Q (10409.625830 sec): 3 clusters Score: Raw -355250.354536 + Penalty 3033.301858 = -352217.052678 nChanged 68 SP:Iteration 14Q (10409.722237 sec): 3 clusters Score: Raw -355285.361750 + Penalty 3033.301858 = -352252.059892 nChanged 50 SP:Iteration 15Q (10409.797128 sec): 3 clusters Score: Raw -355303.375743 + Penalty 3033.301858 = -352270.073884 nChanged 39 SP:Iteration 16Q (10409.896104 sec): 3 clusters Score: Raw -355316.721503 + Penalty 3033.301858 = -352283.419645 nChanged 34 SP:Iteration 17Q (10409.974616 sec): 3 clusters Score: Raw -355332.226078 + Penalty 3033.301858 = -352298.924220 nChanged 34 SP:Iteration 18Q (10410.066617 sec): 3 clusters Score: Raw -355346.136985 + Penalty 3033.301858 = -352312.835127 nChanged 43 SP:Iteration 19Q (10410.163418 sec): 3 clusters Score: Raw -355361.462287 + Penalty 3033.301858 = -352328.160429 nChanged 29 SP:Iteration 20F (10410.256289 sec): 3 clusters Score: Raw -355371.624663 + Penalty 3033.301858 = -352338.322805 nChanged 15 SP:Iteration 21Q (10410.370609 sec): 3 clusters Score: Raw -355377.562520 + Penalty 3033.301858 = -352344.260662 nChanged 22 SP:Iteration 22Q (10410.445274 sec): 3 clusters Score: Raw -355383.734573 + Penalty 3033.301858 = -352350.432715 nChanged 16 SP:Iteration 23Q (10410.532609 sec): 3 clusters Score: Raw -355389.326298 + Penalty 3033.301858 = -352356.024439 nChanged 11 SP:Iteration 24Q (10410.618408 sec): 3 clusters Score: Raw -355394.109922 + Penalty 3033.301858 = -352360.808064 nChanged 13 SP:Iteration 25Q (10410.723133 sec): 3 clusters Score: Raw -355396.777670 + Penalty 3033.301858 = -352363.475812 nChanged 7 SP:Iteration 26Q (10410.822698 sec): 3 clusters Score: Raw -355398.212016 + Penalty 3033.301858 = -352364.910158 nChanged 3 SP:Iteration 27Q (10410.915128 sec): 3 clusters Score: Raw -355398.842266 + Penalty 3033.301858 = -352365.540408 nChanged 2 SP:Iteration 28Q (10411.004242 sec): 3 clusters Score: Raw -355399.574587 + Penalty 3033.301858 = -352366.272729 nChanged 4 SP:Iteration 29Q (10411.089264 sec): 3 clusters Score: Raw -355400.637640 + Penalty 3033.301858 = -352367.335782 nChanged 4 SP:Iteration 30Q (10411.190143 sec): 3 clusters Score: Raw -355401.793694 + Penalty 3033.301858 = -352368.491836 nChanged 2 SP:Iteration 31Q (10411.277576 sec): 3 clusters Score: Raw -355401.945274 + Penalty 3033.301858 = -352368.643416 nChanged 1 SP:Iteration 32Q (10411.356342 sec): 3 clusters Score: Raw -355402.057191 + Penalty 3033.301858 = -352368.755333 nChanged 1 SP:Iteration 33Q (10411.448443 sec): 3 clusters Score: Raw -355402.386713 + Penalty 3033.301858 = -352369.084855 nChanged 4 SP:Iteration 34Q (10411.541166 sec): 3 clusters Score: Raw -355403.023674 + Penalty 3033.301858 = -352369.721816 nChanged 2 SP:Iteration 35Q (10411.635790 sec): 3 clusters Score: Raw -355403.297467 + Penalty 3033.301858 = -352369.995609 nChanged 1 SP:Iteration 36Q (10411.742825 sec): 3 clusters Score: Raw -355403.344090 + Penalty 3033.301858 = -352370.042232 nChanged 0 SP:Iteration 37F (10411.835623 sec): 3 clusters Score: Raw -355403.344090 + Penalty 3033.301858 = -352370.042232 nChanged 0 Score: Raw -11971808.493381 + Penalty 68630.317310 = -11903178.176070 Splitting cluster 23 changes total score from -11902640.407975 to -11903178.176070 So it's getting split into cluster 32. Trying to split cluster 24 (1926 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10418.180579 sec): 2 clusters Score: Raw -85636.258419 + Penalty 1327.341704 = -84308.916715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10418.275806 sec): 3 clusters Score: Raw -84845.828061 + Penalty 2654.683408 = -82191.144653 nChanged 691 SP:Iteration 1F (10418.350633 sec): 3 clusters Score: Raw -85495.810758 + Penalty 2654.683408 = -82841.127350 nChanged 220 SP:Iteration 2F (10418.434380 sec): 3 clusters Score: Raw -85783.914546 + Penalty 2654.683408 = -83129.231138 nChanged 144 SP:Iteration 3F (10418.497334 sec): 3 clusters Score: Raw -85995.335713 + Penalty 2654.683408 = -83340.652305 nChanged 121 SP:Iteration 4F (10418.580519 sec): 3 clusters Score: Raw -86134.331053 + Penalty 2654.683408 = -83479.647645 nChanged 85 SP:Iteration 5Q (10418.666386 sec): 3 clusters Score: Raw -86207.597159 + Penalty 2654.683408 = -83552.913751 nChanged 56 SP:Iteration 6Q (10418.751374 sec): 3 clusters Score: Raw -86253.556813 + Penalty 2654.683408 = -83598.873405 nChanged 37 SP:Iteration 7Q (10418.822980 sec): 3 clusters Score: Raw -86294.787600 + Penalty 2654.683408 = -83640.104192 nChanged 40 SP:Iteration 8Q (10418.905131 sec): 3 clusters Score: Raw -86339.984487 + Penalty 2654.683408 = -83685.301079 nChanged 39 SP:Iteration 9Q (10418.997605 sec): 3 clusters Score: Raw -86379.784669 + Penalty 2654.683408 = -83725.101261 nChanged 27 SP:Iteration 10Q (10419.061157 sec): 3 clusters Score: Raw -86417.400170 + Penalty 2654.683408 = -83762.716762 nChanged 29 SP:Iteration 11Q (10419.150087 sec): 3 clusters Score: Raw -86439.876037 + Penalty 2654.683408 = -83785.192629 nChanged 25 SP:Iteration 12Q (10419.235551 sec): 3 clusters Score: Raw -86453.520489 + Penalty 2654.683408 = -83798.837082 nChanged 14 SP:Iteration 13Q (10419.325636 sec): 3 clusters Score: Raw -86467.132511 + Penalty 2654.683408 = -83812.449103 nChanged 17 SP:Iteration 14Q (10419.417553 sec): 3 clusters Score: Raw -86477.546871 + Penalty 2654.683408 = -83822.863463 nChanged 12 SP:Iteration 15Q (10419.501274 sec): 3 clusters Score: Raw -86486.059902 + Penalty 2654.683408 = -83831.376494 nChanged 13 SP:Iteration 16Q (10419.575903 sec): 3 clusters Score: Raw -86495.182792 + Penalty 2654.683408 = -83840.499384 nChanged 11 SP:Iteration 17Q (10419.659270 sec): 3 clusters Score: Raw -86502.025271 + Penalty 2654.683408 = -83847.341863 nChanged 9 SP:Iteration 18Q (10419.744593 sec): 3 clusters Score: Raw -86508.685734 + Penalty 2654.683408 = -83854.002326 nChanged 10 SP:Iteration 19Q (10419.804401 sec): 3 clusters Score: Raw -86515.379390 + Penalty 2654.683408 = -83860.695982 nChanged 3 SP:Iteration 20F (10419.888361 sec): 3 clusters Score: Raw -86517.057975 + Penalty 2654.683408 = -83862.374567 nChanged 4 SP:Iteration 21Q (10419.963504 sec): 3 clusters Score: Raw -86520.741383 + Penalty 2654.683408 = -83866.057975 nChanged 5 SP:Iteration 22Q (10420.047631 sec): 3 clusters Score: Raw -86526.045761 + Penalty 2654.683408 = -83871.362353 nChanged 5 SP:Iteration 23Q (10420.131711 sec): 3 clusters Score: Raw -86528.206625 + Penalty 2654.683408 = -83873.523217 nChanged 0 SP:Iteration 24F (10420.230607 sec): 3 clusters Score: Raw -86528.206625 + Penalty 2654.683408 = -83873.523217 nChanged 0 Trying to split cluster 25 (8251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10420.292867 sec): 2 clusters Score: Raw -530223.668024 + Penalty 1582.674740 = -528640.993285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10420.395812 sec): 3 clusters Score: Raw -525665.937192 + Penalty 3165.349479 = -522500.587713 nChanged 3527 SP:Iteration 1F (10420.477778 sec): 3 clusters Score: Raw -527716.772026 + Penalty 3165.349479 = -524551.422547 nChanged 593 SP:Iteration 2F (10420.577555 sec): 3 clusters Score: Raw -528072.822999 + Penalty 3165.349479 = -524907.473520 nChanged 524 SP:Iteration 3F (10420.725261 sec): 3 clusters Score: Raw -528415.212607 + Penalty 3165.349479 = -525249.863128 nChanged 474 SP:Iteration 4F (10420.849403 sec): 3 clusters Score: Raw -528774.190029 + Penalty 3165.349479 = -525608.840550 nChanged 471 SP:Iteration 5F (10420.969273 sec): 3 clusters Score: Raw -529183.352025 + Penalty 3165.349479 = -526018.002546 nChanged 465 SP:Iteration 6F (10421.085831 sec): 3 clusters Score: Raw -529584.077814 + Penalty 3165.349479 = -526418.728335 nChanged 419 SP:Iteration 7F (10421.195123 sec): 3 clusters Score: Raw -529991.254080 + Penalty 3165.349479 = -526825.904601 nChanged 402 SP:Iteration 8Q (10421.311964 sec): 3 clusters Score: Raw -530402.491021 + Penalty 3165.349479 = -527237.141542 nChanged 340 SP:Iteration 9Q (10421.411407 sec): 3 clusters Score: Raw -530719.426810 + Penalty 3165.349479 = -527554.077331 nChanged 301 SP:Iteration 10Q (10421.537554 sec): 3 clusters Score: Raw -530971.635312 + Penalty 3165.349479 = -527806.285833 nChanged 266 SP:Iteration 11Q (10421.655638 sec): 3 clusters Score: Raw -531146.101373 + Penalty 3165.349479 = -527980.751894 nChanged 224 SP:Iteration 12Q (10421.795098 sec): 3 clusters Score: Raw -531286.597557 + Penalty 3165.349479 = -528121.248078 nChanged 167 SP:Iteration 13Q (10421.888569 sec): 3 clusters Score: Raw -531373.245917 + Penalty 3165.349479 = -528207.896438 nChanged 147 SP:Iteration 14Q (10422.024812 sec): 3 clusters Score: Raw -531451.649474 + Penalty 3165.349479 = -528286.299995 nChanged 131 SP:Iteration 15Q (10422.147935 sec): 3 clusters Score: Raw -531509.499415 + Penalty 3165.349479 = -528344.149936 nChanged 97 SP:Iteration 16Q (10422.268692 sec): 3 clusters Score: Raw -531545.496928 + Penalty 3165.349479 = -528380.147449 nChanged 78 SP:Iteration 17Q (10422.360963 sec): 3 clusters Score: Raw -531577.061966 + Penalty 3165.349479 = -528411.712487 nChanged 70 SP:Iteration 18Q (10422.495199 sec): 3 clusters Score: Raw -531605.419905 + Penalty 3165.349479 = -528440.070426 nChanged 73 SP:Iteration 19Q (10422.640180 sec): 3 clusters Score: Raw -531633.633149 + Penalty 3165.349479 = -528468.283670 nChanged 67 SP:Iteration 20F (10422.764193 sec): 3 clusters Score: Raw -531661.412206 + Penalty 3165.349479 = -528496.062726 nChanged 58 SP:Iteration 21Q (10422.877361 sec): 3 clusters Score: Raw -531691.007400 + Penalty 3165.349479 = -528525.657921 nChanged 68 SP:Iteration 22Q (10423.013387 sec): 3 clusters Score: Raw -531729.655434 + Penalty 3165.349479 = -528564.305955 nChanged 65 SP:Iteration 23Q (10423.121868 sec): 3 clusters Score: Raw -531760.784390 + Penalty 3165.349479 = -528595.434911 nChanged 62 SP:Iteration 24Q (10423.230723 sec): 3 clusters Score: Raw -531785.736549 + Penalty 3165.349479 = -528620.387069 nChanged 48 SP:Iteration 25Q (10423.341987 sec): 3 clusters Score: Raw -531801.766299 + Penalty 3165.349479 = -528636.416820 nChanged 41 SP:Iteration 26Q (10423.457191 sec): 3 clusters Score: Raw -531812.815408 + Penalty 3165.349479 = -528647.465929 nChanged 21 SP:Iteration 27Q (10423.574077 sec): 3 clusters Score: Raw -531817.113016 + Penalty 3165.349479 = -528651.763537 nChanged 12 SP:Iteration 28Q (10423.703682 sec): 3 clusters Score: Raw -531820.068257 + Penalty 3165.349479 = -528654.718778 nChanged 7 SP:Iteration 29Q (10423.836596 sec): 3 clusters Score: Raw -531821.556381 + Penalty 3165.349479 = -528656.206902 nChanged 3 SP:Iteration 30Q (10423.956450 sec): 3 clusters Score: Raw -531822.157997 + Penalty 3165.349479 = -528656.808517 nChanged 2 SP:Iteration 31Q (10424.086804 sec): 3 clusters Score: Raw -531822.537592 + Penalty 3165.349479 = -528657.188113 nChanged 2 SP:Iteration 32Q (10424.219012 sec): 3 clusters Score: Raw -531822.692990 + Penalty 3165.349479 = -528657.343511 nChanged 2 SP:Iteration 33Q (10424.337508 sec): 3 clusters Score: Raw -531823.065918 + Penalty 3165.349479 = -528657.716439 nChanged 1 SP:Iteration 34Q (10424.452451 sec): 3 clusters Score: Raw -531823.160567 + Penalty 3165.349479 = -528657.811088 nChanged 1 SP:Iteration 35Q (10424.561877 sec): 3 clusters Score: Raw -531823.221277 + Penalty 3165.349479 = -528657.871798 nChanged 1 SP:Iteration 36Q (10424.669083 sec): 3 clusters Score: Raw -531823.260133 + Penalty 3165.349479 = -528657.910654 nChanged 0 SP:Iteration 37F (10424.817489 sec): 3 clusters Score: Raw -531823.260133 + Penalty 3165.349479 = -528657.910654 nChanged 0 Score: Raw -11973408.085490 + Penalty 70775.014726 = -11902633.070764 Splitting cluster 25 changes total score from -11902640.407975 to -11902633.070764 So it's not getting split. Trying to split cluster 26 (5034 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10431.874112 sec): 2 clusters Score: Raw -282362.575928 + Penalty 1495.956766 = -280866.619162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10431.948341 sec): 3 clusters Score: Raw -279732.889918 + Penalty 2991.913532 = -276740.976386 nChanged 2053 SP:Iteration 1F (10432.055083 sec): 3 clusters Score: Raw -280949.735823 + Penalty 2991.913532 = -277957.822291 nChanged 413 SP:Iteration 2F (10432.143540 sec): 3 clusters Score: Raw -281262.302353 + Penalty 2991.913532 = -278270.388821 nChanged 334 SP:Iteration 3F (10432.213449 sec): 3 clusters Score: Raw -281526.552203 + Penalty 2991.913532 = -278534.638671 nChanged 310 SP:Iteration 4F (10432.312531 sec): 3 clusters Score: Raw -281778.747600 + Penalty 2991.913532 = -278786.834069 nChanged 265 SP:Iteration 5F (10432.409675 sec): 3 clusters Score: Raw -281958.124999 + Penalty 2991.913532 = -278966.211467 nChanged 241 SP:Iteration 6Q (10432.480987 sec): 3 clusters Score: Raw -282126.321641 + Penalty 2991.913532 = -279134.408110 nChanged 218 SP:Iteration 7Q (10432.567575 sec): 3 clusters Score: Raw -282305.963233 + Penalty 2991.913532 = -279314.049701 nChanged 184 SP:Iteration 8Q (10432.653955 sec): 3 clusters Score: Raw -282433.592189 + Penalty 2991.913532 = -279441.678658 nChanged 161 SP:Iteration 9Q (10432.742604 sec): 3 clusters Score: Raw -282546.105178 + Penalty 2991.913532 = -279554.191646 nChanged 138 SP:Iteration 10Q (10432.843759 sec): 3 clusters Score: Raw -282628.808137 + Penalty 2991.913532 = -279636.894605 nChanged 114 SP:Iteration 11Q (10432.925914 sec): 3 clusters Score: Raw -282695.080399 + Penalty 2991.913532 = -279703.166867 nChanged 96 SP:Iteration 12Q (10433.006346 sec): 3 clusters Score: Raw -282739.057796 + Penalty 2991.913532 = -279747.144265 nChanged 89 SP:Iteration 13Q (10433.096910 sec): 3 clusters Score: Raw -282781.986522 + Penalty 2991.913532 = -279790.072991 nChanged 67 SP:Iteration 14Q (10433.182781 sec): 3 clusters Score: Raw -282820.363526 + Penalty 2991.913532 = -279828.449995 nChanged 81 SP:Iteration 15Q (10433.264157 sec): 3 clusters Score: Raw -282864.842562 + Penalty 2991.913532 = -279872.929030 nChanged 72 SP:Iteration 16Q (10433.347129 sec): 3 clusters Score: Raw -282901.621573 + Penalty 2991.913532 = -279909.708042 nChanged 75 SP:Iteration 17Q (10433.448999 sec): 3 clusters Score: Raw -282944.331645 + Penalty 2991.913532 = -279952.418113 nChanged 83 SP:Iteration 18Q (10433.546815 sec): 3 clusters Score: Raw -282989.133981 + Penalty 2991.913532 = -279997.220450 nChanged 74 SP:Iteration 19Q (10433.635359 sec): 3 clusters Score: Raw -283029.882274 + Penalty 2991.913532 = -280037.968742 nChanged 61 SP:Iteration 20F (10433.721698 sec): 3 clusters Score: Raw -283060.454381 + Penalty 2991.913532 = -280068.540850 nChanged 70 SP:Iteration 21Q (10433.797377 sec): 3 clusters Score: Raw -283092.442132 + Penalty 2991.913532 = -280100.528601 nChanged 58 SP:Iteration 22Q (10433.893123 sec): 3 clusters Score: Raw -283121.527076 + Penalty 2991.913532 = -280129.613544 nChanged 48 SP:Iteration 23Q (10433.984364 sec): 3 clusters Score: Raw -283144.757175 + Penalty 2991.913532 = -280152.843643 nChanged 49 SP:Iteration 24Q (10434.051150 sec): 3 clusters Score: Raw -283167.729235 + Penalty 2991.913532 = -280175.815703 nChanged 50 SP:Iteration 25Q (10434.138075 sec): 3 clusters Score: Raw -283189.441400 + Penalty 2991.913532 = -280197.527868 nChanged 35 SP:Iteration 26Q (10434.226122 sec): 3 clusters Score: Raw -283206.292447 + Penalty 2991.913532 = -280214.378915 nChanged 39 SP:Iteration 27Q (10434.313715 sec): 3 clusters Score: Raw -283221.925940 + Penalty 2991.913532 = -280230.012408 nChanged 24 SP:Iteration 28Q (10434.406894 sec): 3 clusters Score: Raw -283229.534899 + Penalty 2991.913532 = -280237.621368 nChanged 15 SP:Iteration 29Q (10434.490102 sec): 3 clusters Score: Raw -283232.769833 + Penalty 2991.913532 = -280240.856302 nChanged 10 SP:Iteration 30Q (10434.583434 sec): 3 clusters Score: Raw -283235.028072 + Penalty 2991.913532 = -280243.114540 nChanged 12 SP:Iteration 31Q (10434.649785 sec): 3 clusters Score: Raw -283238.658453 + Penalty 2991.913532 = -280246.744921 nChanged 14 SP:Iteration 32Q (10434.750127 sec): 3 clusters Score: Raw -283242.604615 + Penalty 2991.913532 = -280250.691083 nChanged 12 SP:Iteration 33Q (10434.842098 sec): 3 clusters Score: Raw -283246.283600 + Penalty 2991.913532 = -280254.370068 nChanged 5 SP:Iteration 34Q (10434.915055 sec): 3 clusters Score: Raw -283247.966387 + Penalty 2991.913532 = -280256.052856 nChanged 7 SP:Iteration 35Q (10435.026653 sec): 3 clusters Score: Raw -283249.259589 + Penalty 2991.913532 = -280257.346057 nChanged 6 SP:Iteration 36Q (10435.099797 sec): 3 clusters Score: Raw -283250.954713 + Penalty 2991.913532 = -280259.041181 nChanged 4 SP:Iteration 37Q (10435.209381 sec): 3 clusters Score: Raw -283251.701430 + Penalty 2991.913532 = -280259.787898 nChanged 2 SP:Iteration 38Q (10435.299253 sec): 3 clusters Score: Raw -283252.508871 + Penalty 2991.913532 = -280260.595339 nChanged 1 SP:Iteration 39Q (10435.390537 sec): 3 clusters Score: Raw -283252.671353 + Penalty 2991.913532 = -280260.757821 nChanged 1 SP:Iteration 40F (10435.480228 sec): 3 clusters Score: Raw -283252.854677 + Penalty 2991.913532 = -280260.941145 nChanged 0 Trying to split cluster 27 (4226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10435.534240 sec): 2 clusters Score: Raw -237710.934457 + Penalty 1465.251465 = -236245.682992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10435.615781 sec): 3 clusters Score: Raw -235596.480071 + Penalty 2930.502931 = -232665.977140 nChanged 1651 SP:Iteration 1F (10435.703622 sec): 3 clusters Score: Raw -236593.172672 + Penalty 2930.502931 = -233662.669741 nChanged 317 SP:Iteration 2F (10435.796064 sec): 3 clusters Score: Raw -236797.748633 + Penalty 2930.502931 = -233867.245703 nChanged 232 SP:Iteration 3F (10435.867124 sec): 3 clusters Score: Raw -236948.497434 + Penalty 2930.502931 = -234017.994504 nChanged 174 SP:Iteration 4Q (10435.959254 sec): 3 clusters Score: Raw -237043.131429 + Penalty 2930.502931 = -234112.628499 nChanged 135 SP:Iteration 5Q (10436.046001 sec): 3 clusters Score: Raw -237123.582413 + Penalty 2930.502931 = -234193.079482 nChanged 130 SP:Iteration 6Q (10436.146404 sec): 3 clusters Score: Raw -237211.704099 + Penalty 2930.502931 = -234281.201168 nChanged 132 SP:Iteration 7Q (10436.215858 sec): 3 clusters Score: Raw -237300.995984 + Penalty 2930.502931 = -234370.493053 nChanged 119 SP:Iteration 8Q (10436.324231 sec): 3 clusters Score: Raw -237382.371344 + Penalty 2930.502931 = -234451.868414 nChanged 106 SP:Iteration 9Q (10436.394525 sec): 3 clusters Score: Raw -237459.057948 + Penalty 2930.502931 = -234528.555017 nChanged 106 SP:Iteration 10Q (10436.501399 sec): 3 clusters Score: Raw -237547.354560 + Penalty 2930.502931 = -234616.851629 nChanged 99 SP:Iteration 11Q (10436.574740 sec): 3 clusters Score: Raw -237622.102478 + Penalty 2930.502931 = -234691.599547 nChanged 96 SP:Iteration 12Q (10436.687100 sec): 3 clusters Score: Raw -237687.964302 + Penalty 2930.502931 = -234757.461372 nChanged 87 SP:Iteration 13Q (10436.760616 sec): 3 clusters Score: Raw -237745.218970 + Penalty 2930.502931 = -234814.716039 nChanged 93 SP:Iteration 14Q (10436.872050 sec): 3 clusters Score: Raw -237816.274125 + Penalty 2930.502931 = -234885.771195 nChanged 85 SP:Iteration 15Q (10436.959144 sec): 3 clusters Score: Raw -237886.389098 + Penalty 2930.502931 = -234955.886168 nChanged 78 SP:Iteration 16Q (10437.048497 sec): 3 clusters Score: Raw -237951.850137 + Penalty 2930.502931 = -235021.347206 nChanged 82 SP:Iteration 17Q (10437.132353 sec): 3 clusters Score: Raw -238007.254411 + Penalty 2930.502931 = -235076.751480 nChanged 64 SP:Iteration 18Q (10437.214263 sec): 3 clusters Score: Raw -238048.420753 + Penalty 2930.502931 = -235117.917823 nChanged 53 SP:Iteration 19Q (10437.296934 sec): 3 clusters Score: Raw -238082.571269 + Penalty 2930.502931 = -235152.068338 nChanged 52 SP:Iteration 20F (10437.377937 sec): 3 clusters Score: Raw -238114.854805 + Penalty 2930.502931 = -235184.351874 nChanged 45 SP:Iteration 21Q (10437.462977 sec): 3 clusters Score: Raw -238142.430161 + Penalty 2930.502931 = -235211.927231 nChanged 45 SP:Iteration 22Q (10437.585126 sec): 3 clusters Score: Raw -238171.447113 + Penalty 2930.502931 = -235240.944183 nChanged 52 SP:Iteration 23Q (10437.666142 sec): 3 clusters Score: Raw -238206.376298 + Penalty 2930.502931 = -235275.873367 nChanged 48 SP:Iteration 24Q (10437.759670 sec): 3 clusters Score: Raw -238230.401618 + Penalty 2930.502931 = -235299.898687 nChanged 34 SP:Iteration 25Q (10437.848705 sec): 3 clusters Score: Raw -238251.981317 + Penalty 2930.502931 = -235321.478386 nChanged 45 SP:Iteration 26Q (10437.915666 sec): 3 clusters Score: Raw -238281.983919 + Penalty 2930.502931 = -235351.480988 nChanged 39 SP:Iteration 27Q (10438.002899 sec): 3 clusters Score: Raw -238304.554126 + Penalty 2930.502931 = -235374.051195 nChanged 49 SP:Iteration 28Q (10438.086090 sec): 3 clusters Score: Raw -238334.321283 + Penalty 2930.502931 = -235403.818353 nChanged 52 SP:Iteration 29Q (10438.160174 sec): 3 clusters Score: Raw -238369.350720 + Penalty 2930.502931 = -235438.847789 nChanged 55 SP:Iteration 30Q (10438.245495 sec): 3 clusters Score: Raw -238402.136573 + Penalty 2930.502931 = -235471.633643 nChanged 55 SP:Iteration 31Q (10438.331113 sec): 3 clusters Score: Raw -238442.413395 + Penalty 2930.502931 = -235511.910464 nChanged 70 SP:Iteration 32Q (10438.436479 sec): 3 clusters Score: Raw -238493.036565 + Penalty 2930.502931 = -235562.533634 nChanged 73 SP:Iteration 33Q (10438.505544 sec): 3 clusters Score: Raw -238547.745868 + Penalty 2930.502931 = -235617.242937 nChanged 74 SP:Iteration 34Q (10438.598515 sec): 3 clusters Score: Raw -238601.731615 + Penalty 2930.502931 = -235671.228685 nChanged 60 SP:Iteration 35Q (10438.682694 sec): 3 clusters Score: Raw -238643.481083 + Penalty 2930.502931 = -235712.978153 nChanged 64 SP:Iteration 36Q (10438.760960 sec): 3 clusters Score: Raw -238685.742952 + Penalty 2930.502931 = -235755.240021 nChanged 61 SP:Iteration 37Q (10438.846032 sec): 3 clusters Score: Raw -238720.658373 + Penalty 2930.502931 = -235790.155442 nChanged 43 SP:Iteration 38Q (10438.949675 sec): 3 clusters Score: Raw -238744.147329 + Penalty 2930.502931 = -235813.644399 nChanged 45 SP:Iteration 39Q (10439.032928 sec): 3 clusters Score: Raw -238769.918429 + Penalty 2930.502931 = -235839.415499 nChanged 49 SP:Iteration 40F (10439.125723 sec): 3 clusters Score: Raw -238812.911143 + Penalty 2930.502931 = -235882.408213 nChanged 60 SP:Iteration 41Q (10439.190063 sec): 3 clusters Score: Raw -238853.052477 + Penalty 2930.502931 = -235922.549547 nChanged 54 SP:Iteration 42Q (10439.286282 sec): 3 clusters Score: Raw -238883.675694 + Penalty 2930.502931 = -235953.172763 nChanged 44 SP:Iteration 43Q (10439.377241 sec): 3 clusters Score: Raw -238911.407553 + Penalty 2930.502931 = -235980.904623 nChanged 40 SP:Iteration 44Q (10439.461994 sec): 3 clusters Score: Raw -238934.228318 + Penalty 2930.502931 = -236003.725388 nChanged 46 SP:Iteration 45Q (10439.535602 sec): 3 clusters Score: Raw -238955.852675 + Penalty 2930.502931 = -236025.349744 nChanged 40 SP:Iteration 46Q (10439.637095 sec): 3 clusters Score: Raw -238978.305338 + Penalty 2930.502931 = -236047.802408 nChanged 40 SP:Iteration 47Q (10439.723459 sec): 3 clusters Score: Raw -238994.918426 + Penalty 2930.502931 = -236064.415495 nChanged 27 SP:Iteration 48Q (10439.796673 sec): 3 clusters Score: Raw -239005.189500 + Penalty 2930.502931 = -236074.686569 nChanged 30 SP:Iteration 49Q (10439.882648 sec): 3 clusters Score: Raw -239017.446157 + Penalty 2930.502931 = -236086.943226 nChanged 23 SP:Iteration 50Q (10439.960338 sec): 3 clusters Score: Raw -239026.607041 + Penalty 2930.502931 = -236096.104110 nChanged 23 SP:Iteration 51Q (10440.034344 sec): 3 clusters Score: Raw -239036.580222 + Penalty 2930.502931 = -236106.077291 nChanged 20 SP:Iteration 52Q (10440.111485 sec): 3 clusters Score: Raw -239043.449598 + Penalty 2930.502931 = -236112.946668 nChanged 17 SP:Iteration 53Q (10440.193231 sec): 3 clusters Score: Raw -239053.771961 + Penalty 2930.502931 = -236123.269030 nChanged 24 SP:Iteration 54Q (10440.284055 sec): 3 clusters Score: Raw -239066.037252 + Penalty 2930.502931 = -236135.534321 nChanged 29 SP:Iteration 55Q (10440.395255 sec): 3 clusters Score: Raw -239087.080078 + Penalty 2930.502931 = -236156.577147 nChanged 39 SP:Iteration 56Q (10440.497491 sec): 3 clusters Score: Raw -239111.527811 + Penalty 2930.502931 = -236181.024880 nChanged 25 SP:Iteration 57Q (10440.608584 sec): 3 clusters Score: Raw -239125.845621 + Penalty 2930.502931 = -236195.342690 nChanged 22 SP:Iteration 58Q (10440.689148 sec): 3 clusters Score: Raw -239137.047104 + Penalty 2930.502931 = -236206.544173 nChanged 19 SP:Iteration 59Q (10440.802789 sec): 3 clusters Score: Raw -239145.205176 + Penalty 2930.502931 = -236214.702246 nChanged 18 SP:Iteration 60F (10440.914035 sec): 3 clusters Score: Raw -239153.130117 + Penalty 2930.502931 = -236222.627186 nChanged 19 SP:Iteration 61Q (10441.019780 sec): 3 clusters Score: Raw -239160.105401 + Penalty 2930.502931 = -236229.602471 nChanged 11 SP:Iteration 62Q (10441.161017 sec): 3 clusters Score: Raw -239163.618810 + Penalty 2930.502931 = -236233.115879 nChanged 7 SP:Iteration 63Q (10441.282815 sec): 3 clusters Score: Raw -239165.293354 + Penalty 2930.502931 = -236234.790424 nChanged 2 SP:Iteration 64Q (10441.389677 sec): 3 clusters Score: Raw -239165.703858 + Penalty 2930.502931 = -236235.200928 nChanged 2 SP:Iteration 65Q (10441.484733 sec): 3 clusters Score: Raw -239166.286046 + Penalty 2930.502931 = -236235.783116 nChanged 4 SP:Iteration 66Q (10441.574750 sec): 3 clusters Score: Raw -239167.193199 + Penalty 2930.502931 = -236236.690268 nChanged 2 SP:Iteration 67Q (10441.666222 sec): 3 clusters Score: Raw -239167.604996 + Penalty 2930.502931 = -236237.102065 nChanged 4 SP:Iteration 68Q (10441.782629 sec): 3 clusters Score: Raw -239168.506387 + Penalty 2930.502931 = -236238.003456 nChanged 3 SP:Iteration 69Q (10441.857791 sec): 3 clusters Score: Raw -239169.291954 + Penalty 2930.502931 = -236238.789023 nChanged 3 SP:Iteration 70Q (10441.959278 sec): 3 clusters Score: Raw -239170.286931 + Penalty 2930.502931 = -236239.784001 nChanged 4 SP:Iteration 71Q (10442.066174 sec): 3 clusters Score: Raw -239173.130467 + Penalty 2930.502931 = -236242.627536 nChanged 9 SP:Iteration 72Q (10442.178392 sec): 3 clusters Score: Raw -239176.514121 + Penalty 2930.502931 = -236246.011191 nChanged 7 SP:Iteration 73Q (10442.260273 sec): 3 clusters Score: Raw -239178.969470 + Penalty 2930.502931 = -236248.466539 nChanged 5 SP:Iteration 74Q (10442.369489 sec): 3 clusters Score: Raw -239181.313778 + Penalty 2930.502931 = -236250.810847 nChanged 6 SP:Iteration 75Q (10442.464782 sec): 3 clusters Score: Raw -239183.145322 + Penalty 2930.502931 = -236252.642392 nChanged 6 SP:Iteration 76Q (10442.568602 sec): 3 clusters Score: Raw -239185.024815 + Penalty 2930.502931 = -236254.521885 nChanged 5 SP:Iteration 77Q (10442.673675 sec): 3 clusters Score: Raw -239186.165030 + Penalty 2930.502931 = -236255.662100 nChanged 6 SP:Iteration 78Q (10442.768178 sec): 3 clusters Score: Raw -239188.609517 + Penalty 2930.502931 = -236258.106586 nChanged 10 SP:Iteration 79Q (10442.867636 sec): 3 clusters Score: Raw -239190.742809 + Penalty 2930.502931 = -236260.239879 nChanged 6 SP:Iteration 80F (10442.978840 sec): 3 clusters Score: Raw -239193.722283 + Penalty 2930.502931 = -236263.219352 nChanged 8 SP:Iteration 81Q (10443.072082 sec): 3 clusters Score: Raw -239197.181443 + Penalty 2930.502931 = -236266.678513 nChanged 12 SP:Iteration 82Q (10443.165987 sec): 3 clusters Score: Raw -239202.086150 + Penalty 2930.502931 = -236271.583219 nChanged 12 SP:Iteration 83Q (10443.269970 sec): 3 clusters Score: Raw -239206.968365 + Penalty 2930.502931 = -236276.465435 nChanged 12 SP:Iteration 84Q (10443.360309 sec): 3 clusters Score: Raw -239212.053277 + Penalty 2930.502931 = -236281.550347 nChanged 12 SP:Iteration 85Q (10443.471363 sec): 3 clusters Score: Raw -239218.253498 + Penalty 2930.502931 = -236287.750568 nChanged 18 SP:Iteration 86Q (10443.551323 sec): 3 clusters Score: Raw -239229.248831 + Penalty 2930.502931 = -236298.745901 nChanged 21 SP:Iteration 87Q (10443.663106 sec): 3 clusters Score: Raw -239244.337848 + Penalty 2930.502931 = -236313.834918 nChanged 23 SP:Iteration 88Q (10443.767807 sec): 3 clusters Score: Raw -239255.893658 + Penalty 2930.502931 = -236325.390728 nChanged 20 SP:Iteration 89Q (10443.869138 sec): 3 clusters Score: Raw -239265.789422 + Penalty 2930.502931 = -236335.286492 nChanged 18 SP:Iteration 90Q (10443.970788 sec): 3 clusters Score: Raw -239273.676580 + Penalty 2930.502931 = -236343.173649 nChanged 18 SP:Iteration 91Q (10444.080730 sec): 3 clusters Score: Raw -239282.100861 + Penalty 2930.502931 = -236351.597931 nChanged 19 SP:Iteration 92Q (10444.156456 sec): 3 clusters Score: Raw -239292.648282 + Penalty 2930.502931 = -236362.145351 nChanged 21 SP:Iteration 93Q (10444.244943 sec): 3 clusters Score: Raw -239304.416527 + Penalty 2930.502931 = -236373.913597 nChanged 12 SP:Iteration 94Q (10444.361241 sec): 3 clusters Score: Raw -239309.336484 + Penalty 2930.502931 = -236378.833553 nChanged 16 SP:Iteration 95Q (10444.463229 sec): 3 clusters Score: Raw -239315.097766 + Penalty 2930.502931 = -236384.594835 nChanged 12 SP:Iteration 96Q (10444.585272 sec): 3 clusters Score: Raw -239319.115759 + Penalty 2930.502931 = -236388.612829 nChanged 9 SP:Iteration 97Q (10444.695688 sec): 3 clusters Score: Raw -239322.908931 + Penalty 2930.502931 = -236392.406000 nChanged 8 SP:Iteration 98Q (10444.784016 sec): 3 clusters Score: Raw -239325.810659 + Penalty 2930.502931 = -236395.307729 nChanged 8 SP:Iteration 99Q (10444.882687 sec): 3 clusters Score: Raw -239327.404422 + Penalty 2930.502931 = -236396.901491 nChanged 1 SP:Iteration 100F (10445.012303 sec): 3 clusters Score: Raw -239327.937210 + Penalty 2930.502931 = -236397.434280 nChanged 1 SP:Iteration 101Q (10445.100043 sec): 3 clusters Score: Raw -239328.414491 + Penalty 2930.502931 = -236397.911561 nChanged 4 SP:Iteration 102Q (10445.178134 sec): 3 clusters Score: Raw -239329.251689 + Penalty 2930.502931 = -236398.748758 nChanged 2 SP:Iteration 103Q (10445.278104 sec): 3 clusters Score: Raw -239329.682659 + Penalty 2930.502931 = -236399.179729 nChanged 0 SP:Iteration 104F (10445.394926 sec): 3 clusters Score: Raw -239329.682659 + Penalty 2930.502931 = -236399.179729 nChanged 0 Score: Raw -11973427.241583 + Penalty 70775.014726 = -11902652.226856 Splitting cluster 27 changes total score from -11902640.407975 to -11902652.226856 So it's getting split into cluster 33. Trying to split cluster 28 (2513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10452.298750 sec): 2 clusters Score: Raw -140405.007530 + Penalty 1374.030310 = -139030.977219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10452.377270 sec): 3 clusters Score: Raw -139319.410357 + Penalty 2748.060621 = -136571.349736 nChanged 918 SP:Iteration 1F (10452.448888 sec): 3 clusters Score: Raw -140123.905469 + Penalty 2748.060621 = -137375.844848 nChanged 258 SP:Iteration 2F (10452.528029 sec): 3 clusters Score: Raw -140408.903680 + Penalty 2748.060621 = -137660.843059 nChanged 199 SP:Iteration 3F (10452.615793 sec): 3 clusters Score: Raw -140614.282862 + Penalty 2748.060621 = -137866.222242 nChanged 159 SP:Iteration 4F (10452.699155 sec): 3 clusters Score: Raw -140789.068350 + Penalty 2748.060621 = -138041.007730 nChanged 134 SP:Iteration 5F (10452.765173 sec): 3 clusters Score: Raw -140922.358970 + Penalty 2748.060621 = -138174.298350 nChanged 99 SP:Iteration 6Q (10452.853736 sec): 3 clusters Score: Raw -141015.869052 + Penalty 2748.060621 = -138267.808432 nChanged 54 SP:Iteration 7Q (10452.921496 sec): 3 clusters Score: Raw -141063.515172 + Penalty 2748.060621 = -138315.454551 nChanged 46 SP:Iteration 8Q (10453.015107 sec): 3 clusters Score: Raw -141099.697577 + Penalty 2748.060621 = -138351.636956 nChanged 38 SP:Iteration 9Q (10453.096871 sec): 3 clusters Score: Raw -141121.499482 + Penalty 2748.060621 = -138373.438862 nChanged 22 SP:Iteration 10Q (10453.179931 sec): 3 clusters Score: Raw -141139.561800 + Penalty 2748.060621 = -138391.501180 nChanged 16 SP:Iteration 11Q (10453.268885 sec): 3 clusters Score: Raw -141147.157008 + Penalty 2748.060621 = -138399.096387 nChanged 13 SP:Iteration 12Q (10453.343384 sec): 3 clusters Score: Raw -141153.495226 + Penalty 2748.060621 = -138405.434605 nChanged 9 SP:Iteration 13Q (10453.439726 sec): 3 clusters Score: Raw -141158.152365 + Penalty 2748.060621 = -138410.091744 nChanged 10 SP:Iteration 14Q (10453.524456 sec): 3 clusters Score: Raw -141161.327505 + Penalty 2748.060621 = -138413.266884 nChanged 6 SP:Iteration 15Q (10453.604037 sec): 3 clusters Score: Raw -141164.760600 + Penalty 2748.060621 = -138416.699979 nChanged 9 SP:Iteration 16Q (10453.697518 sec): 3 clusters Score: Raw -141169.310815 + Penalty 2748.060621 = -138421.250194 nChanged 8 SP:Iteration 17Q (10453.768707 sec): 3 clusters Score: Raw -141173.428498 + Penalty 2748.060621 = -138425.367877 nChanged 8 SP:Iteration 18Q (10453.865636 sec): 3 clusters Score: Raw -141177.485847 + Penalty 2748.060621 = -138429.425226 nChanged 2 SP:Iteration 19Q (10453.972967 sec): 3 clusters Score: Raw -141178.140229 + Penalty 2748.060621 = -138430.079608 nChanged 1 SP:Iteration 20F (10454.051125 sec): 3 clusters Score: Raw -141178.568413 + Penalty 2748.060621 = -138430.507792 nChanged 0 Trying to split cluster 29 (2221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10454.096974 sec): 2 clusters Score: Raw -73213.868403 + Penalty 1352.352601 = -71861.515803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10454.171225 sec): 3 clusters Score: Raw -72404.792089 + Penalty 2704.705201 = -69700.086888 nChanged 834 SP:Iteration 1F (10454.259576 sec): 3 clusters Score: Raw -73605.257828 + Penalty 2704.705201 = -70900.552627 nChanged 266 SP:Iteration 2F (10454.346304 sec): 3 clusters Score: Raw -74039.298873 + Penalty 2704.705201 = -71334.593672 nChanged 183 SP:Iteration 3F (10454.432415 sec): 3 clusters Score: Raw -74326.110239 + Penalty 2704.705201 = -71621.405038 nChanged 111 SP:Iteration 4Q (10454.496400 sec): 3 clusters Score: Raw -74457.105918 + Penalty 2704.705201 = -71752.400717 nChanged 71 SP:Iteration 5Q (10454.595364 sec): 3 clusters Score: Raw -74532.287348 + Penalty 2704.705201 = -71827.582146 nChanged 52 SP:Iteration 6Q (10454.674080 sec): 3 clusters Score: Raw -74569.992943 + Penalty 2704.705201 = -71865.287742 nChanged 30 SP:Iteration 7Q (10454.754069 sec): 3 clusters Score: Raw -74590.493940 + Penalty 2704.705201 = -71885.788739 nChanged 33 SP:Iteration 8Q (10454.825890 sec): 3 clusters Score: Raw -74610.225992 + Penalty 2704.705201 = -71905.520791 nChanged 21 SP:Iteration 9Q (10454.853196 sec): 3 clusters Score: Raw -74622.624636 + Penalty 2704.705201 = -71917.919435 nChanged 12 SP:Iteration 10Q (10454.874914 sec): 3 clusters Score: Raw -74630.904504 + Penalty 2704.705201 = -71926.199303 nChanged 16 SP:Iteration 11Q (10454.896439 sec): 3 clusters Score: Raw -74639.414820 + Penalty 2704.705201 = -71934.709618 nChanged 10 SP:Iteration 12Q (10454.918076 sec): 3 clusters Score: Raw -74647.146913 + Penalty 2704.705201 = -71942.441712 nChanged 10 SP:Iteration 13Q (10454.939680 sec): 3 clusters Score: Raw -74654.738451 + Penalty 2704.705201 = -71950.033250 nChanged 12 SP:Iteration 14Q (10454.961552 sec): 3 clusters Score: Raw -74664.738268 + Penalty 2704.705201 = -71960.033067 nChanged 11 SP:Iteration 15Q (10454.983230 sec): 3 clusters Score: Raw -74672.825235 + Penalty 2704.705201 = -71968.120033 nChanged 10 SP:Iteration 16Q (10455.004794 sec): 3 clusters Score: Raw -74676.642877 + Penalty 2704.705201 = -71971.937676 nChanged 7 SP:Iteration 17Q (10455.026504 sec): 3 clusters Score: Raw -74681.998411 + Penalty 2704.705201 = -71977.293210 nChanged 5 SP:Iteration 18Q (10455.048146 sec): 3 clusters Score: Raw -74684.715012 + Penalty 2704.705201 = -71980.009810 nChanged 7 SP:Iteration 19Q (10455.069640 sec): 3 clusters Score: Raw -74686.826670 + Penalty 2704.705201 = -71982.121469 nChanged 2 SP:Iteration 20F (10455.091654 sec): 3 clusters Score: Raw -74689.362068 + Penalty 2704.705201 = -71984.656867 nChanged 1 SP:Iteration 21Q (10455.174830 sec): 3 clusters Score: Raw -74691.263562 + Penalty 2704.705201 = -71986.558361 nChanged 5 SP:Iteration 22Q (10455.255957 sec): 3 clusters Score: Raw -74693.583268 + Penalty 2704.705201 = -71988.878067 nChanged 1 SP:Iteration 23Q (10455.322263 sec): 3 clusters Score: Raw -74693.783516 + Penalty 2704.705201 = -71989.078315 nChanged 2 SP:Iteration 24Q (10455.416586 sec): 3 clusters Score: Raw -74694.370501 + Penalty 2704.705201 = -71989.665300 nChanged 1 SP:Iteration 25Q (10455.479640 sec): 3 clusters Score: Raw -74695.096456 + Penalty 2704.705201 = -71990.391254 nChanged 1 SP:Iteration 26Q (10455.566363 sec): 3 clusters Score: Raw -74695.623881 + Penalty 2704.705201 = -71990.918679 nChanged 1 SP:Iteration 27Q (10455.651362 sec): 3 clusters Score: Raw -74696.191873 + Penalty 2704.705201 = -71991.486671 nChanged 1 SP:Iteration 28Q (10455.733205 sec): 3 clusters Score: Raw -74696.826607 + Penalty 2704.705201 = -71992.121405 nChanged 0 SP:Iteration 29F (10455.807743 sec): 3 clusters Score: Raw -74696.826607 + Penalty 2704.705201 = -71992.121405 nChanged 0 Score: Raw -11974910.199786 + Penalty 72919.712142 = -11901990.487644 Splitting cluster 29 changes total score from -11902640.407975 to -11901990.487644 So it's not getting split. Trying to split cluster 30 (4590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10462.415003 sec): 2 clusters Score: Raw -304757.675285 + Penalty 1479.751996 = -303277.923289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10462.490456 sec): 3 clusters Score: Raw -302423.591994 + Penalty 2959.503991 = -299464.088002 nChanged 1782 SP:Iteration 1F (10462.615722 sec): 3 clusters Score: Raw -303437.977826 + Penalty 2959.503991 = -300478.473834 nChanged 410 SP:Iteration 2F (10462.732952 sec): 3 clusters Score: Raw -303785.897763 + Penalty 2959.503991 = -300826.393772 nChanged 359 SP:Iteration 3F (10462.812228 sec): 3 clusters Score: Raw -304137.726327 + Penalty 2959.503991 = -301178.222335 nChanged 316 SP:Iteration 4F (10462.932137 sec): 3 clusters Score: Raw -304418.628210 + Penalty 2959.503991 = -301459.124219 nChanged 282 SP:Iteration 5F (10463.028334 sec): 3 clusters Score: Raw -304634.161805 + Penalty 2959.503991 = -301674.657814 nChanged 190 SP:Iteration 6Q (10463.141592 sec): 3 clusters Score: Raw -304772.910627 + Penalty 2959.503991 = -301813.406636 nChanged 159 SP:Iteration 7Q (10463.246497 sec): 3 clusters Score: Raw -304873.033050 + Penalty 2959.503991 = -301913.529058 nChanged 132 SP:Iteration 8Q (10463.344818 sec): 3 clusters Score: Raw -304962.462631 + Penalty 2959.503991 = -302002.958639 nChanged 107 SP:Iteration 9Q (10463.438154 sec): 3 clusters Score: Raw -305014.471648 + Penalty 2959.503991 = -302054.967657 nChanged 79 SP:Iteration 10Q (10463.563094 sec): 3 clusters Score: Raw -305058.598452 + Penalty 2959.503991 = -302099.094461 nChanged 66 SP:Iteration 11Q (10463.650650 sec): 3 clusters Score: Raw -305091.105528 + Penalty 2959.503991 = -302131.601537 nChanged 46 SP:Iteration 12Q (10463.728077 sec): 3 clusters Score: Raw -305111.323603 + Penalty 2959.503991 = -302151.819612 nChanged 45 SP:Iteration 13Q (10463.845264 sec): 3 clusters Score: Raw -305129.280934 + Penalty 2959.503991 = -302169.776943 nChanged 40 SP:Iteration 14Q (10463.951401 sec): 3 clusters Score: Raw -305141.455128 + Penalty 2959.503991 = -302181.951137 nChanged 28 SP:Iteration 15Q (10464.055117 sec): 3 clusters Score: Raw -305150.605092 + Penalty 2959.503991 = -302191.101101 nChanged 23 SP:Iteration 16Q (10464.192041 sec): 3 clusters Score: Raw -305158.290569 + Penalty 2959.503991 = -302198.786578 nChanged 18 SP:Iteration 17Q (10464.273253 sec): 3 clusters Score: Raw -305162.092462 + Penalty 2959.503991 = -302202.588471 nChanged 16 SP:Iteration 18Q (10464.380576 sec): 3 clusters Score: Raw -305166.774771 + Penalty 2959.503991 = -302207.270780 nChanged 16 SP:Iteration 19Q (10464.496571 sec): 3 clusters Score: Raw -305171.327540 + Penalty 2959.503991 = -302211.823549 nChanged 18 SP:Iteration 20F (10464.603442 sec): 3 clusters Score: Raw -305176.768191 + Penalty 2959.503991 = -302217.264200 nChanged 20 SP:Iteration 21Q (10464.689425 sec): 3 clusters Score: Raw -305181.504312 + Penalty 2959.503991 = -302222.000321 nChanged 18 SP:Iteration 22Q (10464.816293 sec): 3 clusters Score: Raw -305186.238913 + Penalty 2959.503991 = -302226.734922 nChanged 13 SP:Iteration 23Q (10464.923253 sec): 3 clusters Score: Raw -305189.215753 + Penalty 2959.503991 = -302229.711761 nChanged 6 SP:Iteration 24Q (10465.032370 sec): 3 clusters Score: Raw -305191.083411 + Penalty 2959.503991 = -302231.579419 nChanged 9 SP:Iteration 25Q (10465.173753 sec): 3 clusters Score: Raw -305193.108320 + Penalty 2959.503991 = -302233.604328 nChanged 13 SP:Iteration 26Q (10465.294045 sec): 3 clusters Score: Raw -305197.779317 + Penalty 2959.503991 = -302238.275325 nChanged 15 SP:Iteration 27Q (10465.388714 sec): 3 clusters Score: Raw -305202.524327 + Penalty 2959.503991 = -302243.020336 nChanged 18 SP:Iteration 28Q (10465.500045 sec): 3 clusters Score: Raw -305207.873420 + Penalty 2959.503991 = -302248.369429 nChanged 15 SP:Iteration 29Q (10465.643914 sec): 3 clusters Score: Raw -305213.829338 + Penalty 2959.503991 = -302254.325346 nChanged 19 SP:Iteration 30Q (10465.737101 sec): 3 clusters Score: Raw -305220.445001 + Penalty 2959.503991 = -302260.941010 nChanged 19 SP:Iteration 31Q (10465.857490 sec): 3 clusters Score: Raw -305227.085613 + Penalty 2959.503991 = -302267.581621 nChanged 15 SP:Iteration 32Q (10465.951551 sec): 3 clusters Score: Raw -305232.870544 + Penalty 2959.503991 = -302273.366552 nChanged 9 SP:Iteration 33Q (10466.078364 sec): 3 clusters Score: Raw -305235.468314 + Penalty 2959.503991 = -302275.964323 nChanged 9 SP:Iteration 34Q (10466.172058 sec): 3 clusters Score: Raw -305237.842467 + Penalty 2959.503991 = -302278.338475 nChanged 9 SP:Iteration 35Q (10466.270696 sec): 3 clusters Score: Raw -305240.707826 + Penalty 2959.503991 = -302281.203835 nChanged 8 SP:Iteration 36Q (10466.367492 sec): 3 clusters Score: Raw -305244.475675 + Penalty 2959.503991 = -302284.971684 nChanged 10 SP:Iteration 37Q (10466.471507 sec): 3 clusters Score: Raw -305247.074356 + Penalty 2959.503991 = -302287.570365 nChanged 12 SP:Iteration 38Q (10466.601506 sec): 3 clusters Score: Raw -305250.715575 + Penalty 2959.503991 = -302291.211583 nChanged 8 SP:Iteration 39Q (10466.696063 sec): 3 clusters Score: Raw -305252.690449 + Penalty 2959.503991 = -302293.186457 nChanged 9 SP:Iteration 40F (10466.795397 sec): 3 clusters Score: Raw -305254.690082 + Penalty 2959.503991 = -302295.186091 nChanged 4 SP:Iteration 41Q (10466.916842 sec): 3 clusters Score: Raw -305255.785626 + Penalty 2959.503991 = -302296.281635 nChanged 8 SP:Iteration 42Q (10467.038494 sec): 3 clusters Score: Raw -305259.366343 + Penalty 2959.503991 = -302299.862352 nChanged 9 SP:Iteration 43Q (10467.126183 sec): 3 clusters Score: Raw -305262.477966 + Penalty 2959.503991 = -302302.973975 nChanged 10 SP:Iteration 44Q (10467.233516 sec): 3 clusters Score: Raw -305265.416429 + Penalty 2959.503991 = -302305.912438 nChanged 8 SP:Iteration 45Q (10467.347915 sec): 3 clusters Score: Raw -305269.742356 + Penalty 2959.503991 = -302310.238365 nChanged 15 SP:Iteration 46Q (10467.418903 sec): 3 clusters Score: Raw -305275.554271 + Penalty 2959.503991 = -302316.050280 nChanged 10 SP:Iteration 47Q (10467.538095 sec): 3 clusters Score: Raw -305279.076768 + Penalty 2959.503991 = -302319.572776 nChanged 12 SP:Iteration 48Q (10467.613428 sec): 3 clusters Score: Raw -305283.228916 + Penalty 2959.503991 = -302323.724924 nChanged 11 SP:Iteration 49Q (10467.706576 sec): 3 clusters Score: Raw -305289.715768 + Penalty 2959.503991 = -302330.211776 nChanged 25 SP:Iteration 50Q (10467.797401 sec): 3 clusters Score: Raw -305307.618324 + Penalty 2959.503991 = -302348.114333 nChanged 38 SP:Iteration 51Q (10467.882823 sec): 3 clusters Score: Raw -305331.394785 + Penalty 2959.503991 = -302371.890794 nChanged 35 SP:Iteration 52Q (10467.974596 sec): 3 clusters Score: Raw -305354.692102 + Penalty 2959.503991 = -302395.188110 nChanged 28 SP:Iteration 53Q (10468.065042 sec): 3 clusters Score: Raw -305370.036633 + Penalty 2959.503991 = -302410.532642 nChanged 24 SP:Iteration 54Q (10468.153655 sec): 3 clusters Score: Raw -305385.846640 + Penalty 2959.503991 = -302426.342648 nChanged 23 SP:Iteration 55Q (10468.262814 sec): 3 clusters Score: Raw -305397.092314 + Penalty 2959.503991 = -302437.588322 nChanged 17 SP:Iteration 56Q (10468.362505 sec): 3 clusters Score: Raw -305404.491700 + Penalty 2959.503991 = -302444.987708 nChanged 12 SP:Iteration 57Q (10468.453591 sec): 3 clusters Score: Raw -305410.134377 + Penalty 2959.503991 = -302450.630386 nChanged 16 SP:Iteration 58Q (10468.546208 sec): 3 clusters Score: Raw -305417.490453 + Penalty 2959.503991 = -302457.986461 nChanged 22 SP:Iteration 59Q (10468.634370 sec): 3 clusters Score: Raw -305425.249538 + Penalty 2959.503991 = -302465.745546 nChanged 18 SP:Iteration 60F (10468.721239 sec): 3 clusters Score: Raw -305430.784072 + Penalty 2959.503991 = -302471.280081 nChanged 10 SP:Iteration 61Q (10468.809488 sec): 3 clusters Score: Raw -305433.982655 + Penalty 2959.503991 = -302474.478663 nChanged 8 SP:Iteration 62Q (10468.899162 sec): 3 clusters Score: Raw -305436.461132 + Penalty 2959.503991 = -302476.957141 nChanged 6 SP:Iteration 63Q (10468.994269 sec): 3 clusters Score: Raw -305438.758085 + Penalty 2959.503991 = -302479.254093 nChanged 7 SP:Iteration 64Q (10469.068050 sec): 3 clusters Score: Raw -305441.962821 + Penalty 2959.503991 = -302482.458829 nChanged 5 SP:Iteration 65Q (10469.154852 sec): 3 clusters Score: Raw -305443.731034 + Penalty 2959.503991 = -302484.227043 nChanged 2 SP:Iteration 66Q (10469.242560 sec): 3 clusters Score: Raw -305444.447064 + Penalty 2959.503991 = -302484.943073 nChanged 4 SP:Iteration 67Q (10469.331267 sec): 3 clusters Score: Raw -305445.973800 + Penalty 2959.503991 = -302486.469808 nChanged 3 SP:Iteration 68Q (10469.419963 sec): 3 clusters Score: Raw -305446.792104 + Penalty 2959.503991 = -302487.288112 nChanged 2 SP:Iteration 69Q (10469.507232 sec): 3 clusters Score: Raw -305447.475588 + Penalty 2959.503991 = -302487.971596 nChanged 1 SP:Iteration 70Q (10469.614481 sec): 3 clusters Score: Raw -305447.738680 + Penalty 2959.503991 = -302488.234689 nChanged 3 SP:Iteration 71Q (10469.700111 sec): 3 clusters Score: Raw -305448.331344 + Penalty 2959.503991 = -302488.827353 nChanged 2 SP:Iteration 72Q (10469.803772 sec): 3 clusters Score: Raw -305449.288811 + Penalty 2959.503991 = -302489.784820 nChanged 4 SP:Iteration 73Q (10469.889823 sec): 3 clusters Score: Raw -305450.000472 + Penalty 2959.503991 = -302490.496480 nChanged 2 SP:Iteration 74Q (10469.956850 sec): 3 clusters Score: Raw -305450.373284 + Penalty 2959.503991 = -302490.869292 nChanged 3 SP:Iteration 75Q (10470.048786 sec): 3 clusters Score: Raw -305451.688658 + Penalty 2959.503991 = -302492.184667 nChanged 6 SP:Iteration 76Q (10470.158027 sec): 3 clusters Score: Raw -305454.712405 + Penalty 2959.503991 = -302495.208413 nChanged 7 SP:Iteration 77Q (10470.227320 sec): 3 clusters Score: Raw -305456.725163 + Penalty 2959.503991 = -302497.221172 nChanged 4 SP:Iteration 78Q (10470.327914 sec): 3 clusters Score: Raw -305459.186404 + Penalty 2959.503991 = -302499.682413 nChanged 12 SP:Iteration 79Q (10470.419981 sec): 3 clusters Score: Raw -305467.153032 + Penalty 2959.503991 = -302507.649041 nChanged 9 SP:Iteration 80F (10470.490356 sec): 3 clusters Score: Raw -305471.165780 + Penalty 2959.503991 = -302511.661789 nChanged 7 SP:Iteration 81Q (10470.605172 sec): 3 clusters Score: Raw -305473.477831 + Penalty 2959.503991 = -302513.973840 nChanged 4 SP:Iteration 82Q (10470.676887 sec): 3 clusters Score: Raw -305475.219975 + Penalty 2959.503991 = -302515.715983 nChanged 5 SP:Iteration 83Q (10470.771006 sec): 3 clusters Score: Raw -305477.544319 + Penalty 2959.503991 = -302518.040328 nChanged 4 SP:Iteration 84Q (10470.852264 sec): 3 clusters Score: Raw -305478.804006 + Penalty 2959.503991 = -302519.300015 nChanged 1 SP:Iteration 85Q (10470.930130 sec): 3 clusters Score: Raw -305478.919018 + Penalty 2959.503991 = -302519.415027 nChanged 0 SP:Iteration 86F (10471.029993 sec): 3 clusters Score: Raw -305478.919018 + Penalty 2959.503991 = -302519.415027 nChanged 0 Iteration 179Q (10475.532145 sec): 34 clusters Score: Raw -11974944.652069 + Penalty 70775.014726 = -11904169.637342 nChanged 1979 Iteration 180F (10481.745003 sec): 34 clusters Score: Raw -11976328.710481 + Penalty 70775.014726 = -11905553.695755 nChanged 1907 Iteration 181Q (10486.642014 sec): 34 clusters Score: Raw -11977066.568692 + Penalty 70775.014726 = -11906291.553966 nChanged 1285 Iteration 182Q (10491.061175 sec): 34 clusters Score: Raw -11977490.970694 + Penalty 70775.014726 = -11906715.955967 nChanged 969 Iteration 183Q (10495.371729 sec): 34 clusters Score: Raw -11977798.380105 + Penalty 70775.014726 = -11907023.365379 nChanged 825 Iteration 184Q (10499.633490 sec): 34 clusters Score: Raw -11978060.980637 + Penalty 70775.014726 = -11907285.965911 nChanged 808 Iteration 185Q (10503.825749 sec): 34 clusters Score: Raw -11978290.181662 + Penalty 70775.014726 = -11907515.166936 nChanged 720 Iteration 186Q (10508.780021 sec): 34 clusters Score: Raw -11978459.062009 + Penalty 70775.014726 = -11907684.047282 nChanged 637 Iteration 187Q (10512.887404 sec): 34 clusters Score: Raw -11978599.269000 + Penalty 70775.014726 = -11907824.254274 nChanged 576 Iteration 188Q (10517.120616 sec): 34 clusters Score: Raw -11978720.361342 + Penalty 70775.014726 = -11907945.346616 nChanged 503 Iteration 189Q (10521.109281 sec): 34 clusters Score: Raw -11978815.880635 + Penalty 70775.014726 = -11908040.865909 nChanged 459 Iteration 190Q (10525.292315 sec): 34 clusters Score: Raw -11978908.822056 + Penalty 70775.014726 = -11908133.807330 nChanged 422 Iteration 191Q (10530.155579 sec): 34 clusters Score: Raw -11978993.112022 + Penalty 70775.014726 = -11908218.097295 nChanged 374 Iteration 192Q (10534.432931 sec): 34 clusters Score: Raw -11979064.255027 + Penalty 70775.014726 = -11908289.240300 nChanged 334 Iteration 193Q (10538.600586 sec): 34 clusters Score: Raw -11979127.953089 + Penalty 70775.014726 = -11908352.938363 nChanged 331 Iteration 194Q (10542.868970 sec): 34 clusters Score: Raw -11979187.116177 + Penalty 70775.014726 = -11908412.101451 nChanged 302 Iteration 195Q (10547.054818 sec): 34 clusters Score: Raw -11979236.976882 + Penalty 70775.014726 = -11908461.962156 nChanged 306 Iteration 196Q (10552.013533 sec): 34 clusters Score: Raw -11979284.596474 + Penalty 70775.014726 = -11908509.581748 nChanged 281 Iteration 197Q (10556.149326 sec): 34 clusters Score: Raw -11979330.398422 + Penalty 70775.014726 = -11908555.383696 nChanged 248 Iteration 198Q (10560.334108 sec): 34 clusters Score: Raw -11979375.284768 + Penalty 70775.014726 = -11908600.270041 nChanged 235 Iteration 199Q (10564.519960 sec): 34 clusters Score: Raw -11979410.718128 + Penalty 70775.014726 = -11908635.703402 nChanged 191 Iteration 200F (10571.404820 sec): 34 clusters Score: Raw -11979513.192285 + Penalty 70775.014726 = -11908738.177559 nChanged 260 Iteration 201Q (10575.826520 sec): 34 clusters Score: Raw -11979584.765427 + Penalty 70775.014726 = -11908809.750700 nChanged 296 Iteration 202Q (10580.083579 sec): 34 clusters Score: Raw -11979649.113738 + Penalty 70775.014726 = -11908874.099012 nChanged 274 Iteration 203Q (10584.294110 sec): 34 clusters Score: Raw -11979698.088262 + Penalty 70775.014726 = -11908923.073536 nChanged 242 Iteration 204Q (10588.722447 sec): 34 clusters Score: Raw -11979740.288168 + Penalty 70775.014726 = -11908965.273441 nChanged 221 Iteration 205Q (10593.593327 sec): 34 clusters Score: Raw -11979776.252197 + Penalty 70775.014726 = -11909001.237471 nChanged 209 Iteration 206Q (10597.889461 sec): 34 clusters Score: Raw -11979807.402795 + Penalty 70775.014726 = -11909032.388068 nChanged 209 Iteration 207Q (10602.234788 sec): 34 clusters Score: Raw -11979839.267189 + Penalty 70775.014726 = -11909064.252463 nChanged 188 Iteration 208Q (10606.582327 sec): 34 clusters Score: Raw -11979871.631989 + Penalty 70775.014726 = -11909096.617262 nChanged 176 Iteration 209Q (10611.207260 sec): 34 clusters Score: Raw -11979903.919301 + Penalty 70775.014726 = -11909128.904574 nChanged 162 Iteration 210Q (10615.832924 sec): 34 clusters Score: Raw -11979941.581171 + Penalty 70775.014726 = -11909166.566444 nChanged 167 Iteration 211Q (10620.076507 sec): 34 clusters Score: Raw -11979975.379417 + Penalty 70775.014726 = -11909200.364690 nChanged 157 Iteration 212Q (10624.318797 sec): 34 clusters Score: Raw -11980010.706555 + Penalty 70775.014726 = -11909235.691828 nChanged 168 Iteration 213Q (10628.650358 sec): 34 clusters Score: Raw -11980044.054002 + Penalty 70775.014726 = -11909269.039275 nChanged 176 Iteration 214Q (10633.339889 sec): 34 clusters Score: Raw -11980078.160005 + Penalty 70775.014726 = -11909303.145279 nChanged 171 Iteration 215Q (10637.759246 sec): 34 clusters Score: Raw -11980112.107352 + Penalty 70775.014726 = -11909337.092625 nChanged 159 Iteration 216Q (10641.895412 sec): 34 clusters Score: Raw -11980152.730765 + Penalty 70775.014726 = -11909377.716039 nChanged 148 Iteration 217Q (10646.073491 sec): 34 clusters Score: Raw -11980185.758721 + Penalty 70775.014726 = -11909410.743995 nChanged 156 Iteration 218Q (10650.315538 sec): 34 clusters Score: Raw -11980218.690823 + Penalty 70775.014726 = -11909443.676097 nChanged 139 Writing temp clu file Because OldScore, -11909410.743995, is greater than current (better) Score,-11909443.676097 Compute initial score before splitting: Score: Raw -11980218.690823 + Penalty 70775.014726 = -11909443.676097 Trying to split cluster 1 (3705 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10650.524191 sec): 2 clusters Score: Raw -187925.676908 + Penalty 1442.160463 = -186483.516444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10650.671486 sec): 3 clusters Score: Raw -186126.075894 + Penalty 2884.320927 = -183241.754967 nChanged 1482 SP:Iteration 1F (10650.760274 sec): 3 clusters Score: Raw -187071.592911 + Penalty 2884.320927 = -184187.271984 nChanged 346 SP:Iteration 2F (10650.851459 sec): 3 clusters Score: Raw -187382.125847 + Penalty 2884.320927 = -184497.804920 nChanged 258 SP:Iteration 3F (10650.949310 sec): 3 clusters Score: Raw -187629.505293 + Penalty 2884.320927 = -184745.184367 nChanged 272 SP:Iteration 4F (10651.077276 sec): 3 clusters Score: Raw -187876.060388 + Penalty 2884.320927 = -184991.739461 nChanged 240 SP:Iteration 5F (10651.180718 sec): 3 clusters Score: Raw -188103.949494 + Penalty 2884.320927 = -185219.628567 nChanged 197 SP:Iteration 6F (10651.296601 sec): 3 clusters Score: Raw -188272.832526 + Penalty 2884.320927 = -185388.511599 nChanged 148 SP:Iteration 7Q (10651.404151 sec): 3 clusters Score: Raw -188381.872190 + Penalty 2884.320927 = -185497.551263 nChanged 113 SP:Iteration 8Q (10651.543227 sec): 3 clusters Score: Raw -188447.894809 + Penalty 2884.320927 = -185563.573882 nChanged 67 SP:Iteration 9Q (10651.612565 sec): 3 clusters Score: Raw -188487.827781 + Penalty 2884.320927 = -185603.506854 nChanged 56 SP:Iteration 10Q (10651.711116 sec): 3 clusters Score: Raw -188514.237833 + Penalty 2884.320927 = -185629.916906 nChanged 45 SP:Iteration 11Q (10651.810234 sec): 3 clusters Score: Raw -188539.653920 + Penalty 2884.320927 = -185655.332994 nChanged 45 SP:Iteration 12Q (10651.896269 sec): 3 clusters Score: Raw -188570.848860 + Penalty 2884.320927 = -185686.527934 nChanged 54 SP:Iteration 13Q (10652.012161 sec): 3 clusters Score: Raw -188610.412997 + Penalty 2884.320927 = -185726.092070 nChanged 58 SP:Iteration 14Q (10652.112387 sec): 3 clusters Score: Raw -188644.798025 + Penalty 2884.320927 = -185760.477098 nChanged 48 SP:Iteration 15Q (10652.214071 sec): 3 clusters Score: Raw -188683.035367 + Penalty 2884.320927 = -185798.714440 nChanged 57 SP:Iteration 16Q (10652.317566 sec): 3 clusters Score: Raw -188724.393014 + Penalty 2884.320927 = -185840.072087 nChanged 58 SP:Iteration 17Q (10652.455541 sec): 3 clusters Score: Raw -188759.289058 + Penalty 2884.320927 = -185874.968132 nChanged 58 SP:Iteration 18Q (10652.547521 sec): 3 clusters Score: Raw -188793.295584 + Penalty 2884.320927 = -185908.974657 nChanged 48 SP:Iteration 19Q (10652.676345 sec): 3 clusters Score: Raw -188817.856937 + Penalty 2884.320927 = -185933.536011 nChanged 38 SP:Iteration 20F (10652.766546 sec): 3 clusters Score: Raw -188831.943686 + Penalty 2884.320927 = -185947.622759 nChanged 27 SP:Iteration 21Q (10652.854356 sec): 3 clusters Score: Raw -188840.677921 + Penalty 2884.320927 = -185956.356995 nChanged 27 SP:Iteration 22Q (10652.943826 sec): 3 clusters Score: Raw -188852.724035 + Penalty 2884.320927 = -185968.403108 nChanged 33 SP:Iteration 23Q (10653.024220 sec): 3 clusters Score: Raw -188862.742710 + Penalty 2884.320927 = -185978.421783 nChanged 28 SP:Iteration 24Q (10653.113053 sec): 3 clusters Score: Raw -188871.388608 + Penalty 2884.320927 = -185987.067681 nChanged 29 SP:Iteration 25Q (10653.229256 sec): 3 clusters Score: Raw -188881.771221 + Penalty 2884.320927 = -185997.450294 nChanged 32 SP:Iteration 26Q (10653.315642 sec): 3 clusters Score: Raw -188893.412579 + Penalty 2884.320927 = -186009.091653 nChanged 30 SP:Iteration 27Q (10653.429365 sec): 3 clusters Score: Raw -188904.138135 + Penalty 2884.320927 = -186019.817208 nChanged 28 SP:Iteration 28Q (10653.514653 sec): 3 clusters Score: Raw -188917.391289 + Penalty 2884.320927 = -186033.070362 nChanged 24 SP:Iteration 29Q (10653.600492 sec): 3 clusters Score: Raw -188929.458850 + Penalty 2884.320927 = -186045.137924 nChanged 27 SP:Iteration 30Q (10653.686458 sec): 3 clusters Score: Raw -188941.496847 + Penalty 2884.320927 = -186057.175921 nChanged 20 SP:Iteration 31Q (10653.768147 sec): 3 clusters Score: Raw -188949.677331 + Penalty 2884.320927 = -186065.356404 nChanged 24 SP:Iteration 32Q (10653.851612 sec): 3 clusters Score: Raw -188958.529719 + Penalty 2884.320927 = -186074.208792 nChanged 14 SP:Iteration 33Q (10653.934609 sec): 3 clusters Score: Raw -188964.085803 + Penalty 2884.320927 = -186079.764877 nChanged 13 SP:Iteration 34Q (10654.030504 sec): 3 clusters Score: Raw -188969.675881 + Penalty 2884.320927 = -186085.354954 nChanged 15 SP:Iteration 35Q (10654.111129 sec): 3 clusters Score: Raw -188975.641097 + Penalty 2884.320927 = -186091.320170 nChanged 21 SP:Iteration 36Q (10654.193196 sec): 3 clusters Score: Raw -188985.190098 + Penalty 2884.320927 = -186100.869171 nChanged 18 SP:Iteration 37Q (10654.279567 sec): 3 clusters Score: Raw -188991.068935 + Penalty 2884.320927 = -186106.748009 nChanged 15 SP:Iteration 38Q (10654.358874 sec): 3 clusters Score: Raw -188995.646433 + Penalty 2884.320927 = -186111.325507 nChanged 16 SP:Iteration 39Q (10654.419389 sec): 3 clusters Score: Raw -189001.491425 + Penalty 2884.320927 = -186117.170499 nChanged 24 SP:Iteration 40F (10654.503623 sec): 3 clusters Score: Raw -189010.162243 + Penalty 2884.320927 = -186125.841316 nChanged 26 SP:Iteration 41Q (10654.585670 sec): 3 clusters Score: Raw -189019.344883 + Penalty 2884.320927 = -186135.023956 nChanged 19 SP:Iteration 42Q (10654.665518 sec): 3 clusters Score: Raw -189026.189884 + Penalty 2884.320927 = -186141.868957 nChanged 22 SP:Iteration 43Q (10654.750747 sec): 3 clusters Score: Raw -189035.002524 + Penalty 2884.320927 = -186150.681597 nChanged 17 SP:Iteration 44Q (10654.826904 sec): 3 clusters Score: Raw -189042.703025 + Penalty 2884.320927 = -186158.382098 nChanged 20 SP:Iteration 45Q (10654.913635 sec): 3 clusters Score: Raw -189051.538911 + Penalty 2884.320927 = -186167.217984 nChanged 18 SP:Iteration 46Q (10655.004543 sec): 3 clusters Score: Raw -189059.064307 + Penalty 2884.320927 = -186174.743380 nChanged 20 SP:Iteration 47Q (10655.087226 sec): 3 clusters Score: Raw -189067.023137 + Penalty 2884.320927 = -186182.702211 nChanged 24 SP:Iteration 48Q (10655.158134 sec): 3 clusters Score: Raw -189075.856066 + Penalty 2884.320927 = -186191.535139 nChanged 27 SP:Iteration 49Q (10655.263042 sec): 3 clusters Score: Raw -189084.405462 + Penalty 2884.320927 = -186200.084535 nChanged 30 SP:Iteration 50Q (10655.333247 sec): 3 clusters Score: Raw -189095.216790 + Penalty 2884.320927 = -186210.895863 nChanged 21 SP:Iteration 51Q (10655.438145 sec): 3 clusters Score: Raw -189102.521049 + Penalty 2884.320927 = -186218.200122 nChanged 23 SP:Iteration 52Q (10655.532970 sec): 3 clusters Score: Raw -189109.423433 + Penalty 2884.320927 = -186225.102506 nChanged 22 SP:Iteration 53Q (10655.601049 sec): 3 clusters Score: Raw -189116.419228 + Penalty 2884.320927 = -186232.098302 nChanged 16 SP:Iteration 54Q (10655.701368 sec): 3 clusters Score: Raw -189124.475043 + Penalty 2884.320927 = -186240.154116 nChanged 22 SP:Iteration 55Q (10655.775931 sec): 3 clusters Score: Raw -189134.489816 + Penalty 2884.320927 = -186250.168890 nChanged 15 SP:Iteration 56Q (10655.871630 sec): 3 clusters Score: Raw -189140.048294 + Penalty 2884.320927 = -186255.727367 nChanged 18 SP:Iteration 57Q (10655.955160 sec): 3 clusters Score: Raw -189148.109661 + Penalty 2884.320927 = -186263.788735 nChanged 18 SP:Iteration 58Q (10656.043901 sec): 3 clusters Score: Raw -189153.948824 + Penalty 2884.320927 = -186269.627898 nChanged 18 SP:Iteration 59Q (10656.123492 sec): 3 clusters Score: Raw -189162.744963 + Penalty 2884.320927 = -186278.424036 nChanged 20 SP:Iteration 60F (10656.200832 sec): 3 clusters Score: Raw -189172.513955 + Penalty 2884.320927 = -186288.193028 nChanged 21 SP:Iteration 61Q (10656.279282 sec): 3 clusters Score: Raw -189181.232969 + Penalty 2884.320927 = -186296.912042 nChanged 19 SP:Iteration 62Q (10656.380364 sec): 3 clusters Score: Raw -189190.649453 + Penalty 2884.320927 = -186306.328526 nChanged 22 SP:Iteration 63Q (10656.449842 sec): 3 clusters Score: Raw -189200.159298 + Penalty 2884.320927 = -186315.838371 nChanged 21 SP:Iteration 64Q (10656.553561 sec): 3 clusters Score: Raw -189206.660373 + Penalty 2884.320927 = -186322.339446 nChanged 13 SP:Iteration 65Q (10656.642514 sec): 3 clusters Score: Raw -189212.969317 + Penalty 2884.320927 = -186328.648390 nChanged 15 SP:Iteration 66Q (10656.728755 sec): 3 clusters Score: Raw -189217.719980 + Penalty 2884.320927 = -186333.399053 nChanged 11 SP:Iteration 67Q (10656.820665 sec): 3 clusters Score: Raw -189222.283973 + Penalty 2884.320927 = -186337.963046 nChanged 12 SP:Iteration 68Q (10656.902313 sec): 3 clusters Score: Raw -189225.713742 + Penalty 2884.320927 = -186341.392816 nChanged 8 SP:Iteration 69Q (10656.967386 sec): 3 clusters Score: Raw -189228.545807 + Penalty 2884.320927 = -186344.224880 nChanged 7 SP:Iteration 70Q (10657.053977 sec): 3 clusters Score: Raw -189231.401728 + Penalty 2884.320927 = -186347.080802 nChanged 7 SP:Iteration 71Q (10657.158636 sec): 3 clusters Score: Raw -189233.465848 + Penalty 2884.320927 = -186349.144922 nChanged 3 SP:Iteration 72Q (10657.246628 sec): 3 clusters Score: Raw -189234.162129 + Penalty 2884.320927 = -186349.841202 nChanged 4 SP:Iteration 73Q (10657.339219 sec): 3 clusters Score: Raw -189234.983171 + Penalty 2884.320927 = -186350.662245 nChanged 4 SP:Iteration 74Q (10657.427979 sec): 3 clusters Score: Raw -189235.768437 + Penalty 2884.320927 = -186351.447510 nChanged 5 SP:Iteration 75Q (10657.500244 sec): 3 clusters Score: Raw -189236.825538 + Penalty 2884.320927 = -186352.504611 nChanged 3 SP:Iteration 76Q (10657.592920 sec): 3 clusters Score: Raw -189237.827546 + Penalty 2884.320927 = -186353.506619 nChanged 3 SP:Iteration 77Q (10657.685133 sec): 3 clusters Score: Raw -189238.781234 + Penalty 2884.320927 = -186354.460307 nChanged 5 SP:Iteration 78Q (10657.764211 sec): 3 clusters Score: Raw -189240.423107 + Penalty 2884.320927 = -186356.102180 nChanged 2 SP:Iteration 79Q (10657.855231 sec): 3 clusters Score: Raw -189240.654162 + Penalty 2884.320927 = -186356.333235 nChanged 1 SP:Iteration 80F (10657.979730 sec): 3 clusters Score: Raw -189240.789111 + Penalty 2884.320927 = -186356.468184 nChanged 1 SP:Iteration 81Q (10658.052330 sec): 3 clusters Score: Raw -189241.414678 + Penalty 2884.320927 = -186357.093751 nChanged 0 SP:Iteration 82F (10658.140842 sec): 3 clusters Score: Raw -189241.414678 + Penalty 2884.320927 = -186357.093751 nChanged 0 Trying to split cluster 2 (8303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10658.202824 sec): 2 clusters Score: Raw -534800.931088 + Penalty 1583.777317 = -533217.153771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10658.317388 sec): 3 clusters Score: Raw -530203.637001 + Penalty 3167.554633 = -527036.082368 nChanged 3531 SP:Iteration 1F (10658.412008 sec): 3 clusters Score: Raw -532151.207486 + Penalty 3167.554633 = -528983.652853 nChanged 602 SP:Iteration 2F (10658.507085 sec): 3 clusters Score: Raw -532504.668118 + Penalty 3167.554633 = -529337.113485 nChanged 522 SP:Iteration 3F (10658.594001 sec): 3 clusters Score: Raw -532812.880813 + Penalty 3167.554633 = -529645.326180 nChanged 456 SP:Iteration 4F (10658.672041 sec): 3 clusters Score: Raw -533087.900021 + Penalty 3167.554633 = -529920.345388 nChanged 415 SP:Iteration 5Q (10658.770166 sec): 3 clusters Score: Raw -533345.274200 + Penalty 3167.554633 = -530177.719567 nChanged 441 SP:Iteration 6F (10658.863544 sec): 3 clusters Score: Raw -533606.951527 + Penalty 3167.554633 = -530439.396894 nChanged 394 SP:Iteration 7Q (10658.981660 sec): 3 clusters Score: Raw -533844.479233 + Penalty 3167.554633 = -530676.924600 nChanged 358 SP:Iteration 8Q (10659.088080 sec): 3 clusters Score: Raw -534064.286293 + Penalty 3167.554633 = -530896.731660 nChanged 320 SP:Iteration 9Q (10659.186840 sec): 3 clusters Score: Raw -534263.073533 + Penalty 3167.554633 = -531095.518900 nChanged 278 SP:Iteration 10Q (10659.261339 sec): 3 clusters Score: Raw -534442.211318 + Penalty 3167.554633 = -531274.656685 nChanged 245 SP:Iteration 11Q (10659.362490 sec): 3 clusters Score: Raw -534579.441937 + Penalty 3167.554633 = -531411.887303 nChanged 209 SP:Iteration 12Q (10659.441869 sec): 3 clusters Score: Raw -534706.583722 + Penalty 3167.554633 = -531539.029088 nChanged 187 SP:Iteration 13Q (10659.540547 sec): 3 clusters Score: Raw -534820.339412 + Penalty 3167.554633 = -531652.784778 nChanged 166 SP:Iteration 14Q (10659.642287 sec): 3 clusters Score: Raw -534912.588985 + Penalty 3167.554633 = -531745.034352 nChanged 152 SP:Iteration 15Q (10659.727289 sec): 3 clusters Score: Raw -534983.000124 + Penalty 3167.554633 = -531815.445490 nChanged 101 SP:Iteration 16Q (10659.802097 sec): 3 clusters Score: Raw -535026.478738 + Penalty 3167.554633 = -531858.924104 nChanged 96 SP:Iteration 17Q (10659.888624 sec): 3 clusters Score: Raw -535070.067899 + Penalty 3167.554633 = -531902.513266 nChanged 91 SP:Iteration 18Q (10659.990111 sec): 3 clusters Score: Raw -535101.893413 + Penalty 3167.554633 = -531934.338780 nChanged 72 SP:Iteration 19Q (10660.090481 sec): 3 clusters Score: Raw -535127.673871 + Penalty 3167.554633 = -531960.119238 nChanged 54 SP:Iteration 20F (10660.179426 sec): 3 clusters Score: Raw -535144.754280 + Penalty 3167.554633 = -531977.199646 nChanged 48 SP:Iteration 21Q (10660.273402 sec): 3 clusters Score: Raw -535160.019578 + Penalty 3167.554633 = -531992.464945 nChanged 42 SP:Iteration 22Q (10660.355406 sec): 3 clusters Score: Raw -535173.222912 + Penalty 3167.554633 = -532005.668279 nChanged 40 SP:Iteration 23Q (10660.456835 sec): 3 clusters Score: Raw -535185.305881 + Penalty 3167.554633 = -532017.751248 nChanged 37 SP:Iteration 24Q (10660.561493 sec): 3 clusters Score: Raw -535195.316414 + Penalty 3167.554633 = -532027.761781 nChanged 28 SP:Iteration 25Q (10660.665671 sec): 3 clusters Score: Raw -535203.070149 + Penalty 3167.554633 = -532035.515515 nChanged 23 SP:Iteration 26Q (10660.788427 sec): 3 clusters Score: Raw -535209.161195 + Penalty 3167.554633 = -532041.606562 nChanged 17 SP:Iteration 27Q (10660.891809 sec): 3 clusters Score: Raw -535212.070817 + Penalty 3167.554633 = -532044.516184 nChanged 15 SP:Iteration 28Q (10660.992358 sec): 3 clusters Score: Raw -535215.106699 + Penalty 3167.554633 = -532047.552065 nChanged 8 SP:Iteration 29Q (10661.096458 sec): 3 clusters Score: Raw -535216.494241 + Penalty 3167.554633 = -532048.939608 nChanged 5 SP:Iteration 30Q (10661.179474 sec): 3 clusters Score: Raw -535217.441302 + Penalty 3167.554633 = -532049.886669 nChanged 4 SP:Iteration 31Q (10661.297867 sec): 3 clusters Score: Raw -535218.352533 + Penalty 3167.554633 = -532050.797900 nChanged 8 SP:Iteration 32Q (10661.395848 sec): 3 clusters Score: Raw -535219.412273 + Penalty 3167.554633 = -532051.857640 nChanged 4 SP:Iteration 33Q (10661.489930 sec): 3 clusters Score: Raw -535219.918938 + Penalty 3167.554633 = -532052.364305 nChanged 3 SP:Iteration 34Q (10661.582646 sec): 3 clusters Score: Raw -535220.715718 + Penalty 3167.554633 = -532053.161085 nChanged 4 SP:Iteration 35Q (10661.661973 sec): 3 clusters Score: Raw -535221.615021 + Penalty 3167.554633 = -532054.060388 nChanged 1 SP:Iteration 36Q (10661.755589 sec): 3 clusters Score: Raw -535221.817438 + Penalty 3167.554633 = -532054.262805 nChanged 0 SP:Iteration 37F (10661.851199 sec): 3 clusters Score: Raw -535221.817438 + Penalty 3167.554633 = -532054.262805 nChanged 0 Trying to split cluster 3 (4828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10661.903564 sec): 2 clusters Score: Raw -340776.242264 + Penalty 1488.623921 = -339287.618343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10661.992534 sec): 3 clusters Score: Raw -338341.753623 + Penalty 2977.247841 = -335364.505781 nChanged 1914 SP:Iteration 1F (10662.082198 sec): 3 clusters Score: Raw -339368.152203 + Penalty 2977.247841 = -336390.904362 nChanged 341 SP:Iteration 2F (10662.185799 sec): 3 clusters Score: Raw -339566.900085 + Penalty 2977.247841 = -336589.652243 nChanged 238 SP:Iteration 3Q (10662.282120 sec): 3 clusters Score: Raw -339687.580667 + Penalty 2977.247841 = -336710.332825 nChanged 172 SP:Iteration 4Q (10662.365702 sec): 3 clusters Score: Raw -339775.770657 + Penalty 2977.247841 = -336798.522816 nChanged 164 SP:Iteration 5Q (10662.435909 sec): 3 clusters Score: Raw -339864.587051 + Penalty 2977.247841 = -336887.339210 nChanged 143 SP:Iteration 6Q (10662.502612 sec): 3 clusters Score: Raw -339926.657674 + Penalty 2977.247841 = -336949.409833 nChanged 133 SP:Iteration 7Q (10662.609770 sec): 3 clusters Score: Raw -339990.982721 + Penalty 2977.247841 = -337013.734880 nChanged 114 SP:Iteration 8Q (10662.692669 sec): 3 clusters Score: Raw -340053.555577 + Penalty 2977.247841 = -337076.307736 nChanged 124 SP:Iteration 9Q (10662.777170 sec): 3 clusters Score: Raw -340119.511537 + Penalty 2977.247841 = -337142.263695 nChanged 123 SP:Iteration 10Q (10662.855820 sec): 3 clusters Score: Raw -340181.930433 + Penalty 2977.247841 = -337204.682592 nChanged 104 SP:Iteration 11Q (10662.952536 sec): 3 clusters Score: Raw -340226.088628 + Penalty 2977.247841 = -337248.840787 nChanged 96 SP:Iteration 12Q (10663.035225 sec): 3 clusters Score: Raw -340265.401547 + Penalty 2977.247841 = -337288.153706 nChanged 80 SP:Iteration 13Q (10663.122161 sec): 3 clusters Score: Raw -340302.448408 + Penalty 2977.247841 = -337325.200567 nChanged 74 SP:Iteration 14Q (10663.215342 sec): 3 clusters Score: Raw -340339.122757 + Penalty 2977.247841 = -337361.874916 nChanged 86 SP:Iteration 15Q (10663.301813 sec): 3 clusters Score: Raw -340382.167432 + Penalty 2977.247841 = -337404.919590 nChanged 80 SP:Iteration 16Q (10663.391770 sec): 3 clusters Score: Raw -340427.373514 + Penalty 2977.247841 = -337450.125673 nChanged 75 SP:Iteration 17Q (10663.478328 sec): 3 clusters Score: Raw -340469.873385 + Penalty 2977.247841 = -337492.625544 nChanged 88 SP:Iteration 18Q (10663.565943 sec): 3 clusters Score: Raw -340519.193209 + Penalty 2977.247841 = -337541.945368 nChanged 81 SP:Iteration 19Q (10663.658329 sec): 3 clusters Score: Raw -340567.464329 + Penalty 2977.247841 = -337590.216487 nChanged 89 SP:Iteration 20F (10663.742637 sec): 3 clusters Score: Raw -340620.477264 + Penalty 2977.247841 = -337643.229423 nChanged 91 SP:Iteration 21Q (10663.842060 sec): 3 clusters Score: Raw -340687.326276 + Penalty 2977.247841 = -337710.078435 nChanged 89 SP:Iteration 22Q (10663.933548 sec): 3 clusters Score: Raw -340740.538680 + Penalty 2977.247841 = -337763.290839 nChanged 79 SP:Iteration 23Q (10664.023582 sec): 3 clusters Score: Raw -340785.747962 + Penalty 2977.247841 = -337808.500121 nChanged 78 SP:Iteration 24Q (10664.104909 sec): 3 clusters Score: Raw -340826.113642 + Penalty 2977.247841 = -337848.865800 nChanged 65 SP:Iteration 25Q (10664.192153 sec): 3 clusters Score: Raw -340859.359485 + Penalty 2977.247841 = -337882.111644 nChanged 64 SP:Iteration 26Q (10664.278452 sec): 3 clusters Score: Raw -340893.992869 + Penalty 2977.247841 = -337916.745028 nChanged 54 SP:Iteration 27Q (10664.353091 sec): 3 clusters Score: Raw -340920.014213 + Penalty 2977.247841 = -337942.766371 nChanged 46 SP:Iteration 28Q (10664.444239 sec): 3 clusters Score: Raw -340942.868353 + Penalty 2977.247841 = -337965.620512 nChanged 41 SP:Iteration 29Q (10664.534806 sec): 3 clusters Score: Raw -340967.207635 + Penalty 2977.247841 = -337989.959793 nChanged 35 SP:Iteration 30Q (10664.621521 sec): 3 clusters Score: Raw -340989.397396 + Penalty 2977.247841 = -338012.149555 nChanged 40 SP:Iteration 31Q (10664.724858 sec): 3 clusters Score: Raw -341016.147134 + Penalty 2977.247841 = -338038.899293 nChanged 38 SP:Iteration 32Q (10664.791189 sec): 3 clusters Score: Raw -341038.565736 + Penalty 2977.247841 = -338061.317895 nChanged 34 SP:Iteration 33Q (10664.889100 sec): 3 clusters Score: Raw -341061.221516 + Penalty 2977.247841 = -338083.973675 nChanged 39 SP:Iteration 34Q (10664.956856 sec): 3 clusters Score: Raw -341084.645913 + Penalty 2977.247841 = -338107.398072 nChanged 37 SP:Iteration 35Q (10665.051464 sec): 3 clusters Score: Raw -341106.117311 + Penalty 2977.247841 = -338128.869470 nChanged 21 SP:Iteration 36Q (10665.148129 sec): 3 clusters Score: Raw -341117.335437 + Penalty 2977.247841 = -338140.087596 nChanged 16 SP:Iteration 37Q (10665.245606 sec): 3 clusters Score: Raw -341125.626697 + Penalty 2977.247841 = -338148.378855 nChanged 12 SP:Iteration 38Q (10665.348641 sec): 3 clusters Score: Raw -341132.022543 + Penalty 2977.247841 = -338154.774701 nChanged 10 SP:Iteration 39Q (10665.448473 sec): 3 clusters Score: Raw -341136.092106 + Penalty 2977.247841 = -338158.844265 nChanged 4 SP:Iteration 40F (10665.548236 sec): 3 clusters Score: Raw -341137.078231 + Penalty 2977.247841 = -338159.830390 nChanged 4 SP:Iteration 41Q (10665.647072 sec): 3 clusters Score: Raw -341138.935789 + Penalty 2977.247841 = -338161.687948 nChanged 6 SP:Iteration 42Q (10665.748129 sec): 3 clusters Score: Raw -341141.632269 + Penalty 2977.247841 = -338164.384428 nChanged 2 SP:Iteration 43Q (10665.842301 sec): 3 clusters Score: Raw -341142.623087 + Penalty 2977.247841 = -338165.375246 nChanged 5 SP:Iteration 44Q (10665.953301 sec): 3 clusters Score: Raw -341145.234531 + Penalty 2977.247841 = -338167.986690 nChanged 6 SP:Iteration 45Q (10666.057984 sec): 3 clusters Score: Raw -341147.410163 + Penalty 2977.247841 = -338170.162322 nChanged 8 SP:Iteration 46Q (10666.172616 sec): 3 clusters Score: Raw -341151.214282 + Penalty 2977.247841 = -338173.966441 nChanged 6 SP:Iteration 47Q (10666.276225 sec): 3 clusters Score: Raw -341154.014027 + Penalty 2977.247841 = -338176.766186 nChanged 3 SP:Iteration 48Q (10666.376051 sec): 3 clusters Score: Raw -341155.134316 + Penalty 2977.247841 = -338177.886475 nChanged 0 SP:Iteration 49F (10666.485579 sec): 3 clusters Score: Raw -341155.134316 + Penalty 2977.247841 = -338177.886475 nChanged 0 Trying to split cluster 4 (2925 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10666.565738 sec): 2 clusters Score: Raw -169846.717458 + Penalty 1400.674233 = -168446.043225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10666.680953 sec): 3 clusters Score: Raw -168568.416130 + Penalty 2801.348466 = -165767.067665 nChanged 1063 SP:Iteration 1F (10666.796830 sec): 3 clusters Score: Raw -169382.700176 + Penalty 2801.348466 = -166581.351711 nChanged 326 SP:Iteration 2F (10666.891694 sec): 3 clusters Score: Raw -169734.882699 + Penalty 2801.348466 = -166933.534233 nChanged 227 SP:Iteration 3F (10666.979439 sec): 3 clusters Score: Raw -170052.925015 + Penalty 2801.348466 = -167251.576550 nChanged 207 SP:Iteration 4F (10667.065275 sec): 3 clusters Score: Raw -170340.012741 + Penalty 2801.348466 = -167538.664275 nChanged 155 SP:Iteration 5F (10667.150589 sec): 3 clusters Score: Raw -170515.191928 + Penalty 2801.348466 = -167713.843462 nChanged 91 SP:Iteration 6Q (10667.252387 sec): 3 clusters Score: Raw -170602.989057 + Penalty 2801.348466 = -167801.640592 nChanged 83 SP:Iteration 7Q (10667.347187 sec): 3 clusters Score: Raw -170688.958827 + Penalty 2801.348466 = -167887.610361 nChanged 84 SP:Iteration 8Q (10667.443295 sec): 3 clusters Score: Raw -170788.564397 + Penalty 2801.348466 = -167987.215932 nChanged 93 SP:Iteration 9Q (10667.549420 sec): 3 clusters Score: Raw -170912.827636 + Penalty 2801.348466 = -168111.479170 nChanged 92 SP:Iteration 10Q (10667.653203 sec): 3 clusters Score: Raw -171049.157057 + Penalty 2801.348466 = -168247.808591 nChanged 92 SP:Iteration 11Q (10667.726585 sec): 3 clusters Score: Raw -171168.865648 + Penalty 2801.348466 = -168367.517183 nChanged 54 SP:Iteration 12Q (10667.815192 sec): 3 clusters Score: Raw -171212.849180 + Penalty 2801.348466 = -168411.500715 nChanged 27 SP:Iteration 13Q (10667.932753 sec): 3 clusters Score: Raw -171226.925007 + Penalty 2801.348466 = -168425.576542 nChanged 16 SP:Iteration 14Q (10668.016387 sec): 3 clusters Score: Raw -171235.666605 + Penalty 2801.348466 = -168434.318139 nChanged 17 SP:Iteration 15Q (10668.119538 sec): 3 clusters Score: Raw -171246.851251 + Penalty 2801.348466 = -168445.502785 nChanged 13 SP:Iteration 16Q (10668.211495 sec): 3 clusters Score: Raw -171254.732979 + Penalty 2801.348466 = -168453.384514 nChanged 15 SP:Iteration 17Q (10668.302305 sec): 3 clusters Score: Raw -171264.167162 + Penalty 2801.348466 = -168462.818696 nChanged 10 SP:Iteration 18Q (10668.391346 sec): 3 clusters Score: Raw -171268.885209 + Penalty 2801.348466 = -168467.536743 nChanged 7 SP:Iteration 19Q (10668.502932 sec): 3 clusters Score: Raw -171270.988909 + Penalty 2801.348466 = -168469.640443 nChanged 3 SP:Iteration 20F (10668.574678 sec): 3 clusters Score: Raw -171271.928343 + Penalty 2801.348466 = -168470.579878 nChanged 1 SP:Iteration 21Q (10668.676101 sec): 3 clusters Score: Raw -171272.303215 + Penalty 2801.348466 = -168470.954750 nChanged 1 SP:Iteration 22Q (10668.787401 sec): 3 clusters Score: Raw -171272.788288 + Penalty 2801.348466 = -168471.439822 nChanged 1 SP:Iteration 23Q (10668.878855 sec): 3 clusters Score: Raw -171273.131910 + Penalty 2801.348466 = -168471.783445 nChanged 0 SP:Iteration 24F (10668.957553 sec): 3 clusters Score: Raw -171273.131910 + Penalty 2801.348466 = -168471.783445 nChanged 0 Score: Raw -11981664.966951 + Penalty 72919.712142 = -11908745.254809 Splitting cluster 4 changes total score from -11909443.676097 to -11908745.254809 So it's not getting split. Trying to split cluster 5 (10449 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10675.650619 sec): 2 clusters Score: Raw -684316.131041 + Penalty 1624.122904 = -682692.008137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10675.737542 sec): 3 clusters Score: Raw -678477.858644 + Penalty 3248.245807 = -675229.612837 nChanged 4510 SP:Iteration 1F (10675.847216 sec): 3 clusters Score: Raw -681206.014549 + Penalty 3248.245807 = -677957.768742 nChanged 781 SP:Iteration 2F (10675.945002 sec): 3 clusters Score: Raw -681703.954595 + Penalty 3248.245807 = -678455.708788 nChanged 726 SP:Iteration 3F (10676.041763 sec): 3 clusters Score: Raw -682191.601204 + Penalty 3248.245807 = -678943.355397 nChanged 643 SP:Iteration 4F (10676.146340 sec): 3 clusters Score: Raw -682585.741212 + Penalty 3248.245807 = -679337.495405 nChanged 522 SP:Iteration 5Q (10676.233985 sec): 3 clusters Score: Raw -682882.301376 + Penalty 3248.245807 = -679634.055569 nChanged 432 SP:Iteration 6Q (10676.333956 sec): 3 clusters Score: Raw -683089.693813 + Penalty 3248.245807 = -679841.448006 nChanged 343 SP:Iteration 7Q (10676.435797 sec): 3 clusters Score: Raw -683232.713216 + Penalty 3248.245807 = -679984.467409 nChanged 264 SP:Iteration 8Q (10676.532243 sec): 3 clusters Score: Raw -683335.775990 + Penalty 3248.245807 = -680087.530183 nChanged 233 SP:Iteration 9Q (10676.617966 sec): 3 clusters Score: Raw -683420.415581 + Penalty 3248.245807 = -680172.169774 nChanged 199 SP:Iteration 10Q (10676.732840 sec): 3 clusters Score: Raw -683483.227819 + Penalty 3248.245807 = -680234.982012 nChanged 162 SP:Iteration 11Q (10676.840765 sec): 3 clusters Score: Raw -683538.598543 + Penalty 3248.245807 = -680290.352736 nChanged 155 SP:Iteration 12Q (10676.945578 sec): 3 clusters Score: Raw -683586.183302 + Penalty 3248.245807 = -680337.937494 nChanged 128 SP:Iteration 13Q (10677.030513 sec): 3 clusters Score: Raw -683623.909132 + Penalty 3248.245807 = -680375.663324 nChanged 130 SP:Iteration 14Q (10677.149956 sec): 3 clusters Score: Raw -683658.795523 + Penalty 3248.245807 = -680410.549716 nChanged 114 SP:Iteration 15Q (10677.244444 sec): 3 clusters Score: Raw -683687.478793 + Penalty 3248.245807 = -680439.232986 nChanged 129 SP:Iteration 16Q (10677.334355 sec): 3 clusters Score: Raw -683712.132920 + Penalty 3248.245807 = -680463.887113 nChanged 83 SP:Iteration 17Q (10677.438679 sec): 3 clusters Score: Raw -683729.594819 + Penalty 3248.245807 = -680481.349012 nChanged 76 SP:Iteration 18Q (10677.540248 sec): 3 clusters Score: Raw -683745.506645 + Penalty 3248.245807 = -680497.260838 nChanged 70 SP:Iteration 19Q (10677.640399 sec): 3 clusters Score: Raw -683759.057979 + Penalty 3248.245807 = -680510.812172 nChanged 66 SP:Iteration 20F (10677.732478 sec): 3 clusters Score: Raw -683770.330963 + Penalty 3248.245807 = -680522.085156 nChanged 68 SP:Iteration 21Q (10677.833190 sec): 3 clusters Score: Raw -683781.803068 + Penalty 3248.245807 = -680533.557261 nChanged 64 SP:Iteration 22Q (10677.916369 sec): 3 clusters Score: Raw -683793.668303 + Penalty 3248.245807 = -680545.422496 nChanged 52 SP:Iteration 23Q (10678.037173 sec): 3 clusters Score: Raw -683802.387452 + Penalty 3248.245807 = -680554.141645 nChanged 48 SP:Iteration 24Q (10678.134321 sec): 3 clusters Score: Raw -683810.305342 + Penalty 3248.245807 = -680562.059535 nChanged 53 SP:Iteration 25Q (10678.242816 sec): 3 clusters Score: Raw -683820.121316 + Penalty 3248.245807 = -680571.875509 nChanged 42 SP:Iteration 26Q (10678.348991 sec): 3 clusters Score: Raw -683827.371014 + Penalty 3248.245807 = -680579.125207 nChanged 38 SP:Iteration 27Q (10678.458271 sec): 3 clusters Score: Raw -683832.214119 + Penalty 3248.245807 = -680583.968312 nChanged 26 SP:Iteration 28Q (10678.566341 sec): 3 clusters Score: Raw -683836.503377 + Penalty 3248.245807 = -680588.257570 nChanged 37 SP:Iteration 29Q (10678.653054 sec): 3 clusters Score: Raw -683841.827413 + Penalty 3248.245807 = -680593.581606 nChanged 32 SP:Iteration 30Q (10678.772441 sec): 3 clusters Score: Raw -683846.961728 + Penalty 3248.245807 = -680598.715921 nChanged 34 SP:Iteration 31Q (10678.861610 sec): 3 clusters Score: Raw -683852.096128 + Penalty 3248.245807 = -680603.850321 nChanged 32 SP:Iteration 32Q (10678.963496 sec): 3 clusters Score: Raw -683856.896840 + Penalty 3248.245807 = -680608.651033 nChanged 42 SP:Iteration 33Q (10679.080302 sec): 3 clusters Score: Raw -683863.559908 + Penalty 3248.245807 = -680615.314100 nChanged 42 SP:Iteration 34Q (10679.185642 sec): 3 clusters Score: Raw -683869.473236 + Penalty 3248.245807 = -680621.227428 nChanged 32 SP:Iteration 35Q (10679.292298 sec): 3 clusters Score: Raw -683874.211074 + Penalty 3248.245807 = -680625.965267 nChanged 35 SP:Iteration 36Q (10679.399397 sec): 3 clusters Score: Raw -683879.222626 + Penalty 3248.245807 = -680630.976818 nChanged 42 SP:Iteration 37Q (10679.497294 sec): 3 clusters Score: Raw -683887.724278 + Penalty 3248.245807 = -680639.478471 nChanged 44 SP:Iteration 38Q (10679.601293 sec): 3 clusters Score: Raw -683896.633165 + Penalty 3248.245807 = -680648.387357 nChanged 52 SP:Iteration 39Q (10679.685447 sec): 3 clusters Score: Raw -683906.744646 + Penalty 3248.245807 = -680658.498839 nChanged 50 SP:Iteration 40F (10679.806555 sec): 3 clusters Score: Raw -683914.994062 + Penalty 3248.245807 = -680666.748254 nChanged 41 SP:Iteration 41Q (10679.887010 sec): 3 clusters Score: Raw -683921.175193 + Penalty 3248.245807 = -680672.929386 nChanged 30 SP:Iteration 42Q (10680.002293 sec): 3 clusters Score: Raw -683925.894076 + Penalty 3248.245807 = -680677.648269 nChanged 27 SP:Iteration 43Q (10680.102812 sec): 3 clusters Score: Raw -683929.772255 + Penalty 3248.245807 = -680681.526448 nChanged 26 SP:Iteration 44Q (10680.178609 sec): 3 clusters Score: Raw -683932.308713 + Penalty 3248.245807 = -680684.062905 nChanged 16 SP:Iteration 45Q (10680.288134 sec): 3 clusters Score: Raw -683933.887884 + Penalty 3248.245807 = -680685.642076 nChanged 10 SP:Iteration 46Q (10680.382398 sec): 3 clusters Score: Raw -683935.023870 + Penalty 3248.245807 = -680686.778063 nChanged 14 SP:Iteration 47Q (10680.468424 sec): 3 clusters Score: Raw -683936.390469 + Penalty 3248.245807 = -680688.144661 nChanged 10 SP:Iteration 48Q (10680.582210 sec): 3 clusters Score: Raw -683937.617985 + Penalty 3248.245807 = -680689.372178 nChanged 15 SP:Iteration 49Q (10680.672930 sec): 3 clusters Score: Raw -683939.372284 + Penalty 3248.245807 = -680691.126477 nChanged 11 SP:Iteration 50Q (10680.786874 sec): 3 clusters Score: Raw -683940.764229 + Penalty 3248.245807 = -680692.518422 nChanged 7 SP:Iteration 51Q (10680.889399 sec): 3 clusters Score: Raw -683941.559923 + Penalty 3248.245807 = -680693.314116 nChanged 9 SP:Iteration 52Q (10680.985903 sec): 3 clusters Score: Raw -683942.252363 + Penalty 3248.245807 = -680694.006556 nChanged 7 SP:Iteration 53Q (10681.066711 sec): 3 clusters Score: Raw -683942.862720 + Penalty 3248.245807 = -680694.616913 nChanged 6 SP:Iteration 54Q (10681.164885 sec): 3 clusters Score: Raw -683943.391341 + Penalty 3248.245807 = -680695.145534 nChanged 6 SP:Iteration 55Q (10681.286355 sec): 3 clusters Score: Raw -683943.901629 + Penalty 3248.245807 = -680695.655822 nChanged 6 SP:Iteration 56Q (10681.380986 sec): 3 clusters Score: Raw -683944.460709 + Penalty 3248.245807 = -680696.214902 nChanged 9 SP:Iteration 57Q (10681.459749 sec): 3 clusters Score: Raw -683945.180195 + Penalty 3248.245807 = -680696.934388 nChanged 9 SP:Iteration 58Q (10681.590251 sec): 3 clusters Score: Raw -683945.903137 + Penalty 3248.245807 = -680697.657330 nChanged 11 SP:Iteration 59Q (10681.674753 sec): 3 clusters Score: Raw -683946.941900 + Penalty 3248.245807 = -680698.696092 nChanged 10 SP:Iteration 60F (10681.776358 sec): 3 clusters Score: Raw -683948.186543 + Penalty 3248.245807 = -680699.940736 nChanged 9 SP:Iteration 61Q (10681.879170 sec): 3 clusters Score: Raw -683949.231864 + Penalty 3248.245807 = -680700.986057 nChanged 14 SP:Iteration 62Q (10681.979865 sec): 3 clusters Score: Raw -683951.156888 + Penalty 3248.245807 = -680702.911081 nChanged 14 SP:Iteration 63Q (10682.097936 sec): 3 clusters Score: Raw -683952.944575 + Penalty 3248.245807 = -680704.698767 nChanged 17 SP:Iteration 64Q (10682.195396 sec): 3 clusters Score: Raw -683955.092668 + Penalty 3248.245807 = -680706.846861 nChanged 18 SP:Iteration 65Q (10682.299400 sec): 3 clusters Score: Raw -683957.865361 + Penalty 3248.245807 = -680709.619553 nChanged 19 SP:Iteration 66Q (10682.399981 sec): 3 clusters Score: Raw -683960.043628 + Penalty 3248.245807 = -680711.797820 nChanged 17 SP:Iteration 67Q (10682.491836 sec): 3 clusters Score: Raw -683961.743191 + Penalty 3248.245807 = -680713.497384 nChanged 19 SP:Iteration 68Q (10682.596622 sec): 3 clusters Score: Raw -683964.037102 + Penalty 3248.245807 = -680715.791295 nChanged 15 SP:Iteration 69Q (10682.685249 sec): 3 clusters Score: Raw -683965.867654 + Penalty 3248.245807 = -680717.621847 nChanged 24 SP:Iteration 70Q (10682.792147 sec): 3 clusters Score: Raw -683969.065720 + Penalty 3248.245807 = -680720.819912 nChanged 18 SP:Iteration 71Q (10682.893847 sec): 3 clusters Score: Raw -683971.492751 + Penalty 3248.245807 = -680723.246944 nChanged 16 SP:Iteration 72Q (10682.988226 sec): 3 clusters Score: Raw -683973.535420 + Penalty 3248.245807 = -680725.289612 nChanged 12 SP:Iteration 73Q (10683.079333 sec): 3 clusters Score: Raw -683975.456008 + Penalty 3248.245807 = -680727.210201 nChanged 16 SP:Iteration 74Q (10683.167460 sec): 3 clusters Score: Raw -683977.321170 + Penalty 3248.245807 = -680729.075363 nChanged 11 SP:Iteration 75Q (10683.270205 sec): 3 clusters Score: Raw -683978.430807 + Penalty 3248.245807 = -680730.185000 nChanged 10 SP:Iteration 76Q (10683.363499 sec): 3 clusters Score: Raw -683979.559548 + Penalty 3248.245807 = -680731.313741 nChanged 7 SP:Iteration 77Q (10683.445519 sec): 3 clusters Score: Raw -683980.357319 + Penalty 3248.245807 = -680732.111512 nChanged 6 SP:Iteration 78Q (10683.566037 sec): 3 clusters Score: Raw -683981.059389 + Penalty 3248.245807 = -680732.813581 nChanged 8 SP:Iteration 79Q (10683.658463 sec): 3 clusters Score: Raw -683982.154031 + Penalty 3248.245807 = -680733.908224 nChanged 12 SP:Iteration 80F (10683.768351 sec): 3 clusters Score: Raw -683983.322087 + Penalty 3248.245807 = -680735.076280 nChanged 11 SP:Iteration 81Q (10683.870180 sec): 3 clusters Score: Raw -683984.308829 + Penalty 3248.245807 = -680736.063022 nChanged 8 SP:Iteration 82Q (10683.965505 sec): 3 clusters Score: Raw -683985.245606 + Penalty 3248.245807 = -680736.999799 nChanged 10 SP:Iteration 83Q (10684.064971 sec): 3 clusters Score: Raw -683986.678342 + Penalty 3248.245807 = -680738.432535 nChanged 7 SP:Iteration 84Q (10684.148138 sec): 3 clusters Score: Raw -683987.531873 + Penalty 3248.245807 = -680739.286066 nChanged 7 SP:Iteration 85Q (10684.261099 sec): 3 clusters Score: Raw -683988.114943 + Penalty 3248.245807 = -680739.869136 nChanged 6 SP:Iteration 86Q (10684.349096 sec): 3 clusters Score: Raw -683988.428640 + Penalty 3248.245807 = -680740.182833 nChanged 4 SP:Iteration 87Q (10684.449843 sec): 3 clusters Score: Raw -683988.703166 + Penalty 3248.245807 = -680740.457359 nChanged 2 SP:Iteration 88Q (10684.566987 sec): 3 clusters Score: Raw -683988.794649 + Penalty 3248.245807 = -680740.548842 nChanged 0 SP:Iteration 89F (10684.666256 sec): 3 clusters Score: Raw -683988.794649 + Penalty 3248.245807 = -680740.548842 nChanged 0 Trying to split cluster 6 (8017 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10684.726614 sec): 2 clusters Score: Raw -449713.256745 + Penalty 1577.625584 = -448135.631161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10684.794951 sec): 3 clusters Score: Raw -445402.660483 + Penalty 3155.251168 = -442247.409315 nChanged 3380 SP:Iteration 1F (10684.884207 sec): 3 clusters Score: Raw -447423.562298 + Penalty 3155.251168 = -444268.311131 nChanged 641 SP:Iteration 2F (10685.000969 sec): 3 clusters Score: Raw -447910.543430 + Penalty 3155.251168 = -444755.292262 nChanged 603 SP:Iteration 3F (10685.135177 sec): 3 clusters Score: Raw -448424.690014 + Penalty 3155.251168 = -445269.438847 nChanged 567 SP:Iteration 4F (10685.236135 sec): 3 clusters Score: Raw -448908.659200 + Penalty 3155.251168 = -445753.408033 nChanged 474 SP:Iteration 5F (10685.352762 sec): 3 clusters Score: Raw -449297.567249 + Penalty 3155.251168 = -446142.316081 nChanged 390 SP:Iteration 6Q (10685.473623 sec): 3 clusters Score: Raw -449597.371297 + Penalty 3155.251168 = -446442.120129 nChanged 330 SP:Iteration 7Q (10685.603745 sec): 3 clusters Score: Raw -449835.152334 + Penalty 3155.251168 = -446679.901166 nChanged 281 SP:Iteration 8Q (10685.710586 sec): 3 clusters Score: Raw -450006.036830 + Penalty 3155.251168 = -446850.785662 nChanged 214 SP:Iteration 9Q (10685.829900 sec): 3 clusters Score: Raw -450101.872053 + Penalty 3155.251168 = -446946.620885 nChanged 148 SP:Iteration 10Q (10685.953284 sec): 3 clusters Score: Raw -450169.433458 + Penalty 3155.251168 = -447014.182290 nChanged 123 SP:Iteration 11Q (10686.074258 sec): 3 clusters Score: Raw -450214.934007 + Penalty 3155.251168 = -447059.682840 nChanged 103 SP:Iteration 12Q (10686.203854 sec): 3 clusters Score: Raw -450258.658367 + Penalty 3155.251168 = -447103.407199 nChanged 94 SP:Iteration 13Q (10686.317377 sec): 3 clusters Score: Raw -450285.661572 + Penalty 3155.251168 = -447130.410405 nChanged 67 SP:Iteration 14Q (10686.448014 sec): 3 clusters Score: Raw -450306.920791 + Penalty 3155.251168 = -447151.669623 nChanged 51 SP:Iteration 15Q (10686.552721 sec): 3 clusters Score: Raw -450322.787429 + Penalty 3155.251168 = -447167.536261 nChanged 58 SP:Iteration 16Q (10686.698183 sec): 3 clusters Score: Raw -450339.847241 + Penalty 3155.251168 = -447184.596073 nChanged 45 SP:Iteration 17Q (10686.815061 sec): 3 clusters Score: Raw -450351.500190 + Penalty 3155.251168 = -447196.249022 nChanged 46 SP:Iteration 18Q (10686.936555 sec): 3 clusters Score: Raw -450361.716728 + Penalty 3155.251168 = -447206.465561 nChanged 34 SP:Iteration 19Q (10686.972292 sec): 3 clusters Score: Raw -450371.200128 + Penalty 3155.251168 = -447215.948960 nChanged 33 SP:Iteration 20F (10687.111315 sec): 3 clusters Score: Raw -450381.654819 + Penalty 3155.251168 = -447226.403651 nChanged 38 SP:Iteration 21Q (10687.227859 sec): 3 clusters Score: Raw -450393.090226 + Penalty 3155.251168 = -447237.839058 nChanged 39 SP:Iteration 22Q (10687.312516 sec): 3 clusters Score: Raw -450404.526570 + Penalty 3155.251168 = -447249.275403 nChanged 46 SP:Iteration 23Q (10687.430978 sec): 3 clusters Score: Raw -450418.876718 + Penalty 3155.251168 = -447263.625550 nChanged 39 SP:Iteration 24Q (10687.545248 sec): 3 clusters Score: Raw -450427.972191 + Penalty 3155.251168 = -447272.721023 nChanged 27 SP:Iteration 25Q (10687.674468 sec): 3 clusters Score: Raw -450434.531157 + Penalty 3155.251168 = -447279.279989 nChanged 23 SP:Iteration 26Q (10687.792108 sec): 3 clusters Score: Raw -450439.343880 + Penalty 3155.251168 = -447284.092713 nChanged 23 SP:Iteration 27Q (10687.897826 sec): 3 clusters Score: Raw -450444.431502 + Penalty 3155.251168 = -447289.180334 nChanged 27 SP:Iteration 28Q (10688.015185 sec): 3 clusters Score: Raw -450451.325798 + Penalty 3155.251168 = -447296.074631 nChanged 30 SP:Iteration 29Q (10688.121971 sec): 3 clusters Score: Raw -450458.913017 + Penalty 3155.251168 = -447303.661849 nChanged 24 SP:Iteration 30Q (10688.207017 sec): 3 clusters Score: Raw -450464.299961 + Penalty 3155.251168 = -447309.048793 nChanged 23 SP:Iteration 31Q (10688.336915 sec): 3 clusters Score: Raw -450469.818369 + Penalty 3155.251168 = -447314.567201 nChanged 30 SP:Iteration 32Q (10688.466435 sec): 3 clusters Score: Raw -450478.134304 + Penalty 3155.251168 = -447322.883136 nChanged 37 SP:Iteration 33Q (10688.590225 sec): 3 clusters Score: Raw -450489.506884 + Penalty 3155.251168 = -447334.255716 nChanged 36 SP:Iteration 34Q (10688.752019 sec): 3 clusters Score: Raw -450503.087578 + Penalty 3155.251168 = -447347.836410 nChanged 40 SP:Iteration 35Q (10688.880901 sec): 3 clusters Score: Raw -450518.926375 + Penalty 3155.251168 = -447363.675207 nChanged 49 SP:Iteration 36Q (10688.985715 sec): 3 clusters Score: Raw -450533.945190 + Penalty 3155.251168 = -447378.694023 nChanged 45 SP:Iteration 37Q (10689.119417 sec): 3 clusters Score: Raw -450548.541762 + Penalty 3155.251168 = -447393.290594 nChanged 48 SP:Iteration 38Q (10689.244396 sec): 3 clusters Score: Raw -450562.183949 + Penalty 3155.251168 = -447406.932781 nChanged 39 SP:Iteration 39Q (10689.375179 sec): 3 clusters Score: Raw -450574.294341 + Penalty 3155.251168 = -447419.043174 nChanged 38 SP:Iteration 40F (10689.500694 sec): 3 clusters Score: Raw -450589.988094 + Penalty 3155.251168 = -447434.736926 nChanged 42 SP:Iteration 41Q (10689.617743 sec): 3 clusters Score: Raw -450603.167172 + Penalty 3155.251168 = -447447.916004 nChanged 41 SP:Iteration 42Q (10689.734495 sec): 3 clusters Score: Raw -450616.813542 + Penalty 3155.251168 = -447461.562374 nChanged 34 SP:Iteration 43Q (10689.854836 sec): 3 clusters Score: Raw -450627.649637 + Penalty 3155.251168 = -447472.398470 nChanged 35 SP:Iteration 44Q (10689.964298 sec): 3 clusters Score: Raw -450641.987194 + Penalty 3155.251168 = -447486.736027 nChanged 42 SP:Iteration 45Q (10690.100215 sec): 3 clusters Score: Raw -450663.850734 + Penalty 3155.251168 = -447508.599566 nChanged 43 SP:Iteration 46Q (10690.197564 sec): 3 clusters Score: Raw -450681.340292 + Penalty 3155.251168 = -447526.089124 nChanged 45 SP:Iteration 47Q (10690.311384 sec): 3 clusters Score: Raw -450706.319182 + Penalty 3155.251168 = -447551.068014 nChanged 42 SP:Iteration 48Q (10690.418694 sec): 3 clusters Score: Raw -450731.568435 + Penalty 3155.251168 = -447576.317267 nChanged 47 SP:Iteration 49Q (10690.537572 sec): 3 clusters Score: Raw -450764.754840 + Penalty 3155.251168 = -447609.503673 nChanged 53 SP:Iteration 50Q (10690.651898 sec): 3 clusters Score: Raw -450797.477958 + Penalty 3155.251168 = -447642.226790 nChanged 43 SP:Iteration 51Q (10690.757156 sec): 3 clusters Score: Raw -450826.175946 + Penalty 3155.251168 = -447670.924778 nChanged 42 SP:Iteration 52Q (10690.842632 sec): 3 clusters Score: Raw -450847.235396 + Penalty 3155.251168 = -447691.984229 nChanged 40 SP:Iteration 53Q (10690.955289 sec): 3 clusters Score: Raw -450862.046316 + Penalty 3155.251168 = -447706.795149 nChanged 38 SP:Iteration 54Q (10691.060506 sec): 3 clusters Score: Raw -450879.047818 + Penalty 3155.251168 = -447723.796651 nChanged 34 SP:Iteration 55Q (10691.180623 sec): 3 clusters Score: Raw -450891.400907 + Penalty 3155.251168 = -447736.149740 nChanged 25 SP:Iteration 56Q (10691.279761 sec): 3 clusters Score: Raw -450897.126226 + Penalty 3155.251168 = -447741.875059 nChanged 17 SP:Iteration 57Q (10691.398161 sec): 3 clusters Score: Raw -450902.550544 + Penalty 3155.251168 = -447747.299376 nChanged 19 SP:Iteration 58Q (10691.513559 sec): 3 clusters Score: Raw -450909.719146 + Penalty 3155.251168 = -447754.467978 nChanged 15 SP:Iteration 59Q (10691.636215 sec): 3 clusters Score: Raw -450913.431097 + Penalty 3155.251168 = -447758.179929 nChanged 14 SP:Iteration 60F (10691.728992 sec): 3 clusters Score: Raw -450917.063159 + Penalty 3155.251168 = -447761.811991 nChanged 8 SP:Iteration 61Q (10691.825413 sec): 3 clusters Score: Raw -450918.974839 + Penalty 3155.251168 = -447763.723671 nChanged 16 SP:Iteration 62Q (10691.935866 sec): 3 clusters Score: Raw -450922.937012 + Penalty 3155.251168 = -447767.685844 nChanged 13 SP:Iteration 63Q (10692.050612 sec): 3 clusters Score: Raw -450926.750772 + Penalty 3155.251168 = -447771.499604 nChanged 18 SP:Iteration 64Q (10692.155919 sec): 3 clusters Score: Raw -450930.958156 + Penalty 3155.251168 = -447775.706988 nChanged 13 SP:Iteration 65Q (10692.275179 sec): 3 clusters Score: Raw -450934.014417 + Penalty 3155.251168 = -447778.763249 nChanged 11 SP:Iteration 66Q (10692.398833 sec): 3 clusters Score: Raw -450937.315642 + Penalty 3155.251168 = -447782.064474 nChanged 5 SP:Iteration 67Q (10692.507668 sec): 3 clusters Score: Raw -450938.356524 + Penalty 3155.251168 = -447783.105356 nChanged 6 SP:Iteration 68Q (10692.603639 sec): 3 clusters Score: Raw -450939.571639 + Penalty 3155.251168 = -447784.320471 nChanged 3 SP:Iteration 69Q (10692.700763 sec): 3 clusters Score: Raw -450940.160598 + Penalty 3155.251168 = -447784.909430 nChanged 2 SP:Iteration 70Q (10692.837301 sec): 3 clusters Score: Raw -450940.937354 + Penalty 3155.251168 = -447785.686186 nChanged 1 SP:Iteration 71Q (10692.923536 sec): 3 clusters Score: Raw -450941.032600 + Penalty 3155.251168 = -447785.781433 nChanged 0 SP:Iteration 72F (10693.050656 sec): 3 clusters Score: Raw -450941.032600 + Penalty 3155.251168 = -447785.781433 nChanged 0 Trying to split cluster 7 (7172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10693.116371 sec): 2 clusters Score: Raw -442066.390612 + Penalty 1558.078441 = -440508.312171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10693.218147 sec): 3 clusters Score: Raw -438277.123326 + Penalty 3116.156882 = -435160.966444 nChanged 2908 SP:Iteration 1F (10693.332691 sec): 3 clusters Score: Raw -439962.838330 + Penalty 3116.156882 = -436846.681448 nChanged 526 SP:Iteration 2F (10693.427411 sec): 3 clusters Score: Raw -440282.525713 + Penalty 3116.156882 = -437166.368831 nChanged 439 SP:Iteration 3F (10693.518427 sec): 3 clusters Score: Raw -440555.927204 + Penalty 3116.156882 = -437439.770322 nChanged 406 SP:Iteration 4F (10693.612877 sec): 3 clusters Score: Raw -440843.524758 + Penalty 3116.156882 = -437727.367876 nChanged 390 SP:Iteration 5F (10693.708047 sec): 3 clusters Score: Raw -441184.976483 + Penalty 3116.156882 = -438068.819601 nChanged 425 SP:Iteration 6F (10693.809330 sec): 3 clusters Score: Raw -441588.626849 + Penalty 3116.156882 = -438472.469967 nChanged 418 SP:Iteration 7F (10693.884405 sec): 3 clusters Score: Raw -441990.266990 + Penalty 3116.156882 = -438874.110108 nChanged 369 SP:Iteration 8F (10694.000449 sec): 3 clusters Score: Raw -442314.749582 + Penalty 3116.156882 = -439198.592700 nChanged 283 SP:Iteration 9Q (10694.084268 sec): 3 clusters Score: Raw -442511.422069 + Penalty 3116.156882 = -439395.265187 nChanged 230 SP:Iteration 10Q (10694.200570 sec): 3 clusters Score: Raw -442642.219779 + Penalty 3116.156882 = -439526.062897 nChanged 162 SP:Iteration 11Q (10694.293758 sec): 3 clusters Score: Raw -442718.302215 + Penalty 3116.156882 = -439602.145333 nChanged 115 SP:Iteration 12Q (10694.389564 sec): 3 clusters Score: Raw -442771.905491 + Penalty 3116.156882 = -439655.748609 nChanged 91 SP:Iteration 13Q (10694.491893 sec): 3 clusters Score: Raw -442807.558067 + Penalty 3116.156882 = -439691.401185 nChanged 71 SP:Iteration 14Q (10694.588547 sec): 3 clusters Score: Raw -442834.908453 + Penalty 3116.156882 = -439718.751571 nChanged 66 SP:Iteration 15Q (10694.689080 sec): 3 clusters Score: Raw -442862.478120 + Penalty 3116.156882 = -439746.321238 nChanged 62 SP:Iteration 16Q (10694.768196 sec): 3 clusters Score: Raw -442889.937584 + Penalty 3116.156882 = -439773.780702 nChanged 75 SP:Iteration 17Q (10694.863979 sec): 3 clusters Score: Raw -442921.419176 + Penalty 3116.156882 = -439805.262294 nChanged 58 SP:Iteration 18Q (10694.975037 sec): 3 clusters Score: Raw -442947.800545 + Penalty 3116.156882 = -439831.643663 nChanged 60 SP:Iteration 19Q (10695.069552 sec): 3 clusters Score: Raw -442972.769690 + Penalty 3116.156882 = -439856.612808 nChanged 44 SP:Iteration 20F (10695.161040 sec): 3 clusters Score: Raw -442991.079093 + Penalty 3116.156882 = -439874.922211 nChanged 45 SP:Iteration 21Q (10695.241416 sec): 3 clusters Score: Raw -443008.729710 + Penalty 3116.156882 = -439892.572828 nChanged 41 SP:Iteration 22Q (10695.338883 sec): 3 clusters Score: Raw -443024.950230 + Penalty 3116.156882 = -439908.793348 nChanged 45 SP:Iteration 23Q (10695.444624 sec): 3 clusters Score: Raw -443041.013046 + Penalty 3116.156882 = -439924.856164 nChanged 34 SP:Iteration 24Q (10695.540471 sec): 3 clusters Score: Raw -443050.607383 + Penalty 3116.156882 = -439934.450501 nChanged 28 SP:Iteration 25Q (10695.619155 sec): 3 clusters Score: Raw -443058.045446 + Penalty 3116.156882 = -439941.888564 nChanged 15 SP:Iteration 26Q (10695.682575 sec): 3 clusters Score: Raw -443062.363750 + Penalty 3116.156882 = -439946.206868 nChanged 15 SP:Iteration 27Q (10695.799319 sec): 3 clusters Score: Raw -443065.312221 + Penalty 3116.156882 = -439949.155339 nChanged 9 SP:Iteration 28Q (10695.878442 sec): 3 clusters Score: Raw -443068.029145 + Penalty 3116.156882 = -439951.872263 nChanged 11 SP:Iteration 29Q (10695.977476 sec): 3 clusters Score: Raw -443070.186688 + Penalty 3116.156882 = -439954.029806 nChanged 13 SP:Iteration 30Q (10696.093891 sec): 3 clusters Score: Raw -443073.396775 + Penalty 3116.156882 = -439957.239893 nChanged 10 SP:Iteration 31Q (10696.192262 sec): 3 clusters Score: Raw -443076.780835 + Penalty 3116.156882 = -439960.623953 nChanged 15 SP:Iteration 32Q (10696.288229 sec): 3 clusters Score: Raw -443080.428696 + Penalty 3116.156882 = -439964.271814 nChanged 13 SP:Iteration 33Q (10696.368349 sec): 3 clusters Score: Raw -443085.287274 + Penalty 3116.156882 = -439969.130392 nChanged 7 SP:Iteration 34Q (10696.482860 sec): 3 clusters Score: Raw -443086.740847 + Penalty 3116.156882 = -439970.583965 nChanged 9 SP:Iteration 35Q (10696.561266 sec): 3 clusters Score: Raw -443088.537995 + Penalty 3116.156882 = -439972.381113 nChanged 13 SP:Iteration 36Q (10696.671177 sec): 3 clusters Score: Raw -443092.386297 + Penalty 3116.156882 = -439976.229415 nChanged 11 SP:Iteration 37Q (10696.768113 sec): 3 clusters Score: Raw -443095.054910 + Penalty 3116.156882 = -439978.898028 nChanged 12 SP:Iteration 38Q (10696.864238 sec): 3 clusters Score: Raw -443098.316326 + Penalty 3116.156882 = -439982.159444 nChanged 9 SP:Iteration 39Q (10696.955577 sec): 3 clusters Score: Raw -443100.529582 + Penalty 3116.156882 = -439984.372700 nChanged 9 SP:Iteration 40F (10697.042046 sec): 3 clusters Score: Raw -443102.679730 + Penalty 3116.156882 = -439986.522848 nChanged 7 SP:Iteration 41Q (10697.139398 sec): 3 clusters Score: Raw -443104.423466 + Penalty 3116.156882 = -439988.266584 nChanged 13 SP:Iteration 42Q (10697.228680 sec): 3 clusters Score: Raw -443107.495208 + Penalty 3116.156882 = -439991.338326 nChanged 12 SP:Iteration 43Q (10697.318744 sec): 3 clusters Score: Raw -443110.220180 + Penalty 3116.156882 = -439994.063298 nChanged 7 SP:Iteration 44Q (10697.410896 sec): 3 clusters Score: Raw -443112.528598 + Penalty 3116.156882 = -439996.371716 nChanged 7 SP:Iteration 45Q (10697.480946 sec): 3 clusters Score: Raw -443114.369782 + Penalty 3116.156882 = -439998.212900 nChanged 7 SP:Iteration 46Q (10697.583681 sec): 3 clusters Score: Raw -443115.599839 + Penalty 3116.156882 = -439999.442957 nChanged 4 SP:Iteration 47Q (10697.680626 sec): 3 clusters Score: Raw -443116.579519 + Penalty 3116.156882 = -440000.422637 nChanged 4 SP:Iteration 48Q (10697.775274 sec): 3 clusters Score: Raw -443117.639869 + Penalty 3116.156882 = -440001.482987 nChanged 2 SP:Iteration 49Q (10697.877138 sec): 3 clusters Score: Raw -443117.879663 + Penalty 3116.156882 = -440001.722781 nChanged 0 SP:Iteration 50F (10697.973241 sec): 3 clusters Score: Raw -443117.879663 + Penalty 3116.156882 = -440001.722781 nChanged 0 Trying to split cluster 8 (18684 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10698.057149 sec): 2 clusters Score: Raw -1285097.325574 + Penalty 1726.116705 = -1283371.208869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10698.181397 sec): 3 clusters Score: Raw -1274065.254630 + Penalty 3452.233410 = -1270613.021220 nChanged 8299 SP:Iteration 1F (10698.306809 sec): 3 clusters Score: Raw -1278740.428975 + Penalty 3452.233410 = -1275288.195564 nChanged 1127 SP:Iteration 2F (10698.434118 sec): 3 clusters Score: Raw -1279285.686532 + Penalty 3452.233410 = -1275833.453122 nChanged 1041 SP:Iteration 3F (10698.560663 sec): 3 clusters Score: Raw -1279808.436199 + Penalty 3452.233410 = -1276356.202789 nChanged 1033 SP:Iteration 4F (10698.686689 sec): 3 clusters Score: Raw -1280354.235840 + Penalty 3452.233410 = -1276902.002429 nChanged 979 SP:Iteration 5F (10698.783401 sec): 3 clusters Score: Raw -1280921.029748 + Penalty 3452.233410 = -1277468.796338 nChanged 947 SP:Iteration 6F (10698.914136 sec): 3 clusters Score: Raw -1281495.730985 + Penalty 3452.233410 = -1278043.497575 nChanged 965 SP:Iteration 7F (10699.039093 sec): 3 clusters Score: Raw -1282092.544034 + Penalty 3452.233410 = -1278640.310624 nChanged 877 SP:Iteration 8Q (10699.155867 sec): 3 clusters Score: Raw -1282603.124172 + Penalty 3452.233410 = -1279150.890761 nChanged 845 SP:Iteration 9Q (10699.267118 sec): 3 clusters Score: Raw -1283051.880243 + Penalty 3452.233410 = -1279599.646832 nChanged 743 SP:Iteration 10Q (10699.372158 sec): 3 clusters Score: Raw -1283433.264080 + Penalty 3452.233410 = -1279981.030670 nChanged 614 SP:Iteration 11Q (10699.507715 sec): 3 clusters Score: Raw -1283759.917040 + Penalty 3452.233410 = -1280307.683629 nChanged 561 SP:Iteration 12Q (10699.618142 sec): 3 clusters Score: Raw -1284056.645422 + Penalty 3452.233410 = -1280604.412012 nChanged 491 SP:Iteration 13Q (10699.722115 sec): 3 clusters Score: Raw -1284315.391889 + Penalty 3452.233410 = -1280863.158479 nChanged 466 SP:Iteration 14Q (10699.849131 sec): 3 clusters Score: Raw -1284583.373047 + Penalty 3452.233410 = -1281131.139637 nChanged 476 SP:Iteration 15Q (10699.957971 sec): 3 clusters Score: Raw -1284857.546805 + Penalty 3452.233410 = -1281405.313394 nChanged 449 SP:Iteration 16Q (10700.053364 sec): 3 clusters Score: Raw -1285105.953621 + Penalty 3452.233410 = -1281653.720211 nChanged 394 SP:Iteration 17Q (10700.187701 sec): 3 clusters Score: Raw -1285323.270752 + Penalty 3452.233410 = -1281871.037342 nChanged 366 SP:Iteration 18Q (10700.285825 sec): 3 clusters Score: Raw -1285506.139246 + Penalty 3452.233410 = -1282053.905836 nChanged 337 SP:Iteration 19Q (10700.413586 sec): 3 clusters Score: Raw -1285690.646386 + Penalty 3452.233410 = -1282238.412975 nChanged 342 SP:Iteration 20F (10700.542044 sec): 3 clusters Score: Raw -1285872.647791 + Penalty 3452.233410 = -1282420.414380 nChanged 309 SP:Iteration 21Q (10700.639510 sec): 3 clusters Score: Raw -1286024.269779 + Penalty 3452.233410 = -1282572.036369 nChanged 266 SP:Iteration 22Q (10700.778500 sec): 3 clusters Score: Raw -1286177.571715 + Penalty 3452.233410 = -1282725.338305 nChanged 294 SP:Iteration 23Q (10700.900703 sec): 3 clusters Score: Raw -1286351.417447 + Penalty 3452.233410 = -1282899.184036 nChanged 274 SP:Iteration 24Q (10701.020814 sec): 3 clusters Score: Raw -1286502.209067 + Penalty 3452.233410 = -1283049.975657 nChanged 233 SP:Iteration 25Q (10701.139032 sec): 3 clusters Score: Raw -1286650.708907 + Penalty 3452.233410 = -1283198.475497 nChanged 212 SP:Iteration 26Q (10701.247018 sec): 3 clusters Score: Raw -1286786.158688 + Penalty 3452.233410 = -1283333.925277 nChanged 195 SP:Iteration 27Q (10701.355749 sec): 3 clusters Score: Raw -1286893.678086 + Penalty 3452.233410 = -1283441.444676 nChanged 160 SP:Iteration 28Q (10701.487201 sec): 3 clusters Score: Raw -1286960.393052 + Penalty 3452.233410 = -1283508.159642 nChanged 129 SP:Iteration 29Q (10701.601060 sec): 3 clusters Score: Raw -1287005.170093 + Penalty 3452.233410 = -1283552.936683 nChanged 117 SP:Iteration 30Q (10701.722699 sec): 3 clusters Score: Raw -1287043.902741 + Penalty 3452.233410 = -1283591.669331 nChanged 92 SP:Iteration 31Q (10701.839128 sec): 3 clusters Score: Raw -1287063.861588 + Penalty 3452.233410 = -1283611.628177 nChanged 72 SP:Iteration 32Q (10701.958246 sec): 3 clusters Score: Raw -1287077.140003 + Penalty 3452.233410 = -1283624.906593 nChanged 36 SP:Iteration 33Q (10702.084339 sec): 3 clusters Score: Raw -1287081.185544 + Penalty 3452.233410 = -1283628.952133 nChanged 17 SP:Iteration 34Q (10702.199160 sec): 3 clusters Score: Raw -1287083.424437 + Penalty 3452.233410 = -1283631.191027 nChanged 20 SP:Iteration 35Q (10702.309786 sec): 3 clusters Score: Raw -1287085.275987 + Penalty 3452.233410 = -1283633.042577 nChanged 15 SP:Iteration 36Q (10702.426921 sec): 3 clusters Score: Raw -1287086.989628 + Penalty 3452.233410 = -1283634.756218 nChanged 15 SP:Iteration 37Q (10702.537263 sec): 3 clusters Score: Raw -1287088.505010 + Penalty 3452.233410 = -1283636.271600 nChanged 11 SP:Iteration 38Q (10702.673567 sec): 3 clusters Score: Raw -1287089.438422 + Penalty 3452.233410 = -1283637.205012 nChanged 9 SP:Iteration 39Q (10702.797346 sec): 3 clusters Score: Raw -1287090.286836 + Penalty 3452.233410 = -1283638.053425 nChanged 7 SP:Iteration 40F (10702.931683 sec): 3 clusters Score: Raw -1287090.919997 + Penalty 3452.233410 = -1283638.686586 nChanged 3 SP:Iteration 41Q (10703.070801 sec): 3 clusters Score: Raw -1287091.170625 + Penalty 3452.233410 = -1283638.937215 nChanged 5 SP:Iteration 42Q (10703.227282 sec): 3 clusters Score: Raw -1287091.674309 + Penalty 3452.233410 = -1283639.440898 nChanged 6 SP:Iteration 43Q (10703.358616 sec): 3 clusters Score: Raw -1287092.051878 + Penalty 3452.233410 = -1283639.818467 nChanged 1 SP:Iteration 44Q (10703.509371 sec): 3 clusters Score: Raw -1287092.081639 + Penalty 3452.233410 = -1283639.848229 nChanged 0 SP:Iteration 45F (10703.647645 sec): 3 clusters Score: Raw -1287092.081639 + Penalty 3452.233410 = -1283639.848229 nChanged 0 Score: Raw -11982233.308565 + Penalty 72919.712142 = -11909313.596422 Splitting cluster 8 changes total score from -11909443.676097 to -11909313.596422 So it's not getting split. Trying to split cluster 9 (1804 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10710.873978 sec): 2 clusters Score: Raw -86035.727621 + Penalty 1315.857178 = -84719.870443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10710.961983 sec): 3 clusters Score: Raw -85290.463075 + Penalty 2631.714357 = -82658.748718 nChanged 634 SP:Iteration 1F (10711.042974 sec): 3 clusters Score: Raw -85765.478491 + Penalty 2631.714357 = -83133.764134 nChanged 185 SP:Iteration 2F (10711.131741 sec): 3 clusters Score: Raw -86031.201782 + Penalty 2631.714357 = -83399.487425 nChanged 173 SP:Iteration 3F (10711.219737 sec): 3 clusters Score: Raw -86334.935510 + Penalty 2631.714357 = -83703.221153 nChanged 168 SP:Iteration 4F (10711.308011 sec): 3 clusters Score: Raw -86640.422977 + Penalty 2631.714357 = -84008.708620 nChanged 136 SP:Iteration 5F (10711.374593 sec): 3 clusters Score: Raw -86911.055619 + Penalty 2631.714357 = -84279.341262 nChanged 111 SP:Iteration 6F (10711.470594 sec): 3 clusters Score: Raw -87129.077306 + Penalty 2631.714357 = -84497.362949 nChanged 72 SP:Iteration 7Q (10711.535476 sec): 3 clusters Score: Raw -87268.443109 + Penalty 2631.714357 = -84636.728752 nChanged 51 SP:Iteration 8Q (10711.646017 sec): 3 clusters Score: Raw -87362.958104 + Penalty 2631.714357 = -84731.243747 nChanged 33 SP:Iteration 9Q (10711.737487 sec): 3 clusters Score: Raw -87431.863593 + Penalty 2631.714357 = -84800.149236 nChanged 30 SP:Iteration 10Q (10711.819457 sec): 3 clusters Score: Raw -87485.948363 + Penalty 2631.714357 = -84854.234006 nChanged 23 SP:Iteration 11Q (10711.915439 sec): 3 clusters Score: Raw -87511.804333 + Penalty 2631.714357 = -84880.089976 nChanged 18 SP:Iteration 12Q (10711.999320 sec): 3 clusters Score: Raw -87530.266200 + Penalty 2631.714357 = -84898.551843 nChanged 16 SP:Iteration 13Q (10712.085022 sec): 3 clusters Score: Raw -87547.254073 + Penalty 2631.714357 = -84915.539716 nChanged 17 SP:Iteration 14Q (10712.151769 sec): 3 clusters Score: Raw -87568.324858 + Penalty 2631.714357 = -84936.610502 nChanged 7 SP:Iteration 15Q (10712.257794 sec): 3 clusters Score: Raw -87573.374182 + Penalty 2631.714357 = -84941.659825 nChanged 4 SP:Iteration 16Q (10712.342664 sec): 3 clusters Score: Raw -87575.692572 + Penalty 2631.714357 = -84943.978215 nChanged 0 SP:Iteration 17F (10712.421356 sec): 3 clusters Score: Raw -87575.692572 + Penalty 2631.714357 = -84943.978215 nChanged 0 Score: Raw -11981778.517450 + Penalty 72919.712142 = -11908858.805307 Splitting cluster 9 changes total score from -11909443.676097 to -11908858.805307 So it's not getting split. Trying to split cluster 10 (9260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10718.848214 sec): 2 clusters Score: Raw -607519.656758 + Penalty 1602.922112 = -605916.734646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10718.926958 sec): 3 clusters Score: Raw -602390.778743 + Penalty 3205.844224 = -599184.934519 nChanged 3901 SP:Iteration 1F (10719.030651 sec): 3 clusters Score: Raw -604778.194092 + Penalty 3205.844224 = -601572.349868 nChanged 751 SP:Iteration 2F (10719.133378 sec): 3 clusters Score: Raw -605378.863117 + Penalty 3205.844224 = -602173.018893 nChanged 751 SP:Iteration 3F (10719.237854 sec): 3 clusters Score: Raw -606010.792976 + Penalty 3205.844224 = -602804.948752 nChanged 665 SP:Iteration 4F (10719.341200 sec): 3 clusters Score: Raw -606488.322065 + Penalty 3205.844224 = -603282.477841 nChanged 537 SP:Iteration 5F (10719.441740 sec): 3 clusters Score: Raw -606823.137963 + Penalty 3205.844224 = -603617.293739 nChanged 426 SP:Iteration 6Q (10719.512485 sec): 3 clusters Score: Raw -607083.795537 + Penalty 3205.844224 = -603877.951313 nChanged 345 SP:Iteration 7Q (10719.604455 sec): 3 clusters Score: Raw -607270.365712 + Penalty 3205.844224 = -604064.521488 nChanged 281 SP:Iteration 8Q (10719.697136 sec): 3 clusters Score: Raw -607445.485933 + Penalty 3205.844224 = -604239.641709 nChanged 260 SP:Iteration 9Q (10719.805823 sec): 3 clusters Score: Raw -607624.106915 + Penalty 3205.844224 = -604418.262691 nChanged 253 SP:Iteration 10Q (10719.906032 sec): 3 clusters Score: Raw -607784.322123 + Penalty 3205.844224 = -604578.477899 nChanged 233 SP:Iteration 11Q (10719.993726 sec): 3 clusters Score: Raw -607954.713063 + Penalty 3205.844224 = -604748.868839 nChanged 222 SP:Iteration 12Q (10720.108677 sec): 3 clusters Score: Raw -608096.774266 + Penalty 3205.844224 = -604890.930042 nChanged 178 SP:Iteration 13Q (10720.207660 sec): 3 clusters Score: Raw -608201.394043 + Penalty 3205.844224 = -604995.549819 nChanged 159 SP:Iteration 14Q (10720.306362 sec): 3 clusters Score: Raw -608332.390917 + Penalty 3205.844224 = -605126.546693 nChanged 168 SP:Iteration 15Q (10720.414654 sec): 3 clusters Score: Raw -608455.406889 + Penalty 3205.844224 = -605249.562665 nChanged 142 SP:Iteration 16Q (10720.515197 sec): 3 clusters Score: Raw -608537.007184 + Penalty 3205.844224 = -605331.162960 nChanged 112 SP:Iteration 17Q (10720.618124 sec): 3 clusters Score: Raw -608589.671154 + Penalty 3205.844224 = -605383.826930 nChanged 90 SP:Iteration 18Q (10720.717051 sec): 3 clusters Score: Raw -608628.272384 + Penalty 3205.844224 = -605422.428160 nChanged 65 SP:Iteration 19Q (10720.813749 sec): 3 clusters Score: Raw -608655.951844 + Penalty 3205.844224 = -605450.107620 nChanged 71 SP:Iteration 20F (10720.911518 sec): 3 clusters Score: Raw -608681.358062 + Penalty 3205.844224 = -605475.513838 nChanged 54 SP:Iteration 21Q (10721.009480 sec): 3 clusters Score: Raw -608703.650188 + Penalty 3205.844224 = -605497.805964 nChanged 51 SP:Iteration 22Q (10721.100732 sec): 3 clusters Score: Raw -608721.845933 + Penalty 3205.844224 = -605516.001709 nChanged 53 SP:Iteration 23Q (10721.195375 sec): 3 clusters Score: Raw -608748.336508 + Penalty 3205.844224 = -605542.492284 nChanged 52 SP:Iteration 24Q (10721.297512 sec): 3 clusters Score: Raw -608773.037365 + Penalty 3205.844224 = -605567.193141 nChanged 48 SP:Iteration 25Q (10721.398389 sec): 3 clusters Score: Raw -608794.646931 + Penalty 3205.844224 = -605588.802707 nChanged 50 SP:Iteration 26Q (10721.489442 sec): 3 clusters Score: Raw -608814.447063 + Penalty 3205.844224 = -605608.602839 nChanged 51 SP:Iteration 27Q (10721.589244 sec): 3 clusters Score: Raw -608836.786472 + Penalty 3205.844224 = -605630.942248 nChanged 57 SP:Iteration 28Q (10721.691644 sec): 3 clusters Score: Raw -608866.658173 + Penalty 3205.844224 = -605660.813949 nChanged 59 SP:Iteration 29Q (10721.802813 sec): 3 clusters Score: Raw -608892.952838 + Penalty 3205.844224 = -605687.108614 nChanged 39 SP:Iteration 30Q (10721.868944 sec): 3 clusters Score: Raw -608907.094019 + Penalty 3205.844224 = -605701.249795 nChanged 36 SP:Iteration 31Q (10721.983863 sec): 3 clusters Score: Raw -608919.382176 + Penalty 3205.844224 = -605713.537952 nChanged 33 SP:Iteration 32Q (10722.076664 sec): 3 clusters Score: Raw -608929.751794 + Penalty 3205.844224 = -605723.907570 nChanged 30 SP:Iteration 33Q (10722.180743 sec): 3 clusters Score: Raw -608940.197650 + Penalty 3205.844224 = -605734.353426 nChanged 26 SP:Iteration 34Q (10722.277134 sec): 3 clusters Score: Raw -608946.145617 + Penalty 3205.844224 = -605740.301393 nChanged 17 SP:Iteration 35Q (10722.381228 sec): 3 clusters Score: Raw -608948.508564 + Penalty 3205.844224 = -605742.664340 nChanged 7 SP:Iteration 36Q (10722.478218 sec): 3 clusters Score: Raw -608949.829306 + Penalty 3205.844224 = -605743.985082 nChanged 9 SP:Iteration 37Q (10722.580757 sec): 3 clusters Score: Raw -608951.271767 + Penalty 3205.844224 = -605745.427543 nChanged 6 SP:Iteration 38Q (10722.667107 sec): 3 clusters Score: Raw -608952.902911 + Penalty 3205.844224 = -605747.058687 nChanged 2 SP:Iteration 39Q (10722.767189 sec): 3 clusters Score: Raw -608953.092173 + Penalty 3205.844224 = -605747.247949 nChanged 5 SP:Iteration 40F (10722.871569 sec): 3 clusters Score: Raw -608953.549258 + Penalty 3205.844224 = -605747.705034 nChanged 4 SP:Iteration 41Q (10722.975990 sec): 3 clusters Score: Raw -608953.983408 + Penalty 3205.844224 = -605748.139184 nChanged 6 SP:Iteration 42Q (10723.080585 sec): 3 clusters Score: Raw -608954.912194 + Penalty 3205.844224 = -605749.067970 nChanged 6 SP:Iteration 43Q (10723.183820 sec): 3 clusters Score: Raw -608955.839392 + Penalty 3205.844224 = -605749.995168 nChanged 3 SP:Iteration 44Q (10723.307459 sec): 3 clusters Score: Raw -608956.254965 + Penalty 3205.844224 = -605750.410741 nChanged 1 SP:Iteration 45Q (10723.410305 sec): 3 clusters Score: Raw -608956.424473 + Penalty 3205.844224 = -605750.580249 nChanged 2 SP:Iteration 46Q (10723.511785 sec): 3 clusters Score: Raw -608956.839954 + Penalty 3205.844224 = -605750.995730 nChanged 4 SP:Iteration 47Q (10723.607651 sec): 3 clusters Score: Raw -608957.402387 + Penalty 3205.844224 = -605751.558163 nChanged 2 SP:Iteration 48Q (10723.698830 sec): 3 clusters Score: Raw -608957.943432 + Penalty 3205.844224 = -605752.099208 nChanged 5 SP:Iteration 49Q (10723.822430 sec): 3 clusters Score: Raw -608958.889846 + Penalty 3205.844224 = -605753.045622 nChanged 3 SP:Iteration 50Q (10723.907523 sec): 3 clusters Score: Raw -608959.663862 + Penalty 3205.844224 = -605753.819638 nChanged 5 SP:Iteration 51Q (10724.003431 sec): 3 clusters Score: Raw -608960.621182 + Penalty 3205.844224 = -605754.776958 nChanged 3 SP:Iteration 52Q (10724.126372 sec): 3 clusters Score: Raw -608961.117201 + Penalty 3205.844224 = -605755.272977 nChanged 0 SP:Iteration 53F (10724.215019 sec): 3 clusters Score: Raw -608961.117201 + Penalty 3205.844224 = -605755.272977 nChanged 0 Trying to split cluster 11 (4496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10724.275801 sec): 2 clusters Score: Raw -238758.562665 + Penalty 1476.120565 = -237282.442099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10724.370527 sec): 3 clusters Score: Raw -236536.658642 + Penalty 2952.241130 = -233584.417512 nChanged 1775 SP:Iteration 1F (10724.463850 sec): 3 clusters Score: Raw -237737.155956 + Penalty 2952.241130 = -234784.914825 nChanged 428 SP:Iteration 2F (10724.534821 sec): 3 clusters Score: Raw -238072.077645 + Penalty 2952.241130 = -235119.836515 nChanged 309 SP:Iteration 3F (10724.638930 sec): 3 clusters Score: Raw -238299.728928 + Penalty 2952.241130 = -235347.487798 nChanged 232 SP:Iteration 4F (10724.717198 sec): 3 clusters Score: Raw -238476.694144 + Penalty 2952.241130 = -235524.453013 nChanged 199 SP:Iteration 5Q (10724.822111 sec): 3 clusters Score: Raw -238629.898775 + Penalty 2952.241130 = -235677.657644 nChanged 194 SP:Iteration 6Q (10724.912800 sec): 3 clusters Score: Raw -238762.021561 + Penalty 2952.241130 = -235809.780431 nChanged 164 SP:Iteration 7Q (10725.007824 sec): 3 clusters Score: Raw -238870.228137 + Penalty 2952.241130 = -235917.987006 nChanged 126 SP:Iteration 8Q (10725.103324 sec): 3 clusters Score: Raw -238939.639784 + Penalty 2952.241130 = -235987.398654 nChanged 95 SP:Iteration 9Q (10725.197481 sec): 3 clusters Score: Raw -238984.767675 + Penalty 2952.241130 = -236032.526544 nChanged 85 SP:Iteration 10Q (10725.291491 sec): 3 clusters Score: Raw -239018.646080 + Penalty 2952.241130 = -236066.404949 nChanged 66 SP:Iteration 11Q (10725.384948 sec): 3 clusters Score: Raw -239048.904119 + Penalty 2952.241130 = -236096.662989 nChanged 51 SP:Iteration 12Q (10725.457609 sec): 3 clusters Score: Raw -239070.238811 + Penalty 2952.241130 = -236117.997680 nChanged 48 SP:Iteration 13Q (10725.559473 sec): 3 clusters Score: Raw -239089.062799 + Penalty 2952.241130 = -236136.821669 nChanged 43 SP:Iteration 14Q (10725.651460 sec): 3 clusters Score: Raw -239107.270665 + Penalty 2952.241130 = -236155.029535 nChanged 36 SP:Iteration 15Q (10725.743839 sec): 3 clusters Score: Raw -239121.224693 + Penalty 2952.241130 = -236168.983562 nChanged 24 SP:Iteration 16Q (10725.831761 sec): 3 clusters Score: Raw -239127.792503 + Penalty 2952.241130 = -236175.551373 nChanged 24 SP:Iteration 17Q (10725.908838 sec): 3 clusters Score: Raw -239134.469685 + Penalty 2952.241130 = -236182.228555 nChanged 22 SP:Iteration 18Q (10725.996937 sec): 3 clusters Score: Raw -239141.487001 + Penalty 2952.241130 = -236189.245871 nChanged 22 SP:Iteration 19Q (10726.090457 sec): 3 clusters Score: Raw -239148.143952 + Penalty 2952.241130 = -236195.902822 nChanged 20 SP:Iteration 20F (10726.179298 sec): 3 clusters Score: Raw -239154.526919 + Penalty 2952.241130 = -236202.285789 nChanged 24 SP:Iteration 21Q (10726.280153 sec): 3 clusters Score: Raw -239161.902785 + Penalty 2952.241130 = -236209.661655 nChanged 24 SP:Iteration 22Q (10726.378099 sec): 3 clusters Score: Raw -239168.644600 + Penalty 2952.241130 = -236216.403470 nChanged 19 SP:Iteration 23Q (10726.462388 sec): 3 clusters Score: Raw -239172.193613 + Penalty 2952.241130 = -236219.952482 nChanged 10 SP:Iteration 24Q (10726.549298 sec): 3 clusters Score: Raw -239174.504600 + Penalty 2952.241130 = -236222.263470 nChanged 8 SP:Iteration 25Q (10726.642282 sec): 3 clusters Score: Raw -239176.346918 + Penalty 2952.241130 = -236224.105788 nChanged 6 SP:Iteration 26Q (10726.717967 sec): 3 clusters Score: Raw -239177.479664 + Penalty 2952.241130 = -236225.238533 nChanged 8 SP:Iteration 27Q (10726.821374 sec): 3 clusters Score: Raw -239179.350739 + Penalty 2952.241130 = -236227.109608 nChanged 12 SP:Iteration 28Q (10726.914113 sec): 3 clusters Score: Raw -239181.457914 + Penalty 2952.241130 = -236229.216784 nChanged 8 SP:Iteration 29Q (10727.010130 sec): 3 clusters Score: Raw -239183.144016 + Penalty 2952.241130 = -236230.902886 nChanged 9 SP:Iteration 30Q (10727.100420 sec): 3 clusters Score: Raw -239184.938442 + Penalty 2952.241130 = -236232.697312 nChanged 7 SP:Iteration 31Q (10727.174137 sec): 3 clusters Score: Raw -239186.184275 + Penalty 2952.241130 = -236233.943145 nChanged 4 SP:Iteration 32Q (10727.277323 sec): 3 clusters Score: Raw -239187.270557 + Penalty 2952.241130 = -236235.029427 nChanged 7 SP:Iteration 33Q (10727.369662 sec): 3 clusters Score: Raw -239189.479074 + Penalty 2952.241130 = -236237.237944 nChanged 9 SP:Iteration 34Q (10727.438868 sec): 3 clusters Score: Raw -239192.062659 + Penalty 2952.241130 = -236239.821529 nChanged 7 SP:Iteration 35Q (10727.538359 sec): 3 clusters Score: Raw -239194.140872 + Penalty 2952.241130 = -236241.899741 nChanged 7 SP:Iteration 36Q (10727.631514 sec): 3 clusters Score: Raw -239196.121140 + Penalty 2952.241130 = -236243.880009 nChanged 4 SP:Iteration 37Q (10727.724451 sec): 3 clusters Score: Raw -239196.997977 + Penalty 2952.241130 = -236244.756847 nChanged 9 SP:Iteration 38Q (10727.803076 sec): 3 clusters Score: Raw -239199.334450 + Penalty 2952.241130 = -236247.093320 nChanged 8 SP:Iteration 39Q (10727.888884 sec): 3 clusters Score: Raw -239202.383199 + Penalty 2952.241130 = -236250.142069 nChanged 12 SP:Iteration 40F (10727.982406 sec): 3 clusters Score: Raw -239205.751112 + Penalty 2952.241130 = -236253.509982 nChanged 9 SP:Iteration 41Q (10728.071565 sec): 3 clusters Score: Raw -239208.154760 + Penalty 2952.241130 = -236255.913630 nChanged 5 SP:Iteration 42Q (10728.168794 sec): 3 clusters Score: Raw -239209.250639 + Penalty 2952.241130 = -236257.009509 nChanged 2 SP:Iteration 43Q (10728.255572 sec): 3 clusters Score: Raw -239209.481073 + Penalty 2952.241130 = -236257.239942 nChanged 0 SP:Iteration 44F (10728.347390 sec): 3 clusters Score: Raw -239209.481073 + Penalty 2952.241130 = -236257.239942 nChanged 0 Trying to split cluster 12 (15158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10728.426724 sec): 2 clusters Score: Raw -861690.433976 + Penalty 1689.412794 = -860001.021183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10728.543395 sec): 3 clusters Score: Raw -852794.022415 + Penalty 3378.825587 = -849415.196828 nChanged 6670 SP:Iteration 1F (10728.637440 sec): 3 clusters Score: Raw -856526.308163 + Penalty 3378.825587 = -853147.482576 nChanged 1093 SP:Iteration 2F (10728.764854 sec): 3 clusters Score: Raw -857177.469834 + Penalty 3378.825587 = -853798.644247 nChanged 1072 SP:Iteration 3F (10728.870495 sec): 3 clusters Score: Raw -857872.998843 + Penalty 3378.825587 = -854494.173255 nChanged 940 SP:Iteration 4F (10728.981197 sec): 3 clusters Score: Raw -858461.213545 + Penalty 3378.825587 = -855082.387958 nChanged 876 SP:Iteration 5F (10729.070023 sec): 3 clusters Score: Raw -859007.376845 + Penalty 3378.825587 = -855628.551257 nChanged 763 SP:Iteration 6F (10729.172736 sec): 3 clusters Score: Raw -859471.326107 + Penalty 3378.825587 = -856092.500519 nChanged 649 SP:Iteration 7Q (10729.283548 sec): 3 clusters Score: Raw -859879.747464 + Penalty 3378.825587 = -856500.921877 nChanged 579 SP:Iteration 8Q (10729.420266 sec): 3 clusters Score: Raw -860258.213366 + Penalty 3378.825587 = -856879.387779 nChanged 475 SP:Iteration 9Q (10729.580717 sec): 3 clusters Score: Raw -860538.855421 + Penalty 3378.825587 = -857160.029834 nChanged 401 SP:Iteration 10Q (10729.729514 sec): 3 clusters Score: Raw -860794.231371 + Penalty 3378.825587 = -857415.405783 nChanged 363 SP:Iteration 11Q (10729.882649 sec): 3 clusters Score: Raw -860983.907002 + Penalty 3378.825587 = -857605.081415 nChanged 276 SP:Iteration 12Q (10730.001608 sec): 3 clusters Score: Raw -861102.047398 + Penalty 3378.825587 = -857723.221811 nChanged 224 SP:Iteration 13Q (10730.143995 sec): 3 clusters Score: Raw -861185.425913 + Penalty 3378.825587 = -857806.600325 nChanged 166 SP:Iteration 14Q (10730.324940 sec): 3 clusters Score: Raw -861243.834930 + Penalty 3378.825587 = -857865.009342 nChanged 151 SP:Iteration 15Q (10730.487352 sec): 3 clusters Score: Raw -861299.046089 + Penalty 3378.825587 = -857920.220501 nChanged 134 SP:Iteration 16Q (10730.605788 sec): 3 clusters Score: Raw -861339.695439 + Penalty 3378.825587 = -857960.869852 nChanged 122 SP:Iteration 17Q (10730.769451 sec): 3 clusters Score: Raw -861381.204842 + Penalty 3378.825587 = -858002.379255 nChanged 121 SP:Iteration 18Q (10730.932954 sec): 3 clusters Score: Raw -861418.515652 + Penalty 3378.825587 = -858039.690065 nChanged 95 SP:Iteration 19Q (10731.100058 sec): 3 clusters Score: Raw -861447.173652 + Penalty 3378.825587 = -858068.348065 nChanged 89 SP:Iteration 20F (10731.219811 sec): 3 clusters Score: Raw -861475.614578 + Penalty 3378.825587 = -858096.788991 nChanged 89 SP:Iteration 21Q (10731.351190 sec): 3 clusters Score: Raw -861500.608398 + Penalty 3378.825587 = -858121.782811 nChanged 70 SP:Iteration 22Q (10731.514138 sec): 3 clusters Score: Raw -861518.338475 + Penalty 3378.825587 = -858139.512888 nChanged 61 SP:Iteration 23Q (10731.655192 sec): 3 clusters Score: Raw -861532.093013 + Penalty 3378.825587 = -858153.267426 nChanged 55 SP:Iteration 24Q (10731.801041 sec): 3 clusters Score: Raw -861547.243581 + Penalty 3378.825587 = -858168.417994 nChanged 52 SP:Iteration 25Q (10731.906392 sec): 3 clusters Score: Raw -861559.075249 + Penalty 3378.825587 = -858180.249662 nChanged 43 SP:Iteration 26Q (10732.050526 sec): 3 clusters Score: Raw -861570.260935 + Penalty 3378.825587 = -858191.435348 nChanged 63 SP:Iteration 27Q (10732.176471 sec): 3 clusters Score: Raw -861585.804525 + Penalty 3378.825587 = -858206.978938 nChanged 55 SP:Iteration 28Q (10732.329423 sec): 3 clusters Score: Raw -861603.984549 + Penalty 3378.825587 = -858225.158962 nChanged 76 SP:Iteration 29Q (10732.445730 sec): 3 clusters Score: Raw -861628.230830 + Penalty 3378.825587 = -858249.405243 nChanged 76 SP:Iteration 30Q (10732.581921 sec): 3 clusters Score: Raw -861651.461601 + Penalty 3378.825587 = -858272.636013 nChanged 66 SP:Iteration 31Q (10732.729057 sec): 3 clusters Score: Raw -861670.153266 + Penalty 3378.825587 = -858291.327679 nChanged 70 SP:Iteration 32Q (10732.834656 sec): 3 clusters Score: Raw -861696.259565 + Penalty 3378.825587 = -858317.433978 nChanged 86 SP:Iteration 33Q (10732.971954 sec): 3 clusters Score: Raw -861727.612170 + Penalty 3378.825587 = -858348.786582 nChanged 67 SP:Iteration 34Q (10733.113655 sec): 3 clusters Score: Raw -861749.053956 + Penalty 3378.825587 = -858370.228369 nChanged 66 SP:Iteration 35Q (10733.232715 sec): 3 clusters Score: Raw -861773.005786 + Penalty 3378.825587 = -858394.180199 nChanged 59 SP:Iteration 36Q (10733.401648 sec): 3 clusters Score: Raw -861794.860567 + Penalty 3378.825587 = -858416.034979 nChanged 54 SP:Iteration 37Q (10733.532060 sec): 3 clusters Score: Raw -861813.832836 + Penalty 3378.825587 = -858435.007248 nChanged 63 SP:Iteration 38Q (10733.666591 sec): 3 clusters Score: Raw -861836.732279 + Penalty 3378.825587 = -858457.906691 nChanged 63 SP:Iteration 39Q (10733.793368 sec): 3 clusters Score: Raw -861860.978247 + Penalty 3378.825587 = -858482.152660 nChanged 57 SP:Iteration 40F (10733.906312 sec): 3 clusters Score: Raw -861881.676481 + Penalty 3378.825587 = -858502.850893 nChanged 73 SP:Iteration 41Q (10734.036395 sec): 3 clusters Score: Raw -861911.814475 + Penalty 3378.825587 = -858532.988888 nChanged 79 SP:Iteration 42Q (10734.164573 sec): 3 clusters Score: Raw -861957.538563 + Penalty 3378.825587 = -858578.712976 nChanged 79 SP:Iteration 43Q (10734.275561 sec): 3 clusters Score: Raw -861999.249551 + Penalty 3378.825587 = -858620.423964 nChanged 68 SP:Iteration 44Q (10734.462729 sec): 3 clusters Score: Raw -862037.915166 + Penalty 3378.825587 = -858659.089579 nChanged 60 SP:Iteration 45Q (10734.599658 sec): 3 clusters Score: Raw -862067.419499 + Penalty 3378.825587 = -858688.593912 nChanged 50 SP:Iteration 46Q (10734.772205 sec): 3 clusters Score: Raw -862087.460919 + Penalty 3378.825587 = -858708.635332 nChanged 40 SP:Iteration 47Q (10734.935421 sec): 3 clusters Score: Raw -862107.205253 + Penalty 3378.825587 = -858728.379665 nChanged 39 SP:Iteration 48Q (10735.089427 sec): 3 clusters Score: Raw -862128.558564 + Penalty 3378.825587 = -858749.732977 nChanged 30 SP:Iteration 49Q (10735.249403 sec): 3 clusters Score: Raw -862143.755124 + Penalty 3378.825587 = -858764.929537 nChanged 26 SP:Iteration 50Q (10735.413026 sec): 3 clusters Score: Raw -862157.403160 + Penalty 3378.825587 = -858778.577573 nChanged 27 SP:Iteration 51Q (10735.605252 sec): 3 clusters Score: Raw -862170.352528 + Penalty 3378.825587 = -858791.526940 nChanged 21 SP:Iteration 52Q (10735.706011 sec): 3 clusters Score: Raw -862177.243994 + Penalty 3378.825587 = -858798.418407 nChanged 15 SP:Iteration 53Q (10735.873721 sec): 3 clusters Score: Raw -862184.993513 + Penalty 3378.825587 = -858806.167926 nChanged 15 SP:Iteration 54Q (10736.015620 sec): 3 clusters Score: Raw -862191.119234 + Penalty 3378.825587 = -858812.293647 nChanged 11 SP:Iteration 55Q (10736.169511 sec): 3 clusters Score: Raw -862196.032690 + Penalty 3378.825587 = -858817.207103 nChanged 12 SP:Iteration 56Q (10736.311526 sec): 3 clusters Score: Raw -862201.135087 + Penalty 3378.825587 = -858822.309500 nChanged 12 SP:Iteration 57Q (10736.451222 sec): 3 clusters Score: Raw -862206.158928 + Penalty 3378.825587 = -858827.333341 nChanged 10 SP:Iteration 58Q (10736.581924 sec): 3 clusters Score: Raw -862213.199932 + Penalty 3378.825587 = -858834.374345 nChanged 6 SP:Iteration 59Q (10736.715009 sec): 3 clusters Score: Raw -862214.802985 + Penalty 3378.825587 = -858835.977397 nChanged 8 SP:Iteration 60F (10736.842759 sec): 3 clusters Score: Raw -862218.128622 + Penalty 3378.825587 = -858839.303035 nChanged 10 SP:Iteration 61Q (10736.938245 sec): 3 clusters Score: Raw -862221.782946 + Penalty 3378.825587 = -858842.957358 nChanged 9 SP:Iteration 62Q (10737.076060 sec): 3 clusters Score: Raw -862225.557634 + Penalty 3378.825587 = -858846.732046 nChanged 5 SP:Iteration 63Q (10737.189919 sec): 3 clusters Score: Raw -862227.280522 + Penalty 3378.825587 = -858848.454935 nChanged 6 SP:Iteration 64Q (10737.336083 sec): 3 clusters Score: Raw -862228.887977 + Penalty 3378.825587 = -858850.062390 nChanged 4 SP:Iteration 65Q (10737.460814 sec): 3 clusters Score: Raw -862230.650531 + Penalty 3378.825587 = -858851.824943 nChanged 4 SP:Iteration 66Q (10737.584659 sec): 3 clusters Score: Raw -862232.750476 + Penalty 3378.825587 = -858853.924889 nChanged 7 SP:Iteration 67Q (10737.706604 sec): 3 clusters Score: Raw -862236.046801 + Penalty 3378.825587 = -858857.221214 nChanged 6 SP:Iteration 68Q (10737.830752 sec): 3 clusters Score: Raw -862238.450889 + Penalty 3378.825587 = -858859.625302 nChanged 8 SP:Iteration 69Q (10737.963503 sec): 3 clusters Score: Raw -862242.990773 + Penalty 3378.825587 = -858864.165186 nChanged 10 SP:Iteration 70Q (10738.084218 sec): 3 clusters Score: Raw -862246.884858 + Penalty 3378.825587 = -858868.059271 nChanged 4 SP:Iteration 71Q (10738.193466 sec): 3 clusters Score: Raw -862249.397248 + Penalty 3378.825587 = -858870.571661 nChanged 7 SP:Iteration 72Q (10738.317481 sec): 3 clusters Score: Raw -862252.715158 + Penalty 3378.825587 = -858873.889570 nChanged 6 SP:Iteration 73Q (10738.440143 sec): 3 clusters Score: Raw -862255.426701 + Penalty 3378.825587 = -858876.601114 nChanged 5 SP:Iteration 74Q (10738.553981 sec): 3 clusters Score: Raw -862256.851988 + Penalty 3378.825587 = -858878.026401 nChanged 2 SP:Iteration 75Q (10738.688296 sec): 3 clusters Score: Raw -862257.658656 + Penalty 3378.825587 = -858878.833069 nChanged 3 SP:Iteration 76Q (10738.829749 sec): 3 clusters Score: Raw -862258.944651 + Penalty 3378.825587 = -858880.119064 nChanged 1 SP:Iteration 77Q (10738.957741 sec): 3 clusters Score: Raw -862259.185788 + Penalty 3378.825587 = -858880.360201 nChanged 0 SP:Iteration 78F (10739.109911 sec): 3 clusters Score: Raw -862259.185788 + Penalty 3378.825587 = -858880.360201 nChanged 0 Trying to split cluster 13 (10805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10739.209012 sec): 2 clusters Score: Raw -724145.695906 + Penalty 1630.002629 = -722515.693276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10739.340974 sec): 3 clusters Score: Raw -718191.020097 + Penalty 3260.005258 = -714931.014838 nChanged 4584 SP:Iteration 1F (10739.470857 sec): 3 clusters Score: Raw -720699.804835 + Penalty 3260.005258 = -717439.799576 nChanged 702 SP:Iteration 2F (10739.587897 sec): 3 clusters Score: Raw -721065.027101 + Penalty 3260.005258 = -717805.021842 nChanged 690 SP:Iteration 3F (10739.724335 sec): 3 clusters Score: Raw -721469.876031 + Penalty 3260.005258 = -718209.870773 nChanged 666 SP:Iteration 4F (10739.855224 sec): 3 clusters Score: Raw -721917.010614 + Penalty 3260.005258 = -718657.005356 nChanged 701 SP:Iteration 5F (10739.966172 sec): 3 clusters Score: Raw -722456.068398 + Penalty 3260.005258 = -719196.063139 nChanged 670 SP:Iteration 6F (10740.024541 sec): 3 clusters Score: Raw -722923.272830 + Penalty 3260.005258 = -719663.267572 nChanged 555 SP:Iteration 7F (10740.120040 sec): 3 clusters Score: Raw -723244.591665 + Penalty 3260.005258 = -719984.586407 nChanged 435 SP:Iteration 8Q (10740.248854 sec): 3 clusters Score: Raw -723446.937337 + Penalty 3260.005258 = -720186.932078 nChanged 315 SP:Iteration 9Q (10740.363112 sec): 3 clusters Score: Raw -723562.202055 + Penalty 3260.005258 = -720302.196797 nChanged 234 SP:Iteration 10Q (10740.506557 sec): 3 clusters Score: Raw -723629.889775 + Penalty 3260.005258 = -720369.884517 nChanged 146 SP:Iteration 11Q (10740.621938 sec): 3 clusters Score: Raw -723663.394584 + Penalty 3260.005258 = -720403.389325 nChanged 102 SP:Iteration 12Q (10740.753916 sec): 3 clusters Score: Raw -723684.490234 + Penalty 3260.005258 = -720424.484976 nChanged 79 SP:Iteration 13Q (10740.879574 sec): 3 clusters Score: Raw -723698.647184 + Penalty 3260.005258 = -720438.641926 nChanged 62 SP:Iteration 14Q (10740.976542 sec): 3 clusters Score: Raw -723709.049966 + Penalty 3260.005258 = -720449.044707 nChanged 49 SP:Iteration 15Q (10741.107819 sec): 3 clusters Score: Raw -723716.497747 + Penalty 3260.005258 = -720456.492489 nChanged 34 SP:Iteration 16Q (10741.232333 sec): 3 clusters Score: Raw -723721.746282 + Penalty 3260.005258 = -720461.741024 nChanged 43 SP:Iteration 17Q (10741.371031 sec): 3 clusters Score: Raw -723728.740925 + Penalty 3260.005258 = -720468.735666 nChanged 32 SP:Iteration 18Q (10741.487453 sec): 3 clusters Score: Raw -723733.737876 + Penalty 3260.005258 = -720473.732618 nChanged 28 SP:Iteration 19Q (10741.628293 sec): 3 clusters Score: Raw -723737.835451 + Penalty 3260.005258 = -720477.830193 nChanged 29 SP:Iteration 20F (10741.743138 sec): 3 clusters Score: Raw -723740.745363 + Penalty 3260.005258 = -720480.740105 nChanged 20 SP:Iteration 21Q (10741.895881 sec): 3 clusters Score: Raw -723742.830041 + Penalty 3260.005258 = -720482.824782 nChanged 11 SP:Iteration 22Q (10742.012225 sec): 3 clusters Score: Raw -723744.080784 + Penalty 3260.005258 = -720484.075526 nChanged 10 SP:Iteration 23Q (10742.170039 sec): 3 clusters Score: Raw -723745.280040 + Penalty 3260.005258 = -720485.274782 nChanged 6 SP:Iteration 24Q (10742.287442 sec): 3 clusters Score: Raw -723745.860487 + Penalty 3260.005258 = -720485.855228 nChanged 8 SP:Iteration 25Q (10742.413112 sec): 3 clusters Score: Raw -723746.721268 + Penalty 3260.005258 = -720486.716009 nChanged 7 SP:Iteration 26Q (10742.562761 sec): 3 clusters Score: Raw -723747.574979 + Penalty 3260.005258 = -720487.569720 nChanged 7 SP:Iteration 27Q (10742.705188 sec): 3 clusters Score: Raw -723748.125619 + Penalty 3260.005258 = -720488.120360 nChanged 6 SP:Iteration 28Q (10742.800762 sec): 3 clusters Score: Raw -723748.850849 + Penalty 3260.005258 = -720488.845591 nChanged 3 SP:Iteration 29Q (10742.934750 sec): 3 clusters Score: Raw -723749.093127 + Penalty 3260.005258 = -720489.087869 nChanged 1 SP:Iteration 30Q (10743.050048 sec): 3 clusters Score: Raw -723749.165139 + Penalty 3260.005258 = -720489.159881 nChanged 0 SP:Iteration 31F (10743.194834 sec): 3 clusters Score: Raw -723749.165139 + Penalty 3260.005258 = -720489.159881 nChanged 0 Trying to split cluster 14 (2183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10743.259346 sec): 2 clusters Score: Raw -106284.501456 + Penalty 1349.323915 = -104935.177541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10743.343755 sec): 3 clusters Score: Raw -105387.681024 + Penalty 2698.647830 = -102689.033194 nChanged 773 SP:Iteration 1F (10743.470244 sec): 3 clusters Score: Raw -106021.780451 + Penalty 2698.647830 = -103323.132621 nChanged 217 SP:Iteration 2F (10743.579783 sec): 3 clusters Score: Raw -106293.944472 + Penalty 2698.647830 = -103595.296642 nChanged 179 SP:Iteration 3F (10743.667581 sec): 3 clusters Score: Raw -106510.653816 + Penalty 2698.647830 = -103812.005986 nChanged 98 SP:Iteration 4Q (10743.773244 sec): 3 clusters Score: Raw -106606.442342 + Penalty 2698.647830 = -103907.794512 nChanged 81 SP:Iteration 5Q (10743.877931 sec): 3 clusters Score: Raw -106675.009826 + Penalty 2698.647830 = -103976.361995 nChanged 54 SP:Iteration 6Q (10743.964364 sec): 3 clusters Score: Raw -106713.598041 + Penalty 2698.647830 = -104014.950210 nChanged 33 SP:Iteration 7Q (10744.076335 sec): 3 clusters Score: Raw -106734.614203 + Penalty 2698.647830 = -104035.966372 nChanged 22 SP:Iteration 8Q (10744.159239 sec): 3 clusters Score: Raw -106751.309290 + Penalty 2698.647830 = -104052.661460 nChanged 22 SP:Iteration 9Q (10744.246953 sec): 3 clusters Score: Raw -106766.130895 + Penalty 2698.647830 = -104067.483065 nChanged 14 SP:Iteration 10Q (10744.355598 sec): 3 clusters Score: Raw -106773.338800 + Penalty 2698.647830 = -104074.690970 nChanged 2 SP:Iteration 11Q (10744.455165 sec): 3 clusters Score: Raw -106775.048006 + Penalty 2698.647830 = -104076.400176 nChanged 5 SP:Iteration 12Q (10744.572278 sec): 3 clusters Score: Raw -106777.859873 + Penalty 2698.647830 = -104079.212043 nChanged 6 SP:Iteration 13Q (10744.662480 sec): 3 clusters Score: Raw -106781.651328 + Penalty 2698.647830 = -104083.003498 nChanged 12 SP:Iteration 14Q (10744.769726 sec): 3 clusters Score: Raw -106788.317465 + Penalty 2698.647830 = -104089.669634 nChanged 7 SP:Iteration 15Q (10744.885106 sec): 3 clusters Score: Raw -106793.300549 + Penalty 2698.647830 = -104094.652719 nChanged 4 SP:Iteration 16Q (10744.996954 sec): 3 clusters Score: Raw -106796.099240 + Penalty 2698.647830 = -104097.451410 nChanged 3 SP:Iteration 17Q (10745.100988 sec): 3 clusters Score: Raw -106799.060731 + Penalty 2698.647830 = -104100.412901 nChanged 7 SP:Iteration 18Q (10745.215252 sec): 3 clusters Score: Raw -106802.916113 + Penalty 2698.647830 = -104104.268283 nChanged 7 SP:Iteration 19Q (10745.346147 sec): 3 clusters Score: Raw -106807.131212 + Penalty 2698.647830 = -104108.483382 nChanged 4 SP:Iteration 20F (10745.433472 sec): 3 clusters Score: Raw -106808.987415 + Penalty 2698.647830 = -104110.339585 nChanged 4 SP:Iteration 21Q (10745.523226 sec): 3 clusters Score: Raw -106810.744851 + Penalty 2698.647830 = -104112.097020 nChanged 4 SP:Iteration 22Q (10745.634499 sec): 3 clusters Score: Raw -106812.720637 + Penalty 2698.647830 = -104114.072807 nChanged 3 SP:Iteration 23Q (10745.748680 sec): 3 clusters Score: Raw -106814.458824 + Penalty 2698.647830 = -104115.810994 nChanged 1 SP:Iteration 24Q (10745.879373 sec): 3 clusters Score: Raw -106814.987114 + Penalty 2698.647830 = -104116.339284 nChanged 2 SP:Iteration 25Q (10745.968121 sec): 3 clusters Score: Raw -106815.558202 + Penalty 2698.647830 = -104116.910372 nChanged 1 SP:Iteration 26Q (10746.072409 sec): 3 clusters Score: Raw -106816.488420 + Penalty 2698.647830 = -104117.840590 nChanged 3 SP:Iteration 27Q (10746.212508 sec): 3 clusters Score: Raw -106817.812578 + Penalty 2698.647830 = -104119.164748 nChanged 1 SP:Iteration 28Q (10746.284100 sec): 3 clusters Score: Raw -106818.117377 + Penalty 2698.647830 = -104119.469547 nChanged 0 SP:Iteration 29F (10746.390890 sec): 3 clusters Score: Raw -106818.117377 + Penalty 2698.647830 = -104119.469547 nChanged 0 Trying to split cluster 15 (7220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10746.483012 sec): 2 clusters Score: Raw -471412.301795 + Penalty 1559.249096 = -469853.052699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10746.614430 sec): 3 clusters Score: Raw -467442.569387 + Penalty 3118.498191 = -464324.071196 nChanged 3061 SP:Iteration 1F (10746.718787 sec): 3 clusters Score: Raw -469191.032701 + Penalty 3118.498191 = -466072.534509 nChanged 514 SP:Iteration 2F (10746.838004 sec): 3 clusters Score: Raw -469459.038615 + Penalty 3118.498191 = -466340.540423 nChanged 434 SP:Iteration 3F (10746.941103 sec): 3 clusters Score: Raw -469697.607807 + Penalty 3118.498191 = -466579.109616 nChanged 376 SP:Iteration 4F (10747.066389 sec): 3 clusters Score: Raw -469944.352567 + Penalty 3118.498191 = -466825.854375 nChanged 363 SP:Iteration 5F (10747.201726 sec): 3 clusters Score: Raw -470157.174847 + Penalty 3118.498191 = -467038.676656 nChanged 348 SP:Iteration 6Q (10747.284097 sec): 3 clusters Score: Raw -470369.588970 + Penalty 3118.498191 = -467251.090779 nChanged 327 SP:Iteration 7Q (10747.401045 sec): 3 clusters Score: Raw -470597.120638 + Penalty 3118.498191 = -467478.622447 nChanged 336 SP:Iteration 8Q (10747.521325 sec): 3 clusters Score: Raw -470833.756333 + Penalty 3118.498191 = -467715.258142 nChanged 302 SP:Iteration 9Q (10747.639873 sec): 3 clusters Score: Raw -471025.238447 + Penalty 3118.498191 = -467906.740256 nChanged 265 SP:Iteration 10Q (10747.754512 sec): 3 clusters Score: Raw -471177.645422 + Penalty 3118.498191 = -468059.147231 nChanged 235 SP:Iteration 11Q (10747.893004 sec): 3 clusters Score: Raw -471312.594236 + Penalty 3118.498191 = -468194.096045 nChanged 202 SP:Iteration 12Q (10748.006642 sec): 3 clusters Score: Raw -471415.615124 + Penalty 3118.498191 = -468297.116933 nChanged 169 SP:Iteration 13Q (10748.140273 sec): 3 clusters Score: Raw -471482.043599 + Penalty 3118.498191 = -468363.545407 nChanged 128 SP:Iteration 14Q (10748.262565 sec): 3 clusters Score: Raw -471528.418598 + Penalty 3118.498191 = -468409.920407 nChanged 100 SP:Iteration 15Q (10748.405809 sec): 3 clusters Score: Raw -471560.501585 + Penalty 3118.498191 = -468442.003393 nChanged 87 SP:Iteration 16Q (10748.503956 sec): 3 clusters Score: Raw -471589.087512 + Penalty 3118.498191 = -468470.589320 nChanged 74 SP:Iteration 17Q (10748.601561 sec): 3 clusters Score: Raw -471608.916590 + Penalty 3118.498191 = -468490.418399 nChanged 58 SP:Iteration 18Q (10748.717288 sec): 3 clusters Score: Raw -471624.788237 + Penalty 3118.498191 = -468506.290046 nChanged 43 SP:Iteration 19Q (10748.830016 sec): 3 clusters Score: Raw -471634.262057 + Penalty 3118.498191 = -468515.763866 nChanged 40 SP:Iteration 20F (10748.944992 sec): 3 clusters Score: Raw -471641.058326 + Penalty 3118.498191 = -468522.560135 nChanged 38 SP:Iteration 21Q (10749.059908 sec): 3 clusters Score: Raw -471649.484064 + Penalty 3118.498191 = -468530.985873 nChanged 27 SP:Iteration 22Q (10749.190788 sec): 3 clusters Score: Raw -471655.148249 + Penalty 3118.498191 = -468536.650058 nChanged 24 SP:Iteration 23Q (10749.302207 sec): 3 clusters Score: Raw -471660.207688 + Penalty 3118.498191 = -468541.709497 nChanged 26 SP:Iteration 24Q (10749.421749 sec): 3 clusters Score: Raw -471665.371824 + Penalty 3118.498191 = -468546.873632 nChanged 29 SP:Iteration 25Q (10749.519532 sec): 3 clusters Score: Raw -471671.951131 + Penalty 3118.498191 = -468553.452939 nChanged 31 SP:Iteration 26Q (10749.659171 sec): 3 clusters Score: Raw -471678.163740 + Penalty 3118.498191 = -468559.665548 nChanged 29 SP:Iteration 27Q (10749.777921 sec): 3 clusters Score: Raw -471682.118219 + Penalty 3118.498191 = -468563.620027 nChanged 24 SP:Iteration 28Q (10749.877139 sec): 3 clusters Score: Raw -471686.457192 + Penalty 3118.498191 = -468567.959000 nChanged 20 SP:Iteration 29Q (10750.005052 sec): 3 clusters Score: Raw -471690.058095 + Penalty 3118.498191 = -468571.559903 nChanged 19 SP:Iteration 30Q (10750.107898 sec): 3 clusters Score: Raw -471693.726057 + Penalty 3118.498191 = -468575.227866 nChanged 17 SP:Iteration 31Q (10750.222871 sec): 3 clusters Score: Raw -471697.183741 + Penalty 3118.498191 = -468578.685550 nChanged 18 SP:Iteration 32Q (10750.333593 sec): 3 clusters Score: Raw -471700.267925 + Penalty 3118.498191 = -468581.769734 nChanged 14 SP:Iteration 33Q (10750.448491 sec): 3 clusters Score: Raw -471703.097812 + Penalty 3118.498191 = -468584.599620 nChanged 14 SP:Iteration 34Q (10750.564202 sec): 3 clusters Score: Raw -471704.924127 + Penalty 3118.498191 = -468586.425936 nChanged 12 SP:Iteration 35Q (10750.698160 sec): 3 clusters Score: Raw -471706.666236 + Penalty 3118.498191 = -468588.168045 nChanged 10 SP:Iteration 36Q (10750.802776 sec): 3 clusters Score: Raw -471707.798906 + Penalty 3118.498191 = -468589.300715 nChanged 10 SP:Iteration 37Q (10750.927361 sec): 3 clusters Score: Raw -471708.806559 + Penalty 3118.498191 = -468590.308368 nChanged 8 SP:Iteration 38Q (10751.060810 sec): 3 clusters Score: Raw -471709.814769 + Penalty 3118.498191 = -468591.316577 nChanged 8 SP:Iteration 39Q (10751.168905 sec): 3 clusters Score: Raw -471711.053750 + Penalty 3118.498191 = -468592.555558 nChanged 8 SP:Iteration 40F (10751.267765 sec): 3 clusters Score: Raw -471712.037433 + Penalty 3118.498191 = -468593.539242 nChanged 9 SP:Iteration 41Q (10751.353988 sec): 3 clusters Score: Raw -471712.901068 + Penalty 3118.498191 = -468594.402876 nChanged 6 SP:Iteration 42Q (10751.496010 sec): 3 clusters Score: Raw -471713.697238 + Penalty 3118.498191 = -468595.199047 nChanged 9 SP:Iteration 43Q (10751.604145 sec): 3 clusters Score: Raw -471714.651433 + Penalty 3118.498191 = -468596.153242 nChanged 7 SP:Iteration 44Q (10751.720526 sec): 3 clusters Score: Raw -471715.706010 + Penalty 3118.498191 = -468597.207818 nChanged 9 SP:Iteration 45Q (10751.834104 sec): 3 clusters Score: Raw -471717.444875 + Penalty 3118.498191 = -468598.946683 nChanged 14 SP:Iteration 46Q (10751.955442 sec): 3 clusters Score: Raw -471719.596393 + Penalty 3118.498191 = -468601.098201 nChanged 9 SP:Iteration 47Q (10752.037924 sec): 3 clusters Score: Raw -471720.743187 + Penalty 3118.498191 = -468602.244996 nChanged 6 SP:Iteration 48Q (10752.174023 sec): 3 clusters Score: Raw -471721.393661 + Penalty 3118.498191 = -468602.895470 nChanged 7 SP:Iteration 49Q (10752.284983 sec): 3 clusters Score: Raw -471722.221265 + Penalty 3118.498191 = -468603.723073 nChanged 6 SP:Iteration 50Q (10752.383179 sec): 3 clusters Score: Raw -471722.775100 + Penalty 3118.498191 = -468604.276909 nChanged 2 SP:Iteration 51Q (10752.534090 sec): 3 clusters Score: Raw -471722.975016 + Penalty 3118.498191 = -468604.476825 nChanged 1 SP:Iteration 52Q (10752.665898 sec): 3 clusters Score: Raw -471723.108406 + Penalty 3118.498191 = -468604.610215 nChanged 1 SP:Iteration 53Q (10752.771707 sec): 3 clusters Score: Raw -471723.241114 + Penalty 3118.498191 = -468604.742923 nChanged 0 SP:Iteration 54F (10752.881069 sec): 3 clusters Score: Raw -471723.241114 + Penalty 3118.498191 = -468604.742923 nChanged 0 Trying to split cluster 16 (2466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10752.944258 sec): 2 clusters Score: Raw -129808.786289 + Penalty 1370.716896 = -128438.069393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10753.050981 sec): 3 clusters Score: Raw -128732.121299 + Penalty 2741.433792 = -125990.687507 nChanged 925 SP:Iteration 1F (10753.136155 sec): 3 clusters Score: Raw -129518.844216 + Penalty 2741.433792 = -126777.410425 nChanged 291 SP:Iteration 2F (10753.234337 sec): 3 clusters Score: Raw -129845.623968 + Penalty 2741.433792 = -127104.190176 nChanged 179 SP:Iteration 3F (10753.350003 sec): 3 clusters Score: Raw -130031.685533 + Penalty 2741.433792 = -127290.251741 nChanged 147 SP:Iteration 4F (10753.456289 sec): 3 clusters Score: Raw -130169.614385 + Penalty 2741.433792 = -127428.180593 nChanged 98 SP:Iteration 5Q (10753.566548 sec): 3 clusters Score: Raw -130246.032107 + Penalty 2741.433792 = -127504.598315 nChanged 77 SP:Iteration 6Q (10753.658810 sec): 3 clusters Score: Raw -130302.655933 + Penalty 2741.433792 = -127561.222141 nChanged 52 SP:Iteration 7Q (10753.763177 sec): 3 clusters Score: Raw -130351.388293 + Penalty 2741.433792 = -127609.954501 nChanged 42 SP:Iteration 8Q (10753.868097 sec): 3 clusters Score: Raw -130385.387109 + Penalty 2741.433792 = -127643.953317 nChanged 39 SP:Iteration 9Q (10753.933301 sec): 3 clusters Score: Raw -130418.179759 + Penalty 2741.433792 = -127676.745967 nChanged 42 SP:Iteration 10Q (10754.022114 sec): 3 clusters Score: Raw -130450.030773 + Penalty 2741.433792 = -127708.596981 nChanged 31 SP:Iteration 11Q (10754.149697 sec): 3 clusters Score: Raw -130468.863692 + Penalty 2741.433792 = -127727.429900 nChanged 21 SP:Iteration 12Q (10754.224832 sec): 3 clusters Score: Raw -130482.004112 + Penalty 2741.433792 = -127740.570320 nChanged 23 SP:Iteration 13Q (10754.313319 sec): 3 clusters Score: Raw -130495.815479 + Penalty 2741.433792 = -127754.381687 nChanged 16 SP:Iteration 14Q (10754.402809 sec): 3 clusters Score: Raw -130509.363172 + Penalty 2741.433792 = -127767.929380 nChanged 15 SP:Iteration 15Q (10754.501060 sec): 3 clusters Score: Raw -130527.355277 + Penalty 2741.433792 = -127785.921485 nChanged 22 SP:Iteration 16Q (10754.605485 sec): 3 clusters Score: Raw -130550.386738 + Penalty 2741.433792 = -127808.952946 nChanged 19 SP:Iteration 17Q (10754.712833 sec): 3 clusters Score: Raw -130563.742927 + Penalty 2741.433792 = -127822.309135 nChanged 15 SP:Iteration 18Q (10754.804955 sec): 3 clusters Score: Raw -130572.887685 + Penalty 2741.433792 = -127831.453894 nChanged 15 SP:Iteration 19Q (10754.900366 sec): 3 clusters Score: Raw -130583.828552 + Penalty 2741.433792 = -127842.394760 nChanged 15 SP:Iteration 20F (10755.019903 sec): 3 clusters Score: Raw -130594.233085 + Penalty 2741.433792 = -127852.799293 nChanged 11 SP:Iteration 21Q (10755.112009 sec): 3 clusters Score: Raw -130603.472854 + Penalty 2741.433792 = -127862.039062 nChanged 8 SP:Iteration 22Q (10755.222840 sec): 3 clusters Score: Raw -130606.826219 + Penalty 2741.433792 = -127865.392427 nChanged 6 SP:Iteration 23Q (10755.306994 sec): 3 clusters Score: Raw -130609.167628 + Penalty 2741.433792 = -127867.733836 nChanged 6 SP:Iteration 24Q (10755.401246 sec): 3 clusters Score: Raw -130612.513375 + Penalty 2741.433792 = -127871.079583 nChanged 5 SP:Iteration 25Q (10755.501662 sec): 3 clusters Score: Raw -130616.783160 + Penalty 2741.433792 = -127875.349368 nChanged 9 SP:Iteration 26Q (10755.605193 sec): 3 clusters Score: Raw -130621.097558 + Penalty 2741.433792 = -127879.663766 nChanged 2 SP:Iteration 27Q (10755.704379 sec): 3 clusters Score: Raw -130621.995438 + Penalty 2741.433792 = -127880.561646 nChanged 5 SP:Iteration 28Q (10755.806708 sec): 3 clusters Score: Raw -130623.888108 + Penalty 2741.433792 = -127882.454316 nChanged 2 SP:Iteration 29Q (10755.885129 sec): 3 clusters Score: Raw -130624.907056 + Penalty 2741.433792 = -127883.473264 nChanged 3 SP:Iteration 30Q (10755.997401 sec): 3 clusters Score: Raw -130626.961711 + Penalty 2741.433792 = -127885.527919 nChanged 5 SP:Iteration 31Q (10756.125210 sec): 3 clusters Score: Raw -130630.191473 + Penalty 2741.433792 = -127888.757681 nChanged 5 SP:Iteration 32Q (10756.233561 sec): 3 clusters Score: Raw -130632.948004 + Penalty 2741.433792 = -127891.514212 nChanged 3 SP:Iteration 33Q (10756.331292 sec): 3 clusters Score: Raw -130634.921083 + Penalty 2741.433792 = -127893.487291 nChanged 3 SP:Iteration 34Q (10756.432439 sec): 3 clusters Score: Raw -130635.692202 + Penalty 2741.433792 = -127894.258410 nChanged 0 SP:Iteration 35F (10756.551911 sec): 3 clusters Score: Raw -130635.692202 + Penalty 2741.433792 = -127894.258410 nChanged 0 Trying to split cluster 17 (2362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10756.605351 sec): 2 clusters Score: Raw -150839.502727 + Penalty 1363.154831 = -149476.347895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10756.717868 sec): 3 clusters Score: Raw -149832.511608 + Penalty 2726.309663 = -147106.201945 nChanged 849 SP:Iteration 1F (10756.795573 sec): 3 clusters Score: Raw -150404.588022 + Penalty 2726.309663 = -147678.278359 nChanged 199 SP:Iteration 2F (10756.889611 sec): 3 clusters Score: Raw -150542.003960 + Penalty 2726.309663 = -147815.694297 nChanged 124 SP:Iteration 3F (10757.001039 sec): 3 clusters Score: Raw -150644.947107 + Penalty 2726.309663 = -147918.637445 nChanged 95 SP:Iteration 4Q (10757.121820 sec): 3 clusters Score: Raw -150718.917406 + Penalty 2726.309663 = -147992.607743 nChanged 81 SP:Iteration 5Q (10757.212823 sec): 3 clusters Score: Raw -150773.709308 + Penalty 2726.309663 = -148047.399646 nChanged 62 SP:Iteration 6Q (10757.285385 sec): 3 clusters Score: Raw -150818.014749 + Penalty 2726.309663 = -148091.705086 nChanged 45 SP:Iteration 7Q (10757.375501 sec): 3 clusters Score: Raw -150846.126989 + Penalty 2726.309663 = -148119.817326 nChanged 39 SP:Iteration 8Q (10757.460163 sec): 3 clusters Score: Raw -150871.457246 + Penalty 2726.309663 = -148145.147583 nChanged 36 SP:Iteration 9Q (10757.571957 sec): 3 clusters Score: Raw -150892.211753 + Penalty 2726.309663 = -148165.902090 nChanged 42 SP:Iteration 10Q (10757.652630 sec): 3 clusters Score: Raw -150915.567420 + Penalty 2726.309663 = -148189.257757 nChanged 38 SP:Iteration 11Q (10757.745673 sec): 3 clusters Score: Raw -150949.065034 + Penalty 2726.309663 = -148222.755371 nChanged 43 SP:Iteration 12Q (10757.852121 sec): 3 clusters Score: Raw -150984.904434 + Penalty 2726.309663 = -148258.594771 nChanged 37 SP:Iteration 13Q (10757.948104 sec): 3 clusters Score: Raw -151005.641157 + Penalty 2726.309663 = -148279.331494 nChanged 18 SP:Iteration 14Q (10758.067462 sec): 3 clusters Score: Raw -151012.849295 + Penalty 2726.309663 = -148286.539632 nChanged 11 SP:Iteration 15Q (10758.170883 sec): 3 clusters Score: Raw -151020.656844 + Penalty 2726.309663 = -148294.347181 nChanged 15 SP:Iteration 16Q (10758.280623 sec): 3 clusters Score: Raw -151030.252816 + Penalty 2726.309663 = -148303.943153 nChanged 15 SP:Iteration 17Q (10758.364506 sec): 3 clusters Score: Raw -151040.665660 + Penalty 2726.309663 = -148314.355997 nChanged 15 SP:Iteration 18Q (10758.453237 sec): 3 clusters Score: Raw -151049.578848 + Penalty 2726.309663 = -148323.269185 nChanged 10 SP:Iteration 19Q (10758.548606 sec): 3 clusters Score: Raw -151054.602361 + Penalty 2726.309663 = -148328.292698 nChanged 10 SP:Iteration 20F (10758.652286 sec): 3 clusters Score: Raw -151058.854942 + Penalty 2726.309663 = -148332.545279 nChanged 12 SP:Iteration 21Q (10758.751184 sec): 3 clusters Score: Raw -151063.324181 + Penalty 2726.309663 = -148337.014519 nChanged 8 SP:Iteration 22Q (10758.855720 sec): 3 clusters Score: Raw -151069.076887 + Penalty 2726.309663 = -148342.767224 nChanged 12 SP:Iteration 23Q (10758.964152 sec): 3 clusters Score: Raw -151076.459297 + Penalty 2726.309663 = -148350.149634 nChanged 23 SP:Iteration 24Q (10759.068704 sec): 3 clusters Score: Raw -151085.873196 + Penalty 2726.309663 = -148359.563533 nChanged 11 SP:Iteration 25Q (10759.177825 sec): 3 clusters Score: Raw -151091.849151 + Penalty 2726.309663 = -148365.539488 nChanged 8 SP:Iteration 26Q (10759.289458 sec): 3 clusters Score: Raw -151094.855502 + Penalty 2726.309663 = -148368.545839 nChanged 7 SP:Iteration 27Q (10759.393993 sec): 3 clusters Score: Raw -151099.431717 + Penalty 2726.309663 = -148373.122054 nChanged 6 SP:Iteration 28Q (10759.499627 sec): 3 clusters Score: Raw -151101.773411 + Penalty 2726.309663 = -148375.463748 nChanged 4 SP:Iteration 29Q (10759.590414 sec): 3 clusters Score: Raw -151104.019493 + Penalty 2726.309663 = -148377.709830 nChanged 4 SP:Iteration 30Q (10759.691160 sec): 3 clusters Score: Raw -151106.097871 + Penalty 2726.309663 = -148379.788208 nChanged 7 SP:Iteration 31Q (10759.801739 sec): 3 clusters Score: Raw -151108.780749 + Penalty 2726.309663 = -148382.471086 nChanged 7 SP:Iteration 32Q (10759.933751 sec): 3 clusters Score: Raw -151111.805039 + Penalty 2726.309663 = -148385.495376 nChanged 8 SP:Iteration 33Q (10760.066772 sec): 3 clusters Score: Raw -151115.100020 + Penalty 2726.309663 = -148388.790357 nChanged 10 SP:Iteration 34Q (10760.170117 sec): 3 clusters Score: Raw -151120.593092 + Penalty 2726.309663 = -148394.283429 nChanged 15 SP:Iteration 35Q (10760.254277 sec): 3 clusters Score: Raw -151130.285164 + Penalty 2726.309663 = -148403.975502 nChanged 18 SP:Iteration 36Q (10760.352094 sec): 3 clusters Score: Raw -151143.059367 + Penalty 2726.309663 = -148416.749704 nChanged 28 SP:Iteration 37Q (10760.469667 sec): 3 clusters Score: Raw -151160.234629 + Penalty 2726.309663 = -148433.924966 nChanged 20 SP:Iteration 38Q (10760.541392 sec): 3 clusters Score: Raw -151170.492381 + Penalty 2726.309663 = -148444.182718 nChanged 21 SP:Iteration 39Q (10760.647762 sec): 3 clusters Score: Raw -151178.903845 + Penalty 2726.309663 = -148452.594182 nChanged 19 SP:Iteration 40F (10760.745011 sec): 3 clusters Score: Raw -151189.732823 + Penalty 2726.309663 = -148463.423160 nChanged 30 SP:Iteration 41Q (10760.844732 sec): 3 clusters Score: Raw -151212.895768 + Penalty 2726.309663 = -148486.586105 nChanged 35 SP:Iteration 42Q (10760.943921 sec): 3 clusters Score: Raw -151233.315517 + Penalty 2726.309663 = -148507.005854 nChanged 22 SP:Iteration 43Q (10761.029610 sec): 3 clusters Score: Raw -151250.137901 + Penalty 2726.309663 = -148523.828239 nChanged 32 SP:Iteration 44Q (10761.125867 sec): 3 clusters Score: Raw -151272.455658 + Penalty 2726.309663 = -148546.145995 nChanged 33 SP:Iteration 45Q (10761.230015 sec): 3 clusters Score: Raw -151294.137101 + Penalty 2726.309663 = -148567.827438 nChanged 30 SP:Iteration 46Q (10761.326289 sec): 3 clusters Score: Raw -151316.926966 + Penalty 2726.309663 = -148590.617303 nChanged 28 SP:Iteration 47Q (10761.441556 sec): 3 clusters Score: Raw -151336.590581 + Penalty 2726.309663 = -148610.280919 nChanged 24 SP:Iteration 48Q (10761.545507 sec): 3 clusters Score: Raw -151352.638198 + Penalty 2726.309663 = -148626.328535 nChanged 28 SP:Iteration 49Q (10761.628717 sec): 3 clusters Score: Raw -151368.279844 + Penalty 2726.309663 = -148641.970181 nChanged 19 SP:Iteration 50Q (10761.756327 sec): 3 clusters Score: Raw -151379.121362 + Penalty 2726.309663 = -148652.811699 nChanged 17 SP:Iteration 51Q (10761.846086 sec): 3 clusters Score: Raw -151391.878939 + Penalty 2726.309663 = -148665.569277 nChanged 10 SP:Iteration 52Q (10761.932222 sec): 3 clusters Score: Raw -151397.326310 + Penalty 2726.309663 = -148671.016647 nChanged 7 SP:Iteration 53Q (10762.014610 sec): 3 clusters Score: Raw -151400.619232 + Penalty 2726.309663 = -148674.309569 nChanged 6 SP:Iteration 54Q (10762.127374 sec): 3 clusters Score: Raw -151405.825651 + Penalty 2726.309663 = -148679.515989 nChanged 8 SP:Iteration 55Q (10762.218391 sec): 3 clusters Score: Raw -151409.364318 + Penalty 2726.309663 = -148683.054655 nChanged 3 SP:Iteration 56Q (10762.321215 sec): 3 clusters Score: Raw -151411.299367 + Penalty 2726.309663 = -148684.989704 nChanged 3 SP:Iteration 57Q (10762.435478 sec): 3 clusters Score: Raw -151412.355680 + Penalty 2726.309663 = -148686.046018 nChanged 0 SP:Iteration 58F (10762.545124 sec): 3 clusters Score: Raw -151412.355680 + Penalty 2726.309663 = -148686.046018 nChanged 0 Trying to split cluster 18 (12879 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10762.667770 sec): 2 clusters Score: Raw -888463.053086 + Penalty 1660.818514 = -886802.234571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10762.784243 sec): 3 clusters Score: Raw -881111.032286 + Penalty 3321.637028 = -877789.395258 nChanged 5679 SP:Iteration 1F (10762.921681 sec): 3 clusters Score: Raw -884525.042538 + Penalty 3321.637028 = -881203.405510 nChanged 936 SP:Iteration 2F (10763.059505 sec): 3 clusters Score: Raw -885164.766311 + Penalty 3321.637028 = -881843.129283 nChanged 935 SP:Iteration 3F (10763.218539 sec): 3 clusters Score: Raw -885784.433975 + Penalty 3321.637028 = -882462.796947 nChanged 863 SP:Iteration 4F (10763.325586 sec): 3 clusters Score: Raw -886317.236923 + Penalty 3321.637028 = -882995.599895 nChanged 775 SP:Iteration 5F (10763.449271 sec): 3 clusters Score: Raw -886802.340327 + Penalty 3321.637028 = -883480.703299 nChanged 653 SP:Iteration 6F (10763.576349 sec): 3 clusters Score: Raw -887195.259288 + Penalty 3321.637028 = -883873.622260 nChanged 561 SP:Iteration 7Q (10763.729009 sec): 3 clusters Score: Raw -887458.749584 + Penalty 3321.637028 = -884137.112555 nChanged 412 SP:Iteration 8Q (10763.859683 sec): 3 clusters Score: Raw -887610.319580 + Penalty 3321.637028 = -884288.682552 nChanged 295 SP:Iteration 9Q (10764.011839 sec): 3 clusters Score: Raw -887693.701784 + Penalty 3321.637028 = -884372.064755 nChanged 212 SP:Iteration 10Q (10764.124627 sec): 3 clusters Score: Raw -887744.653892 + Penalty 3321.637028 = -884423.016864 nChanged 164 SP:Iteration 11Q (10764.267650 sec): 3 clusters Score: Raw -887784.013392 + Penalty 3321.637028 = -884462.376364 nChanged 141 SP:Iteration 12Q (10764.397382 sec): 3 clusters Score: Raw -887813.854095 + Penalty 3321.637028 = -884492.217067 nChanged 121 SP:Iteration 13Q (10764.527319 sec): 3 clusters Score: Raw -887839.489177 + Penalty 3321.637028 = -884517.852148 nChanged 91 SP:Iteration 14Q (10764.645111 sec): 3 clusters Score: Raw -887855.407077 + Penalty 3321.637028 = -884533.770048 nChanged 96 SP:Iteration 15Q (10764.791811 sec): 3 clusters Score: Raw -887872.496969 + Penalty 3321.637028 = -884550.859941 nChanged 92 SP:Iteration 16Q (10764.914387 sec): 3 clusters Score: Raw -887890.620292 + Penalty 3321.637028 = -884568.983264 nChanged 95 SP:Iteration 17Q (10765.035312 sec): 3 clusters Score: Raw -887908.116677 + Penalty 3321.637028 = -884586.479649 nChanged 89 SP:Iteration 18Q (10765.176222 sec): 3 clusters Score: Raw -887921.275839 + Penalty 3321.637028 = -884599.638810 nChanged 72 SP:Iteration 19Q (10765.302527 sec): 3 clusters Score: Raw -887934.098173 + Penalty 3321.637028 = -884612.461145 nChanged 81 SP:Iteration 20F (10765.436764 sec): 3 clusters Score: Raw -887951.099946 + Penalty 3321.637028 = -884629.462918 nChanged 82 SP:Iteration 21Q (10765.576422 sec): 3 clusters Score: Raw -887964.286546 + Penalty 3321.637028 = -884642.649517 nChanged 69 SP:Iteration 22Q (10765.710127 sec): 3 clusters Score: Raw -887975.918258 + Penalty 3321.637028 = -884654.281230 nChanged 69 SP:Iteration 23Q (10765.839744 sec): 3 clusters Score: Raw -887987.099718 + Penalty 3321.637028 = -884665.462690 nChanged 73 SP:Iteration 24Q (10765.978731 sec): 3 clusters Score: Raw -887997.758289 + Penalty 3321.637028 = -884676.121261 nChanged 67 SP:Iteration 25Q (10766.105002 sec): 3 clusters Score: Raw -888007.185449 + Penalty 3321.637028 = -884685.548420 nChanged 57 SP:Iteration 26Q (10766.262246 sec): 3 clusters Score: Raw -888015.399613 + Penalty 3321.637028 = -884693.762584 nChanged 64 SP:Iteration 27Q (10766.397601 sec): 3 clusters Score: Raw -888026.088343 + Penalty 3321.637028 = -884704.451315 nChanged 82 SP:Iteration 28Q (10766.534762 sec): 3 clusters Score: Raw -888042.000721 + Penalty 3321.637028 = -884720.363693 nChanged 84 SP:Iteration 29Q (10766.672618 sec): 3 clusters Score: Raw -888057.226623 + Penalty 3321.637028 = -884735.589595 nChanged 69 SP:Iteration 30Q (10766.838724 sec): 3 clusters Score: Raw -888071.558678 + Penalty 3321.637028 = -884749.921650 nChanged 88 SP:Iteration 31Q (10766.979000 sec): 3 clusters Score: Raw -888093.698094 + Penalty 3321.637028 = -884772.061066 nChanged 115 SP:Iteration 32Q (10767.053220 sec): 3 clusters Score: Raw -888118.557797 + Penalty 3321.637028 = -884796.920769 nChanged 102 SP:Iteration 33Q (10767.118140 sec): 3 clusters Score: Raw -888136.540629 + Penalty 3321.637028 = -884814.903601 nChanged 106 SP:Iteration 34Q (10767.247938 sec): 3 clusters Score: Raw -888156.085985 + Penalty 3321.637028 = -884834.448957 nChanged 99 SP:Iteration 35Q (10767.398010 sec): 3 clusters Score: Raw -888174.589540 + Penalty 3321.637028 = -884852.952511 nChanged 84 SP:Iteration 36Q (10767.507730 sec): 3 clusters Score: Raw -888191.411427 + Penalty 3321.637028 = -884869.774399 nChanged 77 SP:Iteration 37Q (10767.644567 sec): 3 clusters Score: Raw -888204.907478 + Penalty 3321.637028 = -884883.270450 nChanged 96 SP:Iteration 38Q (10767.751608 sec): 3 clusters Score: Raw -888223.039648 + Penalty 3321.637028 = -884901.402619 nChanged 98 SP:Iteration 39Q (10767.890396 sec): 3 clusters Score: Raw -888243.974736 + Penalty 3321.637028 = -884922.337708 nChanged 96 SP:Iteration 40F (10768.023689 sec): 3 clusters Score: Raw -888266.230224 + Penalty 3321.637028 = -884944.593195 nChanged 93 SP:Iteration 41Q (10768.157466 sec): 3 clusters Score: Raw -888283.979933 + Penalty 3321.637028 = -884962.342905 nChanged 89 SP:Iteration 42Q (10768.270286 sec): 3 clusters Score: Raw -888300.694841 + Penalty 3321.637028 = -884979.057813 nChanged 92 SP:Iteration 43Q (10768.398798 sec): 3 clusters Score: Raw -888317.091866 + Penalty 3321.637028 = -884995.454837 nChanged 96 SP:Iteration 44Q (10768.538172 sec): 3 clusters Score: Raw -888336.729966 + Penalty 3321.637028 = -885015.092937 nChanged 104 SP:Iteration 45Q (10768.673162 sec): 3 clusters Score: Raw -888359.554365 + Penalty 3321.637028 = -885037.917337 nChanged 100 SP:Iteration 46Q (10768.805522 sec): 3 clusters Score: Raw -888379.558134 + Penalty 3321.637028 = -885057.921105 nChanged 107 SP:Iteration 47Q (10768.940816 sec): 3 clusters Score: Raw -888403.723626 + Penalty 3321.637028 = -885082.086598 nChanged 121 SP:Iteration 48Q (10769.067131 sec): 3 clusters Score: Raw -888429.840767 + Penalty 3321.637028 = -885108.203738 nChanged 107 SP:Iteration 49Q (10769.197691 sec): 3 clusters Score: Raw -888453.200149 + Penalty 3321.637028 = -885131.563121 nChanged 114 SP:Iteration 50Q (10769.322180 sec): 3 clusters Score: Raw -888479.658856 + Penalty 3321.637028 = -885158.021828 nChanged 124 SP:Iteration 51Q (10769.465883 sec): 3 clusters Score: Raw -888511.277135 + Penalty 3321.637028 = -885189.640106 nChanged 125 SP:Iteration 52Q (10769.584126 sec): 3 clusters Score: Raw -888542.587262 + Penalty 3321.637028 = -885220.950233 nChanged 122 SP:Iteration 53Q (10769.714198 sec): 3 clusters Score: Raw -888574.375678 + Penalty 3321.637028 = -885252.738650 nChanged 123 SP:Iteration 54Q (10769.866934 sec): 3 clusters Score: Raw -888610.433932 + Penalty 3321.637028 = -885288.796904 nChanged 126 SP:Iteration 55Q (10769.993195 sec): 3 clusters Score: Raw -888642.879396 + Penalty 3321.637028 = -885321.242368 nChanged 116 SP:Iteration 56Q (10770.134212 sec): 3 clusters Score: Raw -888671.631567 + Penalty 3321.637028 = -885349.994539 nChanged 108 SP:Iteration 57Q (10770.281202 sec): 3 clusters Score: Raw -888698.558212 + Penalty 3321.637028 = -885376.921183 nChanged 93 SP:Iteration 58Q (10770.398288 sec): 3 clusters Score: Raw -888724.888308 + Penalty 3321.637028 = -885403.251280 nChanged 95 SP:Iteration 59Q (10770.536990 sec): 3 clusters Score: Raw -888746.779893 + Penalty 3321.637028 = -885425.142865 nChanged 73 SP:Iteration 60F (10770.673663 sec): 3 clusters Score: Raw -888764.985001 + Penalty 3321.637028 = -885443.347973 nChanged 69 SP:Iteration 61Q (10770.820558 sec): 3 clusters Score: Raw -888781.634012 + Penalty 3321.637028 = -885459.996983 nChanged 61 SP:Iteration 62Q (10770.948905 sec): 3 clusters Score: Raw -888795.986664 + Penalty 3321.637028 = -885474.349636 nChanged 65 SP:Iteration 63Q (10771.066062 sec): 3 clusters Score: Raw -888810.579493 + Penalty 3321.637028 = -885488.942465 nChanged 60 SP:Iteration 64Q (10771.195031 sec): 3 clusters Score: Raw -888824.626171 + Penalty 3321.637028 = -885502.989143 nChanged 57 SP:Iteration 65Q (10771.350614 sec): 3 clusters Score: Raw -888840.394827 + Penalty 3321.637028 = -885518.757799 nChanged 66 SP:Iteration 66Q (10771.471265 sec): 3 clusters Score: Raw -888856.510482 + Penalty 3321.637028 = -885534.873454 nChanged 47 SP:Iteration 67Q (10771.584666 sec): 3 clusters Score: Raw -888868.839633 + Penalty 3321.637028 = -885547.202605 nChanged 48 SP:Iteration 68Q (10771.714011 sec): 3 clusters Score: Raw -888881.300380 + Penalty 3321.637028 = -885559.663352 nChanged 50 SP:Iteration 69Q (10771.839011 sec): 3 clusters Score: Raw -888892.385845 + Penalty 3321.637028 = -885570.748817 nChanged 44 SP:Iteration 70Q (10771.972400 sec): 3 clusters Score: Raw -888903.048855 + Penalty 3321.637028 = -885581.411827 nChanged 40 SP:Iteration 71Q (10772.103289 sec): 3 clusters Score: Raw -888912.049770 + Penalty 3321.637028 = -885590.412742 nChanged 34 SP:Iteration 72Q (10772.231789 sec): 3 clusters Score: Raw -888919.015229 + Penalty 3321.637028 = -885597.378201 nChanged 31 SP:Iteration 73Q (10772.370550 sec): 3 clusters Score: Raw -888925.229001 + Penalty 3321.637028 = -885603.591973 nChanged 27 SP:Iteration 74Q (10772.518038 sec): 3 clusters Score: Raw -888931.654191 + Penalty 3321.637028 = -885610.017163 nChanged 33 SP:Iteration 75Q (10772.632898 sec): 3 clusters Score: Raw -888939.115709 + Penalty 3321.637028 = -885617.478681 nChanged 23 SP:Iteration 76Q (10772.765730 sec): 3 clusters Score: Raw -888943.685774 + Penalty 3321.637028 = -885622.048746 nChanged 21 SP:Iteration 77Q (10772.886044 sec): 3 clusters Score: Raw -888947.654699 + Penalty 3321.637028 = -885626.017671 nChanged 17 SP:Iteration 78Q (10773.015343 sec): 3 clusters Score: Raw -888951.067124 + Penalty 3321.637028 = -885629.430095 nChanged 16 SP:Iteration 79Q (10773.147047 sec): 3 clusters Score: Raw -888954.163100 + Penalty 3321.637028 = -885632.526071 nChanged 18 SP:Iteration 80F (10773.270931 sec): 3 clusters Score: Raw -888957.565680 + Penalty 3321.637028 = -885635.928652 nChanged 21 SP:Iteration 81Q (10773.434567 sec): 3 clusters Score: Raw -888961.959806 + Penalty 3321.637028 = -885640.322778 nChanged 17 SP:Iteration 82Q (10773.546181 sec): 3 clusters Score: Raw -888965.702162 + Penalty 3321.637028 = -885644.065134 nChanged 29 SP:Iteration 83Q (10773.696965 sec): 3 clusters Score: Raw -888971.774792 + Penalty 3321.637028 = -885650.137763 nChanged 24 SP:Iteration 84Q (10773.819145 sec): 3 clusters Score: Raw -888976.759273 + Penalty 3321.637028 = -885655.122244 nChanged 23 SP:Iteration 85Q (10773.964987 sec): 3 clusters Score: Raw -888981.670635 + Penalty 3321.637028 = -885660.033607 nChanged 23 SP:Iteration 86Q (10774.099080 sec): 3 clusters Score: Raw -888987.727524 + Penalty 3321.637028 = -885666.090496 nChanged 19 SP:Iteration 87Q (10774.228247 sec): 3 clusters Score: Raw -888991.174851 + Penalty 3321.637028 = -885669.537823 nChanged 14 SP:Iteration 88Q (10774.359723 sec): 3 clusters Score: Raw -888994.211970 + Penalty 3321.637028 = -885672.574941 nChanged 12 SP:Iteration 89Q (10774.495012 sec): 3 clusters Score: Raw -888996.974067 + Penalty 3321.637028 = -885675.337039 nChanged 12 SP:Iteration 90Q (10774.608652 sec): 3 clusters Score: Raw -888999.853686 + Penalty 3321.637028 = -885678.216658 nChanged 11 SP:Iteration 91Q (10774.733700 sec): 3 clusters Score: Raw -889001.603576 + Penalty 3321.637028 = -885679.966548 nChanged 6 SP:Iteration 92Q (10774.873798 sec): 3 clusters Score: Raw -889002.558144 + Penalty 3321.637028 = -885680.921116 nChanged 3 SP:Iteration 93Q (10775.018585 sec): 3 clusters Score: Raw -889002.919177 + Penalty 3321.637028 = -885681.282149 nChanged 1 SP:Iteration 94Q (10775.141667 sec): 3 clusters Score: Raw -889003.036340 + Penalty 3321.637028 = -885681.399311 nChanged 1 SP:Iteration 95Q (10775.274460 sec): 3 clusters Score: Raw -889003.336775 + Penalty 3321.637028 = -885681.699747 nChanged 0 SP:Iteration 96F (10775.415489 sec): 3 clusters Score: Raw -889003.336775 + Penalty 3321.637028 = -885681.699747 nChanged 0 Trying to split cluster 19 (6215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10775.491587 sec): 2 clusters Score: Raw -271035.749107 + Penalty 1532.943536 = -269502.805571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10775.590507 sec): 3 clusters Score: Raw -267764.385368 + Penalty 3065.887072 = -264698.498296 nChanged 2535 SP:Iteration 1F (10775.715759 sec): 3 clusters Score: Raw -269278.360888 + Penalty 3065.887072 = -266212.473816 nChanged 574 SP:Iteration 2F (10775.834478 sec): 3 clusters Score: Raw -269755.457058 + Penalty 3065.887072 = -266689.569986 nChanged 517 SP:Iteration 3F (10775.949006 sec): 3 clusters Score: Raw -270210.340152 + Penalty 3065.887072 = -267144.453079 nChanged 431 SP:Iteration 4F (10776.078840 sec): 3 clusters Score: Raw -270569.146511 + Penalty 3065.887072 = -267503.259439 nChanged 351 SP:Iteration 5F (10776.183079 sec): 3 clusters Score: Raw -270829.234265 + Penalty 3065.887072 = -267763.347193 nChanged 267 SP:Iteration 6Q (10776.323048 sec): 3 clusters Score: Raw -271017.353144 + Penalty 3065.887072 = -267951.466072 nChanged 238 SP:Iteration 7Q (10776.421058 sec): 3 clusters Score: Raw -271150.087807 + Penalty 3065.887072 = -268084.200735 nChanged 178 SP:Iteration 8Q (10776.531899 sec): 3 clusters Score: Raw -271248.062837 + Penalty 3065.887072 = -268182.175764 nChanged 146 SP:Iteration 9Q (10776.650620 sec): 3 clusters Score: Raw -271321.292041 + Penalty 3065.887072 = -268255.404968 nChanged 127 SP:Iteration 10Q (10776.781880 sec): 3 clusters Score: Raw -271383.934655 + Penalty 3065.887072 = -268318.047583 nChanged 108 SP:Iteration 11Q (10776.893595 sec): 3 clusters Score: Raw -271438.853502 + Penalty 3065.887072 = -268372.966430 nChanged 113 SP:Iteration 12Q (10776.994304 sec): 3 clusters Score: Raw -271503.394336 + Penalty 3065.887072 = -268437.507264 nChanged 108 SP:Iteration 13Q (10777.134392 sec): 3 clusters Score: Raw -271562.173363 + Penalty 3065.887072 = -268496.286290 nChanged 94 SP:Iteration 14Q (10777.246039 sec): 3 clusters Score: Raw -271596.304488 + Penalty 3065.887072 = -268530.417416 nChanged 81 SP:Iteration 15Q (10777.352943 sec): 3 clusters Score: Raw -271627.338882 + Penalty 3065.887072 = -268561.451809 nChanged 74 SP:Iteration 16Q (10777.458247 sec): 3 clusters Score: Raw -271660.730891 + Penalty 3065.887072 = -268594.843819 nChanged 77 SP:Iteration 17Q (10777.556875 sec): 3 clusters Score: Raw -271703.291178 + Penalty 3065.887072 = -268637.404105 nChanged 85 SP:Iteration 18Q (10777.708085 sec): 3 clusters Score: Raw -271751.304621 + Penalty 3065.887072 = -268685.417548 nChanged 84 SP:Iteration 19Q (10777.799339 sec): 3 clusters Score: Raw -271800.768217 + Penalty 3065.887072 = -268734.881145 nChanged 74 SP:Iteration 20F (10777.921886 sec): 3 clusters Score: Raw -271834.201364 + Penalty 3065.887072 = -268768.314292 nChanged 65 SP:Iteration 21Q (10778.036386 sec): 3 clusters Score: Raw -271870.091524 + Penalty 3065.887072 = -268804.204452 nChanged 61 SP:Iteration 22Q (10778.150903 sec): 3 clusters Score: Raw -271891.283003 + Penalty 3065.887072 = -268825.395930 nChanged 53 SP:Iteration 23Q (10778.257898 sec): 3 clusters Score: Raw -271914.802952 + Penalty 3065.887072 = -268848.915880 nChanged 67 SP:Iteration 24Q (10778.367357 sec): 3 clusters Score: Raw -271944.661610 + Penalty 3065.887072 = -268878.774538 nChanged 52 SP:Iteration 25Q (10778.487324 sec): 3 clusters Score: Raw -271967.112714 + Penalty 3065.887072 = -268901.225642 nChanged 34 SP:Iteration 26Q (10778.621489 sec): 3 clusters Score: Raw -271981.778650 + Penalty 3065.887072 = -268915.891578 nChanged 37 SP:Iteration 27Q (10778.735721 sec): 3 clusters Score: Raw -271994.131805 + Penalty 3065.887072 = -268928.244733 nChanged 31 SP:Iteration 28Q (10778.862333 sec): 3 clusters Score: Raw -272002.188324 + Penalty 3065.887072 = -268936.301251 nChanged 23 SP:Iteration 29Q (10779.002539 sec): 3 clusters Score: Raw -272009.660441 + Penalty 3065.887072 = -268943.773369 nChanged 26 SP:Iteration 30Q (10779.118123 sec): 3 clusters Score: Raw -272018.072013 + Penalty 3065.887072 = -268952.184941 nChanged 20 SP:Iteration 31Q (10779.199175 sec): 3 clusters Score: Raw -272023.872924 + Penalty 3065.887072 = -268957.985852 nChanged 19 SP:Iteration 32Q (10779.318616 sec): 3 clusters Score: Raw -272029.062292 + Penalty 3065.887072 = -268963.175220 nChanged 17 SP:Iteration 33Q (10779.408232 sec): 3 clusters Score: Raw -272034.315837 + Penalty 3065.887072 = -268968.428764 nChanged 15 SP:Iteration 34Q (10779.515901 sec): 3 clusters Score: Raw -272038.693113 + Penalty 3065.887072 = -268972.806041 nChanged 19 SP:Iteration 35Q (10779.614624 sec): 3 clusters Score: Raw -272044.373189 + Penalty 3065.887072 = -268978.486117 nChanged 17 SP:Iteration 36Q (10779.727937 sec): 3 clusters Score: Raw -272049.992840 + Penalty 3065.887072 = -268984.105768 nChanged 21 SP:Iteration 37Q (10779.843641 sec): 3 clusters Score: Raw -272057.517391 + Penalty 3065.887072 = -268991.630319 nChanged 21 SP:Iteration 38Q (10779.950927 sec): 3 clusters Score: Raw -272064.537249 + Penalty 3065.887072 = -268998.650176 nChanged 16 SP:Iteration 39Q (10780.100502 sec): 3 clusters Score: Raw -272070.915745 + Penalty 3065.887072 = -269005.028672 nChanged 13 SP:Iteration 40F (10780.211430 sec): 3 clusters Score: Raw -272074.038745 + Penalty 3065.887072 = -269008.151673 nChanged 8 SP:Iteration 41Q (10780.323622 sec): 3 clusters Score: Raw -272075.705379 + Penalty 3065.887072 = -269009.818307 nChanged 3 SP:Iteration 42Q (10780.437357 sec): 3 clusters Score: Raw -272076.525155 + Penalty 3065.887072 = -269010.638083 nChanged 2 SP:Iteration 43Q (10780.545476 sec): 3 clusters Score: Raw -272076.763897 + Penalty 3065.887072 = -269010.876825 nChanged 2 SP:Iteration 44Q (10780.573365 sec): 3 clusters Score: Raw -272076.883667 + Penalty 3065.887072 = -269010.996594 nChanged 0 SP:Iteration 45F (10780.620094 sec): 3 clusters Score: Raw -272076.883667 + Penalty 3065.887072 = -269010.996594 nChanged 0 Trying to split cluster 20 (3025 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10780.658160 sec): 2 clusters Score: Raw -194452.364698 + Penalty 1406.573948 = -193045.790750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10780.698029 sec): 3 clusters Score: Raw -193104.255424 + Penalty 2813.147896 = -190291.107528 nChanged 1126 SP:Iteration 1F (10780.778918 sec): 3 clusters Score: Raw -193879.765755 + Penalty 2813.147896 = -191066.617859 nChanged 231 SP:Iteration 2F (10780.865769 sec): 3 clusters Score: Raw -194068.822115 + Penalty 2813.147896 = -191255.674219 nChanged 158 SP:Iteration 3F (10780.984688 sec): 3 clusters Score: Raw -194186.545742 + Penalty 2813.147896 = -191373.397846 nChanged 136 SP:Iteration 4Q (10781.070031 sec): 3 clusters Score: Raw -194282.806189 + Penalty 2813.147896 = -191469.658293 nChanged 122 SP:Iteration 5Q (10781.181790 sec): 3 clusters Score: Raw -194393.523406 + Penalty 2813.147896 = -191580.375510 nChanged 118 SP:Iteration 6Q (10781.289076 sec): 3 clusters Score: Raw -194505.421450 + Penalty 2813.147896 = -191692.273554 nChanged 140 SP:Iteration 7Q (10781.395848 sec): 3 clusters Score: Raw -194620.057057 + Penalty 2813.147896 = -191806.909161 nChanged 127 SP:Iteration 8Q (10781.492296 sec): 3 clusters Score: Raw -194743.673545 + Penalty 2813.147896 = -191930.525649 nChanged 117 SP:Iteration 9Q (10781.604986 sec): 3 clusters Score: Raw -194861.722083 + Penalty 2813.147896 = -192048.574187 nChanged 85 SP:Iteration 10Q (10781.710102 sec): 3 clusters Score: Raw -194929.380152 + Penalty 2813.147896 = -192116.232256 nChanged 71 SP:Iteration 11Q (10781.817716 sec): 3 clusters Score: Raw -194997.293803 + Penalty 2813.147896 = -192184.145907 nChanged 71 SP:Iteration 12Q (10781.899553 sec): 3 clusters Score: Raw -195044.229139 + Penalty 2813.147896 = -192231.081243 nChanged 52 SP:Iteration 13Q (10782.001216 sec): 3 clusters Score: Raw -195079.131611 + Penalty 2813.147896 = -192265.983715 nChanged 44 SP:Iteration 14Q (10782.124413 sec): 3 clusters Score: Raw -195106.940013 + Penalty 2813.147896 = -192293.792117 nChanged 30 SP:Iteration 15Q (10782.234085 sec): 3 clusters Score: Raw -195124.835391 + Penalty 2813.147896 = -192311.687495 nChanged 23 SP:Iteration 16Q (10782.329046 sec): 3 clusters Score: Raw -195139.098767 + Penalty 2813.147896 = -192325.950871 nChanged 29 SP:Iteration 17Q (10782.415256 sec): 3 clusters Score: Raw -195157.170159 + Penalty 2813.147896 = -192344.022263 nChanged 21 SP:Iteration 18Q (10782.509817 sec): 3 clusters Score: Raw -195166.279551 + Penalty 2813.147896 = -192353.131655 nChanged 16 SP:Iteration 19Q (10782.609694 sec): 3 clusters Score: Raw -195172.017613 + Penalty 2813.147896 = -192358.869717 nChanged 11 SP:Iteration 20F (10782.726180 sec): 3 clusters Score: Raw -195177.157023 + Penalty 2813.147896 = -192364.009127 nChanged 12 SP:Iteration 21Q (10782.809312 sec): 3 clusters Score: Raw -195181.371911 + Penalty 2813.147896 = -192368.224015 nChanged 13 SP:Iteration 22Q (10782.897430 sec): 3 clusters Score: Raw -195185.829541 + Penalty 2813.147896 = -192372.681645 nChanged 6 SP:Iteration 23Q (10782.992795 sec): 3 clusters Score: Raw -195187.793993 + Penalty 2813.147896 = -192374.646097 nChanged 7 SP:Iteration 24Q (10783.078686 sec): 3 clusters Score: Raw -195189.996890 + Penalty 2813.147896 = -192376.848994 nChanged 4 SP:Iteration 25Q (10783.178912 sec): 3 clusters Score: Raw -195191.410170 + Penalty 2813.147896 = -192378.262274 nChanged 2 SP:Iteration 26Q (10783.245613 sec): 3 clusters Score: Raw -195191.687427 + Penalty 2813.147896 = -192378.539531 nChanged 1 SP:Iteration 27Q (10783.341996 sec): 3 clusters Score: Raw -195191.796433 + Penalty 2813.147896 = -192378.648537 nChanged 0 SP:Iteration 28F (10783.472152 sec): 3 clusters Score: Raw -195191.796433 + Penalty 2813.147896 = -192378.648537 nChanged 0 Trying to split cluster 21 (11578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10783.568091 sec): 2 clusters Score: Raw -812621.014680 + Penalty 1642.129285 = -810978.885395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10783.695197 sec): 3 clusters Score: Raw -806006.745375 + Penalty 3284.258571 = -802722.486805 nChanged 5008 SP:Iteration 1F (10783.803783 sec): 3 clusters Score: Raw -808955.114634 + Penalty 3284.258571 = -805670.856064 nChanged 896 SP:Iteration 2F (10783.959872 sec): 3 clusters Score: Raw -809551.763071 + Penalty 3284.258571 = -806267.504500 nChanged 837 SP:Iteration 3F (10784.070896 sec): 3 clusters Score: Raw -810113.477320 + Penalty 3284.258571 = -806829.218750 nChanged 782 SP:Iteration 4F (10784.215704 sec): 3 clusters Score: Raw -810655.496982 + Penalty 3284.258571 = -807371.238411 nChanged 704 SP:Iteration 5F (10784.321519 sec): 3 clusters Score: Raw -811125.771296 + Penalty 3284.258571 = -807841.512725 nChanged 568 SP:Iteration 6Q (10784.452529 sec): 3 clusters Score: Raw -811467.439927 + Penalty 3284.258571 = -808183.181356 nChanged 454 SP:Iteration 7Q (10784.612288 sec): 3 clusters Score: Raw -811740.900094 + Penalty 3284.258571 = -808456.641524 nChanged 384 SP:Iteration 8Q (10784.720677 sec): 3 clusters Score: Raw -811951.629927 + Penalty 3284.258571 = -808667.371356 nChanged 265 SP:Iteration 9Q (10784.855415 sec): 3 clusters Score: Raw -812095.833353 + Penalty 3284.258571 = -808811.574783 nChanged 220 SP:Iteration 10Q (10784.998166 sec): 3 clusters Score: Raw -812216.799088 + Penalty 3284.258571 = -808932.540517 nChanged 184 SP:Iteration 11Q (10785.145960 sec): 3 clusters Score: Raw -812310.813389 + Penalty 3284.258571 = -809026.554818 nChanged 141 SP:Iteration 12Q (10785.259241 sec): 3 clusters Score: Raw -812389.580916 + Penalty 3284.258571 = -809105.322345 nChanged 142 SP:Iteration 13Q (10785.367084 sec): 3 clusters Score: Raw -812478.778296 + Penalty 3284.258571 = -809194.519726 nChanged 134 SP:Iteration 14Q (10785.485569 sec): 3 clusters Score: Raw -812575.248274 + Penalty 3284.258571 = -809290.989703 nChanged 119 SP:Iteration 15Q (10785.605331 sec): 3 clusters Score: Raw -812652.391181 + Penalty 3284.258571 = -809368.132610 nChanged 108 SP:Iteration 16Q (10785.736910 sec): 3 clusters Score: Raw -812730.672541 + Penalty 3284.258571 = -809446.413971 nChanged 74 SP:Iteration 17Q (10785.865110 sec): 3 clusters Score: Raw -812798.862962 + Penalty 3284.258571 = -809514.604391 nChanged 67 SP:Iteration 18Q (10785.987095 sec): 3 clusters Score: Raw -812869.940686 + Penalty 3284.258571 = -809585.682116 nChanged 46 SP:Iteration 19Q (10786.132945 sec): 3 clusters Score: Raw -812927.837068 + Penalty 3284.258571 = -809643.578497 nChanged 40 SP:Iteration 20F (10786.233327 sec): 3 clusters Score: Raw -812973.703913 + Penalty 3284.258571 = -809689.445342 nChanged 42 SP:Iteration 21Q (10786.381213 sec): 3 clusters Score: Raw -813018.842229 + Penalty 3284.258571 = -809734.583659 nChanged 39 SP:Iteration 22Q (10786.513754 sec): 3 clusters Score: Raw -813072.377046 + Penalty 3284.258571 = -809788.118475 nChanged 41 SP:Iteration 23Q (10786.613215 sec): 3 clusters Score: Raw -813119.464515 + Penalty 3284.258571 = -809835.205945 nChanged 46 SP:Iteration 24Q (10786.753284 sec): 3 clusters Score: Raw -813165.819110 + Penalty 3284.258571 = -809881.560539 nChanged 30 SP:Iteration 25Q (10786.874293 sec): 3 clusters Score: Raw -813183.768132 + Penalty 3284.258571 = -809899.509561 nChanged 16 SP:Iteration 26Q (10787.037783 sec): 3 clusters Score: Raw -813193.767739 + Penalty 3284.258571 = -809909.509168 nChanged 15 SP:Iteration 27Q (10787.158632 sec): 3 clusters Score: Raw -813201.798614 + Penalty 3284.258571 = -809917.540044 nChanged 10 SP:Iteration 28Q (10787.270562 sec): 3 clusters Score: Raw -813208.174097 + Penalty 3284.258571 = -809923.915527 nChanged 16 SP:Iteration 29Q (10787.363528 sec): 3 clusters Score: Raw -813218.127943 + Penalty 3284.258571 = -809933.869373 nChanged 11 SP:Iteration 30Q (10787.469263 sec): 3 clusters Score: Raw -813223.691913 + Penalty 3284.258571 = -809939.433343 nChanged 8 SP:Iteration 31Q (10787.616626 sec): 3 clusters Score: Raw -813226.664533 + Penalty 3284.258571 = -809942.405962 nChanged 3 SP:Iteration 32Q (10787.749752 sec): 3 clusters Score: Raw -813228.116757 + Penalty 3284.258571 = -809943.858187 nChanged 3 SP:Iteration 33Q (10787.880343 sec): 3 clusters Score: Raw -813229.867390 + Penalty 3284.258571 = -809945.608819 nChanged 6 SP:Iteration 34Q (10787.997215 sec): 3 clusters Score: Raw -813234.775254 + Penalty 3284.258571 = -809950.516684 nChanged 7 SP:Iteration 35Q (10788.133957 sec): 3 clusters Score: Raw -813239.708834 + Penalty 3284.258571 = -809955.450263 nChanged 7 SP:Iteration 36Q (10788.241472 sec): 3 clusters Score: Raw -813243.067233 + Penalty 3284.258571 = -809958.808662 nChanged 10 SP:Iteration 37Q (10788.367027 sec): 3 clusters Score: Raw -813247.354549 + Penalty 3284.258571 = -809963.095978 nChanged 6 SP:Iteration 38Q (10788.500605 sec): 3 clusters Score: Raw -813249.147430 + Penalty 3284.258571 = -809964.888860 nChanged 3 SP:Iteration 39Q (10788.636916 sec): 3 clusters Score: Raw -813249.952858 + Penalty 3284.258571 = -809965.694287 nChanged 0 SP:Iteration 40F (10788.760514 sec): 3 clusters Score: Raw -813249.952858 + Penalty 3284.258571 = -809965.694287 nChanged 0 Trying to split cluster 22 (887 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10788.828605 sec): 2 clusters Score: Raw -52954.138265 + Penalty 1191.266794 = -51762.871471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10788.950974 sec): 3 clusters Score: Raw -52707.479825 + Penalty 2382.533589 = -50324.946236 nChanged 275 SP:Iteration 1F (10789.056609 sec): 3 clusters Score: Raw -53003.602002 + Penalty 2382.533589 = -50621.068413 nChanged 82 SP:Iteration 2F (10789.138585 sec): 3 clusters Score: Raw -53125.373659 + Penalty 2382.533589 = -50742.840070 nChanged 52 SP:Iteration 3F (10789.233618 sec): 3 clusters Score: Raw -53199.331873 + Penalty 2382.533589 = -50816.798284 nChanged 21 SP:Iteration 4Q (10789.325051 sec): 3 clusters Score: Raw -53221.853651 + Penalty 2382.533589 = -50839.320062 nChanged 17 SP:Iteration 5Q (10789.451442 sec): 3 clusters Score: Raw -53241.682277 + Penalty 2382.533589 = -50859.148688 nChanged 15 SP:Iteration 6Q (10789.529933 sec): 3 clusters Score: Raw -53255.975272 + Penalty 2382.533589 = -50873.441683 nChanged 16 SP:Iteration 7Q (10789.636713 sec): 3 clusters Score: Raw -53272.821127 + Penalty 2382.533589 = -50890.287538 nChanged 13 SP:Iteration 8Q (10789.724662 sec): 3 clusters Score: Raw -53296.435945 + Penalty 2382.533589 = -50913.902356 nChanged 18 SP:Iteration 9Q (10789.817844 sec): 3 clusters Score: Raw -53327.502493 + Penalty 2382.533589 = -50944.968904 nChanged 14 SP:Iteration 10Q (10789.888349 sec): 3 clusters Score: Raw -53350.585574 + Penalty 2382.533589 = -50968.051985 nChanged 15 SP:Iteration 11Q (10789.966877 sec): 3 clusters Score: Raw -53374.612498 + Penalty 2382.533589 = -50992.078909 nChanged 14 SP:Iteration 12Q (10790.050870 sec): 3 clusters Score: Raw -53391.652046 + Penalty 2382.533589 = -51009.118458 nChanged 5 SP:Iteration 13Q (10790.147872 sec): 3 clusters Score: Raw -53400.807366 + Penalty 2382.533589 = -51018.273777 nChanged 9 SP:Iteration 14Q (10790.232411 sec): 3 clusters Score: Raw -53415.673907 + Penalty 2382.533589 = -51033.140319 nChanged 3 SP:Iteration 15Q (10790.330797 sec): 3 clusters Score: Raw -53419.622481 + Penalty 2382.533589 = -51037.088892 nChanged 3 SP:Iteration 16Q (10790.418265 sec): 3 clusters Score: Raw -53423.500264 + Penalty 2382.533589 = -51040.966675 nChanged 5 SP:Iteration 17Q (10790.516179 sec): 3 clusters Score: Raw -53431.383575 + Penalty 2382.533589 = -51048.849986 nChanged 8 SP:Iteration 18Q (10790.602879 sec): 3 clusters Score: Raw -53440.765882 + Penalty 2382.533589 = -51058.232293 nChanged 6 SP:Iteration 19Q (10790.701992 sec): 3 clusters Score: Raw -53455.904606 + Penalty 2382.533589 = -51073.371017 nChanged 9 SP:Iteration 20F (10790.792776 sec): 3 clusters Score: Raw -53470.033429 + Penalty 2382.533589 = -51087.499840 nChanged 5 SP:Iteration 21Q (10790.890529 sec): 3 clusters Score: Raw -53477.164845 + Penalty 2382.533589 = -51094.631256 nChanged 2 SP:Iteration 22Q (10790.999817 sec): 3 clusters Score: Raw -53483.786929 + Penalty 2382.533589 = -51101.253340 nChanged 6 SP:Iteration 23Q (10791.101783 sec): 3 clusters Score: Raw -53495.708694 + Penalty 2382.533589 = -51113.175105 nChanged 6 SP:Iteration 24Q (10791.199589 sec): 3 clusters Score: Raw -53510.655072 + Penalty 2382.533589 = -51128.121483 nChanged 9 SP:Iteration 25Q (10791.302523 sec): 3 clusters Score: Raw -53532.000786 + Penalty 2382.533589 = -51149.467198 nChanged 7 SP:Iteration 26Q (10791.402500 sec): 3 clusters Score: Raw -53547.596360 + Penalty 2382.533589 = -51165.062771 nChanged 7 SP:Iteration 27Q (10791.519918 sec): 3 clusters Score: Raw -53559.634714 + Penalty 2382.533589 = -51177.101125 nChanged 7 SP:Iteration 28Q (10791.611249 sec): 3 clusters Score: Raw -53574.322193 + Penalty 2382.533589 = -51191.788604 nChanged 5 SP:Iteration 29Q (10791.700668 sec): 3 clusters Score: Raw -53580.116106 + Penalty 2382.533589 = -51197.582517 nChanged 1 SP:Iteration 30Q (10791.795115 sec): 3 clusters Score: Raw -53581.076740 + Penalty 2382.533589 = -51198.543152 nChanged 0 SP:Iteration 31F (10791.903788 sec): 3 clusters Score: Raw -53581.076740 + Penalty 2382.533589 = -51198.543152 nChanged 0 Trying to split cluster 23 (3105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10791.963283 sec): 2 clusters Score: Raw -195437.572769 + Penalty 1411.154959 = -194026.417811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10792.060710 sec): 3 clusters Score: Raw -193965.760456 + Penalty 2822.309917 = -191143.450539 nChanged 1187 