FileBase DT1_rLS_20150723_1728um ElecNo 2 UseFeatures DropLastNFeatures 1 UseDistributional 0 MaskStarts 500 MinClusters 20 MaxClusters 21 MaxPossibleClusters 50 nStarts 1 StartCluFile SplitEvery 40 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 20 MaxIter 10000 RandomSeed 1 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 SaveTempCluEveryIter 0 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 RamLimitGB 0.000000 AlwaysSplitBimodal 0 PointsForClusterMask 10.000000 MinMaskOverlap 0.000000 help 0 help 0 Starting KlustaKwik. Version: 0.3.0-nogit Setting RAM limit to total physical memory, 15.63 GB. Expected memory usage by array (largest first): Array LogP will use between 0.24 and 0.36 GB. - 8 bytes per element (scalar), 16124650 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.06 and 0.09 GB. - 8 bytes per element (scalar), 3869916 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.01 and 0.02 GB. - 2 bytes per element (data_int), 3869916 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), 3869916 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), 3869916 elements when full. - Memory usage scales as nPoints*nDims. Array Cov will use between 0.00 and 0.00 GB. - 8 bytes per element (scalar), 7200 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Note that nPoints=322493, nDims=12, MaxPossibleClusters=50 Total memory usage will be between 0.33 and 0.49 GB. RAM limit is set at 15.63 GB. ---------------------------------------------------------- Loaded 322493 data points of dimension 12. MEMO: A lower score indicates a better clustering Starting from 20 clusters... ------ Clustering full data set of 322493 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 16 (3896 points): Lose 80.579249 but Gain 577.114570 Iteration 0F (3.700142 sec): 19 clusters Score: Raw -11256793.545324 + Penalty 10388.062265 = -11246405.483058 nChanged 303903 Iteration 1F (5.901909 sec): 19 clusters Score: Raw -12274527.296332 + Penalty 10388.062265 = -12264139.234067 nChanged 115271 Iteration 2F (8.125622 sec): 19 clusters Score: Raw -12561042.877578 + Penalty 10388.062265 = -12550654.815313 nChanged 77165 Iteration 3F (10.368809 sec): 19 clusters Score: Raw -12753395.192930 + Penalty 10388.062265 = -12743007.130665 nChanged 57389 Iteration 4F (12.583191 sec): 19 clusters Score: Raw -12853338.948876 + Penalty 10388.062265 = -12842950.886611 nChanged 45309 Iteration 5F (14.824701 sec): 19 clusters Score: Raw -12939175.308376 + Penalty 10388.062265 = -12928787.246111 nChanged 34129 Iteration 6F (16.989271 sec): 19 clusters Score: Raw -13011918.895858 + Penalty 10388.062265 = -13001530.833593 nChanged 26283 Iteration 7F (19.208733 sec): 19 clusters Score: Raw -13038596.534773 + Penalty 10388.062265 = -13028208.472508 nChanged 21049 Iteration 8F (21.341261 sec): 19 clusters Score: Raw -13056281.728156 + Penalty 10388.062265 = -13045893.665891 nChanged 18020 Iteration 9F (23.574095 sec): 19 clusters Score: Raw -13070738.368796 + Penalty 10388.062265 = -13060350.306531 nChanged 15695 Iteration 10Q (24.842403 sec): 19 clusters Score: Raw -13083183.381366 + Penalty 10388.062265 = -13072795.319101 nChanged 13343 Iteration 11Q (26.420645 sec): 19 clusters Score: Raw -13092997.800354 + Penalty 10388.062265 = -13082609.738089 nChanged 11348 Iteration 12Q (27.898356 sec): 19 clusters Score: Raw -13100762.073339 + Penalty 10388.062265 = -13090374.011074 nChanged 9702 Iteration 13Q (29.386240 sec): 19 clusters Score: Raw -13107049.920475 + Penalty 10388.062265 = -13096661.858210 nChanged 8064 Iteration 14Q (30.555529 sec): 19 clusters Score: Raw -13112152.106348 + Penalty 10388.062265 = -13101764.044083 nChanged 6845 Iteration 15Q (32.030668 sec): 19 clusters Score: Raw -13116468.422103 + Penalty 10388.062265 = -13106080.359838 nChanged 5558 Iteration 16Q (33.358502 sec): 19 clusters Score: Raw -13120028.906909 + Penalty 10388.062265 = -13109640.844643 nChanged 4610 Iteration 17Q (34.836405 sec): 19 clusters Score: Raw -13122871.941600 + Penalty 10388.062265 = -13112483.879335 nChanged 3586 Iteration 18Q (36.307551 sec): 19 clusters Score: Raw -13124851.472436 + Penalty 10388.062265 = -13114463.410171 nChanged 2796 Iteration 19Q (37.786592 sec): 19 clusters Score: Raw -13125830.091922 + Penalty 10388.062265 = -13115442.029657 nChanged 2332 Writing temp clu file Because OldScore, -13114463.410171, is greater than current (better) Score,-13115442.029657 Compute initial score before splitting: Score: Raw -13125830.091922 + Penalty 10388.062265 = -13115442.029657 Trying to split cluster 1 (6074 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.914476 sec): 2 clusters Score: Raw -233385.107027 + Penalty 396.385655 = -232988.721372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.970210 sec): 3 clusters Score: Raw -229721.700346 + Penalty 792.771311 = -228928.929036 nChanged 2726 SP:Iteration 1F (38.012245 sec): 3 clusters Score: Raw -231416.769008 + Penalty 792.771311 = -230623.997698 nChanged 539 SP:Iteration 2F (38.066803 sec): 3 clusters Score: Raw -231913.456648 + Penalty 792.771311 = -231120.685338 nChanged 508 SP:Iteration 3F (38.127946 sec): 3 clusters Score: Raw -232442.072061 + Penalty 792.771311 = -231649.300750 nChanged 471 SP:Iteration 4F (38.181400 sec): 3 clusters Score: Raw -232816.847813 + Penalty 792.771311 = -232024.076502 nChanged 367 SP:Iteration 5F (38.240175 sec): 3 clusters Score: Raw -233044.548483 + Penalty 792.771311 = -232251.777172 nChanged 276 SP:Iteration 6Q (38.294070 sec): 3 clusters Score: Raw -233170.266305 + Penalty 792.771311 = -232377.494994 nChanged 202 SP:Iteration 7Q (38.342434 sec): 3 clusters Score: Raw -233244.770917 + Penalty 792.771311 = -232451.999606 nChanged 142 SP:Iteration 8Q (38.396007 sec): 3 clusters Score: Raw -233291.738206 + Penalty 792.771311 = -232498.966896 nChanged 121 SP:Iteration 9Q (38.441567 sec): 3 clusters Score: Raw -233339.387142 + Penalty 792.771311 = -232546.615831 nChanged 120 SP:Iteration 10Q (38.505542 sec): 3 clusters Score: Raw -233385.410710 + Penalty 792.771311 = -232592.639399 nChanged 118 SP:Iteration 11Q (38.563020 sec): 3 clusters Score: Raw -233431.728067 + Penalty 792.771311 = -232638.956756 nChanged 97 SP:Iteration 12Q (38.616183 sec): 3 clusters Score: Raw -233474.486097 + Penalty 792.771311 = -232681.714786 nChanged 98 SP:Iteration 13Q (38.656222 sec): 3 clusters Score: Raw -233516.568727 + Penalty 792.771311 = -232723.797416 nChanged 98 SP:Iteration 14Q (38.715902 sec): 3 clusters Score: Raw -233565.988237 + Penalty 792.771311 = -232773.216926 nChanged 84 SP:Iteration 15Q (38.769681 sec): 3 clusters Score: Raw -233608.939174 + Penalty 792.771311 = -232816.167863 nChanged 73 SP:Iteration 16Q (38.824365 sec): 3 clusters Score: Raw -233643.640031 + Penalty 792.771311 = -232850.868720 nChanged 62 SP:Iteration 17Q (38.876759 sec): 3 clusters Score: Raw -233666.155380 + Penalty 792.771311 = -232873.384069 nChanged 52 SP:Iteration 18Q (38.923759 sec): 3 clusters Score: Raw -233680.438863 + Penalty 792.771311 = -232887.667552 nChanged 45 SP:Iteration 19Q (38.976874 sec): 3 clusters Score: Raw -233694.534638 + Penalty 792.771311 = -232901.763328 nChanged 49 SP:Iteration 20F (39.028158 sec): 3 clusters Score: Raw -233709.670323 + Penalty 792.771311 = -232916.899013 nChanged 53 SP:Iteration 21Q (39.077909 sec): 3 clusters Score: Raw -233724.869187 + Penalty 792.771311 = -232932.097876 nChanged 54 SP:Iteration 22Q (39.126025 sec): 3 clusters Score: Raw -233738.875684 + Penalty 792.771311 = -232946.104373 nChanged 48 SP:Iteration 23Q (39.183356 sec): 3 clusters Score: Raw -233752.051993 + Penalty 792.771311 = -232959.280683 nChanged 47 SP:Iteration 24Q (39.239654 sec): 3 clusters Score: Raw -233769.359040 + Penalty 792.771311 = -232976.587730 nChanged 50 SP:Iteration 25Q (39.293461 sec): 3 clusters Score: Raw -233788.594441 + Penalty 792.771311 = -232995.823130 nChanged 61 SP:Iteration 26Q (39.341589 sec): 3 clusters Score: Raw -233820.713917 + Penalty 792.771311 = -233027.942607 nChanged 62 SP:Iteration 27Q (39.398557 sec): 3 clusters Score: Raw -233843.645815 + Penalty 792.771311 = -233050.874504 nChanged 53 SP:Iteration 28Q (39.459503 sec): 3 clusters Score: Raw -233863.564121 + Penalty 792.771311 = -233070.792811 nChanged 47 SP:Iteration 29Q (39.508018 sec): 3 clusters Score: Raw -233877.290642 + Penalty 792.771311 = -233084.519332 nChanged 41 SP:Iteration 30Q (39.568079 sec): 3 clusters Score: Raw -233890.118728 + Penalty 792.771311 = -233097.347417 nChanged 39 SP:Iteration 31Q (39.620843 sec): 3 clusters Score: Raw -233900.574361 + Penalty 792.771311 = -233107.803050 nChanged 28 SP:Iteration 32Q (39.667984 sec): 3 clusters Score: Raw -233905.088358 + Penalty 792.771311 = -233112.317048 nChanged 18 SP:Iteration 33Q (39.721739 sec): 3 clusters Score: Raw -233907.427568 + Penalty 792.771311 = -233114.656258 nChanged 17 SP:Iteration 34Q (39.761439 sec): 3 clusters Score: Raw -233910.371694 + Penalty 792.771311 = -233117.600383 nChanged 21 SP:Iteration 35Q (39.823997 sec): 3 clusters Score: Raw -233915.506213 + Penalty 792.771311 = -233122.734902 nChanged 20 SP:Iteration 36Q (39.875566 sec): 3 clusters Score: Raw -233921.331868 + Penalty 792.771311 = -233128.560557 nChanged 18 SP:Iteration 37Q (39.919219 sec): 3 clusters Score: Raw -233925.161255 + Penalty 792.771311 = -233132.389945 nChanged 18 SP:Iteration 38Q (39.952250 sec): 3 clusters Score: Raw -233927.939050 + Penalty 792.771311 = -233135.167739 nChanged 11 SP:Iteration 39Q (40.011076 sec): 3 clusters Score: Raw -233930.555351 + Penalty 792.771311 = -233137.784040 nChanged 10 SP:Iteration 40F (40.034495 sec): 3 clusters Score: Raw -233931.844239 + Penalty 792.771311 = -233139.072928 nChanged 10 SP:Iteration 41Q (40.044335 sec): 3 clusters Score: Raw -233933.160223 + Penalty 792.771311 = -233140.388913 nChanged 15 SP:Iteration 42Q (40.064287 sec): 3 clusters Score: Raw -233936.871048 + Penalty 792.771311 = -233144.099737 nChanged 16 SP:Iteration 43Q (40.076715 sec): 3 clusters Score: Raw -233940.320379 + Penalty 792.771311 = -233147.549068 nChanged 9 SP:Iteration 44Q (40.088226 sec): 3 clusters Score: Raw -233941.135942 + Penalty 792.771311 = -233148.364632 nChanged 8 SP:Iteration 45Q (40.131927 sec): 3 clusters Score: Raw -233942.048019 + Penalty 792.771311 = -233149.276709 nChanged 2 SP:Iteration 46Q (40.167394 sec): 3 clusters Score: Raw -233942.457280 + Penalty 792.771311 = -233149.685969 nChanged 2 SP:Iteration 47Q (40.195467 sec): 3 clusters Score: Raw -233942.691855 + Penalty 792.771311 = -233149.920544 nChanged 1 SP:Iteration 48Q (40.230160 sec): 3 clusters Score: Raw -233942.802299 + Penalty 792.771311 = -233150.030988 nChanged 0 SP:Iteration 49F (40.271660 sec): 3 clusters Score: Raw -233942.802299 + Penalty 792.771311 = -233150.030988 nChanged 0 Score: Raw -13126708.187456 + Penalty 10965.176835 = -13115743.010621 Splitting cluster 1 changes total score from -13115442.029657 to -13115743.010621 So it's getting split into cluster 16. Trying to split cluster 2 (1793 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.578126 sec): 2 clusters Score: Raw -57402.167997 + Penalty 340.869869 = -57061.298128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.627085 sec): 3 clusters Score: Raw -56457.243464 + Penalty 681.739738 = -55775.503726 nChanged 758 SP:Iteration 1F (42.678270 sec): 3 clusters Score: Raw -57057.482121 + Penalty 681.739738 = -56375.742382 nChanged 186 SP:Iteration 2F (42.727044 sec): 3 clusters Score: Raw -57234.165999 + Penalty 681.739738 = -56552.426261 nChanged 128 SP:Iteration 3F (42.763763 sec): 3 clusters Score: Raw -57335.473141 + Penalty 681.739738 = -56653.733403 nChanged 86 SP:Iteration 4Q (42.790626 sec): 3 clusters Score: Raw -57393.699155 + Penalty 681.739738 = -56711.959417 nChanged 76 SP:Iteration 5Q (42.838393 sec): 3 clusters Score: Raw -57474.621078 + Penalty 681.739738 = -56792.881340 nChanged 88 SP:Iteration 6Q (42.883256 sec): 3 clusters Score: Raw -57587.164218 + Penalty 681.739738 = -56905.424480 nChanged 85 SP:Iteration 7Q (42.924337 sec): 3 clusters Score: Raw -57732.106528 + Penalty 681.739738 = -57050.366790 nChanged 97 SP:Iteration 8F (42.972728 sec): 3 clusters Score: Raw -57939.687350 + Penalty 681.739738 = -57257.947612 nChanged 106 SP:Iteration 9F (43.025576 sec): 3 clusters Score: Raw -58137.689678 + Penalty 681.739738 = -57455.949940 nChanged 98 SP:Iteration 10F (43.066442 sec): 3 clusters Score: Raw -58244.712454 + Penalty 681.739738 = -57562.972716 nChanged 46 SP:Iteration 11Q (43.123018 sec): 3 clusters Score: Raw -58275.860850 + Penalty 681.739738 = -57594.121111 nChanged 30 SP:Iteration 12Q (43.160559 sec): 3 clusters Score: Raw -58287.780152 + Penalty 681.739738 = -57606.040414 nChanged 23 SP:Iteration 13Q (43.185527 sec): 3 clusters Score: Raw -58294.847192 + Penalty 681.739738 = -57613.107454 nChanged 19 SP:Iteration 14Q (43.194144 sec): 3 clusters Score: Raw -58300.125155 + Penalty 681.739738 = -57618.385417 nChanged 15 SP:Iteration 15Q (43.202983 sec): 3 clusters Score: Raw -58304.906524 + Penalty 681.739738 = -57623.166785 nChanged 14 SP:Iteration 16Q (43.212598 sec): 3 clusters Score: Raw -58309.540262 + Penalty 681.739738 = -57627.800524 nChanged 15 SP:Iteration 17Q (43.253884 sec): 3 clusters Score: Raw -58312.748743 + Penalty 681.739738 = -57631.009005 nChanged 11 SP:Iteration 18Q (43.301986 sec): 3 clusters Score: Raw -58315.747155 + Penalty 681.739738 = -57634.007417 nChanged 10 SP:Iteration 19Q (43.348478 sec): 3 clusters Score: Raw -58318.359639 + Penalty 681.739738 = -57636.619901 nChanged 2 SP:Iteration 20F (43.395467 sec): 3 clusters Score: Raw -58318.499527 + Penalty 681.739738 = -57636.759789 nChanged 2 SP:Iteration 21Q (43.446607 sec): 3 clusters Score: Raw -58318.814074 + Penalty 681.739738 = -57637.074336 nChanged 1 SP:Iteration 22Q (43.483558 sec): 3 clusters Score: Raw -58319.077159 + Penalty 681.739738 = -57637.337421 nChanged 4 SP:Iteration 23Q (43.528387 sec): 3 clusters Score: Raw -58319.662191 + Penalty 681.739738 = -57637.922453 nChanged 4 SP:Iteration 24Q (43.556164 sec): 3 clusters Score: Raw -58320.545571 + Penalty 681.739738 = -57638.805833 nChanged 2 SP:Iteration 25Q (43.584177 sec): 3 clusters Score: Raw -58321.058769 + Penalty 681.739738 = -57639.319031 nChanged 1 SP:Iteration 26Q (43.609653 sec): 3 clusters Score: Raw -58321.128217 + Penalty 681.739738 = -57639.388478 nChanged 0 SP:Iteration 27F (43.636034 sec): 3 clusters Score: Raw -58321.128217 + Penalty 681.739738 = -57639.388478 nChanged 0 Score: Raw -13127627.147676 + Penalty 11542.291406 = -13116084.856270 Splitting cluster 2 changes total score from -13115442.029657 to -13116084.856270 So it's getting split into cluster 20. Trying to split cluster 3 (9837 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.017722 sec): 2 clusters Score: Raw -360683.980494 + Penalty 418.322726 = -360265.657768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.060751 sec): 3 clusters Score: Raw -354516.408844 + Penalty 836.645452 = -353679.763392 nChanged 4636 SP:Iteration 1F (46.123211 sec): 3 clusters Score: Raw -357782.701037 + Penalty 836.645452 = -356946.055585 nChanged 950 SP:Iteration 2F (46.175233 sec): 3 clusters Score: Raw -358649.753789 + Penalty 836.645452 = -357813.108338 nChanged 947 SP:Iteration 3F (46.225763 sec): 3 clusters Score: Raw -359579.316720 + Penalty 836.645452 = -358742.671268 nChanged 825 SP:Iteration 4F (46.287203 sec): 3 clusters Score: Raw -360361.563682 + Penalty 836.645452 = -359524.918230 nChanged 604 SP:Iteration 5F (46.342552 sec): 3 clusters Score: Raw -360853.237563 + Penalty 836.645452 = -360016.592111 nChanged 384 SP:Iteration 6Q (46.397584 sec): 3 clusters Score: Raw -361076.178192 + Penalty 836.645452 = -360239.532740 nChanged 241 SP:Iteration 7Q (46.446853 sec): 3 clusters Score: Raw -361179.634631 + Penalty 836.645452 = -360342.989179 nChanged 160 SP:Iteration 8Q (46.504725 sec): 3 clusters Score: Raw -361228.197291 + Penalty 836.645452 = -360391.551839 nChanged 108 SP:Iteration 9Q (46.558270 sec): 3 clusters Score: Raw -361265.181196 + Penalty 836.645452 = -360428.535744 nChanged 96 SP:Iteration 10Q (46.618038 sec): 3 clusters Score: Raw -361290.052660 + Penalty 836.645452 = -360453.407208 nChanged 76 SP:Iteration 11Q (46.672512 sec): 3 clusters Score: Raw -361305.355384 + Penalty 836.645452 = -360468.709932 nChanged 65 SP:Iteration 12Q (46.719446 sec): 3 clusters Score: Raw -361317.924991 + Penalty 836.645452 = -360481.279539 nChanged 48 SP:Iteration 13Q (46.774812 sec): 3 clusters Score: Raw -361328.071554 + Penalty 836.645452 = -360491.426102 nChanged 54 SP:Iteration 14Q (46.843296 sec): 3 clusters Score: Raw -361336.980735 + Penalty 836.645452 = -360500.335283 nChanged 40 SP:Iteration 15Q (46.886679 sec): 3 clusters Score: Raw -361344.522913 + Penalty 836.645452 = -360507.877461 nChanged 53 SP:Iteration 16Q (46.938970 sec): 3 clusters Score: Raw -361357.027055 + Penalty 836.645452 = -360520.381603 nChanged 58 SP:Iteration 17Q (47.001699 sec): 3 clusters Score: Raw -361372.673206 + Penalty 836.645452 = -360536.027754 nChanged 62 SP:Iteration 18Q (47.048954 sec): 3 clusters Score: Raw -361399.594826 + Penalty 836.645452 = -360562.949374 nChanged 85 SP:Iteration 19Q (47.113294 sec): 3 clusters Score: Raw -361447.334074 + Penalty 836.645452 = -360610.688622 nChanged 114 SP:Iteration 20F (47.162805 sec): 3 clusters Score: Raw -361507.640060 + Penalty 836.645452 = -360670.994608 nChanged 121 SP:Iteration 21Q (47.203785 sec): 3 clusters Score: Raw -361557.000949 + Penalty 836.645452 = -360720.355497 nChanged 108 SP:Iteration 22Q (47.254626 sec): 3 clusters Score: Raw -361592.674038 + Penalty 836.645452 = -360756.028586 nChanged 89 SP:Iteration 23Q (47.304467 sec): 3 clusters Score: Raw -361613.523384 + Penalty 836.645452 = -360776.877932 nChanged 82 SP:Iteration 24Q (47.357066 sec): 3 clusters Score: Raw -361629.712928 + Penalty 836.645452 = -360793.067476 nChanged 70 SP:Iteration 25Q (47.406900 sec): 3 clusters Score: Raw -361641.875313 + Penalty 836.645452 = -360805.229861 nChanged 67 SP:Iteration 26Q (47.462981 sec): 3 clusters Score: Raw -361653.398145 + Penalty 836.645452 = -360816.752693 nChanged 56 SP:Iteration 27Q (47.501543 sec): 3 clusters Score: Raw -361662.586527 + Penalty 836.645452 = -360825.941075 nChanged 49 SP:Iteration 28Q (47.555374 sec): 3 clusters Score: Raw -361669.064260 + Penalty 836.645452 = -360832.418808 nChanged 40 SP:Iteration 29Q (47.616696 sec): 3 clusters Score: Raw -361675.446848 + Penalty 836.645452 = -360838.801396 nChanged 35 SP:Iteration 30Q (47.671350 sec): 3 clusters Score: Raw -361680.118283 + Penalty 836.645452 = -360843.472831 nChanged 28 SP:Iteration 31Q (47.714634 sec): 3 clusters Score: Raw -361683.749690 + Penalty 836.645452 = -360847.104238 nChanged 23 SP:Iteration 32Q (47.761735 sec): 3 clusters Score: Raw -361692.144478 + Penalty 836.645452 = -360855.499026 nChanged 27 SP:Iteration 33Q (47.827916 sec): 3 clusters Score: Raw -361699.606575 + Penalty 836.645452 = -360862.961123 nChanged 25 SP:Iteration 34Q (47.875936 sec): 3 clusters Score: Raw -361709.850721 + Penalty 836.645452 = -360873.205269 nChanged 37 SP:Iteration 35Q (47.927431 sec): 3 clusters Score: Raw -361745.980273 + Penalty 836.645452 = -360909.334821 nChanged 67 SP:Iteration 36Q (47.986198 sec): 3 clusters Score: Raw -361803.547092 + Penalty 836.645452 = -360966.901640 nChanged 75 SP:Iteration 37Q (48.040900 sec): 3 clusters Score: Raw -361849.628017 + Penalty 836.645452 = -361012.982565 nChanged 75 SP:Iteration 38Q (48.102910 sec): 3 clusters Score: Raw -361869.271419 + Penalty 836.645452 = -361032.625967 nChanged 45 SP:Iteration 39Q (48.163650 sec): 3 clusters Score: Raw -361879.430495 + Penalty 836.645452 = -361042.785043 nChanged 50 SP:Iteration 40F (48.212961 sec): 3 clusters Score: Raw -361886.153335 + Penalty 836.645452 = -361049.507883 nChanged 38 SP:Iteration 41Q (48.268905 sec): 3 clusters Score: Raw -361890.633201 + Penalty 836.645452 = -361053.987749 nChanged 28 SP:Iteration 42Q (48.324327 sec): 3 clusters Score: Raw -361894.239072 + Penalty 836.645452 = -361057.593620 nChanged 32 SP:Iteration 43Q (48.375495 sec): 3 clusters Score: Raw -361897.958174 + Penalty 836.645452 = -361061.312722 nChanged 32 SP:Iteration 44Q (48.432760 sec): 3 clusters Score: Raw -361901.657016 + Penalty 836.645452 = -361065.011564 nChanged 34 SP:Iteration 45Q (48.489599 sec): 3 clusters Score: Raw -361905.468082 + Penalty 836.645452 = -361068.822630 nChanged 19 SP:Iteration 46Q (48.546790 sec): 3 clusters Score: Raw -361907.013256 + Penalty 836.645452 = -361070.367804 nChanged 21 SP:Iteration 47Q (48.591417 sec): 3 clusters Score: Raw -361909.028088 + Penalty 836.645452 = -361072.382636 nChanged 23 SP:Iteration 48Q (48.650928 sec): 3 clusters Score: Raw -361911.045904 + Penalty 836.645452 = -361074.400452 nChanged 22 SP:Iteration 49Q (48.702666 sec): 3 clusters Score: Raw -361912.506109 + Penalty 836.645452 = -361075.860657 nChanged 12 SP:Iteration 50Q (48.755852 sec): 3 clusters Score: Raw -361913.187990 + Penalty 836.645452 = -361076.542538 nChanged 17 SP:Iteration 51Q (48.814574 sec): 3 clusters Score: Raw -361914.055767 + Penalty 836.645452 = -361077.410315 nChanged 18 SP:Iteration 52Q (48.862870 sec): 3 clusters Score: Raw -361915.117590 + Penalty 836.645452 = -361078.472139 nChanged 13 SP:Iteration 53Q (48.908421 sec): 3 clusters Score: Raw -361915.924772 + Penalty 836.645452 = -361079.279320 nChanged 13 SP:Iteration 54Q (48.971735 sec): 3 clusters Score: Raw -361916.925578 + Penalty 836.645452 = -361080.280126 nChanged 15 SP:Iteration 55Q (49.022256 sec): 3 clusters Score: Raw -361917.981104 + Penalty 836.645452 = -361081.335652 nChanged 17 SP:Iteration 56Q (49.081179 sec): 3 clusters Score: Raw -361919.332277 + Penalty 836.645452 = -361082.686826 nChanged 12 SP:Iteration 57Q (49.127365 sec): 3 clusters Score: Raw -361920.623957 + Penalty 836.645452 = -361083.978505 nChanged 15 SP:Iteration 58Q (49.183285 sec): 3 clusters Score: Raw -361921.875292 + Penalty 836.645452 = -361085.229840 nChanged 14 SP:Iteration 59Q (49.241044 sec): 3 clusters Score: Raw -361922.860227 + Penalty 836.645452 = -361086.214775 nChanged 14 SP:Iteration 60F (49.297194 sec): 3 clusters Score: Raw -361924.458490 + Penalty 836.645452 = -361087.813038 nChanged 15 SP:Iteration 61Q (49.350626 sec): 3 clusters Score: Raw -361925.662486 + Penalty 836.645452 = -361089.017034 nChanged 16 SP:Iteration 62Q (49.410642 sec): 3 clusters Score: Raw -361927.139738 + Penalty 836.645452 = -361090.494286 nChanged 14 SP:Iteration 63Q (49.474664 sec): 3 clusters Score: Raw -361928.121667 + Penalty 836.645452 = -361091.476215 nChanged 14 SP:Iteration 64Q (49.523314 sec): 3 clusters Score: Raw -361929.218523 + Penalty 836.645452 = -361092.573071 nChanged 13 SP:Iteration 65Q (49.585647 sec): 3 clusters Score: Raw -361930.222171 + Penalty 836.645452 = -361093.576719 nChanged 10 SP:Iteration 66Q (49.643771 sec): 3 clusters Score: Raw -361931.301607 + Penalty 836.645452 = -361094.656155 nChanged 12 SP:Iteration 67Q (49.699004 sec): 3 clusters Score: Raw -361932.880673 + Penalty 836.645452 = -361096.235221 nChanged 17 SP:Iteration 68Q (49.753305 sec): 3 clusters Score: Raw -361934.000344 + Penalty 836.645452 = -361097.354892 nChanged 11 SP:Iteration 69Q (49.808523 sec): 3 clusters Score: Raw -361934.905603 + Penalty 836.645452 = -361098.260151 nChanged 8 SP:Iteration 70Q (49.859457 sec): 3 clusters Score: Raw -361935.491834 + Penalty 836.645452 = -361098.846382 nChanged 6 SP:Iteration 71Q (49.917557 sec): 3 clusters Score: Raw -361936.141928 + Penalty 836.645452 = -361099.496476 nChanged 11 SP:Iteration 72Q (49.963649 sec): 3 clusters Score: Raw -361936.829609 + Penalty 836.645452 = -361100.184157 nChanged 10 SP:Iteration 73Q (50.030908 sec): 3 clusters Score: Raw -361937.271012 + Penalty 836.645452 = -361100.625560 nChanged 5 SP:Iteration 74Q (50.075079 sec): 3 clusters Score: Raw -361937.540765 + Penalty 836.645452 = -361100.895313 nChanged 5 SP:Iteration 75Q (50.140305 sec): 3 clusters Score: Raw -361937.719047 + Penalty 836.645452 = -361101.073595 nChanged 5 SP:Iteration 76Q (50.191373 sec): 3 clusters Score: Raw -361937.891195 + Penalty 836.645452 = -361101.245743 nChanged 2 SP:Iteration 77Q (50.238203 sec): 3 clusters Score: Raw -361938.060166 + Penalty 836.645452 = -361101.414714 nChanged 5 SP:Iteration 78Q (50.297928 sec): 3 clusters Score: Raw -361938.229012 + Penalty 836.645452 = -361101.583560 nChanged 5 SP:Iteration 79Q (50.354092 sec): 3 clusters Score: Raw -361938.361499 + Penalty 836.645452 = -361101.716047 nChanged 5 SP:Iteration 80F (50.398239 sec): 3 clusters Score: Raw -361938.594269 + Penalty 836.645452 = -361101.948817 nChanged 5 SP:Iteration 81Q (50.449590 sec): 3 clusters Score: Raw -361939.083583 + Penalty 836.645452 = -361102.438131 nChanged 7 SP:Iteration 82Q (50.511499 sec): 3 clusters Score: Raw -361939.747068 + Penalty 836.645452 = -361103.101616 nChanged 4 SP:Iteration 83Q (50.556006 sec): 3 clusters Score: Raw -361939.885497 + Penalty 836.645452 = -361103.240045 nChanged 3 SP:Iteration 84Q (50.595603 sec): 3 clusters Score: Raw -361940.022823 + Penalty 836.645452 = -361103.377371 nChanged 3 SP:Iteration 85Q (50.646131 sec): 3 clusters Score: Raw -361940.132076 + Penalty 836.645452 = -361103.486624 nChanged 1 SP:Iteration 86Q (50.699111 sec): 3 clusters Score: Raw -361940.157399 + Penalty 836.645452 = -361103.511947 nChanged 2 SP:Iteration 87Q (50.737583 sec): 3 clusters Score: Raw -361940.237697 + Penalty 836.645452 = -361103.592245 nChanged 3 SP:Iteration 88Q (50.776222 sec): 3 clusters Score: Raw -361940.340624 + Penalty 836.645452 = -361103.695172 nChanged 3 SP:Iteration 89Q (50.810802 sec): 3 clusters Score: Raw -361940.512339 + Penalty 836.645452 = -361103.866887 nChanged 2 SP:Iteration 90Q (50.862219 sec): 3 clusters Score: Raw -361940.550043 + Penalty 836.645452 = -361103.904591 nChanged 1 SP:Iteration 91Q (50.906421 sec): 3 clusters Score: Raw -361940.582801 + Penalty 836.645452 = -361103.937349 nChanged 0 SP:Iteration 92F (50.957982 sec): 3 clusters Score: Raw -361940.582801 + Penalty 836.645452 = -361103.937349 nChanged 0 Score: Raw -13128883.749983 + Penalty 12119.405976 = -13116764.344007 Splitting cluster 3 changes total score from -13115442.029657 to -13116764.344007 So it's getting split into cluster 21. Trying to split cluster 4 (4417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.578719 sec): 2 clusters Score: Raw -164162.697579 + Penalty 381.891329 = -163780.806250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.629939 sec): 3 clusters Score: Raw -161661.589651 + Penalty 763.782657 = -160897.806994 nChanged 1930 SP:Iteration 1F (53.678114 sec): 3 clusters Score: Raw -163871.305853 + Penalty 763.782657 = -163107.523196 nChanged 561 SP:Iteration 2F (53.710547 sec): 3 clusters Score: Raw -164569.712629 + Penalty 763.782657 = -163805.929971 nChanged 366 SP:Iteration 3F (53.739294 sec): 3 clusters Score: Raw -164969.194118 + Penalty 763.782657 = -164205.411461 nChanged 253 SP:Iteration 4F (53.792493 sec): 3 clusters Score: Raw -165277.100711 + Penalty 763.782657 = -164513.318054 nChanged 227 SP:Iteration 5F (53.815073 sec): 3 clusters Score: Raw -165547.865070 + Penalty 763.782657 = -164784.082413 nChanged 191 SP:Iteration 6Q (53.828127 sec): 3 clusters Score: Raw -165821.702304 + Penalty 763.782657 = -165057.919647 nChanged 148 SP:Iteration 7Q (53.843112 sec): 3 clusters Score: Raw -166018.104825 + Penalty 763.782657 = -165254.322168 nChanged 88 SP:Iteration 8Q (53.893416 sec): 3 clusters Score: Raw -166096.422681 + Penalty 763.782657 = -165332.640024 nChanged 45 SP:Iteration 9Q (53.933541 sec): 3 clusters Score: Raw -166120.604782 + Penalty 763.782657 = -165356.822125 nChanged 26 SP:Iteration 10Q (53.981910 sec): 3 clusters Score: Raw -166126.283699 + Penalty 763.782657 = -165362.501042 nChanged 13 SP:Iteration 11Q (54.034918 sec): 3 clusters Score: Raw -166128.204688 + Penalty 763.782657 = -165364.422031 nChanged 8 SP:Iteration 12Q (54.076717 sec): 3 clusters Score: Raw -166129.310433 + Penalty 763.782657 = -165365.527776 nChanged 7 SP:Iteration 13Q (54.127713 sec): 3 clusters Score: Raw -166130.359565 + Penalty 763.782657 = -165366.576908 nChanged 5 SP:Iteration 14Q (54.174172 sec): 3 clusters Score: Raw -166130.997055 + Penalty 763.782657 = -165367.214398 nChanged 4 SP:Iteration 15Q (54.200538 sec): 3 clusters Score: Raw -166131.218050 + Penalty 763.782657 = -165367.435393 nChanged 0 SP:Iteration 16F (54.229284 sec): 3 clusters Score: Raw -166131.218050 + Penalty 763.782657 = -165367.435393 nChanged 0 Score: Raw -13130852.270454 + Penalty 12696.520546 = -13118155.749908 Splitting cluster 4 changes total score from -13115442.029657 to -13118155.749908 So it's getting split into cluster 22. Trying to split cluster 5 (79997 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.985451 sec): 2 clusters Score: Raw -3506562.463636 + Penalty 513.683371 = -3506048.780265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.099206 sec): 3 clusters Score: Raw -3453276.649552 + Penalty 1027.366742 = -3452249.282810 nChanged 38959 SP:Iteration 1F (57.220325 sec): 3 clusters Score: Raw -3476891.178295 + Penalty 1027.366742 = -3475863.811553 nChanged 3119 SP:Iteration 2Q (57.347630 sec): 3 clusters Score: Raw -3477834.056457 + Penalty 1027.366742 = -3476806.689716 nChanged 3504 SP:Iteration 3Q (57.461936 sec): 3 clusters Score: Raw -3479045.538416 + Penalty 1027.366742 = -3478018.171674 nChanged 4036 SP:Iteration 4F (57.572459 sec): 3 clusters Score: Raw -3480647.126769 + Penalty 1027.366742 = -3479619.760027 nChanged 4617 SP:Iteration 5F (57.679852 sec): 3 clusters Score: Raw -3482868.431395 + Penalty 1027.366742 = -3481841.064654 nChanged 5188 SP:Iteration 6F (57.782387 sec): 3 clusters Score: Raw -3485833.968157 + Penalty 1027.366742 = -3484806.601416 nChanged 5589 SP:Iteration 7F (57.893388 sec): 3 clusters Score: Raw -3489553.949790 + Penalty 1027.366742 = -3488526.583049 nChanged 5489 SP:Iteration 8F (58.013662 sec): 3 clusters Score: Raw -3493651.287418 + Penalty 1027.366742 = -3492623.920677 nChanged 4993 SP:Iteration 9F (58.130898 sec): 3 clusters Score: Raw -3497637.362282 + Penalty 1027.366742 = -3496609.995540 nChanged 4031 SP:Iteration 10F (58.244333 sec): 3 clusters Score: Raw -3500950.658141 + Penalty 1027.366742 = -3499923.291400 nChanged 2918 SP:Iteration 11Q (58.370008 sec): 3 clusters Score: Raw -3503385.735786 + Penalty 1027.366742 = -3502358.369045 nChanged 1866 SP:Iteration 12Q (58.486116 sec): 3 clusters Score: Raw -3504924.989183 + Penalty 1027.366742 = -3503897.622441 nChanged 1068 SP:Iteration 13Q (58.599283 sec): 3 clusters Score: Raw -3505750.302481 + Penalty 1027.366742 = -3504722.935740 nChanged 593 SP:Iteration 14Q (58.712122 sec): 3 clusters Score: Raw -3506171.972691 + Penalty 1027.366742 = -3505144.605949 nChanged 298 SP:Iteration 15Q (58.823240 sec): 3 clusters Score: Raw -3506391.668917 + Penalty 1027.366742 = -3505364.302175 nChanged 178 SP:Iteration 16Q (58.939371 sec): 3 clusters Score: Raw -3506546.002386 + Penalty 1027.366742 = -3505518.635644 nChanged 89 SP:Iteration 17Q (59.053239 sec): 3 clusters Score: Raw -3506640.161725 + Penalty 1027.366742 = -3505612.794983 nChanged 39 SP:Iteration 18Q (59.163312 sec): 3 clusters Score: Raw -3506674.146024 + Penalty 1027.366742 = -3505646.779282 nChanged 29 SP:Iteration 19Q (59.252031 sec): 3 clusters Score: Raw -3506700.031383 + Penalty 1027.366742 = -3505672.664642 nChanged 25 SP:Iteration 20F (59.374265 sec): 3 clusters Score: Raw -3506719.242110 + Penalty 1027.366742 = -3505691.875368 nChanged 22 SP:Iteration 21Q (59.490497 sec): 3 clusters Score: Raw -3506734.267981 + Penalty 1027.366742 = -3505706.901240 nChanged 18 SP:Iteration 22Q (59.590520 sec): 3 clusters Score: Raw -3506745.181145 + Penalty 1027.366742 = -3505717.814404 nChanged 10 SP:Iteration 23Q (59.706207 sec): 3 clusters Score: Raw -3506752.107931 + Penalty 1027.366742 = -3505724.741189 nChanged 9 SP:Iteration 24Q (59.820476 sec): 3 clusters Score: Raw -3506756.799705 + Penalty 1027.366742 = -3505729.432963 nChanged 6 SP:Iteration 25Q (59.931021 sec): 3 clusters Score: Raw -3506759.206968 + Penalty 1027.366742 = -3505731.840227 nChanged 3 SP:Iteration 26Q (60.039789 sec): 3 clusters Score: Raw -3506760.337736 + Penalty 1027.366742 = -3505732.970994 nChanged 2 SP:Iteration 27Q (60.154856 sec): 3 clusters Score: Raw -3506761.103009 + Penalty 1027.366742 = -3505733.736267 nChanged 0 SP:Iteration 28F (60.273443 sec): 3 clusters Score: Raw -3506761.103009 + Penalty 1027.366742 = -3505733.736267 nChanged 0 Trying to split cluster 6 (4694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.309347 sec): 2 clusters Score: Raw -198771.052942 + Penalty 384.658837 = -198386.394105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.357962 sec): 3 clusters Score: Raw -195943.586227 + Penalty 769.317674 = -195174.268553 nChanged 2116 SP:Iteration 1F (60.405961 sec): 3 clusters Score: Raw -197313.732094 + Penalty 769.317674 = -196544.414420 nChanged 349 SP:Iteration 2F (60.445268 sec): 3 clusters Score: Raw -197498.773628 + Penalty 769.317674 = -196729.455954 nChanged 275 SP:Iteration 3F (60.488563 sec): 3 clusters Score: Raw -197654.460062 + Penalty 769.317674 = -196885.142388 nChanged 262 SP:Iteration 4F (60.541249 sec): 3 clusters Score: Raw -197809.599908 + Penalty 769.317674 = -197040.282234 nChanged 244 SP:Iteration 5F (60.582965 sec): 3 clusters Score: Raw -197936.610905 + Penalty 769.317674 = -197167.293231 nChanged 196 SP:Iteration 6Q (60.637074 sec): 3 clusters Score: Raw -198035.406566 + Penalty 769.317674 = -197266.088891 nChanged 177 SP:Iteration 7Q (60.680884 sec): 3 clusters Score: Raw -198103.667761 + Penalty 769.317674 = -197334.350086 nChanged 127 SP:Iteration 8Q (60.727484 sec): 3 clusters Score: Raw -198150.332849 + Penalty 769.317674 = -197381.015175 nChanged 104 SP:Iteration 9Q (60.778143 sec): 3 clusters Score: Raw -198193.279308 + Penalty 769.317674 = -197423.961634 nChanged 84 SP:Iteration 10Q (60.818259 sec): 3 clusters Score: Raw -198222.022560 + Penalty 769.317674 = -197452.704886 nChanged 79 SP:Iteration 11Q (60.870046 sec): 3 clusters Score: Raw -198247.291339 + Penalty 769.317674 = -197477.973665 nChanged 83 SP:Iteration 12Q (60.926393 sec): 3 clusters Score: Raw -198277.392344 + Penalty 769.317674 = -197508.074670 nChanged 79 SP:Iteration 13Q (60.970415 sec): 3 clusters Score: Raw -198305.005933 + Penalty 769.317674 = -197535.688259 nChanged 91 SP:Iteration 14Q (61.011488 sec): 3 clusters Score: Raw -198336.038543 + Penalty 769.317674 = -197566.720869 nChanged 84 SP:Iteration 15Q (61.056783 sec): 3 clusters Score: Raw -198360.846474 + Penalty 769.317674 = -197591.528799 nChanged 72 SP:Iteration 16Q (61.103764 sec): 3 clusters Score: Raw -198385.392456 + Penalty 769.317674 = -197616.074782 nChanged 65 SP:Iteration 17Q (61.155881 sec): 3 clusters Score: Raw -198408.137014 + Penalty 769.317674 = -197638.819339 nChanged 61 SP:Iteration 18Q (61.207537 sec): 3 clusters Score: Raw -198431.193501 + Penalty 769.317674 = -197661.875826 nChanged 54 SP:Iteration 19Q (61.257226 sec): 3 clusters Score: Raw -198453.130121 + Penalty 769.317674 = -197683.812447 nChanged 75 SP:Iteration 20F (61.308120 sec): 3 clusters Score: Raw -198487.959241 + Penalty 769.317674 = -197718.641567 nChanged 85 SP:Iteration 21Q (61.360472 sec): 3 clusters Score: Raw -198522.286099 + Penalty 769.317674 = -197752.968425 nChanged 65 SP:Iteration 22Q (61.412514 sec): 3 clusters Score: Raw -198541.302129 + Penalty 769.317674 = -197771.984455 nChanged 48 SP:Iteration 23Q (61.465485 sec): 3 clusters Score: Raw -198552.763942 + Penalty 769.317674 = -197783.446268 nChanged 39 SP:Iteration 24Q (61.514510 sec): 3 clusters Score: Raw -198560.712712 + Penalty 769.317674 = -197791.395038 nChanged 39 SP:Iteration 25Q (61.568485 sec): 3 clusters Score: Raw -198571.369923 + Penalty 769.317674 = -197802.052248 nChanged 34 SP:Iteration 26Q (61.617068 sec): 3 clusters Score: Raw -198580.829147 + Penalty 769.317674 = -197811.511473 nChanged 25 SP:Iteration 27Q (61.669205 sec): 3 clusters Score: Raw -198585.420108 + Penalty 769.317674 = -197816.102434 nChanged 17 SP:Iteration 28Q (61.718585 sec): 3 clusters Score: Raw -198586.923182 + Penalty 769.317674 = -197817.605507 nChanged 13 SP:Iteration 29Q (61.770954 sec): 3 clusters Score: Raw -198588.454650 + Penalty 769.317674 = -197819.136976 nChanged 13 SP:Iteration 30Q (61.814948 sec): 3 clusters Score: Raw -198589.628501 + Penalty 769.317674 = -197820.310827 nChanged 11 SP:Iteration 31Q (61.853093 sec): 3 clusters Score: Raw -198591.150611 + Penalty 769.317674 = -197821.832936 nChanged 13 SP:Iteration 32Q (61.893691 sec): 3 clusters Score: Raw -198593.746775 + Penalty 769.317674 = -197824.429101 nChanged 14 SP:Iteration 33Q (61.949456 sec): 3 clusters Score: Raw -198596.011496 + Penalty 769.317674 = -197826.693822 nChanged 14 SP:Iteration 34Q (61.992144 sec): 3 clusters Score: Raw -198597.240778 + Penalty 769.317674 = -197827.923104 nChanged 12 SP:Iteration 35Q (62.034889 sec): 3 clusters Score: Raw -198598.162387 + Penalty 769.317674 = -197828.844713 nChanged 14 SP:Iteration 36Q (62.086284 sec): 3 clusters Score: Raw -198599.958685 + Penalty 769.317674 = -197830.641011 nChanged 11 SP:Iteration 37Q (62.137488 sec): 3 clusters Score: Raw -198602.032932 + Penalty 769.317674 = -197832.715257 nChanged 19 SP:Iteration 38Q (62.172435 sec): 3 clusters Score: Raw -198604.314728 + Penalty 769.317674 = -197834.997053 nChanged 10 SP:Iteration 39Q (62.226222 sec): 3 clusters Score: Raw -198605.075530 + Penalty 769.317674 = -197835.757855 nChanged 7 SP:Iteration 40F (62.275813 sec): 3 clusters Score: Raw -198605.788916 + Penalty 769.317674 = -197836.471242 nChanged 7 SP:Iteration 41Q (62.320950 sec): 3 clusters Score: Raw -198606.602418 + Penalty 769.317674 = -197837.284744 nChanged 12 SP:Iteration 42Q (62.366118 sec): 3 clusters Score: Raw -198607.763762 + Penalty 769.317674 = -197838.446088 nChanged 11 SP:Iteration 43Q (62.403647 sec): 3 clusters Score: Raw -198608.800880 + Penalty 769.317674 = -197839.483205 nChanged 10 SP:Iteration 44Q (62.447744 sec): 3 clusters Score: Raw -198609.461249 + Penalty 769.317674 = -197840.143575 nChanged 5 SP:Iteration 45Q (62.499605 sec): 3 clusters Score: Raw -198609.737262 + Penalty 769.317674 = -197840.419588 nChanged 6 SP:Iteration 46Q (62.558032 sec): 3 clusters Score: Raw -198610.076508 + Penalty 769.317674 = -197840.758834 nChanged 1 SP:Iteration 47Q (62.607725 sec): 3 clusters Score: Raw -198610.112420 + Penalty 769.317674 = -197840.794746 nChanged 1 SP:Iteration 48Q (62.653967 sec): 3 clusters Score: Raw -198610.123271 + Penalty 769.317674 = -197840.805596 nChanged 0 SP:Iteration 49F (62.695304 sec): 3 clusters Score: Raw -198610.123271 + Penalty 769.317674 = -197840.805596 nChanged 0 Trying to split cluster 7 (25103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.751449 sec): 2 clusters Score: Raw -1034689.885464 + Penalty 460.948790 = -1034228.936674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.821013 sec): 3 clusters Score: Raw -1018357.188849 + Penalty 921.897580 = -1017435.291269 nChanged 12066 SP:Iteration 1F (62.894081 sec): 3 clusters Score: Raw -1025605.690025 + Penalty 921.897580 = -1024683.792445 nChanged 1145 SP:Iteration 2Q (62.954025 sec): 3 clusters Score: Raw -1026138.285908 + Penalty 921.897580 = -1025216.388328 nChanged 1352 SP:Iteration 3F (63.029245 sec): 3 clusters Score: Raw -1027015.991638 + Penalty 921.897580 = -1026094.094058 nChanged 1597 SP:Iteration 4F (63.096029 sec): 3 clusters Score: Raw -1028342.988192 + Penalty 921.897580 = -1027421.090612 nChanged 1867 SP:Iteration 5F (63.158663 sec): 3 clusters Score: Raw -1030075.238324 + Penalty 921.897580 = -1029153.340744 nChanged 1900 SP:Iteration 6F (63.217535 sec): 3 clusters Score: Raw -1031700.745361 + Penalty 921.897580 = -1030778.847780 nChanged 1576 SP:Iteration 7F (63.269618 sec): 3 clusters Score: Raw -1032987.006738 + Penalty 921.897580 = -1032065.109158 nChanged 1161 SP:Iteration 8Q (63.343370 sec): 3 clusters Score: Raw -1033984.091973 + Penalty 921.897580 = -1033062.194393 nChanged 850 SP:Iteration 9Q (63.422125 sec): 3 clusters Score: Raw -1034727.821701 + Penalty 921.897580 = -1033805.924120 nChanged 671 SP:Iteration 10Q (63.489730 sec): 3 clusters Score: Raw -1035349.840727 + Penalty 921.897580 = -1034427.943147 nChanged 503 SP:Iteration 11Q (63.563696 sec): 3 clusters Score: Raw -1035791.995446 + Penalty 921.897580 = -1034870.097866 nChanged 367 SP:Iteration 12Q (63.626009 sec): 3 clusters Score: Raw -1036096.337138 + Penalty 921.897580 = -1035174.439558 nChanged 309 SP:Iteration 13Q (63.689732 sec): 3 clusters Score: Raw -1036345.504107 + Penalty 921.897580 = -1035423.606527 nChanged 234 SP:Iteration 14Q (63.755154 sec): 3 clusters Score: Raw -1036500.654222 + Penalty 921.897580 = -1035578.756642 nChanged 176 SP:Iteration 15Q (63.815019 sec): 3 clusters Score: Raw -1036605.165001 + Penalty 921.897580 = -1035683.267420 nChanged 146 SP:Iteration 16Q (63.874144 sec): 3 clusters Score: Raw -1036683.701466 + Penalty 921.897580 = -1035761.803886 nChanged 129 SP:Iteration 17Q (63.936942 sec): 3 clusters Score: Raw -1036752.323250 + Penalty 921.897580 = -1035830.425670 nChanged 103 SP:Iteration 18Q (64.006622 sec): 3 clusters Score: Raw -1036801.375162 + Penalty 921.897580 = -1035879.477582 nChanged 95 SP:Iteration 19Q (64.065780 sec): 3 clusters Score: Raw -1036862.239508 + Penalty 921.897580 = -1035940.341927 nChanged 76 SP:Iteration 20F (64.135921 sec): 3 clusters Score: Raw -1036914.655239 + Penalty 921.897580 = -1035992.757659 nChanged 71 SP:Iteration 21Q (64.201132 sec): 3 clusters Score: Raw -1036953.439425 + Penalty 921.897580 = -1036031.541845 nChanged 60 SP:Iteration 22Q (64.264588 sec): 3 clusters Score: Raw -1036981.470896 + Penalty 921.897580 = -1036059.573316 nChanged 46 SP:Iteration 23Q (64.331729 sec): 3 clusters Score: Raw -1036999.064681 + Penalty 921.897580 = -1036077.167100 nChanged 32 SP:Iteration 24Q (64.397765 sec): 3 clusters Score: Raw -1037007.503662 + Penalty 921.897580 = -1036085.606082 nChanged 19 SP:Iteration 25Q (64.468479 sec): 3 clusters Score: Raw -1037011.398507 + Penalty 921.897580 = -1036089.500927 nChanged 10 SP:Iteration 26Q (64.529047 sec): 3 clusters Score: Raw -1037012.804804 + Penalty 921.897580 = -1036090.907224 nChanged 5 SP:Iteration 27Q (64.593604 sec): 3 clusters Score: Raw -1037013.246672 + Penalty 921.897580 = -1036091.349092 nChanged 2 SP:Iteration 28Q (64.660093 sec): 3 clusters Score: Raw -1037013.406052 + Penalty 921.897580 = -1036091.508472 nChanged 1 SP:Iteration 29Q (64.727244 sec): 3 clusters Score: Raw -1037013.489115 + Penalty 921.897580 = -1036091.591534 nChanged 1 SP:Iteration 30Q (64.787058 sec): 3 clusters Score: Raw -1037013.540257 + Penalty 921.897580 = -1036091.642677 nChanged 0 SP:Iteration 31F (64.849289 sec): 3 clusters Score: Raw -1037013.540257 + Penalty 921.897580 = -1036091.642677 nChanged 0 Score: Raw -13133175.925247 + Penalty 13273.635117 = -13119902.290130 Splitting cluster 7 changes total score from -13115442.029657 to -13119902.290130 So it's getting split into cluster 23. Trying to split cluster 8 (4468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.703775 sec): 2 clusters Score: Raw -208955.550809 + Penalty 382.413675 = -208573.137134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.744781 sec): 3 clusters Score: Raw -206278.220731 + Penalty 764.827351 = -205513.393380 nChanged 1982 SP:Iteration 1F (67.795586 sec): 3 clusters Score: Raw -207534.602423 + Penalty 764.827351 = -206769.775073 nChanged 378 SP:Iteration 2F (67.850792 sec): 3 clusters Score: Raw -207777.202342 + Penalty 764.827351 = -207012.374992 nChanged 328 SP:Iteration 3F (67.896884 sec): 3 clusters Score: Raw -207992.147880 + Penalty 764.827351 = -207227.320529 nChanged 278 SP:Iteration 4F (67.944394 sec): 3 clusters Score: Raw -208195.010393 + Penalty 764.827351 = -207430.183043 nChanged 245 SP:Iteration 5F (67.997341 sec): 3 clusters Score: Raw -208380.097808 + Penalty 764.827351 = -207615.270457 nChanged 196 SP:Iteration 6Q (68.044220 sec): 3 clusters Score: Raw -208543.649414 + Penalty 764.827351 = -207778.822063 nChanged 159 SP:Iteration 7Q (68.092212 sec): 3 clusters Score: Raw -208690.275536 + Penalty 764.827351 = -207925.448185 nChanged 120 SP:Iteration 8Q (68.145411 sec): 3 clusters Score: Raw -208801.966038 + Penalty 764.827351 = -208037.138687 nChanged 66 SP:Iteration 9Q (68.185727 sec): 3 clusters Score: Raw -208851.489195 + Penalty 764.827351 = -208086.661845 nChanged 43 SP:Iteration 10Q (68.245213 sec): 3 clusters Score: Raw -208879.372347 + Penalty 764.827351 = -208114.544997 nChanged 26 SP:Iteration 11Q (68.287873 sec): 3 clusters Score: Raw -208892.233131 + Penalty 764.827351 = -208127.405781 nChanged 14 SP:Iteration 12Q (68.334940 sec): 3 clusters Score: Raw -208898.854468 + Penalty 