SP:Iteration 1F (10792.176496 sec): 3 clusters Score: Raw -194770.861185 + Penalty 2822.309917 = -191948.551268 nChanged 286 SP:Iteration 2F (10792.290896 sec): 3 clusters Score: Raw -195016.653197 + Penalty 2822.309917 = -192194.343280 nChanged 199 SP:Iteration 3F (10792.397182 sec): 3 clusters Score: Raw -195179.784484 + Penalty 2822.309917 = -192357.474567 nChanged 153 SP:Iteration 4Q (10792.494381 sec): 3 clusters Score: Raw -195297.913887 + Penalty 2822.309917 = -192475.603970 nChanged 116 SP:Iteration 5Q (10792.605906 sec): 3 clusters Score: Raw -195377.548662 + Penalty 2822.309917 = -192555.238745 nChanged 103 SP:Iteration 6Q (10792.700056 sec): 3 clusters Score: Raw -195442.405111 + Penalty 2822.309917 = -192620.095194 nChanged 86 SP:Iteration 7Q (10792.822849 sec): 3 clusters Score: Raw -195493.529707 + Penalty 2822.309917 = -192671.219790 nChanged 64 SP:Iteration 8Q (10792.912138 sec): 3 clusters Score: Raw -195531.301483 + Penalty 2822.309917 = -192708.991566 nChanged 52 SP:Iteration 9Q (10793.027525 sec): 3 clusters Score: Raw -195557.505474 + Penalty 2822.309917 = -192735.195557 nChanged 40 SP:Iteration 10Q (10793.138980 sec): 3 clusters Score: Raw -195574.884853 + Penalty 2822.309917 = -192752.574936 nChanged 30 SP:Iteration 11Q (10793.231928 sec): 3 clusters Score: Raw -195585.687440 + Penalty 2822.309917 = -192763.377523 nChanged 20 SP:Iteration 12Q (10793.349315 sec): 3 clusters Score: Raw -195592.592464 + Penalty 2822.309917 = -192770.282547 nChanged 16 SP:Iteration 13Q (10793.466280 sec): 3 clusters Score: Raw -195598.496628 + Penalty 2822.309917 = -192776.186711 nChanged 18 SP:Iteration 14Q (10793.592272 sec): 3 clusters Score: Raw -195605.623776 + Penalty 2822.309917 = -192783.313859 nChanged 15 SP:Iteration 15Q (10793.705958 sec): 3 clusters Score: Raw -195610.812793 + Penalty 2822.309917 = -192788.502876 nChanged 16 SP:Iteration 16Q (10793.817107 sec): 3 clusters Score: Raw -195615.384060 + Penalty 2822.309917 = -192793.074143 nChanged 10 SP:Iteration 17Q (10793.928207 sec): 3 clusters Score: Raw -195619.177697 + Penalty 2822.309917 = -192796.867780 nChanged 15 SP:Iteration 18Q (10794.026946 sec): 3 clusters Score: Raw -195625.597267 + Penalty 2822.309917 = -192803.287350 nChanged 21 SP:Iteration 19Q (10794.133274 sec): 3 clusters Score: Raw -195634.149350 + Penalty 2822.309917 = -192811.839433 nChanged 16 SP:Iteration 20F (10794.247606 sec): 3 clusters Score: Raw -195640.354195 + Penalty 2822.309917 = -192818.044278 nChanged 16 SP:Iteration 21Q (10794.391708 sec): 3 clusters Score: Raw -195645.768764 + Penalty 2822.309917 = -192823.458847 nChanged 16 SP:Iteration 22Q (10794.459931 sec): 3 clusters Score: Raw -195652.838269 + Penalty 2822.309917 = -192830.528352 nChanged 20 SP:Iteration 23Q (10794.567814 sec): 3 clusters Score: Raw -195659.420626 + Penalty 2822.309917 = -192837.110709 nChanged 14 SP:Iteration 24Q (10794.681137 sec): 3 clusters Score: Raw -195665.418908 + Penalty 2822.309917 = -192843.108991 nChanged 16 SP:Iteration 25Q (10794.770281 sec): 3 clusters Score: Raw -195669.957772 + Penalty 2822.309917 = -192847.647855 nChanged 13 SP:Iteration 26Q (10794.871387 sec): 3 clusters Score: Raw -195673.285223 + Penalty 2822.309917 = -192850.975306 nChanged 7 SP:Iteration 27Q (10794.972009 sec): 3 clusters Score: Raw -195675.888386 + Penalty 2822.309917 = -192853.578469 nChanged 10 SP:Iteration 28Q (10795.078339 sec): 3 clusters Score: Raw -195679.949733 + Penalty 2822.309917 = -192857.639816 nChanged 7 SP:Iteration 29Q (10795.176035 sec): 3 clusters Score: Raw -195682.310186 + Penalty 2822.309917 = -192860.000269 nChanged 6 SP:Iteration 30Q (10795.295174 sec): 3 clusters Score: Raw -195685.403644 + Penalty 2822.309917 = -192863.093727 nChanged 6 SP:Iteration 31Q (10795.388125 sec): 3 clusters Score: Raw -195687.244591 + Penalty 2822.309917 = -192864.934674 nChanged 1 SP:Iteration 32Q (10795.480050 sec): 3 clusters Score: Raw -195687.686298 + Penalty 2822.309917 = -192865.376381 nChanged 3 SP:Iteration 33Q (10795.602203 sec): 3 clusters Score: Raw -195688.114145 + Penalty 2822.309917 = -192865.804228 nChanged 1 SP:Iteration 34Q (10795.706226 sec): 3 clusters Score: Raw -195688.572123 + Penalty 2822.309917 = -192866.262206 nChanged 2 SP:Iteration 35Q (10795.797019 sec): 3 clusters Score: Raw -195688.955505 + Penalty 2822.309917 = -192866.645588 nChanged 2 SP:Iteration 36Q (10795.918517 sec): 3 clusters Score: Raw -195689.530263 + Penalty 2822.309917 = -192867.220346 nChanged 1 SP:Iteration 37Q (10796.006984 sec): 3 clusters Score: Raw -195689.637894 + Penalty 2822.309917 = -192867.327977 nChanged 0 SP:Iteration 38F (10796.118069 sec): 3 clusters Score: Raw -195689.637894 + Penalty 2822.309917 = -192867.327977 nChanged 0 Trying to split cluster 24 (1920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10796.173656 sec): 2 clusters Score: Raw -85601.551629 + Penalty 1326.794122 = -84274.757508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10796.263321 sec): 3 clusters Score: Raw -84810.125664 + Penalty 2653.588243 = -82156.537421 nChanged 719 SP:Iteration 1F (10796.387080 sec): 3 clusters Score: Raw -85433.525646 + Penalty 2653.588243 = -82779.937403 nChanged 175 SP:Iteration 2F (10796.478284 sec): 3 clusters Score: Raw -85737.417669 + Penalty 2653.588243 = -83083.829426 nChanged 163 SP:Iteration 3F (10796.603436 sec): 3 clusters Score: Raw -86123.884654 + Penalty 2653.588243 = -83470.296410 nChanged 170 SP:Iteration 4F (10796.702126 sec): 3 clusters Score: Raw -86487.332285 + Penalty 2653.588243 = -83833.744042 nChanged 170 SP:Iteration 5F (10796.793899 sec): 3 clusters Score: Raw -86834.436346 + Penalty 2653.588243 = -84180.848103 nChanged 123 SP:Iteration 6F (10796.875659 sec): 3 clusters Score: Raw -87011.299275 + Penalty 2653.588243 = -84357.711032 nChanged 67 SP:Iteration 7Q (10796.980394 sec): 3 clusters Score: Raw -87102.786568 + Penalty 2653.588243 = -84449.198325 nChanged 39 SP:Iteration 8Q (10797.068867 sec): 3 clusters Score: Raw -87141.348414 + Penalty 2653.588243 = -84487.760171 nChanged 29 SP:Iteration 9Q (10797.166455 sec): 3 clusters Score: Raw -87174.387540 + Penalty 2653.588243 = -84520.799297 nChanged 17 SP:Iteration 10Q (10797.279583 sec): 3 clusters Score: Raw -87189.356910 + Penalty 2653.588243 = -84535.768667 nChanged 5 SP:Iteration 11Q (10797.406374 sec): 3 clusters Score: Raw -87197.921605 + Penalty 2653.588243 = -84544.333362 nChanged 5 SP:Iteration 12Q (10797.486417 sec): 3 clusters Score: Raw -87213.441031 + Penalty 2653.588243 = -84559.852787 nChanged 8 SP:Iteration 13Q (10797.614730 sec): 3 clusters Score: Raw -87226.656236 + Penalty 2653.588243 = -84573.067992 nChanged 8 SP:Iteration 14Q (10797.691823 sec): 3 clusters Score: Raw -87236.111863 + Penalty 2653.588243 = -84582.523619 nChanged 9 SP:Iteration 15Q (10797.791220 sec): 3 clusters Score: Raw -87242.994983 + Penalty 2653.588243 = -84589.406740 nChanged 6 SP:Iteration 16Q (10797.884629 sec): 3 clusters Score: Raw -87251.985532 + Penalty 2653.588243 = -84598.397289 nChanged 6 SP:Iteration 17Q (10797.980901 sec): 3 clusters Score: Raw -87255.206720 + Penalty 2653.588243 = -84601.618476 nChanged 2 SP:Iteration 18Q (10798.066158 sec): 3 clusters Score: Raw -87256.175013 + Penalty 2653.588243 = -84602.586769 nChanged 0 SP:Iteration 19F (10798.179951 sec): 3 clusters Score: Raw -87256.175013 + Penalty 2653.588243 = -84602.586769 nChanged 0 Score: Raw -11981893.175883 + Penalty 72919.712142 = -11908973.463740 Splitting cluster 24 changes total score from -11909443.676097 to -11908973.463740 So it's not getting split. Trying to split cluster 25 (7974 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10807.325849 sec): 2 clusters Score: Raw -513957.777335 + Penalty 1576.681738 = -512381.095597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10807.456059 sec): 3 clusters Score: Raw -509577.676212 + Penalty 3153.363476 = -506424.312736 nChanged 3362 SP:Iteration 1F (10807.586614 sec): 3 clusters Score: Raw -511419.087722 + Penalty 3153.363476 = -508265.724246 nChanged 552 SP:Iteration 2F (10807.717974 sec): 3 clusters Score: Raw -511689.985474 + Penalty 3153.363476 = -508536.621997 nChanged 437 SP:Iteration 3F (10807.852439 sec): 3 clusters Score: Raw -511903.629683 + Penalty 3153.363476 = -508750.266206 nChanged 393 SP:Iteration 4Q (10807.982782 sec): 3 clusters Score: Raw -512107.297735 + Penalty 3153.363476 = -508953.934259 nChanged 394 SP:Iteration 5Q (10808.137625 sec): 3 clusters Score: Raw -512329.217003 + Penalty 3153.363476 = -509175.853527 nChanged 397 SP:Iteration 6Q (10808.269382 sec): 3 clusters Score: Raw -512571.615920 + Penalty 3153.363476 = -509418.252443 nChanged 388 SP:Iteration 7Q (10808.407276 sec): 3 clusters Score: Raw -512803.497515 + Penalty 3153.363476 = -509650.134039 nChanged 389 SP:Iteration 8Q (10808.544812 sec): 3 clusters Score: Raw -513040.845747 + Penalty 3153.363476 = -509887.482271 nChanged 373 SP:Iteration 9Q (10808.685828 sec): 3 clusters Score: Raw -513272.405025 + Penalty 3153.363476 = -510119.041549 nChanged 301 SP:Iteration 10Q (10808.788070 sec): 3 clusters Score: Raw -513457.276681 + Penalty 3153.363476 = -510303.913204 nChanged 280 SP:Iteration 11Q (10808.923551 sec): 3 clusters Score: Raw -513618.116531 + Penalty 3153.363476 = -510464.753055 nChanged 233 SP:Iteration 12Q (10809.045659 sec): 3 clusters Score: Raw -513743.578685 + Penalty 3153.363476 = -510590.215209 nChanged 212 SP:Iteration 13Q (10809.159518 sec): 3 clusters Score: Raw -513854.441222 + Penalty 3153.363476 = -510701.077746 nChanged 178 SP:Iteration 14Q (10809.269049 sec): 3 clusters Score: Raw -513960.558663 + Penalty 3153.363476 = -510807.195187 nChanged 154 SP:Iteration 15Q (10809.399957 sec): 3 clusters Score: Raw -514043.148020 + Penalty 3153.363476 = -510889.784544 nChanged 128 SP:Iteration 16Q (10809.529597 sec): 3 clusters Score: Raw -514097.696845 + Penalty 3153.363476 = -510944.333369 nChanged 109 SP:Iteration 17Q (10809.666444 sec): 3 clusters Score: Raw -514148.775354 + Penalty 3153.363476 = -510995.411878 nChanged 106 SP:Iteration 18Q (10809.771834 sec): 3 clusters Score: Raw -514192.158078 + Penalty 3153.363476 = -511038.794602 nChanged 94 SP:Iteration 19Q (10809.892659 sec): 3 clusters Score: Raw -514233.888016 + Penalty 3153.363476 = -511080.524540 nChanged 98 SP:Iteration 20F (10810.043806 sec): 3 clusters Score: Raw -514275.546139 + Penalty 3153.363476 = -511122.182663 nChanged 88 SP:Iteration 21Q (10810.138547 sec): 3 clusters Score: Raw -514323.265703 + Penalty 3153.363476 = -511169.902227 nChanged 95 SP:Iteration 22Q (10810.265944 sec): 3 clusters Score: Raw -514363.216302 + Penalty 3153.363476 = -511209.852826 nChanged 80 SP:Iteration 23Q (10810.377863 sec): 3 clusters Score: Raw -514394.255746 + Penalty 3153.363476 = -511240.892269 nChanged 72 SP:Iteration 24Q (10810.495130 sec): 3 clusters Score: Raw -514417.641633 + Penalty 3153.363476 = -511264.278156 nChanged 62 SP:Iteration 25Q (10810.624712 sec): 3 clusters Score: Raw -514435.974651 + Penalty 3153.363476 = -511282.611175 nChanged 63 SP:Iteration 26Q (10810.691365 sec): 3 clusters Score: Raw -514459.058859 + Penalty 3153.363476 = -511305.695382 nChanged 63 SP:Iteration 27Q (10810.749405 sec): 3 clusters Score: Raw -514481.688436 + Penalty 3153.363476 = -511328.324959 nChanged 55 SP:Iteration 28Q (10810.805850 sec): 3 clusters Score: Raw -514500.559811 + Penalty 3153.363476 = -511347.196334 nChanged 48 SP:Iteration 29Q (10810.951243 sec): 3 clusters Score: Raw -514513.618461 + Penalty 3153.363476 = -511360.254985 nChanged 41 SP:Iteration 30Q (10811.085004 sec): 3 clusters Score: Raw -514525.023806 + Penalty 3153.363476 = -511371.660330 nChanged 35 SP:Iteration 31Q (10811.187371 sec): 3 clusters Score: Raw -514534.329856 + Penalty 3153.363476 = -511380.966380 nChanged 35 SP:Iteration 32Q (10811.304951 sec): 3 clusters Score: Raw -514541.935384 + Penalty 3153.363476 = -511388.571908 nChanged 30 SP:Iteration 33Q (10811.411327 sec): 3 clusters Score: Raw -514547.368185 + Penalty 3153.363476 = -511394.004708 nChanged 23 SP:Iteration 34Q (10811.528926 sec): 3 clusters Score: Raw -514550.986095 + Penalty 3153.363476 = -511397.622618 nChanged 18 SP:Iteration 35Q (10811.640156 sec): 3 clusters Score: Raw -514553.978048 + Penalty 3153.363476 = -511400.614572 nChanged 16 SP:Iteration 36Q (10811.767582 sec): 3 clusters Score: Raw -514557.109453 + Penalty 3153.363476 = -511403.745977 nChanged 12 SP:Iteration 37Q (10811.889391 sec): 3 clusters Score: Raw -514559.218167 + Penalty 3153.363476 = -511405.854690 nChanged 16 SP:Iteration 38Q (10811.990244 sec): 3 clusters Score: Raw -514562.086310 + Penalty 3153.363476 = -511408.722834 nChanged 22 SP:Iteration 39Q (10812.120057 sec): 3 clusters Score: Raw -514567.247417 + Penalty 3153.363476 = -511413.883941 nChanged 24 SP:Iteration 40F (10812.235140 sec): 3 clusters Score: Raw -514574.926812 + Penalty 3153.363476 = -511421.563335 nChanged 24 SP:Iteration 41Q (10812.366850 sec): 3 clusters Score: Raw -514580.331172 + Penalty 3153.363476 = -511426.967695 nChanged 21 SP:Iteration 42Q (10812.460160 sec): 3 clusters Score: Raw -514584.719157 + Penalty 3153.363476 = -511431.355681 nChanged 21 SP:Iteration 43Q (10812.598589 sec): 3 clusters Score: Raw -514590.971717 + Penalty 3153.363476 = -511437.608241 nChanged 31 SP:Iteration 44Q (10812.698699 sec): 3 clusters Score: Raw -514600.464244 + Penalty 3153.363476 = -511447.100767 nChanged 33 SP:Iteration 45Q (10812.800968 sec): 3 clusters Score: Raw -514612.626804 + Penalty 3153.363476 = -511459.263327 nChanged 43 SP:Iteration 46Q (10812.924970 sec): 3 clusters Score: Raw -514629.333083 + Penalty 3153.363476 = -511475.969606 nChanged 51 SP:Iteration 47Q (10813.067039 sec): 3 clusters Score: Raw -514651.198499 + Penalty 3153.363476 = -511497.835022 nChanged 62 SP:Iteration 48Q (10813.172458 sec): 3 clusters Score: Raw -514675.314705 + Penalty 3153.363476 = -511521.951228 nChanged 75 SP:Iteration 49Q (10813.291691 sec): 3 clusters Score: Raw -514701.648676 + Penalty 3153.363476 = -511548.285200 nChanged 73 SP:Iteration 50Q (10813.412190 sec): 3 clusters Score: Raw -514727.415388 + Penalty 3153.363476 = -511574.051912 nChanged 70 SP:Iteration 51Q (10813.545314 sec): 3 clusters Score: Raw -514748.788835 + Penalty 3153.363476 = -511595.425358 nChanged 62 SP:Iteration 52Q (10813.661985 sec): 3 clusters Score: Raw -514768.704656 + Penalty 3153.363476 = -511615.341179 nChanged 51 SP:Iteration 53Q (10813.799095 sec): 3 clusters Score: Raw -514785.292750 + Penalty 3153.363476 = -511631.929273 nChanged 61 SP:Iteration 54Q (10813.911686 sec): 3 clusters Score: Raw -514805.842732 + Penalty 3153.363476 = -511652.479255 nChanged 65 SP:Iteration 55Q (10814.045511 sec): 3 clusters Score: Raw -514828.630971 + Penalty 3153.363476 = -511675.267495 nChanged 65 SP:Iteration 56Q (10814.133591 sec): 3 clusters Score: Raw -514850.156332 + Penalty 3153.363476 = -511696.792856 nChanged 57 SP:Iteration 57Q (10814.256459 sec): 3 clusters Score: Raw -514868.954384 + Penalty 3153.363476 = -511715.590908 nChanged 58 SP:Iteration 58Q (10814.374629 sec): 3 clusters Score: Raw -514891.236069 + Penalty 3153.363476 = -511737.872592 nChanged 66 SP:Iteration 59Q (10814.502231 sec): 3 clusters Score: Raw -514919.472648 + Penalty 3153.363476 = -511766.109172 nChanged 75 SP:Iteration 60F (10814.588220 sec): 3 clusters Score: Raw -514951.857739 + Penalty 3153.363476 = -511798.494263 nChanged 75 SP:Iteration 61Q (10814.714170 sec): 3 clusters Score: Raw -514987.069580 + Penalty 3153.363476 = -511833.706104 nChanged 80 SP:Iteration 62Q (10814.824476 sec): 3 clusters Score: Raw -515020.657110 + Penalty 3153.363476 = -511867.293634 nChanged 76 SP:Iteration 63Q (10814.966998 sec): 3 clusters Score: Raw -515058.355753 + Penalty 3153.363476 = -511904.992277 nChanged 74 SP:Iteration 64Q (10815.068070 sec): 3 clusters Score: Raw -515087.145897 + Penalty 3153.363476 = -511933.782420 nChanged 69 SP:Iteration 65Q (10815.134724 sec): 3 clusters Score: Raw -515114.277153 + Penalty 3153.363476 = -511960.913676 nChanged 71 SP:Iteration 66Q (10815.272618 sec): 3 clusters Score: Raw -515147.130575 + Penalty 3153.363476 = -511993.767099 nChanged 81 SP:Iteration 67Q (10815.373669 sec): 3 clusters Score: Raw -515189.338268 + Penalty 3153.363476 = -512035.974792 nChanged 88 SP:Iteration 68Q (10815.479787 sec): 3 clusters Score: Raw -515241.146641 + Penalty 3153.363476 = -512087.783164 nChanged 105 SP:Iteration 69Q (10815.603173 sec): 3 clusters Score: Raw -515299.491986 + Penalty 3153.363476 = -512146.128510 nChanged 100 SP:Iteration 70Q (10815.741035 sec): 3 clusters Score: Raw -515357.764480 + Penalty 3153.363476 = -512204.401004 nChanged 91 SP:Iteration 71Q (10815.837347 sec): 3 clusters Score: Raw -515402.392936 + Penalty 3153.363476 = -512249.029460 nChanged 74 SP:Iteration 72Q (10815.936077 sec): 3 clusters Score: Raw -515436.629334 + Penalty 3153.363476 = -512283.265858 nChanged 62 SP:Iteration 73Q (10816.036071 sec): 3 clusters Score: Raw -515461.454955 + Penalty 3153.363476 = -512308.091479 nChanged 50 SP:Iteration 74Q (10816.174353 sec): 3 clusters Score: Raw -515479.420742 + Penalty 3153.363476 = -512326.057266 nChanged 42 SP:Iteration 75Q (10816.258676 sec): 3 clusters Score: Raw -515493.127378 + Penalty 3153.363476 = -512339.763902 nChanged 40 SP:Iteration 76Q (10816.370544 sec): 3 clusters Score: Raw -515504.659740 + Penalty 3153.363476 = -512351.296264 nChanged 33 SP:Iteration 77Q (10816.482259 sec): 3 clusters Score: Raw -515513.055751 + Penalty 3153.363476 = -512359.692275 nChanged 23 SP:Iteration 78Q (10816.600664 sec): 3 clusters Score: Raw -515518.066244 + Penalty 3153.363476 = -512364.702768 nChanged 23 SP:Iteration 79Q (10816.718834 sec): 3 clusters Score: Raw -515524.098078 + Penalty 3153.363476 = -512370.734601 nChanged 18 SP:Iteration 80F (10816.823282 sec): 3 clusters Score: Raw -515529.351394 + Penalty 3153.363476 = -512375.987918 nChanged 14 SP:Iteration 81Q (10816.974595 sec): 3 clusters Score: Raw -515532.452729 + Penalty 3153.363476 = -512379.089253 nChanged 9 SP:Iteration 82Q (10817.075938 sec): 3 clusters Score: Raw -515533.745695 + Penalty 3153.363476 = -512380.382218 nChanged 8 SP:Iteration 83Q (10817.200904 sec): 3 clusters Score: Raw -515535.121675 + Penalty 3153.363476 = -512381.758199 nChanged 8 SP:Iteration 84Q (10817.331532 sec): 3 clusters Score: Raw -515536.593044 + Penalty 3153.363476 = -512383.229567 nChanged 3 SP:Iteration 85Q (10817.450913 sec): 3 clusters Score: Raw -515536.924870 + Penalty 3153.363476 = -512383.561394 nChanged 4 SP:Iteration 86Q (10817.568887 sec): 3 clusters Score: Raw -515537.575783 + Penalty 3153.363476 = -512384.212306 nChanged 2 SP:Iteration 87Q (10817.688728 sec): 3 clusters Score: Raw -515537.766378 + Penalty 3153.363476 = -512384.402901 nChanged 0 SP:Iteration 88F (10817.816889 sec): 3 clusters Score: Raw -515537.766378 + Penalty 3153.363476 = -512384.402901 nChanged 0 Score: Raw -11981818.541542 + Penalty 72919.712142 = -11908898.829400 Splitting cluster 25 changes total score from -11909443.676097 to -11908898.829400 So it's not getting split. Trying to split cluster 26 (5303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10826.380166 sec): 2 clusters Score: Raw -297808.105834 + Penalty 1505.092910 = -296303.012924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10826.475776 sec): 3 clusters Score: Raw -295089.102436 + Penalty 3010.185820 = -292078.916616 nChanged 2223 SP:Iteration 1F (10826.554782 sec): 3 clusters Score: Raw -296577.724468 + Penalty 3010.185820 = -293567.538648 nChanged 481 SP:Iteration 2F (10826.632314 sec): 3 clusters Score: Raw -296907.979983 + Penalty 3010.185820 = -293897.794163 nChanged 316 SP:Iteration 3F (10826.726930 sec): 3 clusters Score: Raw -297128.324782 + Penalty 3010.185820 = -294118.138962 nChanged 253 SP:Iteration 4Q (10826.834732 sec): 3 clusters Score: Raw -297309.602189 + Penalty 3010.185820 = -294299.416369 nChanged 222 SP:Iteration 5Q (10826.915414 sec): 3 clusters Score: Raw -297442.405273 + Penalty 3010.185820 = -294432.219453 nChanged 197 SP:Iteration 6Q (10827.006589 sec): 3 clusters Score: Raw -297555.285636 + Penalty 3010.185820 = -294545.099816 nChanged 143 SP:Iteration 7Q (10827.080326 sec): 3 clusters Score: Raw -297643.951655 + Penalty 3010.185820 = -294633.765835 nChanged 134 SP:Iteration 8Q (10827.196450 sec): 3 clusters Score: Raw -297731.556807 + Penalty 3010.185820 = -294721.370987 nChanged 137 SP:Iteration 9Q (10827.290701 sec): 3 clusters Score: Raw -297819.134524 + Penalty 3010.185820 = -294808.948704 nChanged 119 SP:Iteration 10Q (10827.356888 sec): 3 clusters Score: Raw -297886.708131 + Penalty 3010.185820 = -294876.522311 nChanged 105 SP:Iteration 11Q (10827.450816 sec): 3 clusters Score: Raw -297951.996935 + Penalty 3010.185820 = -294941.811115 nChanged 108 SP:Iteration 12Q (10827.522582 sec): 3 clusters Score: Raw -298019.918890 + Penalty 3010.185820 = -295009.733070 nChanged 93 SP:Iteration 13Q (10827.618094 sec): 3 clusters Score: Raw -298098.161566 + Penalty 3010.185820 = -295087.975746 nChanged 106 SP:Iteration 14Q (10827.689145 sec): 3 clusters Score: Raw -298183.378117 + Penalty 3010.185820 = -295173.192297 nChanged 96 SP:Iteration 15Q (10827.794438 sec): 3 clusters Score: Raw -298247.478979 + Penalty 3010.185820 = -295237.293159 nChanged 77 SP:Iteration 16Q (10827.866084 sec): 3 clusters Score: Raw -298290.256409 + Penalty 3010.185820 = -295280.070589 nChanged 68 SP:Iteration 17Q (10827.968531 sec): 3 clusters Score: Raw -298324.690976 + Penalty 3010.185820 = -295314.505156 nChanged 52 SP:Iteration 18Q (10828.043017 sec): 3 clusters Score: Raw -298351.458847 + Penalty 3010.185820 = -295341.273027 nChanged 42 SP:Iteration 19Q (10828.147279 sec): 3 clusters Score: Raw -298370.834815 + Penalty 3010.185820 = -295360.648995 nChanged 32 SP:Iteration 20F (10828.222731 sec): 3 clusters Score: Raw -298380.348981 + Penalty 3010.185820 = -295370.163161 nChanged 16 SP:Iteration 21Q (10828.323824 sec): 3 clusters Score: Raw -298386.916308 + Penalty 3010.185820 = -295376.730488 nChanged 16 SP:Iteration 22Q (10828.417724 sec): 3 clusters Score: Raw -298393.925127 + Penalty 3010.185820 = -295383.739307 nChanged 16 SP:Iteration 23Q (10828.510410 sec): 3 clusters Score: Raw -298400.886939 + Penalty 3010.185820 = -295390.701119 nChanged 14 SP:Iteration 24Q (10828.600381 sec): 3 clusters Score: Raw -298409.911152 + Penalty 3010.185820 = -295399.725332 nChanged 16 SP:Iteration 25Q (10828.699751 sec): 3 clusters Score: Raw -298417.704831 + Penalty 3010.185820 = -295407.519011 nChanged 19 SP:Iteration 26Q (10828.783260 sec): 3 clusters Score: Raw -298426.434736 + Penalty 3010.185820 = -295416.248916 nChanged 23 SP:Iteration 27Q (10828.873070 sec): 3 clusters Score: Raw -298437.639060 + Penalty 3010.185820 = -295427.453240 nChanged 24 SP:Iteration 28Q (10828.963463 sec): 3 clusters Score: Raw -298456.357734 + Penalty 3010.185820 = -295446.171914 nChanged 36 SP:Iteration 29Q (10829.054611 sec): 3 clusters Score: Raw -298475.004623 + Penalty 3010.185820 = -295464.818803 nChanged 31 SP:Iteration 30Q (10829.148469 sec): 3 clusters Score: Raw -298488.078579 + Penalty 3010.185820 = -295477.892759 nChanged 20 SP:Iteration 31Q (10829.240020 sec): 3 clusters Score: Raw -298497.284477 + Penalty 3010.185820 = -295487.098657 nChanged 19 SP:Iteration 32Q (10829.339883 sec): 3 clusters Score: Raw -298506.947893 + Penalty 3010.185820 = -295496.762073 nChanged 21 SP:Iteration 33Q (10829.433191 sec): 3 clusters Score: Raw -298513.949374 + Penalty 3010.185820 = -295503.763554 nChanged 18 SP:Iteration 34Q (10829.498549 sec): 3 clusters Score: Raw -298521.919644 + Penalty 3010.185820 = -295511.733824 nChanged 19 SP:Iteration 35Q (10829.609930 sec): 3 clusters Score: Raw -298527.936803 + Penalty 3010.185820 = -295517.750983 nChanged 15 SP:Iteration 36Q (10829.686733 sec): 3 clusters Score: Raw -298532.897331 + Penalty 3010.185820 = -295522.711511 nChanged 10 SP:Iteration 37Q (10829.769652 sec): 3 clusters Score: Raw -298537.062188 + Penalty 3010.185820 = -295526.876368 nChanged 10 SP:Iteration 38Q (10829.864824 sec): 3 clusters Score: Raw -298540.152294 + Penalty 3010.185820 = -295529.966474 nChanged 6 SP:Iteration 39Q (10829.954497 sec): 3 clusters Score: Raw -298541.453419 + Penalty 3010.185820 = -295531.267599 nChanged 4 SP:Iteration 40F (10830.022779 sec): 3 clusters Score: Raw -298542.883237 + Penalty 3010.185820 = -295532.697417 nChanged 4 SP:Iteration 41Q (10830.120349 sec): 3 clusters Score: Raw -298544.096794 + Penalty 3010.185820 = -295533.910974 nChanged 5 SP:Iteration 42Q (10830.212659 sec): 3 clusters Score: Raw -298545.569798 + Penalty 3010.185820 = -295535.383978 nChanged 5 SP:Iteration 43Q (10830.280820 sec): 3 clusters Score: Raw -298547.102952 + Penalty 3010.185820 = -295536.917132 nChanged 8 SP:Iteration 44Q (10830.374863 sec): 3 clusters Score: Raw -298549.855561 + Penalty 3010.185820 = -295539.669741 nChanged 7 SP:Iteration 45Q (10830.481984 sec): 3 clusters Score: Raw -298552.039257 + Penalty 3010.185820 = -295541.853437 nChanged 9 SP:Iteration 46Q (10830.576973 sec): 3 clusters Score: Raw -298555.614116 + Penalty 3010.185820 = -295545.428296 nChanged 5 SP:Iteration 47Q (10830.670135 sec): 3 clusters Score: Raw -298556.943644 + Penalty 3010.185820 = -295546.757824 nChanged 2 SP:Iteration 48Q (10830.747300 sec): 3 clusters Score: Raw -298558.130353 + Penalty 3010.185820 = -295547.944533 nChanged 5 SP:Iteration 49Q (10830.843349 sec): 3 clusters Score: Raw -298559.871959 + Penalty 3010.185820 = -295549.686139 nChanged 5 SP:Iteration 50Q (10830.959186 sec): 3 clusters Score: Raw -298561.552260 + Penalty 3010.185820 = -295551.366440 nChanged 5 SP:Iteration 51Q (10831.054181 sec): 3 clusters Score: Raw -298562.311741 + Penalty 3010.185820 = -295552.125921 nChanged 2 SP:Iteration 52Q (10831.149699 sec): 3 clusters Score: Raw -298563.228889 + Penalty 3010.185820 = -295553.043069 nChanged 3 SP:Iteration 53Q (10831.244222 sec): 3 clusters Score: Raw -298565.180403 + Penalty 3010.185820 = -295554.994583 nChanged 4 SP:Iteration 54Q (10831.321232 sec): 3 clusters Score: Raw -298566.797489 + Penalty 3010.185820 = -295556.611669 nChanged 5 SP:Iteration 55Q (10831.436497 sec): 3 clusters Score: Raw -298569.115363 + Penalty 3010.185820 = -295558.929543 nChanged 4 SP:Iteration 56Q (10831.525912 sec): 3 clusters Score: Raw -298570.675339 + Penalty 3010.185820 = -295560.489519 nChanged 2 SP:Iteration 57Q (10831.601401 sec): 3 clusters Score: Raw -298571.535770 + Penalty 3010.185820 = -295561.349950 nChanged 0 SP:Iteration 58F (10831.697683 sec): 3 clusters Score: Raw -298571.535770 + Penalty 3010.185820 = -295561.349950 nChanged 0 Trying to split cluster 27 (3570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10831.748625 sec): 2 clusters Score: Raw -212236.049292 + Penalty 1435.646314 = -210800.402978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10831.851961 sec): 3 clusters Score: Raw -210532.024662 + Penalty 2871.292627 = -207660.732035 nChanged 1403 SP:Iteration 1F (10831.922358 sec): 3 clusters Score: Raw -211611.675856 + Penalty 2871.292627 = -208740.383229 nChanged 349 SP:Iteration 2F (10832.032576 sec): 3 clusters Score: Raw -211980.258982 + Penalty 2871.292627 = -209108.966355 nChanged 248 SP:Iteration 3F (10832.112896 sec): 3 clusters Score: Raw -212243.525005 + Penalty 2871.292627 = -209372.232378 nChanged 194 SP:Iteration 4F (10832.197073 sec): 3 clusters Score: Raw -212393.656383 + Penalty 2871.292627 = -209522.363756 nChanged 134 SP:Iteration 5Q (10832.274267 sec): 3 clusters Score: Raw -212484.329322 + Penalty 2871.292627 = -209613.036695 nChanged 94 SP:Iteration 6Q (10832.368140 sec): 3 clusters Score: Raw -212532.453528 + Penalty 2871.292627 = -209661.160901 nChanged 67 SP:Iteration 7Q (10832.456885 sec): 3 clusters Score: Raw -212574.508217 + Penalty 2871.292627 = -209703.215589 nChanged 55 SP:Iteration 8Q (10832.544464 sec): 3 clusters Score: Raw -212605.693487 + Penalty 2871.292627 = -209734.400860 nChanged 61 SP:Iteration 9Q (10832.644142 sec): 3 clusters Score: Raw -212639.370623 + Penalty 2871.292627 = -209768.077996 nChanged 58 SP:Iteration 10Q (10832.738893 sec): 3 clusters Score: Raw -212662.116758 + Penalty 2871.292627 = -209790.824131 nChanged 28 SP:Iteration 11Q (10832.826427 sec): 3 clusters Score: Raw -212673.560968 + Penalty 2871.292627 = -209802.268341 nChanged 28 SP:Iteration 12Q (10832.906774 sec): 3 clusters Score: Raw -212685.997068 + Penalty 2871.292627 = -209814.704441 nChanged 26 SP:Iteration 13Q (10833.000254 sec): 3 clusters Score: Raw -212695.641861 + Penalty 2871.292627 = -209824.349234 nChanged 23 SP:Iteration 14Q (10833.083197 sec): 3 clusters Score: Raw -212706.795475 + Penalty 2871.292627 = -209835.502848 nChanged 19 SP:Iteration 15Q (10833.147071 sec): 3 clusters Score: Raw -212713.683786 + Penalty 2871.292627 = -209842.391159 nChanged 17 SP:Iteration 16Q (10833.252666 sec): 3 clusters Score: Raw -212721.742480 + Penalty 2871.292627 = -209850.449853 nChanged 15 SP:Iteration 17Q (10833.336009 sec): 3 clusters Score: Raw -212728.563152 + Penalty 2871.292627 = -209857.270525 nChanged 14 SP:Iteration 18Q (10833.422535 sec): 3 clusters Score: Raw -212736.377260 + Penalty 2871.292627 = -209865.084633 nChanged 18 SP:Iteration 19Q (10833.489789 sec): 3 clusters Score: Raw -212744.997959 + Penalty 2871.292627 = -209873.705332 nChanged 18 SP:Iteration 20F (10833.589215 sec): 3 clusters Score: Raw -212753.219140 + Penalty 2871.292627 = -209881.926513 nChanged 18 SP:Iteration 21Q (10833.676825 sec): 3 clusters Score: Raw -212761.475713 + Penalty 2871.292627 = -209890.183086 nChanged 23 SP:Iteration 22Q (10833.768112 sec): 3 clusters Score: Raw -212773.170760 + Penalty 2871.292627 = -209901.878133 nChanged 21 SP:Iteration 23Q (10833.864724 sec): 3 clusters Score: Raw -212782.685983 + Penalty 2871.292627 = -209911.393356 nChanged 22 SP:Iteration 24Q (10833.932662 sec): 3 clusters Score: Raw -212794.245872 + Penalty 2871.292627 = -209922.953245 nChanged 19 SP:Iteration 25Q (10834.020751 sec): 3 clusters Score: Raw -212804.073751 + Penalty 2871.292627 = -209932.781124 nChanged 25 SP:Iteration 26Q (10834.101888 sec): 3 clusters Score: Raw -212813.842518 + Penalty 2871.292627 = -209942.549891 nChanged 15 SP:Iteration 27Q (10834.174505 sec): 3 clusters Score: Raw -212821.131305 + Penalty 2871.292627 = -209949.838678 nChanged 16 SP:Iteration 28Q (10834.263318 sec): 3 clusters Score: Raw -212828.007066 + Penalty 2871.292627 = -209956.714439 nChanged 16 SP:Iteration 29Q (10834.364569 sec): 3 clusters Score: Raw -212835.952500 + Penalty 2871.292627 = -209964.659873 nChanged 25 SP:Iteration 30Q (10834.433653 sec): 3 clusters Score: Raw -212849.292992 + Penalty 2871.292627 = -209978.000365 nChanged 23 SP:Iteration 31Q (10834.524961 sec): 3 clusters Score: Raw -212861.346042 + Penalty 2871.292627 = -209990.053415 nChanged 24 SP:Iteration 32Q (10834.617072 sec): 3 clusters Score: Raw -212876.773196 + Penalty 2871.292627 = -210005.480569 nChanged 21 SP:Iteration 33Q (10834.708882 sec): 3 clusters Score: Raw -212887.284905 + Penalty 2871.292627 = -210015.992278 nChanged 19 SP:Iteration 34Q (10834.800150 sec): 3 clusters Score: Raw -212898.296173 + Penalty 2871.292627 = -210027.003546 nChanged 27 SP:Iteration 35Q (10834.891232 sec): 3 clusters Score: Raw -212917.511580 + Penalty 2871.292627 = -210046.218953 nChanged 29 SP:Iteration 36Q (10834.979924 sec): 3 clusters Score: Raw -212937.557706 + Penalty 2871.292627 = -210066.265079 nChanged 23 SP:Iteration 37Q (10835.071494 sec): 3 clusters Score: Raw -212957.488731 + Penalty 2871.292627 = -210086.196104 nChanged 27 SP:Iteration 38Q (10835.159834 sec): 3 clusters Score: Raw -212975.876077 + Penalty 2871.292627 = -210104.583450 nChanged 22 SP:Iteration 39Q (10835.246452 sec): 3 clusters Score: Raw -212987.455917 + Penalty 2871.292627 = -210116.163290 nChanged 14 SP:Iteration 40F (10835.336724 sec): 3 clusters Score: Raw -212997.526502 + Penalty 2871.292627 = -210126.233875 nChanged 11 SP:Iteration 41Q (10835.444440 sec): 3 clusters Score: Raw -213004.569373 + Penalty 2871.292627 = -210133.276746 nChanged 11 SP:Iteration 42Q (10835.519937 sec): 3 clusters Score: Raw -213011.085270 + Penalty 2871.292627 = -210139.792643 nChanged 16 SP:Iteration 43Q (10835.608888 sec): 3 clusters Score: Raw -213022.629510 + Penalty 2871.292627 = -210151.336883 nChanged 11 SP:Iteration 44Q (10835.718540 sec): 3 clusters Score: Raw -213037.132792 + Penalty 2871.292627 = -210165.840165 nChanged 19 SP:Iteration 45Q (10835.813676 sec): 3 clusters Score: Raw -213053.758874 + Penalty 2871.292627 = -210182.466247 nChanged 15 SP:Iteration 46Q (10835.905081 sec): 3 clusters Score: Raw -213065.168749 + Penalty 2871.292627 = -210193.876122 nChanged 10 SP:Iteration 47Q (10835.995095 sec): 3 clusters Score: Raw -213072.467763 + Penalty 2871.292627 = -210201.175136 nChanged 11 SP:Iteration 48Q (10836.077576 sec): 3 clusters Score: Raw -213084.740322 + Penalty 2871.292627 = -210213.447695 nChanged 17 SP:Iteration 49Q (10836.162493 sec): 3 clusters Score: Raw -213098.825565 + Penalty 2871.292627 = -210227.532938 nChanged 23 SP:Iteration 50Q (10836.228915 sec): 3 clusters Score: Raw -213116.686894 + Penalty 2871.292627 = -210245.394267 nChanged 19 SP:Iteration 51Q (10836.330775 sec): 3 clusters Score: Raw -213136.486651 + Penalty 2871.292627 = -210265.194024 nChanged 20 SP:Iteration 52Q (10836.411565 sec): 3 clusters Score: Raw -213154.011059 + Penalty 2871.292627 = -210282.718432 nChanged 19 SP:Iteration 53Q (10836.500547 sec): 3 clusters Score: Raw -213172.352555 + Penalty 2871.292627 = -210301.059928 nChanged 17 SP:Iteration 54Q (10836.591429 sec): 3 clusters Score: Raw -213184.550212 + Penalty 2871.292627 = -210313.257585 nChanged 12 SP:Iteration 55Q (10836.680391 sec): 3 clusters Score: Raw -213191.653665 + Penalty 2871.292627 = -210320.361037 nChanged 10 SP:Iteration 56Q (10836.767985 sec): 3 clusters Score: Raw -213200.452613 + Penalty 2871.292627 = -210329.159986 nChanged 7 SP:Iteration 57Q (10836.852537 sec): 3 clusters Score: Raw -213204.433263 + Penalty 2871.292627 = -210333.140636 nChanged 3 SP:Iteration 58Q (10836.937520 sec): 3 clusters Score: Raw -213206.417519 + Penalty 2871.292627 = -210335.124892 nChanged 2 SP:Iteration 59Q (10837.036468 sec): 3 clusters Score: Raw -213207.669676 + Penalty 2871.292627 = -210336.377049 nChanged 1 SP:Iteration 60F (10837.129164 sec): 3 clusters Score: Raw -213208.128955 + Penalty 2871.292627 = -210336.836328 nChanged 1 SP:Iteration 61Q (10837.217548 sec): 3 clusters Score: Raw -213208.523388 + Penalty 2871.292627 = -210337.230761 nChanged 2 SP:Iteration 62Q (10837.303533 sec): 3 clusters Score: Raw -213209.610985 + Penalty 2871.292627 = -210338.318358 nChanged 3 SP:Iteration 63Q (10837.381320 sec): 3 clusters Score: Raw -213211.842907 + Penalty 2871.292627 = -210340.550280 nChanged 4 SP:Iteration 64Q (10837.452617 sec): 3 clusters Score: Raw -213214.478252 + Penalty 2871.292627 = -210343.185624 nChanged 4 SP:Iteration 65Q (10837.542082 sec): 3 clusters Score: Raw -213217.262502 + Penalty 2871.292627 = -210345.969875 nChanged 3 SP:Iteration 66Q (10837.640089 sec): 3 clusters Score: Raw -213219.858615 + Penalty 2871.292627 = -210348.565987 nChanged 3 SP:Iteration 67Q (10837.734676 sec): 3 clusters Score: Raw -213220.935138 + Penalty 2871.292627 = -210349.642511 nChanged 1 SP:Iteration 68Q (10837.828172 sec): 3 clusters Score: Raw -213221.168692 + Penalty 2871.292627 = -210349.876065 nChanged 0 SP:Iteration 69F (10837.908471 sec): 3 clusters Score: Raw -213221.168692 + Penalty 2871.292627 = -210349.876065 nChanged 0 Trying to split cluster 28 (2351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10837.957520 sec): 2 clusters Score: Raw -132773.337030 + Penalty 1362.335607 = -131411.001423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10838.058639 sec): 3 clusters Score: Raw -131728.426939 + Penalty 2724.671213 = -129003.755726 nChanged 851 SP:Iteration 1F (10838.150465 sec): 3 clusters Score: Raw -132294.936714 + Penalty 2724.671213 = -129570.265501 nChanged 224 SP:Iteration 2F (10838.234207 sec): 3 clusters Score: Raw -132504.497744 + Penalty 2724.671213 = -129779.826531 nChanged 149 SP:Iteration 3F (10838.304332 sec): 3 clusters Score: Raw -132633.847343 + Penalty 2724.671213 = -129909.176130 nChanged 114 SP:Iteration 4Q (10838.412102 sec): 3 clusters Score: Raw -132758.701224 + Penalty 2724.671213 = -130034.030011 nChanged 114 SP:Iteration 5Q (10838.504930 sec): 3 clusters Score: Raw -132863.265787 + Penalty 2724.671213 = -130138.594574 nChanged 97 SP:Iteration 6Q (10838.592121 sec): 3 clusters Score: Raw -132958.496669 + Penalty 2724.671213 = -130233.825456 nChanged 70 SP:Iteration 7Q (10838.678352 sec): 3 clusters Score: Raw -133008.759507 + Penalty 2724.671213 = -130284.088294 nChanged 52 SP:Iteration 8Q (10838.763065 sec): 3 clusters Score: Raw -133050.983094 + Penalty 2724.671213 = -130326.311881 nChanged 56 SP:Iteration 9Q (10838.849620 sec): 3 clusters Score: Raw -133091.627736 + Penalty 2724.671213 = -130366.956523 nChanged 42 SP:Iteration 10Q (10838.936084 sec): 3 clusters Score: Raw -133123.361561 + Penalty 2724.671213 = -130398.690348 nChanged 39 SP:Iteration 11Q (10839.021304 sec): 3 clusters Score: Raw -133153.373332 + Penalty 2724.671213 = -130428.702119 nChanged 43 SP:Iteration 12Q (10839.112019 sec): 3 clusters Score: Raw -133183.363694 + Penalty 2724.671213 = -130458.692481 nChanged 26 SP:Iteration 13Q (10839.182087 sec): 3 clusters Score: Raw -133203.376699 + Penalty 2724.671213 = -130478.705486 nChanged 24 SP:Iteration 14Q (10839.267630 sec): 3 clusters Score: Raw -133218.418143 + Penalty 2724.671213 = -130493.746930 nChanged 19 SP:Iteration 15Q (10839.341294 sec): 3 clusters Score: Raw -133227.606392 + Penalty 2724.671213 = -130502.935179 nChanged 16 SP:Iteration 16Q (10839.430534 sec): 3 clusters Score: Raw -133237.667450 + Penalty 2724.671213 = -130512.996237 nChanged 18 SP:Iteration 17Q (10839.518880 sec): 3 clusters Score: Raw -133247.614679 + Penalty 2724.671213 = -130522.943466 nChanged 18 SP:Iteration 18Q (10839.605413 sec): 3 clusters Score: Raw -133256.064707 + Penalty 2724.671213 = -130531.393494 nChanged 14 SP:Iteration 19Q (10839.694074 sec): 3 clusters Score: Raw -133264.574712 + Penalty 2724.671213 = -130539.903499 nChanged 14 SP:Iteration 20F (10839.777694 sec): 3 clusters Score: Raw -133270.438725 + Penalty 2724.671213 = -130545.767512 nChanged 7 SP:Iteration 21Q (10839.866556 sec): 3 clusters Score: Raw -133273.040242 + Penalty 2724.671213 = -130548.369029 nChanged 4 SP:Iteration 22Q (10839.952672 sec): 3 clusters Score: Raw -133274.272862 + Penalty 2724.671213 = -130549.601649 nChanged 0 SP:Iteration 23F (10840.034453 sec): 3 clusters Score: Raw -133274.272862 + Penalty 2724.671213 = -130549.601649 nChanged 0 Trying to split cluster 29 (2163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10840.083805 sec): 2 clusters Score: Raw -71062.835653 + Penalty 1347.708625 = -69715.127028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10840.172069 sec): 3 clusters Score: Raw -70209.977157 + Penalty 2695.417251 = -67514.559906 nChanged 791 SP:Iteration 1F (10840.260909 sec): 3 clusters Score: Raw -71028.597688 + Penalty 2695.417251 = -68333.180437 nChanged 211 SP:Iteration 2F (10840.343420 sec): 3 clusters Score: Raw -71438.134915 + Penalty 2695.417251 = -68742.717664 nChanged 202 SP:Iteration 3F (10840.430534 sec): 3 clusters Score: Raw -71878.014253 + Penalty 2695.417251 = -69182.597002 nChanged 145 SP:Iteration 4F (10840.516362 sec): 3 clusters Score: Raw -72037.544616 + Penalty 2695.417251 = -69342.127366 nChanged 95 SP:Iteration 5Q (10840.604814 sec): 3 clusters Score: Raw -72160.050891 + Penalty 2695.417251 = -69464.633641 nChanged 72 SP:Iteration 6Q (10840.693473 sec): 3 clusters Score: Raw -72279.028251 + Penalty 2695.417251 = -69583.611001 nChanged 66 SP:Iteration 7Q (10840.779951 sec): 3 clusters Score: Raw -72372.254102 + Penalty 2695.417251 = -69676.836852 nChanged 55 SP:Iteration 8Q (10840.869714 sec): 3 clusters Score: Raw -72441.180949 + Penalty 2695.417251 = -69745.763699 nChanged 48 SP:Iteration 9Q (10840.958359 sec): 3 clusters Score: Raw -72495.633968 + Penalty 2695.417251 = -69800.216718 nChanged 47 SP:Iteration 10Q (10841.041556 sec): 3 clusters Score: Raw -72557.067410 + Penalty 2695.417251 = -69861.650159 nChanged 46 SP:Iteration 11Q (10841.125324 sec): 3 clusters Score: Raw -72613.056769 + Penalty 2695.417251 = -69917.639519 nChanged 34 SP:Iteration 12Q (10841.212578 sec): 3 clusters Score: Raw -72650.997608 + Penalty 2695.417251 = -69955.580358 nChanged 21 SP:Iteration 13Q (10841.312934 sec): 3 clusters Score: Raw -72668.510047 + Penalty 2695.417251 = -69973.092796 nChanged 21 SP:Iteration 14Q (10841.383552 sec): 3 clusters Score: Raw -72688.829139 + Penalty 2695.417251 = -69993.411889 nChanged 12 SP:Iteration 15Q (10841.482474 sec): 3 clusters Score: Raw -72701.865174 + Penalty 2695.417251 = -70006.447923 nChanged 12 SP:Iteration 16Q (10841.553460 sec): 3 clusters Score: Raw -72716.276328 + Penalty 2695.417251 = -70020.859078 nChanged 16 SP:Iteration 17Q (10841.638587 sec): 3 clusters Score: Raw -72728.733242 + Penalty 2695.417251 = -70033.315992 nChanged 13 SP:Iteration 18Q (10841.745325 sec): 3 clusters Score: Raw -72741.066769 + Penalty 2695.417251 = -70045.649518 nChanged 13 SP:Iteration 19Q (10841.833051 sec): 3 clusters Score: Raw -72750.130087 + Penalty 2695.417251 = -70054.712836 nChanged 13 SP:Iteration 20F (10841.915396 sec): 3 clusters Score: Raw -72762.172878 + Penalty 2695.417251 = -70066.755627 nChanged 13 SP:Iteration 21Q (10841.996954 sec): 3 clusters Score: Raw -72779.529626 + Penalty 2695.417251 = -70084.112375 nChanged 12 SP:Iteration 22Q (10842.084002 sec): 3 clusters Score: Raw -72790.000953 + Penalty 2695.417251 = -70094.583703 nChanged 10 SP:Iteration 23Q (10842.165966 sec): 3 clusters Score: Raw -72797.074705 + Penalty 2695.417251 = -70101.657455 nChanged 9 SP:Iteration 24Q (10842.254274 sec): 3 clusters Score: Raw -72807.890758 + Penalty 2695.417251 = -70112.473507 nChanged 11 SP:Iteration 25Q (10842.329311 sec): 3 clusters Score: Raw -72813.558827 + Penalty 2695.417251 = -70118.141576 nChanged 7 SP:Iteration 26Q (10842.408199 sec): 3 clusters Score: Raw -72817.545273 + Penalty 2695.417251 = -70122.128023 nChanged 5 SP:Iteration 27Q (10842.489128 sec): 3 clusters Score: Raw -72822.528366 + Penalty 2695.417251 = -70127.111116 nChanged 8 SP:Iteration 28Q (10842.572446 sec): 3 clusters Score: Raw -72829.953175 + Penalty 2695.417251 = -70134.535925 nChanged 10 SP:Iteration 29Q (10842.653579 sec): 3 clusters Score: Raw -72840.465813 + Penalty 2695.417251 = -70145.048563 nChanged 8 SP:Iteration 30Q (10842.729033 sec): 3 clusters Score: Raw -72846.242002 + Penalty 2695.417251 = -70150.824751 nChanged 6 SP:Iteration 31Q (10842.821691 sec): 3 clusters Score: Raw -72850.395403 + Penalty 2695.417251 = -70154.978152 nChanged 4 SP:Iteration 32Q (10842.915625 sec): 3 clusters Score: Raw -72854.003910 + Penalty 2695.417251 = -70158.586660 nChanged 5 SP:Iteration 33Q (10843.001461 sec): 3 clusters Score: Raw -72857.400794 + Penalty 2695.417251 = -70161.983543 nChanged 3 SP:Iteration 34Q (10843.095055 sec): 3 clusters Score: Raw -72858.518513 + Penalty 2695.417251 = -70163.101262 nChanged 2 SP:Iteration 35Q (10843.197154 sec): 3 clusters Score: Raw -72859.051202 + Penalty 2695.417251 = -70163.633952 nChanged 0 SP:Iteration 36F (10843.295112 sec): 3 clusters Score: Raw -72859.051202 + Penalty 2695.417251 = -70163.633952 nChanged 0 Score: Raw -11982034.768049 + Penalty 72919.712142 = -11909115.055906 Splitting cluster 29 changes total score from -11909443.676097 to -11909115.055906 So it's not getting split. Trying to split cluster 30 (4535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10850.384091 sec): 2 clusters Score: Raw -301716.884417 + Penalty 1477.636354 = -300239.248063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10850.476779 sec): 3 clusters Score: Raw -299451.648714 + Penalty 2955.272707 = -296496.376006 nChanged 1837 SP:Iteration 1F (10850.543720 sec): 3 clusters Score: Raw -300682.846787 + Penalty 2955.272707 = -297727.574080 nChanged 429 SP:Iteration 2F (10850.629213 sec): 3 clusters Score: Raw -301093.609462 + Penalty 2955.272707 = -298138.336755 nChanged 337 SP:Iteration 3F (10850.717910 sec): 3 clusters Score: Raw -301397.584050 + Penalty 2955.272707 = -298442.311343 nChanged 266 SP:Iteration 4F (10850.811450 sec): 3 clusters Score: Raw -301580.501638 + Penalty 2955.272707 = -298625.228931 nChanged 193 SP:Iteration 5Q (10850.912373 sec): 3 clusters Score: Raw -301690.252223 + Penalty 2955.272707 = -298734.979516 nChanged 113 SP:Iteration 6Q (10851.001143 sec): 3 clusters Score: Raw -301751.451791 + Penalty 2955.272707 = -298796.179084 nChanged 108 SP:Iteration 7Q (10851.093644 sec): 3 clusters Score: Raw -301796.641693 + Penalty 2955.272707 = -298841.368986 nChanged 70 SP:Iteration 8Q (10851.183192 sec): 3 clusters Score: Raw -301823.136589 + Penalty 2955.272707 = -298867.863882 nChanged 46 SP:Iteration 9Q (10851.291346 sec): 3 clusters Score: Raw -301839.072316 + Penalty 2955.272707 = -298883.799609 nChanged 38 SP:Iteration 10Q (10851.383254 sec): 3 clusters Score: Raw -301850.582120 + Penalty 2955.272707 = -298895.309413 nChanged 32 SP:Iteration 11Q (10851.498043 sec): 3 clusters Score: Raw -301863.627323 + Penalty 2955.272707 = -298908.354616 nChanged 39 SP:Iteration 12Q (10851.618158 sec): 3 clusters Score: Raw -301875.936645 + Penalty 2955.272707 = -298920.663937 nChanged 25 SP:Iteration 13Q (10851.692201 sec): 3 clusters Score: Raw -301884.085294 + Penalty 2955.272707 = -298928.812586 nChanged 16 SP:Iteration 14Q (10851.762676 sec): 3 clusters Score: Raw -301888.413647 + Penalty 2955.272707 = -298933.140940 nChanged 15 SP:Iteration 15Q (10851.853249 sec): 3 clusters Score: Raw -301891.255325 + Penalty 2955.272707 = -298935.982618 nChanged 6 SP:Iteration 16Q (10851.952658 sec): 3 clusters Score: Raw -301892.513667 + Penalty 2955.272707 = -298937.240960 nChanged 6 SP:Iteration 17Q (10852.055262 sec): 3 clusters Score: Raw -301893.808555 + Penalty 2955.272707 = -298938.535848 nChanged 4 SP:Iteration 18Q (10852.151984 sec): 3 clusters Score: Raw -301894.695843 + Penalty 2955.272707 = -298939.423135 nChanged 6 SP:Iteration 19Q (10852.247622 sec): 3 clusters Score: Raw -301896.453278 + Penalty 2955.272707 = -298941.180570 nChanged 5 SP:Iteration 20F (10852.358752 sec): 3 clusters Score: Raw -301897.156760 + Penalty 2955.272707 = -298941.884052 nChanged 3 SP:Iteration 21Q (10852.447495 sec): 3 clusters Score: Raw -301898.144458 + Penalty 2955.272707 = -298942.871751 nChanged 2 SP:Iteration 22Q (10852.524497 sec): 3 clusters Score: Raw -301898.373170 + Penalty 2955.272707 = -298943.100463 nChanged 0 SP:Iteration 23F (10852.606009 sec): 3 clusters Score: Raw -301898.373170 + Penalty 2955.272707 = -298943.100463 nChanged 0 Trying to split cluster 31 (9655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10852.688189 sec): 2 clusters Score: Raw -677652.626480 + Penalty 1610.253075 = -676042.373405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10852.801844 sec): 3 clusters Score: Raw -672278.336712 + Penalty 3220.506149 = -669057.830563 nChanged 4138 SP:Iteration 1F (10852.885226 sec): 3 clusters Score: Raw -674665.539282 + Penalty 3220.506149 = -671445.033133 nChanged 750 SP:Iteration 2F (10852.988644 sec): 3 clusters Score: Raw -675108.170898 + Penalty 3220.506149 = -671887.664749 nChanged 643 SP:Iteration 3F (10853.082827 sec): 3 clusters Score: Raw -675502.546585 + Penalty 3220.506149 = -672282.040436 nChanged 597 SP:Iteration 4F (10853.187504 sec): 3 clusters Score: Raw -675893.020448 + Penalty 3220.506149 = -672672.514298 nChanged 547 SP:Iteration 5F (10853.296728 sec): 3 clusters Score: Raw -676236.953259 + Penalty 3220.506149 = -673016.447110 nChanged 462 SP:Iteration 6Q (10853.407487 sec): 3 clusters Score: Raw -676507.109028 + Penalty 3220.506149 = -673286.602878 nChanged 368 SP:Iteration 7Q (10853.507521 sec): 3 clusters Score: Raw -676723.528095 + Penalty 3220.506149 = -673503.021945 nChanged 286 SP:Iteration 8Q (10853.602394 sec): 3 clusters Score: Raw -676873.154731 + Penalty 3220.506149 = -673652.648581 nChanged 229 SP:Iteration 9Q (10853.729967 sec): 3 clusters Score: Raw -676991.791948 + Penalty 3220.506149 = -673771.285799 nChanged 177 SP:Iteration 10Q (10853.822897 sec): 3 clusters Score: Raw -677086.964315 + Penalty 3220.506149 = -673866.458166 nChanged 161 SP:Iteration 11Q (10853.941638 sec): 3 clusters Score: Raw -677176.218518 + Penalty 3220.506149 = -673955.712368 nChanged 164 SP:Iteration 12Q (10854.060516 sec): 3 clusters Score: Raw -677270.246168 + Penalty 3220.506149 = -674049.740018 nChanged 134 SP:Iteration 13Q (10854.181895 sec): 3 clusters Score: Raw -677347.754441 + Penalty 3220.506149 = -674127.248291 nChanged 124 SP:Iteration 14Q (10854.283880 sec): 3 clusters Score: Raw -677432.585329 + Penalty 3220.506149 = -674212.079179 nChanged 104 SP:Iteration 15Q (10854.382291 sec): 3 clusters Score: Raw -677504.724206 + Penalty 3220.506149 = -674284.218057 nChanged 88 SP:Iteration 16Q (10854.479338 sec): 3 clusters Score: Raw -677570.877316 + Penalty 3220.506149 = -674350.371166 nChanged 87 SP:Iteration 17Q (10854.583563 sec): 3 clusters Score: Raw -677636.608818 + Penalty 3220.506149 = -674416.102668 nChanged 72 SP:Iteration 18Q (10854.693945 sec): 3 clusters Score: Raw -677694.144421 + Penalty 3220.506149 = -674473.638271 nChanged 72 SP:Iteration 19Q (10854.798316 sec): 3 clusters Score: Raw -677746.396953 + Penalty 3220.506149 = -674525.890803 nChanged 65 SP:Iteration 20F (10854.897007 sec): 3 clusters Score: Raw -677797.079530 + Penalty 3220.506149 = -674576.573381 nChanged 54 SP:Iteration 21Q (10855.005254 sec): 3 clusters Score: Raw -677843.445879 + Penalty 3220.506149 = -674622.939730 nChanged 57 SP:Iteration 22Q (10855.105080 sec): 3 clusters Score: Raw -677897.020853 + Penalty 3220.506149 = -674676.514704 nChanged 56 SP:Iteration 23Q (10855.213568 sec): 3 clusters Score: Raw -677957.621940 + Penalty 3220.506149 = -674737.115790 nChanged 41 SP:Iteration 24Q (10855.320156 sec): 3 clusters Score: Raw -677989.006804 + Penalty 3220.506149 = -674768.500655 nChanged 36 SP:Iteration 25Q (10855.433394 sec): 3 clusters Score: Raw -678011.218766 + Penalty 3220.506149 = -674790.712616 nChanged 26 SP:Iteration 26Q (10855.548441 sec): 3 clusters Score: Raw -678028.111371 + Penalty 3220.506149 = -674807.605221 nChanged 20 SP:Iteration 27Q (10855.656652 sec): 3 clusters Score: Raw -678038.097729 + Penalty 3220.506149 = -674817.591580 nChanged 12 SP:Iteration 28Q (10855.752779 sec): 3 clusters Score: Raw -678046.527939 + Penalty 3220.506149 = -674826.021789 nChanged 10 SP:Iteration 29Q (10855.880808 sec): 3 clusters Score: Raw -678052.902333 + Penalty 3220.506149 = -674832.396183 nChanged 24 SP:Iteration 30Q (10855.974470 sec): 3 clusters Score: Raw -678065.411904 + Penalty 3220.506149 = -674844.905755 nChanged 15 SP:Iteration 31Q (10856.070829 sec): 3 clusters Score: Raw -678074.580905 + Penalty 3220.506149 = -674854.074756 nChanged 17 SP:Iteration 32Q (10856.173864 sec): 3 clusters Score: Raw -678084.230425 + Penalty 3220.506149 = -674863.724275 nChanged 15 SP:Iteration 33Q (10856.289137 sec): 3 clusters Score: Raw -678096.747195 + Penalty 3220.506149 = -674876.241046 nChanged 12 SP:Iteration 34Q (10856.403809 sec): 3 clusters Score: Raw -678102.751952 + Penalty 3220.506149 = -674882.245803 nChanged 8 SP:Iteration 35Q (10856.506827 sec): 3 clusters Score: Raw -678106.760329 + Penalty 3220.506149 = -674886.254180 nChanged 9 SP:Iteration 36Q (10856.600565 sec): 3 clusters Score: Raw -678109.630128 + Penalty 3220.506149 = -674889.123979 nChanged 6 SP:Iteration 37Q (10856.712800 sec): 3 clusters Score: Raw -678111.956289 + Penalty 3220.506149 = -674891.450140 nChanged 4 SP:Iteration 38Q (10856.850245 sec): 3 clusters Score: Raw -678114.072639 + Penalty 3220.506149 = -674893.566489 nChanged 2 SP:Iteration 39Q (10856.940254 sec): 3 clusters Score: Raw -678114.623966 + Penalty 3220.506149 = -674894.117817 nChanged 4 SP:Iteration 40F (10857.049816 sec): 3 clusters Score: Raw -678115.898547 + Penalty 3220.506149 = -674895.392397 nChanged 5 SP:Iteration 41Q (10857.150385 sec): 3 clusters Score: Raw -678117.431058 + Penalty 3220.506149 = -674896.924909 nChanged 5 SP:Iteration 42Q (10857.262036 sec): 3 clusters Score: Raw -678119.380843 + Penalty 3220.506149 = -674898.874694 nChanged 2 SP:Iteration 43Q (10857.397418 sec): 3 clusters Score: Raw -678120.030504 + Penalty 3220.506149 = -674899.524354 nChanged 3 SP:Iteration 44Q (10857.498953 sec): 3 clusters Score: Raw -678121.604388 + Penalty 3220.506149 = -674901.098239 nChanged 4 SP:Iteration 45Q (10857.611539 sec): 3 clusters Score: Raw -678122.717616 + Penalty 3220.506149 = -674902.211467 nChanged 4 SP:Iteration 46Q (10857.752038 sec): 3 clusters Score: Raw -678123.894434 + Penalty 3220.506149 = -674903.388285 nChanged 2 SP:Iteration 47Q (10857.836158 sec): 3 clusters Score: Raw -678124.740237 + Penalty 3220.506149 = -674904.234087 nChanged 0 SP:Iteration 48F (10857.959369 sec): 3 clusters Score: Raw -678124.740237 + Penalty 3220.506149 = -674904.234087 nChanged 0 Trying to split cluster 32 (4112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10858.032350 sec): 2 clusters Score: Raw -259245.274632 + Penalty 1460.452174 = -257784.822458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10858.188227 sec): 3 clusters Score: Raw -257173.887559 + Penalty 2920.904347 = -254252.983211 nChanged 1625 SP:Iteration 1F (10858.275706 sec): 3 clusters Score: Raw -258231.150104 + Penalty 2920.904347 = -255310.245757 nChanged 369 SP:Iteration 2F (10858.391808 sec): 3 clusters Score: Raw -258565.940317 + Penalty 2920.904347 = -255645.035970 nChanged 320 SP:Iteration 3F (10858.501783 sec): 3 clusters Score: Raw -258853.865149 + Penalty 2920.904347 = -255932.960801 nChanged 272 SP:Iteration 4F (10858.595899 sec): 3 clusters Score: Raw -259110.784359 + Penalty 2920.904347 = -256189.880012 nChanged 232 SP:Iteration 5F (10858.726916 sec): 3 clusters Score: Raw -259334.862204 + Penalty 2920.904347 = -256413.957856 nChanged 207 SP:Iteration 6F (10858.825011 sec): 3 clusters Score: Raw -259520.195209 + Penalty 2920.904347 = -256599.290861 nChanged 154 SP:Iteration 7Q (10858.948692 sec): 3 clusters Score: Raw -259638.389577 + Penalty 2920.904347 = -256717.485229 nChanged 113 SP:Iteration 8Q (10859.051691 sec): 3 clusters Score: Raw -259706.292364 + Penalty 2920.904347 = -256785.388016 nChanged 81 SP:Iteration 9Q (10859.166582 sec): 3 clusters Score: Raw -259751.742808 + Penalty 2920.904347 = -256830.838461 nChanged 64 SP:Iteration 10Q (10859.248135 sec): 3 clusters Score: Raw -259781.413818 + Penalty 2920.904347 = -256860.509470 nChanged 47 SP:Iteration 11Q (10859.344956 sec): 3 clusters Score: Raw -259803.884319 + Penalty 2920.904347 = -256882.979971 nChanged 48 SP:Iteration 12Q (10859.433635 sec): 3 clusters Score: Raw -259823.759979 + Penalty 2920.904347 = -256902.855632 nChanged 33 SP:Iteration 13Q (10859.543335 sec): 3 clusters Score: Raw -259836.874370 + Penalty 2920.904347 = -256915.970023 nChanged 25 SP:Iteration 14Q (10859.625246 sec): 3 clusters Score: Raw -259848.242798 + Penalty 2920.904347 = -256927.338450 nChanged 31 SP:Iteration 15Q (10859.721315 sec): 3 clusters Score: Raw -259856.852638 + Penalty 2920.904347 = -256935.948291 nChanged 15 SP:Iteration 16Q (10859.810941 sec): 3 clusters Score: Raw -259860.781836 + Penalty 2920.904347 = -256939.877489 nChanged 8 SP:Iteration 17Q (10859.948101 sec): 3 clusters Score: Raw -259862.830007 + Penalty 2920.904347 = -256941.925660 nChanged 4 SP:Iteration 18Q (10860.052279 sec): 3 clusters Score: Raw -259863.732390 + Penalty 2920.904347 = -256942.828043 nChanged 2 SP:Iteration 19Q (10860.172976 sec): 3 clusters Score: Raw -259864.138186 + Penalty 2920.904347 = -256943.233838 nChanged 1 SP:Iteration 20F (10860.253284 sec): 3 clusters Score: Raw -259864.345561 + Penalty 2920.904347 = -256943.441214 nChanged 1 SP:Iteration 21Q (10860.352134 sec): 3 clusters Score: Raw -259864.510382 + Penalty 2920.904347 = -256943.606035 nChanged 2 SP:Iteration 22Q (10860.467519 sec): 3 clusters Score: Raw -259864.963078 + Penalty 2920.904347 = -256944.058731 nChanged 3 SP:Iteration 23Q (10860.554009 sec): 3 clusters Score: Raw -259865.502053 + Penalty 2920.904347 = -256944.597706 nChanged 0 SP:Iteration 24F (10860.651852 sec): 3 clusters Score: Raw -259865.502053 + Penalty 2920.904347 = -256944.597706 nChanged 0 Trying to split cluster 33 (3760 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10860.713716 sec): 2 clusters Score: Raw -207662.100138 + Penalty 1444.746578 = -206217.353559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10860.846726 sec): 3 clusters Score: Raw -205848.260978 + Penalty 2889.493157 = -202958.767821 nChanged 1465 SP:Iteration 1F (10860.957247 sec): 3 clusters Score: Raw -206719.191918 + Penalty 2889.493157 = -203829.698761 nChanged 311 SP:Iteration 2F (10861.065062 sec): 3 clusters Score: Raw -206956.508052 + Penalty 2889.493157 = -204067.014895 nChanged 241 SP:Iteration 3F (10861.186100 sec): 3 clusters Score: Raw -207113.808136 + Penalty 2889.493157 = -204224.314979 nChanged 186 SP:Iteration 4Q (10861.287337 sec): 3 clusters Score: Raw -207226.518017 + Penalty 2889.493157 = -204337.024860 nChanged 144 SP:Iteration 5Q (10861.393086 sec): 3 clusters Score: Raw -207310.289905 + Penalty 2889.493157 = -204420.796748 nChanged 112 SP:Iteration 6Q (10861.523011 sec): 3 clusters Score: Raw -207363.821750 + Penalty 2889.493157 = -204474.328593 nChanged 75 SP:Iteration 7Q (10861.622718 sec): 3 clusters Score: Raw -207397.010485 + Penalty 2889.493157 = -204507.517329 nChanged 69 SP:Iteration 8Q (10861.755345 sec): 3 clusters Score: Raw -207434.946957 + Penalty 2889.493157 = -204545.453800 nChanged 70 SP:Iteration 9Q (10861.865596 sec): 3 clusters Score: Raw -207471.632153 + Penalty 2889.493157 = -204582.138996 nChanged 71 SP:Iteration 10Q (10861.959529 sec): 3 clusters Score: Raw -207504.874010 + Penalty 2889.493157 = -204615.380853 nChanged 74 SP:Iteration 11Q (10862.070813 sec): 3 clusters Score: Raw -207548.471606 + Penalty 2889.493157 = -204658.978449 nChanged 78 SP:Iteration 12Q (10862.177076 sec): 3 clusters Score: Raw -207580.930344 + Penalty 2889.493157 = -204691.437187 nChanged 58 SP:Iteration 13Q (10862.286732 sec): 3 clusters Score: Raw -207605.433891 + Penalty 2889.493157 = -204715.940734 nChanged 49 SP:Iteration 14Q (10862.380618 sec): 3 clusters Score: Raw -207629.254169 + Penalty 2889.493157 = -204739.761012 nChanged 51 SP:Iteration 15Q (10862.506465 sec): 3 clusters Score: Raw -207652.118407 + Penalty 2889.493157 = -204762.625250 nChanged 51 SP:Iteration 16Q (10862.599287 sec): 3 clusters Score: Raw -207679.824062 + Penalty 2889.493157 = -204790.330905 nChanged 46 SP:Iteration 17Q (10862.712060 sec): 3 clusters Score: Raw -207705.812703 + Penalty 2889.493157 = -204816.319546 nChanged 53 SP:Iteration 18Q (10862.809061 sec): 3 clusters Score: Raw -207729.618940 + Penalty 2889.493157 = -204840.125783 nChanged 39 SP:Iteration 19Q (10862.884578 sec): 3 clusters Score: Raw -207747.746725 + Penalty 2889.493157 = -204858.253568 nChanged 41 SP:Iteration 20F (10863.009470 sec): 3 clusters Score: Raw -207764.941349 + Penalty 2889.493157 = -204875.448192 nChanged 35 SP:Iteration 21Q (10863.111488 sec): 3 clusters Score: Raw -207778.296148 + Penalty 2889.493157 = -204888.802991 nChanged 31 SP:Iteration 22Q (10863.211353 sec): 3 clusters Score: Raw -207791.424622 + Penalty 2889.493157 = -204901.931465 nChanged 30 SP:Iteration 23Q (10863.326502 sec): 3 clusters Score: Raw -207803.381052 + Penalty 2889.493157 = -204913.887895 nChanged 35 SP:Iteration 24Q (10863.427419 sec): 3 clusters Score: Raw -207816.512215 + Penalty 2889.493157 = -204927.019058 nChanged 32 SP:Iteration 25Q (10863.521721 sec): 3 clusters Score: Raw -207827.318459 + Penalty 2889.493157 = -204937.825302 nChanged 23 SP:Iteration 26Q (10863.617447 sec): 3 clusters Score: Raw -207835.675192 + Penalty 2889.493157 = -204946.182035 nChanged 20 SP:Iteration 27Q (10863.732435 sec): 3 clusters Score: Raw -207844.494601 + Penalty 2889.493157 = -204955.001444 nChanged 22 SP:Iteration 28Q (10863.835968 sec): 3 clusters Score: Raw -207853.974766 + Penalty 2889.493157 = -204964.481609 nChanged 20 SP:Iteration 29Q (10863.949883 sec): 3 clusters Score: Raw -207861.578143 + Penalty 2889.493157 = -204972.084986 nChanged 16 SP:Iteration 30Q (10864.034928 sec): 3 clusters Score: Raw -207866.044040 + Penalty 2889.493157 = -204976.550883 nChanged 11 SP:Iteration 31Q (10864.154931 sec): 3 clusters Score: Raw -207870.431647 + Penalty 2889.493157 = -204980.938490 nChanged 8 SP:Iteration 32Q (10864.277549 sec): 3 clusters Score: Raw -207872.342887 + Penalty 2889.493157 = -204982.849730 nChanged 3 SP:Iteration 33Q (10864.370947 sec): 3 clusters Score: Raw -207872.666150 + Penalty 2889.493157 = -204983.172993 nChanged 2 SP:Iteration 34Q (10864.479645 sec): 3 clusters Score: Raw -207873.531394 + Penalty 2889.493157 = -204984.038237 nChanged 3 SP:Iteration 35Q (10864.599144 sec): 3 clusters Score: Raw -207873.853919 + Penalty 2889.493157 = -204984.360762 nChanged 1 SP:Iteration 36Q (10864.713963 sec): 3 clusters Score: Raw -207874.135864 + Penalty 2889.493157 = -204984.642707 nChanged 0 SP:Iteration 37F (10864.850568 sec): 3 clusters Score: Raw -207874.135864 + Penalty 2889.493157 = -204984.642707 nChanged 0 Iteration 219Q (10870.435604 sec): 34 clusters Score: Raw -11980242.880625 + Penalty 70775.014726 = -11909467.865898 nChanged 137 Iteration 220F (10879.153199 sec): 34 clusters Score: Raw -11980266.087704 + Penalty 70775.014726 = -11909491.072977 nChanged 134 Iteration 221Q (10884.140360 sec): 34 clusters Score: Raw -11980290.273904 + Penalty 70775.014726 = -11909515.259177 nChanged 110 Iteration 222Q (10888.919677 sec): 34 clusters Score: Raw -11980307.878152 + Penalty 70775.014726 = -11909532.863426 nChanged 91 Iteration 223Q (10893.667260 sec): 34 clusters Score: Raw -11980320.325350 + Penalty 70775.014726 = -11909545.310624 nChanged 70 Iteration 224Q (10898.447093 sec): 34 clusters Score: Raw -11980329.923253 + Penalty 70775.014726 = -11909554.908526 nChanged 74 Iteration 225Q (10903.289187 sec): 34 clusters Score: Raw -11980339.024186 + Penalty 70775.014726 = -11909564.009459 nChanged 58 Iteration 226Q (10908.202230 sec): 34 clusters Score: Raw -11980345.680356 + Penalty 70775.014726 = -11909570.665630 nChanged 55 Iteration 227Q (10913.058291 sec): 34 clusters Score: Raw -11980355.250163 + Penalty 70775.014726 = -11909580.235436 nChanged 63 Iteration 228Q (10917.827499 sec): 34 clusters Score: Raw -11980365.219085 + Penalty 70775.014726 = -11909590.204358 nChanged 56 Iteration 229Q (10922.630230 sec): 34 clusters Score: Raw -11980373.135471 + Penalty 70775.014726 = -11909598.120745 nChanged 60 Iteration 230Q (10927.573343 sec): 34 clusters Score: Raw -11980381.807480 + Penalty 70775.014726 = -11909606.792753 nChanged 58 Iteration 231Q (10932.648608 sec): 34 clusters Score: Raw -11980389.692506 + Penalty 70775.014726 = -11909614.677779 nChanged 59 Iteration 232Q (10937.579412 sec): 34 clusters Score: Raw -11980397.336505 + Penalty 70775.014726 = -11909622.321779 nChanged 59 Iteration 233Q (10942.347539 sec): 34 clusters Score: Raw -11980404.303433 + Penalty 70775.014726 = -11909629.288707 nChanged 44 Iteration 234Q (10947.259554 sec): 34 clusters Score: Raw -11980409.714416 + Penalty 70775.014726 = -11909634.699689 nChanged 40 Iteration 235Q (10952.168191 sec): 34 clusters Score: Raw -11980413.870045 + Penalty 70775.014726 = -11909638.855319 nChanged 30 Iteration 236Q (10957.210006 sec): 34 clusters Score: Raw -11980416.270062 + Penalty 70775.014726 = -11909641.255336 nChanged 32 Iteration 237Q (10961.905643 sec): 34 clusters Score: Raw -11980418.673985 + Penalty 70775.014726 = -11909643.659258 nChanged 15 Iteration 238Q (10966.610300 sec): 34 clusters Score: Raw -11980420.027188 + Penalty 70775.014726 = -11909645.012462 nChanged 24 Iteration 239Q (10971.474212 sec): 34 clusters Score: Raw -11980422.205603 + Penalty 70775.014726 = -11909647.190877 nChanged 24 Iteration 240F (10978.770841 sec): 34 clusters Score: Raw -11980424.781675 + Penalty 70775.014726 = -11909649.766949 nChanged 22 Iteration 241Q (10983.647402 sec): 34 clusters Score: Raw -11980426.936392 + Penalty 70775.014726 = -11909651.921666 nChanged 25 Iteration 242Q (10988.419508 sec): 34 clusters Score: Raw -11980429.151278 + Penalty 70775.014726 = -11909654.136552 nChanged 19 Iteration 243Q (10993.071786 sec): 34 clusters Score: Raw -11980431.033275 + Penalty 70775.014726 = -11909656.018549 nChanged 25 Iteration 244Q (10997.772474 sec): 34 clusters Score: Raw -11980433.249453 + Penalty 70775.014726 = -11909658.234727 nChanged 21 Iteration 245Q (11002.593847 sec): 34 clusters Score: Raw -11980435.575145 + Penalty 70775.014726 = -11909660.560419 nChanged 21 Iteration 246Q (11007.369212 sec): 34 clusters Score: Raw -11980439.171598 + Penalty 70775.014726 = -11909664.156872 nChanged 20 Iteration 247Q (11012.061321 sec): 34 clusters Score: Raw -11980442.517629 + Penalty 70775.014726 = -11909667.502903 nChanged 23 Iteration 248Q (11016.617254 sec): 34 clusters Score: Raw -11980445.038498 + Penalty 70775.014726 = -11909670.023772 nChanged 15 Iteration 249Q (11021.368656 sec): 34 clusters Score: Raw -11980447.893357 + Penalty 70775.014726 = -11909672.878631 nChanged 18 Iteration 250Q (11026.139343 sec): 34 clusters Score: Raw -11980450.735496 + Penalty 70775.014726 = -11909675.720770 nChanged 20 Iteration 251Q (11030.645418 sec): 34 clusters Score: Raw -11980453.036362 + Penalty 70775.014726 = -11909678.021636 nChanged 8 Iteration 252Q (11035.265613 sec): 34 clusters Score: Raw -11980454.521225 + Penalty 70775.014726 = -11909679.506499 nChanged 6 Iteration 253Q (11039.726759 