764.827351 = -208134.027117 nChanged 8 SP:Iteration 13Q (68.375564 sec): 3 clusters Score: Raw -208901.165229 + Penalty 764.827351 = -208136.337879 nChanged 12 SP:Iteration 14Q (68.417374 sec): 3 clusters Score: Raw -208907.409105 + Penalty 764.827351 = -208142.581755 nChanged 8 SP:Iteration 15Q (68.465146 sec): 3 clusters Score: Raw -208910.820989 + Penalty 764.827351 = -208145.993638 nChanged 5 SP:Iteration 16Q (68.515971 sec): 3 clusters Score: Raw -208912.302755 + Penalty 764.827351 = -208147.475405 nChanged 7 SP:Iteration 17Q (68.556547 sec): 3 clusters Score: Raw -208914.632091 + Penalty 764.827351 = -208149.804740 nChanged 9 SP:Iteration 18Q (68.605552 sec): 3 clusters Score: Raw -208917.569594 + Penalty 764.827351 = -208152.742243 nChanged 7 SP:Iteration 19Q (68.648674 sec): 3 clusters Score: Raw -208920.785382 + Penalty 764.827351 = -208155.958032 nChanged 9 SP:Iteration 20F (68.691531 sec): 3 clusters Score: Raw -208925.697308 + Penalty 764.827351 = -208160.869958 nChanged 11 SP:Iteration 21Q (68.739705 sec): 3 clusters Score: Raw -208931.331470 + Penalty 764.827351 = -208166.504120 nChanged 15 SP:Iteration 22Q (68.783876 sec): 3 clusters Score: Raw -208936.439861 + Penalty 764.827351 = -208171.612510 nChanged 8 SP:Iteration 23Q (68.824981 sec): 3 clusters Score: Raw -208938.642053 + Penalty 764.827351 = -208173.814702 nChanged 5 SP:Iteration 24Q (68.878813 sec): 3 clusters Score: Raw -208940.442188 + Penalty 764.827351 = -208175.614837 nChanged 7 SP:Iteration 25Q (68.917218 sec): 3 clusters Score: Raw -208942.776735 + Penalty 764.827351 = -208177.949385 nChanged 4 SP:Iteration 26Q (68.974569 sec): 3 clusters Score: Raw -208943.724094 + Penalty 764.827351 = -208178.896743 nChanged 6 SP:Iteration 27Q (69.020191 sec): 3 clusters Score: Raw -208946.132438 + Penalty 764.827351 = -208181.305088 nChanged 7 SP:Iteration 28Q (69.069984 sec): 3 clusters Score: Raw -208949.243230 + Penalty 764.827351 = -208184.415879 nChanged 4 SP:Iteration 29Q (69.117739 sec): 3 clusters Score: Raw -208951.176833 + Penalty 764.827351 = -208186.349482 nChanged 6 SP:Iteration 30Q (69.158506 sec): 3 clusters Score: Raw -208953.855690 + Penalty 764.827351 = -208189.028339 nChanged 10 SP:Iteration 31Q (69.199518 sec): 3 clusters Score: Raw -208957.710488 + Penalty 764.827351 = -208192.883137 nChanged 11 SP:Iteration 32Q (69.252990 sec): 3 clusters Score: Raw -208962.756420 + Penalty 764.827351 = -208197.929069 nChanged 10 SP:Iteration 33Q (69.289442 sec): 3 clusters Score: Raw -208969.505926 + Penalty 764.827351 = -208204.678575 nChanged 9 SP:Iteration 34Q (69.338198 sec): 3 clusters Score: Raw -208975.035075 + Penalty 764.827351 = -208210.207724 nChanged 8 SP:Iteration 35Q (69.371451 sec): 3 clusters Score: Raw -208979.835088 + Penalty 764.827351 = -208215.007737 nChanged 10 SP:Iteration 36Q (69.403824 sec): 3 clusters Score: Raw -208986.802252 + Penalty 764.827351 = -208221.974902 nChanged 7 SP:Iteration 37Q (69.427658 sec): 3 clusters Score: Raw -208989.848503 + Penalty 764.827351 = -208225.021152 nChanged 6 SP:Iteration 38Q (69.469744 sec): 3 clusters Score: Raw -208992.728782 + Penalty 764.827351 = -208227.901431 nChanged 5 SP:Iteration 39Q (69.501739 sec): 3 clusters Score: Raw -208995.821901 + Penalty 764.827351 = -208230.994551 nChanged 5 SP:Iteration 40F (69.545277 sec): 3 clusters Score: Raw -208998.305945 + Penalty 764.827351 = -208233.478595 nChanged 7 SP:Iteration 41Q (69.593505 sec): 3 clusters Score: Raw -209003.407939 + Penalty 764.827351 = -208238.580588 nChanged 6 SP:Iteration 42Q (69.625779 sec): 3 clusters Score: Raw -209009.282685 + Penalty 764.827351 = -208244.455334 nChanged 9 SP:Iteration 43Q (69.675236 sec): 3 clusters Score: Raw -209016.310595 + Penalty 764.827351 = -208251.483245 nChanged 12 SP:Iteration 44Q (69.729607 sec): 3 clusters Score: Raw -209025.375374 + Penalty 764.827351 = -208260.548024 nChanged 11 SP:Iteration 45Q (69.762531 sec): 3 clusters Score: Raw -209033.975784 + Penalty 764.827351 = -208269.148433 nChanged 8 SP:Iteration 46Q (69.816884 sec): 3 clusters Score: Raw -209039.314843 + Penalty 764.827351 = -208274.487492 nChanged 3 SP:Iteration 47Q (69.853346 sec): 3 clusters Score: Raw -209041.508260 + Penalty 764.827351 = -208276.680910 nChanged 1 SP:Iteration 48Q (69.900007 sec): 3 clusters Score: Raw -209042.988146 + Penalty 764.827351 = -208278.160796 nChanged 0 SP:Iteration 49F (69.955925 sec): 3 clusters Score: Raw -209042.988146 + Penalty 764.827351 = -208278.160796 nChanged 0 Trying to split cluster 9 (8504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.978113 sec): 2 clusters Score: Raw -367706.581995 + Penalty 411.697282 = -367294.884712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.037559 sec): 3 clusters Score: Raw -362339.246032 + Penalty 823.394565 = -361515.851467 nChanged 3956 SP:Iteration 1F (70.092337 sec): 3 clusters Score: Raw -364786.545095 + Penalty 823.394565 = -363963.150531 nChanged 527 SP:Iteration 2F (70.132470 sec): 3 clusters Score: Raw -365062.893949 + Penalty 823.394565 = -364239.499384 nChanged 536 SP:Iteration 3F (70.189597 sec): 3 clusters Score: Raw -365378.904533 + Penalty 823.394565 = -364555.509968 nChanged 521 SP:Iteration 4F (70.232830 sec): 3 clusters Score: Raw -365714.621603 + Penalty 823.394565 = -364891.227038 nChanged 523 SP:Iteration 5F (70.290344 sec): 3 clusters Score: Raw -366111.829125 + Penalty 823.394565 = -365288.434560 nChanged 513 SP:Iteration 6F (70.349124 sec): 3 clusters Score: Raw -366560.602739 + Penalty 823.394565 = -365737.208175 nChanged 414 SP:Iteration 7Q (70.395608 sec): 3 clusters Score: Raw -366932.248768 + Penalty 823.394565 = -366108.854204 nChanged 279 SP:Iteration 8Q (70.453463 sec): 3 clusters Score: Raw -367137.027517 + Penalty 823.394565 = -366313.632952 nChanged 188 SP:Iteration 9Q (70.497225 sec): 3 clusters Score: Raw -367263.425934 + Penalty 823.394565 = -366440.031369 nChanged 155 SP:Iteration 10Q (70.545049 sec): 3 clusters Score: Raw -367340.075453 + Penalty 823.394565 = -366516.680889 nChanged 122 SP:Iteration 11Q (70.607360 sec): 3 clusters Score: Raw -367393.968668 + Penalty 823.394565 = -366570.574103 nChanged 117 SP:Iteration 12Q (70.661940 sec): 3 clusters Score: Raw -367449.640663 + Penalty 823.394565 = -366626.246098 nChanged 100 SP:Iteration 13Q (70.717708 sec): 3 clusters Score: Raw -367509.196996 + Penalty 823.394565 = -366685.802431 nChanged 88 SP:Iteration 14Q (70.761350 sec): 3 clusters Score: Raw -367563.719404 + Penalty 823.394565 = -366740.324839 nChanged 79 SP:Iteration 15Q (70.827290 sec): 3 clusters Score: Raw -367603.444260 + Penalty 823.394565 = -366780.049695 nChanged 64 SP:Iteration 16Q (70.872830 sec): 3 clusters Score: Raw -367633.752087 + Penalty 823.394565 = -366810.357522 nChanged 60 SP:Iteration 17Q (70.901125 sec): 3 clusters Score: Raw -367657.398912 + Penalty 823.394565 = -366834.004348 nChanged 46 SP:Iteration 18Q (70.954441 sec): 3 clusters Score: Raw -367673.702172 + Penalty 823.394565 = -366850.307607 nChanged 31 SP:Iteration 19Q (71.010647 sec): 3 clusters Score: Raw -367683.923043 + Penalty 823.394565 = -366860.528478 nChanged 20 SP:Iteration 20F (71.062607 sec): 3 clusters Score: Raw -367689.946248 + Penalty 823.394565 = -366866.551684 nChanged 24 SP:Iteration 21Q (71.107463 sec): 3 clusters Score: Raw -367697.494749 + Penalty 823.394565 = -366874.100184 nChanged 21 SP:Iteration 22Q (71.167852 sec): 3 clusters Score: Raw -367705.892210 + Penalty 823.394565 = -366882.497646 nChanged 20 SP:Iteration 23Q (71.222105 sec): 3 clusters Score: Raw -367714.694594 + Penalty 823.394565 = -366891.300030 nChanged 19 SP:Iteration 24Q (71.273316 sec): 3 clusters Score: Raw -367724.636844 + Penalty 823.394565 = -366901.242279 nChanged 19 SP:Iteration 25Q (71.324468 sec): 3 clusters Score: Raw -367736.470774 + Penalty 823.394565 = -366913.076209 nChanged 22 SP:Iteration 26Q (71.379642 sec): 3 clusters Score: Raw -367752.329404 + Penalty 823.394565 = -366928.934840 nChanged 15 SP:Iteration 27Q (71.426015 sec): 3 clusters Score: Raw -367759.512873 + Penalty 823.394565 = -366936.118308 nChanged 14 SP:Iteration 28Q (71.480666 sec): 3 clusters Score: Raw -367765.310000 + Penalty 823.394565 = -366941.915435 nChanged 10 SP:Iteration 29Q (71.524600 sec): 3 clusters Score: Raw -367769.191808 + Penalty 823.394565 = -366945.797243 nChanged 7 SP:Iteration 30Q (71.571744 sec): 3 clusters Score: Raw -367770.778022 + Penalty 823.394565 = -366947.383458 nChanged 3 SP:Iteration 31Q (71.621038 sec): 3 clusters Score: Raw -367771.089023 + Penalty 823.394565 = -366947.694459 nChanged 1 SP:Iteration 32Q (71.677362 sec): 3 clusters Score: Raw -367771.838179 + Penalty 823.394565 = -366948.443614 nChanged 6 SP:Iteration 33Q (71.738938 sec): 3 clusters Score: Raw -367773.388422 + Penalty 823.394565 = -366949.993858 nChanged 2 SP:Iteration 34Q (71.790027 sec): 3 clusters Score: Raw -367774.010671 + Penalty 823.394565 = -366950.616106 nChanged 2 SP:Iteration 35Q (71.837342 sec): 3 clusters Score: Raw -367774.454108 + Penalty 823.394565 = -366951.059544 nChanged 1 SP:Iteration 36Q (71.880179 sec): 3 clusters Score: Raw -367774.678040 + Penalty 823.394565 = -366951.283475 nChanged 2 SP:Iteration 37Q (71.933238 sec): 3 clusters Score: Raw -367775.024032 + Penalty 823.394565 = -366951.629467 nChanged 1 SP:Iteration 38Q (71.987967 sec): 3 clusters Score: Raw -367775.243181 + Penalty 823.394565 = -366951.848616 nChanged 2 SP:Iteration 39Q (72.043817 sec): 3 clusters Score: Raw -367775.931455 + Penalty 823.394565 = -366952.536890 nChanged 2 SP:Iteration 40F (72.098849 sec): 3 clusters Score: Raw -367776.439229 + Penalty 823.394565 = -366953.044664 nChanged 2 SP:Iteration 41Q (72.138769 sec): 3 clusters Score: Raw -367776.996466 + Penalty 823.394565 = -366953.601901 nChanged 1 SP:Iteration 42Q (72.183240 sec): 3 clusters Score: Raw -367777.030728 + Penalty 823.394565 = -366953.636164 nChanged 0 SP:Iteration 43F (72.237739 sec): 3 clusters Score: Raw -367777.030728 + Penalty 823.394565 = -366953.636164 nChanged 0 Trying to split cluster 10 (1057 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.260287 sec): 2 clusters Score: Raw -43313.804585 + Penalty 316.825144 = -42996.979441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.284162 sec): 3 clusters Score: Raw -42767.383410 + Penalty 633.650289 = -42133.733121 nChanged 420 SP:Iteration 1F (72.326533 sec): 3 clusters Score: Raw -43034.547740 + Penalty 633.650289 = -42400.897451 nChanged 83 SP:Iteration 2F (72.368954 sec): 3 clusters Score: Raw -43094.532582 + Penalty 633.650289 = -42460.882293 nChanged 69 SP:Iteration 3F (72.415004 sec): 3 clusters Score: Raw -43144.113625 + Penalty 633.650289 = -42510.463336 nChanged 61 SP:Iteration 4F (72.450580 sec): 3 clusters Score: Raw -43201.888891 + Penalty 633.650289 = -42568.238603 nChanged 60 SP:Iteration 5F (72.496703 sec): 3 clusters Score: Raw -43265.447866 + Penalty 633.650289 = -42631.797578 nChanged 57 SP:Iteration 6F (72.528360 sec): 3 clusters Score: Raw -43323.735434 + Penalty 633.650289 = -42690.085145 nChanged 43 SP:Iteration 7Q (72.569777 sec): 3 clusters Score: Raw -43355.005834 + Penalty 633.650289 = -42721.355545 nChanged 31 SP:Iteration 8Q (72.612949 sec): 3 clusters Score: Raw -43381.480163 + Penalty 633.650289 = -42747.829874 nChanged 20 SP:Iteration 9Q (72.658375 sec): 3 clusters Score: Raw -43401.714334 + Penalty 633.650289 = -42768.064045 nChanged 22 SP:Iteration 10Q (72.699485 sec): 3 clusters Score: Raw -43424.028316 + Penalty 633.650289 = -42790.378027 nChanged 18 SP:Iteration 11Q (72.725434 sec): 3 clusters Score: Raw -43443.779102 + Penalty 633.650289 = -42810.128814 nChanged 21 SP:Iteration 12Q (72.767234 sec): 3 clusters Score: Raw -43458.370804 + Penalty 633.650289 = -42824.720515 nChanged 17 SP:Iteration 13Q (72.804397 sec): 3 clusters Score: Raw -43475.930074 + Penalty 633.650289 = -42842.279785 nChanged 12 SP:Iteration 14Q (72.850196 sec): 3 clusters Score: Raw -43483.168713 + Penalty 633.650289 = -42849.518424 nChanged 12 SP:Iteration 15Q (72.884315 sec): 3 clusters Score: Raw -43490.148940 + Penalty 633.650289 = -42856.498651 nChanged 6 SP:Iteration 16Q (72.933540 sec): 3 clusters Score: Raw -43492.258163 + Penalty 633.650289 = -42858.607875 nChanged 2 SP:Iteration 17Q (72.976041 sec): 3 clusters Score: Raw -43492.922585 + Penalty 633.650289 = -42859.272296 nChanged 3 SP:Iteration 18Q (73.016440 sec): 3 clusters Score: Raw -43494.788955 + Penalty 633.650289 = -42861.138666 nChanged 5 SP:Iteration 19Q (73.057940 sec): 3 clusters Score: Raw -43496.779786 + Penalty 633.650289 = -42863.129497 nChanged 4 SP:Iteration 20F (73.104087 sec): 3 clusters Score: Raw -43498.068736 + Penalty 633.650289 = -42864.418447 nChanged 3 SP:Iteration 21Q (73.127789 sec): 3 clusters Score: Raw -43499.119872 + Penalty 633.650289 = -42865.469584 nChanged 1 SP:Iteration 22Q (73.153332 sec): 3 clusters Score: Raw -43499.406462 + Penalty 633.650289 = -42865.756174 nChanged 0 SP:Iteration 23F (73.189793 sec): 3 clusters Score: Raw -43499.406462 + Penalty 633.650289 = -42865.756174 nChanged 0 Trying to split cluster 11 (2096 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.220753 sec): 2 clusters Score: Raw -91824.967760 + Penalty 347.974265 = -91476.993495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.256416 sec): 3 clusters Score: Raw -90642.753406 + Penalty 695.948530 = -89946.804876 nChanged 904 SP:Iteration 1F (73.300370 sec): 3 clusters Score: Raw -91221.694187 + Penalty 695.948530 = -90525.745657 nChanged 183 SP:Iteration 2F (73.331417 sec): 3 clusters Score: Raw -91344.734157 + Penalty 695.948530 = -90648.785627 nChanged 137 SP:Iteration 3F (73.380642 sec): 3 clusters Score: Raw -91436.824712 + Penalty 695.948530 = -90740.876182 nChanged 122 SP:Iteration 4F (73.433467 sec): 3 clusters Score: Raw -91513.800794 + Penalty 695.948530 = -90817.852264 nChanged 102 SP:Iteration 5Q (73.478673 sec): 3 clusters Score: Raw -91580.444286 + Penalty 695.948530 = -90884.495756 nChanged 85 SP:Iteration 6Q (73.520020 sec): 3 clusters Score: Raw -91637.158212 + Penalty 695.948530 = -90941.209682 nChanged 89 SP:Iteration 7Q (73.566470 sec): 3 clusters Score: Raw -91704.180600 + Penalty 695.948530 = -91008.232070 nChanged 83 SP:Iteration 8Q (73.608519 sec): 3 clusters Score: Raw -91754.738405 + Penalty 695.948530 = -91058.789875 nChanged 53 SP:Iteration 9Q (73.654960 sec): 3 clusters Score: Raw -91780.520523 + Penalty 695.948530 = -91084.571993 nChanged 39 SP:Iteration 10Q (73.699615 sec): 3 clusters Score: Raw -91797.712846 + Penalty 695.948530 = -91101.764316 nChanged 34 SP:Iteration 11Q (73.742414 sec): 3 clusters Score: Raw -91812.397645 + Penalty 695.948530 = -91116.449115 nChanged 27 SP:Iteration 12Q (73.785609 sec): 3 clusters Score: Raw -91822.960469 + Penalty 695.948530 = -91127.011939 nChanged 22 SP:Iteration 13Q (73.831496 sec): 3 clusters Score: Raw -91831.432420 + Penalty 695.948530 = -91135.483890 nChanged 18 SP:Iteration 14Q (73.875151 sec): 3 clusters Score: Raw -91840.567904 + Penalty 695.948530 = -91144.619374 nChanged 19 SP:Iteration 15Q (73.920849 sec): 3 clusters Score: Raw -91849.685224 + Penalty 695.948530 = -91153.736694 nChanged 19 SP:Iteration 16Q (73.973328 sec): 3 clusters Score: Raw -91858.714141 + Penalty 695.948530 = -91162.765611 nChanged 13 SP:Iteration 17Q (74.015226 sec): 3 clusters Score: Raw -91868.814214 + Penalty 695.948530 = -91172.865684 nChanged 14 SP:Iteration 18Q (74.052956 sec): 3 clusters Score: Raw -91882.334570 + Penalty 695.948530 = -91186.386040 nChanged 16 SP:Iteration 19Q (74.096743 sec): 3 clusters Score: Raw -91893.208562 + Penalty 695.948530 = -91197.260032 nChanged 12 SP:Iteration 20F (74.147531 sec): 3 clusters Score: Raw -91899.739315 + Penalty 695.948530 = -91203.790785 nChanged 11 SP:Iteration 21Q (74.192295 sec): 3 clusters Score: Raw -91904.052091 + Penalty 695.948530 = -91208.103561 nChanged 5 SP:Iteration 22Q (74.232974 sec): 3 clusters Score: Raw -91905.403742 + Penalty 695.948530 = -91209.455212 nChanged 3 SP:Iteration 23Q (74.282578 sec): 3 clusters Score: Raw -91906.180910 + Penalty 695.948530 = -91210.232379 nChanged 0 SP:Iteration 24F (74.325198 sec): 3 clusters Score: Raw -91906.180910 + Penalty 695.948530 = -91210.232379 nChanged 0 Trying to split cluster 12 (58047 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.407035 sec): 2 clusters Score: Raw -2603962.705747 + Penalty 499.089878 = -2603463.615869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.510804 sec): 3 clusters Score: Raw -2565396.052491 + Penalty 998.179756 = -2564397.872735 nChanged 28080 SP:Iteration 1F (74.609018 sec): 3 clusters Score: Raw -2583269.293710 + Penalty 998.179756 = -2582271.113954 nChanged 3306 SP:Iteration 2F (74.704385 sec): 3 clusters Score: Raw -2584764.596160 + Penalty 998.179756 = -2583766.416404 nChanged 3641 SP:Iteration 3F (74.802368 sec): 3 clusters Score: Raw -2586750.066071 + Penalty 998.179756 = -2585751.886315 nChanged 3920 SP:Iteration 4F (74.902584 sec): 3 clusters Score: Raw -2589361.279290 + Penalty 998.179756 = -2588363.099534 nChanged 3854 SP:Iteration 5F (75.003196 sec): 3 clusters Score: Raw -2592453.909713 + Penalty 998.179756 = -2591455.729958 nChanged 3419 SP:Iteration 6F (75.097444 sec): 3 clusters Score: Raw -2595399.876875 + Penalty 998.179756 = -2594401.697119 nChanged 2758 SP:Iteration 7Q (75.194850 sec): 3 clusters Score: Raw -2597844.435530 + Penalty 998.179756 = -2596846.255774 nChanged 2055 SP:Iteration 8Q (75.296717 sec): 3 clusters Score: Raw -2599512.391014 + Penalty 998.179756 = -2598514.211258 nChanged 1507 SP:Iteration 9Q (75.398295 sec): 3 clusters Score: Raw -2600650.993179 + Penalty 998.179756 = -2599652.813423 nChanged 1237 SP:Iteration 10Q (75.496811 sec): 3 clusters Score: Raw -2601563.267459 + Penalty 998.179756 = -2600565.087703 nChanged 1002 SP:Iteration 11Q (75.592878 sec): 3 clusters Score: Raw -2602315.893558 + Penalty 998.179756 = -2601317.713802 nChanged 793 SP:Iteration 12Q (75.696549 sec): 3 clusters Score: Raw -2602938.311008 + Penalty 998.179756 = -2601940.131252 nChanged 568 SP:Iteration 13Q (75.788295 sec): 3 clusters Score: Raw -2603380.966664 + Penalty 998.179756 = -2602382.786908 nChanged 387 SP:Iteration 14Q (75.875004 sec): 3 clusters Score: Raw -2603664.141779 + Penalty 998.179756 = -2602665.962023 nChanged 256 SP:Iteration 15Q (75.957785 sec): 3 clusters Score: Raw -2603855.855604 + Penalty 998.179756 = -2602857.675848 nChanged 149 SP:Iteration 16Q (76.058399 sec): 3 clusters Score: Raw -2603955.750187 + Penalty 998.179756 = -2602957.570432 nChanged 80 SP:Iteration 17Q (76.150855 sec): 3 clusters Score: Raw -2604015.998753 + Penalty 998.179756 = -2603017.818997 nChanged 49 SP:Iteration 18Q (76.244093 sec): 3 clusters Score: Raw -2604049.260974 + Penalty 998.179756 = -2603051.081218 nChanged 36 SP:Iteration 19Q (76.336276 sec): 3 clusters Score: Raw -2604067.697096 + Penalty 998.179756 = -2603069.517340 nChanged 20 SP:Iteration 20F (76.433269 sec): 3 clusters Score: Raw -2604084.297926 + Penalty 998.179756 = -2603086.118170 nChanged 14 SP:Iteration 21Q (76.518591 sec): 3 clusters Score: Raw -2604093.434496 + Penalty 998.179756 = -2603095.254740 nChanged 12 SP:Iteration 22Q (76.603544 sec): 3 clusters Score: Raw -2604099.878826 + Penalty 998.179756 = -2603101.699070 nChanged 5 SP:Iteration 23Q (76.688482 sec): 3 clusters Score: Raw -2604101.641923 + Penalty 998.179756 = -2603103.462167 nChanged 6 SP:Iteration 24Q (76.765431 sec): 3 clusters Score: Raw -2604102.998119 + Penalty 998.179756 = -2603104.818363 nChanged 5 SP:Iteration 25Q (76.865407 sec): 3 clusters Score: Raw -2604104.883425 + Penalty 998.179756 = -2603106.703670 nChanged 3 SP:Iteration 26Q (76.960435 sec): 3 clusters Score: Raw -2604107.162320 + Penalty 998.179756 = -2603108.982564 nChanged 5 SP:Iteration 27Q (77.051733 sec): 3 clusters Score: Raw -2604110.034391 + Penalty 998.179756 = -2603111.854635 nChanged 5 SP:Iteration 28Q (77.136324 sec): 3 clusters Score: Raw -2604111.939654 + Penalty 998.179756 = -2603113.759898 nChanged 2 SP:Iteration 29Q (77.206173 sec): 3 clusters Score: Raw -2604112.738108 + Penalty 998.179756 = -2603114.558352 nChanged 0 SP:Iteration 30F (77.307533 sec): 3 clusters Score: Raw -2604112.738108 + Penalty 998.179756 = -2603114.558352 nChanged 0 Trying to split cluster 13 (61842 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.374121 sec): 2 clusters Score: Raw -2639391.687863 + Penalty 501.971380 = -2638889.716483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.476947 sec): 3 clusters Score: Raw -2598371.068582 + Penalty 1003.942760 = -2597367.125822 nChanged 30204 SP:Iteration 1F (77.575985 sec): 3 clusters Score: Raw -2617314.374603 + Penalty 1003.942760 = -2616310.431842 nChanged 3305 SP:Iteration 2F (77.673509 sec): 3 clusters Score: Raw -2618823.595094 + Penalty 1003.942760 = -2617819.652334 nChanged 3567 SP:Iteration 3F (77.771912 sec): 3 clusters Score: Raw -2620849.826647 + Penalty 1003.942760 = -2619845.883886 nChanged 3955 SP:Iteration 4F (77.875977 sec): 3 clusters Score: Raw -2623488.371948 + Penalty 1003.942760 = -2622484.429187 nChanged 4200 SP:Iteration 5F (77.971492 sec): 3 clusters Score: Raw -2626430.165867 + Penalty 1003.942760 = -2625426.223106 nChanged 3805 SP:Iteration 6F (78.073735 sec): 3 clusters Score: Raw -2628881.363607 + Penalty 1003.942760 = -2627877.420847 nChanged 3075 SP:Iteration 7Q (78.171931 sec): 3 clusters Score: Raw -2630504.361430 + Penalty 1003.942760 = -2629500.418670 nChanged 2147 SP:Iteration 8Q (78.277828 sec): 3 clusters Score: Raw -2631316.119761 + Penalty 1003.942760 = -2630312.177001 nChanged 1474 SP:Iteration 9Q (78.366813 sec): 3 clusters Score: Raw -2631691.873107 + Penalty 1003.942760 = -2630687.930346 nChanged 1007 SP:Iteration 10Q (78.471525 sec): 3 clusters Score: Raw -2631912.532573 + Penalty 1003.942760 = -2630908.589813 nChanged 793 SP:Iteration 11Q (78.578560 sec): 3 clusters Score: Raw -2632068.708367 + Penalty 1003.942760 = -2631064.765607 nChanged 717 SP:Iteration 12Q (78.677628 sec): 3 clusters Score: Raw -2632212.863915 + Penalty 1003.942760 = -2631208.921155 nChanged 714 SP:Iteration 13Q (78.785378 sec): 3 clusters Score: Raw -2632347.430282 + Penalty 1003.942760 = -2631343.487522 nChanged 624 SP:Iteration 14Q (78.888632 sec): 3 clusters Score: Raw -2632453.629040 + Penalty 1003.942760 = -2631449.686280 nChanged 593 SP:Iteration 15Q (78.977701 sec): 3 clusters Score: Raw -2632552.973084 + Penalty 1003.942760 = -2631549.030323 nChanged 572 