sec): 34 clusters Score: Raw -11980455.203475 + Penalty 70775.014726 = -11909680.188748 nChanged 8 Iteration 254Q (11044.029317 sec): 34 clusters Score: Raw -11980455.803312 + Penalty 70775.014726 = -11909680.788585 nChanged 5 Iteration 255Q (11048.540649 sec): 34 clusters Score: Raw -11980456.164312 + Penalty 70775.014726 = -11909681.149586 nChanged 2 Iteration 256Q (11052.769816 sec): 34 clusters Score: Raw -11980456.357826 + Penalty 70775.014726 = -11909681.343100 nChanged 2 Iteration 257Q (11057.270303 sec): 34 clusters Score: Raw -11980456.557857 + Penalty 70775.014726 = -11909681.543130 nChanged 2 Iteration 258Q (11061.501060 sec): 34 clusters Score: Raw -11980456.751551 + Penalty 70775.014726 = -11909681.736824 nChanged 2 Writing temp clu file Because OldScore, -11909681.543130, is greater than current (better) Score,-11909681.736824 Compute initial score before splitting: Score: Raw -11980456.751551 + Penalty 70775.014726 = -11909681.736824 Trying to split cluster 1 (3756 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11061.736314 sec): 2 clusters Score: Raw -190700.012466 + Penalty 1444.559777 = -189255.452689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11061.800294 sec): 3 clusters Score: Raw -188859.422721 + Penalty 2889.119554 = -185970.303167 nChanged 1436 SP:Iteration 1F (11061.902074 sec): 3 clusters Score: Raw -189810.113939 + Penalty 2889.119554 = -186920.994385 nChanged 335 SP:Iteration 2F (11061.979977 sec): 3 clusters Score: Raw -190123.685743 + Penalty 2889.119554 = -187234.566189 nChanged 294 SP:Iteration 3F (11062.077438 sec): 3 clusters Score: Raw -190388.626640 + Penalty 2889.119554 = -187499.507086 nChanged 236 SP:Iteration 4F (11062.176067 sec): 3 clusters Score: Raw -190611.397994 + Penalty 2889.119554 = -187722.278440 nChanged 207 SP:Iteration 5F (11062.251984 sec): 3 clusters Score: Raw -190788.854404 + Penalty 2889.119554 = -187899.734850 nChanged 166 SP:Iteration 6Q (11062.335841 sec): 3 clusters Score: Raw -190937.570302 + Penalty 2889.119554 = -188048.450748 nChanged 156 SP:Iteration 7Q (11062.433339 sec): 3 clusters Score: Raw -191095.567721 + Penalty 2889.119554 = -188206.448167 nChanged 152 SP:Iteration 8Q (11062.534154 sec): 3 clusters Score: Raw -191228.716490 + Penalty 2889.119554 = -188339.596936 nChanged 112 SP:Iteration 9Q (11062.615396 sec): 3 clusters Score: Raw -191310.323806 + Penalty 2889.119554 = -188421.204252 nChanged 86 SP:Iteration 10Q (11062.707950 sec): 3 clusters Score: Raw -191376.839882 + Penalty 2889.119554 = -188487.720328 nChanged 85 SP:Iteration 11Q (11062.828327 sec): 3 clusters Score: Raw -191436.175613 + Penalty 2889.119554 = -188547.056059 nChanged 66 SP:Iteration 12Q (11062.947493 sec): 3 clusters Score: Raw -191469.218399 + Penalty 2889.119554 = -188580.098846 nChanged 54 SP:Iteration 13Q (11063.024599 sec): 3 clusters Score: Raw -191494.155478 + Penalty 2889.119554 = -188605.035924 nChanged 45 SP:Iteration 14Q (11063.114696 sec): 3 clusters Score: Raw -191515.593647 + Penalty 2889.119554 = -188626.474093 nChanged 37 SP:Iteration 15Q (11063.224535 sec): 3 clusters Score: Raw -191530.900054 + Penalty 2889.119554 = -188641.780500 nChanged 21 SP:Iteration 16Q (11063.311142 sec): 3 clusters Score: Raw -191540.069795 + Penalty 2889.119554 = -188650.950241 nChanged 16 SP:Iteration 17Q (11063.423316 sec): 3 clusters Score: Raw -191547.082921 + Penalty 2889.119554 = -188657.963368 nChanged 15 SP:Iteration 18Q (11063.517919 sec): 3 clusters Score: Raw -191552.979997 + Penalty 2889.119554 = -188663.860443 nChanged 17 SP:Iteration 19Q (11063.616064 sec): 3 clusters Score: Raw -191557.475450 + Penalty 2889.119554 = -188668.355896 nChanged 15 SP:Iteration 20F (11063.723589 sec): 3 clusters Score: Raw -191561.684885 + Penalty 2889.119554 = -188672.565331 nChanged 11 SP:Iteration 21Q (11063.809495 sec): 3 clusters Score: Raw -191564.078262 + Penalty 2889.119554 = -188674.958709 nChanged 5 SP:Iteration 22Q (11063.884989 sec): 3 clusters Score: Raw -191565.168444 + Penalty 2889.119554 = -188676.048890 nChanged 6 SP:Iteration 23Q (11063.963052 sec): 3 clusters Score: Raw -191566.723713 + Penalty 2889.119554 = -188677.604159 nChanged 1 SP:Iteration 24Q (11064.041384 sec): 3 clusters Score: Raw -191566.898313 + Penalty 2889.119554 = -188677.778759 nChanged 0 SP:Iteration 25F (11064.125584 sec): 3 clusters Score: Raw -191566.898313 + Penalty 2889.119554 = -188677.778759 nChanged 0 Trying to split cluster 2 (8313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11064.209136 sec): 2 clusters Score: Raw -535422.259068 + Penalty 1583.988559 = -533838.270509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11064.320187 sec): 3 clusters Score: Raw -530811.258868 + Penalty 3167.977118 = -527643.281751 nChanged 3508 SP:Iteration 1F (11064.413265 sec): 3 clusters Score: Raw -532788.980040 + Penalty 3167.977118 = -529621.002923 nChanged 565 SP:Iteration 2F (11064.522482 sec): 3 clusters Score: Raw -533093.355426 + Penalty 3167.977118 = -529925.378308 nChanged 459 SP:Iteration 3F (11064.620897 sec): 3 clusters Score: Raw -533339.124315 + Penalty 3167.977118 = -530171.147198 nChanged 417 SP:Iteration 4F (11064.724580 sec): 3 clusters Score: Raw -533567.677006 + Penalty 3167.977118 = -530399.699889 nChanged 406 SP:Iteration 5Q (11064.848733 sec): 3 clusters Score: Raw -533808.515736 + Penalty 3167.977118 = -530640.538619 nChanged 386 SP:Iteration 6Q (11064.952043 sec): 3 clusters Score: Raw -534073.065133 + Penalty 3167.977118 = -530905.088015 nChanged 414 SP:Iteration 7Q (11065.042547 sec): 3 clusters Score: Raw -534355.136128 + Penalty 3167.977118 = -531187.159010 nChanged 404 SP:Iteration 8Q (11065.156330 sec): 3 clusters Score: Raw -534636.950255 + Penalty 3167.977118 = -531468.973137 nChanged 398 SP:Iteration 9Q (11065.260352 sec): 3 clusters Score: Raw -534870.371298 + Penalty 3167.977118 = -531702.394180 nChanged 313 SP:Iteration 10Q (11065.357125 sec): 3 clusters Score: Raw -535033.277342 + Penalty 3167.977118 = -531865.300225 nChanged 216 SP:Iteration 11Q (11065.474504 sec): 3 clusters Score: Raw -535129.657500 + Penalty 3167.977118 = -531961.680383 nChanged 175 SP:Iteration 12Q (11065.604068 sec): 3 clusters Score: Raw -535199.091525 + Penalty 3167.977118 = -532031.114407 nChanged 156 SP:Iteration 13Q (11065.710464 sec): 3 clusters Score: Raw -535262.621721 + Penalty 3167.977118 = -532094.644603 nChanged 129 SP:Iteration 14Q (11065.797146 sec): 3 clusters Score: Raw -535307.473593 + Penalty 3167.977118 = -532139.496475 nChanged 111 SP:Iteration 15Q (11065.930483 sec): 3 clusters Score: Raw -535346.983997 + Penalty 3167.977118 = -532179.006880 nChanged 110 SP:Iteration 16Q (11066.043769 sec): 3 clusters Score: Raw -535380.631454 + Penalty 3167.977118 = -532212.654336 nChanged 77 SP:Iteration 17Q (11066.163327 sec): 3 clusters Score: Raw -535400.195096 + Penalty 3167.977118 = -532232.217978 nChanged 68 SP:Iteration 18Q (11066.280556 sec): 3 clusters Score: Raw -535418.416019 + Penalty 3167.977118 = -532250.438901 nChanged 70 SP:Iteration 19Q (11066.377108 sec): 3 clusters Score: Raw -535436.343149 + Penalty 3167.977118 = -532268.366032 nChanged 59 SP:Iteration 20F (11066.492422 sec): 3 clusters Score: Raw -535450.979980 + Penalty 3167.977118 = -532283.002862 nChanged 49 SP:Iteration 21Q (11066.618663 sec): 3 clusters Score: Raw -535461.190726 + Penalty 3167.977118 = -532293.213609 nChanged 34 SP:Iteration 22Q (11066.736352 sec): 3 clusters Score: Raw -535467.524026 + Penalty 3167.977118 = -532299.546909 nChanged 28 SP:Iteration 23Q (11066.863270 sec): 3 clusters Score: Raw -535473.552691 + Penalty 3167.977118 = -532305.575574 nChanged 30 SP:Iteration 24Q (11066.976170 sec): 3 clusters Score: Raw -535478.357775 + Penalty 3167.977118 = -532310.380657 nChanged 29 SP:Iteration 25Q (11067.121848 sec): 3 clusters Score: Raw -535483.600190 + Penalty 3167.977118 = -532315.623073 nChanged 18 SP:Iteration 26Q (11067.226829 sec): 3 clusters Score: Raw -535486.435412 + Penalty 3167.977118 = -532318.458294 nChanged 22 SP:Iteration 27Q (11067.331806 sec): 3 clusters Score: Raw -535489.908701 + Penalty 3167.977118 = -532321.931584 nChanged 24 SP:Iteration 28Q (11067.448075 sec): 3 clusters Score: Raw -535494.929003 + Penalty 3167.977118 = -532326.951885 nChanged 23 SP:Iteration 29Q (11067.553422 sec): 3 clusters Score: Raw -535499.066671 + Penalty 3167.977118 = -532331.089553 nChanged 20 SP:Iteration 30Q (11067.690598 sec): 3 clusters Score: Raw -535503.018146 + Penalty 3167.977118 = -532335.041029 nChanged 24 SP:Iteration 31Q (11067.799574 sec): 3 clusters Score: Raw -535506.897619 + Penalty 3167.977118 = -532338.920502 nChanged 17 SP:Iteration 32Q (11067.911964 sec): 3 clusters Score: Raw -535509.419196 + Penalty 3167.977118 = -532341.442078 nChanged 11 SP:Iteration 33Q (11068.026760 sec): 3 clusters Score: Raw -535511.071189 + Penalty 3167.977118 = -532343.094071 nChanged 15 SP:Iteration 34Q (11068.162384 sec): 3 clusters Score: Raw -535514.000661 + Penalty 3167.977118 = -532346.023543 nChanged 21 SP:Iteration 35Q (11068.275590 sec): 3 clusters Score: Raw -535518.012282 + Penalty 3167.977118 = -532350.035165 nChanged 14 SP:Iteration 36Q (11068.388033 sec): 3 clusters Score: Raw -535520.291086 + Penalty 3167.977118 = -532352.313968 nChanged 19 SP:Iteration 37Q (11068.519900 sec): 3 clusters Score: Raw -535523.088555 + Penalty 3167.977118 = -532355.111437 nChanged 14 SP:Iteration 38Q (11068.613378 sec): 3 clusters Score: Raw -535525.330774 + Penalty 3167.977118 = -532357.353657 nChanged 12 SP:Iteration 39Q (11068.763706 sec): 3 clusters Score: Raw -535527.289794 + Penalty 3167.977118 = -532359.312677 nChanged 9 SP:Iteration 40F (11068.861287 sec): 3 clusters Score: Raw -535529.399639 + Penalty 3167.977118 = -532361.422522 nChanged 8 SP:Iteration 41Q (11068.989998 sec): 3 clusters Score: Raw -535531.755753 + Penalty 3167.977118 = -532363.778635 nChanged 10 SP:Iteration 42Q (11069.098116 sec): 3 clusters Score: Raw -535533.202585 + Penalty 3167.977118 = -532365.225467 nChanged 11 SP:Iteration 43Q (11069.199230 sec): 3 clusters Score: Raw -535534.773362 + Penalty 3167.977118 = -532366.796244 nChanged 7 SP:Iteration 44Q (11069.315872 sec): 3 clusters Score: Raw -535535.513997 + Penalty 3167.977118 = -532367.536879 nChanged 5 SP:Iteration 45Q (11069.441847 sec): 3 clusters Score: Raw -535536.183877 + Penalty 3167.977118 = -532368.206759 nChanged 4 SP:Iteration 46Q (11069.583444 sec): 3 clusters Score: Raw -535536.784280 + Penalty 3167.977118 = -532368.807162 nChanged 3 SP:Iteration 47Q (11069.701330 sec): 3 clusters Score: Raw -535537.142169 + Penalty 3167.977118 = -532369.165051 nChanged 1 SP:Iteration 48Q (11069.838596 sec): 3 clusters Score: Raw -535537.239939 + Penalty 3167.977118 = -532369.262821 nChanged 0 SP:Iteration 49F (11069.954125 sec): 3 clusters Score: Raw -535537.239939 + Penalty 3167.977118 = -532369.262821 nChanged 0 Trying to split cluster 3 (4840 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11070.018436 sec): 2 clusters Score: Raw -341605.859266 + Penalty 1489.059585 = -340116.799681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11070.108194 sec): 3 clusters Score: Raw -339082.737124 + Penalty 2978.119170 = -336104.617954 nChanged 1953 SP:Iteration 1F (11070.169877 sec): 3 clusters Score: Raw -340168.481048 + Penalty 2978.119170 = -337190.361878 nChanged 392 SP:Iteration 2F (11070.210156 sec): 3 clusters Score: Raw -340439.996886 + Penalty 2978.119170 = -337461.877716 nChanged 348 SP:Iteration 3F (11070.300775 sec): 3 clusters Score: Raw -340679.521819 + Penalty 2978.119170 = -337701.402649 nChanged 297 SP:Iteration 4F (11070.396246 sec): 3 clusters Score: Raw -340899.289416 + Penalty 2978.119170 = -337921.170246 nChanged 254 SP:Iteration 5F (11070.503646 sec): 3 clusters Score: Raw -341083.223998 + Penalty 2978.119170 = -338105.104828 nChanged 221 SP:Iteration 6Q (11070.587250 sec): 3 clusters Score: Raw -341222.515187 + Penalty 2978.119170 = -338244.396017 nChanged 176 SP:Iteration 7Q (11070.682531 sec): 3 clusters Score: Raw -341315.937447 + Penalty 2978.119170 = -338337.818277 nChanged 132 SP:Iteration 8Q (11070.805966 sec): 3 clusters Score: Raw -341379.835485 + Penalty 2978.119170 = -338401.716315 nChanged 113 SP:Iteration 9Q (11070.925611 sec): 3 clusters Score: Raw -341431.590437 + Penalty 2978.119170 = -338453.471267 nChanged 99 SP:Iteration 10Q (11071.002945 sec): 3 clusters Score: Raw -341480.582567 + Penalty 2978.119170 = -338502.463397 nChanged 88 SP:Iteration 11Q (11071.091451 sec): 3 clusters Score: Raw -341516.842008 + Penalty 2978.119170 = -338538.722838 nChanged 81 SP:Iteration 12Q (11071.229176 sec): 3 clusters Score: Raw -341550.001655 + Penalty 2978.119170 = -338571.882485 nChanged 84 SP:Iteration 13Q (11071.332441 sec): 3 clusters Score: Raw -341585.319019 + Penalty 2978.119170 = -338607.199849 nChanged 82 SP:Iteration 14Q (11071.448174 sec): 3 clusters Score: Raw -341618.095120 + Penalty 2978.119170 = -338639.975950 nChanged 64 SP:Iteration 15Q (11071.535771 sec): 3 clusters Score: Raw -341642.993970 + Penalty 2978.119170 = -338664.874800 nChanged 63 SP:Iteration 16Q (11071.648610 sec): 3 clusters Score: Raw -341671.059588 + Penalty 2978.119170 = -338692.940418 nChanged 56 SP:Iteration 17Q (11071.736777 sec): 3 clusters Score: Raw -341695.962540 + Penalty 2978.119170 = -338717.843370 nChanged 41 SP:Iteration 18Q (11071.827159 sec): 3 clusters Score: Raw -341718.421795 + Penalty 2978.119170 = -338740.302625 nChanged 53 SP:Iteration 19Q (11071.959679 sec): 3 clusters Score: Raw -341746.628459 + Penalty 2978.119170 = -338768.509289 nChanged 46 SP:Iteration 20F (11072.055299 sec): 3 clusters Score: Raw -341774.114203 + Penalty 2978.119170 = -338795.995033 nChanged 54 SP:Iteration 21Q (11072.147193 sec): 3 clusters Score: Raw -341801.658542 + Penalty 2978.119170 = -338823.539372 nChanged 61 SP:Iteration 22Q (11072.253851 sec): 3 clusters Score: Raw -341836.469265 + Penalty 2978.119170 = -338858.350095 nChanged 68 SP:Iteration 23Q (11072.375180 sec): 3 clusters Score: Raw -341877.829999 + Penalty 2978.119170 = -338899.710829 nChanged 72 SP:Iteration 24Q (11072.481938 sec): 3 clusters Score: Raw -341924.674444 + Penalty 2978.119170 = -338946.555275 nChanged 86 SP:Iteration 25Q (11072.584777 sec): 3 clusters Score: Raw -341972.634936 + Penalty 2978.119170 = -338994.515766 nChanged 60 SP:Iteration 26Q (11072.686308 sec): 3 clusters Score: Raw -342003.280348 + Penalty 2978.119170 = -339025.161178 nChanged 55 SP:Iteration 27Q (11072.818189 sec): 3 clusters Score: Raw -342030.501835 + Penalty 2978.119170 = -339052.382665 nChanged 55 SP:Iteration 28Q (11072.929537 sec): 3 clusters Score: Raw -342054.402523 + Penalty 2978.119170 = -339076.283353 nChanged 51 SP:Iteration 29Q (11073.009257 sec): 3 clusters Score: Raw -342076.602773 + Penalty 2978.119170 = -339098.483603 nChanged 52 SP:Iteration 30Q (11073.122910 sec): 3 clusters Score: Raw -342095.695665 + Penalty 2978.119170 = -339117.576495 nChanged 34 SP:Iteration 31Q (11073.264571 sec): 3 clusters Score: Raw -342107.680484 + Penalty 2978.119170 = -339129.561314 nChanged 28 SP:Iteration 32Q (11073.331080 sec): 3 clusters Score: Raw -342116.822456 + Penalty 2978.119170 = -339138.703286 nChanged 26 SP:Iteration 33Q (11073.442452 sec): 3 clusters Score: Raw -342124.385532 + Penalty 2978.119170 = -339146.266362 nChanged 15 SP:Iteration 34Q (11073.558032 sec): 3 clusters Score: Raw -342129.716535 + Penalty 2978.119170 = -339151.597365 nChanged 22 SP:Iteration 35Q (11073.676452 sec): 3 clusters Score: Raw -342137.427974 + Penalty 2978.119170 = -339159.308805 nChanged 24 SP:Iteration 36Q (11073.759161 sec): 3 clusters Score: Raw -342145.728109 + Penalty 2978.119170 = -339167.608940 nChanged 29 SP:Iteration 37Q (11073.862637 sec): 3 clusters Score: Raw -342156.449939 + Penalty 2978.119170 = -339178.330769 nChanged 22 SP:Iteration 38Q (11073.976245 sec): 3 clusters Score: Raw -342164.018636 + Penalty 2978.119170 = -339185.899466 nChanged 30 SP:Iteration 39Q (11074.089177 sec): 3 clusters Score: Raw -342175.815925 + Penalty 2978.119170 = -339197.696755 nChanged 24 SP:Iteration 40F (11074.190974 sec): 3 clusters Score: Raw -342183.933086 + Penalty 2978.119170 = -339205.813916 nChanged 16 SP:Iteration 41Q (11074.282082 sec): 3 clusters Score: Raw -342189.816602 + Penalty 2978.119170 = -339211.697432 nChanged 26 SP:Iteration 42Q (11074.387390 sec): 3 clusters Score: Raw -342198.253619 + Penalty 2978.119170 = -339220.134449 nChanged 23 SP:Iteration 43Q (11074.456521 sec): 3 clusters Score: Raw -342208.372448 + Penalty 2978.119170 = -339230.253278 nChanged 31 SP:Iteration 44Q (11074.560237 sec): 3 clusters Score: Raw -342220.553588 + Penalty 2978.119170 = -339242.434419 nChanged 30 SP:Iteration 45Q (11074.640834 sec): 3 clusters Score: Raw -342228.709365 + Penalty 2978.119170 = -339250.590195 nChanged 17 SP:Iteration 46Q (11074.765764 sec): 3 clusters Score: Raw -342232.729462 + Penalty 2978.119170 = -339254.610292 nChanged 15 SP:Iteration 47Q (11074.864330 sec): 3 clusters Score: Raw -342238.054972 + Penalty 2978.119170 = -339259.935802 nChanged 16 SP:Iteration 48Q (11074.982091 sec): 3 clusters Score: Raw -342243.637185 + Penalty 2978.119170 = -339265.518016 nChanged 14 SP:Iteration 49Q (11075.089883 sec): 3 clusters Score: Raw -342247.381315 + Penalty 2978.119170 = -339269.262145 nChanged 12 SP:Iteration 50Q (11075.212228 sec): 3 clusters Score: Raw -342249.268182 + Penalty 2978.119170 = -339271.149012 nChanged 8 SP:Iteration 51Q (11075.307433 sec): 3 clusters Score: Raw -342250.875404 + Penalty 2978.119170 = -339272.756234 nChanged 7 SP:Iteration 52Q (11075.432325 sec): 3 clusters Score: Raw -342253.404952 + Penalty 2978.119170 = -339275.285782 nChanged 8 SP:Iteration 53Q (11075.554119 sec): 3 clusters Score: Raw -342255.204311 + Penalty 2978.119170 = -339277.085141 nChanged 8 SP:Iteration 54Q (11075.643464 sec): 3 clusters Score: Raw -342257.031991 + Penalty 2978.119170 = -339278.912821 nChanged 3 SP:Iteration 55Q (11075.762209 sec): 3 clusters Score: Raw -342257.876045 + Penalty 2978.119170 = -339279.756875 nChanged 2 SP:Iteration 56Q (11075.872805 sec): 3 clusters Score: Raw -342258.468510 + Penalty 2978.119170 = -339280.349340 nChanged 3 SP:Iteration 57Q (11075.979669 sec): 3 clusters Score: Raw -342258.997459 + Penalty 2978.119170 = -339280.878289 nChanged 1 SP:Iteration 58Q (11076.096097 sec): 3 clusters Score: Raw -342259.499132 + Penalty 2978.119170 = -339281.379963 nChanged 3 SP:Iteration 59Q (11076.198099 sec): 3 clusters Score: Raw -342260.024292 + Penalty 2978.119170 = -339281.905123 nChanged 1 SP:Iteration 60F (11076.308156 sec): 3 clusters Score: Raw -342260.205248 + Penalty 2978.119170 = -339282.086078 nChanged 1 SP:Iteration 61Q (11076.441763 sec): 3 clusters Score: Raw -342260.300656 + Penalty 2978.119170 = -339282.181487 nChanged 1 SP:Iteration 62Q (11076.544580 sec): 3 clusters Score: Raw -342260.453875 + Penalty 2978.119170 = -339282.334705 nChanged 0 SP:Iteration 63F (11076.643179 sec): 3 clusters Score: Raw -342260.453875 + Penalty 2978.119170 = -339282.334705 nChanged 0 Trying to split cluster 4 (2922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11076.705641 sec): 2 clusters Score: Raw -169748.368413 + Penalty 1400.494140 = -168347.874273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11076.742301 sec): 3 clusters Score: Raw -168376.215273 + Penalty 2800.988281 = -165575.226992 nChanged 1123 SP:Iteration 1F (11076.778517 sec): 3 clusters Score: Raw -169084.618167 + Penalty 2800.988281 = -166283.629886 nChanged 267 SP:Iteration 2F (11076.863905 sec): 3 clusters Score: Raw -169341.615907 + Penalty 2800.988281 = -166540.627626 nChanged 215 SP:Iteration 3F (11076.944564 sec): 3 clusters Score: Raw -169589.350822 + Penalty 2800.988281 = -166788.362541 nChanged 208 SP:Iteration 4F (11077.060600 sec): 3 clusters Score: Raw -169858.007251 + Penalty 2800.988281 = -167057.018970 nChanged 200 SP:Iteration 5F (11077.150753 sec): 3 clusters Score: Raw -170161.997041 + Penalty 2800.988281 = -167361.008760 nChanged 182 SP:Iteration 6F (11077.186388 sec): 3 clusters Score: Raw -170447.564741 + Penalty 2800.988281 = -167646.576460 nChanged 156 SP:Iteration 7F (11077.222033 sec): 3 clusters Score: Raw -170665.500844 + Penalty 2800.988281 = -167864.512563 nChanged 117 SP:Iteration 8Q (11077.257756 sec): 3 clusters Score: Raw -170808.121146 + Penalty 2800.988281 = -168007.132866 nChanged 88 SP:Iteration 9Q (11077.293492 sec): 3 clusters Score: Raw -170910.340613 + Penalty 2800.988281 = -168109.352332 nChanged 72 SP:Iteration 10Q (11077.329718 sec): 3 clusters Score: Raw -170983.224015 + Penalty 2800.988281 = -168182.235734 nChanged 62 SP:Iteration 11Q (11077.365689 sec): 3 clusters Score: Raw -171037.381052 + Penalty 2800.988281 = -168236.392771 nChanged 40 SP:Iteration 12Q (11077.401217 sec): 3 clusters Score: Raw -171085.355807 + Penalty 2800.988281 = -168284.367526 nChanged 28 SP:Iteration 13Q (11077.509803 sec): 3 clusters Score: Raw -171114.637455 + Penalty 2800.988281 = -168313.649174 nChanged 28 SP:Iteration 14Q (11077.600890 sec): 3 clusters Score: Raw -171142.870305 + Penalty 2800.988281 = -168341.882024 nChanged 19 SP:Iteration 15Q (11077.709791 sec): 3 clusters Score: Raw -171163.358671 + Penalty 2800.988281 = -168362.370390 nChanged 17 SP:Iteration 16Q (11077.780005 sec): 3 clusters Score: Raw -171173.241200 + Penalty 2800.988281 = -168372.252919 nChanged 11 SP:Iteration 17Q (11077.888744 sec): 3 clusters Score: Raw -171179.711735 + Penalty 2800.988281 = -168378.723454 nChanged 6 SP:Iteration 18Q (11077.986799 sec): 3 clusters Score: Raw -171183.579507 + Penalty 2800.988281 = -168382.591226 nChanged 8 SP:Iteration 19Q (11078.089349 sec): 3 clusters Score: Raw -171186.341726 + Penalty 2800.988281 = -168385.353445 nChanged 3 SP:Iteration 20F (11078.202419 sec): 3 clusters Score: Raw -171189.019474 + Penalty 2800.988281 = -168388.031193 nChanged 3 SP:Iteration 21Q (11078.306195 sec): 3 clusters Score: Raw -171191.489726 + Penalty 2800.988281 = -168390.501445 nChanged 5 SP:Iteration 22Q (11078.439160 sec): 3 clusters Score: Raw -171193.952148 + Penalty 2800.988281 = -168392.963867 nChanged 2 SP:Iteration 23Q (11078.538630 sec): 3 clusters Score: Raw -171195.112139 + Penalty 2800.988281 = -168394.123858 nChanged 2 SP:Iteration 24Q (11078.635415 sec): 3 clusters Score: Raw -171195.729343 + Penalty 2800.988281 = -168394.741062 nChanged 1 SP:Iteration 25Q (11078.748376 sec): 3 clusters Score: Raw -171195.983388 + Penalty 2800.988281 = -168394.995107 nChanged 1 SP:Iteration 26Q (11078.857228 sec): 3 clusters Score: Raw -171196.453288 + Penalty 2800.988281 = -168395.465007 nChanged 0 SP:Iteration 27F (11078.983346 sec): 3 clusters Score: Raw -171196.453288 + Penalty 2800.988281 = -168395.465007 nChanged 0 Score: Raw -11981905.001285 + Penalty 72919.712142 = -11908985.289143 Splitting cluster 4 changes total score from -11909681.736824 to -11908985.289143 So it's not getting split. Trying to split cluster 5 (10414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11087.926318 sec): 2 clusters Score: Raw -682010.223578 + Penalty 1623.534062 = -680386.689517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11088.045177 sec): 3 clusters Score: Raw -676174.546368 + Penalty 3247.068123 = -672927.478245 nChanged 4473 SP:Iteration 1F (11088.148083 sec): 3 clusters Score: Raw -678643.793103 + Penalty 3247.068123 = -675396.724980 nChanged 725 SP:Iteration 2F (11088.263024 sec): 3 clusters Score: Raw -679041.779785 + Penalty 3247.068123 = -675794.711662 nChanged 647 SP:Iteration 3F (11088.379340 sec): 3 clusters Score: Raw -679402.758962 + Penalty 3247.068123 = -676155.690839 nChanged 594 SP:Iteration 4F (11088.493166 sec): 3 clusters Score: Raw -679736.887223 + Penalty 3247.068123 = -676489.819100 nChanged 545 SP:Iteration 5F (11088.614953 sec): 3 clusters Score: Raw -680087.213042 + Penalty 3247.068123 = -676840.144919 nChanged 513 SP:Iteration 6Q (11088.732240 sec): 3 clusters Score: Raw -680442.448572 + Penalty 3247.068123 = -677195.380449 nChanged 474 SP:Iteration 7Q (11088.839475 sec): 3 clusters Score: Raw -680720.199549 + Penalty 3247.068123 = -677473.131426 nChanged 398 SP:Iteration 8Q (11088.959964 sec): 3 clusters Score: Raw -680928.107644 + Penalty 3247.068123 = -677681.039521 nChanged 302 SP:Iteration 9Q (11089.091199 sec): 3 clusters Score: Raw -681056.149236 + Penalty 3247.068123 = -677809.081113 nChanged 253 SP:Iteration 10Q (11089.204704 sec): 3 clusters Score: Raw -681171.915131 + Penalty 3247.068123 = -677924.847008 nChanged 253 SP:Iteration 11Q (11089.344480 sec): 3 clusters Score: Raw -681295.474524 + Penalty 3247.068123 = -678048.406401 nChanged 238 SP:Iteration 12Q (11089.451276 sec): 3 clusters Score: Raw -681435.451706 + Penalty 3247.068123 = -678188.383583 nChanged 253 SP:Iteration 13Q (11089.579766 sec): 3 clusters Score: Raw -681571.814663 + Penalty 3247.068123 = -678324.746540 nChanged 210 SP:Iteration 14Q (11089.688234 sec): 3 clusters Score: Raw -681678.631246 + Penalty 3247.068123 = -678431.563122 nChanged 188 SP:Iteration 15Q (11089.823298 sec): 3 clusters Score: Raw -681763.575923 + Penalty 3247.068123 = -678516.507800 nChanged 154 SP:Iteration 16Q (11089.954103 sec): 3 clusters Score: Raw -681833.315529 + Penalty 3247.068123 = -678586.247405 nChanged 131 SP:Iteration 17Q (11090.067553 sec): 3 clusters Score: Raw -681897.405119 + Penalty 3247.068123 = -678650.336996 nChanged 139 SP:Iteration 18Q (11090.188690 sec): 3 clusters Score: Raw -681955.467882 + Penalty 3247.068123 = -678708.399759 nChanged 140 SP:Iteration 19Q (11090.305824 sec): 3 clusters Score: Raw -682010.795052 + Penalty 3247.068123 = -678763.726929 nChanged 134 SP:Iteration 20F (11090.421213 sec): 3 clusters Score: Raw -682063.767749 + Penalty 3247.068123 = -678816.699626 nChanged 121 SP:Iteration 21Q (11090.535182 sec): 3 clusters Score: Raw -682120.330195 + Penalty 3247.068123 = -678873.262072 nChanged 114 SP:Iteration 22Q (11090.668135 sec): 3 clusters Score: Raw -682173.536934 + Penalty 3247.068123 = -678926.468811 nChanged 98 SP:Iteration 23Q (11090.787134 sec): 3 clusters Score: Raw -682216.234088 + Penalty 3247.068123 = -678969.165964 nChanged 86 SP:Iteration 24Q (11090.918751 sec): 3 clusters Score: Raw -682248.906490 + Penalty 3247.068123 = -679001.838367 nChanged 94 SP:Iteration 25Q (11091.020130 sec): 3 clusters Score: Raw -682287.370205 + Penalty 3247.068123 = -679040.302082 nChanged 94 SP:Iteration 26Q (11091.122960 sec): 3 clusters Score: Raw -682330.621734 + Penalty 3247.068123 = -679083.553611 nChanged 98 SP:Iteration 27Q (11091.266797 sec): 3 clusters Score: Raw -682376.860655 + Penalty 3247.068123 = -679129.792532 nChanged 86 SP:Iteration 28Q (11091.395658 sec): 3 clusters Score: Raw -682420.554637 + Penalty 3247.068123 = -679173.486514 nChanged 95 SP:Iteration 29Q (11091.500405 sec): 3 clusters Score: Raw -682468.868325 + Penalty 3247.068123 = -679221.800202 nChanged 95 SP:Iteration 30Q (11091.619190 sec): 3 clusters Score: Raw -682516.612765 + Penalty 3247.068123 = -679269.544642 nChanged 94 SP:Iteration 31Q (11091.723853 sec): 3 clusters Score: Raw -682562.342315 + Penalty 3247.068123 = -679315.274192 nChanged 99 SP:Iteration 32Q (11091.876908 sec): 3 clusters Score: Raw -682612.415995 + Penalty 3247.068123 = -679365.347872 nChanged 109 SP:Iteration 33Q (11092.017885 sec): 3 clusters Score: Raw -682666.163945 + Penalty 3247.068123 = -679419.095822 nChanged 93 SP:Iteration 34Q (11092.128076 sec): 3 clusters Score: Raw -682707.949134 + Penalty 3247.068123 = -679460.881011 nChanged 84 SP:Iteration 35Q (11092.287843 sec): 3 clusters Score: Raw -682744.778985 + Penalty 3247.068123 = -679497.710862 nChanged 86 SP:Iteration 36Q (11092.401089 sec): 3 clusters Score: Raw -682783.910024 + Penalty 3247.068123 = -679536.841901 nChanged 90 SP:Iteration 37Q (11092.519499 sec): 3 clusters Score: Raw -682817.843081 + Penalty 3247.068123 = -679570.774958 nChanged 72 SP:Iteration 38Q (11092.642124 sec): 3 clusters Score: Raw -682846.023284 + Penalty 3247.068123 = -679598.955160 nChanged 76 SP:Iteration 39Q (11092.776538 sec): 3 clusters Score: Raw -682883.446517 + Penalty 3247.068123 = -679636.378393 nChanged 81 SP:Iteration 40F (11092.891802 sec): 3 clusters Score: Raw -682948.267505 + Penalty 3247.068123 = -679701.199382 nChanged 102 SP:Iteration 41Q (11092.994623 sec): 3 clusters Score: Raw -683011.535304 + Penalty 3247.068123 = -679764.467181 nChanged 107 SP:Iteration 42Q (11093.126192 sec): 3 clusters Score: Raw -683078.292603 + Penalty 3247.068123 = -679831.224480 nChanged 114 SP:Iteration 43Q (11093.202465 sec): 3 clusters Score: Raw -683143.837844 + Penalty 3247.068123 = -679896.769721 nChanged 115 SP:Iteration 44Q (11093.258130 sec): 3 clusters Score: Raw -683205.900742 + Penalty 3247.068123 = -679958.832619 nChanged 111 SP:Iteration 45Q (11093.343677 sec): 3 clusters Score: Raw -683252.968603 + Penalty 3247.068123 = -680005.900480 nChanged 88 SP:Iteration 46Q (11093.480863 sec): 3 clusters Score: Raw -683288.511580 + Penalty 3247.068123 = -680041.443457 nChanged 81 SP:Iteration 47Q (11093.621379 sec): 3 clusters Score: Raw -683328.738902 + Penalty 3247.068123 = -680081.670779 nChanged 89 SP:Iteration 48Q (11093.747847 sec): 3 clusters Score: Raw -683370.317771 + Penalty 3247.068123 = -680123.249648 nChanged 73 SP:Iteration 49Q (11093.833297 sec): 3 clusters Score: Raw -683399.435101 + Penalty 3247.068123 = -680152.366978 nChanged 84 SP:Iteration 50Q (11093.956654 sec): 3 clusters Score: Raw -683436.591136 + Penalty 3247.068123 = -680189.523013 nChanged 84 SP:Iteration 51Q (11094.094453 sec): 3 clusters Score: Raw -683475.200719 + Penalty 3247.068123 = -680228.132596 nChanged 82 SP:Iteration 52Q (11094.223703 sec): 3 clusters Score: Raw -683508.039713 + Penalty 3247.068123 = -680260.971590 nChanged 67 SP:Iteration 53Q (11094.329041 sec): 3 clusters Score: Raw -683534.214613 + Penalty 3247.068123 = -680287.146490 nChanged 58 SP:Iteration 54Q (11094.460614 sec): 3 clusters Score: Raw -683560.229772 + Penalty 3247.068123 = -680313.161649 nChanged 54 SP:Iteration 55Q (11094.598957 sec): 3 clusters Score: Raw -683574.332835 + Penalty 3247.068123 = -680327.264712 nChanged 40 SP:Iteration 56Q (11094.723845 sec): 3 clusters Score: Raw -683586.150405 + Penalty 3247.068123 = -680339.082282 nChanged 30 SP:Iteration 57Q (11094.852502 sec): 3 clusters Score: Raw -683591.062264 + Penalty 3247.068123 = -680343.994141 nChanged 27 SP:Iteration 58Q (11094.964922 sec): 3 clusters Score: Raw -683595.321150 + Penalty 3247.068123 = -680348.253027 nChanged 17 SP:Iteration 59Q (11095.092028 sec): 3 clusters Score: Raw -683598.663731 + Penalty 3247.068123 = -680351.595608 nChanged 20 SP:Iteration 60F (11095.228653 sec): 3 clusters Score: Raw -683617.045173 + Penalty 3247.068123 = -680369.977050 nChanged 27 SP:Iteration 61Q (11095.334682 sec): 3 clusters Score: Raw -683626.135434 + Penalty 3247.068123 = -680379.067311 nChanged 26 SP:Iteration 62Q (11095.459287 sec): 3 clusters Score: Raw -683631.334120 + Penalty 3247.068123 = -680384.265997 nChanged 19 SP:Iteration 63Q (11095.596526 sec): 3 clusters Score: Raw -683634.757025 + Penalty 3247.068123 = -680387.688902 nChanged 17 SP:Iteration 64Q (11095.703175 sec): 3 clusters Score: Raw -683637.488228 + Penalty 3247.068123 = -680390.420104 nChanged 13 SP:Iteration 65Q (11095.834179 sec): 3 clusters Score: Raw -683639.504479 + Penalty 3247.068123 = -680392.436356 nChanged 10 SP:Iteration 66Q (11095.962743 sec): 3 clusters Score: Raw -683641.000583 + Penalty 3247.068123 = -680393.932460 nChanged 9 SP:Iteration 67Q (11096.084452 sec): 3 clusters Score: Raw -683642.012527 + Penalty 3247.068123 = -680394.944404 nChanged 5 SP:Iteration 68Q (11096.203369 sec): 3 clusters Score: Raw -683642.434806 + Penalty 3247.068123 = -680395.366683 nChanged 1 SP:Iteration 69Q (11096.334167 sec): 3 clusters Score: Raw -683642.533110 + Penalty 3247.068123 = -680395.464987 nChanged 1 SP:Iteration 70Q (11096.439626 sec): 3 clusters Score: Raw -683642.644822 + Penalty 3247.068123 = -680395.576699 nChanged 0 SP:Iteration 71F (11096.561522 sec): 3 clusters Score: Raw -683642.644822 + Penalty 3247.068123 = -680395.576699 nChanged 0 Score: Raw -11982089.337654 + Penalty 72919.712142 = -11909169.625512 Splitting cluster 5 changes total score from -11909681.736824 to -11909169.625512 So it's not getting split. Trying to split cluster 6 (8018 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11105.796448 sec): 2 clusters Score: Raw -449576.048463 + Penalty 1577.647473 = -447998.400990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11105.884787 sec): 3 clusters Score: Raw -445188.887326 + Penalty 3155.294947 = -442033.592379 nChanged 3405 SP:Iteration 1F (11105.984215 sec): 3 clusters Score: Raw -447092.590210 + Penalty 3155.294947 = -443937.295263 nChanged 592 SP:Iteration 2F (11106.088971 sec): 3 clusters Score: Raw -447531.499459 + Penalty 3155.294947 = -444376.204512 nChanged 609 SP:Iteration 3F (11106.211598 sec): 3 clusters Score: Raw -448052.030562 + Penalty 3155.294947 = -444896.735616 nChanged 608 SP:Iteration 4F (11106.330940 sec): 3 clusters Score: Raw -448580.211701 + Penalty 3155.294947 = -445424.916754 nChanged 533 SP:Iteration 5F (11106.448741 sec): 3 clusters Score: Raw -449031.604660 + Penalty 3155.294947 = -445876.309713 nChanged 444 SP:Iteration 6F (11106.571657 sec): 3 clusters Score: Raw -449366.787096 + Penalty 3155.294947 = -446211.492149 nChanged 329 SP:Iteration 7Q (11106.686369 sec): 3 clusters Score: Raw -449577.237219 + Penalty 3155.294947 = -446421.942272 nChanged 242 SP:Iteration 8Q (11106.818825 sec): 3 clusters Score: Raw -449723.609488 + Penalty 3155.294947 = -446568.314541 nChanged 189 SP:Iteration 9Q (11106.920172 sec): 3 clusters Score: Raw -449829.375134 + Penalty 3155.294947 = -446674.080188 nChanged 152 SP:Iteration 10Q (11107.054201 sec): 3 clusters Score: Raw -449895.419710 + Penalty 3155.294947 = -446740.124763 nChanged 130 SP:Iteration 11Q (11107.164560 sec): 3 clusters Score: Raw -449949.273721 + Penalty 3155.294947 = -446793.978774 nChanged 101 SP:Iteration 12Q (11107.284980 sec): 3 clusters Score: Raw -449991.937385 + Penalty 3155.294947 = -446836.642438 nChanged 90 SP:Iteration 13Q (11107.381804 sec): 3 clusters Score: Raw -450018.717243 + Penalty 3155.294947 = -446863.422296 nChanged 60 SP:Iteration 14Q (11107.523179 sec): 3 clusters Score: Raw -450036.391447 + Penalty 3155.294947 = -446881.096500 nChanged 41 SP:Iteration 15Q (11107.619167 sec): 3 clusters Score: Raw -450045.261856 + Penalty 3155.294947 = -446889.966909 nChanged 30 SP:Iteration 16Q (11107.744845 sec): 3 clusters Score: Raw -450051.577602 + Penalty 3155.294947 = -446896.282655 nChanged 22 SP:Iteration 17Q (11107.866369 sec): 3 clusters Score: Raw -450055.565550 + Penalty 3155.294947 = -446900.270603 nChanged 15 SP:Iteration 18Q (11107.958299 sec): 3 clusters Score: Raw -450057.822257 + Penalty 3155.294947 = -446902.527310 nChanged 11 SP:Iteration 19Q (11108.059868 sec): 3 clusters Score: Raw -450060.108971 + Penalty 3155.294947 = -446904.814024 nChanged 12 SP:Iteration 20F (11108.169636 sec): 3 clusters Score: Raw -450062.396388 + Penalty 3155.294947 = -446907.101441 nChanged 19 SP:Iteration 21Q (11108.296211 sec): 3 clusters Score: Raw -450066.151042 + Penalty 3155.294947 = -446910.856095 nChanged 15 SP:Iteration 22Q (11108.398278 sec): 3 clusters Score: Raw -450069.329448 + Penalty 3155.294947 = -446914.034501 nChanged 15 SP:Iteration 23Q (11108.515423 sec): 3 clusters Score: Raw -450072.160855 + Penalty 3155.294947 = -446916.865908 nChanged 22 SP:Iteration 24Q (11108.643783 sec): 3 clusters Score: Raw -450075.308842 + Penalty 3155.294947 = -446920.013895 nChanged 19 SP:Iteration 25Q (11108.754793 sec): 3 clusters Score: Raw -450079.221200 + Penalty 3155.294947 = -446923.926253 nChanged 19 SP:Iteration 26Q (11108.875768 sec): 3 clusters Score: Raw -450082.777740 + Penalty 3155.294947 = -446927.482794 nChanged 26 SP:Iteration 27Q (11108.984013 sec): 3 clusters Score: Raw -450088.597858 + Penalty 3155.294947 = -446933.302911 nChanged 22 SP:Iteration 28Q (11109.067211 sec): 3 clusters Score: Raw -450092.551397 + Penalty 3155.294947 = -446937.256450 nChanged 19 SP:Iteration 29Q (11109.181268 sec): 3 clusters Score: Raw -450096.809221 + Penalty 3155.294947 = -446941.514274 nChanged 18 SP:Iteration 30Q (11109.298621 sec): 3 clusters Score: Raw -450100.049023 + Penalty 3155.294947 = -446944.754076 nChanged 19 SP:Iteration 31Q (11109.398794 sec): 3 clusters Score: Raw -450104.167959 + Penalty 3155.294947 = -446948.873012 nChanged 19 SP:Iteration 32Q (11109.524710 sec): 3 clusters Score: Raw -450109.147953 + Penalty 3155.294947 = -446953.853006 nChanged 24 SP:Iteration 33Q (11109.600920 sec): 3 clusters Score: Raw -450115.447349 + Penalty 3155.294947 = -446960.152403 nChanged 24 SP:Iteration 34Q (11109.731455 sec): 3 clusters Score: Raw -450122.209847 + Penalty 3155.294947 = -446966.914900 nChanged 23 SP:Iteration 35Q (11109.824071 sec): 3 clusters Score: Raw -450127.134014 + Penalty 3155.294947 = -446971.839067 nChanged 30 SP:Iteration 36Q (11109.959023 sec): 3 clusters Score: Raw -450133.172924 + Penalty 3155.294947 = -446977.877977 nChanged 18 SP:Iteration 37Q (11110.094416 sec): 3 clusters Score: Raw -450137.517126 + Penalty 3155.294947 = -446982.222179 nChanged 18 SP:Iteration 38Q (11110.229273 sec): 3 clusters Score: Raw -450140.538089 + Penalty 3155.294947 = -446985.243142 nChanged 16 SP:Iteration 39Q (11110.355528 sec): 3 clusters Score: Raw -450143.768663 + Penalty 3155.294947 = -446988.473716 nChanged 10 SP:Iteration 40F (11110.491753 sec): 3 clusters Score: Raw -450145.676805 + Penalty 3155.294947 = -446990.381858 nChanged 16 SP:Iteration 41Q (11110.644794 sec): 3 clusters Score: Raw -450148.915522 + Penalty 3155.294947 = -446993.620575 nChanged 14 SP:Iteration 42Q (11110.758774 sec): 3 clusters Score: Raw -450151.009971 + Penalty 3155.294947 = -446995.715024 nChanged 6 SP:Iteration 43Q (11110.879241 sec): 3 clusters Score: Raw -450151.737260 + Penalty 3155.294947 = -446996.442313 nChanged 8 SP:Iteration 44Q (11111.026654 sec): 3 clusters Score: Raw -450152.793009 + Penalty 3155.294947 = -446997.498062 nChanged 8 SP:Iteration 45Q (11111.157323 sec): 3 clusters Score: Raw -450153.835265 + Penalty 3155.294947 = -446998.540318 nChanged 10 SP:Iteration 46Q (11111.263090 sec): 3 clusters Score: Raw -450155.025908 + Penalty 3155.294947 = -446999.730961 nChanged 17 SP:Iteration 47Q (11111.388334 sec): 3 clusters Score: Raw -450157.895440 + Penalty 3155.294947 = -447002.600493 nChanged 12 SP:Iteration 48Q (11111.505500 sec): 3 clusters Score: Raw -450160.000551 + Penalty 3155.294947 = -447004.705604 nChanged 15 SP:Iteration 49Q (11111.614945 sec): 3 clusters Score: Raw -450162.728367 + Penalty 3155.294947 = -447007.433420 nChanged 13 SP:Iteration 50Q (11111.728977 sec): 3 clusters Score: Raw -450164.981917 + Penalty 3155.294947 = -447009.686970 nChanged 12 SP:Iteration 51Q (11111.846027 sec): 3 clusters Score: Raw -450166.538494 + Penalty 3155.294947 = -447011.243547 nChanged 13 SP:Iteration 52Q (11111.966058 sec): 3 clusters Score: Raw -450168.485411 + Penalty 3155.294947 = -447013.190464 nChanged 8 SP:Iteration 53Q (11112.057093 sec): 3 clusters Score: Raw -450169.500473 + Penalty 3155.294947 = -447014.205526 nChanged 2 SP:Iteration 54Q (11112.180107 sec): 3 clusters Score: Raw -450169.646206 + Penalty 3155.294947 = -447014.351259 nChanged 1 SP:Iteration 55Q (11112.309106 sec): 3 clusters Score: Raw -450169.730051 + Penalty 3155.294947 = -447014.435104 nChanged 1 SP:Iteration 56Q (11112.423439 sec): 3 clusters Score: Raw -450169.791102 + Penalty 3155.294947 = -447014.496155 nChanged 0 SP:Iteration 57F (11112.540113 sec): 3 clusters Score: Raw -450169.791102 + Penalty 3155.294947 = -447014.496155 nChanged 0 Trying to split cluster 7 (7050 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11112.613385 sec): 2 clusters Score: Raw -435957.859911 + Penalty 1555.067398 = -434402.792513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11112.737331 sec): 3 clusters Score: Raw -432237.811517 + Penalty 3110.134796 = -429127.676720 nChanged 2901 SP:Iteration 1F (11112.854844 sec): 3 clusters Score: Raw -433999.976364 + Penalty 3110.134796 = -430889.841568 nChanged 603 SP:Iteration 2F (11112.973586 sec): 3 clusters Score: Raw -434449.839919 + Penalty 3110.134796 = -431339.705123 nChanged 503 SP:Iteration 3F (11113.090745 sec): 3 clusters Score: Raw -434820.527200 + Penalty 3110.134796 = -431710.392403 nChanged 452 SP:Iteration 4F (11113.203981 sec): 3 clusters Score: Raw -435154.816634 + Penalty 3110.134796 = -432044.681837 nChanged 396 SP:Iteration 5F (11113.313993 sec): 3 clusters Score: Raw -435436.834072 + Penalty 3110.134796 = -432326.699275 nChanged 353 SP:Iteration 6F (11113.442110 sec): 3 clusters Score: Raw -435670.532692 + Penalty 3110.134796 = -432560.397896 nChanged 272 SP:Iteration 7Q (11113.538872 sec): 3 clusters Score: Raw -435837.580707 + Penalty 3110.134796 = -432727.445910 nChanged 220 SP:Iteration 8Q (11113.654531 sec): 3 clusters Score: Raw -435979.115190 + Penalty 3110.134796 = -432868.980393 nChanged 198 SP:Iteration 9Q (11113.796477 sec): 3 clusters Score: Raw -436084.197945 + Penalty 3110.134796 = -432974.063148 nChanged 148 SP:Iteration 10Q (11113.890132 sec): 3 clusters Score: Raw -436153.101090 + Penalty 3110.134796 = -433042.966294 nChanged 113 SP:Iteration 11Q (11114.010979 sec): 3 clusters Score: Raw -436205.684829 + Penalty 3110.134796 = -433095.550032 nChanged 111 SP:Iteration 12Q (11114.134462 sec): 3 clusters Score: Raw -436261.712413 + Penalty 3110.134796 = -433151.577617 nChanged 101 SP:Iteration 13Q (11114.268492 sec): 3 clusters Score: Raw -436303.617729 + Penalty 3110.134796 = -433193.482933 nChanged 78 SP:Iteration 14Q (11114.390392 sec): 3 clusters Score: Raw -436334.246897 + Penalty 3110.134796 = -433224.112101 nChanged 65 SP:Iteration 15Q (11114.498261 sec): 3 clusters Score: Raw -436362.487368 + Penalty 3110.134796 = -433252.352571 nChanged 70 SP:Iteration 16Q (11114.639058 sec): 3 clusters Score: Raw -436386.978593 + Penalty 3110.134796 = -433276.843797 nChanged 69 SP:Iteration 17Q (11114.719189 sec): 3 clusters Score: Raw -436414.180591 + Penalty 3110.134796 = -433304.045794 nChanged 62 SP:Iteration 18Q (11114.856103 sec): 3 clusters Score: Raw -436435.033922 + Penalty 3110.134796 = -433324.899125 nChanged 51 SP:Iteration 19Q (11114.968216 sec): 3 clusters Score: Raw -436448.911536 + Penalty 3110.134796 = -433338.776740 nChanged 35 SP:Iteration 20F (11115.085463 sec): 3 clusters Score: Raw -436461.056510 + Penalty 3110.134796 = -433350.921714 nChanged 47 SP:Iteration 21Q (11115.203114 sec): 3 clusters Score: Raw -436474.070287 + Penalty 3110.134796 = -433363.935490 nChanged 34 SP:Iteration 22Q (11115.319655 sec): 3 clusters Score: Raw -436481.517325 + Penalty 3110.134796 = -433371.382529 nChanged 27 SP:Iteration 23Q (11115.425092 sec): 3 clusters Score: Raw -436489.380286 + Penalty 3110.134796 = -433379.245490 nChanged 38 SP:Iteration 24Q (11115.530302 sec): 3 clusters Score: Raw -436501.020569 + Penalty 3110.134796 = -433390.885772 nChanged 27 SP:Iteration 25Q (11115.636082 sec): 3 clusters Score: Raw -436507.561995 + Penalty 3110.134796 = -433397.427199 nChanged 28 SP:Iteration 26Q (11115.746530 sec): 3 clusters Score: Raw -436514.122633 + Penalty 3110.134796 = -433403.987836 nChanged 40 SP:Iteration 27Q (11115.856316 sec): 3 clusters Score: Raw -436524.042776 + Penalty 3110.134796 = -433413.907979 nChanged 32 SP:Iteration 28Q (11115.953045 sec): 3 clusters Score: Raw -436530.440548 + Penalty 3110.134796 = -433420.305751 nChanged 31 SP:Iteration 29Q (11116.080315 sec): 3 clusters Score: Raw -436535.823930 + Penalty 3110.134796 = -433425.689134 nChanged 23 SP:Iteration 30Q (11116.200664 sec): 3 clusters Score: Raw -436542.311180 + Penalty 3110.134796 = -433432.176384 nChanged 27 SP:Iteration 31Q (11116.286371 sec): 3 clusters Score: Raw -436547.930416 + Penalty 3110.134796 = -433437.795620 nChanged 21 SP:Iteration 32Q (11116.408779 sec): 3 clusters Score: Raw -436551.365034 + Penalty 3110.134796 = -433441.230238 nChanged 16 SP:Iteration 33Q (11116.518319 sec): 3 clusters Score: Raw -436554.992384 + Penalty 3110.134796 = -433444.857588 nChanged 16 SP:Iteration 34Q (11116.667841 sec): 3 clusters Score: Raw -436559.117409 + Penalty 3110.134796 = -433448.982613 nChanged 22 SP:Iteration 35Q (11116.768504 sec): 3 clusters Score: Raw -436565.438526 + Penalty 3110.134796 = -433455.303730 nChanged 33 SP:Iteration 36Q (11116.903997 sec): 3 clusters Score: Raw -436573.280497 + Penalty 3110.134796 = -433463.145701 nChanged 28 SP:Iteration 37Q (11117.020178 sec): 3 clusters Score: Raw -436578.940637 + Penalty 3110.134796 = -433468.805841 nChanged 22 SP:Iteration 38Q (11117.140970 sec): 3 clusters Score: Raw -436583.205473 + Penalty 3110.134796 = -433473.070677 nChanged 17 SP:Iteration 39Q (11117.263365 sec): 3 clusters Score: Raw -436586.670189 + Penalty 3110.134796 = -433476.535393 nChanged 19 SP:Iteration 40F (11117.378047 sec): 3 clusters Score: Raw -436589.384621 + Penalty 3110.134796 = -433479.249825 nChanged 17 SP:Iteration 41Q (11117.504441 sec): 3 clusters Score: Raw -436591.334037 + Penalty 3110.134796 = -433481.199241 nChanged 15 SP:Iteration 42Q (11117.627625 sec): 3 clusters Score: Raw -436594.449942 + Penalty 3110.134796 = -433484.315145 nChanged 18 SP:Iteration 43Q (11117.747036 sec): 3 clusters Score: Raw -436599.014290 + Penalty 3110.134796 = -433488.879494 nChanged 21 SP:Iteration 44Q (11117.888852 sec): 3 clusters Score: Raw -436603.346360 + Penalty 3110.134796 = -433493.211564 nChanged 14 SP:Iteration 45Q (11118.009234 sec): 3 clusters Score: Raw -436607.594259 + Penalty 3110.134796 = -433497.459462 nChanged 21 SP:Iteration 46Q (11118.133406 sec): 3 clusters Score: Raw -436612.414054 + Penalty 3110.134796 = -433502.279257 nChanged 22 SP:Iteration 47Q (11118.236407 sec): 3 clusters Score: Raw -436616.081669 + Penalty 3110.134796 = -433505.946872 nChanged 22 SP:Iteration 48Q (11118.357785 sec): 3 clusters Score: Raw -436620.115740 + Penalty 3110.134796 = -433509.980944 nChanged 16 SP:Iteration 49Q (11118.473890 sec): 3 clusters Score: Raw -436622.534877 + Penalty 3110.134796 = -433512.400081 nChanged 17 SP:Iteration 50Q (11118.591863 sec): 3 clusters Score: Raw -436626.419726 + Penalty 3110.134796 = -433516.284930 nChanged 22 SP:Iteration 51Q (11118.695677 sec): 3 clusters Score: Raw -436631.305910 + Penalty 3110.134796 = -433521.171114 nChanged 28 SP:Iteration 52Q (11118.823491 sec): 3 clusters Score: Raw -436638.206175 + Penalty 3110.134796 = -433528.071379 nChanged 35 SP:Iteration 53Q (11118.921772 sec): 3 clusters Score: Raw -436647.077894 + Penalty 3110.134796 = -433536.943098 nChanged 34 SP:Iteration 54Q (11119.040779 sec): 3 clusters Score: Raw -436654.267394 + Penalty 3110.134796 = -433544.132598 nChanged 34 SP:Iteration 55Q (11119.161642 sec): 3 clusters Score: Raw -436661.696102 + Penalty 3110.134796 = -433551.561306 nChanged 36 SP:Iteration 56Q (11119.314400 sec): 3 clusters Score: Raw -436670.071169 + Penalty 3110.134796 = -433559.936373 nChanged 39 SP:Iteration 57Q (11119.409505 sec): 3 clusters Score: Raw -436678.060395 + Penalty 3110.134796 = -433567.925599 nChanged 38 SP:Iteration 58Q (11119.522937 sec): 3 clusters Score: Raw -436686.022890 + Penalty 3110.134796 = -433575.888094 nChanged 34 SP:Iteration 59Q (11119.653251 sec): 3 clusters Score: Raw -436691.442638 + Penalty 3110.134796 = -433581.307842 nChanged 26 SP:Iteration 60F (11119.767197 sec): 3 clusters Score: Raw -436695.928686 + Penalty 3110.134796 = -433585.793889 nChanged 24 SP:Iteration 61Q (11119.910223 sec): 3 clusters Score: Raw -436700.388608 + Penalty 3110.134796 = -433590.253811 nChanged 19 SP:Iteration 62Q (11120.001070 sec): 3 clusters Score: Raw -436703.500780 + Penalty 3110.134796 = -433593.365984 nChanged 17 SP:Iteration 63Q (11120.109340 sec): 3 clusters Score: Raw -436706.945023 + Penalty 3110.134796 = -433596.810226 nChanged 21 SP:Iteration 64Q (11120.240291 sec): 3 clusters Score: Raw -436710.828970 + Penalty 3110.134796 = -433600.694174 nChanged 24 SP:Iteration 65Q (11120.343502 sec): 3 clusters Score: Raw -436715.704282 + Penalty 3110.134796 = -433605.569486 nChanged 24 SP:Iteration 66Q (11120.442224 sec): 3 clusters Score: Raw -436720.582838 + Penalty 3110.134796 = -433610.448042 nChanged 18 SP:Iteration 67Q (11120.562805 sec): 3 clusters Score: Raw -436724.189813 + Penalty 3110.134796 = -433614.055016 nChanged 21 SP:Iteration 68Q (11120.694136 sec): 3 clusters Score: Raw -436727.636820 + Penalty 3110.134796 = -433617.502024 nChanged 21 SP:Iteration 69Q (11120.804499 sec): 3 clusters Score: Raw -436730.918643 + Penalty 3110.134796 = -433620.783846 nChanged 22 SP:Iteration 70Q (11120.918578 sec): 3 clusters Score: Raw -436733.678656 + Penalty 3110.134796 = -433623.543860 nChanged 17 SP:Iteration 71Q (11121.033622 sec): 3 clusters Score: Raw -436736.173361 + Penalty 3110.134796 = -433626.038565 nChanged 20 SP:Iteration 72Q (11121.143711 sec): 3 clusters Score: Raw -436739.456277 + Penalty 3110.134796 = -433629.321481 nChanged 16 SP:Iteration 73Q (11121.260800 sec): 3 clusters Score: Raw -436742.492078 + Penalty 3110.134796 = -433632.357281 nChanged 14 SP:Iteration 74Q (11121.375647 sec): 3 clusters Score: Raw -436744.670071 + Penalty 3110.134796 = -433634.535275 nChanged 15 SP:Iteration 75Q (11121.516434 sec): 3 clusters Score: Raw -436746.564352 + Penalty 3110.134796 = -433636.429555 nChanged 17 SP:Iteration 76Q (11121.617189 sec): 3 clusters Score: Raw -436749.194610 + Penalty 3110.134796 = -433639.059813 nChanged 17 SP:Iteration 77Q (11121.749390 sec): 3 clusters Score: Raw -436752.004163 + Penalty 3110.134796 = -433641.869367 nChanged 16 SP:Iteration 78Q (11121.840168 sec): 3 clusters Score: Raw -436754.454356 + Penalty 3110.134796 = -433644.319560 nChanged 17 SP:Iteration 79Q (11121.954541 sec): 3 clusters Score: Raw -436756.422539 + Penalty 3110.134796 = -433646.287743 nChanged 17 SP:Iteration 80F (11122.076132 sec): 3 clusters Score: Raw -436758.752848 + Penalty 3110.134796 = -433648.618052 nChanged 20 SP:Iteration 81Q (11122.192543 sec): 3 clusters Score: Raw -436761.448924 + Penalty 3110.134796 = -433651.314127 nChanged 13 SP:Iteration 82Q (11122.305795 sec): 3 clusters Score: Raw -436762.855352 + Penalty 3110.134796 = -433652.720555 nChanged 12 SP:Iteration 83Q (11122.432822 sec): 3 clusters Score: Raw -436764.920709 + Penalty 3110.134796 = -433654.785913 nChanged 12 SP:Iteration 84Q (11122.535824 sec): 3 clusters Score: Raw -436766.635469 + Penalty 3110.134796 = -433656.500672 nChanged 11 SP:Iteration 85Q (11122.642135 sec): 3 clusters Score: Raw -436767.949175 + Penalty 3110.134796 = -433657.814379 nChanged 5 SP:Iteration 86Q (11122.745300 sec): 3 clusters Score: Raw -436768.856150 + Penalty 3110.134796 = -433658.721354 nChanged 4 SP:Iteration 87Q (11122.861125 sec): 3 clusters Score: Raw -436769.692583 + Penalty 3110.134796 = -433659.557787 nChanged 3 SP:Iteration 88Q (11122.983301 sec): 3 clusters Score: Raw -436770.449500 + Penalty 3110.134796 = -433660.314704 nChanged 6 SP:Iteration 89Q (11123.085106 sec): 3 clusters Score: Raw -436771.636578 + Penalty 3110.134796 = -433661.501781 nChanged 3 SP:Iteration 90Q (11123.199331 sec): 3 clusters Score: Raw -436772.106133 + Penalty 3110.134796 = -433661.971337 nChanged 3 SP:Iteration 91Q (11123.308517 sec): 3 clusters Score: Raw -436772.684546 + Penalty 3110.134796 = -433662.549749 nChanged 2 SP:Iteration 92Q (11123.430893 sec): 3 clusters Score: Raw -436772.897091 + Penalty 3110.134796 = -433662.762295 nChanged 1 SP:Iteration 93Q (11123.539722 sec): 3 clusters Score: Raw -436772.952787 + Penalty 3110.134796 = -433662.817991 nChanged 0 SP:Iteration 94F (11123.664762 sec): 3 clusters Score: Raw -436772.952787 + Penalty 3110.134796 = -433662.817991 nChanged 0 Trying to split cluster 8 (18661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11123.784470 sec): 2 clusters Score: Raw -1283630.489306 + Penalty 1725.900532 = -1281904.588774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11123.940189 sec): 3 clusters Score: Raw -1272520.497314 + Penalty 3451.801063 = -1269068.696250 nChanged 8338 SP:Iteration 1F (11124.096180 sec): 3 clusters Score: Raw -1277230.517533 + Penalty 3451.801063 = -1273778.716470 nChanged 1025 SP:Iteration 2F (11124.281116 sec): 3 clusters Score: Raw -1277713.763612 + Penalty 3451.801063 = -1274261.962548 nChanged 961 SP:Iteration 3F (11124.428894 sec): 3 clusters Score: Raw -1278375.070886 + Penalty 3451.801063 = -1274923.269823 nChanged 1076 SP:Iteration 4F (11124.576078 sec): 3 clusters Score: Raw -1279331.764384 + Penalty 3451.801063 = -1275879.963320 nChanged 1213 SP:Iteration 5F (11124.736139 sec): 3 clusters Score: Raw -1280454.279625 + Penalty 3451.801063 = -1277002.478561 nChanged 1280 SP:Iteration 6F (11124.870107 sec): 3 clusters Score: Raw -1281508.986951 + Penalty 3451.801063 = -1278057.185887 nChanged 1180 SP:Iteration 7F (11125.015110 sec): 3 clusters Score: Raw -1282435.658160 + Penalty 3451.801063 = -1278983.857096 nChanged 1035 SP:Iteration 8F (11125.160527 sec): 3 clusters Score: Raw -1283200.548241 + Penalty 3451.801063 = -1279748.747177 nChanged 883 SP:Iteration 9Q (11125.318893 sec): 3 clusters Score: Raw -1283801.251621 + Penalty 3451.801063 = -1280349.450558 nChanged 692 SP:Iteration 10Q (11125.478170 sec): 3 clusters Score: Raw -1284225.185857 + Penalty 3451.801063 = -1280773.384793 nChanged 505 SP:Iteration 11Q (11125.644449 sec): 3 clusters Score: Raw -1284492.316019 + Penalty 3451.801063 = -1281040.514955 nChanged 391 SP:Iteration 12Q (11125.784661 sec): 3 clusters Score: Raw -1284686.917725 + Penalty 3451.801063 = -1281235.116662 nChanged 339 SP:Iteration 13Q (11125.936529 sec): 3 clusters Score: Raw -1284866.065903 + Penalty 3451.801063 = -1281414.264839 nChanged 330 SP:Iteration 14Q (11126.092690 sec): 3 clusters Score: Raw -1285018.081021 + Penalty 3451.801063 = -1281566.279958 nChanged 271 SP:Iteration 15Q (11126.241693 sec): 3 clusters Score: Raw -1285118.415946 + Penalty 3451.801063 = -1281666.614883 nChanged 224 SP:Iteration 16Q (11126.389870 sec): 3 clusters Score: Raw -1285193.749213 + Penalty 3451.801063 = -1281741.948149 nChanged 182 SP:Iteration 17Q (11126.545584 sec): 3 clusters Score: Raw -1285243.257144 + Penalty 3451.801063 = -1281791.456081 nChanged 147 SP:Iteration 18Q (11126.682341 sec): 3 clusters Score: Raw -1285279.639426 + Penalty 3451.801063 = -1281827.838363 nChanged 111 SP:Iteration 19Q (11126.827652 sec): 3 clusters Score: Raw -1285304.756223 + Penalty 3451.801063 = -1281852.955160 nChanged 111 SP:Iteration 20F (11126.991891 sec): 3 clusters Score: Raw -1285328.491901 + Penalty 3451.801063 = -1281876.690838 nChanged 100 SP:Iteration 21Q (11127.160788 sec): 3 clusters Score: Raw -1285350.612038 + Penalty 3451.801063 = -1281898.810975 nChanged 101 SP:Iteration 22Q (11127.313701 sec): 3 clusters Score: Raw -1285375.131122 + Penalty 3451.801063 = -1281923.330059 nChanged 103 SP:Iteration 23Q (11127.440149 sec): 3 clusters Score: Raw -1285397.000910 + Penalty 3451.801063 = -1281945.199847 nChanged 87 SP:Iteration 24Q (11127.604660 sec): 3 clusters Score: Raw -1285414.854950 + Penalty 3451.801063 = -1281963.053887 nChanged 77 SP:Iteration 25Q (11127.743473 sec): 3 clusters Score: Raw -1285432.407636 + Penalty 3451.801063 = -1281980.606572 nChanged 77 SP:Iteration 26Q (11127.900048 sec): 3 clusters Score: Raw -1285447.931762 + Penalty 3451.801063 = -1281996.130698 nChanged 70 SP:Iteration 27Q (11128.035693 sec): 3 clusters Score: Raw -1285460.917336 + Penalty 3451.801063 = -1282009.116272 nChanged 60 SP:Iteration 28Q (11128.188779 sec): 3 clusters Score: Raw -1285471.684658 + Penalty 3451.801063 = -1282019.883595 nChanged 60 SP:Iteration 29Q (11128.320669 sec): 3 clusters Score: Raw -1285480.681631 + Penalty 3451.801063 = -1282028.880567 nChanged 52 SP:Iteration 30Q (11128.509397 sec): 3 clusters Score: Raw -1285489.743938 + Penalty 3451.801063 = -1282037.942875 nChanged 53 SP:Iteration 31Q (11128.679783 sec): 3 clusters Score: Raw -1285501.034921 + Penalty 3451.801063 = -1282049.233858 nChanged 54 SP:Iteration 32Q (11128.810195 sec): 3 clusters Score: Raw -1285512.657125 + Penalty 3451.801063 = -1282060.856062 nChanged 58 SP:Iteration 33Q (11128.986639 sec): 3 clusters Score: Raw -1285524.402858 + Penalty 3451.801063 = -1282072.601795 nChanged 63 SP:Iteration 34Q (11129.137064 sec): 3 clusters Score: Raw -1285535.418959 + Penalty 3451.801063 = -1282083.617896 nChanged 52 SP:Iteration 35Q (11129.295268 sec): 3 clusters Score: Raw -1285544.085376 + Penalty 3451.801063 = -1282092.284313 nChanged 43 SP:Iteration 36Q (11129.464294 sec): 3 clusters Score: Raw -1285550.013958 + Penalty 3451.801063 = -1282098.212894 nChanged 43 SP:Iteration 37Q (11129.617904 sec): 3 clusters Score: Raw -1285555.569964 + Penalty 3451.801063 = -1282103.768901 nChanged 37 SP:Iteration 38Q (11129.757945 sec): 3 clusters Score: Raw -1285559.473541 + Penalty 3451.801063 = -1282107.672478 nChanged 28 SP:Iteration 39Q (11129.936639 sec): 3 clusters Score: Raw -1285563.022177 + Penalty 3451.801063 = -1282111.221114 nChanged 26 SP:Iteration 40F (11130.066894 sec): 3 clusters Score: Raw -1285566.179964 + Penalty 3451.801063 = -1282114.378901 nChanged 25 SP:Iteration 41Q (11130.230564 sec): 3 clusters Score: Raw -1285569.724266 + Penalty 3451.801063 = -1282117.923203 nChanged 21 SP:Iteration 42Q (11130.376413 sec): 3 clusters Score: Raw -1285572.637919 + Penalty 3451.801063 = -1282120.836856 nChanged 27 SP:Iteration 43Q (11130.533655 sec): 3 clusters Score: Raw -1285575.845738 + Penalty 3451.801063 = -1282124.044675 nChanged 26 SP:Iteration 44Q (11130.681791 sec): 3 clusters Score: Raw -1285578.608268 + Penalty 3451.801063 = -1282126.807205 nChanged 25 SP:Iteration 45Q (11130.850526 sec): 3 clusters Score: Raw -1285582.293895 + Penalty 3451.801063 = -1282130.492832 nChanged 36 SP:Iteration 46Q (11131.014634 sec): 3 clusters Score: Raw -1285587.384730 + Penalty 3451.801063 = -1282135.583667 nChanged 40 SP:Iteration 47Q (11131.160370 sec): 3 clusters Score: Raw -1285593.770566 + Penalty 3451.801063 = -1282141.969503 nChanged 39 SP:Iteration 48Q (11131.314965 sec): 3 clusters Score: Raw -1285600.051515 + Penalty 3451.801063 = -1282148.250452 nChanged 30 SP:Iteration 49Q (11131.442424 sec): 3 clusters Score: Raw -1285603.564913 + Penalty 3451.801063 = -1282151.763850 nChanged 19 SP:Iteration 50Q (11131.596206 sec): 3 clusters Score: Raw -1285605.527517 + Penalty 3451.801063 = -1282153.726454 nChanged 20 SP:Iteration 51Q (11131.738860 sec): 3 clusters Score: Raw -1285607.422234 + Penalty 3451.801063 = -1282155.621171 nChanged 14 SP:Iteration 52Q (11131.894916 sec): 3 clusters Score: Raw -1285608.790544 + Penalty 3451.801063 = -1282156.989481 nChanged 9 SP:Iteration 53Q (11132.017864 sec): 3 clusters Score: Raw -1285610.024482 + Penalty 3451.801063 = -1282158.223418 nChanged 12 SP:Iteration 54Q (11132.167782 sec): 3 clusters Score: Raw -1285611.404903 + Penalty 3451.801063 = -1282159.603840 nChanged 16 SP:Iteration 55Q (11132.298397 sec): 3 clusters Score: Raw -1285612.997731 + Penalty 3451.801063 = -1282161.196668 nChanged 20 SP:Iteration 56Q (11132.450933 sec): 3 clusters Score: Raw -1285614.589423 + Penalty 3451.801063 = -1282162.788360 nChanged 11 SP:Iteration 57Q (11132.603999 sec): 3 clusters Score: Raw -1285615.487106 + Penalty 3451.801063 = -1282163.686043 nChanged 8 SP:Iteration 58Q (11132.749155 sec): 3 clusters Score: Raw -1285616.214571 + Penalty 3451.801063 = -1282164.413507 nChanged 8 SP:Iteration 59Q (11132.916716 sec): 3 clusters Score: Raw -1285616.978459 + Penalty 3451.801063 = -1282165.177396 nChanged 6 SP:Iteration 60F (11133.049970 sec): 3 clusters Score: Raw -1285617.628516 + Penalty 3451.801063 = -1282165.827452 nChanged 6 SP:Iteration 61Q (11133.184626 sec): 3 clusters Score: Raw -1285618.485349 + Penalty 3451.801063 = -1282166.684286 nChanged 8 SP:Iteration 62Q (11133.325870 sec): 3 clusters Score: Raw -1285619.499378 + Penalty 3451.801063 = -1282167.698315 nChanged 9 SP:Iteration 63Q (11133.480792 sec): 3 clusters Score: Raw -1285620.301219 + Penalty 3451.801063 = -1282168.500156 nChanged 8 SP:Iteration 64Q (11133.609467 sec): 3 clusters Score: Raw -1285620.839830 + Penalty 3451.801063 = -1282169.038767 nChanged 6 SP:Iteration 65Q (11133.748991 sec): 3 clusters Score: Raw -1285621.392340 + Penalty 3451.801063 = -1282169.591277 nChanged 4 SP:Iteration 66Q (11133.886513 sec): 3 clusters Score: Raw -1285621.754391 + Penalty 3451.801063 = -1282169.953328 nChanged 3 SP:Iteration 67Q (11134.037856 sec): 3 clusters Score: Raw -1285621.926164 + Penalty 3451.801063 = -1282170.125101 nChanged 1 SP:Iteration 68Q (11134.175127 sec): 3 clusters Score: Raw -1285621.980546 + Penalty 3451.801063 = -1282170.179483 nChanged 0 SP:Iteration 69F (11134.309537 sec): 3 clusters Score: Raw -1285621.980546 + Penalty 3451.801063 = -1282170.179483 nChanged 0 Score: Raw -11982448.407650 + Penalty 72919.712142 = -11909528.695508 Splitting cluster 8 changes total score from -11909681.736824 to -11909528.695508 So it's not getting split. Trying to split cluster 9 (1798 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11143.321322 sec): 2 clusters Score: Raw -85784.170869 + Penalty 1315.272503 = -84468.898366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11143.409486 sec): 3 clusters Score: Raw -85072.134780 + Penalty 2630.545005 = -82441.589774 nChanged 634 SP:Iteration 1F (11143.497631 sec): 3 clusters Score: Raw -85705.672367 + Penalty 2630.545005 = -83075.127362 nChanged 211 SP:Iteration 2F (11143.568993 sec): 3 clusters Score: Raw -86022.667045 + Penalty 2630.545005 = -83392.122039 nChanged 151 SP:Iteration 3F (11143.663974 sec): 3 clusters Score: Raw -86233.206205 + Penalty 2630.545005 = -83602.661199 nChanged 100 SP:Iteration 4F (11143.752694 sec): 3 clusters Score: Raw -86327.562371 + Penalty 2630.545005 = -83697.017366 nChanged 50 SP:Iteration 5Q (11143.839157 sec): 3 clusters Score: Raw -86394.668642 + Penalty 2630.545005 = -83764.123637 nChanged 53 SP:Iteration 6Q (11143.924549 sec): 3 clusters Score: Raw -86453.346240 + Penalty 2630.545005 = -83822.801235 nChanged 45 SP:Iteration 7Q (11144.009120 sec): 3 clusters Score: Raw -86499.836890 + Penalty 2630.545005 = -83869.291885 nChanged 37 SP:Iteration 8Q (11144.096942 sec): 3 clusters Score: Raw -86537.306641 + Penalty 2630.545005 = -83906.761635 nChanged 39 SP:Iteration 9Q (11144.182295 sec): 3 clusters Score: Raw -86585.264658 + Penalty 2630.545005 = -83954.719652 nChanged 37 SP:Iteration 10Q (11144.267471 sec): 3 clusters Score: Raw -86626.985533 + Penalty 2630.545005 = -83996.440527 nChanged 37 SP:Iteration 11Q (11144.370862 sec): 3 clusters Score: Raw -86676.482944 + Penalty 2630.545005 = -84045.937938 nChanged 41 SP:Iteration 12Q (11144.454794 sec): 3 clusters Score: Raw -86736.788737 + Penalty 2630.545005 = -84106.243732 nChanged 51 SP:Iteration 13Q (11144.524510 sec): 3 clusters Score: Raw -86822.735103 + Penalty 2630.545005 = -84192.190098 nChanged 48 SP:Iteration 14Q (11144.610468 sec): 3 clusters Score: Raw -86918.906039 + Penalty 2630.545005 = -84288.361034 nChanged 54 SP:Iteration 15Q (11144.702529 sec): 3 clusters Score: Raw -87010.947830 + Penalty 2630.545005 = -84380.402825 nChanged 49 SP:Iteration 16Q (11144.783419 sec): 3 clusters Score: Raw -87109.413073 + Penalty 2630.545005 = -84478.868067 nChanged 38 SP:Iteration 17Q (11144.847456 sec): 3 clusters Score: Raw -87190.484130 + Penalty 2630.545005 = -84559.939125 nChanged 29 SP:Iteration 18Q (11144.919158 sec): 3 clusters Score: Raw -87235.124908 + Penalty 2630.545005 = -84604.579902 nChanged 19 SP:Iteration 19Q (11145.009747 sec): 3 clusters Score: Raw -87251.819238 + Penalty 2630.545005 = -84621.274232 nChanged 16 SP:Iteration 20F (11145.091243 sec): 3 clusters Score: Raw -87268.906626 + Penalty 2630.545005 = -84638.361621 nChanged 13 SP:Iteration 21Q (11145.174205 sec): 3 clusters Score: Raw -87280.620081 + Penalty 2630.545005 = -84650.075076 nChanged 6 SP:Iteration 22Q (11145.258739 sec): 3 clusters Score: Raw -87285.963478 + Penalty 2630.545005 = -84655.418473 nChanged 3 SP:Iteration 23Q (11145.344073 sec): 3 clusters Score: Raw -87287.678585 + Penalty 2630.545005 = -84657.133580 nChanged 2 SP:Iteration 24Q (11145.424002 sec): 3 clusters Score: Raw -87290.611385 + Penalty 2630.545005 = -84660.066380 nChanged 1 SP:Iteration 25Q (11145.507960 sec): 3 clusters Score: Raw -87291.811353 + Penalty 2630.545005 = -84661.266347 nChanged 1 SP:Iteration 26Q (11145.608018 sec): 3 clusters Score: Raw -87292.800740 + Penalty 2630.545005 = -84662.255734 nChanged 0 SP:Iteration 27F (11145.677755 sec): 3 clusters Score: Raw -87292.800740 + Penalty 2630.545005 = -84662.255734 nChanged 0 Score: Raw -11981965.546281 + Penalty 72919.712142 = -11909045.834139 Splitting cluster 9 changes total score from -11909681.736824 to -11909045.834139 So it's not getting split. Trying to split cluster 10 (9203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11152.212637 sec): 2 clusters Score: Raw -603975.164422 + Penalty 1601.838482 = -602373.325940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11152.307945 sec): 3 clusters Score: Raw -598854.690472 + Penalty 3203.676964 = -595651.013508 nChanged 3882 SP:Iteration 1F (11152.414646 sec): 3 clusters Score: Raw -601161.624712 + Penalty 3203.676964 = -597957.947749 nChanged 729 SP:Iteration 2F (11152.499213 sec): 3 clusters Score: Raw -601611.484975 + Penalty 3203.676964 = -598407.808011 nChanged 621 SP:Iteration 3F (11152.602524 sec): 3 clusters Score: Raw -602014.721037 + Penalty 3203.676964 = -598811.044073 nChanged 566 SP:Iteration 4F (11152.725682 sec): 3 clusters Score: Raw -602383.147546 + Penalty 3203.676964 = -599179.470582 nChanged 498 SP:Iteration 5F (11152.805567 sec): 3 clusters Score: Raw -602710.017886 + Penalty 3203.676964 = -599506.340922 nChanged 440 SP:Iteration 6Q (11152.905313 sec): 3 clusters Score: Raw -603017.004721 + Penalty 3203.676964 = -599813.327757 nChanged 424 SP:Iteration 7Q (11153.009009 sec): 3 clusters Score: Raw -603311.277425 + Penalty 3203.676964 = -600107.600461 nChanged 379 SP:Iteration 8Q (11153.125339 sec): 3 clusters Score: Raw -603600.568986 + Penalty 3203.676964 = -600396.892023 nChanged 372 SP:Iteration 9Q (11153.227473 sec): 3 clusters Score: Raw -603918.130215 + Penalty 3203.676964 = -600714.453252 nChanged 337 SP:Iteration 10Q (11153.311136 sec): 3 clusters Score: Raw -604208.993233 + Penalty 3203.676964 = -601005.316269 nChanged 308 SP:Iteration 11Q (11153.416497 sec): 3 clusters Score: Raw -604484.876523 + Penalty 3203.676964 = -601281.199560 nChanged 276 SP:Iteration 12Q (11153.541922 sec): 3 clusters Score: Raw -604725.732341 + Penalty 3203.676964 = -601522.055377 nChanged 228 SP:Iteration 13Q (11153.646260 sec): 3 clusters Score: Raw -604949.825393 + Penalty 3203.676964 = -601746.148429 nChanged 193 SP:Iteration 14Q (11153.747679 sec): 3 clusters Score: Raw -605118.435044 + Penalty 3203.676964 = -601914.758080 nChanged 143 SP:Iteration 15Q (11153.847696 sec): 3 clusters Score: Raw -605222.988825 + Penalty 3203.676964 = -602019.311862 nChanged 103 SP:Iteration 16Q (11153.947998 sec): 3 clusters Score: Raw -605280.709720 + Penalty 3203.676964 = -602077.032756 nChanged 70 SP:Iteration 17Q (11154.049634 sec): 3 clusters Score: Raw -605312.852986 + Penalty 3203.676964 = -602109.176022 nChanged 54 SP:Iteration 18Q (11154.144854 sec): 3 clusters Score: Raw -605332.675975 + Penalty 3203.676964 = -602128.999011 nChanged 48 SP:Iteration 19Q (11154.259018 sec): 3 clusters Score: Raw -605351.143593 + Penalty 3203.676964 = -602147.466630 nChanged 49 SP:Iteration 20F (11154.347594 sec): 3 clusters Score: Raw -605371.079737 + Penalty 3203.676964 = -602167.402773 nChanged 37 SP:Iteration 21Q (11154.442891 sec): 3 clusters Score: Raw -605383.431291 + Penalty 3203.676964 = -602179.754327 nChanged 34 SP:Iteration 22Q (11154.544769 sec): 3 clusters Score: Raw -605395.625216 + Penalty 3203.676964 = -602191.948252 nChanged 28 SP:Iteration 23Q (11154.641940 sec): 3 clusters Score: Raw -605403.348611 + Penalty 3203.676964 = -602199.671648 nChanged 23 SP:Iteration 24Q (11154.716415 sec): 3 clusters Score: Raw -605409.524586 + Penalty 3203.676964 = -602205.847622 nChanged 19 SP:Iteration 25Q (11154.826357 sec): 3 clusters Score: Raw -605414.044633 + Penalty 3203.676964 = -602210.367669 nChanged 19 SP:Iteration 26Q (11154.906273 sec): 3 clusters Score: Raw -605417.209763 + Penalty 3203.676964 = -602213.532799 nChanged 8 SP:Iteration 27Q (11155.024755 sec): 3 clusters Score: Raw -605419.179880 + Penalty 3203.676964 = -602215.502916 nChanged 7 SP:Iteration 28Q (11155.113089 sec): 3 clusters Score: Raw -605421.259115 + Penalty 3203.676964 = -602217.582152 nChanged 9 SP:Iteration 29Q (11155.210071 sec): 3 clusters Score: Raw -605423.156457 + Penalty 3203.676964 = -602219.479493 nChanged 4 SP:Iteration 30Q (11155.321141 sec): 3 clusters Score: Raw -605423.780650 + Penalty 3203.676964 = -602220.103686 nChanged 6 SP:Iteration 31Q (11155.423183 sec): 3 clusters Score: Raw -605425.017196 + Penalty 3203.676964 = -602221.340232 nChanged 6 SP:Iteration 32Q (11155.518852 sec): 3 clusters Score: Raw -605426.275616 + Penalty 3203.676964 = -602222.598652 nChanged 5 SP:Iteration 33Q (11155.624875 sec): 3 clusters Score: Raw -605426.970887 + Penalty 3203.676964 = -602223.293923 nChanged 4 SP:Iteration 34Q (11155.724321 sec): 3 clusters Score: Raw -605427.389781 + Penalty 3203.676964 = -602223.712818 nChanged 3 SP:Iteration 35Q (11155.825136 sec): 3 clusters Score: Raw -605427.715308 + Penalty 3203.676964 = -602224.038345 nChanged 3 SP:Iteration 36Q (11155.929743 sec): 3 clusters Score: Raw -605428.159991 + Penalty 3203.676964 = -602224.483028 nChanged 3 SP:Iteration 37Q (11156.036637 sec): 3 clusters Score: Raw -605428.573132 + Penalty 3203.676964 = -602224.896168 nChanged 2 SP:Iteration 38Q (11156.132933 sec): 3 clusters Score: Raw -605428.836628 + Penalty 3203.676964 = -602225.159664 nChanged 4 SP:Iteration 39Q (11156.235730 sec): 3 clusters Score: Raw -605429.712728 + Penalty 3203.676964 = -602226.035764 nChanged 5 SP:Iteration 40F (11156.358243 sec): 3 clusters Score: Raw -605430.238242 + Penalty 3203.676964 = -602226.561278 nChanged 1 SP:Iteration 41Q (11156.453208 sec): 3 clusters Score: Raw -605430.309385 + Penalty 3203.676964 = -602226.632421 nChanged 0 SP:Iteration 42F (11156.551575 sec): 3 clusters Score: Raw -605430.309385 + Penalty 3203.676964 = -602226.632421 nChanged 0 Trying to split cluster 11 (4509 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11156.608702 sec): 2 clusters Score: Raw -239511.190546 + Penalty 1476.627284 = -238034.563262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11156.694873 sec): 3 clusters Score: Raw -237286.163758 + Penalty 2953.254568 = -234332.909190 nChanged 1805 SP:Iteration 1F (11156.786974 sec): 3 clusters Score: Raw -238697.582065 + Penalty 2953.254568 = -235744.327497 nChanged 458 SP:Iteration 2F (11156.860839 sec): 3 clusters Score: Raw -239176.627157 + Penalty 2953.254568 = -236223.372589 nChanged 356 SP:Iteration 3F (11156.952493 sec): 3 clusters Score: Raw -239523.821325 + Penalty 2953.254568 = -236570.566757 nChanged 280 SP:Iteration 4F (11157.049031 sec): 3 clusters Score: Raw -239735.644271 + Penalty 2953.254568 = -236782.389703 nChanged 170 SP:Iteration 5Q (11157.122234 sec): 3 clusters Score: Raw -239854.403949 + Penalty 2953.254568 = -236901.149381 nChanged 133 SP:Iteration 6Q (11157.220092 sec): 3 clusters Score: Raw -239928.858643 + Penalty 2953.254568 = -236975.604075 nChanged 103 SP:Iteration 7Q (11157.312245 sec): 3 clusters Score: Raw -239981.380208 + Penalty 2953.254568 = -237028.125639 nChanged 92 SP:Iteration 8Q (11157.400349 sec): 3 clusters Score: Raw -240025.217316 + Penalty 2953.254568 = -237071.962747 nChanged 47 SP:Iteration 9Q (11157.475435 sec): 3 clusters Score: Raw -240050.605463 + Penalty 2953.254568 = -237097.350895 nChanged 48 SP:Iteration 10Q (11157.587818 sec): 3 clusters Score: Raw -240068.815813 + Penalty 2953.254568 = -237115.561245 nChanged 40 SP:Iteration 11Q (11157.671621 sec): 3 clusters Score: Raw -240084.453724 + Penalty 2953.254568 = -237131.199156 nChanged 32 SP:Iteration 12Q (11157.763329 sec): 3 clusters Score: Raw -240095.360596 + Penalty 2953.254568 = -237142.106027 nChanged 28 SP:Iteration 13Q (11157.852004 sec): 3 clusters Score: Raw -240106.644777 + Penalty 2953.254568 = -237153.390209 nChanged 22 SP:Iteration 14Q (11157.932541 sec): 3 clusters Score: Raw -240114.789047 + Penalty 2953.254568 = -237161.534479 nChanged 26 SP:Iteration 15Q (11158.023503 sec): 3 clusters Score: Raw -240131.509447 + Penalty 2953.254568 = -237178.254879 nChanged 37 SP:Iteration 16Q (11158.113935 sec): 3 clusters Score: Raw -240150.993889 + Penalty 2953.254568 = -237197.739321 nChanged 30 SP:Iteration 17Q (11158.214355 sec): 3 clusters Score: Raw -240165.326148 + Penalty 2953.254568 = -237212.071580 nChanged 31 SP:Iteration 18Q (11158.292183 sec): 3 clusters Score: Raw -240177.130683 + Penalty 2953.254568 = -237223.876115 nChanged 25 SP:Iteration 19Q (11158.394882 sec): 3 clusters Score: Raw -240185.505999 + Penalty 2953.254568 = -237232.251431 nChanged 27 SP:Iteration 20F (11158.477110 sec): 3 clusters Score: Raw -240194.461779 + Penalty 2953.254568 = -237241.207211 nChanged 21 SP:Iteration 21Q (11158.578341 sec): 3 clusters Score: Raw -240201.132418 + Penalty 2953.254568 = -237247.877850 nChanged 17 SP:Iteration 22Q (11158.662033 sec): 3 clusters Score: Raw -240207.135215 + Penalty 2953.254568 = -237253.880647 nChanged 23 SP:Iteration 23Q (11158.753651 sec): 3 clusters Score: Raw -240214.383136 + Penalty 2953.254568 = -237261.128568 nChanged 19 SP:Iteration 24Q (11158.842591 sec): 3 clusters Score: Raw -240223.928360 + Penalty 2953.254568 = -237270.673792 nChanged 29 SP:Iteration 25Q (11158.925572 sec): 3 clusters Score: Raw -240240.718063 + Penalty 2953.254568 = -237287.463495 nChanged 43 SP:Iteration 26Q (11159.015298 sec): 3 clusters Score: Raw -240267.554989 + Penalty 2953.254568 = -237314.300420 nChanged 43 SP:Iteration 27Q (11159.094130 sec): 3 clusters Score: Raw -240289.480778 + Penalty 2953.254568 = -237336.226210 nChanged 43 SP:Iteration 28Q (11159.166261 sec): 3 clusters Score: Raw -240312.774366 + Penalty 2953.254568 = -237359.519798 nChanged 45 SP:Iteration 29Q (11159.269138 sec): 3 clusters Score: Raw -240333.152668 + Penalty 2953.254568 = -237379.898100 nChanged 41 SP:Iteration 30Q (11159.362167 sec): 3 clusters Score: Raw -240350.838851 + Penalty 2953.254568 = -237397.584283 nChanged 40 SP:Iteration 31Q (11159.434443 sec): 3 clusters Score: Raw -240365.937219 + Penalty 2953.254568 = -237412.682651 nChanged 28 SP:Iteration 32Q (11159.524369 sec): 3 clusters Score: Raw -240376.007056 + Penalty 2953.254568 = -237422.752488 nChanged 25 SP:Iteration 33Q (11159.601061 sec): 3 clusters Score: Raw -240385.113241 + Penalty 2953.254568 = -237431.858673 nChanged 21 SP:Iteration 34Q (11159.694561 sec): 3 clusters Score: Raw -240392.739811 + Penalty 2953.254568 = -237439.485243 nChanged 21 SP:Iteration 35Q (11159.780191 sec): 3 clusters Score: Raw -240401.433287 + Penalty 2953.254568 = -237448.178719 nChanged 24 SP:Iteration 36Q (11159.852233 sec): 3 clusters Score: Raw -240410.106844 + Penalty 2953.254568 = -237456.852276 nChanged 25 SP:Iteration 37Q (11159.947925 sec): 3 clusters Score: Raw -240420.651021 + Penalty 2953.254568 = -237467.396453 nChanged 22 SP:Iteration 38Q (11160.048851 sec): 3 clusters Score: Raw -240429.849816 + Penalty 2953.254568 = -237476.595247 nChanged 20 SP:Iteration 39Q (11160.140770 sec): 3 clusters Score: Raw -240435.450472 + Penalty 2953.254568 = -237482.195904 nChanged 16 SP:Iteration 40F (11160.229465 sec): 3 clusters Score: Raw -240440.268816 + Penalty 2953.254568 = -237487.014247 nChanged 15 SP:Iteration 41Q (11160.319234 sec): 3 clusters Score: Raw -240443.800508 + Penalty 2953.254568 = -237490.545940 nChanged 9 SP:Iteration 42Q (11160.406815 sec): 3 clusters Score: Raw -240445.155651 + Penalty 2953.254568 = -237491.901083 nChanged 5 SP:Iteration 43Q (11160.487984 sec): 3 clusters Score: Raw -240446.660626 + Penalty 2953.254568 = -237493.406058 nChanged 5 SP:Iteration 44Q (11160.570795 sec): 3 clusters Score: Raw -240447.974811 + Penalty 2953.254568 = -237494.720243 nChanged 5 SP:Iteration 45Q (11160.661730 sec): 3 clusters Score: Raw -240449.461581 + Penalty 2953.254568 = -237496.207013 nChanged 6 SP:Iteration 46Q (11160.748464 sec): 3 clusters Score: Raw -240451.734119 + Penalty 2953.254568 = -237498.479550 nChanged 7 SP:Iteration 47Q (11160.834431 sec): 3 clusters Score: Raw -240453.363396 + Penalty 2953.254568 = -237500.108828 nChanged 3 SP:Iteration 48Q (11160.927342 sec): 3 clusters Score: Raw -240453.998640 + Penalty 2953.254568 = -237500.744072 nChanged 4 SP:Iteration 49Q (11161.013673 sec): 3 clusters Score: Raw -240455.192514 + Penalty 2953.254568 = -237501.937946 nChanged 9 SP:Iteration 50Q (11161.097695 sec): 3 clusters Score: Raw -240457.786544 + Penalty 2953.254568 = -237504.531976 nChanged 9 SP:Iteration 51Q (11161.189890 sec): 3 clusters Score: Raw -240460.814255 + Penalty 2953.254568 = -237507.559687 nChanged 8 SP:Iteration 52Q (11161.269883 sec): 3 clusters Score: Raw -240463.187276 + Penalty 2953.254568 = -237509.932708 nChanged 3 SP:Iteration 53Q (11161.362639 sec): 3 clusters Score: Raw -240463.734563 + Penalty 2953.254568 = -237510.479995 nChanged 4 SP:Iteration 54Q (11161.452045 sec): 3 clusters Score: Raw -240464.804809 + Penalty 2953.254568 = -237511.550241 nChanged 2 SP:Iteration 55Q (11161.546575 sec): 3 clusters Score: Raw -240465.219392 + Penalty 2953.254568 = -237511.964824 nChanged 3 SP:Iteration 56Q (11161.638860 sec): 3 clusters Score: Raw -240466.137742 + Penalty 2953.254568 = -237512.883173 nChanged 3 SP:Iteration 57Q (11161.723720 sec): 3 clusters Score: Raw -240466.600180 + Penalty 2953.254568 = -237513.345612 nChanged 2 SP:Iteration 58Q (11161.831724 sec): 3 clusters Score: Raw -240467.037711 + Penalty 2953.254568 = -237513.783143 nChanged 1 SP:Iteration 59Q (11161.906872 sec): 3 clusters Score: Raw -240467.386629 + Penalty 2953.254568 = -237514.132061 nChanged 1 SP:Iteration 60F (11161.992329 sec): 3 clusters Score: Raw -240467.931641 + Penalty 2953.254568 = -237514.677073 nChanged 3 SP:Iteration 61Q (11162.077915 sec): 3 clusters Score: Raw -240468.199138 + Penalty 2953.254568 = -237514.944570 nChanged 0 SP:Iteration 62F (11162.174851 sec): 3 clusters Score: Raw -240468.199138 + Penalty 2953.254568 = -237514.944570 nChanged 0 Trying to split cluster 12 (14952 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11162.260431 sec): 2 clusters Score: Raw -850326.572760 + Penalty 1687.011361 = -848639.561399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11162.367087 sec): 3 clusters Score: Raw -841568.973568 + Penalty 3374.022723 = -838194.950845 nChanged 6717 SP:Iteration 1F (11162.462383 sec): 3 clusters Score: Raw -845694.013089 + Penalty 3374.022723 = -842319.990367 nChanged 1143 SP:Iteration 2F (11162.568220 sec): 3 clusters Score: Raw -846429.459353 + Penalty 3374.022723 = -843055.436631 nChanged 1051 SP:Iteration 3F (11162.686342 sec): 3 clusters Score: Raw -847154.395236 + Penalty 3374.022723 = -843780.372513 nChanged 973 SP:Iteration 4F (11162.793838 sec): 3 clusters Score: Raw -847822.646779 + Penalty 3374.022723 = -844448.624057 nChanged 840 SP:Iteration 5F (11162.890562 sec): 3 clusters Score: Raw -848392.215341 + Penalty 3374.022723 = -845018.192618 nChanged 722 SP:Iteration 6Q (11163.020659 sec): 3 clusters Score: Raw -848835.722386 + Penalty 3374.022723 = -845461.699663 nChanged 611 SP:Iteration 7Q (11163.131842 sec): 3 clusters Score: Raw -849193.626371 + Penalty 3374.022723 = -845819.603649 nChanged 507 SP:Iteration 8Q (11163.230201 sec): 3 clusters Score: Raw -849469.355706 + Penalty 3374.022723 = -846095.332984 nChanged 413 SP:Iteration 9Q (11163.354538 sec): 3 clusters Score: Raw -849661.393818 + Penalty 3374.022723 = -846287.371095 nChanged 318 SP:Iteration 10Q (11163.452673 sec): 3 clusters Score: Raw -849807.187798 + Penalty 3374.022723 = -846433.165076 nChanged 286 SP:Iteration 11Q (11163.586463 sec): 3 clusters Score: Raw -849931.701248 + Penalty 3374.022723 = -846557.678526 nChanged 262 SP:Iteration 12Q (11163.721696 sec): 3 clusters Score: Raw -850029.937542 + Penalty 3374.022723 = -846655.914819 nChanged 210 SP:Iteration 13Q (11163.863869 sec): 3 clusters Score: Raw -850117.525228 + Penalty 3374.022723 = -846743.502505 nChanged 206 SP:Iteration 14Q (11163.998163 sec): 3 clusters Score: Raw -850194.541272 + Penalty 3374.022723 = -846820.518550 nChanged 183 SP:Iteration 15Q (11164.101152 sec): 3 clusters Score: Raw -850253.978703 + Penalty 3374.022723 = -846879.955980 nChanged 143 SP:Iteration 16Q (11164.223478 sec): 3 clusters Score: Raw -850298.013985 + Penalty 3374.022723 = -846923.991262 nChanged 138 SP:Iteration 17Q (11164.327462 sec): 3 clusters Score: Raw -850338.852858 + Penalty 3374.022723 = -846964.830135 nChanged 118 SP:Iteration 18Q (11164.433435 sec): 3 clusters Score: Raw -850376.015902 + Penalty 3374.022723 = -847001.993179 nChanged 124 SP:Iteration 19Q (11164.535704 sec): 3 clusters Score: Raw -850415.479259 + Penalty 3374.022723 = -847041.456536 nChanged 109 SP:Iteration 20F (11164.666082 sec): 3 clusters Score: Raw -850443.810212 + Penalty 3374.022723 = -847069.787490 nChanged 99 SP:Iteration 21Q (11164.763358 sec): 3 clusters Score: Raw -850474.269957 + Penalty 3374.022723 = -847100.247234 nChanged 97 SP:Iteration 22Q (11164.907700 sec): 3 clusters Score: Raw -850503.735527 + Penalty 3374.022723 = -847129.712804 nChanged 90 SP:Iteration 23Q (11165.019668 sec): 3 clusters Score: Raw -850534.035729 + Penalty 3374.022723 = -847160.013007 nChanged 95 SP:Iteration 24Q (11165.145026 sec): 3 clusters Score: Raw -850561.938196 + Penalty 3374.022723 = -847187.915473 nChanged 84 SP:Iteration 25Q (11165.264517 sec): 3 clusters Score: Raw -850588.012619 + Penalty 3374.022723 = -847213.989896 nChanged 90 SP:Iteration 26Q (11165.374640 sec): 3 clusters Score: Raw -850615.030502 + Penalty 3374.022723 = -847241.007779 nChanged 84 SP:Iteration 27Q (11165.505960 sec): 3 clusters Score: Raw -850638.784893 + Penalty 3374.022723 = -847264.762170 nChanged 80 SP:Iteration 28Q (11165.620428 sec): 3 clusters Score: Raw -850660.590729 + Penalty 3374.022723 = -847286.568007 nChanged 68 SP:Iteration 29Q (11165.709544 sec): 3 clusters Score: Raw -850678.843043 + Penalty 3374.022723 = -847304.820320 nChanged 68 SP:Iteration 30Q (11165.816461 sec): 3 clusters Score: Raw -850699.118365 + Penalty 3374.022723 = -847325.095642 nChanged 62 SP:Iteration 31Q (11165.918106 sec): 3 clusters Score: Raw -850717.200025 + Penalty 3374.022723 = -847343.177303 nChanged 56 SP:Iteration 32Q (11166.044598 sec): 3 clusters Score: Raw -850731.880161 + Penalty 3374.022723 = -847357.857438 nChanged 59 SP:Iteration 33Q (11166.161735 sec): 3 clusters Score: Raw -850750.416397 + Penalty 3374.022723 = -847376.393675 nChanged 66 SP:Iteration 34Q (11166.271621 sec): 3 clusters Score: Raw -850772.290178 + Penalty 3374.022723 = -847398.267456 nChanged 65 SP:Iteration 35Q (11166.393608 sec): 3 clusters Score: Raw -850791.988746 + Penalty 3374.022723 = -847417.966023 nChanged 59 SP:Iteration 36Q (11166.470273 sec): 3 clusters Score: Raw -850814.160012 + Penalty 3374.022723 = -847440.137290 nChanged 56 SP:Iteration 37Q (11166.575521 sec): 3 clusters Score: Raw -850833.755936 + Penalty 3374.022723 = -847459.733213 nChanged 57 SP:Iteration 38Q (11166.660362 sec): 3 clusters Score: Raw -850858.058461 + Penalty 3374.022723 = -847484.035738 nChanged 65 SP:Iteration 39Q (11166.773430 sec): 3 clusters Score: Raw -850879.410716 + Penalty 3374.022723 = -847505.387994 nChanged 69 SP:Iteration 40F (11166.892119 sec): 3 clusters Score: Raw -850901.889109 + Penalty 3374.022723 = -847527.866386 nChanged 72 SP:Iteration 41Q (11167.010836 sec): 3 clusters Score: Raw -850928.338334 + Penalty 3374.022723 = -847554.315611 nChanged 74 SP:Iteration 42Q (11167.125138 sec): 3 clusters Score: Raw -850952.900582 + Penalty 3374.022723 = -847578.877859 nChanged 56 SP:Iteration 43Q (11167.233487 sec): 3 clusters Score: Raw -850976.644519 + Penalty 3374.022723 = -847602.621796 nChanged 53 SP:Iteration 44Q (11167.337496 sec): 3 clusters Score: Raw -850997.282674 + Penalty 3374.022723 = -847623.259951 nChanged 55 SP:Iteration 45Q (11167.449513 sec): 3 clusters Score: Raw -851016.056199 + Penalty 3374.022723 = -847642.033476 nChanged 48 SP:Iteration 46Q (11167.588718 sec): 3 clusters Score: Raw -851031.420231 + Penalty 3374.022723 = -847657.397508 nChanged 47 SP:Iteration 47Q (11167.681867 sec): 3 clusters Score: Raw -851048.934602 + Penalty 3374.022723 = -847674.911880 nChanged 50 SP:Iteration 48Q (11167.801643 sec): 3 clusters Score: Raw -851069.131970 + Penalty 3374.022723 = -847695.109248 nChanged 52 SP:Iteration 49Q (11167.917893 sec): 3 clusters Score: Raw -851089.181560 + Penalty 3374.022723 = -847715.158838 nChanged 49 SP:Iteration 50Q (11168.030721 sec): 3 clusters Score: Raw -851109.398601 + Penalty 3374.022723 = -847735.375879 nChanged 43 SP:Iteration 51Q (11168.168484 sec): 3 clusters Score: Raw -851126.371686 + Penalty 3374.022723 = -847752.348963 nChanged 34 SP:Iteration 52Q (11168.265209 sec): 3 clusters Score: Raw -851137.512869 + Penalty 3374.022723 = -847763.490147 nChanged 35 SP:Iteration 53Q (11168.381690 sec): 3 clusters Score: Raw -851147.710250 + Penalty 3374.022723 = -847773.687528 nChanged 21 SP:Iteration 54Q (11168.508203 sec): 3 clusters Score: Raw -851154.651352 + Penalty 3374.022723 = -847780.628630 nChanged 21 SP:Iteration 55Q (11168.633405 sec): 3 clusters Score: Raw -851163.818166 + Penalty 3374.022723 = -847789.795443 nChanged 25 SP:Iteration 56Q (11168.749990 sec): 3 clusters Score: Raw -851172.736833 + Penalty 3374.022723 = -847798.714110 nChanged 17 SP:Iteration 57Q (11168.878666 sec): 3 clusters Score: Raw -851177.988592 + Penalty 3374.022723 = -847803.965869 nChanged 13 SP:Iteration 58Q (11168.982018 sec): 3 clusters Score: Raw -851182.214398 + Penalty 3374.022723 = -847808.191676 nChanged 10 SP:Iteration 59Q (11169.090634 sec): 3 clusters Score: Raw -851185.400538 + Penalty 3374.022723 = -847811.377816 nChanged 12 SP:Iteration 60F (11169.154610 sec): 3 clusters Score: Raw -851188.736095 + Penalty 3374.022723 = -847814.713372 nChanged 8 SP:Iteration 61Q (11169.253864 sec): 3 clusters Score: Raw -851192.520573 + Penalty 3374.022723 = -847818.497850 nChanged 12 SP:Iteration 62Q (11169.366951 sec): 3 clusters Score: Raw -851195.810167 + Penalty 3374.022723 = -847821.787445 nChanged 10 SP:Iteration 63Q (11169.494180 sec): 3 clusters Score: Raw -851198.217877 + Penalty 3374.022723 = -847824.195154 nChanged 10 SP:Iteration 64Q (11169.630634 sec): 3 clusters Score: Raw -851201.600105 + Penalty 3374.022723 = -847827.577382 nChanged 9 SP:Iteration 65Q (11169.741878 sec): 3 clusters Score: Raw -851204.157182 + Penalty 3374.022723 = -847830.134459 nChanged 9 SP:Iteration 66Q (11169.873251 sec): 3 clusters Score: Raw -851207.184085 + Penalty 3374.022723 = -847833.161362 nChanged 8 SP:Iteration 67Q (11169.979124 sec): 3 clusters Score: Raw -851210.379529 + Penalty 3374.022723 = -847836.356806 nChanged 13 SP:Iteration 68Q (11170.109957 sec): 3 clusters Score: Raw -851214.582358 + Penalty 3374.022723 = -847840.559635 nChanged 11 SP:Iteration 69Q (11170.262350 sec): 3 clusters Score: Raw -851217.353125 + Penalty 3374.022723 = -847843.330402 nChanged 5 SP:Iteration 70Q (11170.369491 sec): 3 clusters Score: Raw -851218.992035 + Penalty 3374.022723 = -847844.969312 nChanged 7 SP:Iteration 71Q (11170.489960 sec): 3 clusters Score: Raw -851221.319701 + Penalty 3374.022723 = -847847.296979 nChanged 9 SP:Iteration 72Q (11170.618892 sec): 3 clusters Score: Raw -851225.391426 + Penalty 3374.022723 = -847851.368704 nChanged 13 SP:Iteration 73Q (11170.767791 sec): 3 clusters Score: Raw -851231.241058 + Penalty 3374.022723 = -847857.218335 nChanged 12 SP:Iteration 74Q (11170.906642 sec): 3 clusters Score: Raw -851234.716299 + Penalty 3374.022723 = -847860.693576 nChanged 11 SP:Iteration 75Q (11171.018053 sec): 3 clusters Score: Raw -851238.123823 + Penalty 3374.022723 = -847864.101100 nChanged 8 SP:Iteration 76Q (11171.164920 sec): 3 clusters Score: Raw -851240.919526 + Penalty 3374.022723 = -847866.896803 nChanged 8 SP:Iteration 77Q (11171.309859 sec): 3 clusters Score: Raw -851243.148748 + Penalty 3374.022723 = -847869.126025 nChanged 8 SP:Iteration 78Q (11171.485587 sec): 3 clusters Score: Raw -851245.527933 + Penalty 3374.022723 = -847871.505210 nChanged 6 SP:Iteration 79Q (11171.594493 sec): 3 clusters Score: Raw -851246.882891 + Penalty 3374.022723 = -847872.860168 nChanged 1 SP:Iteration 80F (11171.738072 sec): 3 clusters Score: Raw -851247.022237 + Penalty 3374.022723 = -847872.999514 nChanged 1 SP:Iteration 81Q (11171.867656 sec): 3 clusters Score: Raw -851247.411492 + Penalty 3374.022723 = -847873.388770 nChanged 2 SP:Iteration 82Q (11172.006169 sec): 3 clusters Score: Raw -851247.883907 + Penalty 3374.022723 = -847873.861184 nChanged 3 SP:Iteration 83Q (11172.145962 sec): 3 clusters Score: Raw -851248.570397 + Penalty 3374.022723 = -847874.547675 nChanged 2 SP:Iteration 84Q (11172.280740 sec): 3 clusters Score: Raw -851249.194080 + Penalty 3374.022723 = -847875.171357 nChanged 2 SP:Iteration 85Q (11172.418178 sec): 3 clusters Score: Raw -851249.579163 + Penalty 3374.022723 = -847875.556440 nChanged 1 SP:Iteration 86Q (11172.562945 sec): 3 clusters Score: Raw -851250.061483 + Penalty 3374.022723 = -847876.038760 nChanged 3 SP:Iteration 87Q (11172.678925 sec): 3 clusters Score: Raw -851250.907550 + Penalty 3374.022723 = -847876.884828 nChanged 5 SP:Iteration 88Q (11172.827086 sec): 3 clusters Score: Raw -851252.339794 + Penalty 3374.022723 = -847878.317071 nChanged 2 SP:Iteration 89Q (11172.983706 sec): 3 clusters Score: Raw -851253.697494 + Penalty 3374.022723 = -847879.674771 nChanged 4 SP:Iteration 90Q (11173.116536 sec): 3 clusters Score: Raw -851254.971611 + Penalty 3374.022723 = -847880.948888 nChanged 2 SP:Iteration 91Q (11173.254922 sec): 3 clusters Score: Raw -851255.435830 + Penalty 3374.022723 = -847881.413107 nChanged 1 SP:Iteration 92Q (11173.383639 sec): 3 clusters Score: Raw -851256.069373 + Penalty 3374.022723 = -847882.046651 nChanged 4 SP:Iteration 93Q (11173.520572 sec): 3 clusters Score: Raw -851257.415246 + Penalty 3374.022723 = -847883.392524 nChanged 7 SP:Iteration 94Q (11173.657138 sec): 3 clusters Score: Raw -851258.703348 + Penalty 3374.022723 = -847884.680625 nChanged 4 SP:Iteration 95Q (11173.782277 sec): 3 clusters Score: Raw -851259.921361 + Penalty 3374.022723 = -847885.898639 nChanged 1 SP:Iteration 96Q (11173.904831 sec): 3 clusters Score: Raw -851260.097108 + Penalty 3374.022723 = -847886.074385 nChanged 1 SP:Iteration 97Q (11174.029270 sec): 3 clusters Score: Raw -851260.275465 + Penalty 3374.022723 = -847886.252742 nChanged 1 SP:Iteration 98Q (11174.166582 sec): 3 clusters Score: Raw -851260.559273 + Penalty 3374.022723 = -847886.536550 nChanged 3 SP:Iteration 99Q (11174.280826 sec): 3 clusters Score: Raw -851261.097307 + Penalty 3374.022723 = -847887.074584 nChanged 2 SP:Iteration 100F (11174.425385 sec): 3 clusters Score: Raw -851261.616127 + Penalty 3374.022723 = -847887.593404 nChanged 2 SP:Iteration 101Q (11174.537201 sec): 3 clusters Score: Raw -851262.005205 + Penalty 3374.022723 = -847887.982483 nChanged 3 SP:Iteration 102Q (11174.652937 sec): 3 clusters Score: Raw -851262.710359 + Penalty 3374.022723 = -847888.687636 nChanged 3 SP:Iteration 103Q (11174.801131 sec): 3 clusters Score: Raw -851263.675142 + Penalty 3374.022723 = -847889.652420 nChanged 4 SP:Iteration 104Q (11174.918559 sec): 3 clusters Score: Raw -851264.596859 + Penalty 3374.022723 = -847890.574136 nChanged 0 SP:Iteration 105F (11175.066077 sec): 3 clusters Score: Raw -851264.596859 + Penalty 3374.022723 = -847890.574136 nChanged 0 Trying to split cluster 13 (10772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11175.147248 sec): 2 clusters Score: Raw -722024.647805 + Penalty 1629.465807 = -720395.181998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11175.256448 sec): 3 clusters Score: Raw -715911.843545 + Penalty 3258.931614 = -712652.911930 nChanged 4668 SP:Iteration 1F (11175.401862 sec): 3 clusters Score: Raw -718647.288526 + Penalty 3258.931614 = -715388.356912 nChanged 765 SP:Iteration 2F (11175.543345 sec): 3 clusters Score: Raw -719081.482108 + Penalty 3258.931614 = -715822.550494 nChanged 689 SP:Iteration 3F (11175.646835 sec): 3 clusters Score: Raw -719502.024376 + Penalty 3258.931614 = -716243.092762 nChanged 660 SP:Iteration 4F (11175.796712 sec): 3 clusters Score: Raw -719910.519103 + Penalty 3258.931614 = -716651.587489 nChanged 627 SP:Iteration 5F (11175.928560 sec): 3 clusters Score: Raw -720310.572710 + Penalty 3258.931614 = -717051.641096 nChanged 618 SP:Iteration 6F (11176.050134 sec): 3 clusters Score: Raw -720696.822233 + Penalty 3258.931614 = -717437.890618 nChanged 542 SP:Iteration 7F (11176.156282 sec): 3 clusters Score: Raw -721024.163627 + Penalty 3258.931614 = -717765.232013 nChanged 484 SP:Iteration 8Q (11176.293034 sec): 3 clusters Score: Raw -721284.213472 + Penalty 3258.931614 = -718025.281857 nChanged 356 SP:Iteration 9Q (11176.430797 sec): 3 clusters Score: Raw -721432.772868 + Penalty 3258.931614 = -718173.841254 nChanged 250 SP:Iteration 10Q (11176.577820 sec): 3 clusters Score: Raw -721513.639484 + Penalty 3258.931614 = -718254.707869 nChanged 180 SP:Iteration 11Q (11176.717631 sec): 3 clusters Score: Raw -721570.209354 + Penalty 3258.931614 = -718311.277740 nChanged 143 SP:Iteration 12Q (11176.882504 sec): 3 clusters Score: Raw -721609.426918 + Penalty 3258.931614 = -718350.495304 nChanged 117 SP:Iteration 13Q (11176.996681 sec): 3 clusters Score: Raw -721640.360898 + Penalty 3258.931614 = -718381.429283 nChanged 100 SP:Iteration 14Q (11177.159251 sec): 3 clusters Score: Raw -721667.723614 + Penalty 3258.931614 = -718408.791999 nChanged 82 SP:Iteration 15Q (11177.264988 sec): 3 clusters Score: Raw -721689.601677 + Penalty 3258.931614 = -718430.670063 nChanged 71 SP:Iteration 16Q (11177.415119 sec): 3 clusters Score: Raw -721708.786619 + Penalty 3258.931614 = -718449.855005 nChanged 63 SP:Iteration 17Q (11177.538168 sec): 3 clusters Score: Raw -721723.263500 + Penalty 3258.931614 = -718464.331886 nChanged 61 SP:Iteration 18Q (11177.670920 sec): 3 clusters Score: Raw -721737.344961 + Penalty 3258.931614 = -718478.413346 nChanged 53 SP:Iteration 19Q (11177.773164 sec): 3 clusters Score: Raw -721750.389176 + Penalty 3258.931614 = -718491.457561 nChanged 49 SP:Iteration 20F (11177.886021 sec): 3 clusters Score: Raw -721760.618528 + Penalty 3258.931614 = -718501.686913 nChanged 44 SP:Iteration 21Q (11178.050089 sec): 3 clusters Score: Raw -721768.590669 + Penalty 3258.931614 = -718509.659055 nChanged 41 SP:Iteration 22Q (11178.147174 sec): 3 clusters Score: Raw -721776.751059 + Penalty 3258.931614 = -718517.819445 nChanged 39 SP:Iteration 23Q (11178.270412 sec): 3 clusters Score: Raw -721784.856026 + Penalty 3258.931614 = -718525.924411 nChanged 29 SP:Iteration 24Q (11178.407031 sec): 3 clusters Score: Raw -721791.121280 + Penalty 3258.931614 = -718532.189666 nChanged 29 SP:Iteration 25Q (11178.563484 sec): 3 clusters Score: Raw -721796.820594 + Penalty 3258.931614 = -718537.888979 nChanged 22 SP:Iteration 26Q (11178.683507 sec): 3 clusters Score: Raw -721801.229295 + Penalty 3258.931614 = -718542.297681 nChanged 21 SP:Iteration 27Q (11178.826953 sec): 3 clusters Score: Raw -721805.154769 + Penalty 3258.931614 = -718546.223154 nChanged 24 SP:Iteration 28Q (11178.950826 sec): 3 clusters Score: Raw -721810.710057 + Penalty 3258.931614 = -718551.778443 nChanged 31 SP:Iteration 29Q (11179.078678 sec): 3 clusters Score: Raw -721817.985962 + Penalty 3258.931614 = -718559.054348 nChanged 29 SP:Iteration 30Q (11179.219771 sec): 3 clusters Score: Raw -721823.643478 + Penalty 3258.931614 = -718564.711864 nChanged 21 SP:Iteration 31Q (11179.354868 sec): 3 clusters Score: Raw -721827.308597 + Penalty 3258.931614 = -718568.376983 nChanged 19 SP:Iteration 32Q (11179.493278 sec): 3 clusters Score: Raw -721831.552238 + Penalty 3258.931614 = -718572.620624 nChanged 24 SP:Iteration 33Q (11179.626340 sec): 3 clusters Score: Raw -721836.100791 + Penalty 3258.931614 = -718577.169176 nChanged 26 SP:Iteration 34Q (11179.730040 sec): 3 clusters Score: Raw -721841.898311 + Penalty 3258.931614 = -718582.966697 nChanged 30 SP:Iteration 35Q (11179.873637 sec): 3 clusters Score: Raw -721849.804728 + Penalty 3258.931614 = -718590.873113 nChanged 37 SP:Iteration 36Q (11180.010976 sec): 3 clusters Score: Raw -721861.698352 + Penalty 3258.931614 = -718602.766738 nChanged 49 SP:Iteration 37Q (11180.127189 sec): 3 clusters Score: Raw -721878.506222 + Penalty 3258.931614 = -718619.574607 nChanged 43 SP:Iteration 38Q (11180.264959 sec): 3 clusters Score: Raw -721889.497655 + Penalty 3258.931614 = -718630.566040 nChanged 35 SP:Iteration 39Q (11180.407027 sec): 3 clusters Score: Raw -721898.647188 + Penalty 3258.931614 = -718639.715574 nChanged 34 SP:Iteration 40F (11180.528630 sec): 3 clusters Score: Raw -721907.155529 + Penalty 3258.931614 = -718648.223914 nChanged 30 SP:Iteration 41Q (11180.637274 sec): 3 clusters Score: Raw -721915.048381 + Penalty 3258.931614 = -718656.116767 nChanged 29 SP:Iteration 42Q (11180.764162 sec): 3 clusters Score: Raw -721921.583296 + Penalty 3258.931614 = -718662.651682 nChanged 26 SP:Iteration 43Q (11180.898228 sec): 3 clusters Score: Raw -721926.963685 + Penalty 3258.931614 = -718668.032071 nChanged 20 SP:Iteration 44Q (11181.020581 sec): 3 clusters Score: Raw -721932.257977 + Penalty 3258.931614 = -718673.326363 nChanged 23 SP:Iteration 45Q (11181.151065 sec): 3 clusters Score: Raw -721937.544212 + Penalty 3258.931614 = -718678.612598 nChanged 18 SP:Iteration 46Q (11181.285609 sec): 3 clusters Score: Raw -721942.896591 + Penalty 3258.931614 = -718683.964977 nChanged 22 SP:Iteration 47Q (11181.412032 sec): 3 clusters Score: Raw -721949.649541 + Penalty 3258.931614 = -718690.717927 nChanged 31 SP:Iteration 48Q (11181.576439 sec): 3 clusters Score: Raw -721960.003955 + Penalty 3258.931614 = -718701.072341 nChanged 30 SP:Iteration 49Q (11181.685716 sec): 3 clusters Score: Raw -721969.000560 + Penalty 3258.931614 = -718710.068946 nChanged 28 SP:Iteration 50Q (11181.825529 sec): 3 clusters Score: Raw -721976.144030 + Penalty 3258.931614 = -718717.212415 nChanged 28 SP:Iteration 51Q (11181.955624 sec): 3 clusters Score: Raw -721983.246230 + Penalty 3258.931614 = -718724.314616 nChanged 30 SP:Iteration 52Q (11182.075836 sec): 3 clusters Score: Raw -721990.571518 + Penalty 3258.931614 = -718731.639904 nChanged 26 SP:Iteration 53Q (11182.203211 sec): 3 clusters Score: Raw -721999.421528 + Penalty 3258.931614 = -718740.489913 nChanged 39 SP:Iteration 54Q (11182.342340 sec): 3 clusters Score: Raw -722016.370504 + Penalty 3258.931614 = -718757.438890 nChanged 46 SP:Iteration 55Q (11182.472771 sec): 3 clusters Score: Raw -722032.503242 + Penalty 3258.931614 = -718773.571628 nChanged 39 SP:Iteration 56Q (11182.619091 sec): 3 clusters Score: Raw -722045.361972 + Penalty 3258.931614 = -718786.430357 nChanged 45 SP:Iteration 57Q (11182.748643 sec): 3 clusters Score: Raw -722062.627843 + Penalty 3258.931614 = -718803.696229 nChanged 42 SP:Iteration 58Q (11182.879235 sec): 3 clusters Score: Raw -722076.300497 + Penalty 3258.931614 = -718817.368882 nChanged 43 SP:Iteration 59Q (11183.008274 sec): 3 clusters Score: Raw -722093.355500 + Penalty 3258.931614 = -718834.423886 nChanged 45 SP:Iteration 60F (11183.147685 sec): 3 clusters Score: Raw -722108.563096 + Penalty 3258.931614 = -718849.631482 nChanged 39 SP:Iteration 61Q (11183.262536 sec): 3 clusters Score: Raw -722122.454776 + Penalty 3258.931614 = -718863.523161 nChanged 37 SP:Iteration 62Q (11183.404878 sec): 3 clusters Score: Raw -722134.248621 + Penalty 3258.931614 = -718875.317007 nChanged 36 SP:Iteration 63Q (11183.536252 sec): 3 clusters Score: Raw -722148.918715 + Penalty 3258.931614 = -718889.987100 nChanged 28 SP:Iteration 64Q (11183.702005 sec): 3 clusters Score: Raw -722158.821897 + Penalty 3258.931614 = -718899.890283 nChanged 29 SP:Iteration 65Q (11183.817317 sec): 3 clusters Score: Raw -722168.439157 + Penalty 3258.931614 = -718909.507543 nChanged 22 SP:Iteration 66Q (11183.878939 sec): 3 clusters Score: Raw -722174.897209 + Penalty 3258.931614 = -718915.965594 nChanged 20 SP:Iteration 67Q (11183.939708 sec): 3 clusters Score: Raw -722181.045913 + Penalty 3258.931614 = -718922.114298 nChanged 25 SP:Iteration 68Q (11184.043125 sec): 3 clusters Score: Raw -722189.275656 + Penalty 3258.931614 = -718930.344041 nChanged 19 SP:Iteration 69Q (11184.183062 sec): 3 clusters Score: Raw -722194.407808 + Penalty 3258.931614 = -718935.476194 nChanged 21 SP:Iteration 70Q (11184.308900 sec): 3 clusters Score: Raw -722200.026916 + Penalty 3258.931614 = -718941.095302 nChanged 22 SP:Iteration 71Q (11184.441895 sec): 3 clusters Score: Raw -722207.357145 + Penalty 3258.931614 = -718948.425531 nChanged 22 SP:Iteration 72Q (11184.552121 sec): 3 clusters Score: Raw -722214.074000 + Penalty 3258.931614 = -718955.142386 nChanged 21 SP:Iteration 73Q (11184.673924 sec): 3 clusters Score: Raw -722219.801795 + Penalty 3258.931614 = -718960.870180 nChanged 13 SP:Iteration 74Q (11184.796480 sec): 3 clusters Score: Raw -722222.917876 + Penalty 3258.931614 = -718963.986262 nChanged 14 SP:Iteration 75Q (11184.915125 sec): 3 clusters Score: Raw -722226.992815 + Penalty 3258.931614 = -718968.061200 nChanged 16 SP:Iteration 76Q (11185.044225 sec): 3 clusters Score: Raw -722231.536571 + Penalty 3258.931614 = -718972.604956 nChanged 15 SP:Iteration 77Q (11185.183133 sec): 3 clusters Score: Raw -722236.866213 + Penalty 3258.931614 = -718977.934598 nChanged 20 SP:Iteration 78Q (11185.311011 sec): 3 clusters Score: Raw -722243.350192 + Penalty 3258.931614 = -718984.418578 nChanged 27 SP:Iteration 79Q (11185.431400 sec): 3 clusters Score: Raw -722251.660903 + Penalty 3258.931614 = -718992.729289 nChanged 16 SP:Iteration 80F (11185.559788 sec): 3 clusters Score: Raw -722257.373737 + Penalty 3258.931614 = -718998.442123 nChanged 20 SP:Iteration 81Q (11185.688949 sec): 3 clusters Score: Raw -722265.313691 + Penalty 3258.931614 = -719006.382077 nChanged 18 SP:Iteration 82Q (11185.833782 sec): 3 clusters Score: Raw -722270.021193 + Penalty 3258.931614 = -719011.089579 nChanged 10 SP:Iteration 83Q (11185.942975 sec): 3 clusters Score: Raw -722272.624036 + Penalty 3258.931614 = -719013.692421 nChanged 8 SP:Iteration 84Q (11186.069309 sec): 3 clusters Score: Raw -722274.601381 + Penalty 3258.931614 = -719015.669767 nChanged 7 SP:Iteration 85Q (11186.198971 sec): 3 clusters Score: Raw -722276.233379 + Penalty 3258.931614 = -719017.301765 nChanged 6 SP:Iteration 86Q (11186.326787 sec): 3 clusters Score: Raw -722277.850043 + Penalty 3258.931614 = -719018.918429 nChanged 9 SP:Iteration 87Q (11186.497744 sec): 3 clusters Score: Raw -722280.594188 + Penalty 3258.931614 = -719021.662573 nChanged 6 SP:Iteration 88Q (11186.605917 sec): 3 clusters Score: Raw -722281.966459 + Penalty 3258.931614 = -719023.034844 nChanged 6 SP:Iteration 89Q (11186.739291 sec): 3 clusters Score: Raw -722284.096225 + Penalty 3258.931614 = -719025.164611 nChanged 4 SP:Iteration 90Q (11186.856243 sec): 3 clusters Score: Raw -722285.684629 + Penalty 3258.931614 = -719026.753015 nChanged 9 SP:Iteration 91Q (11186.963453 sec): 3 clusters Score: Raw -722289.546334 + Penalty 3258.931614 = -719030.614720 nChanged 9 SP:Iteration 92Q (11187.130719 sec): 3 clusters Score: Raw -722293.330118 + Penalty 3258.931614 = -719034.398504 nChanged 16 SP:Iteration 93Q (11187.240214 sec): 3 clusters Score: Raw -722298.532553 + Penalty 3258.931614 = -719039.600939 nChanged 10 SP:Iteration 94Q (11187.362937 sec): 3 clusters Score: Raw -722301.125196 + Penalty 3258.931614 = -719042.193582 nChanged 13 SP:Iteration 95Q (11187.473845 sec): 3 clusters Score: Raw -722304.460142 + Penalty 3258.931614 = -719045.528527 nChanged 12 SP:Iteration 96Q (11187.597792 sec): 3 clusters Score: Raw -722306.819266 + Penalty 3258.931614 = -719047.887651 nChanged 5 SP:Iteration 97Q (11187.717049 sec): 3 clusters Score: Raw -722308.179964 + Penalty 3258.931614 = -719049.248350 nChanged 7 SP:Iteration 98Q (11187.844875 sec): 3 clusters Score: Raw -722309.803436 + Penalty 3258.931614 = -719050.871822 nChanged 6 SP:Iteration 99Q (11187.984873 sec): 3 clusters Score: Raw -722311.094558 + Penalty 3258.931614 = -719052.162943 nChanged 7 SP:Iteration 100F (11188.139423 sec): 3 clusters Score: Raw -722312.617193 + Penalty 3258.931614 = -719053.685578 nChanged 3 SP:Iteration 101Q (11188.249660 sec): 3 clusters Score: Raw -722313.556855 + Penalty 3258.931614 = -719054.625241 nChanged 4 SP:Iteration 102Q (11188.356358 sec): 3 clusters Score: Raw -722315.332523 + Penalty 3258.931614 = -719056.400908 nChanged 4 SP:Iteration 103Q (11188.471340 sec): 3 clusters Score: Raw -722316.176176 + Penalty 3258.931614 = -719057.244562 nChanged 5 SP:Iteration 104Q (11188.609962 sec): 3 clusters Score: Raw -722317.842478 + Penalty 3258.931614 = -719058.910864 nChanged 6 SP:Iteration 105Q (11188.724422 sec): 3 clusters Score: Raw -722319.513798 + Penalty 3258.931614 = -719060.582183 nChanged 4 SP:Iteration 106Q (11188.859527 sec): 3 clusters Score: Raw -722320.916464 + Penalty 3258.931614 = -719061.984849 nChanged 3 SP:Iteration 107Q (11188.979535 sec): 3 clusters Score: Raw -722321.452285 + Penalty 3258.931614 = -719062.520671 nChanged 1 SP:Iteration 108Q (11189.115961 sec): 3 clusters Score: Raw -722321.831822 + Penalty 3258.931614 = -719062.900208 nChanged 2 SP:Iteration 109Q (11189.232567 sec): 3 clusters Score: Raw -722322.053341 + Penalty 3258.931614 = -719063.121726 nChanged 0 SP:Iteration 110F (11189.340049 sec): 3 clusters Score: Raw -722322.053341 + Penalty 3258.931614 = -719063.121726 nChanged 0 Trying to split cluster 14 (2216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11189.426363 sec): 2 clusters Score: Raw -107509.289993 + Penalty 1351.957063 = -106157.332930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11189.538171 sec): 3 clusters Score: Raw -106583.722118 + Penalty 2703.914126 = -103879.807992 nChanged 818 SP:Iteration 1F (11189.625143 sec): 3 clusters Score: Raw -107208.868815 + Penalty 2703.914126 = -104504.954689 nChanged 218 SP:Iteration 2F (11189.722940 sec): 3 clusters Score: Raw -107464.254908 + Penalty 2703.914126 = -104760.340782 nChanged 164 SP:Iteration 3F (11189.830744 sec): 3 clusters Score: Raw -107656.172924 + Penalty 2703.914126 = -104952.258798 nChanged 153 SP:Iteration 4F (11189.947668 sec): 3 clusters Score: Raw -107837.713729 + Penalty 2703.914126 = -105133.799603 nChanged 111 SP:Iteration 5F (11190.050597 sec): 3 clusters Score: Raw -107968.207089 + Penalty 2703.914126 = -105264.292963 nChanged 77 SP:Iteration 6Q (11190.170418 sec): 3 clusters Score: Raw -108058.265991 + Penalty 2703.914126 = -105354.351865 nChanged 91 SP:Iteration 7Q (11190.267204 sec): 3 clusters Score: Raw -108166.173764 + Penalty 2703.914126 = -105462.259638 nChanged 83 SP:Iteration 8Q (11190.401799 sec): 3 clusters Score: Raw -108250.878907 + Penalty 2703.914126 = -105546.964782 nChanged 42 SP:Iteration 9Q (11190.495994 sec): 3 clusters Score: Raw -108283.885811 + Penalty 2703.914126 = -105579.971685 nChanged 37 SP:Iteration 10Q (11190.599574 sec): 3 clusters Score: Raw -108316.404916 + Penalty 2703.914126 = -105612.490790 nChanged 32 SP:Iteration 11Q (11190.703367 sec): 3 clusters Score: Raw -108343.443642 + Penalty 2703.914126 = -105639.529516 nChanged 21 SP:Iteration 12Q (11190.798942 sec): 3 clusters Score: Raw -108359.032176 + Penalty 2703.914126 = -105655.118050 nChanged 17 SP:Iteration 13Q (11190.897446 sec): 3 clusters Score: Raw -108368.385930 + Penalty 2703.914126 = -105664.471804 nChanged 14 SP:Iteration 14Q (11190.997457 sec): 3 clusters Score: Raw -108375.591286 + Penalty 2703.914126 = -105671.677160 nChanged 11 SP:Iteration 15Q (11191.104714 sec): 3 clusters Score: Raw -108381.788609 + Penalty 2703.914126 = -105677.874484 nChanged 11 SP:Iteration 16Q (11191.218498 sec): 3 clusters Score: Raw -108387.901602 + Penalty 2703.914126 = -105683.987476 nChanged 8 SP:Iteration 17Q (11191.329369 sec): 3 clusters Score: Raw -108395.963891 + Penalty 2703.914126 = -105692.049765 nChanged 14 SP:Iteration 18Q (11191.423847 sec): 3 clusters Score: Raw -108405.658211 + Penalty 2703.914126 = -105701.744086 nChanged 8 SP:Iteration 19Q (11191.534390 sec): 3 clusters Score: Raw -108412.735285 + Penalty 2703.914126 = -105708.821159 nChanged 9 SP:Iteration 20F (11191.640463 sec): 3 clusters Score: Raw -108418.324900 + Penalty 2703.914126 = -105714.410775 nChanged 12 SP:Iteration 21Q (11191.752153 sec): 3 clusters Score: Raw -108424.979422 + Penalty 2703.914126 = -105721.065296 nChanged 11 SP:Iteration 22Q (11191.849717 sec): 3 clusters Score: Raw -108431.652286 + Penalty 2703.914126 = -105727.738160 nChanged 8 SP:Iteration 23Q (11191.966120 sec): 3 clusters Score: Raw -108437.095375 + Penalty 2703.914126 = -105733.181250 nChanged 7 SP:Iteration 24Q (11192.058630 sec): 3 clusters Score: Raw -108444.759513 + Penalty 2703.914126 = -105740.845387 nChanged 14 SP:Iteration 25Q (11192.140683 sec): 3 clusters Score: Raw -108456.607671 + Penalty 2703.914126 = -105752.693545 nChanged 19 SP:Iteration 26Q (11192.234263 sec): 3 clusters Score: Raw -108476.401854 + Penalty 2703.914126 = -105772.487728 nChanged 18 SP:Iteration 27Q (11192.338112 sec): 3 clusters Score: Raw -108496.847964 + Penalty 2703.914126 = -105792.933838 nChanged 15 SP:Iteration 28Q (11192.431754 sec): 3 clusters Score: Raw -108507.385618 + Penalty 2703.914126 = -105803.471492 nChanged 13 SP:Iteration 29Q (11192.525751 sec): 3 clusters Score: Raw -108515.478638 + Penalty 2703.914126 = -105811.564512 nChanged 3 SP:Iteration 30Q (11192.632270 sec): 3 clusters Score: Raw -108516.824635 + Penalty 2703.914126 = -105812.910509 nChanged 3 SP:Iteration 31Q (11192.715137 sec): 3 clusters Score: Raw -108520.504511 + Penalty 2703.914126 = -105816.590385 nChanged 3 SP:Iteration 32Q (11192.835151 sec): 3 clusters Score: Raw -108522.028865 + Penalty 2703.914126 = -105818.114739 nChanged 1 SP:Iteration 33Q (11192.914566 sec): 3 clusters Score: Raw -108522.620841 + Penalty 2703.914126 = -105818.706716 nChanged 2 SP:Iteration 34Q (11193.020554 sec): 3 clusters Score: Raw -108524.725475 + Penalty 2703.914126 = -105820.811349 nChanged 3 SP:Iteration 35Q (11193.115743 sec): 3 clusters Score: Raw -108527.725241 + Penalty 2703.914126 = -105823.811115 nChanged 5 SP:Iteration 36Q (11193.235562 sec): 3 clusters Score: Raw -108532.013687 + Penalty 2703.914126 = -105828.099561 nChanged 6 SP:Iteration 37Q (11193.325197 sec): 3 clusters Score: Raw -108535.000015 + Penalty 2703.914126 = -105831.085889 nChanged 2 SP:Iteration 38Q (11193.429642 sec): 3 clusters Score: Raw -108535.876810 + Penalty 2703.914126 = -105831.962684 nChanged 4 SP:Iteration 39Q (11193.527197 sec): 3 clusters Score: Raw -108537.189494 + Penalty 2703.914126 = -105833.275368 nChanged 2 SP:Iteration 40F (11193.624757 sec): 3 clusters Score: Raw -108537.749588 + Penalty 2703.914126 = -105833.835462 nChanged 2 SP:Iteration 41Q (11193.715738 sec): 3 clusters Score: Raw -108538.500436 + Penalty 2703.914126 = -105834.586310 nChanged 1 SP:Iteration 42Q (11193.823702 sec): 3 clusters Score: Raw -108539.305256 + Penalty 2703.914126 = -105835.391130 nChanged 3 SP:Iteration 43Q (11193.958192 sec): 3 clusters Score: Raw -108541.949775 + Penalty 2703.914126 = -105838.035649 nChanged 3 SP:Iteration 44Q (11194.046569 sec): 3 clusters Score: Raw -108543.951837 + Penalty 2703.914126 = -105840.037711 nChanged 2 SP:Iteration 45Q (11194.135507 sec): 3 clusters Score: Raw -108544.492855 + Penalty 2703.914126 = -105840.578729 nChanged 1 SP:Iteration 46Q (11194.253208 sec): 3 clusters Score: Raw -108545.396867 + Penalty 2703.914126 = -105841.482742 nChanged 1 SP:Iteration 47Q (11194.354425 sec): 3 clusters Score: Raw -108545.972869 + Penalty 2703.914126 = -105842.058743 nChanged 1 SP:Iteration 48Q (11194.466666 sec): 3 clusters Score: Raw -108546.208450 + Penalty 2703.914126 = -105842.294324 nChanged 0 SP:Iteration 49F (11194.573070 sec): 3 clusters Score: Raw -108546.208450 + Penalty 2703.914126 = -105842.294324 nChanged 0 Trying to split cluster 15 (7220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11194.670185 sec): 2 clusters Score: Raw -471451.170673 + Penalty 1559.249096 = -469891.921577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11194.786843 sec): 3 clusters Score: Raw -467545.228835 + Penalty 3118.498191 = -464426.730644 nChanged 3011 SP:Iteration 1F (11194.902401 sec): 3 clusters Score: Raw -469201.060432 + Penalty 3118.498191 = -466082.562240 nChanged 524 SP:Iteration 2F (11195.007693 sec): 3 clusters Score: Raw -469467.224243 + Penalty 3118.498191 = -466348.726052 nChanged 404 SP:Iteration 3F (11195.122685 sec): 3 clusters Score: Raw -469697.365919 + Penalty 3118.498191 = -466578.867727 nChanged 351 SP:Iteration 4Q (11195.250524 sec): 3 clusters Score: Raw -469881.812974 + Penalty 3118.498191 = -466763.314783 nChanged 333 SP:Iteration 5Q (11195.386698 sec): 3 clusters Score: Raw -470104.469544 + Penalty 3118.498191 = -466985.971353 nChanged 328 SP:Iteration 6Q (11195.506895 sec): 3 clusters Score: Raw -470315.793138 + Penalty 3118.498191 = -467197.294947 nChanged 300 SP:Iteration 7Q (11195.641280 sec): 3 clusters Score: Raw -470552.868543 + Penalty 3118.498191 = -467434.370351 nChanged 336 SP:Iteration 8Q (11195.778460 sec): 3 clusters Score: Raw -470782.085254 + Penalty 3118.498191 = -467663.587063 nChanged 271 SP:Iteration 9Q (11195.879625 sec): 3 clusters Score: Raw -470969.041823 + Penalty 3118.498191 = -467850.543632 nChanged 281 SP:Iteration 10Q (11196.023594 sec): 3 clusters Score: Raw -471155.696957 + Penalty 3118.498191 = -468037.198766 nChanged 245 SP:Iteration 11Q (11196.126494 sec): 3 clusters Score: Raw -471306.134040 + Penalty 3118.498191 = -468187.635848 nChanged 199 SP:Iteration 12Q (11196.248807 sec): 3 clusters Score: Raw -471405.911473 + Penalty 3118.498191 = -468287.413282 nChanged 161 SP:Iteration 13Q (11196.368143 sec): 3 clusters Score: Raw -471483.889952 + Penalty 3118.498191 = -468365.391761 nChanged 133 SP:Iteration 14Q (11196.504627 sec): 3 clusters Score: Raw -471530.070169 + Penalty 3118.498191 = -468411.571977 nChanged 101 SP:Iteration 15Q (11196.593354 sec): 3 clusters Score: Raw -471565.388105 + Penalty 3118.498191 = -468446.889914 nChanged 95 SP:Iteration 16Q (11196.698516 sec): 3 clusters Score: Raw -471601.709216 + Penalty 3118.498191 = -468483.211025 nChanged 84 SP:Iteration 17Q (11196.837469 sec): 3 clusters Score: Raw -471629.306474 + Penalty 3118.498191 = -468510.808283 nChanged 85 SP:Iteration 18Q (11196.944885 sec): 3 clusters Score: Raw -471661.612244 + Penalty 3118.498191 = -468543.114052 nChanged 79 SP:Iteration 19Q (11197.074583 sec): 3 clusters Score: Raw -471689.749289 + Penalty 3118.498191 = -468571.251098 nChanged 78 SP:Iteration 20F (11197.183294 sec): 3 clusters Score: Raw -471714.879797 + Penalty 3118.498191 = -468596.381605 nChanged 71 SP:Iteration 21Q (11197.332863 sec): 3 clusters Score: Raw -471735.361509 + Penalty 3118.498191 = -468616.863317 nChanged 60 SP:Iteration 22Q (11197.464427 sec): 3 clusters Score: Raw -471754.862197 + Penalty 3118.498191 = -468636.364005 nChanged 61 SP:Iteration 23Q (11197.569633 sec): 3 clusters Score: Raw -471773.835356 + Penalty 3118.498191 = -468655.337165 nChanged 59 SP:Iteration 24Q (11197.680759 sec): 3 clusters Score: Raw -471793.919752 + Penalty 3118.498191 = -468675.421560 nChanged 49 SP:Iteration 25Q (11197.794629 sec): 3 clusters Score: Raw -471808.928671 + Penalty 3118.498191 = -468690.430480 nChanged 48 SP:Iteration 26Q (11197.929991 sec): 3 clusters Score: Raw -471824.638267 + Penalty 3118.498191 = -468706.140076 nChanged 45 SP:Iteration 27Q (11198.028300 sec): 3 clusters Score: Raw -471836.111353 + Penalty 3118.498191 = -468717.613162 nChanged 35 SP:Iteration 28Q (11198.148980 sec): 3 clusters Score: Raw -471844.239827 + Penalty 3118.498191 = -468725.741636 nChanged 34 SP:Iteration 29Q (11198.252546 sec): 3 clusters Score: Raw -471852.971797 + Penalty 3118.498191 = -468734.473605 nChanged 24 SP:Iteration 30Q (11198.389813 sec): 3 clusters Score: Raw -471858.070893 + Penalty 3118.498191 = -468739.572702 nChanged 26 SP:Iteration 31Q (11198.485201 sec): 3 clusters Score: Raw -471864.053937 + Penalty 3118.498191 = -468745.555746 nChanged 29 SP:Iteration 32Q (11198.595944 sec): 3 clusters Score: Raw -471872.089148 + Penalty 3118.498191 = -468753.590957 nChanged 40 SP:Iteration 33Q (11198.719029 sec): 3 clusters Score: Raw -471882.859402 + Penalty 3118.498191 = -468764.361210 nChanged 48 SP:Iteration 34Q (11198.837044 sec): 3 clusters Score: Raw -471896.398747 + Penalty 3118.498191 = -468777.900556 nChanged 37 SP:Iteration 35Q (11198.967535 sec): 3 clusters Score: Raw -471906.577882 + Penalty 3118.498191 = -468788.079690 nChanged 35 SP:Iteration 36Q (11199.066900 sec): 3 clusters Score: Raw -471914.462724 + Penalty 3118.498191 = -468795.964532 nChanged 27 SP:Iteration 37Q (11199.202312 sec): 3 clusters Score: Raw -471919.755986 + Penalty 3118.498191 = -468801.257795 nChanged 25 SP:Iteration 38Q (11199.331306 sec): 3 clusters Score: Raw -471923.594668 + Penalty 3118.498191 = -468805.096476 nChanged 16 SP:Iteration 39Q (11199.445227 sec): 3 clusters Score: Raw -471926.462654 + Penalty 3118.498191 = -468807.964463 nChanged 14 SP:Iteration 40F (11199.534111 sec): 3 clusters Score: Raw -471929.373313 + Penalty 3118.498191 = -468810.875122 nChanged 21 SP:Iteration 41Q (11199.678576 sec): 3 clusters Score: Raw -471933.963437 + Penalty 3118.498191 = -468815.465245 nChanged 19 SP:Iteration 42Q (11199.785992 sec): 3 clusters Score: Raw -471938.032409 + Penalty 3118.498191 = -468819.534217 nChanged 17 SP:Iteration 43Q (11199.898153 sec): 3 clusters Score: Raw -471942.690432 + Penalty 3118.498191 = -468824.192241 nChanged 23 SP:Iteration 44Q (11200.028870 sec): 3 clusters Score: Raw -471949.268452 + Penalty 3118.498191 = -468830.770261 nChanged 20 SP:Iteration 45Q (11200.126208 sec): 3 clusters Score: Raw -471954.540181 + Penalty 3118.498191 = -468836.041990 nChanged 21 SP:Iteration 46Q (11200.251763 sec): 3 clusters Score: Raw -471958.276446 + Penalty 3118.498191 = -468839.778255 nChanged 21 SP:Iteration 47Q (11200.359502 sec): 3 clusters Score: Raw -471961.570036 + Penalty 3118.498191 = -468843.071845 nChanged 16 SP:Iteration 48Q (11200.508639 sec): 3 clusters Score: Raw -471963.477385 + Penalty 3118.498191 = -468844.979193 nChanged 12 SP:Iteration 49Q (11200.593076 sec): 3 clusters Score: Raw -471965.586894 + Penalty 3118.498191 = -468847.088702 nChanged 15 SP:Iteration 50Q (11200.707818 sec): 3 clusters Score: Raw -471968.932874 + Penalty 3118.498191 = -468850.434682 nChanged 23 SP:Iteration 51Q (11200.831955 sec): 3 clusters Score: Raw -471974.525836 + Penalty 3118.498191 = -468856.027644 nChanged 24 SP:Iteration 52Q (11200.962503 sec): 3 clusters Score: Raw -471980.653768 + Penalty 3118.498191 = -468862.155576 nChanged 22 SP:Iteration 53Q (11201.062179 sec): 3 clusters Score: Raw -471985.914089 + Penalty 3118.498191 = -468867.415897 nChanged 17 SP:Iteration 54Q (11201.185560 sec): 3 clusters Score: Raw -471989.236455 + Penalty 3118.498191 = -468870.738264 nChanged 18 SP:Iteration 55Q (11201.336057 sec): 3 clusters Score: Raw -471993.055021 + Penalty 3118.498191 = -468874.556829 nChanged 16 SP:Iteration 56Q (11201.427137 sec): 3 clusters Score: Raw -471995.184694 + Penalty 3118.498191 = -468876.686502 nChanged 8 SP:Iteration 57Q (11201.549547 sec): 3 clusters Score: Raw -471996.366136 + Penalty 3118.498191 = -468877.867945 nChanged 5 SP:Iteration 58Q (11201.662415 sec): 3 clusters Score: Raw -471997.271297 + Penalty 3118.498191 = -468878.773105 nChanged 4 SP:Iteration 59Q (11201.783251 sec): 3 clusters Score: Raw -471997.699801 + Penalty 3118.498191 = -468879.201609 nChanged 1 SP:Iteration 60F (11201.901022 sec): 3 clusters Score: Raw -471997.791181 + Penalty 3118.498191 = -468879.292989 nChanged 1 SP:Iteration 61Q (11202.025196 sec): 3 clusters Score: Raw -471997.959008 + Penalty 3118.498191 = -468879.460817 nChanged 3 SP:Iteration 62Q (11202.150483 sec): 3 clusters Score: Raw -471998.349792 + Penalty 3118.498191 = -468879.851601 nChanged 2 SP:Iteration 63Q (11202.238439 sec): 3 clusters Score: Raw -471998.629824 + Penalty 3118.498191 = -468880.131633 nChanged 3 SP:Iteration 64Q (11202.358360 sec): 3 clusters Score: Raw -471999.289229 + Penalty 3118.498191 = -468880.791038 nChanged 8 SP:Iteration 65Q (11202.489913 sec): 3 clusters Score: Raw -472001.292354 + Penalty 3118.498191 = -468882.794162 nChanged 9 SP:Iteration 66Q (11202.593552 sec): 3 clusters Score: Raw -472003.139437 + Penalty 3118.498191 = -468884.641246 nChanged 10 SP:Iteration 67Q (11202.725750 sec): 3 clusters Score: Raw -472005.768510 + Penalty 3118.498191 = -468887.270319 nChanged 17 SP:Iteration 68Q (11202.827011 sec): 3 clusters Score: Raw -472009.483882 + Penalty 3118.498191 = -468890.985690 nChanged 20 SP:Iteration 69Q (11202.953527 sec): 3 clusters Score: Raw -472015.715662 + Penalty 3118.498191 = -468897.217471 nChanged 30 SP:Iteration 70Q (11203.053103 sec): 3 clusters Score: Raw -472024.816036 + Penalty 3118.498191 = -468906.317844 nChanged 33 SP:Iteration 71Q (11203.176676 sec): 3 clusters Score: Raw -472035.044269 + Penalty 3118.498191 = -468916.546077 nChanged 42 SP:Iteration 72Q (11203.286629 sec): 3 clusters Score: Raw -472048.316510 + Penalty 3118.498191 = -468929.818319 nChanged 35 SP:Iteration 73Q (11203.404017 sec): 3 clusters Score: Raw -472061.721594 + Penalty 3118.498191 = -468943.223403 nChanged 44 SP:Iteration 74Q (11203.519892 sec): 3 clusters Score: Raw -472076.152263 + Penalty 3118.498191 = -468957.654072 nChanged 35 SP:Iteration 75Q (11203.634055 sec): 3 clusters Score: Raw -472089.753086 + Penalty 3118.498191 = -468971.254894 nChanged 42 SP:Iteration 76Q (11203.751098 sec): 3 clusters Score: Raw -472104.017369 + Penalty 3118.498191 = -468985.519177 nChanged 37 SP:Iteration 77Q (11203.897784 sec): 3 clusters Score: Raw -472117.427385 + Penalty 3118.498191 = -468998.929193 nChanged 41 SP:Iteration 78Q (11204.023607 sec): 3 clusters Score: Raw -472130.931631 + Penalty 3118.498191 = -469012.433440 nChanged 38 SP:Iteration 79Q (11204.131620 sec): 3 clusters Score: Raw -472143.257114 + Penalty 3118.498191 = -469024.758922 nChanged 34 SP:Iteration 80F (11204.235514 sec): 3 clusters Score: Raw -472155.190783 + Penalty 3118.498191 = -469036.692592 nChanged 40 SP:Iteration 81Q (11204.356939 sec): 3 clusters Score: Raw -472168.688524 + Penalty 3118.498191 = -469050.190333 nChanged 30 SP:Iteration 82Q (11204.490945 sec): 3 clusters Score: Raw -472181.068789 + Penalty 3118.498191 = -469062.570597 nChanged 31 SP:Iteration 83Q (11204.591006 sec): 3 clusters Score: Raw -472191.147343 + Penalty 3118.498191 = -469072.649151 nChanged 32 SP:Iteration 84Q (11204.725997 sec): 3 clusters Score: Raw -472204.637193 + Penalty 3118.498191 = -469086.139001 nChanged 30 SP:Iteration 85Q (11204.818536 sec): 3 clusters Score: Raw -472218.063084 + Penalty 3118.498191 = -469099.564893 nChanged 31 SP:Iteration 86Q (11204.945890 sec): 3 clusters Score: Raw -472234.321415 + Penalty 3118.498191 = -469115.823224 nChanged 32 SP:Iteration 87Q (11205.069723 sec): 3 clusters Score: Raw -472249.279705 + Penalty 3118.498191 = -469130.781513 nChanged 36 SP:Iteration 88Q (11205.176826 sec): 3 clusters Score: Raw -472265.451081 + Penalty 3118.498191 = -469146.952889 nChanged 38 SP:Iteration 89Q (11205.281085 sec): 3 clusters Score: Raw -472282.271898 + Penalty 3118.498191 = -469163.773706 nChanged 40 SP:Iteration 90Q (11205.434030 sec): 3 clusters Score: Raw -472301.847599 + Penalty 3118.498191 = -469183.349408 nChanged 40 SP:Iteration 91Q (11205.519338 sec): 3 clusters Score: Raw -472321.684715 + Penalty 3118.498191 = -469203.186523 nChanged 41 SP:Iteration 92Q (11205.618082 sec): 3 clusters Score: Raw -472337.067349 + Penalty 3118.498191 = -469218.569158 nChanged 33 SP:Iteration 93Q (11205.730568 sec): 3 clusters Score: Raw -472349.220337 + Penalty 3118.498191 = -469230.722145 nChanged 26 SP:Iteration 94Q (11205.836321 sec): 3 clusters Score: Raw -472361.405339 + Penalty 3118.498191 = -469242.907147 nChanged 28 SP:Iteration 95Q (11205.957932 sec): 3 clusters Score: Raw -472373.843951 + Penalty 3118.498191 = -469255.345759 nChanged 24 SP:Iteration 96Q (11206.074888 sec): 3 clusters Score: Raw -472382.479973 + Penalty 3118.498191 = -469263.981781 nChanged 17 SP:Iteration 97Q (11206.193888 sec): 3 clusters Score: Raw -472386.915851 + Penalty 3118.498191 = -469268.417660 nChanged 9 SP:Iteration 98Q (11206.313468 sec): 3 clusters Score: Raw -472390.471592 + Penalty 3118.498191 = -469271.973400 nChanged 11 SP:Iteration 99Q (11206.429465 sec): 3 clusters Score: Raw -472394.149496 + Penalty 3118.498191 = -469275.651305 nChanged 13 SP:Iteration 100F (11206.559782 sec): 3 clusters Score: Raw -472397.608101 + Penalty 3118.498191 = -469279.109910 nChanged 10 SP:Iteration 101Q (11206.709503 sec): 3 clusters Score: Raw -472399.365546 + Penalty 3118.498191 = -469280.867355 nChanged 8 SP:Iteration 102Q (11206.810116 sec): 3 clusters Score: Raw -472400.852249 + Penalty 3118.498191 = -469282.354058 nChanged 3 SP:Iteration 103Q (11206.931313 sec): 3 clusters Score: Raw -472401.296911 + Penalty 3118.498191 = -469282.798719 nChanged 2 SP:Iteration 104Q (11207.050655 sec): 3 clusters Score: Raw -472401.532855 + Penalty 3118.498191 = -469283.034663 nChanged 0 SP:Iteration 105F (11207.180743 sec): 3 clusters Score: Raw -472401.532855 + Penalty 3118.498191 = -469283.034663 nChanged 0 Trying to split cluster 16 (2469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11207.238179 sec): 2 clusters Score: Raw -129944.099393 + Penalty 1370.930270 = -128573.169123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11207.347817 sec): 3 clusters Score: Raw -128926.794016 + Penalty 2741.860540 = -126184.933476 nChanged 882 SP:Iteration 1F (11207.424976 sec): 3 clusters Score: Raw -129719.059496 + Penalty 2741.860540 = -126977.198956 nChanged 263 SP:Iteration 2F (11207.528681 sec): 3 clusters Score: Raw -130008.490786 + Penalty 2741.860540 = -127266.630247 nChanged 202 SP:Iteration 3F (11207.631113 sec): 3 clusters Score: Raw -130238.592185 + Penalty 2741.860540 = -127496.731645 nChanged 145 SP:Iteration 4F (11207.728146 sec): 3 clusters Score: Raw -130359.121758 + Penalty 2741.860540 = -127617.261219 nChanged 97 SP:Iteration 5Q (11207.815681 sec): 3 clusters Score: Raw -130447.101995 + Penalty 2741.860540 = -127705.241456 nChanged 83 SP:Iteration 6Q (11207.905000 sec): 3 clusters Score: Raw -130511.252017 + Penalty 2741.860540 = -127769.391477 nChanged 61 SP:Iteration 7Q (11208.028026 sec): 3 clusters Score: Raw -130551.229972 + Penalty 2741.860540 = -127809.369432 nChanged 54 SP:Iteration 8Q (11208.139185 sec): 3 clusters Score: Raw -130583.633888 + Penalty 2741.860540 = -127841.773348 nChanged 31 SP:Iteration 9Q (11208.237622 sec): 3 clusters Score: Raw -130605.174454 + Penalty 2741.860540 = -127863.313914 nChanged 34 SP:Iteration 10Q (11208.322725 sec): 3 clusters Score: Raw -130627.237254 + Penalty 2741.860540 = -127885.376714 nChanged 29 SP:Iteration 11Q (11208.456241 sec): 3 clusters Score: Raw -130653.110269 + Penalty 2741.860540 = -127911.249729 nChanged 41 SP:Iteration 12Q (11208.541746 sec): 3 clusters Score: Raw -130680.487259 + Penalty 2741.860540 = -127938.626719 nChanged 30 SP:Iteration 13Q (11208.636553 sec): 3 clusters Score: Raw -130708.342326 + Penalty 2741.860540 = -127966.481786 nChanged 26 SP:Iteration 14Q (11208.752150 sec): 3 clusters Score: Raw -130732.519012 + Penalty 2741.860540 = -127990.658472 nChanged 29 SP:Iteration 15Q (11208.872755 sec): 3 clusters Score: Raw -130748.234238 + Penalty 2741.860540 = -128006.373698 nChanged 21 SP:Iteration 16Q (11208.961974 sec): 3 clusters Score: Raw -130761.002583 + Penalty 2741.860540 = -128019.142043 nChanged 21 SP:Iteration 17Q (11209.051419 sec): 3 clusters Score: Raw -130772.241125 + Penalty 2741.860540 = -128030.380586 nChanged 18 SP:Iteration 18Q (11209.146917 sec): 3 clusters Score: Raw -130781.841284 + Penalty 2741.860540 = -128039.980744 nChanged 17 SP:Iteration 19Q (11209.255407 sec): 3 clusters Score: Raw -130793.029070 + Penalty 2741.860540 = -128051.168530 nChanged 15 SP:Iteration 20F (11209.358542 sec): 3 clusters Score: Raw -130802.464625 + Penalty 2741.860540 = -128060.604085 nChanged 19 SP:Iteration 21Q (11209.477690 sec): 3 clusters Score: Raw -130815.791652 + Penalty 2741.860540 = -128073.931112 nChanged 17 SP:Iteration 22Q (11209.585766 sec): 3 clusters Score: Raw -130825.512365 + Penalty 2741.860540 = -128083.651825 nChanged 19 SP:Iteration 23Q (11209.704850 sec): 3 clusters Score: Raw -130839.103846 + Penalty 2741.860540 = -128097.243306 nChanged 18 SP:Iteration 24Q (11209.808061 sec): 3 clusters Score: Raw -130850.777099 + Penalty 2741.860540 = -128108.916559 nChanged 14 SP:Iteration 25Q (11209.910084 sec): 3 clusters Score: Raw -130858.974917 + Penalty 2741.860540 = -128117.114377 nChanged 18 SP:Iteration 26Q (11209.996233 sec): 3 clusters Score: Raw -130868.538406 + Penalty 2741.860540 = -128126.677866 nChanged 12 SP:Iteration 27Q (11210.110145 sec): 3 clusters Score: Raw -130875.764538 + Penalty 2741.860540 = -128133.903998 nChanged 7 SP:Iteration 28Q (11210.224992 sec): 3 clusters Score: Raw -130879.650419 + Penalty 2741.860540 = -128137.789880 nChanged 6 SP:Iteration 29Q (11210.327414 sec): 3 clusters Score: Raw -130883.542323 + Penalty 2741.860540 = -128141.681784 nChanged 8 SP:Iteration 30Q (11210.430372 sec): 3 clusters Score: Raw -130887.049593 + Penalty 2741.860540 = -128145.189053 nChanged 6 SP:Iteration 31Q (11210.529399 sec): 3 clusters Score: Raw -130889.265900 + Penalty 2741.860540 = -128147.405360 nChanged 5 SP:Iteration 32Q (11210.627579 sec): 3 clusters Score: Raw -130891.063070 + Penalty 2741.860540 = -128149.202530 nChanged 4 SP:Iteration 33Q (11210.726331 sec): 3 clusters Score: Raw -130891.950045 + Penalty 2741.860540 = -128150.089505 nChanged 2 SP:Iteration 34Q (11210.833053 sec): 3 clusters Score: Raw -130892.394550 + Penalty 2741.860540 = -128150.534010 nChanged 3 SP:Iteration 35Q (11210.976967 sec): 3 clusters Score: Raw -130893.136395 + Penalty 2741.860540 = -128151.275855 nChanged 3 SP:Iteration 36Q (11211.093969 sec): 3 clusters Score: Raw -130894.493657 + Penalty 2741.860540 = -128152.633118 nChanged 3 SP:Iteration 37Q (11211.183276 sec): 3 clusters Score: Raw -130895.846306 + Penalty 2741.860540 = -128153.985766 nChanged 7 SP:Iteration 38Q (11211.324885 sec): 3 clusters Score: Raw -130898.157321 + Penalty 2741.860540 = -128156.296781 nChanged 4 SP:Iteration 39Q (11211.403319 sec): 3 clusters Score: Raw -130900.381838 + Penalty 2741.860540 = -128158.521298 nChanged 4 SP:Iteration 40F (11211.514016 sec): 3 clusters Score: Raw -130902.827082 + Penalty 2741.860540 = -128160.966543 nChanged 4 SP:Iteration 41Q (11211.637125 sec): 3 clusters Score: Raw -130904.098976 + Penalty 2741.860540 = -128162.238436 nChanged 3 SP:Iteration 42Q (11211.719281 sec): 3 clusters Score: Raw -130905.044591 + Penalty 2741.860540 = -128163.184051 nChanged 2 SP:Iteration 43Q (11211.832400 sec): 3 clusters Score: Raw -130905.772400 + Penalty 2741.860540 = -128163.911860 nChanged 4 SP:Iteration 44Q (11211.914860 sec): 3 clusters Score: Raw -130908.096368 + Penalty 2741.860540 = -128166.235829 nChanged 6 SP:Iteration 45Q (11212.021321 