SP:Iteration 16Q (79.066660 sec): 3 clusters Score: Raw -2632649.871820 + Penalty 1003.942760 = -2631645.929059 nChanged 554 SP:Iteration 17Q (79.172848 sec): 3 clusters Score: Raw -2632739.253225 + Penalty 1003.942760 = -2631735.310465 nChanged 543 SP:Iteration 18Q (79.272303 sec): 3 clusters Score: Raw -2632825.532595 + Penalty 1003.942760 = -2631821.589835 nChanged 548 SP:Iteration 19Q (79.372839 sec): 3 clusters Score: Raw -2632921.388776 + Penalty 1003.942760 = -2631917.446016 nChanged 557 SP:Iteration 20F (79.474135 sec): 3 clusters Score: Raw -2633017.831752 + Penalty 1003.942760 = -2632013.888992 nChanged 630 SP:Iteration 21Q (79.566315 sec): 3 clusters Score: Raw -2633126.133307 + Penalty 1003.942760 = -2632122.190547 nChanged 610 SP:Iteration 22Q (79.674059 sec): 3 clusters Score: Raw -2633237.791684 + Penalty 1003.942760 = -2632233.848924 nChanged 633 SP:Iteration 23Q (79.780502 sec): 3 clusters Score: Raw -2633350.164674 + Penalty 1003.942760 = -2632346.221914 nChanged 616 SP:Iteration 24Q (79.863533 sec): 3 clusters Score: Raw -2633459.477474 + Penalty 1003.942760 = -2632455.534714 nChanged 596 SP:Iteration 25Q (79.966602 sec): 3 clusters Score: Raw -2633574.008799 + Penalty 1003.942760 = -2632570.066039 nChanged 616 SP:Iteration 26Q (80.064068 sec): 3 clusters Score: Raw -2633683.297998 + Penalty 1003.942760 = -2632679.355238 nChanged 615 SP:Iteration 27Q (80.166739 sec): 3 clusters Score: Raw -2633794.225645 + Penalty 1003.942760 = -2632790.282885 nChanged 613 SP:Iteration 28Q (80.270930 sec): 3 clusters Score: Raw -2633909.026029 + Penalty 1003.942760 = -2632905.083269 nChanged 615 SP:Iteration 29Q (80.381319 sec): 3 clusters Score: Raw -2634026.357436 + Penalty 1003.942760 = -2633022.414675 nChanged 601 SP:Iteration 30Q (80.481865 sec): 3 clusters Score: Raw -2634150.462444 + Penalty 1003.942760 = -2633146.519684 nChanged 636 SP:Iteration 31Q (80.583509 sec): 3 clusters Score: Raw -2634282.589393 + Penalty 1003.942760 = -2633278.646633 nChanged 637 SP:Iteration 32Q (80.687059 sec): 3 clusters Score: Raw -2634425.683721 + Penalty 1003.942760 = -2633421.740961 nChanged 683 SP:Iteration 33Q (80.790421 sec): 3 clusters Score: Raw -2634587.135714 + Penalty 1003.942760 = -2633583.192954 nChanged 714 SP:Iteration 34Q (80.894002 sec): 3 clusters Score: Raw -2634759.666768 + Penalty 1003.942760 = -2633755.724007 nChanged 739 SP:Iteration 35Q (80.999651 sec): 3 clusters Score: Raw -2634947.738636 + Penalty 1003.942760 = -2633943.795876 nChanged 764 SP:Iteration 36Q (81.115298 sec): 3 clusters Score: Raw -2635158.263972 + Penalty 1003.942760 = -2634154.321212 nChanged 807 SP:Iteration 37Q (81.219446 sec): 3 clusters Score: Raw -2635390.392236 + Penalty 1003.942760 = -2634386.449476 nChanged 833 SP:Iteration 38Q (81.321889 sec): 3 clusters Score: Raw -2635635.986792 + Penalty 1003.942760 = -2634632.044031 nChanged 877 SP:Iteration 39Q (81.420853 sec): 3 clusters Score: Raw -2635891.097621 + Penalty 1003.942760 = -2634887.154861 nChanged 900 SP:Iteration 40F (81.518494 sec): 3 clusters Score: Raw -2636166.726488 + Penalty 1003.942760 = -2635162.783728 nChanged 920 SP:Iteration 41Q (81.624732 sec): 3 clusters Score: Raw -2636459.772972 + Penalty 1003.942760 = -2635455.830212 nChanged 962 SP:Iteration 42Q (81.717829 sec): 3 clusters Score: Raw -2636792.269440 + Penalty 1003.942760 = -2635788.326680 nChanged 995 SP:Iteration 43Q (81.821816 sec): 3 clusters Score: Raw -2637169.337923 + Penalty 1003.942760 = -2636165.395163 nChanged 1052 SP:Iteration 44Q (81.919927 sec): 3 clusters Score: Raw -2637628.865677 + Penalty 1003.942760 = -2636624.922917 nChanged 1109 SP:Iteration 45Q (82.019498 sec): 3 clusters Score: Raw -2638177.686707 + Penalty 1003.942760 = -2637173.743947 nChanged 1147 SP:Iteration 46Q (82.112375 sec): 3 clusters Score: Raw -2638809.281039 + Penalty 1003.942760 = -2637805.338279 nChanged 1148 SP:Iteration 47Q (82.215214 sec): 3 clusters Score: Raw -2639540.474818 + Penalty 1003.942760 = -2638536.532058 nChanged 1071 SP:Iteration 48Q (82.316829 sec): 3 clusters Score: Raw -2640266.011517 + Penalty 1003.942760 = -2639262.068756 nChanged 960 SP:Iteration 49Q (82.422035 sec): 3 clusters Score: Raw -2640963.951421 + Penalty 1003.942760 = -2639960.008661 nChanged 861 SP:Iteration 50Q (82.518815 sec): 3 clusters Score: Raw -2641541.851401 + Penalty 1003.942760 = -2640537.908641 nChanged 688 SP:Iteration 51Q (82.619012 sec): 3 clusters Score: Raw -2641962.848737 + Penalty 1003.942760 = -2640958.905977 nChanged 569 SP:Iteration 52Q (82.716332 sec): 3 clusters Score: Raw -2642249.835513 + Penalty 1003.942760 = -2641245.892753 nChanged 435 SP:Iteration 53Q (82.815086 sec): 3 clusters Score: Raw -2642435.303284 + Penalty 1003.942760 = -2641431.360524 nChanged 350 SP:Iteration 54Q (82.916272 sec): 3 clusters Score: Raw -2642567.213587 + Penalty 1003.942760 = -2641563.270827 nChanged 286 SP:Iteration 55Q (83.010498 sec): 3 clusters Score: Raw -2642653.722807 + Penalty 1003.942760 = -2641649.780047 nChanged 247 SP:Iteration 56Q (83.119812 sec): 3 clusters Score: Raw -2642737.903388 + Penalty 1003.942760 = -2641733.960627 nChanged 228 SP:Iteration 57Q (83.220978 sec): 3 clusters Score: Raw -2642818.954284 + Penalty 1003.942760 = -2641815.011524 nChanged 192 SP:Iteration 58Q (83.316001 sec): 3 clusters Score: Raw -2642871.957454 + Penalty 1003.942760 = -2641868.014694 nChanged 159 SP:Iteration 59Q (83.409373 sec): 3 clusters Score: Raw -2642909.950397 + Penalty 1003.942760 = -2641906.007637 nChanged 123 SP:Iteration 60F (83.514998 sec): 3 clusters Score: Raw -2642935.365878 + Penalty 1003.942760 = -2641931.423118 nChanged 110 SP:Iteration 61Q (83.607539 sec): 3 clusters Score: Raw -2642953.215315 + Penalty 1003.942760 = -2641949.272554 nChanged 90 SP:Iteration 62Q (83.707459 sec): 3 clusters Score: Raw -2642964.660992 + Penalty 1003.942760 = -2641960.718232 nChanged 59 SP:Iteration 63Q (83.803143 sec): 3 clusters Score: Raw -2642969.834048 + Penalty 1003.942760 = -2641965.891288 nChanged 48 SP:Iteration 64Q (83.895257 sec): 3 clusters Score: Raw -2642973.144337 + Penalty 1003.942760 = -2641969.201577 nChanged 29 SP:Iteration 65Q (83.986126 sec): 3 clusters Score: Raw -2642974.813899 + Penalty 1003.942760 = -2641970.871139 nChanged 27 SP:Iteration 66Q (84.084166 sec): 3 clusters Score: Raw -2642976.244597 + Penalty 1003.942760 = -2641972.301836 nChanged 24 SP:Iteration 67Q (84.185090 sec): 3 clusters Score: Raw -2642977.278622 + Penalty 1003.942760 = -2641973.335862 nChanged 22 SP:Iteration 68Q (84.285150 sec): 3 clusters Score: Raw -2642978.053260 + Penalty 1003.942760 = -2641974.110500 nChanged 17 SP:Iteration 69Q (84.393552 sec): 3 clusters Score: Raw -2642978.463732 + Penalty 1003.942760 = -2641974.520972 nChanged 10 SP:Iteration 70Q (84.492988 sec): 3 clusters Score: Raw -2642978.712623 + Penalty 1003.942760 = -2641974.769863 nChanged 9 SP:Iteration 71Q (84.599280 sec): 3 clusters Score: Raw -2642978.887150 + Penalty 1003.942760 = -2641974.944390 nChanged 7 SP:Iteration 72Q (84.692816 sec): 3 clusters Score: Raw -2642979.141605 + Penalty 1003.942760 = -2641975.198845 nChanged 3 SP:Iteration 73Q (84.788136 sec): 3 clusters Score: Raw -2642979.242101 + Penalty 1003.942760 = -2641975.299340 nChanged 6 SP:Iteration 74Q (84.882783 sec): 3 clusters Score: Raw -2642979.396660 + Penalty 1003.942760 = -2641975.453900 nChanged 2 SP:Iteration 75Q (84.965158 sec): 3 clusters Score: Raw -2642979.407797 + Penalty 1003.942760 = -2641975.465037 nChanged 1 SP:Iteration 76Q (85.070409 sec): 3 clusters Score: Raw -2642979.427553 + Penalty 1003.942760 = -2641975.484793 nChanged 1 SP:Iteration 77Q (85.161974 sec): 3 clusters Score: Raw -2642979.453908 + Penalty 1003.942760 = -2641975.511148 nChanged 2 SP:Iteration 78Q (85.266176 sec): 3 clusters Score: Raw -2642979.538831 + Penalty 1003.942760 = -2641975.596071 nChanged 4 SP:Iteration 79Q (85.366059 sec): 3 clusters Score: Raw -2642979.668062 + Penalty 1003.942760 = -2641975.725302 nChanged 4 SP:Iteration 80F (85.455313 sec): 3 clusters Score: Raw -2642979.803823 + Penalty 1003.942760 = -2641975.861062 nChanged 2 SP:Iteration 81Q (85.548698 sec): 3 clusters Score: Raw -2642979.918732 + Penalty 1003.942760 = -2641975.975972 nChanged 3 SP:Iteration 82Q (85.644616 sec): 3 clusters Score: Raw -2642979.975353 + Penalty 1003.942760 = -2641976.032593 nChanged 1 SP:Iteration 83Q (85.731242 sec): 3 clusters Score: Raw -2642979.983215 + Penalty 1003.942760 = -2641976.040455 nChanged 1 SP:Iteration 84Q (85.831182 sec): 3 clusters Score: Raw -2642980.007767 + Penalty 1003.942760 = -2641976.065006 nChanged 3 SP:Iteration 85Q (85.922650 sec): 3 clusters Score: Raw -2642980.104154 + Penalty 1003.942760 = -2641976.161394 nChanged 3 SP:Iteration 86Q (86.020364 sec): 3 clusters Score: Raw -2642980.164605 + Penalty 1003.942760 = -2641976.221845 nChanged 5 SP:Iteration 87Q (86.111299 sec): 3 clusters Score: Raw -2642980.312455 + Penalty 1003.942760 = -2641976.369695 nChanged 3 SP:Iteration 88Q (86.206676 sec): 3 clusters Score: Raw -2642980.345244 + Penalty 1003.942760 = -2641976.402483 nChanged 2 SP:Iteration 89Q (86.293553 sec): 3 clusters Score: Raw -2642980.388810 + Penalty 1003.942760 = -2641976.446050 nChanged 2 SP:Iteration 90Q (86.393857 sec): 3 clusters Score: Raw -2642980.420437 + Penalty 1003.942760 = -2641976.477677 nChanged 0 SP:Iteration 91F (86.488325 sec): 3 clusters Score: Raw -2642980.420437 + Penalty 1003.942760 = -2641976.477677 nChanged 0 Score: Raw -13136764.657821 + Penalty 13850.749687 = -13122913.908134 Splitting cluster 13 changes total score from -13115442.029657 to -13122913.908134 So it's getting split into cluster 24. Trying to split cluster 14 (5140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (89.447962 sec): 2 clusters Score: Raw -222121.776758 + Penalty 388.788780 = -221732.987978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (89.485351 sec): 3 clusters Score: Raw -218998.102457 + Penalty 777.577561 = -218220.524897 nChanged 2310 SP:Iteration 1F (89.524666 sec): 3 clusters Score: Raw -220495.558781 + Penalty 777.577561 = -219717.981221 nChanged 469 SP:Iteration 2F (89.575606 sec): 3 clusters Score: Raw -221085.185263 + Penalty 777.577561 = -220307.607702 nChanged 465 SP:Iteration 3F (89.617920 sec): 3 clusters Score: Raw -221853.252680 + Penalty 777.577561 = -221075.675119 nChanged 507 SP:Iteration 4F (89.664441 sec): 3 clusters Score: Raw -222599.746250 + Penalty 777.577561 = -221822.168690 nChanged 503 SP:Iteration 5F (89.712424 sec): 3 clusters Score: Raw -223239.747287 + Penalty 777.577561 = -222462.169727 nChanged 334 SP:Iteration 6F (89.759756 sec): 3 clusters Score: Raw -223641.274737 + Penalty 777.577561 = -222863.697177 nChanged 197 SP:Iteration 7Q (89.805300 sec): 3 clusters Score: Raw -223950.083020 + Penalty 777.577561 = -223172.505459 nChanged 144 SP:Iteration 8Q (89.843083 sec): 3 clusters Score: Raw -224296.330847 + Penalty 777.577561 = -223518.753287 nChanged 68 SP:Iteration 9Q (89.887387 sec): 3 clusters Score: Raw -224408.302678 + Penalty 777.577561 = -223630.725117 nChanged 34 SP:Iteration 10Q (89.902755 sec): 3 clusters Score: Raw -224434.608052 + Penalty 777.577561 = -223657.030492 nChanged 18 SP:Iteration 11Q (89.915409 sec): 3 clusters Score: Raw -224442.360260 + Penalty 777.577561 = -223664.782699 nChanged 6 SP:Iteration 12Q (89.927609 sec): 3 clusters Score: Raw -224443.138412 + Penalty 777.577561 = -223665.560852 nChanged 1 SP:Iteration 13Q (89.970985 sec): 3 clusters Score: Raw -224443.255362 + Penalty 777.577561 = -223665.677801 nChanged 1 SP:Iteration 14Q (90.010969 sec): 3 clusters Score: Raw -224443.300367 + Penalty 777.577561 = -223665.722807 nChanged 0 SP:Iteration 15F (90.047359 sec): 3 clusters Score: Raw -224443.300367 + Penalty 777.577561 = -223665.722807 nChanged 0 Score: Raw -13139086.181430 + Penalty 14427.864257 = -13124658.317173 Splitting cluster 14 changes total score from -13115442.029657 to -13124658.317173 So it's getting split into cluster 25. Trying to split cluster 15 (2400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.064515 sec): 2 clusters Score: Raw -94176.289893 + Penalty 354.136693 = -93822.153200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.113204 sec): 3 clusters Score: Raw -92826.784324 + Penalty 708.273385 = -92118.510938 nChanged 1039 SP:Iteration 1F (93.158744 sec): 3 clusters Score: Raw -93628.029107 + Penalty 708.273385 = -92919.755721 nChanged 312 SP:Iteration 2F (93.203589 sec): 3 clusters Score: Raw -94143.401842 + Penalty 708.273385 = -93435.128456 nChanged 299 SP:Iteration 3F (93.247441 sec): 3 clusters Score: Raw -94560.370329 + Penalty 708.273385 = -93852.096944 nChanged 169 SP:Iteration 4F (93.285747 sec): 3 clusters Score: Raw -94801.763994 + Penalty 708.273385 = -94093.490608 nChanged 75 SP:Iteration 5Q (93.328643 sec): 3 clusters Score: Raw -94965.607815 + Penalty 708.273385 = -94257.334429 nChanged 26 SP:Iteration 6Q (93.370412 sec): 3 clusters Score: Raw -95012.818716 + Penalty 708.273385 = -94304.545330 nChanged 20 SP:Iteration 7Q (93.416636 sec): 3 clusters Score: Raw -95042.350736 + Penalty 708.273385 = -94334.077351 nChanged 13 SP:Iteration 8Q (93.452175 sec): 3 clusters Score: Raw -95053.770223 + Penalty 708.273385 = -94345.496838 nChanged 8 SP:Iteration 9Q (93.495691 sec): 3 clusters Score: Raw -95059.177732 + Penalty 708.273385 = -94350.904347 nChanged 5 SP:Iteration 10Q (93.543069 sec): 3 clusters Score: Raw -95063.426174 + Penalty 708.273385 = -94355.152789 nChanged 3 SP:Iteration 11Q (93.598296 sec): 3 clusters Score: Raw -95065.256707 + Penalty 708.273385 = -94356.983321 nChanged 3 SP:Iteration 12Q (93.633105 sec): 3 clusters Score: Raw -95067.273511 + Penalty 708.273385 = -94359.000126 nChanged 1 SP:Iteration 13Q (93.678149 sec): 3 clusters Score: Raw -95067.426205 + Penalty 708.273385 = -94359.152820 nChanged 0 SP:Iteration 14F (93.719773 sec): 3 clusters Score: Raw -95067.426205 + Penalty 708.273385 = -94359.152820 nChanged 0 Score: Raw -13139977.317743 + Penalty 15004.978827 = -13124972.338915 Splitting cluster 15 changes total score from -13115442.029657 to -13124972.338915 So it's getting split into cluster 26. Trying to split cluster 17 (7202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.011032 sec): 2 clusters Score: Raw -310455.467861 + Penalty 404.136189 = -310051.331672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.072510 sec): 3 clusters Score: Raw -306050.091089 + Penalty 808.272378 = -305241.818711 nChanged 3326 SP:Iteration 1F (97.119430 sec): 3 clusters Score: Raw -308193.341936 + Penalty 808.272378 = -307385.069558 nChanged 629 SP:Iteration 2F (97.165871 sec): 3 clusters Score: Raw -308756.100376 + Penalty 808.272378 = -307947.827998 nChanged 618 SP:Iteration 3F (97.218550 sec): 3 clusters Score: Raw -309409.449210 + Penalty 808.272378 = -308601.176832 nChanged 595 SP:Iteration 4F (97.270138 sec): 3 clusters Score: Raw -309949.086379 + Penalty 808.272378 = -309140.814001 nChanged 442 SP:Iteration 5F (97.317372 sec): 3 clusters Score: Raw -310238.794202 + Penalty 808.272378 = -309430.521824 nChanged 239 SP:Iteration 6Q (97.367562 sec): 3 clusters Score: Raw -310371.041936 + Penalty 808.272378 = -309562.769558 nChanged 158 SP:Iteration 7Q (97.416213 sec): 3 clusters Score: Raw -310433.530637 + Penalty 808.272378 = -309625.258259 nChanged 105 SP:Iteration 8Q (97.471246 sec): 3 clusters Score: Raw -310472.384752 + Penalty 808.272378 = -309664.112374 nChanged 75 SP:Iteration 9Q (97.513300 sec): 3 clusters Score: Raw -310500.954801 + Penalty 808.272378 = -309692.682422 nChanged 66 SP:Iteration 10Q (97.573822 sec): 3 clusters Score: Raw -310532.208627 + Penalty 808.272378 = -309723.936249 nChanged 72 SP:Iteration 11Q (97.617514 sec): 3 clusters Score: Raw -310561.553019 + Penalty 808.272378 = -309753.280641 nChanged 64 SP:Iteration 12Q (97.654292 sec): 3 clusters Score: Raw -310584.913284 + Penalty 808.272378 = -309776.640906 nChanged 63 SP:Iteration 13Q (97.705156 sec): 3 clusters Score: Raw -310612.196879 + Penalty 808.272378 = -309803.924501 nChanged 73 SP:Iteration 14Q (97.748395 sec): 3 clusters Score: Raw -310646.765832 + Penalty 808.272378 = -309838.493454 nChanged 67 SP:Iteration 15Q (97.796988 sec): 3 clusters Score: Raw -310683.533118 + Penalty 808.272378 = -309875.260740 nChanged 66 SP:Iteration 16Q (97.839394 sec): 3 clusters Score: Raw -310718.189125 + Penalty 808.272378 = -309909.916747 nChanged 62 SP:Iteration 17Q (97.881925 sec): 3 clusters Score: Raw -310750.434408 + Penalty 808.272378 = -309942.162029 nChanged 65 SP:Iteration 18Q (97.931200 sec): 3 clusters Score: Raw -310778.362602 + Penalty 808.272378 = -309970.090224 nChanged 65 SP:Iteration 19Q (97.982727 sec): 3 clusters Score: Raw -310812.814878 + Penalty 808.272378 = -310004.542500 nChanged 56 SP:Iteration 20F (98.033862 sec): 3 clusters Score: Raw -310843.266825 + Penalty 808.272378 = -310034.994447 nChanged 63 SP:Iteration 21Q (98.071120 sec): 3 clusters Score: Raw -310880.272219 + Penalty 808.272378 = -310071.999841 nChanged 45 SP:Iteration 22Q (98.124842 sec): 3 clusters Score: Raw -310900.463316 + Penalty 808.272378 = -310092.190938 nChanged 36 SP:Iteration 23Q (98.175759 sec): 3 clusters Score: Raw -310911.024100 + Penalty 808.272378 = -310102.751722 nChanged 34 SP:Iteration 24Q (98.221289 sec): 3 clusters Score: Raw -310920.453541 + Penalty 808.272378 = -310112.181163 nChanged 29 SP:Iteration 25Q (98.263795 sec): 3 clusters Score: Raw -310927.329882 + Penalty 808.272378 = -310119.057503 nChanged 25 SP:Iteration 26Q (98.311920 sec): 3 clusters Score: Raw -310933.219007 + Penalty 808.272378 = -310124.946629 nChanged 19 SP:Iteration 27Q (98.358680 sec): 3 clusters Score: Raw -310938.852343 + Penalty 808.272378 = -310130.579965 nChanged 22 SP:Iteration 28Q (98.417707 sec): 3 clusters Score: Raw -310942.791425 + Penalty 808.272378 = -310134.519047 nChanged 15 SP:Iteration 29Q (98.469531 sec): 3 clusters Score: Raw -310944.211617 + Penalty 808.272378 = -310135.939239 nChanged 8 SP:Iteration 30Q (98.512611 sec): 3 clusters Score: Raw -310945.280115 + Penalty 808.272378 = -310137.007737 nChanged 7 SP:Iteration 31Q (98.557073 sec): 3 clusters Score: Raw -310946.145308 + Penalty 808.272378 = -310137.872930 nChanged 7 SP:Iteration 32Q (98.611383 sec): 3 clusters Score: Raw -310946.959423 + Penalty 808.272378 = -310138.687045 nChanged 10 SP:Iteration 33Q (98.654375 sec): 3 clusters Score: Raw -310948.658856 + Penalty 808.272378 = -310140.386478 nChanged 10 SP:Iteration 34Q (98.702827 sec): 3 clusters Score: Raw -310950.272528 + Penalty 808.272378 = -310142.000150 nChanged 9 SP:Iteration 35Q (98.755311 sec): 3 clusters Score: Raw -310951.619929 + Penalty 808.272378 = -310143.347551 nChanged 5 SP:Iteration 36Q (98.806330 sec): 3 clusters Score: Raw -310951.952351 + Penalty 808.272378 = -310143.679973 nChanged 3 SP:Iteration 37Q (98.848947 sec): 3 clusters Score: Raw -310952.311814 + Penalty 808.272378 = -310144.039436 nChanged 4 SP:Iteration 38Q (98.897196 sec): 3 clusters Score: Raw -310952.760360 + Penalty 808.272378 = -310144.487982 nChanged 6 SP:Iteration 39Q (98.931871 sec): 3 clusters Score: Raw -310953.131855 + Penalty 808.272378 = -310144.859477 nChanged 2 SP:Iteration 40F (98.983013 sec): 3 clusters Score: Raw -310953.192849 + Penalty 808.272378 = -310144.920471 nChanged 2 SP:Iteration 41Q (99.027242 sec): 3 clusters Score: Raw -310953.261816 + Penalty 808.272378 = -310144.989438 nChanged 1 SP:Iteration 42Q (99.068481 sec): 3 clusters Score: Raw -310953.277866 + Penalty 808.272378 = -310145.005488 nChanged 0 SP:Iteration 43F (99.117744 sec): 3 clusters Score: Raw -310953.277866 + Penalty 808.272378 = -310145.005488 nChanged 0 Score: Raw -13140475.127747 + Penalty 15582.093398 = -13124893.034350 Splitting cluster 17 changes total score from -13115442.029657 to -13124893.034350 So it's getting split into cluster 27. Trying to split cluster 18 (15481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (102.383409 sec): 2 clusters Score: Raw -653038.109469 + Penalty 438.955278 = -652599.154191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (102.446650 sec): 3 clusters Score: Raw -643183.312855 + Penalty 877.910556 = -642305.402299 nChanged 7350 SP:Iteration 1F (102.502611 sec): 3 clusters Score: Raw -647928.879129 + Penalty 877.910556 = -647050.968573 nChanged 1046 SP:Iteration 2F (102.544843 sec): 3 clusters Score: Raw -648767.103356 + Penalty 877.910556 = -647889.192800 nChanged 1103 SP:Iteration 3F (102.613343 sec): 3 clusters Score: Raw -649729.488148 + Penalty 877.910556 = -648851.577593 nChanged 1084 SP:Iteration 4F (102.677369 sec): 3 clusters Score: Raw -650822.728583 + Penalty 877.910556 = -649944.818028 nChanged 996 SP:Iteration 5F (102.730110 sec): 3 clusters Score: Raw -652028.909880 + Penalty 877.910556 = -651150.999324 nChanged 884 SP:Iteration 6F (102.784478 sec): 3 clusters Score: Raw -652671.919945 + Penalty 877.910556 = -651794.009389 nChanged 687 SP:Iteration 7Q (102.840158 sec): 3 clusters Score: Raw -652983.659294 + Penalty 877.910556 = -652105.748738 nChanged 501 SP:Iteration 8Q (102.900180 sec): 3 clusters Score: Raw -653202.953211 + Penalty 877.910556 = -652325.042655 nChanged 437 SP:Iteration 9Q (102.954690 sec): 3 clusters Score: Raw -653408.109051 + Penalty 877.910556 = -652530.198496 nChanged 420 SP:Iteration 10Q (103.013218 sec): 3 clusters Score: Raw -653591.743478 + Penalty 877.910556 = -652713.832922 nChanged 417 SP:Iteration 11Q (103.073237 sec): 3 clusters Score: Raw -653791.246496 + Penalty 877.910556 = -652913.335940 nChanged 447 SP:Iteration 12Q (103.129839 sec): 3 clusters Score: Raw -654028.550118 + Penalty 877.910556 = -653150.639562 nChanged 467 SP:Iteration 13Q (103.183473 sec): 3 clusters Score: Raw -654303.120053 + Penalty 877.910556 = -653425.209498 nChanged 495 SP:Iteration 14Q (103.242271 sec): 3 clusters Score: Raw -654658.952619 + Penalty 877.910556 = -653781.042063 nChanged 535 SP:Iteration 15Q (103.292575 sec): 3 clusters Score: Raw -655058.296070 + Penalty 877.910556 = -654180.385514 nChanged 452 SP:Iteration 16Q (103.345519 sec): 3 clusters Score: Raw -655377.583259 + Penalty 877.910556 = -654499.672703 nChanged 391 SP:Iteration 17Q (103.403804 sec): 3 clusters Score: Raw -655627.380136 + Penalty 877.910556 = -654749.469581 nChanged 282 SP:Iteration 18Q (103.470595 sec): 3 clusters Score: Raw -655791.035910 + Penalty 877.910556 = -654913.125355 nChanged 210 SP:Iteration 19Q (103.519069 sec): 3 clusters Score: Raw -655911.125507 + Penalty 877.910556 = -655033.214951 nChanged 175 SP:Iteration 20F (103.581774 sec): 3 clusters Score: Raw -656095.143848 + Penalty 877.910556 = -655217.233292 nChanged 189 SP:Iteration 21Q (103.642531 sec): 3 clusters Score: Raw -656259.007367 + Penalty 877.910556 = -655381.096811 nChanged 174 SP:Iteration 22Q (103.703467 sec): 3 clusters Score: Raw -656350.168172 + Penalty 877.910556 = -655472.257616 nChanged 128 SP:Iteration 23Q (103.759177 sec): 3 clusters Score: Raw -656393.391603 + Penalty 877.910556 = -655515.481047 nChanged 88 SP:Iteration 24Q (103.823083 sec): 3 clusters Score: Raw -656417.709606 + Penalty 877.910556 = -655539.799050 nChanged 79 SP:Iteration 25Q (103.858500 sec): 3 clusters Score: Raw -656436.974371 + Penalty 877.910556 = -655559.063815 nChanged 59 SP:Iteration 26Q (103.910917 sec): 3 clusters Score: Raw -656446.223852 + Penalty 877.910556 = -655568.313296 nChanged 38 SP:Iteration 27Q (103.961193 sec): 3 clusters Score: Raw -656450.642887 + Penalty 877.910556 = -655572.732331 nChanged 30 SP:Iteration 28Q (104.029483 sec): 3 clusters Score: Raw -656453.339430 + Penalty 877.910556 = -655575.428874 nChanged 18 SP:Iteration 29Q (104.081609 sec): 3 clusters Score: Raw -656454.305609 + Penalty 877.910556 = -655576.395054 nChanged 9 SP:Iteration 30Q (104.144941 sec): 3 clusters Score: Raw -656454.726813 + Penalty 877.910556 = -655576.816257 nChanged 6 SP:Iteration 31Q (104.185096 sec): 3 clusters Score: Raw -656454.916812 + Penalty 877.910556 = -655577.006256 nChanged 1 SP:Iteration 32Q (104.253796 sec): 3 clusters Score: Raw -656454.923260 + Penalty 877.910556 = -655577.012704 nChanged 0 SP:Iteration 33F (104.301174 sec): 3 clusters Score: Raw -656454.923260 + Penalty 877.910556 = -655577.012704 nChanged 0 Score: Raw -13143891.941539 + Penalty 16159.207968 = -13127732.733571 Splitting cluster 18 changes total score from -13115442.029657 to -13127732.733571 So it's getting split into cluster 28. Trying to split cluster 19 (24337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.714230 sec): 2 clusters Score: Raw -1056382.985874 + Penalty 459.538766 = -1055923.447108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.785659 sec): 3 clusters Score: Raw -1040667.810867 + Penalty 919.077533 = -1039748.733334 nChanged 11539 SP:Iteration 1F (107.847097 sec): 3 clusters Score: Raw -1047830.253943 + Penalty 919.077533 = -1046911.176411 nChanged 1585 SP:Iteration 2F (107.908225 sec): 3 clusters Score: Raw -1048609.564232 + Penalty 919.077533 = -1047690.486700 nChanged 1655 SP:Iteration 3F (107.981202 sec): 3 clusters Score: Raw -1049541.801746 + Penalty 919.077533 = -1048622.724214 nChanged 1607 SP:Iteration 4F (108.045254 sec): 3 clusters Score: Raw -1050489.515259 + Penalty 919.077533 = -1049570.437727 nChanged 1532 SP:Iteration 5F (108.113512 sec): 3 clusters Score: Raw -1051421.830244 + Penalty 919.077533 = -1050502.752711 nChanged 1389 SP:Iteration 6F (108.175591 sec): 3 clusters Score: Raw -1052305.621475 + Penalty 919.077533 = -1051386.543942 nChanged 1173 SP:Iteration 7Q (108.246093 sec): 3 clusters Score: Raw -1053131.984703 + Penalty 919.077533 = -1052212.907171 nChanged 1021 SP:Iteration 8Q (108.325855 sec): 3 clusters Score: Raw -1053904.921130 + Penalty 919.077533 = -1052985.843597 nChanged 849 SP:Iteration 9Q (108.391227 sec): 3 clusters Score: Raw -1054560.869936 + Penalty 919.077533 = -1053641.792403 nChanged 661 SP:Iteration 10Q (108.473492 sec): 3 clusters Score: Raw -1055075.651933 + Penalty 919.077533 = -1054156.574401 nChanged 466 SP:Iteration 11Q (108.542165 sec): 3 clusters Score: Raw -1055375.808742 + Penalty 919.077533 = -1054456.731209 nChanged 410 SP:Iteration 12Q (108.604946 sec): 3 clusters Score: Raw -1055617.166587 + Penalty 919.077533 = -1054698.089054 nChanged 329 SP:Iteration 13Q (108.675379 sec): 3 clusters Score: Raw -1055799.790440 + Penalty 919.077533 = -1054880.712907 nChanged 255 SP:Iteration 14Q (108.745903 sec): 3 clusters Score: Raw -1055940.064490 + Penalty 919.077533 = -1055020.986957 nChanged 221 SP:Iteration 15Q (108.813224 sec): 3 clusters Score: Raw -1056063.339439 + Penalty 919.077533 = -1055144.261907 nChanged 189 SP:Iteration 16Q (108.884293 sec): 3 clusters Score: Raw -1056158.152342 + Penalty 919.077533 = -1055239.074809 nChanged 121 SP:Iteration 17Q (108.955356 sec): 3 clusters Score: Raw -1056242.301284 + Penalty 919.077533 = -1055323.223752 nChanged 109 SP:Iteration 18Q (109.021760 sec): 3 clusters Score: Raw -1056313.675730 + Penalty 919.077533 = -1055394.598198 nChanged 78 SP:Iteration 19Q (109.089727 sec): 3 clusters Score: Raw -1056374.288669 + Penalty 919.077533 = -1055455.211137 nChanged 73 SP:Iteration 20F (109.156690 sec): 3 clusters Score: Raw -1056425.848415 + Penalty 919.077533 = -1055506.770882 nChanged 60 SP:Iteration 21Q (109.221579 sec): 3 clusters Score: Raw -1056458.740547 + Penalty 919.077533 = -1055539.663014 nChanged 51 SP:Iteration 22Q (109.275905 sec): 3 clusters Score: Raw -1056485.305978 + Penalty 919.077533 = -1055566.228446 nChanged 43 SP:Iteration 23Q (109.348548 sec): 3 clusters Score: Raw -1056503.176194 + Penalty 919.077533 = -1055584.098661 nChanged 34 SP:Iteration 24Q (109.409191 sec): 3 clusters Score: Raw -1056519.710090 + Penalty 919.077533 = -1055600.632557 nChanged 32 SP:Iteration 25Q (109.459662 sec): 3 clusters Score: Raw -1056535.238068 + Penalty 919.077533 = -1055616.160536 nChanged 33 SP:Iteration 26Q (109.537817 sec): 3 clusters Score: Raw -1056546.546413 + Penalty 919.077533 = -1055627.468881 nChanged 28 SP:Iteration 27Q (109.603753 sec): 3 clusters Score: Raw -1056554.782508 + Penalty 919.077533 = -1055635.704975 nChanged 25 SP:Iteration 28Q (109.665509 sec): 3 clusters Score: Raw -1056560.505708 + Penalty 919.077533 = -1055641.428175 nChanged 16 SP:Iteration 29Q (109.723763 sec): 3 clusters Score: Raw -1056564.262596 + Penalty 919.077533 = -1055645.185063 nChanged 13 SP:Iteration 30Q (109.788208 sec): 3 clusters Score: Raw -1056568.801566 + Penalty 919.077533 = -1055649.724034 nChanged 17 SP:Iteration 31Q (109.858865 sec): 3 clusters Score: Raw -1056572.012830 + Penalty 919.077533 = -1055652.935297 nChanged 4 SP:Iteration 32Q (109.920357 sec): 3 clusters Score: Raw -1056572.621710 + Penalty 919.077533 = -1055653.544177 nChanged 3 SP:Iteration 33Q (109.981294 sec): 3 clusters Score: Raw -1056573.406446 + Penalty 919.077533 = -1055654.328913 nChanged 5 SP:Iteration 34Q (110.046316 sec): 3 clusters Score: Raw -1056573.865879 + Penalty 919.077533 = -1055654.788346 nChanged 3 SP:Iteration 35Q (110.105610 sec): 3 clusters Score: Raw -1056574.356885 + Penalty 919.077533 = -1055655.279352 nChanged 2 SP:Iteration 36Q (110.174694 sec): 3 clusters Score: Raw -1056574.904678 + Penalty 919.077533 = -1055655.827145 nChanged 2 SP:Iteration 37Q (110.224577 sec): 3 clusters Score: Raw -1056575.078919 + Penalty 919.077533 = -1055656.001387 nChanged 2 SP:Iteration 38Q (110.285456 sec): 3 clusters Score: Raw -1056575.388801 + Penalty 919.077533 = -1055656.311268 nChanged 4 SP:Iteration 39Q (110.350081 sec): 3 clusters Score: Raw -1056575.918224 + Penalty 919.077533 = -1055656.840691 nChanged 3 SP:Iteration 40F (110.416129 sec): 3 clusters Score: Raw -1056576.213473 + Penalty 919.077533 = -1055657.135940 nChanged 2 SP:Iteration 41Q (110.482791 sec): 3 clusters Score: Raw -1056576.312014 + Penalty 919.077533 = -1055657.234481 nChanged 0 SP:Iteration 42F (110.557043 sec): 3 clusters Score: Raw -1056576.312014 + Penalty 919.077533 = -1055657.234481 nChanged 0 Iteration 20F (114.025142 sec): 29 clusters Score: Raw -13148307.654289 + Penalty 16159.207968 = -13132148.446321 nChanged 7408 Iteration 21Q (116.359536 sec): 29 clusters Score: Raw -13151054.185188 + Penalty 16159.207968 = -13134894.977220 nChanged 3641 Iteration 22Q (118.651324 sec): 29 clusters Score: Raw -13152274.690000 + Penalty 16159.207968 = -13136115.482032 nChanged 2623 Iteration 23Q (120.791750 sec): 29 clusters Score: Raw -13153029.208243 + Penalty 16159.207968 = -13136870.000275 nChanged 2079 Iteration 24Q (122.997989 sec): 29 clusters Score: Raw -13153550.165171 + Penalty 16159.207968 = -13137390.957203 nChanged 1714 Iteration 25Q (125.352448 sec): 29 clusters Score: Raw -13153951.922784 + Penalty 16159.207968 = -13137792.714816 nChanged 1451 Iteration 26Q (127.709301 sec): 29 clusters Score: Raw -13154242.077194 + Penalty 16159.207968 = -13138082.869226 nChanged 1234 Iteration 27Q (129.901442 sec): 29 clusters Score: Raw -13154479.841944 + Penalty 16159.207968 = -13138320.633976 nChanged 1111 Iteration 28Q (132.093755 sec): 29 clusters Score: Raw -13154675.205972 + Penalty 16159.207968 = -13138515.998004 nChanged 938 Iteration 29Q (134.193198 sec): 29 clusters Score: Raw -13154835.558354 + Penalty 16159.207968 = -13138676.350386 nChanged 819 Iteration 30Q (136.260710 sec): 29 clusters Score: Raw -13154974.256641 + Penalty 16159.207968 = -13138815.048673 nChanged 708 Iteration 31Q (138.413479 sec): 29 clusters Score: Raw -13155101.664564 + Penalty 16159.207968 = -13138942.456596 nChanged 661 Iteration 32Q (140.897895 sec): 29 clusters Score: Raw -13155221.047519 + Penalty 16159.207968 = -13139061.839551 nChanged 630 Iteration 33Q (143.307909 sec): 29 clusters Score: Raw -13155342.100004 + Penalty 16159.207968 = -13139182.892036 nChanged 574 Iteration 34Q (145.630625 sec): 29 clusters Score: Raw -13155447.791987 + Penalty 16159.207968 = -13139288.584019 nChanged 523 Iteration 35Q (147.902945 sec): 29 clusters Score: Raw -13155530.672092 + Penalty 16159.207968 = -13139371.464124 nChanged 448 Iteration 36Q (150.163543 sec): 29 clusters Score: Raw -13155590.230981 + Penalty 16159.207968 = -13139431.023013 nChanged 367 Iteration 37Q (152.266384 sec): 29 clusters Score: Raw -13155629.760314 + Penalty 16159.207968 = -13139470.552346 nChanged 284 Iteration 38Q (154.331328 sec): 29 clusters Score: Raw -13155654.767379 + Penalty 16159.207968 = -13139495.559411 nChanged 237 Iteration 39Q (156.350223 sec): 29 clusters Score: Raw -13155673.265510 + Penalty 16159.207968 = -13139514.057542 nChanged 204 Iteration 40F (159.832714 sec): 29 clusters Score: Raw -13155774.828810 + Penalty 16159.207968 = -13139615.620842 nChanged 332 Iteration 41Q (161.768288 sec): 29 clusters Score: Raw -13155857.682256 + Penalty 16159.207968 = -13139698.474288 nChanged 357 Iteration 42Q (163.829993 sec): 29 clusters Score: Raw -13155936.669034 + Penalty 16159.207968 = -13139777.461066 nChanged 337 Iteration 43Q (165.935608 sec): 29 clusters Score: Raw -13156017.515677 + Penalty 16159.207968 = -13139858.307709 nChanged 326 Iteration 44Q (168.290379 sec): 29 clusters Score: Raw -13156095.624745 + Penalty 16159.207968 = -13139936.416777 nChanged 329 Iteration 45Q (170.229388 sec): 29 clusters Score: Raw -13156171.730878 + Penalty 16159.207968 = -13140012.522910 nChanged 315 Iteration 46Q (172.368668 sec): 29 clusters Score: Raw -13156235.921637 + Penalty 16159.207968 = -13140076.713669 nChanged 305 Iteration 47Q (174.333132 sec): 29 clusters Score: Raw -13156290.601486 + Penalty 16159.207968 = -13140131.393518 nChanged 283 Iteration 48Q (176.362882 sec): 29 clusters Score: Raw -13156330.373017 + Penalty 16159.207968 = -13140171.165049 nChanged 235 Iteration 49Q (178.568474 sec): 29 clusters Score: Raw -13156355.486569 + Penalty 16159.207968 = -13140196.278601 nChanged 218 Iteration 50Q (180.594873 sec): 29 clusters Score: Raw -13156379.026500 + Penalty 16159.207968 = -13140219.818532 nChanged 207 Iteration 51Q (182.912457 sec): 29 clusters Score: Raw -13156401.483931 + Penalty 16159.207968 = -13140242.275963 nChanged 185 Iteration 52Q (185.184905 sec): 29 clusters Score: Raw -13156420.718444 + Penalty 16159.207968 = -13140261.510476 nChanged 163 Iteration 53Q (186.950846 sec): 29 clusters Score: Raw -13156434.284306 + Penalty 16159.207968 = -13140275.076338 nChanged 133 Iteration 54Q (188.989295 sec): 29 clusters Score: Raw -13156443.001837 + Penalty 16159.207968 = -13140283.793869 nChanged 105 Iteration 55Q (191.077559 sec): 29 clusters Score: Raw -13156449.742638 + Penalty 16159.207968 = -13140290.534670 nChanged 97 Iteration 56Q (193.403281 sec): 29 clusters Score: Raw -13156464.203513 + Penalty 16159.207968 = -13140304.995545 nChanged 100 Iteration 57Q (195.564472 sec): 29 clusters Score: Raw -13156485.418925 + Penalty 16159.207968 = -13140326.210957 nChanged 75 Iteration 58Q (197.461103 sec): 29 clusters Score: Raw -13156506.096247 + Penalty 16159.207968 = -13140346.888279 nChanged 64 Writing temp clu file Because OldScore, -13140326.210957, is greater than current (better) Score,-13140346.888279 Compute initial score before splitting: Score: Raw -13156506.096247 + Penalty 16159.207968 = -13140346.888279 Trying to split cluster 1 (1178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (197.549666 sec): 2 clusters Score: Raw -44940.552907 + Penalty 321.756588 = -44618.796319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (197.584484 sec): 3 clusters Score: Raw -44372.890752 + Penalty 643.513176 = -43729.377575 nChanged 484 SP:Iteration 1F (197.629598 sec): 3 clusters Score: Raw -44712.140940 + Penalty 643.513176 = -44068.627764 nChanged 134 SP:Iteration 2F (197.666213 sec): 3 clusters Score: Raw -44864.808204 + Penalty 643.513176 = -44221.295028 nChanged 116 SP:Iteration 3F (197.699710 sec): 3 clusters Score: Raw -44993.394370 + Penalty 643.513176 = -44349.881194 nChanged 86 SP:Iteration 4F (197.750535 sec): 3 clusters Score: Raw -45070.967499 + Penalty 643.513176 = -44427.454323 nChanged 47 SP:Iteration 5Q (197.803497 sec): 3 clusters Score: Raw -45109.022731 + Penalty 643.513176 = -44465.509555 nChanged 34 SP:Iteration 6Q (197.849329 sec): 3 clusters Score: Raw -45131.809705 + Penalty 643.513176 = -44488.296529 nChanged 21 SP:Iteration 7Q (197.897944 sec): 3 clusters Score: Raw -45143.384243 + Penalty 643.513176 = -44499.871066 nChanged 14 SP:Iteration 8Q (197.945230 sec): 3 clusters Score: Raw -45148.871504 + Penalty 643.513176 = -44505.358328 nChanged 6 SP:Iteration 9Q (197.987463 sec): 3 clusters Score: Raw -45151.722196 + Penalty 643.513176 = -44508.209020 nChanged 4 SP:Iteration 10Q (198.028410 sec): 3 clusters Score: Raw -45153.366429 + Penalty 643.513176 = -44509.853253 nChanged 3 SP:Iteration 11Q (198.070910 sec): 3 clusters Score: Raw -45154.684147 + Penalty 643.513176 = -44511.170970 nChanged 3 SP:Iteration 12Q (198.121647 sec): 3 clusters Score: Raw -45155.747472 + Penalty 643.513176 = -44512.234296 nChanged 4 SP:Iteration 13Q (198.166765 sec): 3 clusters Score: Raw -45157.604093 + Penalty 643.513176 = -44514.090917 nChanged 3 SP:Iteration 14Q (198.211622 sec): 3 clusters Score: Raw -45159.082145 + Penalty 643.513176 = -44515.568969 nChanged 4 SP:Iteration 15Q (198.249107 sec): 3 clusters Score: Raw -45160.779558 + Penalty 643.513176 = -44517.266382 nChanged 1 SP:Iteration 16Q (198.291434 sec): 3 clusters Score: Raw -45161.698847 + Penalty 643.513176 = -44518.185671 nChanged 1 SP:Iteration 17Q (198.335846 sec): 3 clusters Score: Raw -45162.251369 + Penalty 643.513176 = -44518.738193 nChanged 1 SP:Iteration 18Q (198.383216 sec): 3 clusters Score: Raw -45162.528599 + Penalty 643.513176 = -44519.015422 nChanged 0 SP:Iteration 19F (198.415117 sec): 3 clusters Score: Raw -45162.528599 + Penalty 643.513176 = -44519.015422 nChanged 0 Trying to split cluster 2 (760 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (198.438291 sec): 2 clusters Score: Raw -25387.923715 + Penalty 301.815989 = -25086.107726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (198.490063 sec): 3 clusters Score: Raw -25046.582413 + Penalty 603.631977 = -24442.950436 nChanged 292 SP:Iteration 1F (198.534941 sec): 3 clusters Score: Raw -25285.629387 + Penalty 603.631977 = -24681.997409 nChanged 67 SP:Iteration 2F (198.579202 sec): 3 clusters Score: Raw -25347.417726 + Penalty 603.631977 = -24743.785748 nChanged 39 SP:Iteration 3F (198.629857 sec): 3 clusters Score: Raw -25382.303586 + Penalty 603.631977 = -24778.671609 nChanged 28 SP:Iteration 4Q (198.675350 sec): 3 clusters Score: Raw -25405.111169 + Penalty 603.631977 = -24801.479191 nChanged 30 SP:Iteration 5Q (198.721640 sec): 3 clusters Score: Raw -25425.595501 + Penalty 603.631977 = -24821.963524 nChanged 15 SP:Iteration 6Q (198.767251 sec): 3 clusters Score: Raw -25433.323916 + Penalty 603.631977 = -24829.691938 nChanged 9 SP:Iteration 7Q (198.799599 sec): 3 clusters Score: Raw -25441.675371 + Penalty 603.631977 = -24838.043394 nChanged 7 SP:Iteration 8Q (198.848849 sec): 3 clusters Score: Raw -25445.357653 + Penalty 603.631977 = -24841.725676 nChanged 7 SP:Iteration 9Q (198.893871 sec): 3 clusters Score: Raw -25449.338249 + Penalty 603.631977 = -24845.706272 nChanged 5 SP:Iteration 10Q (198.927961 sec): 3 clusters Score: Raw -25452.482154 + Penalty 603.631977 = -24848.850176 nChanged 6 SP:Iteration 11Q (198.978253 sec): 3 clusters Score: Raw -25455.539400 + Penalty 603.631977 = -24851.907423 nChanged 3 SP:Iteration 12Q (199.014785 sec): 3 clusters Score: Raw -25456.537376 + Penalty 603.631977 = -24852.905399 nChanged 2 SP:Iteration 13Q (199.059167 sec): 3 clusters Score: Raw -25457.393924 + Penalty 603.631977 = -24853.761947 nChanged 1 SP:Iteration 14Q (199.098192 sec): 3 clusters Score: Raw -25458.560064 + Penalty 603.631977 = -24854.928087 nChanged 1 SP:Iteration 15Q (199.146374 sec): 3 clusters Score: Raw -25458.927217 + Penalty 603.631977 = -24855.295239 nChanged 1 SP:Iteration 16Q (199.193406 sec): 3 clusters Score: Raw -25459.376799 + Penalty 603.631977 = -24855.744822 nChanged 1 SP:Iteration 17Q (199.241673 sec): 3 clusters Score: Raw -25459.896639 + Penalty 603.631977 = -24856.264662 nChanged 1 SP:Iteration 18Q (199.289213 sec): 3 clusters Score: Raw -25460.084164 + Penalty 603.631977 = -24856.452187 nChanged 0 SP:Iteration 19F (199.331505 sec): 3 clusters Score: Raw -25460.084164 + Penalty 603.631977 = -24856.452187 nChanged 0 Trying to split cluster 3 (5456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (199.369634 sec): 2 clusters Score: Raw -207973.198639 + Penalty 391.503440 = -207581.695200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (199.408529 sec): 3 clusters Score: Raw -204755.871443 + Penalty 783.006879 = -203972.864564 nChanged 2442 SP:Iteration 1F (199.458541 sec): 3 clusters Score: Raw -206622.587988 + Penalty 783.006879 = -205839.581109 nChanged 484 SP:Iteration 2F (199.503448 sec): 3 clusters Score: Raw -206910.923163 + Penalty 783.006879 = -206127.916284 nChanged 382 SP:Iteration 3F (199.552567 sec): 3 clusters Score: Raw -207187.838734 + Penalty 783.006879 = -206404.831855 nChanged 347 SP:Iteration 4F (199.609600 sec): 3 clusters Score: Raw -207481.848579 + Penalty 783.006879 = -206698.841700 nChanged 287 SP:Iteration 5F (199.657371 sec): 3 clusters Score: Raw -207689.652691 + Penalty 783.006879 = -206906.645812 nChanged 242 SP:Iteration 6Q (199.705829 sec): 3 clusters Score: Raw -207843.878959 + Penalty 783.006879 = -207060.872080 nChanged 220 SP:Iteration 7Q (199.758034 sec): 3 clusters Score: Raw -208007.228266 + Penalty 783.006879 = -207224.221387 nChanged 188 SP:Iteration 8Q (199.809209 sec): 3 clusters Score: Raw -208127.723496 + Penalty 783.006879 = -207344.716617 nChanged 152 SP:Iteration 9Q (199.861262 sec): 3 clusters Score: Raw -208224.093279 + Penalty 783.006879 = -207441.086400 nChanged 134 SP:Iteration 10Q (199.912731 sec): 3 clusters Score: Raw -208320.110654 + Penalty 783.006879 = -207537.103775 nChanged 106 SP:Iteration 11Q (199.952743 sec): 3 clusters Score: Raw -208388.798368 + Penalty 783.006879 = -207605.791489 nChanged 90 SP:Iteration 12Q (200.005488 sec): 3 clusters Score: Raw -208434.829993 + Penalty 783.006879 = -207651.823114 nChanged 63 SP:Iteration 13Q (200.060810 sec): 3 clusters Score: Raw -208459.126148 + Penalty 783.006879 = -207676.119269 nChanged 35 SP:Iteration 14Q (200.114569 sec): 3 clusters Score: Raw -208471.089651 + Penalty 783.006879 = -207688.082771 nChanged 33 SP:Iteration 15Q (200.162196 sec): 3 clusters Score: Raw -208479.284037 + Penalty 783.006879 = -207696.277158 nChanged 34 SP:Iteration 16Q (200.209874 sec): 3 clusters Score: Raw -208487.598773 + Penalty 783.006879 = -207704.591894 nChanged 26 SP:Iteration 17Q (200.257811 sec): 3 clusters Score: Raw -208493.596750 + Penalty 783.006879 = -207710.589871 nChanged 25 SP:Iteration 18Q (200.316020 sec): 3 clusters Score: Raw -208499.047956 + Penalty 783.006879 = -207716.041077 nChanged 23 SP:Iteration 19Q (200.363531 sec): 3 clusters Score: Raw -208504.349016 + Penalty 783.006879 = -207721.342137 nChanged 23 SP:Iteration 20F (200.408564 sec): 3 clusters Score: Raw -208510.407883 + Penalty 783.006879 = -207727.401004 nChanged 21 SP:Iteration 21Q (200.455875 sec): 3 clusters Score: Raw -208516.761703 + Penalty 783.006879 = -207733.754824 nChanged 29 SP:Iteration 22Q (200.513459 sec): 3 clusters Score: Raw -208524.629151 + Penalty 783.006879 = -207741.622272 nChanged 28 SP:Iteration 23Q (200.555484 sec): 3 clusters Score: Raw -208530.727264 + Penalty 783.006879 = -207747.720385 nChanged 26 SP:Iteration 24Q (200.615470 sec): 3 clusters Score: Raw -208536.034031 + Penalty 783.006879 = -207753.027152 nChanged 20 SP:Iteration 25Q (200.652729 sec): 3 clusters Score: Raw -208539.879264 + Penalty 783.006879 = -207756.872385 nChanged 12 SP:Iteration 26Q (200.703516 sec): 3 clusters Score: Raw -208541.894553 + Penalty 783.006879 = -207758.887674 nChanged 12 SP:Iteration 27Q (200.755700 sec): 3 clusters Score: Raw -208544.248776 + Penalty 783.006879 = -207761.241897 nChanged 15 SP:Iteration 28Q (200.814749 sec): 3 clusters Score: Raw -208548.851264 + Penalty 783.006879 = -207765.844385 nChanged 12 SP:Iteration 29Q (200.865968 sec): 3 clusters Score: Raw -208552.124693 + Penalty 783.006879 = -207769.117814 nChanged 14 SP:Iteration 30Q (200.907628 sec): 3 clusters Score: Raw -208554.571565 + Penalty 783.006879 = -207771.564686 nChanged 9 SP:Iteration 31Q (200.971648 sec): 3 clusters Score: Raw -208555.459154 + Penalty 783.006879 = -207772.452275 nChanged 6 SP:Iteration 32Q (201.013323 sec): 3 clusters Score: Raw -208555.993599 + Penalty 783.006879 = -207772.986720 nChanged 5 SP:Iteration 33Q (201.074643 sec): 3 clusters Score: Raw -208556.319827 + Penalty 783.006879 = -207773.312948 nChanged 3 SP:Iteration 34Q (201.130439 sec): 3 clusters Score: Raw -208557.110129 + Penalty 783.006879 = -207774.103250 nChanged 7 SP:Iteration 35Q (201.180297 sec): 3 clusters Score: Raw -208558.212394 + Penalty 783.006879 = -207775.205515 nChanged 3 SP:Iteration 36Q (201.227352 sec): 3 clusters Score: Raw -208558.553777 + Penalty 783.006879 = -207775.546898 nChanged 2 SP:Iteration 37Q (201.275862 sec): 3 clusters Score: Raw -208558.919068 + Penalty 783.006879 = -207775.912188 nChanged 3 SP:Iteration 38Q (201.314170 sec): 3 clusters Score: Raw -208559.053830 + Penalty 783.006879 = -207776.046951 nChanged 1 SP:Iteration 39Q (201.355611 sec): 3 clusters Score: Raw -208559.168349 + Penalty 783.006879 = -207776.161470 nChanged 0 SP:Iteration 40F (201.400617 sec): 3 clusters Score: Raw -208559.168349 + Penalty 783.006879 = -207776.161470 nChanged 0 Score: Raw -13157099.575216 + Penalty 16736.322538 = -13140363.252678 Splitting cluster 3 changes total score from -13140346.888279 to -13140363.252678 So it's getting split into cluster 29. Trying to split cluster 4 (1074 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (204.932349 sec): 2 clusters Score: Raw -42743.444823 + Penalty 317.551110 = -42425.893713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (204.969766 sec): 3 clusters Score: Raw -42206.391809 + Penalty 635.102220 = -41571.289589 nChanged 429 SP:Iteration 1F (205.016587 sec): 3 clusters Score: Raw -42453.388283 + Penalty 635.102220 = -41818.286063 nChanged 93 SP:Iteration 2F (205.056792 sec): 3 clusters Score: Raw -42579.313035 + Penalty 635.102220 = -41944.210815 nChanged 93 SP:Iteration 3F (205.100339 sec): 3 clusters Score: Raw -42657.588577 + Penalty 635.102220 = -42022.486357 nChanged 62 SP:Iteration 4F (205.148644 sec): 3 clusters Score: Raw -42709.514712 + Penalty 635.102220 = -42074.412492 nChanged 48 SP:Iteration 5Q (205.193316 sec): 3 clusters Score: Raw -42755.150254 + Penalty 635.102220 = -42120.048034 nChanged 51 SP:Iteration 6Q (205.229636 sec): 3 clusters Score: Raw -42806.506666 + Penalty 635.102220 = -42171.404446 nChanged 43 SP:Iteration 7Q (205.273424 sec): 3 clusters Score: Raw -42865.051147 + Penalty 635.102220 = -42229.948927 nChanged 51 SP:Iteration 8Q (205.314551 sec): 3 clusters Score: Raw -42950.423598 + Penalty 635.102220 = -42315.321378 nChanged 49 SP:Iteration 9Q (205.356549 sec): 3 clusters Score: Raw -42997.404224 + Penalty 635.102220 = -42362.302004 nChanged 39 SP:Iteration 10Q (205.399338 sec): 3 clusters Score: Raw -43036.582864 + Penalty 635.102220 = -42401.480644 nChanged 30 SP:Iteration 11Q (205.446305 sec): 3 clusters Score: Raw -43076.673858 + Penalty 635.102220 = -42441.571638 nChanged 24 SP:Iteration 12Q (205.482271 sec): 3 clusters Score: Raw -43106.392310 + Penalty 635.102220 = -42471.290090 nChanged 14 SP:Iteration 13Q (205.523554 sec): 3 clusters Score: Raw -43117.501337 + Penalty 635.102220 = -42482.399117 nChanged 13 SP:Iteration 14Q (205.569434 sec): 3 clusters Score: Raw -43122.167650 + Penalty 635.102220 = -42487.065430 nChanged 8 SP:Iteration 15Q (205.610822 sec): 3 clusters Score: Raw -43127.451922 + Penalty 635.102220 = -42492.349702 nChanged 5 SP:Iteration 16Q (205.655954 sec): 3 clusters Score: Raw -43129.788772 + Penalty 635.102220 = -42494.686552 nChanged 4 SP:Iteration 17Q (205.694003 sec): 3 clusters Score: Raw -43131.320860 + Penalty 635.102220 = -42496.218640 nChanged 4 SP:Iteration 18Q (205.729822 sec): 3 clusters Score: Raw -43133.316996 + Penalty 635.102220 = -42498.214776 nChanged 5 SP:Iteration 19Q (205.774040 sec): 3 clusters Score: Raw -43136.501020 + Penalty 635.102220 = -42501.398800 nChanged 6 SP:Iteration 20F (205.807578 sec): 3 clusters Score: Raw -43142.681614 + Penalty 635.102220 = -42507.579394 nChanged 5 SP:Iteration 21Q (205.860643 sec): 3 clusters Score: Raw -43147.269612 + Penalty 635.102220 = -42512.167392 nChanged 3 SP:Iteration 22Q (205.904324 sec): 3 clusters Score: Raw -43148.815539 + Penalty 635.102220 = -42513.713319 nChanged 1 SP:Iteration 23Q (205.945657 sec): 3 clusters Score: Raw -43149.156121 + Penalty 635.102220 = -42514.053901 nChanged 1 SP:Iteration 24Q (205.992410 sec): 3 clusters Score: Raw -43149.386365 + Penalty 635.102220 = -42514.284145 nChanged 0 SP:Iteration 25F (206.034651 sec): 3 clusters Score: Raw -43149.386365 + Penalty 635.102220 = -42514.284145 nChanged 0 Score: Raw -13157505.516758 + Penalty 17313.437109 = -13140192.079649 Splitting cluster 4 changes total score from -13140346.888279 to -13140192.079649 So it's not getting split. Trying to split cluster 5 (80041 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (209.773449 sec): 2 clusters Score: Raw -3509226.575240 + Penalty 513.708390 = -3508712.866850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (209.895500 sec): 3 clusters Score: Raw -3455492.096867 + Penalty 1027.416780 = -3454464.680087 nChanged 39196 SP:Iteration 1F (210.005674 sec): 3 clusters Score: Raw -3479564.766519 + Penalty 1027.416780 = -3478537.349739 nChanged 3000 SP:Iteration 2Q (210.127313 sec): 3 clusters Score: Raw -3480545.327092 + Penalty 1027.416780 = -3479517.910313 nChanged 3369 SP:Iteration 3Q (210.262066 sec): 3 clusters Score: Raw -3482013.571326 + Penalty 1027.416780 = -3480986.154546 nChanged 3976 SP:Iteration 4Q (210.386425 sec): 3 clusters Score: Raw -3484472.331145 + Penalty 1027.416780 = -3483444.914365 nChanged 4933 SP:Iteration 5F (210.504607 sec): 3 clusters Score: Raw -3488316.315904 + Penalty 1027.416780 = -3487288.899124 nChanged 5428 SP:Iteration 6F (210.623267 sec): 3 clusters Score: Raw -3492249.004915 + Penalty 1027.416780 = -3491221.588135 nChanged 4575 SP:Iteration 7F (210.751386 sec): 3 clusters Score: Raw -3494470.817956 + Penalty 1027.416780 = -3493443.401176 nChanged 2923 SP:Iteration 8Q (210.873635 sec): 3 clusters Score: Raw -3495186.517538 + Penalty 1027.416780 = -3494159.100758 nChanged 1572 SP:Iteration 9Q (211.001028 sec): 3 clusters Score: Raw -3495414.649251 + Penalty 1027.416780 = -3494387.232471 nChanged 925 SP:Iteration 10Q (211.112914 sec): 3 clusters Score: Raw -3495536.996205 + Penalty 1027.416780 = -3494509.579425 nChanged 768 SP:Iteration 11Q (211.235005 sec): 3 clusters Score: Raw -3495653.313204 + Penalty 1027.416780 = -3494625.896424 nChanged 841 SP:Iteration 12Q (211.354451 sec): 3 clusters Score: Raw -3495802.318206 + Penalty 1027.416780 = -3494774.901426 nChanged 896 SP:Iteration 13Q (211.477136 sec): 3 clusters Score: Raw -3495965.008939 + Penalty 1027.416780 = -3494937.592159 nChanged 959 SP:Iteration 14Q (211.593115 sec): 3 clusters Score: Raw -3496145.656832 + Penalty 1027.416780 = -3495118.240053 nChanged 1050 SP:Iteration 15Q (211.722938 sec): 3 clusters Score: Raw -3496362.553225 + Penalty 1027.416780 = -3495335.136446 nChanged 1129 SP:Iteration 16Q (211.827237 sec): 3 clusters Score: Raw -3496602.439930 + Penalty 1027.416780 = -3495575.023150 nChanged 1201 SP:Iteration 17Q (211.944025 sec): 3 clusters Score: Raw -3496868.548029 + Penalty 1027.416780 = -3495841.131249 nChanged 1210 SP:Iteration 18Q (212.073686 sec): 3 clusters Score: Raw -3497154.307327 + Penalty 1027.416780 = -3496126.890547 nChanged 1364 SP:Iteration 19Q (212.181500 sec): 3 clusters Score: Raw -3497509.109991 + Penalty 1027.416780 = -3496481.693211 nChanged 1473 SP:Iteration 20F (212.303215 sec): 3 clusters Score: Raw -3497916.114151 + Penalty 1027.416780 = -3496888.697371 nChanged 1501 SP:Iteration 21Q (212.405960 sec): 3 clusters Score: Raw -3498371.930966 + Penalty 1027.416780 = -3497344.514187 nChanged 1682 SP:Iteration 22Q (212.533916 sec): 3 clusters Score: Raw -3498942.186931 + Penalty 1027.416780 = -3497914.770151 nChanged 1781 SP:Iteration 23Q (212.660707 sec): 3 clusters Score: Raw -3499601.464962 + Penalty 1027.416780 = -3498574.048183 nChanged 1798 SP:Iteration 24Q (212.773190 sec): 3 clusters Score: Raw -3500312.301141 + Penalty 1027.416780 = -3499284.884362 nChanged 1826 SP:Iteration 25Q (212.884232 sec): 3 clusters Score: Raw -3501123.999631 + Penalty 1027.416780 = -3500096.582851 nChanged 1918 SP:Iteration 26Q (212.998631 sec): 3 clusters Score: Raw -3502059.864790 + Penalty 1027.416780 = -3501032.448010 nChanged 1791 SP:Iteration 27Q (213.112888 sec): 3 clusters Score: Raw -3502989.941444 + Penalty 1027.416780 = -3501962.524664 nChanged 1759 SP:Iteration 28Q (213.231761 sec): 3 clusters Score: Raw -3503969.885982 + Penalty 1027.416780 = -3502942.469203 nChanged 1643 SP:Iteration 29Q (213.349182 sec): 3 clusters Score: Raw -3504962.246363 + Penalty 1027.416780 = -3503934.829583 nChanged 1441 SP:Iteration 30Q (213.460327 sec): 3 clusters Score: Raw -3505869.476726 + Penalty 1027.416780 = -3504842.059947 nChanged 1257 SP:Iteration 31Q (213.573869 sec): 3 clusters Score: Raw -3506648.577167 + Penalty 1027.416780 = -3505621.160387 nChanged 1023 SP:Iteration 32Q (213.672514 sec): 3 clusters Score: Raw -3507308.268926 + Penalty 1027.416780 = -3506280.852146 nChanged 853 SP:Iteration 33Q (213.777882 sec): 3 clusters Score: Raw -3507869.998713 + Penalty 1027.416780 = -3506842.581933 nChanged 673 SP:Iteration 34Q (213.891996 sec): 3 clusters Score: Raw -3508334.149500 + Penalty 1027.416780 = -3507306.732720 nChanged 503 SP:Iteration 35Q (214.004117 sec): 3 clusters Score: Raw -3508669.498316 + Penalty 1027.416780 = -3507642.081537 nChanged 347 SP:Iteration 36Q (214.118018 sec): 3 clusters Score: Raw -3508872.614827 + Penalty 1027.416780 = -3507845.198047 nChanged 235 SP:Iteration 37Q (214.230578 sec): 3 clusters Score: Raw -3508994.886002 + Penalty 1027.416780 = -3507967.469222 nChanged 161 SP:Iteration 38Q (214.344559 sec): 3 clusters Score: Raw -3509069.961008 + Penalty 1027.416780 = -3508042.544229 nChanged 105 SP:Iteration 39Q (214.458370 sec): 3 clusters Score: Raw -3509113.647247 + Penalty 1027.416780 = -3508086.230468 nChanged 77 SP:Iteration 40F (214.570120 sec): 3 clusters Score: Raw -3509158.194460 + Penalty 1027.416780 = -3508130.777680 nChanged 66 SP:Iteration 41Q (214.680774 sec): 3 clusters Score: Raw -3509193.731070 + Penalty 1027.416780 = -3508166.314291 nChanged 62 SP:Iteration 42Q (214.789226 sec): 3 clusters Score: Raw -3509228.697922 + Penalty 1027.416780 = -3508201.281142 nChanged 48 SP:Iteration 43Q (214.905317 sec): 3 clusters Score: Raw -3509254.319041 + Penalty 1027.416780 = -3508226.902262 nChanged 36 SP:Iteration 44Q (215.016948 sec): 3 clusters Score: Raw -3509273.485623 + Penalty 1027.416780 = -3508246.068843 nChanged 31 SP:Iteration 45Q (215.124603 sec): 3 clusters Score: Raw -3509285.632458 + Penalty 1027.416780 = -3508258.215678 nChanged 25 SP:Iteration 46Q (215.233220 sec): 3 clusters Score: Raw -3509294.988213 + Penalty 1027.416780 = -3508267.571434 nChanged 21 SP:Iteration 47Q (215.330689 sec): 3 clusters Score: Raw -3509304.474236 + Penalty 1027.416780 = -3508277.057457 nChanged 20 SP:Iteration 48Q (215.434234 sec): 3 clusters Score: Raw -3509313.627858 + Penalty 1027.416780 = -3508286.211079 nChanged 18 SP:Iteration 49Q (215.538803 sec): 3 clusters Score: Raw -3509320.938064 + Penalty 1027.416780 = -3508293.521284 nChanged 15 SP:Iteration 50Q (215.650482 sec): 3 clusters Score: Raw -3509326.516076 + Penalty 1027.416780 = -3508299.099296 nChanged 10 SP:Iteration 51Q (215.748037 sec): 3 clusters Score: Raw -3509329.320641 + Penalty 1027.416780 = -3508301.903861 nChanged 13 SP:Iteration 52Q (215.848315 sec): 3 clusters Score: Raw -3509332.353090 + Penalty 1027.416780 = -3508304.936310 nChanged 5 SP:Iteration 53Q (215.945290 sec): 3 clusters Score: Raw -3509335.187116 + Penalty 1027.416780 = -3508307.770337 nChanged 13 SP:Iteration 54Q (216.061424 sec): 3 clusters Score: Raw -3509341.153296 + Penalty 1027.416780 = -3508313.736516 nChanged 6 SP:Iteration 55Q (216.171129 sec): 3 clusters Score: Raw -3509344.141711 + Penalty 1027.416780 = -3508316.724931 nChanged 7 SP:Iteration 56Q (216.270657 sec): 3 clusters Score: Raw -3509345.690213 + Penalty 1027.416780 = -3508318.273434 nChanged 4 SP:Iteration 57Q (216.367199 sec): 3 clusters Score: Raw -3509346.642320 + Penalty 1027.416780 = -3508319.225540 nChanged 7 SP:Iteration 58Q (216.463411 sec): 3 clusters Score: Raw -3509348.595425 + Penalty 1027.416780 = -3508321.178645 nChanged 3 SP:Iteration 59Q (216.566956 sec): 3 clusters Score: Raw -3509349.632377 + Penalty 1027.416780 = -3508322.215597 nChanged 4 SP:Iteration 60F (216.685074 sec): 3 clusters Score: Raw -3509351.277619 + Penalty 1027.416780 = -3508323.860839 nChanged 7 SP:Iteration 61Q (216.792384 sec): 3 clusters Score: Raw -3509353.785324 + Penalty 1027.416780 = -3508326.368545 nChanged 9 SP:Iteration 62Q (216.907135 sec): 3 clusters Score: Raw -3509357.201853 + Penalty 1027.416780 = -3508329.785074 nChanged 7 SP:Iteration 63Q (217.019388 sec): 3 clusters Score: Raw -3509360.234552 + Penalty 1027.416780 = -3508332.817772 nChanged 7 SP:Iteration 64Q (217.129581 sec): 3 clusters Score: Raw -3509363.307643 + Penalty 1027.416780 = -3508335.890863 nChanged 7 SP:Iteration 65Q (217.240161 sec): 3 clusters Score: Raw -3509365.642535 + Penalty 1027.416780 = -3508338.225755 nChanged 10 SP:Iteration 66Q (217.353683 sec): 3 clusters Score: Raw -3509368.780561 + Penalty 1027.416780 = -3508341.363781 nChanged 7 SP:Iteration 67Q (217.464736 sec): 3 clusters Score: Raw -3509370.485893 + Penalty 1027.416780 = -3508343.069113 nChanged 3 SP:Iteration 68Q (217.571016 sec): 3 clusters Score: Raw -3509371.515087 + Penalty 1027.416780 = -3508344.098307 nChanged 6 SP:Iteration 69Q (217.682101 sec): 3 clusters Score: Raw -3509374.077575 + Penalty 1027.416780 = -3508346.660796 nChanged 4 SP:Iteration 70Q (217.794236 sec): 3 clusters Score: Raw -3509374.772436 + Penalty 1027.416780 = -3508347.355657 nChanged 1 SP:Iteration 71Q (217.901875 sec): 3 clusters Score: Raw -3509374.927434 + Penalty 1027.416780 = -3508347.510654 nChanged 0 SP:Iteration 72F (218.019313 sec): 3 clusters Score: Raw -3509374.927434 + Penalty 1027.416780 = -3508347.510654 nChanged 0 Trying to split cluster 6 (3808 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (218.048693 sec): 2 clusters Score: Raw -161085.078160 + Penalty 375.141103 = -160709.937057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (218.097643 sec): 3 clusters Score: Raw -158866.878568 + Penalty 750.282205 = -158116.596363 nChanged 1696 SP:Iteration 1F (218.145721 sec): 3 clusters Score: Raw -159812.700646 + Penalty 750.282205 = -159062.418441 nChanged 269 SP:Iteration 2F (218.194102 sec): 3 clusters Score: Raw -159975.029911 + Penalty 750.282205 = -159224.747706 nChanged 229 SP:Iteration 3F (218.250531 sec): 3 clusters Score: Raw -160136.724405 + Penalty 750.282205 = -159386.442200 nChanged 224 SP:Iteration 4F (218.296331 sec): 3 clusters Score: Raw -160325.288681 + Penalty 750.282205 = -159575.006476 nChanged 206 SP:Iteration 5F (218.346560 sec): 3 clusters Score: Raw -160484.233310 + Penalty 750.282205 = -159733.951105 nChanged 165 SP:Iteration 6Q (218.392491 sec): 3 clusters Score: Raw -160597.029864 + Penalty 750.282205 = -159846.747659 nChanged 162 SP:Iteration 7Q (218.438510 sec): 3 clusters Score: Raw -160684.828492 + Penalty 750.282205 = -159934.546287 nChanged 119 SP:Iteration 8Q (218.481131 sec): 3 clusters Score: Raw -160735.824182 + Penalty 750.282205 = -159985.541977 nChanged 83 SP:Iteration 9Q (218.520118 sec): 3 clusters Score: Raw -160767.704009 + Penalty 750.282205 = -160017.421804 nChanged 70 SP:Iteration 10Q (218.576805 sec): 3 clusters Score: Raw -160796.085784 + Penalty 750.282205 = -160045.803579 nChanged 67 SP:Iteration 11Q (218.620188 sec): 3 clusters Score: Raw -160820.731122 + Penalty 750.282205 = -160070.448917 nChanged 51 SP:Iteration 12Q (218.666281 sec): 3 clusters Score: Raw -160834.737675 + Penalty 750.282205 = -160084.455470 nChanged 40 SP:Iteration 13Q (218.713419 sec): 3 clusters Score: Raw -160845.750877 + Penalty 750.282205 = -160095.468672 nChanged 35 SP:Iteration 14Q (218.763094 sec): 3 clusters Score: Raw -160854.791627 + Penalty 750.282205 = -160104.509422 nChanged 36 SP:Iteration 15Q (218.798796 sec): 3 clusters Score: Raw -160863.823117 + Penalty 750.282205 = -160113.540912 nChanged 34 SP:Iteration 16Q (218.855451 sec): 3 clusters Score: Raw -160872.949938 + Penalty 750.282205 = -160122.667733 nChanged 33 SP:Iteration 17Q (218.899916 sec): 3 clusters Score: Raw -160881.239642 + Penalty 750.282205 = -160130.957437 nChanged 28 SP:Iteration 18Q (218.940021 sec): 3 clusters Score: Raw -160887.323304 + Penalty 750.282205 = -160137.041099 nChanged 29 SP:Iteration 19Q (218.991448 sec): 3 clusters Score: Raw -160892.709015 + Penalty 750.282205 = -160142.426810 nChanged 25 SP:Iteration 20F (219.039189 sec): 3 clusters Score: Raw -160897.657637 + Penalty 750.282205 = -160147.375432 nChanged 24 SP:Iteration 21Q (219.089617 sec): 3 clusters Score: Raw -160903.581566 + Penalty 750.282205 = -160153.299361 nChanged 25 SP:Iteration 22Q (219.129998 sec): 3 clusters Score: Raw -160908.832986 + Penalty 750.282205 = -160158.550781 nChanged 19 SP:Iteration 23Q (219.183980 sec): 3 clusters Score: Raw -160912.964413 + Penalty 750.282205 = -160162.682208 nChanged 17 SP:Iteration 24Q (219.240027 sec): 3 clusters Score: Raw -160916.353627 + Penalty 750.282205 = -160166.071422 nChanged 19 SP:Iteration 25Q (219.284896 sec): 3 clusters Score: Raw -160921.007485 + Penalty 750.282205 = -160170.725280 nChanged 23 SP:Iteration 26Q (219.325028 sec): 3 clusters Score: Raw -160929.764315 + Penalty 750.282205 = -160179.482110 nChanged 20 SP:Iteration 27Q (219.369305 sec): 3 clusters Score: Raw -160935.632433 + Penalty 750.282205 = -160185.350228 nChanged 21 SP:Iteration 28Q (219.413335 sec): 3 clusters Score: Raw -160940.158286 + Penalty 750.282205 = -160189.876081 nChanged 25 SP:Iteration 29Q (219.459264 sec): 3 clusters Score: Raw -160947.955053 + Penalty 750.282205 = -160197.672848 nChanged 22 SP:Iteration 30Q (219.498272 sec): 3 clusters Score: Raw -160953.084391 + Penalty 750.282205 = -160202.802186 nChanged 20 SP:Iteration 31Q (219.517885 sec): 3 clusters Score: Raw -160959.064509 + Penalty 750.282205 = -160208.782304 nChanged 25 SP:Iteration 32Q (219.557372 sec): 3 clusters Score: Raw -160968.252881 + Penalty 750.282205 = -160217.970676 nChanged 27 SP:Iteration 33Q (219.606418 sec): 3 clusters Score: Raw -160978.320396 + Penalty 750.282205 = -160228.038191 nChanged 39 SP:Iteration 34Q (219.648496 sec): 3 clusters Score: Raw -160991.723901 + Penalty 750.282205 = -160241.441696 nChanged 35 SP:Iteration 35Q (219.696072 sec): 3 clusters Score: Raw -161003.927746 + Penalty 750.282205 = -160253.645541 nChanged 36 SP:Iteration 36Q (219.737176 sec): 3 clusters Score: Raw -161017.164362 + Penalty 750.282205 = -160266.882157 nChanged 31 SP:Iteration 37Q (219.764845 sec): 3 clusters Score: Raw -161029.812919 + Penalty 750.282205 = -160279.530714 nChanged 38 SP:Iteration 38Q (219.799720 sec): 3 clusters Score: Raw -161048.808950 + Penalty 750.282205 = -160298.526745 nChanged 37 SP:Iteration 39Q (219.860367 sec): 3 clusters Score: Raw -161070.537567 + Penalty 750.282205 = -160320.255362 nChanged 34 SP:Iteration 40F (219.899034 sec): 3 clusters Score: Raw -161086.900596 + Penalty 750.282205 = -160336.618391 nChanged 29 SP:Iteration 41Q (219.949529 sec): 3 clusters Score: Raw -161099.489760 + Penalty 750.282205 = -160349.207555 nChanged 25 SP:Iteration 42Q (220.000366 sec): 3 clusters Score: Raw -161109.386435 + Penalty 750.282205 = -160359.104230 nChanged 22 SP:Iteration 43Q (220.058525 sec): 3 clusters Score: Raw -161117.560393 + Penalty 750.282205 = -160367.278188 nChanged 17 SP:Iteration 44Q (220.103460 sec): 3 clusters Score: Raw -161126.045910 + Penalty 750.282205 = -160375.763705 nChanged 19 SP:Iteration 45Q (220.142892 sec): 3 clusters Score: Raw -161135.305265 + Penalty 750.282205 = -160385.023060 nChanged 15 SP:Iteration 46Q (220.197188 sec): 3 clusters Score: Raw -161146.079264 + Penalty 750.282205 = -160395.797059 nChanged 8 SP:Iteration 47Q (220.242386 sec): 3 clusters Score: Raw -161152.529624 + Penalty 750.282205 = -160402.247419 nChanged 5 SP:Iteration 48Q (220.290665 sec): 3 clusters Score: Raw -161154.603525 + Penalty 750.282205 = -160404.321320 nChanged 4 SP:Iteration 49Q (220.338878 sec): 3 clusters Score: Raw -161156.621279 + Penalty 750.282205 = -160406.339074 nChanged 3 SP:Iteration 50Q (220.387290 sec): 3 clusters Score: Raw -161157.926436 + Penalty 750.282205 = -160407.644231 nChanged 2 SP:Iteration 51Q (220.432495 sec): 3 clusters Score: Raw -161158.998574 + Penalty 750.282205 = -160408.716369 nChanged 1 SP:Iteration 52Q (220.471676 sec): 3 clusters Score: Raw -161159.486737 + Penalty 750.282205 = -160409.204531 nChanged 0 SP:Iteration 53F (220.520021 sec): 3 clusters Score: Raw -161159.486737 + Penalty 750.282205 = -160409.204531 nChanged 0 Trying to split cluster 7 (2737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (220.549302 sec): 2 clusters Score: Raw -114484.916950 + Penalty 360.115106 = -114124.801845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (220.575675 sec): 3 clusters Score: Raw -112950.931945 + Penalty 720.230212 = -112230.701734 nChanged 1140 SP:Iteration 1F (220.610883 sec): 3 clusters Score: Raw -113628.166857 + Penalty 720.230212 = -112907.936646 nChanged 206 SP:Iteration 2F (220.656008 sec): 3 clusters Score: Raw -113729.290241 + Penalty 720.230212 = -113009.060030 nChanged 149 SP:Iteration 3F (220.700061 sec): 3 clusters Score: Raw -113811.294922 + Penalty 720.230212 = -113091.064711 nChanged 138 SP:Iteration 4F (220.729813 sec): 3 clusters Score: Raw -113875.516784 + Penalty 720.230212 = -113155.286573 nChanged 127 SP:Iteration 5Q (220.742558 sec): 3 clusters Score: Raw -113935.191060 + Penalty 720.230212 = -113214.960848 nChanged 112 SP:Iteration 6Q (220.756679 sec): 3 clusters Score: Raw -113995.907866 + Penalty 720.230212 = -113275.677654 nChanged 100 SP:Iteration 7Q (220.768063 sec): 3 clusters Score: Raw -114042.304784 + Penalty 720.230212 = -113322.074572 nChanged 80 SP:Iteration 8Q (220.788808 sec): 3 clusters Score: Raw -114091.858338 + Penalty 720.230212 = -113371.628127 nChanged 82 SP:Iteration 9Q (220.820820 sec): 3 clusters Score: Raw -114146.021340 + Penalty 720.230212 = -113425.791129 nChanged 75 SP:Iteration 10Q (220.870606 sec): 3 clusters Score: Raw -114197.554848 + Penalty 720.230212 = -113477.324636 nChanged 61 SP:Iteration 11Q (220.900225 sec): 3 clusters Score: Raw -114241.698746 + Penalty 720.230212 = -113521.468534 nChanged 65 SP:Iteration 12Q (220.932981 sec): 3 clusters Score: Raw -114281.730400 + Penalty 720.230212 = -113561.500188 nChanged 43 SP:Iteration 13Q (220.958781 sec): 3 clusters Score: Raw -114319.046909 + Penalty 720.230212 = -113598.816697 nChanged 43 SP:Iteration 14Q (220.989016 sec): 3 clusters Score: Raw -114357.069611 + Penalty 720.230212 = -113636.839400 nChanged 39 SP:Iteration 15Q (221.014408 sec): 3 clusters Score: Raw -114392.301252 + Penalty 720.230212 = -113672.071041 nChanged 40 SP:Iteration 16Q (221.042929 sec): 3 clusters Score: Raw -114418.401144 + Penalty 720.230212 = -113698.170933 nChanged 29 SP:Iteration 17Q (221.072669 sec): 3 clusters Score: Raw -114433.856768 + Penalty 720.230212 = -113713.626557 nChanged 22 SP:Iteration 18Q (221.103201 sec): 3 clusters Score: Raw -114445.055157 + Penalty 720.230212 = -113724.824946 nChanged 24 SP:Iteration 19Q (221.132336 sec): 3 clusters Score: Raw -114460.293108 + Penalty 720.230212 = -113740.062897 nChanged 17 SP:Iteration 20F (221.162762 sec): 3 clusters Score: Raw -114469.287036 + Penalty 720.230212 = -113749.056824 nChanged 14 SP:Iteration 21Q (221.192939 sec): 3 clusters Score: Raw -114477.654500 + Penalty 720.230212 = -113757.424288 nChanged 13 SP:Iteration 22Q (221.222728 sec): 3 clusters Score: Raw -114481.426864 + Penalty 720.230212 = -113761.196653 nChanged 13 SP:Iteration 23Q (221.250649 sec): 3 clusters Score: Raw -114488.032248 + Penalty 720.230212 = -113767.802037 nChanged 10 SP:Iteration 24Q (221.280396 sec): 3 clusters Score: Raw -114493.330636 + Penalty 720.230212 = -113773.100425 nChanged 8 SP:Iteration 25Q (221.306992 sec): 3 clusters Score: Raw -114500.105915 + Penalty 720.230212 = -113779.875704 nChanged 5 SP:Iteration 26Q (221.334425 sec): 3 clusters Score: Raw -114502.430759 + Penalty 720.230212 = -113782.200548 nChanged 4 SP:Iteration 27Q (221.364466 sec): 3 clusters Score: Raw -114504.832247 + Penalty 720.230212 = -113784.602035 nChanged 5 SP:Iteration 28Q (221.401373 sec): 3 clusters Score: Raw -114507.086513 + Penalty 720.230212 = -113786.856301 nChanged 4 SP:Iteration 29Q (221.454908 sec): 3 clusters Score: Raw -114508.171838 + Penalty 720.230212 = -113787.941626 nChanged 3 SP:Iteration 30Q (221.489980 sec): 3 clusters Score: Raw -114509.848163 + Penalty 720.230212 = -113789.617952 nChanged 2 SP:Iteration 31Q (221.541015 sec): 3 clusters Score: Raw -114510.529146 + Penalty 720.230212 = -113790.298934 nChanged 1 SP:Iteration 32Q (221.578468 sec): 3 clusters Score: Raw -114510.716843 + Penalty 720.230212 = -113790.486631 nChanged 0 SP:Iteration 33F (221.627548 sec): 3 clusters Score: Raw -114510.716843 + Penalty 720.230212 = -113790.486631 nChanged 0 Trying to split cluster 8 (8827 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (221.649538 sec): 2 clusters Score: Raw -400365.460560 + Penalty 413.393457 = -399952.067103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (221.715716 sec): 3 clusters Score: Raw -394949.321412 + Penalty 826.786914 = -394122.534498 nChanged 4048 SP:Iteration 1F (221.761668 sec): 3 clusters Score: Raw -397712.971067 + Penalty 826.786914 = -396886.184153 nChanged 707 SP:Iteration 2F (221.811620 sec): 3 clusters Score: Raw -398220.687795 + Penalty 826.786914 = -397393.900881 nChanged 719 SP:Iteration 3F (221.871122 sec): 3 clusters Score: Raw -398840.007002 + Penalty 826.786914 = -398013.220088 nChanged 627 SP:Iteration 4F (221.920129 sec): 3 clusters Score: Raw -399438.753264 + Penalty 826.786914 = -398611.966350 nChanged 470 SP:Iteration 5F (221.972671 sec): 3 clusters Score: Raw -399842.753237 + Penalty 826.786914 = -399015.966322 nChanged 296 SP:Iteration 6Q (222.021202 sec): 3 clusters Score: Raw -400011.150631 + Penalty 826.786914 = -399184.363717 nChanged 155 SP:Iteration 7Q (222.065982 sec): 3 clusters Score: Raw -400067.850701 + Penalty 826.786914 = -399241.063787 nChanged 104 SP:Iteration 8Q (222.124134 sec): 3 clusters Score: Raw -400097.041839 + Penalty 826.786914 = -399270.254925 nChanged 71 SP:Iteration 9Q (222.172459 sec): 3 clusters Score: Raw -400115.632896 + Penalty 826.786914 = -399288.845982 nChanged 67 SP:Iteration 10Q (222.228075 sec): 3 clusters Score: Raw -400134.069617 + Penalty 826.786914 = -399307.282703 nChanged 67 SP:Iteration 11Q (222.282272 sec): 3 clusters Score: Raw -400152.957206 + Penalty 826.786914 = -399326.170291 nChanged 61 SP:Iteration 12Q (222.330181 sec): 3 clusters Score: Raw -400171.187679 + Penalty 826.786914 = -399344.400765 nChanged 66 SP:Iteration 13Q (222.385267 sec): 3 clusters Score: Raw -400188.921154 + Penalty 826.786914 = -399362.134240 nChanged 65 SP:Iteration 14Q (222.447525 sec): 3 clusters Score: Raw -400204.254366 + Penalty 826.786914 = -399377.467452 nChanged 50 SP:Iteration 15Q (222.491938 sec): 3 clusters Score: Raw -400213.712418 + Penalty 826.786914 = -399386.925504 nChanged 49 SP:Iteration 16Q (222.550598 sec): 3 clusters Score: Raw -400222.736097 + Penalty 826.786914 = -399395.949183 nChanged 45 SP:Iteration 17Q (222.613309 sec): 3 clusters Score: Raw -400229.241651 + Penalty 826.786914 = -399402.454737 nChanged 39 SP:Iteration 18Q (222.666739 sec): 3 clusters Score: Raw -400235.066798 + Penalty 826.786914 = -399408.279883 nChanged 32 SP:Iteration 19Q (222.718916 sec): 3 clusters Score: Raw -400239.221486 + Penalty 826.786914 = -399412.434572 nChanged 29 SP:Iteration 20F (222.772273 sec): 3 clusters Score: Raw -400243.720524 + Penalty 826.786914 = -399416.933610 nChanged 29 SP:Iteration 21Q (222.821974 sec): 3 clusters Score: Raw -400248.317731 + Penalty 826.786914 = -399421.530817 nChanged 28 SP:Iteration 22Q (222.873187 sec): 3 clusters Score: Raw -400251.691311 + Penalty 826.786914 = -399424.904397 nChanged 25 SP:Iteration 23Q (222.933445 sec): 3 clusters Score: Raw -400254.899960 + Penalty 826.786914 = -399428.113046 nChanged 34 SP:Iteration 24Q (222.987183 sec): 3 clusters Score: Raw -400259.017093 + Penalty 826.786914 = -399432.230179 nChanged 27 SP:Iteration 25Q (223.041326 sec): 3 clusters Score: Raw -400262.664247 + Penalty 826.786914 = -399435.877333 nChanged 26 SP:Iteration 26Q (223.083995 sec): 3 clusters Score: Raw -400266.371844 + Penalty 826.786914 = -399439.584930 nChanged 29 SP:Iteration 27Q (223.140569 sec): 3 clusters Score: Raw -400270.903383 + Penalty 826.786914 = -399444.116469 nChanged 29 SP:Iteration 28Q (223.186098 sec): 3 clusters Score: Raw -400277.718946 + Penalty 826.786914 = -399450.932032 nChanged 42 SP:Iteration 29Q (223.239985 sec): 3 clusters Score: Raw -400286.544691 + Penalty 826.786914 = -399459.757777 nChanged 31 SP:Iteration 30Q (223.292891 sec): 3 clusters Score: Raw -400291.864932 + Penalty 826.786914 = -399465.078017 nChanged 32 SP:Iteration 31Q (223.351614 sec): 3 clusters Score: Raw -400297.825814 + Penalty 826.786914 = -399471.038900 nChanged 24 SP:Iteration 32Q (223.404359 sec): 3 clusters Score: Raw -400301.321614 + Penalty 826.786914 = -399474.534699 nChanged 18 SP:Iteration 33Q (223.457967 sec): 3 clusters Score: Raw -400303.640160 + Penalty 826.786914 = -399476.853246 nChanged 20 SP:Iteration 34Q (223.509778 sec): 3 clusters Score: Raw -400306.410305 + Penalty 826.786914 = -399479.623391 nChanged 23 SP:Iteration 35Q (223.571634 sec): 3 clusters Score: Raw -400308.635473 + Penalty 826.786914 = -399481.848559 nChanged 15 SP:Iteration 36Q (223.626246 sec): 3 clusters Score: Raw -400310.222185 + Penalty 826.786914 = -399483.435271 nChanged 17 SP:Iteration 37Q (223.679248 sec): 3 clusters Score: Raw -400312.646219 + Penalty 826.786914 = -399485.859305 nChanged 19 SP:Iteration 38Q (223.734519 sec): 3 clusters Score: Raw -400315.578362 + Penalty 826.786914 = -399488.791448 nChanged 18 SP:Iteration 39Q (223.779544 sec): 3 clusters Score: Raw -400318.892772 + Penalty 826.786914 = -399492.105858 nChanged 21 SP:Iteration 40F (223.843730 sec): 3 clusters Score: Raw -400322.487354 + Penalty 826.786914 = -399495.700440 nChanged 22 SP:Iteration 41Q (223.894859 sec): 3 clusters Score: Raw -400325.372163 + Penalty 826.786914 = -399498.585249 nChanged 23 SP:Iteration 42Q (223.944131 sec): 3 clusters Score: Raw -400328.173156 + Penalty 826.786914 = -399501.386241 nChanged 19 SP:Iteration 43Q (223.997793 sec): 3 clusters Score: Raw -400331.729661 + Penalty 826.786914 = -399504.942747 nChanged 23 SP:Iteration 44Q (224.050293 sec): 3 clusters Score: Raw -400334.219975 + Penalty 826.786914 = -399507.433060 nChanged 17 SP:Iteration 45Q (224.095602 sec): 3 clusters Score: Raw -400336.650698 + Penalty 826.786914 = -399509.863784 nChanged 19 SP:Iteration 46Q (224.144197 sec): 3 clusters Score: Raw -400340.037355 + Penalty 826.786914 = -399513.250441 nChanged 16 SP:Iteration 47Q (224.204937 sec): 3 clusters Score: Raw -400343.413813 + Penalty 826.786914 = -399516.626899 nChanged 17 SP:Iteration 48Q (224.247905 sec): 3 clusters Score: Raw -400346.381225 + Penalty 826.786914 = -399519.594311 nChanged 17 SP:Iteration 49Q (224.308835 sec): 3 clusters Score: Raw -400349.065519 + Penalty 826.786914 = -399522.278605 nChanged 9 SP:Iteration 50Q (224.363111 sec): 3 clusters Score: Raw -400350.093825 + Penalty 826.786914 = -399523.306910 nChanged 9 SP:Iteration 51Q (224.413948 sec): 3 clusters Score: Raw -400350.836420 + Penalty 826.786914 = -399524.049506 nChanged 5 SP:Iteration 52Q (224.472564 sec): 3 clusters Score: Raw -400351.158821 + Penalty 826.786914 = -399524.371907 nChanged 7 SP:Iteration 53Q (224.521620 sec): 3 clusters Score: Raw -400351.731930 + Penalty 826.786914 = -399524.945016 nChanged 10 SP:Iteration 54Q (224.575666 sec): 3 clusters Score: Raw -400352.759199 + Penalty 826.786914 = -399525.972285 nChanged 12 SP:Iteration 55Q (224.631015 sec): 3 clusters Score: Raw -400354.320484 + Penalty 826.786914 = -399527.533569 nChanged 15 SP:Iteration 56Q (224.685064 sec): 3 clusters Score: Raw -400356.397472 + Penalty 826.786914 = -399529.610557 nChanged 12 SP:Iteration 57Q (224.734194 sec): 3 clusters Score: Raw -400357.752869 + Penalty 826.786914 = -399530.965955 nChanged 11 SP:Iteration 58Q (224.790692 sec): 3 clusters Score: Raw -400358.811184 + Penalty 826.786914 = -399532.024270 nChanged 8 SP:Iteration 59Q (224.847655 sec): 3 clusters Score: Raw -400359.800639 + Penalty 826.786914 = -399533.013725 nChanged 8 SP:Iteration 60F (224.903345 sec): 3 clusters Score: Raw -400360.555012 + Penalty 826.786914 = -399533.768098 nChanged 7 SP:Iteration 61Q (224.954105 sec): 3 clusters Score: Raw -400361.139436 + Penalty 826.786914 = -399534.352522 nChanged 5 SP:Iteration 62Q (225.005710 sec): 3 clusters Score: Raw -400361.493620 + Penalty 826.786914 = -399534.706706 nChanged 3 SP:Iteration 63Q (225.056636 sec): 3 clusters Score: Raw -400361.636030 + Penalty 826.786914 = -399534.849116 nChanged 0 SP:Iteration 64F (225.123429 sec): 3 clusters Score: Raw -400361.636030 + Penalty 826.786914 = -399534.849116 nChanged 0 Trying to split cluster 9 (5684 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (225.151678 sec): 2 clusters Score: Raw -244219.393211 + Penalty 393.366177 = -243826.027034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (225.192968 sec): 3 clusters Score: Raw -240805.973214 + Penalty 786.732355 = -240019.240860 nChanged 2539 SP:Iteration 1F (225.250582 sec): 3 clusters Score: Raw -242330.380261 + Penalty 786.732355 = -241543.647907 nChanged 369 SP:Iteration 2F (225.295491 sec): 3 clusters Score: Raw -242545.465290 + Penalty 786.732355 = -241758.732936 nChanged 397 SP:Iteration 3F (225.355722 sec): 3 clusters Score: Raw -242835.234932 + Penalty 786.732355 = -242048.502578 nChanged 380 SP:Iteration 4F (225.402593 sec): 3 clusters Score: Raw -243145.262017 + Penalty 786.732355 = -242358.529662 nChanged 323 SP:Iteration 5F (225.451944 sec): 3 clusters Score: Raw -243351.232913 + Penalty 786.732355 = -242564.500559 nChanged 279 SP:Iteration 6Q (225.499818 sec): 3 clusters Score: Raw -243503.586539 + Penalty 786.732355 = -242716.854185 nChanged 204 SP:Iteration 7Q (225.561672 sec): 3 clusters Score: Raw -243571.869529 + Penalty 786.732355 = -242785.137174 nChanged 119 SP:Iteration 8Q (225.609322 sec): 3 clusters Score: Raw -243606.318776 + Penalty 786.732355 = -242819.586421 nChanged 92 SP:Iteration 9Q (225.650723 sec): 3 clusters Score: Raw -243626.504112 + Penalty 786.732355 = -242839.771758 nChanged 54 SP:Iteration 10Q (225.709290 sec): 3 clusters Score: Raw -243637.451450 + Penalty 786.732355 = -242850.719096 nChanged 53 SP:Iteration 11Q (225.757857 sec): 3 clusters Score: Raw -243648.178138 + Penalty 786.732355 = -242861.445783 nChanged 49 SP:Iteration 12Q (225.804019 sec): 3 clusters Score: Raw -243659.207126 + Penalty 786.732355 = -242872.474772 nChanged 54 SP:Iteration 13Q (225.842560 sec): 3 clusters Score: Raw -243674.394396 + Penalty 786.732355 = -242887.662041 nChanged 49 SP:Iteration 14Q (225.894426 sec): 3 clusters Score: Raw -243685.159518 + Penalty 786.732355 = -242898.427163 nChanged 46 SP:Iteration 15Q (225.946417 sec): 3 clusters Score: Raw -243695.969277 + Penalty 786.732355 = -242909.236922 nChanged 41 SP:Iteration 16Q (225.985316 sec): 3 clusters Score: Raw -243706.222291 + Penalty 786.732355 = -242919.489936 nChanged 52 SP:Iteration 17Q (226.039318 sec): 3 clusters Score: Raw -243721.400015 + Penalty 786.732355 = -242934.667660 nChanged 51 SP:Iteration 18Q (226.081368 sec): 3 clusters Score: Raw -243732.273521 + Penalty 786.732355 = -242945.541166 nChanged 51 SP:Iteration 19Q (226.134899 sec): 3 clusters Score: Raw -243742.665387 + Penalty 786.732355 = -242955.933032 nChanged 49 SP:Iteration 20F (226.186547 sec): 3 clusters Score: Raw -243750.967891 + Penalty 786.732355 = -242964.235537 nChanged 46 SP:Iteration 21Q (226.240080 sec): 3 clusters Score: Raw -243758.990642 + Penalty 786.732355 = -242972.258287 nChanged 46 SP:Iteration 22Q (226.288685 sec): 3 clusters Score: Raw -243770.123595 + Penalty 786.732355 = -242983.391241 nChanged 51 SP:Iteration 23Q (226.328893 sec): 3 clusters Score: Raw -243781.682255 + Penalty 786.732355 = -242994.949900 nChanged 54 SP:Iteration 24Q (226.385843 sec): 3 clusters Score: Raw -243793.037761 + Penalty 786.732355 = -243006.305406 nChanged 49 SP:Iteration 25Q (226.438020 sec): 3 clusters Score: Raw -243801.324948 + Penalty 786.732355 = -243014.592593 nChanged 48 SP:Iteration 26Q (226.487059 sec): 3 clusters Score: Raw -243811.112430 + Penalty 786.732355 = -243024.380076 nChanged 47 SP:Iteration 27Q (226.535453 sec): 3 clusters Score: Raw -243822.896719 + Penalty 786.732355 = -243036.164364 nChanged 47 SP:Iteration 28Q (226.574220 sec): 3 clusters Score: Raw -243833.020822 + Penalty 786.732355 = -243046.288468 nChanged 49 SP:Iteration 29Q (226.625517 sec): 3 clusters Score: Raw -243842.287774 + Penalty 786.732355 = -243055.555419 nChanged 44 SP:Iteration 30Q (226.680295 sec): 3 clusters Score: Raw -243852.695626 + Penalty 786.732355 = -243065.963271 nChanged 53 SP:Iteration 31Q (226.724846 sec): 3 clusters Score: Raw -243866.326195 + Penalty 786.732355 = -243079.593840 nChanged 46 SP:Iteration 32Q (226.764955 sec): 3 clusters Score: Raw -243878.678993 + Penalty 786.732355 = -243091.946638 nChanged 35 SP:Iteration 33Q (226.818921 sec): 3 clusters Score: Raw -243886.841560 + Penalty 786.732355 = -243100.109205 nChanged 35 SP:Iteration 34Q (226.861128 sec): 3 clusters Score: Raw -243892.138240 + Penalty 786.732355 = -243105.405885 nChanged 26 SP:Iteration 35Q (226.918743 sec): 3 clusters Score: Raw -243895.784609 + Penalty 786.732355 = -243109.052255 nChanged 22 SP:Iteration 36Q (226.959848 sec): 3 clusters Score: Raw -243899.455859 + Penalty 786.732355 = -243112.723505 nChanged 28 SP:Iteration 37Q (227.013982 sec): 3 clusters Score: Raw -243904.111937 + Penalty 786.732355 = -243117.379582 nChanged 32 SP:Iteration 38Q (227.061127 sec): 3 clusters Score: Raw -243909.035547 + Penalty 786.732355 = -243122.303192 nChanged 35 SP:Iteration 39Q (227.105603 sec): 3 clusters Score: Raw -243914.479539 + Penalty 786.732355 = -243127.747184 nChanged 40 SP:Iteration 40F (227.155155 sec): 3 clusters Score: Raw -243922.267781 + Penalty 786.732355 = -243135.535427 nChanged 40 SP:Iteration 41Q (227.202479 sec): 3 clusters Score: Raw -243928.926474 + Penalty 786.732355 = -243142.194119 nChanged 33 SP:Iteration 42Q (227.248672 sec): 3 clusters Score: Raw -243935.868242 + Penalty 786.732355 = -243149.135887 nChanged 41 SP:Iteration 43Q (227.296911 sec): 3 clusters Score: Raw -243944.236214 + Penalty 786.732355 = -243157.503860 nChanged 36 SP:Iteration 44Q (227.343890 sec): 3 clusters Score: Raw -243949.918778 + Penalty 786.732355 = -243163.186424 nChanged 32 SP:Iteration 45Q (227.387207 sec): 3 clusters Score: Raw -243956.232365 + Penalty 786.732355 = -243169.500010 nChanged 32 SP:Iteration 46Q (227.446264 sec): 3 clusters Score: Raw -243962.872859 + Penalty 786.732355 = -243176.140505 nChanged 34 SP:Iteration 47Q (227.490472 sec): 3 clusters Score: Raw -243971.497567 + Penalty 786.732355 = -243184.765213 nChanged 41 SP:Iteration 48Q (227.549534 sec): 3 clusters Score: Raw -243983.006925 + Penalty 786.732355 = -243196.274570 nChanged 45 SP:Iteration 49Q (227.596056 sec): 3 clusters Score: Raw -243992.942469 + Penalty 786.732355 = -243206.210115 nChanged 54 SP:Iteration 50Q (227.643069 sec): 3 clusters Score: Raw -244007.605524 + Penalty 786.732355 = -243220.873169 nChanged 51 SP:Iteration 51Q (227.685843 sec): 3 clusters Score: Raw -244021.420939 + Penalty 786.732355 = -243234.688585 nChanged 48 SP:Iteration 52Q (227.728211 sec): 3 clusters Score: Raw -244032.978434 + Penalty 786.732355 = -243246.246079 nChanged 43 SP:Iteration 53Q (227.773686 sec): 3 clusters Score: Raw -244043.063445 + Penalty 786.732355 = -243256.331091 nChanged 44 SP:Iteration 54Q (227.825426 sec): 3 clusters Score: Raw -244052.005873 + Penalty 786.732355 = -243265.273519 nChanged 43 SP:Iteration 55Q (227.861179 sec): 3 clusters Score: Raw -244060.644935 + Penalty 786.732355 = -243273.912581 nChanged 50 SP:Iteration 56Q (227.902629 sec): 3 clusters Score: Raw -244070.726143 + Penalty 786.732355 = -243283.993789 nChanged 44 SP:Iteration 57Q (227.954290 sec): 3 clusters Score: Raw -244079.630694 + Penalty 786.732355 = -243292.898340 nChanged 32 SP:Iteration 58Q (227.997023 sec): 3 clusters Score: Raw -244087.165004 + Penalty 786.732355 = -243300.432649 nChanged 31 SP:Iteration 59Q (228.043079 sec): 3 clusters Score: Raw -244093.536579 + Penalty 786.732355 = -243306.804224 nChanged 32 SP:Iteration 60F (228.077007 sec): 3 clusters Score: Raw -244101.629431 + Penalty 786.732355 = -243314.897077 nChanged 36 SP:Iteration 61Q (228.114174 sec): 3 clusters Score: Raw -244110.539870 + Penalty 786.732355 = -243323.807515 nChanged 41 SP:Iteration 62Q (228.159534 sec): 3 clusters Score: Raw -244120.045325 + Penalty 786.732355 = -243333.312971 nChanged 31 SP:Iteration 63Q (228.191286 sec): 3 clusters Score: Raw -244127.066151 + Penalty 786.732355 = -243340.333796 nChanged 33 SP:Iteration 64Q (228.234857 sec): 3 clusters Score: Raw -244132.210815 + Penalty 786.732355 = -243345.478461 nChanged 27 SP:Iteration 65Q (228.284820 sec): 3 clusters Score: Raw -244135.941984 + Penalty 786.732355 = -243349.209630 nChanged 22 SP:Iteration 66Q (228.339144 sec): 3 clusters Score: Raw -244139.288064 + Penalty 786.732355 = -243352.555710 nChanged 17 SP:Iteration 67Q (228.386221 sec): 3 clusters Score: Raw -244141.344974 + Penalty 786.732355 = -243354.612620 nChanged 14 SP:Iteration 68Q (228.445587 sec): 3 clusters Score: Raw -244142.697833 + Penalty 786.732355 = -243355.965479 nChanged 13 SP:Iteration 69Q (228.497371 sec): 3 clusters Score: Raw -244144.931256 + Penalty 786.732355 = -243358.198901 nChanged 12 SP:Iteration 70Q (228.534946 sec): 3 clusters Score: Raw -244147.800189 + Penalty 786.732355 = -243361.067834 nChanged 8 SP:Iteration 71Q (228.587109 sec): 3 clusters Score: Raw -244149.502346 + Penalty 786.732355 = -243362.769991 nChanged 14 SP:Iteration 72Q (228.628702 sec): 3 clusters Score: Raw -244151.532294 + Penalty 786.732355 = -243364.799939 nChanged 11 SP:Iteration 73Q (228.682094 sec): 3 clusters Score: Raw -244153.065934 + Penalty 786.732355 = -243366.333579 nChanged 8 SP:Iteration 74Q (228.731653 sec): 3 clusters Score: Raw -244153.652824 + Penalty 786.732355 = -243366.920470 nChanged 2 SP:Iteration 75Q (228.785922 sec): 3 clusters Score: Raw -244153.959436 + Penalty 786.732355 = -243367.227081 nChanged 2 SP:Iteration 76Q (228.832151 sec): 3 clusters Score: Raw -244154.357533 + Penalty 786.732355 = -243367.625178 nChanged 5 SP:Iteration 77Q (228.877975 sec): 3 clusters Score: Raw -244155.083872 + Penalty 786.732355 = -243368.351518 nChanged 5 SP:Iteration 78Q (228.935037 sec): 3 clusters Score: Raw -244155.574187 + Penalty 786.732355 = -243368.841832 nChanged 3 SP:Iteration 79Q (228.974163 sec): 3 clusters Score: Raw -244155.698044 + Penalty 786.732355 = -243368.965689 nChanged 2 SP:Iteration 80F (229.023966 sec): 3 clusters Score: Raw -244155.797061 + Penalty 786.732355 = -243369.064706 nChanged 1 SP:Iteration 81Q (229.085827 sec): 3 clusters Score: Raw -244155.878577 + Penalty 786.732355 = -243369.146222 nChanged 2 SP:Iteration 82Q (229.136427 sec): 3 clusters Score: Raw -244155.956987 + Penalty 786.732355 = -243369.224632 nChanged 2 SP:Iteration 83Q (229.186654 sec): 3 clusters Score: Raw -244156.151136 + Penalty 786.732355 = -243369.418782 nChanged 3 SP:Iteration 84Q (229.224796 sec): 3 clusters Score: Raw -244156.380436 + Penalty 786.732355 = -243369.648082 nChanged 1 SP:Iteration 85Q (229.276948 sec): 3 clusters Score: Raw -244156.461980 + Penalty 786.732355 = -243369.729626 nChanged 2 SP:Iteration 86Q (229.327995 sec): 3 clusters Score: Raw -244156.593291 + Penalty 786.732355 = -243369.860936 nChanged 2 SP:Iteration 87Q (229.381586 sec): 3 clusters Score: Raw -244156.765266 + Penalty 786.732355 = -243370.032912 nChanged 2 SP:Iteration 88Q (229.430062 sec): 3 clusters Score: Raw -244156.848422 + Penalty 786.732355 = -243370.116068 nChanged 2 SP:Iteration 89Q (229.483043 sec): 3 clusters Score: Raw -244156.890639 + Penalty 786.732355 = -243370.158284 nChanged 1 SP:Iteration 90Q (229.532750 sec): 3 clusters Score: Raw -244156.911251 + Penalty 786.732355 = -243370.178897 nChanged 0 SP:Iteration 91F (229.592363 sec): 3 clusters Score: Raw -244156.911251 + Penalty 786.732355 = -243370.178897 nChanged 0 Trying to split cluster 10 (1037 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (229.617625 sec): 2 clusters Score: Raw -42498.540929 + Penalty 315.955968 = -42182.584961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (229.659314 sec): 3 clusters Score: Raw -42021.658741 + Penalty 631.911936 = -41389.746806 nChanged 415 SP:Iteration 1F (229.712057 sec): 3 clusters Score: Raw -42298.985447 + Penalty 631.911936 = -41667.073511 nChanged 80 SP:Iteration 2F (229.765263 sec): 3 clusters Score: Raw -42368.794344 + Penalty 631.911936 = -41736.882408 