sec): 3 clusters Score: Raw -130911.800731 + Penalty 2741.860540 = -128169.940191 nChanged 4 SP:Iteration 46Q (11212.118115 sec): 3 clusters Score: Raw -130915.567838 + Penalty 2741.860540 = -128173.707299 nChanged 8 SP:Iteration 47Q (11212.218755 sec): 3 clusters Score: Raw -130922.474634 + Penalty 2741.860540 = -128180.614094 nChanged 8 SP:Iteration 48Q (11212.321461 sec): 3 clusters Score: Raw -130927.182304 + Penalty 2741.860540 = -128185.321765 nChanged 7 SP:Iteration 49Q (11212.453694 sec): 3 clusters Score: Raw -130932.323784 + Penalty 2741.860540 = -128190.463244 nChanged 12 SP:Iteration 50Q (11212.534003 sec): 3 clusters Score: Raw -130938.464626 + Penalty 2741.860540 = -128196.604086 nChanged 8 SP:Iteration 51Q (11212.670578 sec): 3 clusters Score: Raw -130943.785249 + Penalty 2741.860540 = -128201.924710 nChanged 9 SP:Iteration 52Q (11212.744072 sec): 3 clusters Score: Raw -130947.716933 + Penalty 2741.860540 = -128205.856394 nChanged 5 SP:Iteration 53Q (11212.856132 sec): 3 clusters Score: Raw -130952.013874 + Penalty 2741.860540 = -128210.153334 nChanged 5 SP:Iteration 54Q (11212.973606 sec): 3 clusters Score: Raw -130956.711987 + Penalty 2741.860540 = -128214.851448 nChanged 6 SP:Iteration 55Q (11213.076916 sec): 3 clusters Score: Raw -130959.528927 + Penalty 2741.860540 = -128217.668387 nChanged 6 SP:Iteration 56Q (11213.133390 sec): 3 clusters Score: Raw -130962.137166 + Penalty 2741.860540 = -128220.276626 nChanged 3 SP:Iteration 57Q (11213.165563 sec): 3 clusters Score: Raw -130963.215324 + Penalty 2741.860540 = -128221.354785 nChanged 1 SP:Iteration 58Q (11213.197092 sec): 3 clusters Score: Raw -130963.516751 + Penalty 2741.860540 = -128221.656212 nChanged 1 SP:Iteration 59Q (11213.228590 sec): 3 clusters Score: Raw -130963.658348 + Penalty 2741.860540 = -128221.797809 nChanged 0 SP:Iteration 60F (11213.347521 sec): 3 clusters Score: Raw -130963.658348 + Penalty 2741.860540 = -128221.797809 nChanged 0 Trying to split cluster 17 (2308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11213.394655 sec): 2 clusters Score: Raw -147549.143749 + Penalty 1359.095978 = -146190.047771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11213.496368 sec): 3 clusters Score: Raw -146591.892569 + Penalty 2718.191956 = -143873.700612 nChanged 809 SP:Iteration 1F (11213.608042 sec): 3 clusters Score: Raw -147226.158372 + Penalty 2718.191956 = -144507.966416 nChanged 209 SP:Iteration 2F (11213.694279 sec): 3 clusters Score: Raw -147496.800311 + Penalty 2718.191956 = -144778.608355 nChanged 196 SP:Iteration 3F (11213.813048 sec): 3 clusters Score: Raw -147748.653475 + Penalty 2718.191956 = -145030.461519 nChanged 157 SP:Iteration 4F (11213.911923 sec): 3 clusters Score: Raw -147940.087138 + Penalty 2718.191956 = -145221.895182 nChanged 134 SP:Iteration 5F (11214.002591 sec): 3 clusters Score: Raw -148077.081306 + Penalty 2718.191956 = -145358.889350 nChanged 100 SP:Iteration 6Q (11214.103660 sec): 3 clusters Score: Raw -148187.356304 + Penalty 2718.191956 = -145469.164348 nChanged 84 SP:Iteration 7Q (11214.214310 sec): 3 clusters Score: Raw -148263.194003 + Penalty 2718.191956 = -145545.002047 nChanged 50 SP:Iteration 8Q (11214.327723 sec): 3 clusters Score: Raw -148305.977289 + Penalty 2718.191956 = -145587.785332 nChanged 24 SP:Iteration 9Q (11214.414267 sec): 3 clusters Score: Raw -148321.723036 + Penalty 2718.191956 = -145603.531079 nChanged 16 SP:Iteration 10Q (11214.536494 sec): 3 clusters Score: Raw -148332.335194 + Penalty 2718.191956 = -145614.143238 nChanged 16 SP:Iteration 11Q (11214.623391 sec): 3 clusters Score: Raw -148344.156743 + Penalty 2718.191956 = -145625.964786 nChanged 14 SP:Iteration 12Q (11214.721691 sec): 3 clusters Score: Raw -148354.999382 + Penalty 2718.191956 = -145636.807426 nChanged 11 SP:Iteration 13Q (11214.822374 sec): 3 clusters Score: Raw -148360.594115 + Penalty 2718.191956 = -145642.402159 nChanged 11 SP:Iteration 14Q (11214.927642 sec): 3 clusters Score: Raw -148366.320325 + Penalty 2718.191956 = -145648.128369 nChanged 5 SP:Iteration 15Q (11215.033201 sec): 3 clusters Score: Raw -148368.834449 + Penalty 2718.191956 = -145650.642493 nChanged 7 SP:Iteration 16Q (11215.134301 sec): 3 clusters Score: Raw -148372.545974 + Penalty 2718.191956 = -145654.354018 nChanged 3 SP:Iteration 17Q (11215.242644 sec): 3 clusters Score: Raw -148374.539393 + Penalty 2718.191956 = -145656.347437 nChanged 3 SP:Iteration 18Q (11215.345757 sec): 3 clusters Score: Raw -148375.825666 + Penalty 2718.191956 = -145657.633710 nChanged 4 SP:Iteration 19Q (11215.455606 sec): 3 clusters Score: Raw -148377.428192 + Penalty 2718.191956 = -145659.236236 nChanged 8 SP:Iteration 20F (11215.566108 sec): 3 clusters Score: Raw -148382.362890 + Penalty 2718.191956 = -145664.170933 nChanged 7 SP:Iteration 21Q (11215.662576 sec): 3 clusters Score: Raw -148386.917911 + Penalty 2718.191956 = -145668.725955 nChanged 7 SP:Iteration 22Q (11215.752292 sec): 3 clusters Score: Raw -148392.985106 + Penalty 2718.191956 = -145674.793149 nChanged 7 SP:Iteration 23Q (11215.841348 sec): 3 clusters Score: Raw -148399.617851 + Penalty 2718.191956 = -145681.425895 nChanged 6 SP:Iteration 24Q (11215.941690 sec): 3 clusters Score: Raw -148402.786407 + Penalty 2718.191956 = -145684.594451 nChanged 4 SP:Iteration 25Q (11216.043272 sec): 3 clusters Score: Raw -148405.151439 + Penalty 2718.191956 = -145686.959483 nChanged 8 SP:Iteration 26Q (11216.138379 sec): 3 clusters Score: Raw -148410.159663 + Penalty 2718.191956 = -145691.967707 nChanged 5 SP:Iteration 27Q (11216.198127 sec): 3 clusters Score: Raw -148412.095718 + Penalty 2718.191956 = -145693.903761 nChanged 2 SP:Iteration 28Q (11216.309358 sec): 3 clusters Score: Raw -148412.631381 + Penalty 2718.191956 = -145694.439425 nChanged 1 SP:Iteration 29Q (11216.413899 sec): 3 clusters Score: Raw -148412.786700 + Penalty 2718.191956 = -145694.594744 nChanged 0 SP:Iteration 30F (11216.518453 sec): 3 clusters Score: Raw -148412.786700 + Penalty 2718.191956 = -145694.594744 nChanged 0 Trying to split cluster 18 (12867 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11216.639220 sec): 2 clusters Score: Raw -887615.913675 + Penalty 1660.654916 = -885955.258759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11216.765476 sec): 3 clusters Score: Raw -880255.618304 + Penalty 3321.309832 = -876934.308472 nChanged 5584 SP:Iteration 1F (11216.908588 sec): 3 clusters Score: Raw -883451.204908 + Penalty 3321.309832 = -880129.895077 nChanged 962 SP:Iteration 2F (11217.042767 sec): 3 clusters Score: Raw -884028.403694 + Penalty 3321.309832 = -880707.093862 nChanged 890 SP:Iteration 3F (11217.166132 sec): 3 clusters Score: Raw -884585.359373 + Penalty 3321.309832 = -881264.049541 nChanged 861 SP:Iteration 4F (11217.315327 sec): 3 clusters Score: Raw -885125.597919 + Penalty 3321.309832 = -881804.288087 nChanged 766 SP:Iteration 5F (11217.447490 sec): 3 clusters Score: Raw -885604.105300 + Penalty 3321.309832 = -882282.795468 nChanged 681 SP:Iteration 6F (11217.582607 sec): 3 clusters Score: Raw -886035.027071 + Penalty 3321.309832 = -882713.717239 nChanged 598 SP:Iteration 7Q (11217.721507 sec): 3 clusters Score: Raw -886430.949177 + Penalty 3321.309832 = -883109.639345 nChanged 480 SP:Iteration 8Q (11217.875336 sec): 3 clusters Score: Raw -886718.193449 + Penalty 3321.309832 = -883396.883617 nChanged 383 SP:Iteration 9Q (11217.973467 sec): 3 clusters Score: Raw -886945.393417 + Penalty 3321.309832 = -883624.083585 nChanged 294 SP:Iteration 10Q (11218.117237 sec): 3 clusters Score: Raw -887106.387553 + Penalty 3321.309832 = -883785.077721 nChanged 231 SP:Iteration 11Q (11218.245366 sec): 3 clusters Score: Raw -887223.213699 + Penalty 3321.309832 = -883901.903867 nChanged 206 SP:Iteration 12Q (11218.311597 sec): 3 clusters Score: Raw -887322.894200 + Penalty 3321.309832 = -884001.584368 nChanged 161 SP:Iteration 13Q (11218.378993 sec): 3 clusters Score: Raw -887399.931646 + Penalty 3321.309832 = -884078.621814 nChanged 126 SP:Iteration 14Q (11218.498811 sec): 3 clusters Score: Raw -887461.249310 + Penalty 3321.309832 = -884139.939478 nChanged 108 SP:Iteration 15Q (11218.640890 sec): 3 clusters Score: Raw -887509.642098 + Penalty 3321.309832 = -884188.332267 nChanged 90 SP:Iteration 16Q (11218.827305 sec): 3 clusters Score: Raw -887549.821665 + Penalty 3321.309832 = -884228.511833 nChanged 77 SP:Iteration 17Q (11218.961275 sec): 3 clusters Score: Raw -887588.346451 + Penalty 3321.309832 = -884267.036619 nChanged 88 SP:Iteration 18Q (11219.108258 sec): 3 clusters Score: Raw -887629.800950 + Penalty 3321.309832 = -884308.491118 nChanged 70 SP:Iteration 19Q (11219.241245 sec): 3 clusters Score: Raw -887669.823499 + Penalty 3321.309832 = -884348.513668 nChanged 73 SP:Iteration 20F (11219.364899 sec): 3 clusters Score: Raw -887706.709423 + Penalty 3321.309832 = -884385.399592 nChanged 50 SP:Iteration 21Q (11219.487071 sec): 3 clusters Score: Raw -887729.381244 + Penalty 3321.309832 = -884408.071412 nChanged 46 SP:Iteration 22Q (11219.625619 sec): 3 clusters Score: Raw -887754.032392 + Penalty 3321.309832 = -884432.722560 nChanged 44 SP:Iteration 23Q (11219.752676 sec): 3 clusters Score: Raw -887776.060388 + Penalty 3321.309832 = -884454.750556 nChanged 42 SP:Iteration 24Q (11219.921189 sec): 3 clusters Score: Raw -887797.876464 + Penalty 3321.309832 = -884476.566633 nChanged 44 SP:Iteration 25Q (11220.064310 sec): 3 clusters Score: Raw -887821.532160 + Penalty 3321.309832 = -884500.222329 nChanged 47 SP:Iteration 26Q (11220.209959 sec): 3 clusters Score: Raw -887847.476879 + Penalty 3321.309832 = -884526.167047 nChanged 47 SP:Iteration 27Q (11220.316404 sec): 3 clusters Score: Raw -887884.062579 + Penalty 3321.309832 = -884562.752747 nChanged 44 SP:Iteration 28Q (11220.435028 sec): 3 clusters Score: Raw -887908.560234 + Penalty 3321.309832 = -884587.250402 nChanged 31 SP:Iteration 29Q (11220.568638 sec): 3 clusters Score: Raw -887924.774285 + Penalty 3321.309832 = -884603.464453 nChanged 26 SP:Iteration 30Q (11220.705395 sec): 3 clusters Score: Raw -887939.684264 + Penalty 3321.309832 = -884618.374432 nChanged 30 SP:Iteration 31Q (11220.830484 sec): 3 clusters Score: Raw -887952.195783 + Penalty 3321.309832 = -884630.885952 nChanged 21 SP:Iteration 32Q (11220.950221 sec): 3 clusters Score: Raw -887961.853549 + Penalty 3321.309832 = -884640.543717 nChanged 15 SP:Iteration 33Q (11221.077486 sec): 3 clusters Score: Raw -887966.969648 + Penalty 3321.309832 = -884645.659816 nChanged 7 SP:Iteration 34Q (11221.197387 sec): 3 clusters Score: Raw -887969.497411 + Penalty 3321.309832 = -884648.187579 nChanged 8 SP:Iteration 35Q (11221.358309 sec): 3 clusters Score: Raw -887972.575796 + Penalty 3321.309832 = -884651.265965 nChanged 10 SP:Iteration 36Q (11221.469716 sec): 3 clusters Score: Raw -887977.180593 + Penalty 3321.309832 = -884655.870762 nChanged 8 SP:Iteration 37Q (11221.637397 sec): 3 clusters Score: Raw -887979.828135 + Penalty 3321.309832 = -884658.518304 nChanged 3 SP:Iteration 38Q (11221.766131 sec): 3 clusters Score: Raw -887980.975618 + Penalty 3321.309832 = -884659.665787 nChanged 1 SP:Iteration 39Q (11221.875158 sec): 3 clusters Score: Raw -887981.220731 + Penalty 3321.309832 = -884659.910899 nChanged 0 SP:Iteration 40F (11222.022111 sec): 3 clusters Score: Raw -887981.220731 + Penalty 3321.309832 = -884659.910899 nChanged 0 Trying to split cluster 19 (6157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11222.110179 sec): 2 clusters Score: Raw -268296.423640 + Penalty 1531.298034 = -266765.125605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11222.223739 sec): 3 clusters Score: Raw -265109.798859 + Penalty 3062.596069 = -262047.202790 nChanged 2544 SP:Iteration 1F (11222.324482 sec): 3 clusters Score: Raw -266906.750444 + Penalty 3062.596069 = -263844.154375 nChanged 573 SP:Iteration 2F (11222.439754 sec): 3 clusters Score: Raw -267451.363629 + Penalty 3062.596069 = -264388.767560 nChanged 504 SP:Iteration 3F (11222.556233 sec): 3 clusters Score: Raw -267867.544068 + Penalty 3062.596069 = -264804.947999 nChanged 403 SP:Iteration 4F (11222.677704 sec): 3 clusters Score: Raw -268134.686603 + Penalty 3062.596069 = -265072.090534 nChanged 270 SP:Iteration 5Q (11222.800509 sec): 3 clusters Score: Raw -268300.548403 + Penalty 3062.596069 = -265237.952335 nChanged 199 SP:Iteration 6Q (11222.906592 sec): 3 clusters Score: Raw -268409.558947 + Penalty 3062.596069 = -265346.962878 nChanged 164 SP:Iteration 7Q (11223.007451 sec): 3 clusters Score: Raw -268484.842003 + Penalty 3062.596069 = -265422.245935 nChanged 126 SP:Iteration 8Q (11223.112062 sec): 3 clusters Score: Raw -268536.327327 + Penalty 3062.596069 = -265473.731258 nChanged 100 SP:Iteration 9Q (11223.220425 sec): 3 clusters Score: Raw -268575.322200 + Penalty 3062.596069 = -265512.726131 nChanged 90 SP:Iteration 10Q (11223.333232 sec): 3 clusters Score: Raw -268612.292013 + Penalty 3062.596069 = -265549.695945 nChanged 81 SP:Iteration 11Q (11223.444358 sec): 3 clusters Score: Raw -268637.795162 + Penalty 3062.596069 = -265575.199094 nChanged 53 SP:Iteration 12Q (11223.554770 sec): 3 clusters Score: Raw -268650.254930 + Penalty 3062.596069 = -265587.658861 nChanged 36 SP:Iteration 13Q (11223.668668 sec): 3 clusters Score: Raw -268658.529435 + Penalty 3062.596069 = -265595.933367 nChanged 34 SP:Iteration 14Q (11223.794472 sec): 3 clusters Score: Raw -268671.553675 + Penalty 3062.596069 = -265608.957606 nChanged 41 SP:Iteration 15Q (11223.921015 sec): 3 clusters Score: Raw -268684.630903 + Penalty 3062.596069 = -265622.034834 nChanged 45 SP:Iteration 16Q (11224.058532 sec): 3 clusters Score: Raw -268699.065011 + Penalty 3062.596069 = -265636.468943 nChanged 44 SP:Iteration 17Q (11224.191310 sec): 3 clusters Score: Raw -268711.290747 + Penalty 3062.596069 = -265648.694679 nChanged 37 SP:Iteration 18Q (11224.298582 sec): 3 clusters Score: Raw -268721.006839 + Penalty 3062.596069 = -265658.410770 nChanged 31 SP:Iteration 19Q (11224.411254 sec): 3 clusters Score: Raw -268728.436677 + Penalty 3062.596069 = -265665.840608 nChanged 29 SP:Iteration 20F (11224.547003 sec): 3 clusters Score: Raw -268737.280001 + Penalty 3062.596069 = -265674.683932 nChanged 34 SP:Iteration 21Q (11224.646039 sec): 3 clusters Score: Raw -268750.235845 + Penalty 3062.596069 = -265687.639777 nChanged 41 SP:Iteration 22Q (11224.767704 sec): 3 clusters Score: Raw -268765.638695 + Penalty 3062.596069 = -265703.042627 nChanged 45 SP:Iteration 23Q (11224.879319 sec): 3 clusters Score: Raw -268783.645059 + Penalty 3062.596069 = -265721.048991 nChanged 44 SP:Iteration 24Q (11225.001780 sec): 3 clusters Score: Raw -268804.032261 + Penalty 3062.596069 = -265741.436192 nChanged 49 SP:Iteration 25Q (11225.132614 sec): 3 clusters Score: Raw -268824.827553 + Penalty 3062.596069 = -265762.231484 nChanged 42 SP:Iteration 26Q (11225.295198 sec): 3 clusters Score: Raw -268838.891230 + Penalty 3062.596069 = -265776.295161 nChanged 44 SP:Iteration 27Q (11225.431470 sec): 3 clusters Score: Raw -268855.800326 + Penalty 3062.596069 = -265793.204258 nChanged 36 SP:Iteration 28Q (11225.564697 sec): 3 clusters Score: Raw -268872.342143 + Penalty 3062.596069 = -265809.746074 nChanged 45 SP:Iteration 29Q (11225.672609 sec): 3 clusters Score: Raw -268888.956135 + Penalty 3062.596069 = -265826.360067 nChanged 54 SP:Iteration 30Q (11225.799961 sec): 3 clusters Score: Raw -268914.060152 + Penalty 3062.596069 = -265851.464083 nChanged 59 SP:Iteration 31Q (11225.934182 sec): 3 clusters Score: Raw -268945.281727 + Penalty 3062.596069 = -265882.685658 nChanged 68 SP:Iteration 32Q (11226.072737 sec): 3 clusters Score: Raw -268974.526201 + Penalty 3062.596069 = -265911.930132 nChanged 61 SP:Iteration 33Q (11226.160329 sec): 3 clusters Score: Raw -269002.393787 + Penalty 3062.596069 = -265939.797719 nChanged 58 SP:Iteration 34Q (11226.285725 sec): 3 clusters Score: Raw -269026.756160 + Penalty 3062.596069 = -265964.160091 nChanged 60 SP:Iteration 35Q (11226.379361 sec): 3 clusters Score: Raw -269058.815420 + Penalty 3062.596069 = -265996.219351 nChanged 62 SP:Iteration 36Q (11226.491757 sec): 3 clusters Score: Raw -269089.117139 + Penalty 3062.596069 = -266026.521070 nChanged 56 SP:Iteration 37Q (11226.592709 sec): 3 clusters Score: Raw -269117.377043 + Penalty 3062.596069 = -266054.780974 nChanged 64 SP:Iteration 38Q (11226.713286 sec): 3 clusters Score: Raw -269151.787129 + Penalty 3062.596069 = -266089.191060 nChanged 58 SP:Iteration 39Q (11226.827170 sec): 3 clusters Score: Raw -269182.664053 + Penalty 3062.596069 = -266120.067984 nChanged 56 SP:Iteration 40F (11226.944551 sec): 3 clusters Score: Raw -269208.610083 + Penalty 3062.596069 = -266146.014015 nChanged 39 SP:Iteration 41Q (11227.049413 sec): 3 clusters Score: Raw -269224.300597 + Penalty 3062.596069 = -266161.704528 nChanged 29 SP:Iteration 42Q (11227.158139 sec): 3 clusters Score: Raw -269232.156294 + Penalty 3062.596069 = -266169.560226 nChanged 22 SP:Iteration 43Q (11227.260221 sec): 3 clusters Score: Raw -269237.256267 + Penalty 3062.596069 = -266174.660199 nChanged 18 SP:Iteration 44Q (11227.370250 sec): 3 clusters Score: Raw -269241.922323 + Penalty 3062.596069 = -266179.326254 nChanged 15 SP:Iteration 45Q (11227.477519 sec): 3 clusters Score: Raw -269246.054037 + Penalty 3062.596069 = -266183.457969 nChanged 11 SP:Iteration 46Q (11227.591987 sec): 3 clusters Score: Raw -269248.706832 + Penalty 3062.596069 = -266186.110763 nChanged 8 SP:Iteration 47Q (11227.710928 sec): 3 clusters Score: Raw -269251.022158 + Penalty 3062.596069 = -266188.426089 nChanged 8 SP:Iteration 48Q (11227.827047 sec): 3 clusters Score: Raw -269252.802596 + Penalty 3062.596069 = -266190.206528 nChanged 8 SP:Iteration 49Q (11227.935773 sec): 3 clusters Score: Raw -269254.733266 + Penalty 3062.596069 = -266192.137197 nChanged 6 SP:Iteration 50Q (11228.067797 sec): 3 clusters Score: Raw -269256.494086 + Penalty 3062.596069 = -266193.898018 nChanged 8 SP:Iteration 51Q (11228.181943 sec): 3 clusters Score: Raw -269258.447504 + Penalty 3062.596069 = -266195.851436 nChanged 10 SP:Iteration 52Q (11228.275715 sec): 3 clusters Score: Raw -269260.220729 + Penalty 3062.596069 = -266197.624660 nChanged 7 SP:Iteration 53Q (11228.394908 sec): 3 clusters Score: Raw -269261.208368 + Penalty 3062.596069 = -266198.612300 nChanged 4 SP:Iteration 54Q (11228.526433 sec): 3 clusters Score: Raw -269261.652054 + Penalty 3062.596069 = -266199.055985 nChanged 1 SP:Iteration 55Q (11228.628742 sec): 3 clusters Score: Raw -269261.810609 + Penalty 3062.596069 = -266199.214540 nChanged 1 SP:Iteration 56Q (11228.737855 sec): 3 clusters Score: Raw -269261.954951 + Penalty 3062.596069 = -266199.358883 nChanged 1 SP:Iteration 57Q (11228.840640 sec): 3 clusters Score: Raw -269262.012086 + Penalty 3062.596069 = -266199.416017 nChanged 0 SP:Iteration 58F (11228.980997 sec): 3 clusters Score: Raw -269262.012086 + Penalty 3062.596069 = -266199.416017 nChanged 0 Trying to split cluster 20 (3023 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11229.040300 sec): 2 clusters Score: Raw -194344.121079 + Penalty 1406.457877 = -192937.663202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11229.125602 sec): 3 clusters Score: Raw -192923.554553 + Penalty 2812.915753 = -190110.638800 nChanged 1139 SP:Iteration 1F (11229.211353 sec): 3 clusters Score: Raw -193652.336301 + Penalty 2812.915753 = -190839.420548 nChanged 267 SP:Iteration 2F (11229.318678 sec): 3 clusters Score: Raw -193877.961796 + Penalty 2812.915753 = -191065.046043 nChanged 211 SP:Iteration 3F (11229.420245 sec): 3 clusters Score: Raw -194073.507969 + Penalty 2812.915753 = -191260.592216 nChanged 177 SP:Iteration 4F (11229.525908 sec): 3 clusters Score: Raw -194254.807681 + Penalty 2812.915753 = -191441.891928 nChanged 172 SP:Iteration 5F (11229.653407 sec): 3 clusters Score: Raw -194437.153606 + Penalty 2812.915753 = -191624.237853 nChanged 156 SP:Iteration 6F (11229.734435 sec): 3 clusters Score: Raw -194597.282256 + Penalty 2812.915753 = -191784.366502 nChanged 157 SP:Iteration 7F (11229.849873 sec): 3 clusters Score: Raw -194756.464179 + Penalty 2812.915753 = -191943.548426 nChanged 128 SP:Iteration 8Q (11229.974488 sec): 3 clusters Score: Raw -194859.802833 + Penalty 2812.915753 = -192046.887080 nChanged 81 SP:Iteration 9Q (11230.072623 sec): 3 clusters Score: Raw -194924.995638 + Penalty 2812.915753 = -192112.079885 nChanged 56 SP:Iteration 10Q (11230.170195 sec): 3 clusters Score: Raw -194962.025830 + Penalty 2812.915753 = -192149.110076 nChanged 37 SP:Iteration 11Q (11230.267425 sec): 3 clusters Score: Raw -194986.223235 + Penalty 2812.915753 = -192173.307482 nChanged 31 SP:Iteration 12Q (11230.385803 sec): 3 clusters Score: Raw -195004.197199 + Penalty 2812.915753 = -192191.281446 nChanged 25 SP:Iteration 13Q (11230.503478 sec): 3 clusters Score: Raw -195016.455176 + Penalty 2812.915753 = -192203.539423 nChanged 19 SP:Iteration 14Q (11230.602229 sec): 3 clusters Score: Raw -195025.315711 + Penalty 2812.915753 = -192212.399957 nChanged 13 SP:Iteration 15Q (11230.702526 sec): 3 clusters Score: Raw -195030.736610 + Penalty 2812.915753 = -192217.820857 nChanged 13 SP:Iteration 16Q (11230.792098 sec): 3 clusters Score: Raw -195037.215949 + Penalty 2812.915753 = -192224.300196 nChanged 11 SP:Iteration 17Q (11230.913883 sec): 3 clusters Score: Raw -195041.622192 + Penalty 2812.915753 = -192228.706439 nChanged 11 SP:Iteration 18Q (11231.010444 sec): 3 clusters Score: Raw -195047.078198 + Penalty 2812.915753 = -192234.162445 nChanged 10 SP:Iteration 19Q (11231.112137 sec): 3 clusters Score: Raw -195051.651163 + Penalty 2812.915753 = -192238.735410 nChanged 10 SP:Iteration 20F (11231.219388 sec): 3 clusters Score: Raw -195056.920394 + Penalty 2812.915753 = -192244.004641 nChanged 16 SP:Iteration 21Q (11231.316727 sec): 3 clusters Score: Raw -195069.202943 + Penalty 2812.915753 = -192256.287190 nChanged 19 SP:Iteration 22Q (11231.416745 sec): 3 clusters Score: Raw -195082.695034 + Penalty 2812.915753 = -192269.779281 nChanged 19 SP:Iteration 23Q (11231.521708 sec): 3 clusters Score: Raw -195102.546299 + Penalty 2812.915753 = -192289.630546 nChanged 20 SP:Iteration 24Q (11231.609660 sec): 3 clusters Score: Raw -195124.070704 + Penalty 2812.915753 = -192311.154951 nChanged 33 SP:Iteration 25Q (11231.708434 sec): 3 clusters Score: Raw -195160.736946 + Penalty 2812.915753 = -192347.821193 nChanged 36 SP:Iteration 26Q (11231.816125 sec): 3 clusters Score: Raw -195202.862946 + Penalty 2812.915753 = -192389.947193 nChanged 34 SP:Iteration 27Q (11231.927719 sec): 3 clusters Score: Raw -195242.611331 + Penalty 2812.915753 = -192429.695578 nChanged 34 SP:Iteration 28Q (11232.054835 sec): 3 clusters Score: Raw -195265.621394 + Penalty 2812.915753 = -192452.705641 nChanged 27 SP:Iteration 29Q (11232.166674 sec): 3 clusters Score: Raw -195279.254594 + Penalty 2812.915753 = -192466.338841 nChanged 20 SP:Iteration 30Q (11232.263234 sec): 3 clusters Score: Raw -195290.100570 + Penalty 2812.915753 = -192477.184817 nChanged 11 SP:Iteration 31Q (11232.384820 sec): 3 clusters Score: Raw -195294.523883 + Penalty 2812.915753 = -192481.608130 nChanged 8 SP:Iteration 32Q (11232.489491 sec): 3 clusters Score: Raw -195298.332743 + Penalty 2812.915753 = -192485.416990 nChanged 9 SP:Iteration 33Q (11232.614082 sec): 3 clusters Score: Raw -195302.733753 + Penalty 2812.915753 = -192489.817999 nChanged 6 SP:Iteration 34Q (11232.711070 sec): 3 clusters Score: Raw -195304.439678 + Penalty 2812.915753 = -192491.523925 nChanged 0 SP:Iteration 35F (11232.824931 sec): 3 clusters Score: Raw -195304.439678 + Penalty 2812.915753 = -192491.523925 nChanged 0 Trying to split cluster 21 (11587 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11232.895895 sec): 2 clusters Score: Raw -813182.440402 + Penalty 1642.265655 = -811540.174747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11233.068542 sec): 3 clusters Score: Raw -806619.025282 + Penalty 3284.531310 = -803334.493972 nChanged 5054 SP:Iteration 1F (11233.179475 sec): 3 clusters Score: Raw -809375.069068 + Penalty 3284.531310 = -806090.537758 nChanged 778 SP:Iteration 2F (11233.309687 sec): 3 clusters Score: Raw -809760.904214 + Penalty 3284.531310 = -806476.372904 nChanged 716 SP:Iteration 3F (11233.451717 sec): 3 clusters Score: Raw -810156.106668 + Penalty 3284.531310 = -806871.575358 nChanged 663 SP:Iteration 4F (11233.564104 sec): 3 clusters Score: Raw -810543.252514 + Penalty 3284.531310 = -807258.721204 nChanged 632 SP:Iteration 5F (11233.683955 sec): 3 clusters Score: Raw -810896.783520 + Penalty 3284.531310 = -807612.252210 nChanged 548 SP:Iteration 6Q (11233.812571 sec): 3 clusters Score: Raw -811179.854315 + Penalty 3284.531310 = -807895.323005 nChanged 500 SP:Iteration 7Q (11233.939902 sec): 3 clusters Score: Raw -811402.962025 + Penalty 3284.531310 = -808118.430715 nChanged 402 SP:Iteration 8Q (11234.073013 sec): 3 clusters Score: Raw -811574.365670 + Penalty 3284.531310 = -808289.834360 nChanged 354 SP:Iteration 9Q (11234.203990 sec): 3 clusters Score: Raw -811707.618173 + Penalty 3284.531310 = -808423.086863 nChanged 292 SP:Iteration 10Q (11234.342497 sec): 3 clusters Score: Raw -811808.753095 + Penalty 3284.531310 = -808524.221786 nChanged 239 SP:Iteration 11Q (11234.489467 sec): 3 clusters Score: Raw -811882.927003 + Penalty 3284.531310 = -808598.395693 nChanged 207 SP:Iteration 12Q (11234.605922 sec): 3 clusters Score: Raw -811938.692945 + Penalty 3284.531310 = -808654.161635 nChanged 174 SP:Iteration 13Q (11234.751662 sec): 3 clusters Score: Raw -811988.167982 + Penalty 3284.531310 = -808703.636672 nChanged 174 SP:Iteration 14Q (11234.881009 sec): 3 clusters Score: Raw -812038.132010 + Penalty 3284.531310 = -808753.600700 nChanged 168 SP:Iteration 15Q (11235.007940 sec): 3 clusters Score: Raw -812086.184067 + Penalty 3284.531310 = -808801.652758 nChanged 157 SP:Iteration 16Q (11235.137612 sec): 3 clusters Score: Raw -812136.226595 + Penalty 3284.531310 = -808851.695285 nChanged 165 SP:Iteration 17Q (11235.260860 sec): 3 clusters Score: Raw -812189.021211 + Penalty 3284.531310 = -808904.489901 nChanged 174 SP:Iteration 18Q (11235.402791 sec): 3 clusters Score: Raw -812239.873983 + Penalty 3284.531310 = -808955.342673 nChanged 158 SP:Iteration 19Q (11235.521410 sec): 3 clusters Score: Raw -812283.194023 + Penalty 3284.531310 = -808998.662713 nChanged 149 SP:Iteration 20F (11235.653164 sec): 3 clusters Score: Raw -812327.811342 + Penalty 3284.531310 = -809043.280032 nChanged 155 SP:Iteration 21Q (11235.787513 sec): 3 clusters Score: Raw -812378.619419 + Penalty 3284.531310 = -809094.088109 nChanged 143 SP:Iteration 22Q (11235.937477 sec): 3 clusters Score: Raw -812429.401850 + Penalty 3284.531310 = -809144.870540 nChanged 156 SP:Iteration 23Q (11236.078394 sec): 3 clusters Score: Raw -812483.999444 + Penalty 3284.531310 = -809199.468135 nChanged 151 SP:Iteration 24Q (11236.193899 sec): 3 clusters Score: Raw -812535.367462 + Penalty 3284.531310 = -809250.836152 nChanged 150 SP:Iteration 25Q (11236.341498 sec): 3 clusters Score: Raw -812597.758573 + Penalty 3284.531310 = -809313.227263 nChanged 158 SP:Iteration 26Q (11236.480256 sec): 3 clusters Score: Raw -812666.492722 + Penalty 3284.531310 = -809381.961413 nChanged 161 SP:Iteration 27Q (11236.596756 sec): 3 clusters Score: Raw -812742.380336 + Penalty 3284.531310 = -809457.849026 nChanged 169 SP:Iteration 28Q (11236.756828 sec): 3 clusters Score: Raw -812818.845098 + Penalty 3284.531310 = -809534.313788 nChanged 143 SP:Iteration 29Q (11236.876937 sec): 3 clusters Score: Raw -812885.213565 + Penalty 3284.531310 = -809600.682255 nChanged 123 SP:Iteration 30Q (11236.991859 sec): 3 clusters Score: Raw -812951.481181 + Penalty 3284.531310 = -809666.949871 nChanged 104 SP:Iteration 31Q (11237.111502 sec): 3 clusters Score: Raw -813007.295121 + Penalty 3284.531310 = -809722.763812 nChanged 89 SP:Iteration 32Q (11237.229399 sec): 3 clusters Score: Raw -813053.023940 + Penalty 3284.531310 = -809768.492630 nChanged 87 SP:Iteration 33Q (11237.373986 sec): 3 clusters Score: Raw -813109.610527 + Penalty 3284.531310 = -809825.079217 nChanged 90 SP:Iteration 34Q (11237.492673 sec): 3 clusters Score: Raw -813172.988944 + Penalty 3284.531310 = -809888.457635 nChanged 99 SP:Iteration 35Q (11237.619966 sec): 3 clusters Score: Raw -813235.698645 + Penalty 3284.531310 = -809951.167335 nChanged 81 SP:Iteration 36Q (11237.761798 sec): 3 clusters Score: Raw -813308.715034 + Penalty 3284.531310 = -810024.183725 nChanged 71 SP:Iteration 37Q (11237.874648 sec): 3 clusters Score: Raw -813382.596065 + Penalty 3284.531310 = -810098.064756 nChanged 65 SP:Iteration 38Q (11237.998280 sec): 3 clusters Score: Raw -813439.501390 + Penalty 3284.531310 = -810154.970080 nChanged 51 SP:Iteration 39Q (11238.146524 sec): 3 clusters Score: Raw -813481.342445 + Penalty 3284.531310 = -810196.811135 nChanged 49 SP:Iteration 40F (11238.256022 sec): 3 clusters Score: Raw -813522.991520 + Penalty 3284.531310 = -810238.460211 nChanged 43 SP:Iteration 41Q (11238.390257 sec): 3 clusters Score: Raw -813573.401776 + Penalty 3284.531310 = -810288.870466 nChanged 49 SP:Iteration 42Q (11238.519233 sec): 3 clusters Score: Raw -813619.765019 + Penalty 3284.531310 = -810335.233710 nChanged 53 SP:Iteration 43Q (11238.651397 sec): 3 clusters Score: Raw -813666.709191 + Penalty 3284.531310 = -810382.177881 nChanged 46 SP:Iteration 44Q (11238.751078 sec): 3 clusters Score: Raw -813710.255575 + Penalty 3284.531310 = -810425.724265 nChanged 34 SP:Iteration 45Q (11238.906652 sec): 3 clusters Score: Raw -813735.299333 + Penalty 3284.531310 = -810450.768023 nChanged 25 SP:Iteration 46Q (11239.017667 sec): 3 clusters Score: Raw -813749.130665 + Penalty 3284.531310 = -810464.599356 nChanged 24 SP:Iteration 47Q (11239.128553 sec): 3 clusters Score: Raw -813761.312147 + Penalty 3284.531310 = -810476.780837 nChanged 18 SP:Iteration 48Q (11239.266337 sec): 3 clusters Score: Raw -813768.837349 + Penalty 3284.531310 = -810484.306040 nChanged 19 SP:Iteration 49Q (11239.397104 sec): 3 clusters Score: Raw -813775.755529 + Penalty 3284.531310 = -810491.224219 nChanged 16 SP:Iteration 50Q (11239.522483 sec): 3 clusters Score: Raw -813782.551951 + Penalty 3284.531310 = -810498.020641 nChanged 11 SP:Iteration 51Q (11239.669970 sec): 3 clusters Score: Raw -813787.326938 + Penalty 3284.531310 = -810502.795628 nChanged 13 SP:Iteration 52Q (11239.793087 sec): 3 clusters Score: Raw -813792.040397 + Penalty 3284.531310 = -810507.509087 nChanged 13 SP:Iteration 53Q (11239.945892 sec): 3 clusters Score: Raw -813795.090399 + Penalty 3284.531310 = -810510.559089 nChanged 6 SP:Iteration 54Q (11240.061772 sec): 3 clusters Score: Raw -813797.275589 + Penalty 3284.531310 = -810512.744279 nChanged 6 SP:Iteration 55Q (11240.195552 sec): 3 clusters Score: Raw -813800.605127 + Penalty 3284.531310 = -810516.073818 nChanged 3 SP:Iteration 56Q (11240.295474 sec): 3 clusters Score: Raw -813802.806376 + Penalty 3284.531310 = -810518.275067 nChanged 5 SP:Iteration 57Q (11240.451800 sec): 3 clusters Score: Raw -813804.726357 + Penalty 3284.531310 = -810520.195047 nChanged 4 SP:Iteration 58Q (11240.564150 sec): 3 clusters Score: Raw -813806.085303 + Penalty 3284.531310 = -810521.553994 nChanged 4 SP:Iteration 59Q (11240.721246 sec): 3 clusters Score: Raw -813809.197162 + Penalty 3284.531310 = -810524.665852 nChanged 4 SP:Iteration 60F (11240.866340 sec): 3 clusters Score: Raw -813811.234498 + Penalty 3284.531310 = -810526.703188 nChanged 0 Trying to split cluster 22 (922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11240.907151 sec): 2 clusters Score: Raw -55286.397443 + Penalty 1198.058687 = -54088.338756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11241.038050 sec): 3 clusters Score: Raw -55042.489393 + Penalty 2396.117373 = -52646.372019 nChanged 256 SP:Iteration 1F (11241.150367 sec): 3 clusters Score: Raw -55279.658361 + Penalty 2396.117373 = -52883.540987 nChanged 69 SP:Iteration 2F (11241.206528 sec): 3 clusters Score: Raw -55344.550168 + Penalty 2396.117373 = -52948.432795 nChanged 35 SP:Iteration 3Q (11241.309624 sec): 3 clusters Score: Raw -55394.298814 + Penalty 2396.117373 = -52998.181440 nChanged 31 SP:Iteration 4Q (11241.423821 sec): 3 clusters Score: Raw -55423.483940 + Penalty 2396.117373 = -53027.366567 nChanged 21 SP:Iteration 5Q (11241.493662 sec): 3 clusters Score: Raw -55439.672096 + Penalty 2396.117373 = -53043.554722 nChanged 18 SP:Iteration 6Q (11241.593193 sec): 3 clusters Score: Raw -55451.625700 + Penalty 2396.117373 = -53055.508326 nChanged 8 SP:Iteration 7Q (11241.723332 sec): 3 clusters Score: Raw -55458.128820 + Penalty 2396.117373 = -53062.011447 nChanged 9 SP:Iteration 8Q (11241.804989 sec): 3 clusters Score: Raw -55465.980578 + Penalty 2396.117373 = -53069.863205 nChanged 8 SP:Iteration 9Q (11241.886044 sec): 3 clusters Score: Raw -55472.080286 + Penalty 2396.117373 = -53075.962912 nChanged 9 SP:Iteration 10Q (11241.986862 sec): 3 clusters Score: Raw -55477.598314 + Penalty 2396.117373 = -53081.480940 nChanged 8 SP:Iteration 11Q (11242.088235 sec): 3 clusters Score: Raw -55484.074973 + Penalty 2396.117373 = -53087.957599 nChanged 7 SP:Iteration 12Q (11242.194751 sec): 3 clusters Score: Raw -55490.706212 + Penalty 2396.117373 = -53094.588839 nChanged 8 SP:Iteration 13Q (11242.302242 sec): 3 clusters Score: Raw -55496.801168 + Penalty 2396.117373 = -53100.683795 nChanged 7 SP:Iteration 14Q (11242.388734 sec): 3 clusters Score: Raw -55502.366139 + Penalty 2396.117373 = -53106.248766 nChanged 6 SP:Iteration 15Q (11242.485891 sec): 3 clusters Score: Raw -55507.330779 + Penalty 2396.117373 = -53111.213406 nChanged 7 SP:Iteration 16Q (11242.586761 sec): 3 clusters Score: Raw -55513.279053 + Penalty 2396.117373 = -53117.161680 nChanged 7 SP:Iteration 17Q (11242.696211 sec): 3 clusters Score: Raw -55521.025302 + Penalty 2396.117373 = -53124.907929 nChanged 6 SP:Iteration 18Q (11242.769948 sec): 3 clusters Score: Raw -55527.125476 + Penalty 2396.117373 = -53131.008102 nChanged 6 SP:Iteration 19Q (11242.846702 sec): 3 clusters Score: Raw -55530.401946 + Penalty 2396.117373 = -53134.284573 nChanged 8 SP:Iteration 20F (11242.942832 sec): 3 clusters Score: Raw -55536.411596 + Penalty 2396.117373 = -53140.294223 nChanged 8 SP:Iteration 21Q (11243.047374 sec): 3 clusters Score: Raw -55548.868621 + Penalty 2396.117373 = -53152.751248 nChanged 10 SP:Iteration 22Q (11243.145850 sec): 3 clusters Score: Raw -55557.396873 + Penalty 2396.117373 = -53161.279500 nChanged 8 SP:Iteration 23Q (11243.268305 sec): 3 clusters Score: Raw -55563.595548 + Penalty 2396.117373 = -53167.478175 nChanged 6 SP:Iteration 24Q (11243.361012 sec): 3 clusters Score: Raw -55568.351761 + Penalty 2396.117373 = -53172.234387 nChanged 8 SP:Iteration 25Q (11243.438532 sec): 3 clusters Score: Raw -55576.246588 + Penalty 2396.117373 = -53180.129215 nChanged 10 SP:Iteration 26Q (11243.542739 sec): 3 clusters Score: Raw -55588.444740 + Penalty 2396.117373 = -53192.327367 nChanged 11 SP:Iteration 27Q (11243.653933 sec): 3 clusters Score: Raw -55597.669356 + Penalty 2396.117373 = -53201.551983 nChanged 7 SP:Iteration 28Q (11243.756517 sec): 3 clusters Score: Raw -55608.208228 + Penalty 2396.117373 = -53212.090855 nChanged 5 SP:Iteration 29Q (11243.831912 sec): 3 clusters Score: Raw -55612.312364 + Penalty 2396.117373 = -53216.194990 nChanged 1 SP:Iteration 30Q (11243.923720 sec): 3 clusters Score: Raw -55614.637678 + Penalty 2396.117373 = -53218.520304 nChanged 3 SP:Iteration 31Q (11244.018406 sec): 3 clusters Score: Raw -55618.173680 + Penalty 2396.117373 = -53222.056306 nChanged 4 SP:Iteration 32Q (11244.109797 sec): 3 clusters Score: Raw -55620.324580 + Penalty 2396.117373 = -53224.207206 nChanged 2 SP:Iteration 33Q (11244.219748 sec): 3 clusters Score: Raw -55623.341037 + Penalty 2396.117373 = -53227.223664 nChanged 0 SP:Iteration 34F (11244.299986 sec): 3 clusters Score: Raw -55623.341037 + Penalty 2396.117373 = -53227.223664 nChanged 0 Trying to split cluster 23 (3135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11244.363133 sec): 2 clusters Score: Raw -197263.968894 + Penalty 1412.842472 = -195851.126422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11244.465159 sec): 3 clusters Score: Raw -195791.778358 + Penalty 2825.684943 = -192966.093415 nChanged 1175 SP:Iteration 1F (11244.542793 sec): 3 clusters Score: Raw -196643.059603 + Penalty 2825.684943 = -193817.374660 nChanged 290 SP:Iteration 2F (11244.642411 sec): 3 clusters Score: Raw -196928.730120 + Penalty 2825.684943 = -194103.045177 nChanged 221 SP:Iteration 3F (11244.765373 sec): 3 clusters Score: Raw -197143.608387 + Penalty 2825.684943 = -194317.923444 nChanged 183 SP:Iteration 4F (11244.869648 sec): 3 clusters Score: Raw -197313.036218 + Penalty 2825.684943 = -194487.351275 nChanged 139 SP:Iteration 5Q (11244.962261 sec): 3 clusters Score: Raw -197433.061409 + Penalty 2825.684943 = -194607.376466 nChanged 113 SP:Iteration 6Q (11245.075723 sec): 3 clusters Score: Raw -197517.652605 + Penalty 2825.684943 = -194691.967662 nChanged 89 SP:Iteration 7Q (11245.169156 sec): 3 clusters Score: Raw -197578.384226 + Penalty 2825.684943 = -194752.699283 nChanged 83 SP:Iteration 8Q (11245.242094 sec): 3 clusters Score: Raw -197636.341624 + Penalty 2825.684943 = -194810.656681 nChanged 59 SP:Iteration 9Q (11245.339457 sec): 3 clusters Score: Raw -197673.720267 + Penalty 2825.684943 = -194848.035324 nChanged 48 SP:Iteration 10Q (11245.448429 sec): 3 clusters Score: Raw -197700.181850 + Penalty 2825.684943 = -194874.496907 nChanged 33 SP:Iteration 11Q (11245.551558 sec): 3 clusters Score: Raw -197720.626468 + Penalty 2825.684943 = -194894.941525 nChanged 32 SP:Iteration 12Q (11245.651486 sec): 3 clusters Score: Raw -197734.529771 + Penalty 2825.684943 = -194908.844828 nChanged 20 SP:Iteration 13Q (11245.777242 sec): 3 clusters Score: Raw -197745.699297 + Penalty 2825.684943 = -194920.014354 nChanged 25 SP:Iteration 14Q (11245.881300 sec): 3 clusters Score: Raw -197757.684899 + Penalty 2825.684943 = -194931.999956 nChanged 23 SP:Iteration 15Q (11245.996591 sec): 3 clusters Score: Raw -197768.879295 + Penalty 2825.684943 = -194943.194352 nChanged 17 SP:Iteration 16Q (11246.098672 sec): 3 clusters Score: Raw -197775.061276 + Penalty 2825.684943 = -194949.376333 nChanged 11 SP:Iteration 17Q (11246.200546 sec): 3 clusters Score: Raw -197778.854688 + Penalty 2825.684943 = -194953.169745 nChanged 2 SP:Iteration 18Q (11246.307725 sec): 3 clusters Score: Raw -197779.539262 + Penalty 2825.684943 = -194953.854319 nChanged 4 SP:Iteration 19Q (11246.431096 sec): 3 clusters Score: Raw -197781.222323 + Penalty 2825.684943 = -194955.537380 nChanged 6 SP:Iteration 20F (11246.531974 sec): 3 clusters Score: Raw -197783.043333 + Penalty 2825.684943 = -194957.358390 nChanged 5 SP:Iteration 21Q (11246.634932 sec): 3 clusters Score: Raw -197784.461176 + Penalty 2825.684943 = -194958.776233 nChanged 5 SP:Iteration 22Q (11246.720725 sec): 3 clusters Score: Raw -197786.349062 + Penalty 2825.684943 = -194960.664119 nChanged 9 SP:Iteration 23Q (11246.828567 sec): 3 clusters Score: Raw -197789.462613 + Penalty 2825.684943 = -194963.777670 nChanged 6 SP:Iteration 24Q (11246.939618 sec): 3 clusters Score: Raw -197791.982598 + Penalty 2825.684943 = -194966.297655 nChanged 3 SP:Iteration 25Q (11247.007989 sec): 3 clusters Score: Raw -197793.555891 + Penalty 2825.684943 = -194967.870948 nChanged 6 SP:Iteration 26Q (11247.122503 sec): 3 clusters Score: Raw -197795.793956 + Penalty 2825.684943 = -194970.109013 nChanged 4 SP:Iteration 27Q (11247.219630 sec): 3 clusters Score: Raw -197796.951973 + Penalty 2825.684943 = -194971.267030 nChanged 6 SP:Iteration 28Q (11247.328924 sec): 3 clusters Score: Raw -197799.199420 + Penalty 2825.684943 = -194973.514477 nChanged 8 SP:Iteration 29Q (11247.428005 sec): 3 clusters Score: Raw -197802.191703 + Penalty 2825.684943 = -194976.506760 nChanged 7 SP:Iteration 30Q (11247.532811 sec): 3 clusters Score: Raw -197804.759677 + Penalty 2825.684943 = -194979.074734 nChanged 11 SP:Iteration 31Q (11247.645495 sec): 3 clusters Score: Raw -197810.265551 + Penalty 2825.684943 = -194984.580608 nChanged 11 SP:Iteration 32Q (11247.719965 sec): 3 clusters Score: Raw -197814.321632 + Penalty 2825.684943 = -194988.636689 nChanged 8 SP:Iteration 33Q (11247.819981 sec): 3 clusters Score: Raw -197817.358986 + Penalty 2825.684943 = -194991.674043 nChanged 8 SP:Iteration 34Q (11247.895839 sec): 3 clusters Score: Raw -197820.648522 + Penalty 2825.684943 = -194994.963579 nChanged 3 SP:Iteration 35Q (11247.993233 sec): 3 clusters Score: Raw -197821.810424 + Penalty 2825.684943 = -194996.125481 nChanged 4 SP:Iteration 36Q (11248.070639 sec): 3 clusters Score: Raw -197822.628571 + Penalty 2825.684943 = -194996.943628 nChanged 4 SP:Iteration 37Q (11248.181753 sec): 3 clusters Score: Raw -197823.991774 + Penalty 2825.684943 = -194998.306831 nChanged 4 SP:Iteration 38Q (11248.282086 sec): 3 clusters Score: Raw -197826.041757 + Penalty 2825.684943 = -195000.356814 nChanged 6 SP:Iteration 39Q (11248.381064 sec): 3 clusters Score: Raw -197829.231649 + Penalty 2825.684943 = -195003.546706 nChanged 6 SP:Iteration 40F (11248.489210 sec): 3 clusters Score: Raw -197830.715812 + Penalty 2825.684943 = -195005.030869 nChanged 5 SP:Iteration 41Q (11248.584736 sec): 3 clusters Score: Raw -197832.448256 + Penalty 2825.684943 = -195006.763313 nChanged 4 SP:Iteration 42Q (11248.687571 sec): 3 clusters Score: Raw -197833.468180 + Penalty 2825.684943 = -195007.783237 nChanged 4 SP:Iteration 43Q (11248.794441 sec): 3 clusters Score: Raw -197834.585294 + Penalty 2825.684943 = -195008.900351 nChanged 8 SP:Iteration 44Q (11248.865723 sec): 3 clusters Score: Raw -197838.327437 + Penalty 2825.684943 = -195012.642494 nChanged 13 SP:Iteration 45Q (11248.988619 sec): 3 clusters Score: Raw -197848.035196 + Penalty 2825.684943 = -195022.350253 nChanged 18 SP:Iteration 46Q (11249.095144 sec): 3 clusters Score: Raw -197861.745021 + Penalty 2825.684943 = -195036.060078 nChanged 22 SP:Iteration 47Q (11249.223625 sec): 3 clusters Score: Raw -197878.143016 + Penalty 2825.684943 = -195052.458073 nChanged 32 SP:Iteration 48Q (11249.329148 sec): 3 clusters Score: Raw -197906.274196 + Penalty 2825.684943 = -195080.589253 nChanged 30 SP:Iteration 49Q (11249.443219 sec): 3 clusters Score: Raw -197926.010528 + Penalty 2825.684943 = -195100.325584 nChanged 30 SP:Iteration 50Q (11249.547672 sec): 3 clusters Score: Raw -197951.647052 + Penalty 2825.684943 = -195125.962109 nChanged 30 SP:Iteration 51Q (11249.652527 sec): 3 clusters Score: Raw -197976.275342 + Penalty 2825.684943 = -195150.590399 nChanged 29 SP:Iteration 52Q (11249.760473 sec): 3 clusters Score: Raw -197997.204565 + Penalty 2825.684943 = -195171.519622 nChanged 24 SP:Iteration 53Q (11249.852345 sec): 3 clusters Score: Raw -198011.840585 + Penalty 2825.684943 = -195186.155642 nChanged 11 SP:Iteration 54Q (11249.959814 sec): 3 clusters Score: Raw -198017.080452 + Penalty 2825.684943 = -195191.395509 nChanged 11 SP:Iteration 55Q (11250.071764 sec): 3 clusters Score: Raw -198020.986233 + Penalty 2825.684943 = -195195.301290 nChanged 7 SP:Iteration 56Q (11250.195470 sec): 3 clusters Score: Raw -198024.177201 + Penalty 2825.684943 = -195198.492258 nChanged 9 SP:Iteration 57Q (11250.295918 sec): 3 clusters Score: Raw -198028.379877 + Penalty 2825.684943 = -195202.694934 nChanged 3 SP:Iteration 58Q (11250.405798 sec): 3 clusters Score: Raw -198029.667944 + Penalty 2825.684943 = -195203.983001 nChanged 1 SP:Iteration 59Q (11250.508420 sec): 3 clusters Score: Raw -198029.894317 + Penalty 2825.684943 = -195204.209374 nChanged 1 SP:Iteration 60F (11250.607753 sec): 3 clusters Score: Raw -198031.177880 + Penalty 2825.684943 = -195205.492937 nChanged 4 SP:Iteration 61Q (11250.742531 sec): 3 clusters Score: Raw -198033.772600 + Penalty 2825.684943 = -195208.087657 nChanged 3 SP:Iteration 62Q (11250.853671 sec): 3 clusters Score: Raw -198035.206578 + Penalty 2825.684943 = -195209.521635 nChanged 2 SP:Iteration 63Q (11250.923247 sec): 3 clusters Score: Raw -198035.828810 + Penalty 2825.684943 = -195210.143866 nChanged 1 SP:Iteration 64Q (11251.013473 sec): 3 clusters Score: Raw -198036.142997 + Penalty 2825.684943 = -195210.458054 nChanged 0 SP:Iteration 65F (11251.082458 sec): 3 clusters Score: Raw -198036.142997 + Penalty 2825.684943 = -195210.458054 nChanged 0 Trying to split cluster 24 (1919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11251.160983 sec): 2 clusters Score: Raw -85605.360853 + Penalty 1326.702692 = -84278.658161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11251.271538 sec): 3 clusters Score: Raw -84834.255531 + Penalty 2653.405383 = -82180.850148 nChanged 699 SP:Iteration 1F (11251.330328 sec): 3 clusters Score: Raw -85660.492349 + Penalty 2653.405383 = -83007.086966 nChanged 235 SP:Iteration 2F (11251.414256 sec): 3 clusters Score: Raw -86143.891616 + Penalty 2653.405383 = -83490.486233 nChanged 172 SP:Iteration 3F (11251.526224 sec): 3 clusters Score: Raw -86475.237406 + Penalty 2653.405383 = -83821.832023 nChanged 126 SP:Iteration 4F (11251.617060 sec): 3 clusters Score: Raw -86713.262910 + Penalty 2653.405383 = -84059.857527 nChanged 85 SP:Iteration 5Q (11251.708402 sec): 3 clusters Score: Raw -86850.232934 + Penalty 2653.405383 = -84196.827551 nChanged 51 SP:Iteration 6Q (11251.799979 sec): 3 clusters Score: Raw -86909.823207 + Penalty 2653.405383 = -84256.417823 nChanged 33 SP:Iteration 7Q (11251.875856 sec): 3 clusters Score: Raw -86953.598132 + Penalty 2653.405383 = -84300.192748 nChanged 31 SP:Iteration 8Q (11251.990835 sec): 3 clusters Score: Raw -86979.325216 + Penalty 2653.405383 = -84325.919833 nChanged 17 SP:Iteration 9Q (11252.063620 sec): 3 clusters Score: Raw -86992.214637 + Penalty 2653.405383 = -84338.809254 nChanged 11 SP:Iteration 10Q (11252.190916 sec): 3 clusters Score: Raw -87001.684406 + Penalty 2653.405383 = -84348.279023 nChanged 9 SP:Iteration 11Q (11252.265196 sec): 3 clusters Score: Raw -87011.192922 + Penalty 2653.405383 = -84357.787539 nChanged 8 SP:Iteration 12Q (11252.386571 sec): 3 clusters Score: Raw -87017.087086 + Penalty 2653.405383 = -84363.681703 nChanged 12 SP:Iteration 13Q (11252.475202 sec): 3 clusters Score: Raw -87022.860594 + Penalty 2653.405383 = -84369.455211 nChanged 11 SP:Iteration 14Q (11252.595220 sec): 3 clusters Score: Raw -87032.425973 + Penalty 2653.405383 = -84379.020590 nChanged 7 SP:Iteration 15Q (11252.702665 sec): 3 clusters Score: Raw -87037.899281 + Penalty 2653.405383 = -84384.493898 nChanged 7 SP:Iteration 16Q (11252.816255 sec): 3 clusters Score: Raw -87042.251208 + Penalty 2653.405383 = -84388.845825 nChanged 4 SP:Iteration 17Q (11252.913464 sec): 3 clusters Score: Raw -87043.750674 + Penalty 2653.405383 = -84390.345290 nChanged 5 SP:Iteration 18Q (11253.009297 sec): 3 clusters Score: Raw -87047.171180 + Penalty 2653.405383 = -84393.765797 nChanged 4 SP:Iteration 19Q (11253.130052 sec): 3 clusters Score: Raw -87048.939262 + Penalty 2653.405383 = -84395.533879 nChanged 3 SP:Iteration 20F (11253.206009 sec): 3 clusters Score: Raw -87050.009321 + Penalty 2653.405383 = -84396.603938 nChanged 1 SP:Iteration 21Q (11253.339051 sec): 3 clusters Score: Raw -87050.424337 + Penalty 2653.405383 = -84397.018954 nChanged 1 SP:Iteration 22Q (11253.426222 sec): 3 clusters Score: Raw -87051.147768 + Penalty 2653.405383 = -84397.742385 nChanged 0 SP:Iteration 23F (11253.567357 sec): 3 clusters Score: Raw -87051.147768 + Penalty 2653.405383 = -84397.742385 nChanged 0 Score: Raw -11981902.703326 + Penalty 72919.712142 = -11908982.991184 Splitting cluster 24 changes total score from -11909681.736824 to -11908982.991184 So it's not getting split. Trying to split cluster 25 (7970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11262.254361 sec): 2 clusters Score: Raw -513705.190098 + Penalty 1576.593680 = -512128.596418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11262.400682 sec): 3 clusters Score: Raw -509304.779069 + Penalty 3153.187360 = -506151.591709 nChanged 3350 SP:Iteration 1F (11262.528028 sec): 3 clusters Score: Raw -511121.823618 + Penalty 3153.187360 = -507968.636258 nChanged 576 SP:Iteration 2F (11262.630579 sec): 3 clusters Score: Raw -511417.999050 + Penalty 3153.187360 = -508264.811690 nChanged 477 SP:Iteration 3F (11262.732483 sec): 3 clusters Score: Raw -511695.122810 + Penalty 3153.187360 = -508541.935450 nChanged 438 SP:Iteration 4F (11262.850947 sec): 3 clusters Score: Raw -511983.074803 + Penalty 3153.187360 = -508829.887443 nChanged 421 SP:Iteration 5F (11262.904212 sec): 3 clusters Score: Raw -512285.766095 + Penalty 3153.187360 = -509132.578735 nChanged 393 SP:Iteration 6Q (11262.997003 sec): 3 clusters Score: Raw -512583.943410 + Penalty 3153.187360 = -509430.756050 nChanged 401 SP:Iteration 7F (11263.047716 sec): 3 clusters Score: Raw -512924.957432 + Penalty 3153.187360 = -509771.770073 nChanged 451 SP:Iteration 8F (11263.094927 sec): 3 clusters Score: Raw -513315.468082 + Penalty 3153.187360 = -510162.280722 nChanged 428 SP:Iteration 9F (11263.142511 sec): 3 clusters Score: Raw -513705.402586 + Penalty 3153.187360 = -510552.215226 nChanged 398 SP:Iteration 10Q (11263.190784 sec): 3 clusters Score: Raw -514085.460133 + Penalty 3153.187360 = -510932.272773 nChanged 351 SP:Iteration 11Q (11263.239010 sec): 3 clusters Score: Raw -514346.678339 + Penalty 3153.187360 = -511193.490979 nChanged 273 SP:Iteration 12Q (11263.289556 sec): 3 clusters Score: Raw -514530.595140 + Penalty 3153.187360 = -511377.407780 nChanged 239 SP:Iteration 13Q (11263.409784 sec): 3 clusters Score: Raw -514677.580228 + Penalty 3153.187360 = -511524.392868 nChanged 177 SP:Iteration 14Q (11263.506563 sec): 3 clusters Score: Raw -514775.503589 + Penalty 3153.187360 = -511622.316229 nChanged 141 SP:Iteration 15Q (11263.638117 sec): 3 clusters Score: Raw -514852.492520 + Penalty 3153.187360 = -511699.305160 nChanged 133 SP:Iteration 16Q (11263.755138 sec): 3 clusters Score: Raw -514924.230720 + Penalty 3153.187360 = -511771.043360 nChanged 117 SP:Iteration 17Q (11263.857016 sec): 3 clusters Score: Raw -514979.966491 + Penalty 3153.187360 = -511826.779131 nChanged 99 SP:Iteration 18Q (11263.970322 sec): 3 clusters Score: Raw -515024.841757 + Penalty 3153.187360 = -511871.654397 nChanged 86 SP:Iteration 19Q (11264.089822 sec): 3 clusters Score: Raw -515065.610044 + Penalty 3153.187360 = -511912.422684 nChanged 74 SP:Iteration 20F (11264.224218 sec): 3 clusters Score: Raw -515102.770473 + Penalty 3153.187360 = -511949.583113 nChanged 77 SP:Iteration 21Q (11264.326049 sec): 3 clusters Score: Raw -515137.600805 + Penalty 3153.187360 = -511984.413445 nChanged 72 SP:Iteration 22Q (11264.455069 sec): 3 clusters Score: Raw -515176.166963 + Penalty 3153.187360 = -512022.979603 nChanged 74 SP:Iteration 23Q (11264.550413 sec): 3 clusters Score: Raw -515215.334403 + Penalty 3153.187360 = -512062.147043 nChanged 52 SP:Iteration 24Q (11264.666649 sec): 3 clusters Score: Raw -515238.306567 + Penalty 3153.187360 = -512085.119207 nChanged 40 SP:Iteration 25Q (11264.778943 sec): 3 clusters Score: Raw -515252.750759 + Penalty 3153.187360 = -512099.563399 nChanged 27 SP:Iteration 26Q (11264.880021 sec): 3 clusters Score: Raw -515257.799922 + Penalty 3153.187360 = -512104.612562 nChanged 12 SP:Iteration 27Q (11264.998176 sec): 3 clusters Score: Raw -515259.969593 + Penalty 3153.187360 = -512106.782233 nChanged 4 SP:Iteration 28Q (11265.111401 sec): 3 clusters Score: Raw -515260.432840 + Penalty 3153.187360 = -512107.245480 nChanged 4 SP:Iteration 29Q (11265.222309 sec): 3 clusters Score: Raw -515260.938535 + Penalty 3153.187360 = -512107.751175 nChanged 5 SP:Iteration 30Q (11265.315320 sec): 3 clusters Score: Raw -515261.519157 + Penalty 3153.187360 = -512108.331797 nChanged 2 SP:Iteration 31Q (11265.442668 sec): 3 clusters Score: Raw -515261.802780 + Penalty 3153.187360 = -512108.615420 nChanged 5 SP:Iteration 32Q (11265.548203 sec): 3 clusters Score: Raw -515262.514900 + Penalty 3153.187360 = -512109.327540 nChanged 4 SP:Iteration 33Q (11265.656879 sec): 3 clusters Score: Raw -515262.892731 + Penalty 3153.187360 = -512109.705372 nChanged 0 SP:Iteration 34F (11265.782013 sec): 3 clusters Score: Raw -515262.892731 + Penalty 3153.187360 = -512109.705372 nChanged 0 Trying to split cluster 26 (5358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11265.875708 sec): 2 clusters Score: Raw -300868.893267 + Penalty 1506.903732 = -299361.989535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11265.978762 sec): 3 clusters Score: Raw -298194.067716 + Penalty 3013.807464 = -295180.260252 nChanged 2120 SP:Iteration 1F (11266.090449 sec): 3 clusters Score: Raw -299648.041955 + Penalty 3013.807464 = -296634.234491 nChanged 506 SP:Iteration 2F (11266.175391 sec): 3 clusters Score: Raw -300089.070638 + Penalty 3013.807464 = -297075.263175 nChanged 428 SP:Iteration 3F (11266.295965 sec): 3 clusters Score: Raw -300456.562551 + Penalty 3013.807464 = -297442.755087 nChanged 327 SP:Iteration 4F (11266.401805 sec): 3 clusters Score: Raw -300710.341541 + Penalty 3013.807464 = -297696.534077 nChanged 250 SP:Iteration 5Q (11266.505274 sec): 3 clusters Score: Raw -300907.909626 + Penalty 3013.807464 = -297894.102163 nChanged 199 SP:Iteration 6Q (11266.631849 sec): 3 clusters Score: Raw -301051.975191 + Penalty 3013.807464 = -298038.167727 nChanged 152 SP:Iteration 7Q (11266.739958 sec): 3 clusters Score: Raw -301164.466384 + Penalty 3013.807464 = -298150.658920 nChanged 125 SP:Iteration 8Q (11266.882415 sec): 3 clusters Score: Raw -301241.413435 + Penalty 3013.807464 = -298227.605971 nChanged 111 SP:Iteration 9Q (11266.998063 sec): 3 clusters Score: Raw -301306.141272 + Penalty 3013.807464 = -298292.333808 nChanged 90 SP:Iteration 10Q (11267.099503 sec): 3 clusters Score: Raw -301352.364779 + Penalty 3013.807464 = -298338.557316 nChanged 67 SP:Iteration 11Q (11267.212426 sec): 3 clusters Score: Raw -301389.837759 + Penalty 3013.807464 = -298376.030295 nChanged 62 SP:Iteration 12Q (11267.323982 sec): 3 clusters Score: Raw -301435.363193 + Penalty 3013.807464 = -298421.555729 nChanged 65 SP:Iteration 13Q (11267.418011 sec): 3 clusters Score: Raw -301470.013122 + Penalty 3013.807464 = -298456.205659 nChanged 51 SP:Iteration 14Q (11267.527382 sec): 3 clusters Score: Raw -301487.585355 + Penalty 3013.807464 = -298473.777891 nChanged 30 SP:Iteration 15Q (11267.658880 sec): 3 clusters Score: Raw -301495.252235 + Penalty 3013.807464 = -298481.444772 nChanged 25 SP:Iteration 16Q (11267.766251 sec): 3 clusters Score: Raw -301504.818851 + Penalty 3013.807464 = -298491.011387 nChanged 27 SP:Iteration 17Q (11267.875934 sec): 3 clusters Score: Raw -301515.019932 + Penalty 3013.807464 = -298501.212469 nChanged 24 SP:Iteration 18Q (11267.995823 sec): 3 clusters Score: Raw -301523.153067 + Penalty 3013.807464 = -298509.345604 nChanged 26 SP:Iteration 19Q (11268.102382 sec): 3 clusters Score: Raw -301529.296215 + Penalty 3013.807464 = -298515.488751 nChanged 13 SP:Iteration 20F (11268.213539 sec): 3 clusters Score: Raw -301533.237379 + Penalty 3013.807464 = -298519.429916 nChanged 14 SP:Iteration 21Q (11268.320990 sec): 3 clusters Score: Raw -301539.343779 + Penalty 3013.807464 = -298525.536316 nChanged 23 SP:Iteration 22Q (11268.444676 sec): 3 clusters Score: Raw -301548.783329 + Penalty 3013.807464 = -298534.975865 nChanged 28 SP:Iteration 23Q (11268.553735 sec): 3 clusters Score: Raw -301560.833670 + Penalty 3013.807464 = -298547.026206 nChanged 25 SP:Iteration 24Q (11268.657768 sec): 3 clusters Score: Raw -301572.057061 + Penalty 3013.807464 = -298558.249598 nChanged 23 SP:Iteration 25Q (11268.780154 sec): 3 clusters Score: Raw -301582.241782 + Penalty 3013.807464 = -298568.434318 nChanged 22 SP:Iteration 26Q (11268.880935 sec): 3 clusters Score: Raw -301588.964975 + Penalty 3013.807464 = -298575.157511 nChanged 14 SP:Iteration 27Q (11268.986262 sec): 3 clusters Score: Raw -301593.795121 + Penalty 3013.807464 = -298579.987658 nChanged 12 SP:Iteration 28Q (11269.089667 sec): 3 clusters Score: Raw -301597.367713 + Penalty 3013.807464 = -298583.560249 nChanged 8 SP:Iteration 29Q (11269.209809 sec): 3 clusters Score: Raw -301599.872707 + Penalty 3013.807464 = -298586.065243 nChanged 7 SP:Iteration 30Q (11269.310985 sec): 3 clusters Score: Raw -301601.694706 + Penalty 3013.807464 = -298587.887242 nChanged 6 SP:Iteration 31Q (11269.408709 sec): 3 clusters Score: Raw -301602.661395 + Penalty 3013.807464 = -298588.853931 nChanged 1 SP:Iteration 32Q (11269.522784 sec): 3 clusters Score: Raw -301602.823286 + Penalty 3013.807464 = -298589.015823 nChanged 0 SP:Iteration 33F (11269.638618 sec): 3 clusters Score: Raw -301602.823286 + Penalty 3013.807464 = -298589.015823 nChanged 0 Trying to split cluster 27 (3801 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11269.712907 sec): 2 clusters Score: Raw -225659.690367 + Penalty 1446.649917 = -224213.040450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11269.842809 sec): 3 clusters Score: Raw -223857.894973 + Penalty 2893.299834 = -220964.595139 nChanged 1448 SP:Iteration 1F (11269.948945 sec): 3 clusters Score: Raw -224723.021563 + Penalty 2893.299834 = -221829.721729 nChanged 285 SP:Iteration 2F (11270.055414 sec): 3 clusters Score: Raw -224900.609111 + Penalty 2893.299834 = -222007.309278 nChanged 185 SP:Iteration 3Q (11270.172821 sec): 3 clusters Score: Raw -225026.843950 + Penalty 2893.299834 = -222133.544117 nChanged 175 SP:Iteration 4Q (11270.279861 sec): 3 clusters Score: Raw -225143.433491 + Penalty 2893.299834 = -222250.133658 nChanged 167 SP:Iteration 5Q (11270.396868 sec): 3 clusters Score: Raw -225268.947451 + Penalty 2893.299834 = -222375.647617 nChanged 152 SP:Iteration 6Q (11270.505356 sec): 3 clusters Score: Raw -225390.546939 + Penalty 2893.299834 = -222497.247106 nChanged 127 SP:Iteration 7Q (11270.602351 sec): 3 clusters Score: Raw -225495.714310 + Penalty 2893.299834 = -222602.414476 nChanged 105 SP:Iteration 8Q (11270.720623 sec): 3 clusters Score: Raw -225560.971426 + Penalty 2893.299834 = -222667.671592 nChanged 84 SP:Iteration 9Q (11270.822680 sec): 3 clusters Score: Raw -225597.944085 + Penalty 2893.299834 = -222704.644251 nChanged 73 SP:Iteration 10Q (11270.944962 sec): 3 clusters Score: Raw -225637.485939 + Penalty 2893.299834 = -222744.186106 nChanged 79 SP:Iteration 11Q (11271.035109 sec): 3 clusters Score: Raw -225680.315690 + Penalty 2893.299834 = -222787.015856 nChanged 71 SP:Iteration 12Q (11271.104760 sec): 3 clusters Score: Raw -225712.383445 + Penalty 2893.299834 = -222819.083611 nChanged 59 SP:Iteration 13Q (11271.213918 sec): 3 clusters Score: Raw -225741.789843 + Penalty 2893.299834 = -222848.490010 nChanged 53 SP:Iteration 14Q (11271.317347 sec): 3 clusters Score: Raw -225764.914688 + Penalty 2893.299834 = -222871.614854 nChanged 47 SP:Iteration 15Q (11271.426695 sec): 3 clusters Score: Raw -225787.959056 + Penalty 2893.299834 = -222894.659222 nChanged 40 SP:Iteration 16Q (11271.524672 sec): 3 clusters Score: Raw -225805.458692 + Penalty 2893.299834 = -222912.158858 nChanged 37 SP:Iteration 17Q (11271.670668 sec): 3 clusters Score: Raw -225824.078125 + Penalty 2893.299834 = -222930.778292 nChanged 31 SP:Iteration 18Q (11271.784582 sec): 3 clusters Score: Raw -225837.914303 + Penalty 2893.299834 = -222944.614469 nChanged 32 SP:Iteration 19Q (11271.892699 sec): 3 clusters Score: Raw -225851.360683 + Penalty 2893.299834 = -222958.060850 nChanged 36 SP:Iteration 20F (11271.989898 sec): 3 clusters Score: Raw -225871.797507 + Penalty 2893.299834 = -222978.497673 nChanged 37 SP:Iteration 21Q (11272.082649 sec): 3 clusters Score: Raw -225888.312006 + Penalty 2893.299834 = -222995.012173 nChanged 30 SP:Iteration 22Q (11272.183156 sec): 3 clusters Score: Raw -225904.339644 + Penalty 2893.299834 = -223011.039810 nChanged 34 SP:Iteration 23Q (11272.277270 sec): 3 clusters Score: Raw -225922.300224 + Penalty 2893.299834 = -223029.000390 nChanged 34 SP:Iteration 24Q (11272.377849 sec): 3 clusters Score: Raw -225935.140614 + Penalty 2893.299834 = -223041.840780 nChanged 26 SP:Iteration 25Q (11272.483580 sec): 3 clusters Score: Raw -225948.992661 + Penalty 2893.299834 = -223055.692827 nChanged 28 SP:Iteration 26Q (11272.580311 sec): 3 clusters Score: Raw -225967.253912 + Penalty 2893.299834 = -223073.954078 nChanged 32 SP:Iteration 27Q (11272.690286 sec): 3 clusters Score: Raw -225987.424585 + Penalty 2893.299834 = -223094.124752 nChanged 45 SP:Iteration 28Q (11272.788849 sec): 3 clusters Score: Raw -226007.255604 + Penalty 2893.299834 = -223113.955771 nChanged 31 SP:Iteration 29Q (11272.898574 sec): 3 clusters Score: Raw -226022.941395 + Penalty 2893.299834 = -223129.641561 nChanged 27 SP:Iteration 30Q (11273.004699 sec): 3 clusters Score: Raw -226035.034142 + Penalty 2893.299834 = -223141.734308 nChanged 26 SP:Iteration 31Q (11273.111514 sec): 3 clusters Score: Raw -226045.836680 + Penalty 2893.299834 = -223152.536846 nChanged 21 SP:Iteration 32Q (11273.226187 sec): 3 clusters Score: Raw -226052.559192 + Penalty 2893.299834 = -223159.259359 nChanged 15 SP:Iteration 33Q (11273.328684 sec): 3 clusters Score: Raw -226057.602275 + Penalty 2893.299834 = -223164.302442 nChanged 14 SP:Iteration 34Q (11273.450943 sec): 3 clusters Score: Raw -226062.423347 + Penalty 2893.299834 = -223169.123514 nChanged 12 SP:Iteration 35Q (11273.558274 sec): 3 clusters Score: Raw -226066.929434 + Penalty 2893.299834 = -223173.629600 nChanged 10 SP:Iteration 36Q (11273.686957 sec): 3 clusters Score: Raw -226071.077131 + Penalty 2893.299834 = -223177.777297 nChanged 9 SP:Iteration 37Q (11273.789390 sec): 3 clusters Score: Raw -226074.321289 + Penalty 2893.299834 = -223181.021455 nChanged 9 SP:Iteration 38Q (11273.894915 sec): 3 clusters Score: Raw -226076.252174 + Penalty 2893.299834 = -223182.952341 nChanged 3 SP:Iteration 39Q (11273.998135 sec): 3 clusters Score: Raw -226077.148711 + Penalty 2893.299834 = -223183.848877 nChanged 3 SP:Iteration 40F (11274.104329 sec): 3 clusters Score: Raw -226077.788105 + Penalty 2893.299834 = -223184.488272 nChanged 3 SP:Iteration 41Q (11274.211708 sec): 3 clusters Score: Raw -226078.747604 + Penalty 2893.299834 = -223185.447771 nChanged 6 SP:Iteration 42Q (11274.348623 sec): 3 clusters Score: Raw -226080.207194 + Penalty 2893.299834 = -223186.907361 nChanged 3 SP:Iteration 43Q (11274.436875 sec): 3 clusters Score: Raw -226080.598126 + Penalty 2893.299834 = -223187.298292 nChanged 2 SP:Iteration 44Q (11274.549385 sec): 3 clusters Score: Raw -226080.953677 + Penalty 2893.299834 = -223187.653844 nChanged 0 SP:Iteration 45F (11274.635994 sec): 3 clusters Score: Raw -226080.953677 + Penalty 2893.299834 = -223187.653844 nChanged 0 Trying to split cluster 28 (2341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11274.700429 sec): 2 clusters Score: Raw -132245.165552 + Penalty 1361.587524 = -130883.578029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11274.807247 sec): 3 clusters Score: Raw -131204.711559 + Penalty 2723.175047 = -128481.536512 nChanged 864 SP:Iteration 1F (11274.914698 sec): 3 clusters Score: Raw -131841.060675 + Penalty 2723.175047 = -129117.885628 nChanged 197 SP:Iteration 2F (11275.022428 sec): 3 clusters Score: Raw -132023.005713 + Penalty 2723.175047 = -129299.830666 nChanged 139 SP:Iteration 3F (11275.141565 sec): 3 clusters Score: Raw -132145.732650 + Penalty 2723.175047 = -129422.557603 nChanged 110 SP:Iteration 4Q (11275.242548 sec): 3 clusters Score: Raw -132245.841041 + Penalty 2723.175047 = -129522.665994 nChanged 95 SP:Iteration 5Q (11275.319121 sec): 3 clusters Score: Raw -132343.243540 + Penalty 2723.175047 = -129620.068493 nChanged 85 SP:Iteration 6Q (11275.399727 sec): 3 clusters Score: Raw -132445.717746 + Penalty 2723.175047 = -129722.542699 nChanged 78 SP:Iteration 7Q (11275.485790 sec): 3 clusters Score: Raw -132550.729578 + Penalty 2723.175047 = -129827.554531 nChanged 78 SP:Iteration 8Q (11275.594048 sec): 3 clusters Score: Raw -132636.181572 + Penalty 2723.175047 = -129913.006525 nChanged 73 SP:Iteration 9Q (11275.690023 sec): 3 clusters Score: Raw -132700.137488 + Penalty 2723.175047 = -129976.962440 nChanged 57 SP:Iteration 10Q (11275.785209 sec): 3 clusters Score: Raw -132757.408615 + Penalty 2723.175047 = -130034.233568 nChanged 47 SP:Iteration 11Q (11275.901585 sec): 3 clusters Score: Raw -132807.601349 + Penalty 2723.175047 = -130084.426301 nChanged 44 SP:Iteration 12Q (11275.994876 sec): 3 clusters Score: Raw -132860.593082 + Penalty 2723.175047 = -130137.418035 nChanged 39 SP:Iteration 13Q (11276.112574 sec): 3 clusters Score: Raw -132896.442017 + Penalty 2723.175047 = -130173.266970 nChanged 25 SP:Iteration 14Q (11276.212787 sec): 3 clusters Score: Raw -132912.051981 + Penalty 2723.175047 = -130188.876934 nChanged 12 SP:Iteration 15Q (11276.311230 sec): 3 clusters Score: Raw -132917.844864 + Penalty 2723.175047 = -130194.669816 nChanged 6 SP:Iteration 16Q (11276.425314 sec): 3 clusters Score: Raw -132921.113419 + Penalty 2723.175047 = -130197.938371 nChanged 8 SP:Iteration 17Q (11276.551190 sec): 3 clusters Score: Raw -132925.303703 + Penalty 2723.175047 = -130202.128656 nChanged 6 SP:Iteration 18Q (11276.622723 sec): 3 clusters Score: Raw -132930.121634 + Penalty 2723.175047 = -130206.946587 nChanged 10 SP:Iteration 19Q (11276.730678 sec): 3 clusters Score: Raw -132937.706378 + Penalty 2723.175047 = -130214.531331 nChanged 13 SP:Iteration 20F (11276.841872 sec): 3 clusters Score: Raw -132944.957590 + Penalty 2723.175047 = -130221.782543 nChanged 13 SP:Iteration 21Q (11276.940495 sec): 3 clusters Score: Raw -132953.862268 + Penalty 2723.175047 = -130230.687221 nChanged 16 SP:Iteration 22Q (11277.049708 sec): 3 clusters Score: Raw -132961.021346 + Penalty 2723.175047 = -130237.846299 nChanged 5 SP:Iteration 23Q (11277.159177 sec): 3 clusters Score: Raw -132962.887518 + Penalty 2723.175047 = -130239.712471 nChanged 6 SP:Iteration 24Q (11277.261762 sec): 3 clusters Score: Raw -132966.518618 + Penalty 2723.175047 = -130243.343571 nChanged 8 SP:Iteration 25Q (11277.353190 sec): 3 clusters Score: Raw -132971.257379 + Penalty 2723.175047 = -130248.082332 nChanged 6 SP:Iteration 26Q (11277.474154 sec): 3 clusters Score: Raw -132974.376707 + Penalty 2723.175047 = -130251.201660 nChanged 8 SP:Iteration 27Q (11277.568410 sec): 3 clusters Score: Raw -132979.524353 + Penalty 2723.175047 = -130256.349306 nChanged 6 SP:Iteration 28Q (11277.690448 sec): 3 clusters Score: Raw -132985.092531 + Penalty 2723.175047 = -130261.917484 nChanged 6 SP:Iteration 29Q (11277.782380 sec): 3 clusters Score: Raw -132988.282876 + Penalty 2723.175047 = -130265.107829 nChanged 9 SP:Iteration 30Q (11277.891685 sec): 3 clusters Score: Raw -132993.183890 + Penalty 2723.175047 = -130270.008843 nChanged 5 SP:Iteration 31Q (11277.998823 sec): 3 clusters Score: Raw -132995.888927 + Penalty 2723.175047 = -130272.713880 nChanged 4 SP:Iteration 32Q (11278.110760 sec): 3 clusters Score: Raw -132997.710483 + Penalty 2723.175047 = -130274.535436 nChanged 3 SP:Iteration 33Q (11278.213606 sec): 3 clusters Score: Raw -132999.802108 + Penalty 2723.175047 = -130276.627061 nChanged 1 SP:Iteration 34Q (11278.298029 sec): 3 clusters Score: Raw -133000.039996 + Penalty 2723.175047 = -130276.864949 nChanged 0 SP:Iteration 35F (11278.379514 sec): 3 clusters Score: Raw -133000.039996 + Penalty 2723.175047 = -130276.864949 nChanged 0 Trying to split cluster 29 (2144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11278.453128 sec): 2 clusters Score: Raw -70391.646437 + Penalty 1346.160206 = -69045.486231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11278.555906 sec): 3 clusters Score: Raw -69548.128431 + Penalty 2692.320411 = -66855.808019 nChanged 768 SP:Iteration 1F (11278.633649 sec): 3 clusters Score: Raw -70604.368283 + Penalty 2692.320411 = -67912.047872 nChanged 283 SP:Iteration 2F (11278.740800 sec): 3 clusters Score: Raw -71120.502799 + Penalty 2692.320411 = -68428.182388 nChanged 165 SP:Iteration 3F (11278.838541 sec): 3 clusters Score: Raw -71374.044453 + Penalty 2692.320411 = -68681.724042 nChanged 113 SP:Iteration 4F (11278.947088 sec): 3 clusters Score: Raw -71498.863598 + Penalty 2692.320411 = -68806.543187 nChanged 72 SP:Iteration 5Q (11279.036135 sec): 3 clusters Score: Raw -71597.727229 + Penalty 2692.320411 = -68905.406818 nChanged 74 SP:Iteration 6Q (11279.122921 sec): 3 clusters Score: Raw -71701.461443 + Penalty 2692.320411 = -69009.141031 nChanged 57 SP:Iteration 7Q (11279.231561 sec): 3 clusters Score: Raw -71756.491445 + Penalty 2692.320411 = -69064.171033 nChanged 41 SP:Iteration 8Q (11279.333658 sec): 3 clusters Score: Raw -71794.708965 + Penalty 2692.320411 = -69102.388553 nChanged 31 SP:Iteration 9Q (11279.417158 sec): 3 clusters Score: Raw -71827.238480 + Penalty 2692.320411 = -69134.918069 nChanged 24 SP:Iteration 10Q (11279.532510 sec): 3 clusters Score: Raw -71844.343972 + Penalty 2692.320411 = -69152.023560 nChanged 25 SP:Iteration 11Q (11279.608742 sec): 3 clusters Score: Raw -71865.330868 + Penalty 2692.320411 = -69173.010457 nChanged 15 SP:Iteration 12Q (11279.697583 sec): 3 clusters Score: Raw -71877.797782 + Penalty 2692.320411 = -69185.477370 nChanged 17 SP:Iteration 13Q (11279.800898 sec): 3 clusters Score: Raw -71885.986428 + Penalty 2692.320411 = -69193.666017 nChanged 11 SP:Iteration 14Q (11279.920099 sec): 3 clusters Score: Raw -71892.348270 + Penalty 2692.320411 = -69200.027859 nChanged 11 SP:Iteration 15Q (11280.022612 sec): 3 clusters Score: Raw -71898.157573 + Penalty 2692.320411 = -69205.837162 nChanged 3 SP:Iteration 16Q (11280.103538 sec): 3 clusters Score: Raw -71899.197792 + Penalty 2692.320411 = -69206.877381 nChanged 3 SP:Iteration 17Q (11280.218847 sec): 3 clusters Score: Raw -71900.757675 + Penalty 2692.320411 = -69208.437264 nChanged 1 SP:Iteration 18Q (11280.337680 sec): 3 clusters Score: Raw -71900.885792 + Penalty 2692.320411 = -69208.565381 nChanged 0 SP:Iteration 19F (11280.450093 sec): 3 clusters Score: Raw -71901.084872 + Penalty 2692.320411 = -69208.764461 nChanged 1 SP:Iteration 20F (11280.544506 sec): 3 clusters Score: Raw -71903.779263 + Penalty 2692.320411 = -69211.458851 nChanged 4 SP:Iteration 21Q (11280.641811 sec): 3 clusters Score: Raw -71905.320215 + Penalty 2692.320411 = -69212.999804 nChanged 2 SP:Iteration 22Q (11280.735420 sec): 3 clusters Score: Raw -71905.913222 + Penalty 2692.320411 = -69213.592811 nChanged 1 SP:Iteration 23Q (11280.845811 sec): 3 clusters Score: Raw -71906.947038 + Penalty 2692.320411 = -69214.626627 nChanged 2 SP:Iteration 24Q (11280.942989 sec): 3 clusters Score: Raw -71907.829274 + Penalty 2692.320411 = -69215.508863 nChanged 4 SP:Iteration 25Q (11281.049279 sec): 3 clusters Score: Raw -71910.706392 + Penalty 2692.320411 = -69218.385981 nChanged 5 SP:Iteration 26Q (11281.131282 sec): 3 clusters Score: Raw -71914.088500 + Penalty 2692.320411 = -69221.768088 nChanged 6 SP:Iteration 27Q (11281.226151 sec): 3 clusters Score: Raw -71918.218978 + Penalty 2692.320411 = -69225.898566 nChanged 3 SP:Iteration 28Q (11281.330914 sec): 3 clusters Score: Raw -71922.161520 + Penalty 2692.320411 = -69229.841109 nChanged 8 SP:Iteration 29Q (11281.415662 sec): 3 clusters Score: Raw -71929.897412 + Penalty 2692.320411 = -69237.577001 nChanged 17 SP:Iteration 30Q (11281.523012 sec): 3 clusters Score: Raw -71941.910218 + Penalty 2692.320411 = -69249.589807 nChanged 11 SP:Iteration 31Q (11281.631507 sec): 3 clusters Score: Raw -71969.243725 + Penalty 2692.320411 = -69276.923313 nChanged 21 SP:Iteration 32Q (11281.735291 sec): 3 clusters Score: Raw -72037.459441 + Penalty 2692.320411 = -69345.139030 nChanged 20 SP:Iteration 33Q (11281.845159 sec): 3 clusters Score: Raw -72090.146562 + Penalty 2692.320411 = -69397.826150 nChanged 25 SP:Iteration 34Q (11281.969438 sec): 3 clusters Score: Raw -72130.073699 + Penalty 2692.320411 = -69437.753288 nChanged 24 SP:Iteration 35Q (11282.088520 sec): 3 clusters Score: Raw -72150.634195 + Penalty 2692.320411 = -69458.313784 nChanged 16 SP:Iteration 36Q (11282.208225 sec): 3 clusters Score: Raw -72161.982056 + Penalty 2692.320411 = -69469.661644 nChanged 21 SP:Iteration 37Q (11282.306303 sec): 3 clusters Score: Raw -72180.412052 + Penalty 2692.320411 = -69488.091641 nChanged 15 SP:Iteration 38Q (11282.422708 sec): 3 clusters Score: Raw -72194.048545 + Penalty 2692.320411 = -69501.728134 nChanged 18 SP:Iteration 39Q (11282.539795 sec): 3 clusters Score: Raw -72209.124373 + Penalty 2692.320411 = -69516.803962 nChanged 11 SP:Iteration 40F (11282.654602 sec): 3 clusters Score: Raw -72216.526569 + Penalty 2692.320411 = -69524.206157 nChanged 8 SP:Iteration 41Q (11282.771316 sec): 3 clusters Score: Raw -72221.537348 + Penalty 2692.320411 = -69529.216937 nChanged 6 SP:Iteration 42Q (11282.888619 sec): 3 clusters Score: Raw -72226.952198 + Penalty 2692.320411 = -69534.631787 nChanged 7 SP:Iteration 43Q (11282.982389 sec): 3 clusters Score: Raw -72232.084128 + Penalty 2692.320411 = -69539.763716 nChanged 8 SP:Iteration 44Q (11283.095498 sec): 3 clusters Score: Raw -72238.704288 + Penalty 2692.320411 = -69546.383876 nChanged 8 SP:Iteration 45Q (11283.207585 sec): 3 clusters Score: Raw -72242.169627 + Penalty 2692.320411 = -69549.849216 nChanged 4 SP:Iteration 46Q (11283.316943 sec): 3 clusters Score: Raw -72244.342135 + Penalty 2692.320411 = -69552.021724 nChanged 4 SP:Iteration 47Q (11283.425685 sec): 3 clusters Score: Raw -72246.244804 + Penalty 2692.320411 = -69553.924393 nChanged 3 SP:Iteration 48Q (11283.534340 sec): 3 clusters Score: Raw -72248.958750 + Penalty 2692.320411 = -69556.638339 nChanged 6 SP:Iteration 49Q (11283.632503 sec): 3 clusters Score: Raw -72254.986092 + Penalty 2692.320411 = -69562.665681 nChanged 7 SP:Iteration 50Q (11283.746110 sec): 3 clusters Score: Raw -72257.940739 + Penalty 2692.320411 = -69565.620328 nChanged 3 SP:Iteration 51Q (11283.850852 sec): 3 clusters Score: Raw -72259.697308 + Penalty 2692.320411 = -69567.376897 nChanged 1 SP:Iteration 52Q (11283.959318 sec): 3 clusters Score: Raw -72261.103214 + Penalty 2692.320411 = -69568.782802 nChanged 0 SP:Iteration 53F (11284.067614 sec): 3 clusters Score: Raw -72261.103214 + Penalty 2692.320411 = -69568.782802 nChanged 0 Score: Raw -11982326.373187 + Penalty 72919.712142 = -11909406.661045 Splitting cluster 29 changes total score from -11909681.736824 to -11909406.661045 So it's not getting split. Trying to split cluster 30 (4537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11291.041651 sec): 2 clusters Score: Raw -301833.150686 + Penalty 1477.713735 = -300355.436952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11291.132645 sec): 3 clusters Score: Raw -299600.283442 + Penalty 2955.427469 = -296644.855973 nChanged 1755 SP:Iteration 1F (11291.224841 sec): 3 clusters Score: Raw -300576.536670 + Penalty 2955.427469 = -297621.109201 nChanged 358 SP:Iteration 2F (11291.301161 sec): 3 clusters Score: Raw -300811.240726 + Penalty 2955.427469 = -297855.813257 nChanged 264 SP:Iteration 3F (11291.394638 sec): 3 clusters Score: Raw -300982.409760 + Penalty 2955.427469 = -298026.982291 nChanged 221 SP:Iteration 4Q (11291.473968 sec): 3 clusters Score: Raw -301112.895028 + Penalty 2955.427469 = -298157.467559 nChanged 187 SP:Iteration 5Q (11291.551005 sec): 3 clusters Score: Raw -301228.242224 + Penalty 2955.427469 = -298272.814755 nChanged 154 SP:Iteration 6Q (11291.636077 sec): 3 clusters Score: Raw -301315.734319 + Penalty 2955.427469 = -298360.306849 nChanged 149 SP:Iteration 7Q (11291.723364 sec): 3 clusters Score: Raw -301413.151838 + Penalty 2955.427469 = -298457.724369 nChanged 173 SP:Iteration 8Q (11291.804474 sec): 3 clusters Score: Raw -301533.459293 + Penalty 2955.427469 = -298578.031824 nChanged 189 SP:Iteration 9Q (11291.892196 sec): 3 clusters Score: Raw -301671.594066 + Penalty 2955.427469 = -298716.166597 nChanged 166 SP:Iteration 10Q (11291.980113 sec): 3 clusters Score: Raw -301775.567677 + Penalty 2955.427469 = -298820.140208 nChanged 172 SP:Iteration 11Q (11292.069533 sec): 3 clusters Score: Raw -301885.416201 + Penalty 2955.427469 = -298929.988732 nChanged 131 SP:Iteration 12Q (11292.158850 sec): 3 clusters Score: Raw -301957.707412 + Penalty 2955.427469 = -299002.279943 nChanged 111 SP:Iteration 13Q (11292.251924 sec): 3 clusters Score: Raw -302009.962964 + Penalty 2955.427469 = -299054.535495 nChanged 94 SP:Iteration 14Q (11292.344851 sec): 3 clusters Score: Raw -302052.272751 + Penalty 2955.427469 = -299096.845282 nChanged 80 SP:Iteration 15Q (11292.440825 sec): 3 clusters Score: Raw -302089.779952 + Penalty 2955.427469 = -299134.352482 nChanged 74 SP:Iteration 16Q (11292.534716 sec): 3 clusters Score: Raw -302133.626525 + Penalty 2955.427469 = -299178.199056 nChanged 62 SP:Iteration 17Q (11292.628454 sec): 3 clusters Score: Raw -302168.363980 + Penalty 2955.427469 = -299212.936511 nChanged 52 SP:Iteration 18Q (11292.720757 sec): 3 clusters Score: Raw -302191.262668 + Penalty 2955.427469 = -299235.835198 nChanged 44 SP:Iteration 19Q (11292.809384 sec): 3 clusters Score: Raw -302210.495566 + Penalty 2955.427469 = -299255.068097 nChanged 29 SP:Iteration 20F (11292.892989 sec): 3 clusters Score: Raw -302221.615055 + Penalty 2955.427469 = -299266.187586 nChanged 23 SP:Iteration 21Q (11292.983126 sec): 3 clusters Score: Raw -302232.141656 + Penalty 2955.427469 = -299276.714187 nChanged 22 SP:Iteration 22Q (11293.093911 sec): 3 clusters Score: Raw -302241.299839 + Penalty 2955.427469 = -299285.872370 nChanged 17 SP:Iteration 23Q (11293.187995 sec): 3 clusters Score: Raw -302248.472442 + Penalty 2955.427469 = -299293.044973 nChanged 15 SP:Iteration 24Q (11293.280660 sec): 3 clusters Score: Raw -302255.923377 + Penalty 2955.427469 = -299300.495908 nChanged 18 SP:Iteration 25Q (11293.369914 sec): 3 clusters Score: Raw -302264.563136 + Penalty 2955.427469 = -299309.135666 nChanged 18 SP:Iteration 26Q (11293.455774 sec): 3 clusters Score: Raw -302271.946294 + Penalty 2955.427469 = -299316.518825 nChanged 14 SP:Iteration 27Q (11293.544529 sec): 3 clusters Score: Raw -302277.991984 + Penalty 2955.427469 = -299322.564514 nChanged 10 SP:Iteration 28Q (11293.635532 sec): 3 clusters Score: Raw -302282.046335 + Penalty 2955.427469 = -299326.618866 nChanged 9 SP:Iteration 29Q (11293.726051 sec): 3 clusters Score: Raw -302286.051596 + Penalty 2955.427469 = -299330.624127 nChanged 7 SP:Iteration 30Q (11293.813542 sec): 3 clusters Score: Raw -302288.651195 + Penalty 2955.427469 = -299333.223726 nChanged 5 SP:Iteration 31Q (11293.903562 sec): 3 clusters Score: Raw -302290.755190 + Penalty 2955.427469 = -299335.327720 nChanged 6 SP:Iteration 32Q (11293.991695 sec): 3 clusters Score: Raw -302292.354265 + Penalty 2955.427469 = -299336.926796 nChanged 3 SP:Iteration 33Q (11294.068799 sec): 3 clusters Score: Raw -302293.456486 + Penalty 2955.427469 = -299338.029017 nChanged 2 SP:Iteration 34Q (11294.160916 sec): 3 clusters Score: Raw -302293.883665 + Penalty 2955.427469 = -299338.456196 nChanged 1 SP:Iteration 35Q (11294.264441 sec): 3 clusters Score: Raw -302294.036090 + Penalty 2955.427469 = -299338.608621 nChanged 0 SP:Iteration 36F (11294.354166 sec): 3 clusters Score: Raw -302294.036090 + Penalty 2955.427469 = -299338.608621 nChanged 0 Trying to split cluster 31 (9682 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11294.403198 sec): 2 clusters Score: Raw -679345.840977 + Penalty 1610.743172 = -677735.097805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11294.501732 sec): 3 clusters Score: Raw -673918.043105 + Penalty 3221.486343 = -670696.556762 nChanged 4137 SP:Iteration 1F (11294.605033 sec): 3 clusters Score: Raw -676294.132400 + Penalty 3221.486343 = -673072.646057 nChanged 681 SP:Iteration 2F (11294.695292 sec): 3 clusters Score: Raw -676656.097107 + Penalty 3221.486343 = -673434.610763 nChanged 579 SP:Iteration 3F (11294.801538 sec): 3 clusters Score: Raw -676947.316718 + Penalty 3221.486343 = -673725.830374 nChanged 464 SP:Iteration 4Q (11294.898565 sec): 3 clusters Score: Raw -677206.480507 + Penalty 3221.486343 = -673984.994164 nChanged 471 SP:Iteration 5Q (11294.991836 sec): 3 clusters Score: Raw -677474.147485 + Penalty 3221.486343 = -674252.661142 nChanged 456 SP:Iteration 6Q (11295.120870 sec): 3 clusters Score: Raw -677747.929823 + Penalty 3221.486343 = -674526.443479 nChanged 473 SP:Iteration 7Q (11295.206588 sec): 3 clusters Score: Raw -678039.372026 + Penalty 3221.486343 = -674817.885682 nChanged 425 SP:Iteration 8Q (11295.313801 sec): 3 clusters Score: Raw -678264.890390 + Penalty 3221.486343 = -675043.404046 nChanged 348 SP:Iteration 9Q (11295.393390 sec): 3 clusters Score: Raw -678454.520616 + Penalty 3221.486343 = -675233.034272 nChanged 307 SP:Iteration 10Q (11295.483838 sec): 3 clusters Score: Raw -678610.259571 + Penalty 3221.486343 = -675388.773227 nChanged 256 SP:Iteration 11Q (11295.600970 sec): 3 clusters Score: Raw -678734.616785 + Penalty 3221.486343 = -675513.130441 nChanged 219 SP:Iteration 12Q (11295.701615 sec): 3 clusters Score: Raw -678843.677778 + Penalty 3221.486343 = -675622.191434 nChanged 192 SP:Iteration 13Q (11295.794891 sec): 3 clusters Score: Raw -678949.008989 + Penalty 3221.486343 = -675727.522646 nChanged 204 SP:Iteration 14Q (11295.893620 sec): 3 clusters Score: Raw -679073.522749 + Penalty 3221.486343 = -675852.036406 nChanged 171 SP:Iteration 15Q (11295.986204 sec): 3 clusters Score: Raw -679183.740843 + Penalty 3221.486343 = -675962.254500 nChanged 148 SP:Iteration 16Q (11296.085471 sec): 3 clusters Score: Raw -679270.336792 + Penalty 3221.486343 = -676048.850448 nChanged 99 SP:Iteration 17Q (11296.197400 sec): 3 clusters Score: Raw -679327.900676 + Penalty 3221.486343 = -676106.414333 nChanged 81 SP:Iteration 18Q (11296.296949 sec): 3 clusters Score: Raw -679377.266908 + Penalty 3221.486343 = -676155.780565 nChanged 55 SP:Iteration 19Q (11296.392335 sec): 3 clusters Score: Raw -679411.435799 + Penalty 3221.486343 = -676189.949455 nChanged 46 SP:Iteration 20F (11296.469670 sec): 3 clusters Score: Raw -679435.260191 + Penalty 3221.486343 = -676213.773848 nChanged 38 SP:Iteration 21Q (11296.568957 sec): 3 clusters Score: Raw -679457.280569 + Penalty 3221.486343 = -676235.794226 nChanged 39 SP:Iteration 22Q (11296.672124 sec): 3 clusters Score: Raw -679479.246533 + Penalty 3221.486343 = -676257.760190 nChanged 37 SP:Iteration 23Q (11296.781578 sec): 3 clusters Score: Raw -679499.049139 + Penalty 3221.486343 = -676277.562796 nChanged 28 SP:Iteration 24Q (11296.864546 sec): 3 clusters Score: Raw -679518.568440 + Penalty 3221.486343 = -676297.082097 nChanged 24 SP:Iteration 25Q (11296.983114 sec): 3 clusters Score: Raw -679534.069520 + Penalty 3221.486343 = -676312.583176 nChanged 23 SP:Iteration 26Q (11297.072401 sec): 3 clusters Score: Raw -679551.312649 + Penalty 3221.486343 = -676329.826306 nChanged 19 SP:Iteration 27Q (11297.167961 sec): 3 clusters Score: Raw -679565.108699 + Penalty 3221.486343 = -676343.622355 nChanged 19 SP:Iteration 28Q (11297.262031 sec): 3 clusters Score: Raw -679579.145042 + Penalty 3221.486343 = -676357.658699 nChanged 15 SP:Iteration 29Q (11297.356623 sec): 3 clusters Score: Raw -679589.127353 + Penalty 3221.486343 = -676367.641009 nChanged 13 SP:Iteration 30Q (11297.454917 sec): 3 clusters Score: Raw -679598.605441 + Penalty 3221.486343 = -676377.119097 nChanged 8 SP:Iteration 31Q (11297.559977 sec): 3 clusters Score: Raw -679604.399638 + Penalty 3221.486343 = -676382.913295 nChanged 5 SP:Iteration 32Q (11297.647875 sec): 3 clusters Score: Raw -679607.048738 + Penalty 3221.486343 = -676385.562394 nChanged 4 SP:Iteration 33Q (11297.748973 sec): 3 clusters Score: Raw -679609.570143 + Penalty 3221.486343 = -676388.083799 nChanged 2 SP:Iteration 34Q (11297.849572 sec): 3 clusters Score: Raw -679610.346406 + Penalty 3221.486343 = -676388.860062 nChanged 2 SP:Iteration 35Q (11297.950455 sec): 3 clusters Score: Raw -679611.999604 + Penalty 3221.486343 = -676390.513260 nChanged 2 SP:Iteration 36Q (11298.068662 sec): 3 clusters Score: Raw -679613.372171 + Penalty 3221.486343 = -676391.885827 nChanged 3 SP:Iteration 37Q (11298.151710 sec): 3 clusters Score: Raw -679614.944470 + Penalty 3221.486343 = -676393.458127 nChanged 0 SP:Iteration 38F (11298.255301 sec): 3 clusters Score: Raw -679614.944470 + Penalty 3221.486343 = -676393.458127 nChanged 0 Trying to split cluster 32 (4144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11298.325195 sec): 2 clusters Score: Raw -261153.588583 + Penalty 1461.812646 = -259691.775937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11298.397424 sec): 3 clusters Score: Raw -259080.414952 + Penalty 2923.625291 = -256156.789661 nChanged 1637 SP:Iteration 1F (11298.507365 sec): 3 clusters Score: Raw -260074.563196 + Penalty 2923.625291 = -257150.937905 nChanged 349 SP:Iteration 2F (11298.598926 sec): 3 clusters Score: Raw -260340.175220 + Penalty 2923.625291 = -257416.549929 nChanged 282 SP:Iteration 3F (11298.685205 sec): 3 clusters Score: Raw -260557.000405 + Penalty 2923.625291 = -257633.375114 nChanged 241 SP:Iteration 4F (11298.754391 sec): 3 clusters Score: Raw -260773.947227 + Penalty 2923.625291 = -257850.321936 nChanged 231 SP:Iteration 5F (11298.861703 sec): 3 clusters Score: Raw -260963.637907 + Penalty 2923.625291 = -258040.012616 nChanged 204 SP:Iteration 6Q (11298.950241 sec): 3 clusters Score: Raw -261142.184461 + Penalty 2923.625291 = -258218.559170 nChanged 195 SP:Iteration 7Q (11299.022621 sec): 3 clusters Score: Raw -261319.794945 + Penalty 2923.625291 = -258396.169654 nChanged 182 SP:Iteration 8Q (11299.105357 sec): 3 clusters Score: Raw -261458.949765 + Penalty 2923.625291 = -258535.324474 nChanged 153 SP:Iteration 9Q (11299.197860 sec): 3 clusters Score: Raw -261564.947641 + Penalty 2923.625291 = -258641.322350 nChanged 122 SP:Iteration 10Q (11299.280694 sec): 3 clusters Score: Raw -261630.464162 + Penalty 2923.625291 = -258706.838870 nChanged 78 SP:Iteration 11Q (11299.317775 sec): 3 clusters Score: Raw -261672.154046 + Penalty 2923.625291 = -258748.528755 nChanged 68 SP:Iteration 12Q (11299.412236 sec): 3 clusters Score: Raw -261706.849661 + Penalty 2923.625291 = -258783.224370 nChanged 56 SP:Iteration 13Q (11299.525500 sec): 3 clusters Score: Raw -261733.406144 + Penalty 2923.625291 = -258809.780853 nChanged 40 SP:Iteration 14Q (11299.620882 sec): 3 clusters Score: Raw -261748.325637 + Penalty 2923.625291 = -258824.700346 nChanged 29 SP:Iteration 15Q (11299.716233 sec): 3 clusters Score: Raw -261759.266399 + Penalty 2923.625291 = -258835.641108 nChanged 18 SP:Iteration 16Q (11299.811141 sec): 3 clusters Score: Raw -261766.878624 + Penalty 2923.625291 = -258843.253333 nChanged 27 SP:Iteration 17Q (11299.885460 sec): 3 clusters Score: Raw -261776.599836 + Penalty 2923.625291 = -258852.974544 nChanged 24 SP:Iteration 18Q (11300.000350 sec): 3 clusters Score: Raw -261783.660880 + Penalty 2923.625291 = -258860.035588 nChanged 13 SP:Iteration 19Q (11300.094743 sec): 3 clusters Score: Raw -261790.163118 + Penalty 2923.625291 = -258866.537827 nChanged 22 SP:Iteration 20F (11300.168472 sec): 3 clusters Score: Raw -261798.118197 + Penalty 2923.625291 = -258874.492906 nChanged 21 SP:Iteration 21Q (11300.261676 sec): 3 clusters Score: Raw -261806.024686 + Penalty 2923.625291 = -258882.399395 nChanged 19 SP:Iteration 22Q (11300.359536 sec): 3 clusters Score: Raw -261812.958029 + Penalty 2923.625291 = -258889.332737 nChanged 17 SP:Iteration 23Q (11300.449344 sec): 3 clusters Score: Raw -261820.130948 + Penalty 2923.625291 = -258896.505657 nChanged 19 SP:Iteration 24Q (11300.524543 sec): 3 clusters Score: Raw -261825.830008 + Penalty 2923.625291 = -258902.204717 nChanged 16 SP:Iteration 25Q (11300.640103 sec): 3 clusters Score: Raw -261830.254551 + Penalty 2923.625291 = -258906.629259 nChanged 8 SP:Iteration 26Q (11300.727278 sec): 3 clusters Score: Raw -261831.778869 + Penalty 2923.625291 = -258908.153578 nChanged 3 SP:Iteration 27Q (11300.802080 sec): 3 clusters Score: Raw -261832.397677 + Penalty 2923.625291 = -258908.772385 nChanged 2 SP:Iteration 28Q (11300.891600 sec): 3 clusters Score: Raw -261832.720230 + Penalty 2923.625291 = -258909.094939 nChanged 5 SP:Iteration 29Q (11300.975440 sec): 3 clusters Score: Raw -261833.456079 + Penalty 2923.625291 = -258909.830787 nChanged 3 SP:Iteration 30Q (11301.057177 sec): 3 clusters Score: Raw -261834.153536 + Penalty 2923.625291 = -258910.528245 nChanged 1 SP:Iteration 31Q (11301.159117 sec): 3 clusters Score: Raw -261834.589169 + Penalty 2923.625291 = -258910.963878 nChanged 1 SP:Iteration 32Q (11301.230926 sec): 3 clusters Score: Raw -261834.668619 + Penalty 2923.625291 = -258911.043328 nChanged 0 SP:Iteration 33F (11301.327053 sec): 3 clusters Score: Raw -261834.668619 + Penalty 2923.625291 = -258911.043328 nChanged 0 Trying to split cluster 33 (3861 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11301.376441 sec): 2 clusters Score: Raw -212939.607548 + Penalty 1449.398603 = -211490.208946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11301.459387 sec): 3 clusters Score: Raw -211086.704005 + Penalty 2898.797205 = -208187.906800 nChanged 1508 SP:Iteration 1F (11301.564099 sec): 3 clusters Score: Raw -212111.344814 + Penalty 2898.797205 = -209212.547609 nChanged 318 SP:Iteration 2F (11301.646172 sec): 3 clusters Score: Raw -212346.597574 + Penalty 2898.797205 = -209447.800368 nChanged 221 SP:Iteration 3F (11301.740390 sec): 3 clusters Score: Raw -212520.170600 + Penalty 2898.797205 = -209621.373395 nChanged 154 SP:Iteration 4Q (11301.833136 sec): 3 clusters Score: Raw -212611.934691 + Penalty 2898.797205 = -209713.137486 nChanged 125 SP:Iteration 5Q (11301.916538 sec): 3 clusters Score: Raw -212683.950792 + Penalty 2898.797205 = -209785.153587 nChanged 117 SP:Iteration 6Q (11302.014790 sec): 3 clusters Score: Raw -212753.914450 + Penalty 2898.797205 = -209855.117245 nChanged 109 SP:Iteration 7Q (11302.086831 sec): 3 clusters Score: Raw -212819.362977 + Penalty 2898.797205 = -209920.565772 nChanged 91 SP:Iteration 8Q (11302.188580 sec): 3 clusters Score: Raw -212864.020998 + Penalty 2898.797205 = -209965.223793 nChanged 71 SP:Iteration 9Q (11302.294712 sec): 3 clusters Score: Raw -212900.555478 + Penalty 2898.797205 = -210001.758273 nChanged 66 SP:Iteration 10Q (11302.367695 sec): 3 clusters Score: Raw -212932.657439 + Penalty 2898.797205 = -210033.860234 nChanged 62 SP:Iteration 11Q (11302.455872 sec): 3 clusters Score: Raw -212966.428849 + Penalty 2898.797205 = -210067.631644 nChanged 69 SP:Iteration 12Q (11302.545661 sec): 3 clusters Score: Raw -213006.358484 + Penalty 2898.797205 = -210107.561279 nChanged 68 SP:Iteration 13Q (11302.629253 sec): 3 clusters Score: Raw -213046.305294 + Penalty 2898.797205 = -210147.508089 nChanged 68 SP:Iteration 14Q (11302.744124 sec): 3 clusters Score: Raw -213082.907556 + Penalty 2898.797205 = -210184.110351 nChanged 60 SP:Iteration 15Q (11302.812448 sec): 3 clusters Score: Raw -213114.018203 + Penalty 2898.797205 = -210215.220998 nChanged 62 SP:Iteration 16Q (11302.921723 sec): 3 clusters Score: Raw -213145.993946 + Penalty 2898.797205 = -210247.196741 nChanged 63 SP:Iteration 17Q (11303.005309 sec): 3 clusters Score: Raw -213184.872788 + Penalty 2898.797205 = -210286.075582 nChanged 52 SP:Iteration 18Q (11303.091378 sec): 3 clusters Score: Raw -213222.872358 + Penalty 2898.797205 = -210324.075153 nChanged 56 SP:Iteration 19Q (11303.181379 sec): 3 clusters Score: Raw -213258.609115 + Penalty 2898.797205 = -210359.811909 nChanged 51 SP:Iteration 20F (11303.248483 sec): 3 clusters Score: Raw -213289.679678 + Penalty 2898.797205 = -210390.882473 nChanged 49 SP:Iteration 21Q (11303.338808 sec): 3 clusters Score: Raw -213318.572462 + Penalty 2898.797205 = -210419.775257 nChanged 40 SP:Iteration 22Q (11303.439586 sec): 3 clusters Score: Raw -213337.195101 + Penalty 2898.797205 = -210438.397896 nChanged 35 SP:Iteration 23Q (11303.536240 sec): 3 clusters Score: Raw -213352.395127 + Penalty 2898.797205 = -210453.597922 nChanged 20 SP:Iteration 24Q (11303.602976 sec): 3 clusters Score: Raw -213360.924141 + Penalty 2898.797205 = -210462.126936 nChanged 22 SP:Iteration 25Q (11303.708648 sec): 3 clusters Score: Raw -213372.114433 + Penalty 2898.797205 = -210473.317228 nChanged 24 SP:Iteration 26Q (11303.802640 sec): 3 clusters Score: Raw -213383.798988 + Penalty 2898.797205 = -210485.001782 nChanged 18 SP:Iteration 27Q (11303.893140 sec): 3 clusters Score: Raw -213393.280478 + Penalty 2898.797205 = -210494.483272 nChanged 15 SP:Iteration 28Q (11303.991662 sec): 3 clusters Score: Raw -213399.410078 + Penalty 2898.797205 = -210500.612873 nChanged 12 SP:Iteration 29Q (11304.083844 sec): 3 clusters Score: Raw -213404.612022 + Penalty 2898.797205 = -210505.814817 nChanged 13 SP:Iteration 30Q (11304.168540 sec): 3 clusters Score: Raw -213412.210425 + Penalty 2898.797205 = -210513.413219 nChanged 17 SP:Iteration 31Q (11304.262039 sec): 3 clusters Score: Raw -213422.668369 + Penalty 2898.797205 = -210523.871164 nChanged 17 SP:Iteration 32Q (11304.348422 sec): 3 clusters Score: Raw -213428.402130 + Penalty 2898.797205 = -210529.604925 nChanged 9 SP:Iteration 33Q (11304.423797 sec): 3 clusters Score: Raw -213430.616191 + Penalty 2898.797205 = -210531.818986 nChanged 8 SP:Iteration 34Q (11304.546662 sec): 3 clusters Score: Raw -213434.454876 + Penalty 2898.797205 = -210535.657671 nChanged 9 SP:Iteration 35Q (11304.637010 sec): 3 clusters Score: Raw -213439.058338 + Penalty 2898.797205 = -210540.261133 nChanged 9 SP:Iteration 36Q (11304.724585 sec): 3 clusters Score: Raw -213442.226935 + Penalty 2898.797205 = -210543.429730 nChanged 6 SP:Iteration 37Q (11304.816780 sec): 3 clusters Score: Raw -213443.889920 + Penalty 2898.797205 = -210545.092714 nChanged 7 SP:Iteration 38Q (11304.907606 sec): 3 clusters Score: Raw -213445.843739 + Penalty 2898.797205 = -210547.046534 nChanged 1 SP:Iteration 39Q (11304.988621 sec): 3 clusters Score: Raw -213446.257889 + Penalty 2898.797205 = -210547.460684 nChanged 2 SP:Iteration 40F (11305.080987 sec): 3 clusters Score: Raw -213446.614737 + Penalty 2898.797205 = -210547.817532 nChanged 1 SP:Iteration 41Q (11305.169535 sec): 3 clusters Score: Raw -213446.917929 + Penalty 2898.797205 = -210548.120724 nChanged 1 SP:Iteration 42Q (11305.260108 sec): 3 clusters Score: Raw -213447.166986 + Penalty 2898.797205 = -210548.369781 nChanged 1 SP:Iteration 43Q (11305.329368 sec): 3 clusters Score: Raw -213447.503328 + Penalty 2898.797205 = -210548.706123 nChanged 0 SP:Iteration 44F (11305.416571 sec): 3 clusters Score: Raw -213447.503328 + Penalty 2898.797205 = -210548.706123 nChanged 0 Iteration 259Q (11310.428044 sec): 34 clusters Score: Raw -11980456.920950 + Penalty 70775.014726 = -11909681.906223 nChanged 1 Iteration 260F (11316.754437 sec): 34 clusters Score: Raw -11980456.981557 + Penalty 70775.014726 = -11909681.966831 nChanged 1 Iteration 261Q (11321.118761 sec): 34 clusters Score: Raw -11980457.010538 + Penalty 70775.014726 = -11909681.995811 nChanged 0 Iteration 262F (11327.620986 sec): 34 clusters Score: Raw -11980457.010538 + Penalty 70775.014726 = -11909681.995811 nChanged 0 Compute initial score before splitting: Score: Raw -11980457.010538 + Penalty 70775.014726 = -11909681.995811 Trying to split cluster 1 (3757 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11327.822016 sec): 2 clusters Score: Raw -190757.241267 + Penalty 1444.606496 = -189312.634771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11327.895394 sec): 3 clusters Score: Raw -188983.225057 + Penalty 2889.212992 = -186094.012065 nChanged 1504 SP:Iteration 1F (11327.994777 sec): 3 clusters Score: Raw -190183.032286 + Penalty 2889.212992 = -187293.819294 nChanged 380 SP:Iteration 2F (11328.067194 sec): 3 clusters Score: Raw -190604.306340 + Penalty 2889.212992 = -187715.093348 nChanged 330 SP:Iteration 3F (11328.159121 sec): 3 clusters Score: Raw -191017.462060 + Penalty 2889.212992 = -188128.249068 nChanged 279 SP:Iteration 4F (11328.231817 sec): 3 clusters Score: Raw -191353.247188 + Penalty 2889.212992 = -188464.034196 nChanged 221 SP:Iteration 5F (11328.305144 sec): 3 clusters Score: Raw -191583.469186 + Penalty 2889.212992 = -188694.256194 nChanged 179 SP:Iteration 6Q (11328.404047 sec): 3 clusters Score: Raw -191746.234404 + Penalty 2889.212992 = -188857.021412 nChanged 123 SP:Iteration 7Q (11328.491410 sec): 3 clusters Score: Raw -191862.035539 + Penalty 2889.212992 = -188972.822547 nChanged 104 SP:Iteration 8Q (11328.578365 sec): 3 clusters Score: Raw -191936.937979 + Penalty 2889.212992 = -189047.724987 nChanged 86 SP:Iteration 9Q (11328.684391 sec): 3 clusters Score: Raw -191997.139627 + Penalty 2889.212992 = -189107.926635 nChanged 66 SP:Iteration 10Q (11328.777693 sec): 3 clusters Score: Raw -192040.121036 + Penalty 2889.212992 = -189150.908044 nChanged 54 SP:Iteration 11Q (11328.863305 sec): 3 clusters Score: Raw -192065.788432 + Penalty 2889.212992 = -189176.575440 nChanged 46 SP:Iteration 12Q (11328.926929 sec): 3 clusters Score: Raw -192082.756232 + Penalty 2889.212992 = -189193.543240 nChanged 31 SP:Iteration 13Q (11329.028746 sec): 3 clusters Score: Raw -192092.637636 + Penalty 2889.212992 = -189203.424644 nChanged 15 SP:Iteration 14Q (11329.138299 sec): 3 clusters Score: Raw -192097.296546 + Penalty 2889.212992 = -189208.083554 nChanged 14 SP:Iteration 15Q (11329.250630 sec): 3 clusters Score: Raw -192101.540294 + Penalty 2889.212992 = -189212.327302 nChanged 11 SP:Iteration 16Q (11329.342151 sec): 3 clusters Score: Raw -192104.355888 + Penalty 2889.212992 = -189215.142896 nChanged 12 SP:Iteration 17Q (11329.431916 sec): 3 clusters Score: Raw -192108.698905 + Penalty 2889.212992 = -189219.485913 nChanged 15 SP:Iteration 18Q (11329.521712 sec): 3 clusters Score: Raw -192113.796041 + Penalty 2889.212992 = -189224.583049 nChanged 7 SP:Iteration 19Q (11329.635068 sec): 3 clusters Score: Raw -192115.158137 + Penalty 2889.212992 = -189225.945145 nChanged 3 SP:Iteration 20F (11329.741966 sec): 3 clusters Score: Raw -192116.826558 + Penalty 2889.212992 = -189227.613566 nChanged 4 SP:Iteration 21Q (11329.838119 sec): 3 clusters Score: Raw -192118.360147 + Penalty 2889.212992 = -189229.147155 nChanged 5 SP:Iteration 22Q (11329.919354 sec): 3 clusters Score: Raw -192119.432180 + Penalty 2889.212992 = -189230.219188 nChanged 2 SP:Iteration 23Q (11330.018158 sec): 3 clusters Score: Raw -192119.622179 + Penalty 2889.212992 = -189230.409187 nChanged 1 SP:Iteration 24Q (11330.116155 sec): 3 clusters Score: Raw -192119.690736 + Penalty 2889.212992 = -189230.477744 nChanged 0 SP:Iteration 25F (11330.209786 sec): 3 clusters Score: Raw -192119.690736 + Penalty 2889.212992 = -189230.477744 nChanged 0 Trying to split cluster 2 (8313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11330.275001 sec): 2 clusters Score: Raw -535422.259068 + Penalty 1583.988559 = -533838.270509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11330.391791 sec): 3 clusters Score: Raw -530850.516524 + Penalty 3167.977118 = -527682.539407 nChanged 3510 SP:Iteration 1F (11330.540069 sec): 3 clusters Score: Raw -532832.759998 + Penalty 3167.977118 = -529664.782880 nChanged 578 SP:Iteration 2F (11330.638533 sec): 3 clusters Score: Raw -533196.922108 + Penalty 3167.977118 = -530028.944990 nChanged 527 SP:Iteration 3F (11330.761969 sec): 3 clusters Score: Raw -533537.307188 + Penalty 3167.977118 = -530369.330071 nChanged 448 SP:Iteration 4F (11330.887547 sec): 3 clusters Score: Raw -533817.262062 + Penalty 3167.977118 = -530649.284945 nChanged 407 SP:Iteration 5Q (11331.030468 sec): 3 clusters Score: Raw -534076.777657 + Penalty 3167.977118 = -530908.800539 nChanged 402 SP:Iteration 6Q (11331.136401 sec): 3 clusters Score: Raw -534326.141931 + Penalty 3167.977118 = -531158.164814 nChanged 346 SP:Iteration 7Q (11331.251346 sec): 3 clusters Score: Raw -534532.789671 + Penalty 3167.977118 = -531364.812553 nChanged 307 SP:Iteration 8Q (11331.373056 sec): 3 clusters Score: Raw -534701.699680 + Penalty 3167.977118 = -531533.722563 nChanged 259 SP:Iteration 9Q (11331.531509 sec): 3 clusters Score: Raw -534844.611460 + Penalty 3167.977118 = -531676.634342 nChanged 235 SP:Iteration 10Q (11331.662368 sec): 3 clusters Score: Raw -534989.990830 + Penalty 3167.977118 = -531822.013712 nChanged 228 SP:Iteration 11Q (11331.785755 sec): 3 clusters Score: Raw -535142.376491 + Penalty 3167.977118 = -531974.399374 nChanged 226 SP:Iteration 12Q (11331.910208 sec): 3 clusters Score: Raw -535296.167349 + Penalty 3167.977118 = -532128.190231 nChanged 190 SP:Iteration 13Q (11332.035877 sec): 3 clusters Score: Raw -535418.592913 + Penalty 3167.977118 = -532250.615796 nChanged 163 SP:Iteration 14Q (11332.170937 sec): 3 clusters Score: Raw -535506.868352 + Penalty 3167.977118 = -532338.891234 nChanged 135 SP:Iteration 15Q (11332.278946 sec): 3 clusters Score: Raw -535566.298920 + Penalty 3167.977118 = -532398.321802 nChanged 99 SP:Iteration 16Q (11332.395236 sec): 3 clusters Score: Raw -535605.387496 + Penalty 3167.977118 = -532437.410378 nChanged 75 SP:Iteration 17Q (11332.510032 sec): 3 clusters Score: Raw -535636.109713 + Penalty 3167.977118 = -532468.132595 nChanged 75 SP:Iteration 18Q (11332.619210 sec): 3 clusters Score: Raw -535666.864862 + Penalty 3167.977118 = -532498.887745 nChanged 68 SP:Iteration 19Q (11332.735478 sec): 3 clusters Score: Raw -535693.366785 + Penalty 3167.977118 = -532525.389667 nChanged 54 SP:Iteration 20F (11332.855110 sec): 3 clusters Score: Raw -535715.678436 + Penalty 3167.977118 = -532547.701318 nChanged 40 SP:Iteration 21Q (11332.975221 sec): 3 clusters Score: Raw -535729.371097 + Penalty 3167.977118 = -532561.393980 nChanged 45 SP:Iteration 22Q (11333.101546 sec): 3 clusters Score: Raw -535745.646186 + Penalty 3167.977118 = -532577.669068 nChanged 47 SP:Iteration 23Q (11333.227322 sec): 3 clusters Score: Raw -535760.087121 + Penalty 3167.977118 = -532592.110004 nChanged 40 SP:Iteration 24Q (11333.327170 sec): 3 clusters Score: Raw -535773.658551 + Penalty 3167.977118 = -532605.681433 nChanged 36 SP:Iteration 25Q (11333.447581 sec): 3 clusters Score: Raw -535787.744282 + Penalty 3167.977118 = -532619.767164 nChanged 32 SP:Iteration 26Q (11333.586955 sec): 3 clusters Score: Raw -535800.088872 + Penalty 3167.977118 = -532632.111754 nChanged 34 SP:Iteration 27Q (11333.711424 sec): 3 clusters Score: Raw -535809.617969 + Penalty 3167.977118 = -532641.640851 nChanged 27 SP:Iteration 28Q (11333.835182 sec): 3 clusters Score: Raw -535815.385989 + Penalty 3167.977118 = -532647.408871 nChanged 22 SP:Iteration 29Q (11333.933928 sec): 3 clusters Score: Raw -535820.123703 + Penalty 3167.977118 = -532652.146586 nChanged 17 SP:Iteration 30Q (11334.037097 sec): 3 clusters Score: Raw -535824.044750 + Penalty 3167.977118 = -532656.067632 nChanged 13 SP:Iteration 31Q (11334.126614 sec): 3 clusters Score: Raw -535826.848416 + Penalty 3167.977118 = -532658.871298 nChanged 15 SP:Iteration 32Q (11334.242250 sec): 3 clusters Score: Raw -535830.650169 + Penalty 3167.977118 = -532662.673051 nChanged 16 SP:Iteration 33Q (11334.351726 sec): 3 clusters Score: Raw -535834.422312 + Penalty 3167.977118 = -532666.445195 nChanged 17 SP:Iteration 34Q (11334.460919 sec): 3 clusters Score: Raw -535837.335015 + Penalty 3167.977118 = -532669.357897 nChanged 9 SP:Iteration 35Q (11334.550722 sec): 3 clusters Score: Raw -535839.201459 + Penalty 3167.977118 = -532671.224342 nChanged 11 SP:Iteration 36Q (11334.676131 sec): 3 clusters Score: Raw -535841.775683 + Penalty 3167.977118 = -532673.798565 nChanged 16 SP:Iteration 37Q (11334.789577 sec): 3 clusters Score: Raw -535844.946232 + Penalty 3167.977118 = -532676.969114 nChanged 12 SP:Iteration 38Q (11334.872987 sec): 3 clusters Score: Raw -535846.958616 + Penalty 3167.977118 = -532678.981499 nChanged 11 SP:Iteration 39Q (11334.991981 sec): 3 clusters Score: Raw -535848.852685 + Penalty 3167.977118 = -532680.875567 nChanged 8 SP:Iteration 40F (11335.115719 sec): 3 clusters Score: Raw -535849.908246 + Penalty 3167.977118 = -532681.931129 nChanged 5 SP:Iteration 41Q (11335.225486 sec): 3 clusters Score: Raw -535850.524895 + Penalty 3167.977118 = -532682.547777 nChanged 2 SP:Iteration 42Q (11335.313704 sec): 3 clusters Score: Raw -535850.706456 + Penalty 3167.977118 = -532682.729339 nChanged 1 SP:Iteration 43Q (11335.423936 sec): 3 clusters Score: Raw -535851.033230 + Penalty 3167.977118 = -532683.056113 nChanged 2 SP:Iteration 44Q (11335.532416 sec): 3 clusters Score: Raw -535851.399725 + Penalty 3167.977118 = -532683.422608 nChanged 0 SP:Iteration 45F (11335.661601 sec): 3 clusters Score: Raw -535851.399725 + Penalty 3167.977118 = -532683.422608 nChanged 0 Trying to split cluster 3 (4840 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11335.731334 sec): 2 clusters Score: Raw -341605.859266 + Penalty 1489.059585 = -340116.799681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11335.821304 sec): 3 clusters Score: Raw -339210.966386 + Penalty 2978.119170 = -336232.847216 nChanged 1887 SP:Iteration 1F (11335.922264 sec): 3 clusters Score: Raw -340279.462344 + Penalty 2978.119170 = -337301.343174 nChanged 343 SP:Iteration 2F (11336.027765 sec): 3 clusters Score: Raw -340456.553900 + Penalty 2978.119170 = -337478.434730 nChanged 235 SP:Iteration 3Q (11336.114058 sec): 3 clusters Score: Raw -340572.976810 + Penalty 2978.119170 = -337594.857640 nChanged 188 SP:Iteration 4Q (11336.220597 sec): 3 clusters Score: Raw -340676.179177 + Penalty 2978.119170 = -337698.060007 nChanged 152 SP:Iteration 5Q (11336.337560 sec): 3 clusters Score: Raw -340758.695206 + Penalty 2978.119170 = -337780.576036 nChanged 143 SP:Iteration 6Q (11336.422505 sec): 3 clusters Score: Raw -340821.548228 + Penalty 2978.119170 = -337843.429058 nChanged 121 SP:Iteration 7Q (11336.528430 sec): 3 clusters Score: Raw -340880.222515 + Penalty 2978.119170 = -337902.103345 nChanged 102 SP:Iteration 8Q (11336.641767 sec): 3 clusters Score: Raw -340929.415773 + Penalty 2978.119170 = -337951.296603 nChanged 107 SP:Iteration 9Q (11336.744662 sec): 3 clusters Score: Raw -340981.390626 + Penalty 2978.119170 = -338003.271456 nChanged 116 SP:Iteration 10Q (11336.839070 sec): 3 clusters Score: Raw -341038.287725 + Penalty 2978.119170 = -338060.168555 nChanged 110 SP:Iteration 11Q (11336.942723 sec): 3 clusters Score: Raw -341086.859640 + Penalty 2978.119170 = -338108.740470 nChanged 105 SP:Iteration 12Q (11337.022439 sec): 3 clusters Score: Raw -341134.037397 + Penalty 2978.119170 = -338155.918227 nChanged 96 SP:Iteration 13Q (11337.136116 sec): 3 clusters Score: Raw -341180.403164 + Penalty 2978.119170 = -338202.283994 nChanged 103 SP:Iteration 14Q (11337.239233 sec): 3 clusters Score: Raw -341225.033170 + Penalty 2978.119170 = -338246.914000 nChanged 104 SP:Iteration 15Q (11337.344792 sec): 3 clusters Score: Raw -341271.727048 + Penalty 2978.119170 = -338293.607878 nChanged 112 SP:Iteration 16Q (11337.424691 sec): 3 clusters Score: Raw -341334.672709 + Penalty 2978.119170 = -338356.553539 nChanged 105 SP:Iteration 17Q (11337.537261 sec): 3 clusters Score: Raw -341398.128457 + Penalty 2978.119170 = -338420.009287 nChanged 111 SP:Iteration 18Q (11337.630131 sec): 3 clusters Score: Raw -341458.459991 + Penalty 2978.119170 = -338480.340821 nChanged 108 SP:Iteration 19Q (11337.730915 sec): 3 clusters Score: Raw -341526.513854 + Penalty 2978.119170 = -338548.394684 nChanged 100 SP:Iteration 20F (11337.841720 sec): 3 clusters Score: Raw -341584.924944 + Penalty 2978.119170 = -338606.805774 nChanged 99 SP:Iteration 21Q (11337.938984 sec): 3 clusters Score: Raw -341645.792514 + Penalty 2978.119170 = -338667.673344 nChanged 89 SP:Iteration 22Q (11338.038736 sec): 3 clusters Score: Raw -341688.225785 + Penalty 2978.119170 = -338710.106615 nChanged 74 SP:Iteration 23Q (11338.135696 sec): 3 clusters Score: Raw -341717.609822 + Penalty 2978.119170 = -338739.490652 nChanged 62 SP:Iteration 24Q (11338.210733 sec): 3 clusters Score: Raw -341739.747317 + Penalty 2978.119170 = -338761.628147 nChanged 57 SP:Iteration 25Q (11338.305507 sec): 3 clusters Score: Raw -341764.501818 + Penalty 2978.119170 = -338786.382648 nChanged 57 SP:Iteration 26Q (11338.425975 sec): 3 clusters Score: Raw -341787.563741 + Penalty 2978.119170 = -338809.444571 nChanged 51 SP:Iteration 27Q (11338.519381 sec): 3 clusters Score: Raw -341809.662198 + Penalty 2978.119170 = -338831.543028 nChanged 53 SP:Iteration 28Q (11338.613817 sec): 3 clusters Score: Raw -341829.952564 + Penalty 2978.119170 = -338851.833394 nChanged 45 SP:Iteration 29Q (11338.704828 sec): 3 clusters Score: Raw -341850.100682 + Penalty 2978.119170 = -338871.981513 nChanged 51 SP:Iteration 30Q (11338.793191 sec): 3 clusters Score: Raw -341872.574597 + Penalty 2978.119170 = -338894.455427 nChanged 59 SP:Iteration 31Q (11338.864246 sec): 3 clusters Score: Raw -341905.944372 + Penalty 2978.119170 = -338927.825202 nChanged 64 SP:Iteration 32Q (11338.950407 sec): 3 clusters Score: Raw -341932.567865 + Penalty 2978.119170 = -338954.448695 nChanged 65 SP:Iteration 33Q (11339.066113 sec): 3 clusters Score: Raw -341970.039504 + Penalty 2978.119170 = -338991.920334 nChanged 73 SP:Iteration 34Q (11339.141691 sec): 3 clusters Score: Raw -342006.605870 + Penalty 2978.119170 = -339028.486700 nChanged 69 SP:Iteration 35Q (11339.243494 sec): 3 clusters Score: Raw -342050.745385 + Penalty 2978.119170 = -339072.626215 nChanged 62 SP:Iteration 36Q (11339.324883 sec): 3 clusters Score: Raw -342079.728123 + Penalty 2978.119170 = -339101.608953 nChanged 66 SP:Iteration 37Q (11339.416436 sec): 3 clusters Score: Raw -342108.171641 + Penalty 2978.119170 = -339130.052471 nChanged 54 SP:Iteration 38Q (11339.505734 sec): 3 clusters Score: Raw -342129.628234 + Penalty 2978.119170 = -339151.509064 nChanged 48 SP:Iteration 39Q (11339.593321 sec): 3 clusters Score: Raw -342147.614787 + Penalty 2978.119170 = -339169.495617 nChanged 40 SP:Iteration 40F (11339.665905 sec): 3 clusters Score: Raw -342160.658620 + Penalty 2978.119170 = -339182.539450 nChanged 31 SP:Iteration 41Q (11339.775610 sec): 3 clusters Score: Raw -342171.315224 + Penalty 2978.119170 = -339193.196054 nChanged 34 SP:Iteration 42Q (11339.861090 sec): 3 clusters Score: Raw -342181.540742 + Penalty 2978.119170 = -339203.421572 nChanged 35 SP:Iteration 43Q (11339.948394 sec): 3 clusters Score: Raw -342192.040521 + Penalty 2978.119170 = -339213.921351 nChanged 26 SP:Iteration 44Q (11340.047256 sec): 3 clusters Score: Raw -342200.474160 + Penalty 2978.119170 = -339222.354990 nChanged 27 SP:Iteration 45Q (11340.123105 sec): 3 clusters Score: Raw -342208.149469 + Penalty 2978.119170 = -339230.030299 nChanged 15 SP:Iteration 46Q (11340.227430 sec): 3 clusters Score: Raw -342211.682257 + Penalty 2978.119170 = -339233.563087 nChanged 13 SP:Iteration 47Q (11340.309884 sec): 3 clusters Score: Raw -342214.909887 + Penalty 2978.119170 = -339236.790717 nChanged 11 SP:Iteration 48Q (11340.382968 sec): 3 clusters Score: Raw -342217.472214 + Penalty 2978.119170 = -339239.353044 nChanged 11 SP:Iteration 49Q (11340.457653 sec): 3 clusters Score: Raw -342220.399657 + Penalty 2978.119170 = -339242.280487 nChanged 12 SP:Iteration 50Q (11340.554566 sec): 3 clusters Score: Raw -342222.992257 + Penalty 2978.119170 = -339244.873087 nChanged 13 SP:Iteration 51Q (11340.659371 sec): 3 clusters Score: Raw -342226.558436 + Penalty 2978.119170 = -339248.439266 nChanged 13 SP:Iteration 52Q (11340.749873 sec): 3 clusters Score: Raw -342229.421442 + Penalty 2978.119170 = -339251.302272 nChanged 8 SP:Iteration 53Q (11340.829956 sec): 3 clusters Score: Raw -342230.707746 + Penalty 2978.119170 = -339252.588576 nChanged 6 SP:Iteration 54Q (11340.923335 sec): 3 clusters Score: Raw -342232.036686 + Penalty 2978.119170 = -339253.917516 nChanged 5 SP:Iteration 55Q (11341.002620 sec): 3 clusters Score: Raw -342232.644351 + Penalty 2978.119170 = -339254.525181 nChanged 3 SP:Iteration 56Q (11341.095747 sec): 3 clusters Score: Raw -342233.589750 + Penalty 2978.119170 = -339255.470580 nChanged 3 SP:Iteration 57Q (11341.179605 sec): 3 clusters Score: Raw -342234.207314 + Penalty 2978.119170 = -339256.088144 nChanged 2 SP:Iteration 58Q (11341.243632 sec): 3 clusters Score: Raw -342234.434715 + Penalty 2978.119170 = -339256.315545 nChanged 0 SP:Iteration 59F (11341.348044 sec): 3 clusters Score: Raw -342234.434715 + Penalty 2978.119170 = -339256.315545 nChanged 0 Trying to split cluster 4 (2922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11341.404038 sec): 2 clusters Score: Raw -169748.368413 + Penalty 1400.494140 = -168347.874273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11341.470703 sec): 3 clusters Score: Raw -168416.469519 + Penalty 2800.988281 = -165615.481238 nChanged 1111 SP:Iteration 1F (11341.571245 sec): 3 clusters Score: Raw -169146.123594 + Penalty 2800.988281 = -166345.135314 nChanged 252 SP:Iteration 2F (11341.639860 sec): 3 clusters Score: Raw -169348.486402 + Penalty 2800.988281 = -166547.498122 nChanged 176 SP:Iteration 3F (11341.721173 sec): 3 clusters Score: Raw -169490.360280 + Penalty 2800.988281 = -166689.371999 nChanged 138 SP:Iteration 4Q (11341.804486 sec): 3 clusters Score: Raw -169593.369192 + Penalty 2800.988281 = -166792.380911 nChanged 98 SP:Iteration 5Q (11341.904636 sec): 3 clusters Score: Raw -169671.334037 + Penalty 2800.988281 = -166870.345756 nChanged 84 SP:Iteration 6Q (11341.971685 sec): 3 clusters Score: Raw -169753.628314 + Penalty 2800.988281 = -166952.640033 nChanged 92 SP:Iteration 7Q (11342.070079 sec): 3 clusters Score: Raw -169838.628694 + Penalty 2800.988281 = -167037.640413 nChanged 99 SP:Iteration 8Q (11342.163959 sec): 3 clusters Score: Raw -169938.582163 + Penalty 2800.988281 = -167137.593882 nChanged 122 SP:Iteration 9Q (11342.246593 sec): 3 clusters Score: Raw -170072.048354 + Penalty 2800.988281 = -167271.060073 nChanged 157 SP:Iteration 10F (11342.333918 sec): 3 clusters Score: Raw -170297.670086 + Penalty 2800.988281 = -167496.681805 nChanged 171 SP:Iteration 11F (11342.415241 sec): 3 clusters Score: Raw -170581.864094 + Penalty 2800.988281 = -167780.875813 nChanged 172 SP:Iteration 12F (11342.503265 sec): 3 clusters Score: Raw -170818.236093 + Penalty 2800.988281 = -168017.247813 nChanged 124 SP:Iteration 13Q (11342.584196 sec): 3 clusters Score: Raw -170966.094284 + Penalty 2800.988281 = -168165.106003 nChanged 90 SP:Iteration 14Q (11342.643084 sec): 3 clusters Score: Raw -171057.358250 + Penalty 2800.988281 = -168256.369969 nChanged 66 SP:Iteration 15Q (11342.724787 sec): 3 clusters Score: Raw -171104.240698 + Penalty 2800.988281 = -168303.252417 nChanged 29 SP:Iteration 16Q (11342.829303 sec): 3 clusters Score: Raw -171121.670723 + Penalty 2800.988281 = -168320.682442 nChanged 18 SP:Iteration 17Q (11342.894515 sec): 3 clusters Score: Raw -171131.795668 + Penalty 2800.988281 = -168330.807387 nChanged 10 SP:Iteration 18Q (11342.974253 sec): 3 clusters Score: Raw -171137.698789 + Penalty 2800.988281 = -168336.710508 nChanged 10 SP:Iteration 19Q (11343.077675 sec): 3 clusters Score: Raw -171144.982839 + Penalty 2800.988281 = -168343.994558 nChanged 6 SP:Iteration 20F (11343.159093 sec): 3 clusters Score: Raw -171149.996150 + Penalty 2800.988281 = -168349.007869 nChanged 10 SP:Iteration 21Q (11343.221091 sec): 3 clusters Score: Raw -171158.128241 + Penalty 2800.988281 = -168357.139960 nChanged 11 SP:Iteration 22Q (11343.302925 sec): 3 clusters Score: Raw -171167.559320 + Penalty 2800.988281 = -168366.571039 nChanged 10 SP:Iteration 23Q (11343.386484 sec): 3 clusters Score: Raw -171176.357659 + Penalty 2800.988281 = -168375.369378 nChanged 13 SP:Iteration 24Q (11343.487959 sec): 3 clusters Score: Raw -171184.367439 + Penalty 2800.988281 = -168383.379158 nChanged 10 SP:Iteration 25Q (11343.577749 sec): 3 clusters Score: Raw -171190.904747 + Penalty 2800.988281 = -168389.916466 nChanged 8 SP:Iteration 26Q (11343.658790 sec): 3 clusters Score: Raw -171195.948370 + Penalty 2800.988281 = -168394.960089 nChanged 4 SP:Iteration 27Q (11343.737409 sec): 3 clusters Score: Raw -171198.223945 + Penalty 2800.988281 = -168397.235664 nChanged 2 SP:Iteration 28Q (11343.817371 sec): 3 clusters Score: Raw -171199.413640 + Penalty 2800.988281 = -168398.425359 nChanged 2 SP:Iteration 29Q (11343.903948 sec): 3 clusters Score: Raw -171200.162552 + Penalty 2800.988281 = -168399.174271 nChanged 0 SP:Iteration 30F (11343.983788 sec): 3 clusters Score: Raw -171200.162552 + Penalty 2800.988281 = -168399.174271 nChanged 0 Score: Raw -11981908.804676 + Penalty 72919.712142 = -11908989.092534 Splitting cluster 4 changes total score from -11909681.995811 to -11908989.092534 So it's not getting split. Trying to split cluster 5 (10414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11351.184887 sec): 2 clusters Score: Raw -682010.223578 + Penalty 1623.534062 = -680386.689517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11351.331641 sec): 3 clusters Score: Raw -676153.629097 + Penalty 3247.068123 = -672906.560973 nChanged 4486 SP:Iteration 1F (11351.434232 sec): 3 clusters Score: Raw -678653.304126 + Penalty 3247.068123 = -675406.236003 nChanged 654 SP:Iteration 2F (11351.552272 sec): 3 clusters Score: Raw -678960.847201 + Penalty 3247.068123 = -675713.779077 nChanged 559 SP:Iteration 3F (11351.668017 sec): 3 clusters Score: Raw -679220.685707 + Penalty 3247.068123 = -675973.617584 nChanged 482 SP:Iteration 4Q (11351.792130 sec): 3 clusters Score: Raw -679442.763884 + Penalty 3247.068123 = -676195.695761 nChanged 425 SP:Iteration 5Q (11351.917102 sec): 3 clusters Score: Raw -679647.872635 + Penalty 3247.068123 = -676400.804512 nChanged 441 SP:Iteration 6Q (11352.046297 sec): 3 clusters Score: Raw -679882.460646 + Penalty 3247.068123 = -676635.392523 nChanged 449 SP:Iteration 7Q (11352.166508 sec): 3 clusters Score: Raw -680127.198986 + Penalty 3247.068123 = -676880.130863 nChanged 430 SP:Iteration 8Q (11352.287677 sec): 3 clusters Score: Raw -680361.756753 + Penalty 3247.068123 = -677114.688630 nChanged 418 SP:Iteration 9Q (11352.412605 sec): 3 clusters Score: Raw -680605.535777 + Penalty 3247.068123 = -677358.467654 nChanged 376 SP:Iteration 10Q (11352.531719 sec): 3 clusters Score: Raw -680814.168420 + Penalty 3247.068123 = -677567.100296 nChanged 357 SP:Iteration 11Q (11352.663810 sec): 3 clusters Score: Raw -681011.506085 + Penalty 3247.068123 = -677764.437962 nChanged 316 SP:Iteration 12Q (11352.793625 sec): 3 clusters Score: Raw -681183.108284 + Penalty 3247.068123 = -677936.040161 nChanged 276 SP:Iteration 13Q (11352.911867 sec): 3 clusters Score: Raw -681314.903865 + Penalty 3247.068123 = -678067.835741 nChanged 235 SP:Iteration 14Q (11353.035018 sec): 3 clusters Score: Raw -681441.515871 + Penalty 3247.068123 = -678194.447748 nChanged 197 SP:Iteration 15Q (11353.171245 sec): 3 clusters Score: Raw -681533.019714 + Penalty 3247.068123 = -678285.951591 nChanged 168 SP:Iteration 16Q (11353.279475 sec): 3 clusters Score: Raw -681603.716279 + Penalty 3247.068123 = -678356.648156 nChanged 160 SP:Iteration 17Q (11353.409457 sec): 3 clusters Score: Raw -681661.174967 + Penalty 3247.068123 = -678414.106844 nChanged 126 SP:Iteration 18Q (11353.516836 sec): 3 clusters Score: Raw -681707.879083 + Penalty 3247.068123 = -678460.810960 nChanged 134 SP:Iteration 19Q (11353.613207 sec): 3 clusters Score: Raw -681758.801420 + Penalty 3247.068123 = -678511.733297 nChanged 122 SP:Iteration 20F (11353.695410 sec): 3 clusters Score: Raw -681801.760053 + Penalty 3247.068123 = -678554.691930 nChanged 98 SP:Iteration 21Q (11353.806318 sec): 3 clusters Score: Raw -681832.006372 + Penalty 3247.068123 = -678584.938249 nChanged 85 SP:Iteration 22Q (11353.902077 sec): 3 clusters Score: Raw -681857.315130 + Penalty 3247.068123 = -678610.247007 nChanged 80 SP:Iteration 23Q (11354.000531 sec): 3 clusters Score: Raw -681878.738855 + Penalty 3247.068123 = -678631.670731 nChanged 82 SP:Iteration 24Q (11354.105366 sec): 3 clusters Score: Raw -681902.795264 + Penalty 3247.068123 = -678655.727141 nChanged 68 SP:Iteration 25Q (11354.195339 sec): 3 clusters Score: Raw -681917.978026 + Penalty 3247.068123 = -678670.909903 nChanged 55 SP:Iteration 26Q (11354.295490 sec): 3 clusters Score: Raw -681930.841818 + Penalty 3247.068123 = -678683.773695 nChanged 56 SP:Iteration 27Q (11354.400347 sec): 3 clusters Score: Raw -681942.878703 + Penalty 3247.068123 = -678695.810580 nChanged 44 SP:Iteration 28Q (11354.500617 sec): 3 clusters Score: Raw -681954.686339 + Penalty 3247.068123 = -678707.618215 nChanged 40 SP:Iteration 29Q (11354.584426 sec): 3 clusters Score: Raw -681963.308523 + Penalty 3247.068123 = -678716.240400 nChanged 36 SP:Iteration 30Q (11354.685298 sec): 3 clusters Score: Raw -681970.253016 + Penalty 3247.068123 = -678723.184893 nChanged 30 SP:Iteration 31Q (11354.792083 sec): 3 clusters Score: Raw -681976.324238 + Penalty 3247.068123 = -678729.256115 nChanged 30 SP:Iteration 32Q (11354.903165 sec): 3 clusters Score: Raw -681983.263623 + Penalty 3247.068123 = -678736.195500 nChanged 33 SP:Iteration 33Q (11354.994303 sec): 3 clusters Score: Raw -681991.944771 + Penalty 3247.068123 = -678744.876648 nChanged 37 SP:Iteration 34Q (11355.097728 sec): 3 clusters Score: Raw -682000.441399 + Penalty 3247.068123 = -678753.373276 nChanged 31 SP:Iteration 35Q (11355.197694 sec): 3 clusters Score: Raw -682009.770229 + Penalty 3247.068123 = -678762.702106 nChanged 37 SP:Iteration 36Q (11355.281244 sec): 3 clusters Score: Raw -682018.604959 + Penalty 3247.068123 = -678771.536836 nChanged 40 SP:Iteration 37Q (11355.400044 sec): 3 clusters Score: Raw -682029.298306 + Penalty 3247.068123 = -678782.230182 nChanged 37 SP:Iteration 38Q (11355.501048 sec): 3 clusters Score: Raw -682038.171686 + Penalty 3247.068123 = -678791.103563 nChanged 41 SP:Iteration 39Q (11355.602301 sec): 3 clusters Score: Raw -682048.399982 + Penalty 3247.068123 = -678801.331859 nChanged 39 SP:Iteration 40F (11355.686324 sec): 3 clusters Score: Raw -682061.777725 + Penalty 3247.068123 = -678814.709602 nChanged 37 SP:Iteration 41Q (11355.788451 sec): 3 clusters Score: Raw -682074.403132 + Penalty 3247.068123 = -678827.335009 nChanged 40 SP:Iteration 42Q (11355.904137 sec): 3 clusters Score: Raw -682086.492594 + Penalty 3247.068123 = -678839.424471 nChanged 42 SP:Iteration 43Q (11356.005701 sec): 3 clusters Score: Raw -682100.441612 + Penalty 3247.068123 = -678853.373488 nChanged 40 SP:Iteration 44Q (11356.111050 sec): 3 clusters Score: Raw -682116.508214 + Penalty 3247.068123 = -678869.440091 nChanged 39 SP:Iteration 45Q (11356.216063 sec): 3 clusters Score: Raw -682130.502619 + Penalty 3247.068123 = -678883.434495 nChanged 33 SP:Iteration 46Q (11356.320154 sec): 3 clusters Score: Raw -682141.644400 + Penalty 3247.068123 = -678894.576277 nChanged 32 SP:Iteration 47Q (11356.424846 sec): 3 clusters Score: Raw -682151.488685 + Penalty 3247.068123 = -678904.420562 nChanged 27 SP:Iteration 48Q (11356.529082 sec): 3 clusters Score: Raw -682161.003347 + Penalty 3247.068123 = -678913.935224 nChanged 26 SP:Iteration 49Q (11356.593870 sec): 3 clusters Score: Raw -682169.005009 + Penalty 3247.068123 = -678921.936886 nChanged 25 SP:Iteration 50Q (11356.697144 sec): 3 clusters Score: Raw -682174.113526 + Penalty 3247.068123 = -678927.045403 nChanged 16 SP:Iteration 51Q (11356.783417 sec): 3 clusters Score: Raw -682178.348735 + Penalty 3247.068123 = -678931.280612 nChanged 14 SP:Iteration 52Q (11356.900871 sec): 3 clusters Score: Raw -682181.930887 + Penalty 3247.068123 = -678934.862763 nChanged 15 SP:Iteration 53Q (11356.996677 sec): 3 clusters Score: Raw -682186.104834 + Penalty 3247.068123 = -678939.036711 nChanged 17 SP:Iteration 54Q (11357.104784 sec): 3 clusters Score: Raw -682190.724735 + Penalty 3247.068123 = -678943.656612 nChanged 13 SP:Iteration 55Q (11357.210273 sec): 3 clusters Score: Raw -682193.933829 + Penalty 3247.068123 = -678946.865705 nChanged 13 SP:Iteration 56Q (11357.311717 sec): 3 clusters Score: Raw -682197.439503 + Penalty 3247.068123 = -678950.371380 nChanged 13 SP:Iteration 57Q (11357.409636 sec): 3 clusters Score: Raw -682202.569561 + Penalty 3247.068123 = -678955.501438 nChanged 16 SP:Iteration 58Q (11357.512632 sec): 3 clusters Score: Raw -682208.166145 + Penalty 3247.068123 = -678961.098022 nChanged 17 SP:Iteration 59Q (11357.595662 sec): 3 clusters Score: Raw -682213.143740 + Penalty 3247.068123 = -678966.075617 nChanged 17 SP:Iteration 60F (11357.717622 sec): 3 clusters Score: Raw -682218.920044 + Penalty 3247.068123 = -678971.851921 nChanged 11 SP:Iteration 61Q (11357.810003 sec): 3 clusters Score: Raw -682223.010586 + Penalty 3247.068123 = -678975.942463 nChanged 16 SP:Iteration 62Q (11357.900460 sec): 3 clusters Score: Raw -682227.935342 + Penalty 3247.068123 = -678980.867219 nChanged 12 SP:Iteration 63Q (11358.007035 sec): 3 clusters Score: Raw -682230.097805 + Penalty 3247.068123 = -678983.029682 nChanged 6 SP:Iteration 64Q (11358.109249 sec): 3 clusters Score: Raw -682231.686492 + Penalty 3247.068123 = -678984.618368 nChanged 7 SP:Iteration 65Q (11358.203104 sec): 3 clusters Score: Raw -682233.166863 + Penalty 3247.068123 = -678986.098740 nChanged 8 SP:Iteration 66Q (11358.295535 sec): 3 clusters Score: Raw -682236.146773 + Penalty 3247.068123 = -678989.078650 nChanged 11 SP:Iteration 67Q (11358.388455 sec): 3 clusters Score: Raw -682238.834331 + Penalty 3247.068123 = -678991.766208 nChanged 10 SP:Iteration 68Q (11358.475920 sec): 3 clusters Score: Raw -682241.546240 + Penalty 3247.068123 = -678994.478117 nChanged 7 SP:Iteration 69Q (11358.568013 sec): 3 clusters Score: Raw -682243.688271 + Penalty 3247.068123 = -678996.620147 nChanged 5 SP:Iteration 70Q (11358.668373 sec): 3 clusters Score: Raw -682245.335237 + Penalty 3247.068123 = -678998.267114 nChanged 4 SP:Iteration 71Q (11358.762230 sec): 3 clusters Score: Raw -682246.525164 + Penalty 3247.068123 = -678999.457041 nChanged 4 SP:Iteration 72Q (11358.834027 sec): 3 clusters Score: Raw -682247.291409 + Penalty 3247.068123 = -679000.223285 nChanged 3 SP:Iteration 73Q (11358.933619 sec): 3 clusters Score: Raw -682247.803002 + Penalty 3247.068123 = -679000.734879 nChanged 2 SP:Iteration 74Q (11359.026344 sec): 3 clusters Score: Raw -682248.319643 + Penalty 3247.068123 = -679001.251520 nChanged 2 SP:Iteration 75Q (11359.113941 sec): 3 clusters Score: Raw -682248.647141 + Penalty 3247.068123 = -679001.579018 nChanged 3 SP:Iteration 76Q (11359.213166 sec): 3 clusters Score: Raw -682249.498589 + Penalty 3247.068123 = -679002.430466 nChanged 4 SP:Iteration 77Q (11359.300486 sec): 3 clusters Score: Raw -682251.732514 + Penalty 3247.068123 = -679004.664391 nChanged 9 SP:Iteration 78Q (11359.403275 sec): 3 clusters Score: Raw -682254.820911 + Penalty 3247.068123 = -679007.752787 nChanged 15 SP:Iteration 79Q (11359.484597 sec): 3 clusters Score: Raw -682258.209139 + Penalty 3247.068123 = -679011.141015 nChanged 7 SP:Iteration 80F (11359.601210 sec): 3 clusters Score: Raw -682260.194277 + Penalty 3247.068123 = -679013.126154 nChanged 7 SP:Iteration 81Q (11359.704108 sec): 3 clusters Score: Raw -682262.153345 + Penalty 3247.068123 = -679015.085222 nChanged 5 SP:Iteration 82Q (11359.781926 sec): 3 clusters Score: Raw -682263.471595 + Penalty 3247.068123 = -679016.403472 nChanged 6 SP:Iteration 83Q (11359.879082 sec): 3 clusters Score: Raw -682265.947403 + Penalty 3247.068123 = -679018.879280 nChanged 10 SP:Iteration 84Q (11359.976036 sec): 3 clusters Score: Raw -682268.694565 + Penalty 3247.068123 = -679021.626442 nChanged 12 SP:Iteration 85Q (11360.098015 sec): 3 clusters Score: Raw -682272.468448 + Penalty 3247.068123 = -679025.400325 nChanged 21 SP:Iteration 86Q (11360.201963 sec): 3 clusters Score: Raw -682280.360288 + Penalty 3247.068123 = -679033.292165 nChanged 15 SP:Iteration 87Q (11360.305801 sec): 3 clusters Score: Raw -682285.528268 + Penalty 3247.068123 = -679038.460145 nChanged 12 SP:Iteration 88Q (11360.410398 sec): 3 clusters Score: Raw -682290.135127 + Penalty 3247.068123 = -679043.067004 nChanged 21 SP:Iteration 89Q (11360.493430 sec): 3 clusters Score: Raw -682297.801759 + Penalty 3247.068123 = -679050.733636 nChanged 21 SP:Iteration 90Q (11360.590297 sec): 3 clusters Score: Raw -682305.238863 + Penalty 3247.068123 = -679058.170740 nChanged 19 SP:Iteration 91Q (11360.687747 sec): 3 clusters Score: Raw -682312.934979 + Penalty 3247.068123 = -679065.866856 nChanged 21 SP:Iteration 92Q (11360.810213 sec): 3 clusters Score: Raw -682319.462685 + Penalty 3247.068123 = -679072.394562 nChanged 16 SP:Iteration 93Q (11360.916925 sec): 3 clusters Score: Raw -682324.337704 + Penalty 3247.068123 = -679077.269581 nChanged 22 SP:Iteration 94Q (11361.002706 sec): 3 clusters Score: Raw -682333.223453 + Penalty 3247.068123 = -679086.155330 nChanged 19 SP:Iteration 95Q (11361.107221 sec): 3 clusters Score: Raw -682340.512639 + Penalty 3247.068123 = -679093.444515 nChanged 17 SP:Iteration 96Q (11361.206128 sec): 3 clusters Score: Raw -682346.534906 + Penalty 3247.068123 = -679099.466782 nChanged 12 SP:Iteration 97Q (11361.327875 sec): 3 clusters Score: Raw -682349.500838 + Penalty 3247.068123 = -679102.432715 nChanged 6 SP:Iteration 98Q (11361.427983 sec): 3 clusters Score: Raw -682351.274993 + Penalty 3247.068123 = -679104.206870 nChanged 2 SP:Iteration 99Q (11361.523713 sec): 3 clusters Score: Raw -682351.891260 + Penalty 3247.068123 = -679104.823137 nChanged 2 SP:Iteration 100F (11361.628889 sec): 3 clusters Score: Raw -682352.700362 + Penalty 3247.068123 = -679105.632239 nChanged 3 SP:Iteration 101Q (11361.730085 sec): 3 clusters Score: Raw -682353.763378 + Penalty 3247.068123 = -679106.695255 nChanged 1 SP:Iteration 102Q (11361.829647 sec): 3 clusters Score: Raw -682354.011112 + Penalty 3247.068123 = -679106.942989 nChanged 2 SP:Iteration 103Q (11361.921691 sec): 3 clusters Score: Raw -682354.264509 + Penalty 3247.068123 = -679107.196386 nChanged 1 SP:Iteration 104Q (11362.013095 sec): 3 clusters Score: Raw -682354.383426 + Penalty 3247.068123 = -679107.315303 nChanged 1 SP:Iteration 105Q (11362.110590 sec): 3 clusters Score: Raw -682354.595460 + Penalty 3247.068123 = -679107.527337 nChanged 2 SP:Iteration 106Q (11362.209454 sec): 3 clusters Score: Raw -682355.276478 + Penalty 3247.068123 = -679108.208355 nChanged 2 SP:Iteration 107Q (11362.302668 sec): 3 clusters Score: Raw -682355.688542 + Penalty 3247.068123 = -679108.620419 nChanged 0 SP:Iteration 108F (11362.399566 sec): 3 clusters Score: Raw -682355.688542 + Penalty 3247.068123 = -679108.620419 nChanged 0 Trying to split cluster 6 (8018 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11362.473605 sec): 2 clusters Score: Raw -449576.048463 + Penalty 1577.647473 = -447998.400990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11362.571851 sec): 3 clusters Score: Raw -445254.200985 + Penalty 3155.294947 = -442098.906039 nChanged 3359 SP:Iteration 1F (11362.661496 sec): 3 clusters Score: Raw -447176.063568 + Penalty 3155.294947 = -444020.768621 nChanged 618 SP:Iteration 2F (11362.751400 sec): 3 clusters Score: Raw -447537.109130 + Penalty 3155.294947 = -444381.814183 nChanged 502 SP:Iteration 3F (11362.842658 sec): 3 clusters Score: Raw -447861.200762 + Penalty 3155.294947 = -444705.905815 nChanged 476 SP:Iteration 4F (11362.952202 sec): 3 clusters Score: Raw -448176.858355 + Penalty 3155.294947 = -445021.563408 nChanged 442 SP:Iteration 5F (11363.026835 sec): 3 clusters Score: Raw -448458.393923 + Penalty 3155.294947 = -445303.098976 nChanged 379 SP:Iteration 6Q (11363.143488 sec): 3 clusters Score: Raw -448698.221353 + Penalty 3155.294947 = -445542.926406 nChanged 354 SP:Iteration 7Q (11363.241439 sec): 3 clusters Score: Raw -448929.461260 + Penalty 3155.294947 = -445774.166313 nChanged 324 SP:Iteration 8Q (11363.338700 sec): 3 clusters Score: Raw -449124.813479 + Penalty 3155.294947 = -445969.518532 nChanged 290 SP:Iteration 9Q (11363.415369 sec): 3 clusters Score: Raw -449296.222660 + Penalty 3155.294947 = -446140.927713 nChanged 255