nChanged 43 SP:Iteration 3Q (229.802755 sec): 3 clusters Score: Raw -42402.698092 + Penalty 631.911936 = -41770.786156 nChanged 33 SP:Iteration 4Q (229.860136 sec): 3 clusters Score: Raw -42425.096694 + Penalty 631.911936 = -41793.184758 nChanged 24 SP:Iteration 5Q (229.911381 sec): 3 clusters Score: Raw -42443.063283 + Penalty 631.911936 = -41811.151347 nChanged 21 SP:Iteration 6Q (229.954389 sec): 3 clusters Score: Raw -42454.890387 + Penalty 631.911936 = -41822.978451 nChanged 24 SP:Iteration 7Q (229.999884 sec): 3 clusters Score: Raw -42469.414479 + Penalty 631.911936 = -41837.502543 nChanged 16 SP:Iteration 8Q (230.044152 sec): 3 clusters Score: Raw -42479.331506 + Penalty 631.911936 = -41847.419570 nChanged 22 SP:Iteration 9Q (230.091880 sec): 3 clusters Score: Raw -42492.749419 + Penalty 631.911936 = -41860.837483 nChanged 19 SP:Iteration 10Q (230.133516 sec): 3 clusters Score: Raw -42505.159709 + Penalty 631.911936 = -41873.247773 nChanged 22 SP:Iteration 11Q (230.186483 sec): 3 clusters Score: Raw -42515.593690 + Penalty 631.911936 = -41883.681754 nChanged 16 SP:Iteration 12Q (230.230600 sec): 3 clusters Score: Raw -42524.452063 + Penalty 631.911936 = -41892.540127 nChanged 16 SP:Iteration 13Q (230.284300 sec): 3 clusters Score: Raw -42530.679695 + Penalty 631.911936 = -41898.767759 nChanged 8 SP:Iteration 14Q (230.331094 sec): 3 clusters Score: Raw -42532.798071 + Penalty 631.911936 = -41900.886135 nChanged 5 SP:Iteration 15Q (230.378770 sec): 3 clusters Score: Raw -42534.121590 + Penalty 631.911936 = -41902.209654 nChanged 2 SP:Iteration 16Q (230.421774 sec): 3 clusters Score: Raw -42535.043190 + Penalty 631.911936 = -41903.131255 nChanged 2 SP:Iteration 17Q (230.458251 sec): 3 clusters Score: Raw -42535.671306 + Penalty 631.911936 = -41903.759370 nChanged 1 SP:Iteration 18Q (230.517436 sec): 3 clusters Score: Raw -42536.006252 + Penalty 631.911936 = -41904.094316 nChanged 1 SP:Iteration 19Q (230.565636 sec): 3 clusters Score: Raw -42536.230427 + Penalty 631.911936 = -41904.318491 nChanged 0 SP:Iteration 20F (230.616627 sec): 3 clusters Score: Raw -42536.253523 + Penalty 631.911936 = -41904.341587 nChanged 1 SP:Iteration 21Q (230.663475 sec): 3 clusters Score: Raw -42537.541507 + Penalty 631.911936 = -41905.629571 nChanged 1 SP:Iteration 22Q (230.709671 sec): 3 clusters Score: Raw -42540.033038 + Penalty 631.911936 = -41908.121102 nChanged 8 SP:Iteration 23Q (230.765871 sec): 3 clusters Score: Raw -42547.271277 + Penalty 631.911936 = -41915.359341 nChanged 12 SP:Iteration 24Q (230.815224 sec): 3 clusters Score: Raw -42554.624560 + Penalty 631.911936 = -41922.712624 nChanged 10 SP:Iteration 25Q (230.865036 sec): 3 clusters Score: Raw -42560.192975 + Penalty 631.911936 = -41928.281040 nChanged 7 SP:Iteration 26Q (230.915539 sec): 3 clusters Score: Raw -42562.461420 + Penalty 631.911936 = -41930.549484 nChanged 1 SP:Iteration 27Q (230.964368 sec): 3 clusters Score: Raw -42562.877955 + Penalty 631.911936 = -41930.966019 nChanged 2 SP:Iteration 28Q (231.011576 sec): 3 clusters Score: Raw -42563.629776 + Penalty 631.911936 = -41931.717840 nChanged 1 SP:Iteration 29Q (231.053324 sec): 3 clusters Score: Raw -42563.919188 + Penalty 631.911936 = -41932.007252 nChanged 2 SP:Iteration 30Q (231.114114 sec): 3 clusters Score: Raw -42564.182779 + Penalty 631.911936 = -41932.270843 nChanged 0 SP:Iteration 31F (231.157885 sec): 3 clusters Score: Raw -42564.182779 + Penalty 631.911936 = -41932.270843 nChanged 0 Trying to split cluster 11 (1656 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (231.178691 sec): 2 clusters Score: Raw -72311.787169 + Penalty 337.253295 = -71974.533874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (231.225022 sec): 3 clusters Score: Raw -71404.333050 + Penalty 674.506590 = -70729.826460 nChanged 683 SP:Iteration 1F (231.260966 sec): 3 clusters Score: Raw -71812.981207 + Penalty 674.506590 = -71138.474616 nChanged 133 SP:Iteration 2F (231.309794 sec): 3 clusters Score: Raw -71921.677949 + Penalty 674.506590 = -71247.171359 nChanged 132 SP:Iteration 3F (231.355256 sec): 3 clusters Score: Raw -72041.147392 + Penalty 674.506590 = -71366.640801 nChanged 119 SP:Iteration 4F (231.400365 sec): 3 clusters Score: Raw -72149.639042 + Penalty 674.506590 = -71475.132452 nChanged 112 SP:Iteration 5F (231.438960 sec): 3 clusters Score: Raw -72248.972543 + Penalty 674.506590 = -71574.465952 nChanged 75 SP:Iteration 6Q (231.475992 sec): 3 clusters Score: Raw -72311.708831 + Penalty 674.506590 = -71637.202240 nChanged 57 SP:Iteration 7Q (231.531173 sec): 3 clusters Score: Raw -72351.718982 + Penalty 674.506590 = -71677.212392 nChanged 39 SP:Iteration 8Q (231.570569 sec): 3 clusters Score: Raw -72385.345552 + Penalty 674.506590 = -71710.838961 nChanged 24 SP:Iteration 9Q (231.629788 sec): 3 clusters Score: Raw -72399.814098 + Penalty 674.506590 = -71725.307508 nChanged 19 SP:Iteration 10Q (231.666030 sec): 3 clusters Score: Raw -72407.000227 + Penalty 674.506590 = -71732.493636 nChanged 14 SP:Iteration 11Q (231.707384 sec): 3 clusters Score: Raw -72413.962601 + Penalty 674.506590 = -71739.456011 nChanged 8 SP:Iteration 12Q (231.742853 sec): 3 clusters Score: Raw -72417.894621 + Penalty 674.506590 = -71743.388031 nChanged 10 SP:Iteration 13Q (231.777522 sec): 3 clusters Score: Raw -72423.334713 + Penalty 674.506590 = -71748.828123 nChanged 6 SP:Iteration 14Q (231.784344 sec): 3 clusters Score: Raw -72427.219341 + Penalty 674.506590 = -71752.712750 nChanged 4 SP:Iteration 15Q (231.789628 sec): 3 clusters Score: Raw -72428.797745 + Penalty 674.506590 = -71754.291155 nChanged 3 SP:Iteration 16Q (231.794629 sec): 3 clusters Score: Raw -72429.675764 + Penalty 674.506590 = -71755.169174 nChanged 3 SP:Iteration 17Q (231.834730 sec): 3 clusters Score: Raw -72430.858539 + Penalty 674.506590 = -71756.351948 nChanged 2 SP:Iteration 18Q (231.884112 sec): 3 clusters Score: Raw -72431.216317 + Penalty 674.506590 = -71756.709727 nChanged 3 SP:Iteration 19Q (231.935430 sec): 3 clusters Score: Raw -72431.663916 + Penalty 674.506590 = -71757.157326 nChanged 1 SP:Iteration 20F (231.986744 sec): 3 clusters Score: Raw -72431.745676 + Penalty 674.506590 = -71757.239085 nChanged 0 Trying to split cluster 12 (56284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (232.068144 sec): 2 clusters Score: Raw -2533888.176083 + Penalty 497.686534 = -2533390.489549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (232.169474 sec): 3 clusters Score: Raw -2496502.869502 + Penalty 995.373068 = -2495507.496434 nChanged 27254 SP:Iteration 1F (232.263763 sec): 3 clusters Score: Raw -2513433.529013 + Penalty 995.373068 = -2512438.155945 nChanged 3380 SP:Iteration 2F (232.358254 sec): 3 clusters Score: Raw -2515386.996702 + Penalty 995.373068 = -2514391.623635 nChanged 3745 SP:Iteration 3F (232.451857 sec): 3 clusters Score: Raw -2517713.554712 + Penalty 995.373068 = -2516718.181644 nChanged 3593 SP:Iteration 4F (232.549754 sec): 3 clusters Score: Raw -2519826.437148 + Penalty 995.373068 = -2518831.064080 nChanged 3061 SP:Iteration 5F (232.642879 sec): 3 clusters Score: Raw -2521361.379612 + Penalty 995.373068 = -2520366.006544 nChanged 2571 SP:Iteration 6Q (232.740483 sec): 3 clusters Score: Raw -2522489.653503 + Penalty 995.373068 = -2521494.280435 nChanged 2246 SP:Iteration 7Q (232.836300 sec): 3 clusters Score: Raw -2523361.717025 + Penalty 995.373068 = -2522366.343957 nChanged 2022 SP:Iteration 8Q (232.929497 sec): 3 clusters Score: Raw -2524133.164144 + Penalty 995.373068 = -2523137.791076 nChanged 1861 SP:Iteration 9Q (233.038248 sec): 3 clusters Score: Raw -2524860.811332 + Penalty 995.373068 = -2523865.438264 nChanged 1817 SP:Iteration 10Q (233.142075 sec): 3 clusters Score: Raw -2525568.387940 + Penalty 995.373068 = -2524573.014872 nChanged 1710 SP:Iteration 11Q (233.238422 sec): 3 clusters Score: Raw -2526258.247161 + Penalty 995.373068 = -2525262.874093 nChanged 1782 SP:Iteration 12Q (233.333596 sec): 3 clusters Score: Raw -2527000.561702 + Penalty 995.373068 = -2526005.188634 nChanged 1754 SP:Iteration 13Q (233.433595 sec): 3 clusters Score: Raw -2527767.921606 + Penalty 995.373068 = -2526772.548538 nChanged 1777 SP:Iteration 14Q (233.517729 sec): 3 clusters Score: Raw -2528617.424147 + Penalty 995.373068 = -2527622.051079 nChanged 1833 SP:Iteration 15Q (233.619875 sec): 3 clusters Score: Raw -2529575.717504 + Penalty 995.373068 = -2528580.344436 nChanged 1775 SP:Iteration 16Q (233.709045 sec): 3 clusters Score: Raw -2530571.966175 + Penalty 995.373068 = -2529576.593107 nChanged 1590 SP:Iteration 17Q (233.821315 sec): 3 clusters Score: Raw -2531493.957901 + Penalty 995.373068 = -2530498.584833 nChanged 1316 SP:Iteration 18Q (233.904843 sec): 3 clusters Score: Raw -2532262.213171 + Penalty 995.373068 = -2531266.840103 nChanged 1023 SP:Iteration 19Q (234.000637 sec): 3 clusters Score: Raw -2532846.168935 + Penalty 995.373068 = -2531850.795867 nChanged 724 SP:Iteration 20F (234.089656 sec): 3 clusters Score: Raw -2533239.255711 + Penalty 995.373068 = -2532243.882643 nChanged 525 SP:Iteration 21Q (234.173632 sec): 3 clusters Score: Raw -2533523.204045 + Penalty 995.373068 = -2532527.830978 nChanged 357 SP:Iteration 22Q (234.257968 sec): 3 clusters Score: Raw -2533718.776723 + Penalty 995.373068 = -2532723.403655 nChanged 211 SP:Iteration 23Q (234.346894 sec): 3 clusters Score: Raw -2533835.046791 + Penalty 995.373068 = -2532839.673723 nChanged 162 SP:Iteration 24Q (234.440455 sec): 3 clusters Score: Raw -2533916.882910 + Penalty 995.373068 = -2532921.509842 nChanged 107 SP:Iteration 25Q (234.531108 sec): 3 clusters Score: Raw -2533974.883495 + Penalty 995.373068 = -2532979.510427 nChanged 90 SP:Iteration 26Q (234.622302 sec): 3 clusters Score: Raw -2534023.627651 + Penalty 995.373068 = -2533028.254583 nChanged 70 SP:Iteration 27Q (234.708073 sec): 3 clusters Score: Raw -2534065.266266 + Penalty 995.373068 = -2533069.893198 nChanged 56 SP:Iteration 28Q (234.796765 sec): 3 clusters Score: Raw -2534096.045028 + Penalty 995.373068 = -2533100.671960 nChanged 42 SP:Iteration 29Q (234.878624 sec): 3 clusters Score: Raw -2534114.879515 + Penalty 995.373068 = -2533119.506447 nChanged 35 SP:Iteration 30Q (234.967907 sec): 3 clusters Score: Raw -2534130.996469 + Penalty 995.373068 = -2533135.623401 nChanged 22 SP:Iteration 31Q (235.059293 sec): 3 clusters Score: Raw -2534141.027467 + Penalty 995.373068 = -2533145.654399 nChanged 14 SP:Iteration 32Q (235.148538 sec): 3 clusters Score: Raw -2534146.796489 + Penalty 995.373068 = -2533151.423422 nChanged 10 SP:Iteration 33Q (235.243995 sec): 3 clusters Score: Raw -2534150.786603 + Penalty 995.373068 = -2533155.413535 nChanged 11 SP:Iteration 34Q (235.336632 sec): 3 clusters Score: Raw -2534153.956112 + Penalty 995.373068 = -2533158.583044 nChanged 10 SP:Iteration 35Q (235.424363 sec): 3 clusters Score: Raw -2534156.177640 + Penalty 995.373068 = -2533160.804572 nChanged 5 SP:Iteration 36Q (235.511606 sec): 3 clusters Score: Raw -2534157.123499 + Penalty 995.373068 = -2533161.750431 nChanged 4 SP:Iteration 37Q (235.608220 sec): 3 clusters Score: Raw -2534158.654674 + Penalty 995.373068 = -2533163.281606 nChanged 5 SP:Iteration 38Q (235.708119 sec): 3 clusters Score: Raw -2534159.953720 + Penalty 995.373068 = -2533164.580653 nChanged 2 SP:Iteration 39Q (235.786041 sec): 3 clusters Score: Raw -2534160.239984 + Penalty 995.373068 = -2533164.866916 nChanged 1 SP:Iteration 40F (235.872920 sec): 3 clusters Score: Raw -2534160.365251 + Penalty 995.373068 = -2533164.992183 nChanged 1 SP:Iteration 41Q (235.964050 sec): 3 clusters Score: Raw -2534160.611461 + Penalty 995.373068 = -2533165.238394 nChanged 2 SP:Iteration 42Q (236.043568 sec): 3 clusters Score: Raw -2534161.329283 + Penalty 995.373068 = -2533165.956215 nChanged 4 SP:Iteration 43Q (236.118545 sec): 3 clusters Score: Raw -2534162.955162 + Penalty 995.373068 = -2533167.582094 nChanged 4 SP:Iteration 44Q (236.210903 sec): 3 clusters Score: Raw -2534165.305093 + Penalty 995.373068 = -2533169.932025 nChanged 6 SP:Iteration 45Q (236.299860 sec): 3 clusters Score: Raw -2534167.555439 + Penalty 995.373068 = -2533172.182371 nChanged 2 SP:Iteration 46Q (236.374369 sec): 3 clusters Score: Raw -2534168.248315 + Penalty 995.373068 = -2533172.875247 nChanged 1 SP:Iteration 47Q (236.466617 sec): 3 clusters Score: Raw -2534168.366636 + Penalty 995.373068 = -2533172.993568 nChanged 1 SP:Iteration 48Q (236.558954 sec): 3 clusters Score: Raw -2534168.529251 + Penalty 995.373068 = -2533173.156184 nChanged 0 SP:Iteration 49F (236.656721 sec): 3 clusters Score: Raw -2534168.529251 + Penalty 995.373068 = -2533173.156184 nChanged 0 Trying to split cluster 13 (5948 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (236.686044 sec): 2 clusters Score: Raw -263390.550821 + Penalty 395.431869 = -262995.118952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (236.739560 sec): 3 clusters Score: Raw -259867.829594 + Penalty 790.863738 = -259076.965856 nChanged 2676 SP:Iteration 1F (236.791063 sec): 3 clusters Score: Raw -261444.759233 + Penalty 790.863738 = -260653.895495 nChanged 388 SP:Iteration 2F (236.833984 sec): 3 clusters Score: Raw -261693.194887 + Penalty 790.863738 = -260902.331149 nChanged 386 SP:Iteration 3F (236.883784 sec): 3 clusters Score: Raw -261943.323561 + Penalty 790.863738 = -261152.459823 nChanged 362 SP:Iteration 4F (236.939158 sec): 3 clusters Score: Raw -262175.754485 + Penalty 790.863738 = -261384.890747 nChanged 316 SP:Iteration 5F (236.987478 sec): 3 clusters Score: Raw -262381.143260 + Penalty 790.863738 = -261590.279522 nChanged 277 SP:Iteration 6Q (237.035193 sec): 3 clusters Score: Raw -262563.705918 + Penalty 790.863738 = -261772.842180 nChanged 228 SP:Iteration 7Q (237.076992 sec): 3 clusters Score: Raw -262689.364111 + Penalty 790.863738 = -261898.500373 nChanged 172 SP:Iteration 8Q (237.124639 sec): 3 clusters Score: Raw -262760.909777 + Penalty 790.863738 = -261970.046039 nChanged 124 SP:Iteration 9Q (237.171637 sec): 3 clusters Score: Raw -262802.765510 + Penalty 790.863738 = -262011.901773 nChanged 97 SP:Iteration 10Q (237.221941 sec): 3 clusters Score: Raw -262833.900745 + Penalty 790.863738 = -262043.037007 nChanged 86 SP:Iteration 11Q (237.273999 sec): 3 clusters Score: Raw -262858.046091 + Penalty 790.863738 = -262067.182353 nChanged 65 SP:Iteration 12Q (237.326653 sec): 3 clusters Score: Raw -262877.344287 + Penalty 790.863738 = -262086.480549 nChanged 71 SP:Iteration 13Q (237.365320 sec): 3 clusters Score: Raw -262897.765347 + Penalty 790.863738 = -262106.901609 nChanged 76 SP:Iteration 14Q (237.419571 sec): 3 clusters Score: Raw -262918.416233 + Penalty 790.863738 = -262127.552495 nChanged 65 SP:Iteration 15Q (237.469835 sec): 3 clusters Score: Raw -262933.854838 + Penalty 790.863738 = -262142.991100 nChanged 60 SP:Iteration 16Q (237.518696 sec): 3 clusters Score: Raw -262950.625760 + Penalty 790.863738 = -262159.762022 nChanged 53 SP:Iteration 17Q (237.571692 sec): 3 clusters Score: Raw -262964.962651 + Penalty 790.863738 = -262174.098913 nChanged 59 SP:Iteration 18Q (237.621652 sec): 3 clusters Score: Raw -262984.695019 + Penalty 790.863738 = -262193.831281 nChanged 65 SP:Iteration 19Q (237.666867 sec): 3 clusters Score: Raw -263007.631068 + Penalty 790.863738 = -262216.767330 nChanged 68 SP:Iteration 20F (237.725325 sec): 3 clusters Score: Raw -263032.667097 + Penalty 790.863738 = -262241.803359 nChanged 61 SP:Iteration 21Q (237.781988 sec): 3 clusters Score: Raw -263054.770264 + Penalty 790.863738 = -262263.906526 nChanged 48 SP:Iteration 22Q (237.823928 sec): 3 clusters Score: Raw -263069.975366 + Penalty 790.863738 = -262279.111628 nChanged 49 SP:Iteration 23Q (237.886446 sec): 3 clusters Score: Raw -263086.366696 + Penalty 790.863738 = -262295.502958 nChanged 50 SP:Iteration 24Q (237.939784 sec): 3 clusters Score: Raw -263104.951906 + Penalty 790.863738 = -262314.088168 nChanged 55 SP:Iteration 25Q (237.981370 sec): 3 clusters Score: Raw -263127.311732 + Penalty 790.863738 = -262336.447994 nChanged 61 SP:Iteration 26Q (238.046196 sec): 3 clusters Score: Raw -263148.659178 + Penalty 790.863738 = -262357.795440 nChanged 55 SP:Iteration 27Q (238.080718 sec): 3 clusters Score: Raw -263168.015587 + Penalty 790.863738 = -262377.151849 nChanged 64 SP:Iteration 28Q (238.131023 sec): 3 clusters Score: Raw -263195.194630 + Penalty 790.863738 = -262404.330892 nChanged 57 SP:Iteration 29Q (238.187158 sec): 3 clusters Score: Raw -263218.326463 + Penalty 790.863738 = -262427.462725 nChanged 54 SP:Iteration 30Q (238.235761 sec): 3 clusters Score: Raw -263240.927748 + Penalty 790.863738 = -262450.064010 nChanged 58 SP:Iteration 31Q (238.283166 sec): 3 clusters Score: Raw -263266.484618 + Penalty 790.863738 = -262475.620880 nChanged 43 SP:Iteration 32Q (238.330446 sec): 3 clusters Score: Raw -263286.335406 + Penalty 790.863738 = -262495.471668 nChanged 44 SP:Iteration 33Q (238.391171 sec): 3 clusters Score: Raw -263308.885812 + Penalty 790.863738 = -262518.022074 nChanged 38 SP:Iteration 34Q (238.439104 sec): 3 clusters Score: Raw -263328.156220 + Penalty 790.863738 = -262537.292482 nChanged 27 SP:Iteration 35Q (238.476427 sec): 3 clusters Score: Raw -263341.196125 + Penalty 790.863738 = -262550.332387 nChanged 32 SP:Iteration 36Q (238.527974 sec): 3 clusters Score: Raw -263355.456355 + Penalty 790.863738 = -262564.592617 nChanged 31 SP:Iteration 37Q (238.581832 sec): 3 clusters Score: Raw -263371.880509 + Penalty 790.863738 = -262581.016771 nChanged 27 SP:Iteration 38Q (238.629597 sec): 3 clusters Score: Raw -263385.116980 + Penalty 790.863738 = -262594.253242 nChanged 24 SP:Iteration 39Q (238.677290 sec): 3 clusters Score: Raw -263394.572505 + Penalty 790.863738 = -262603.708767 nChanged 18 SP:Iteration 40F (238.726048 sec): 3 clusters Score: Raw -263400.504910 + Penalty 790.863738 = -262609.641172 nChanged 13 SP:Iteration 41Q (238.774142 sec): 3 clusters Score: Raw -263404.375971 + Penalty 790.863738 = -262613.512233 nChanged 13 SP:Iteration 42Q (238.827792 sec): 3 clusters Score: Raw -263408.040200 + Penalty 790.863738 = -262617.176462 nChanged 12 SP:Iteration 43Q (238.877168 sec): 3 clusters Score: Raw -263411.879562 + Penalty 790.863738 = -262621.015824 nChanged 5 SP:Iteration 44Q (238.927934 sec): 3 clusters Score: Raw -263413.348849 + Penalty 790.863738 = -262622.485111 nChanged 9 SP:Iteration 45Q (238.976054 sec): 3 clusters Score: Raw -263416.387567 + Penalty 790.863738 = -262625.523829 nChanged 6 SP:Iteration 46Q (239.023287 sec): 3 clusters Score: Raw -263418.119811 + Penalty 790.863738 = -262627.256073 nChanged 5 SP:Iteration 47Q (239.083803 sec): 3 clusters Score: Raw -263419.121335 + Penalty 790.863738 = -262628.257597 nChanged 0 SP:Iteration 48F (239.134372 sec): 3 clusters Score: Raw -263419.121335 + Penalty 790.863738 = -262628.257597 nChanged 0 Trying to split cluster 14 (4380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (239.157195 sec): 2 clusters Score: Raw -190277.807782 + Penalty 381.508582 = -189896.299200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (239.204039 sec): 3 clusters Score: Raw -187650.324992 + Penalty 763.017164 = -186887.307828 nChanged 1994 SP:Iteration 1F (239.256151 sec): 3 clusters Score: Raw -188770.239713 + Penalty 763.017164 = -188007.222548 nChanged 290 SP:Iteration 2F (239.320352 sec): 3 clusters Score: Raw -188920.444633 + Penalty 763.017164 = -188157.427469 nChanged 252 SP:Iteration 3F (239.367315 sec): 3 clusters Score: Raw -189058.870540 + Penalty 763.017164 = -188295.853375 nChanged 229 SP:Iteration 4F (239.407239 sec): 3 clusters Score: Raw -189206.250208 + Penalty 763.017164 = -188443.233044 nChanged 241 SP:Iteration 5F (239.454251 sec): 3 clusters Score: Raw -189386.694625 + Penalty 763.017164 = -188623.677461 nChanged 241 SP:Iteration 6F (239.501134 sec): 3 clusters Score: Raw -189552.312720 + Penalty 763.017164 = -188789.295556 nChanged 226 SP:Iteration 7F (239.555015 sec): 3 clusters Score: Raw -189718.252307 + Penalty 763.017164 = -188955.235142 nChanged 207 SP:Iteration 8Q (239.612093 sec): 3 clusters Score: Raw -189867.483826 + Penalty 763.017164 = -189104.466662 nChanged 180 SP:Iteration 9Q (239.661624 sec): 3 clusters Score: Raw -190015.794413 + Penalty 763.017164 = -189252.777249 nChanged 137 SP:Iteration 10Q (239.708275 sec): 3 clusters Score: Raw -190130.102874 + Penalty 763.017164 = -189367.085710 nChanged 98 SP:Iteration 11Q (239.754703 sec): 3 clusters Score: Raw -190213.319296 + Penalty 763.017164 = -189450.302131 nChanged 50 SP:Iteration 12Q (239.801028 sec): 3 clusters Score: Raw -190257.653046 + Penalty 763.017164 = -189494.635881 nChanged 27 SP:Iteration 13Q (239.837686 sec): 3 clusters Score: Raw -190284.357545 + Penalty 763.017164 = -189521.340380 nChanged 19 SP:Iteration 14Q (239.889302 sec): 3 clusters Score: Raw -190304.010606 + Penalty 763.017164 = -189540.993442 nChanged 16 SP:Iteration 15Q (239.950888 sec): 3 clusters Score: Raw -190331.782929 + Penalty 763.017164 = -189568.765765 nChanged 14 SP:Iteration 16Q (239.996149 sec): 3 clusters Score: Raw -190347.842970 + Penalty 763.017164 = -189584.825805 nChanged 7 SP:Iteration 17Q (240.040315 sec): 3 clusters Score: Raw -190356.349075 + Penalty 763.017164 = -189593.331911 nChanged 3 SP:Iteration 18Q (240.088613 sec): 3 clusters Score: Raw -190358.013083 + Penalty 763.017164 = -189594.995919 nChanged 1 SP:Iteration 19Q (240.126148 sec): 3 clusters Score: Raw -190358.705120 + Penalty 763.017164 = -189595.687956 nChanged 1 SP:Iteration 20F (240.178434 sec): 3 clusters Score: Raw -190359.020474 + Penalty 763.017164 = -189596.003310 nChanged 0 Trying to split cluster 15 (554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (240.204829 sec): 2 clusters Score: Raw -22201.635486 + Penalty 287.430993 = -21914.204493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (240.252569 sec): 3 clusters Score: Raw -22005.957932 + Penalty 574.861986 = -21431.095945 nChanged 179 SP:Iteration 1F (240.301932 sec): 3 clusters Score: Raw -22181.822854 + Penalty 574.861986 = -21606.960867 nChanged 43 SP:Iteration 2F (240.352429 sec): 3 clusters Score: Raw -22220.333500 + Penalty 574.861986 = -21645.471514 nChanged 21 SP:Iteration 3Q (240.390941 sec): 3 clusters Score: Raw -22236.700964 + Penalty 574.861986 = -21661.838977 nChanged 14 SP:Iteration 4Q (240.423449 sec): 3 clusters Score: Raw -22245.267664 + Penalty 574.861986 = -21670.405677 nChanged 12 SP:Iteration 5Q (240.455683 sec): 3 clusters Score: Raw -22251.861419 + Penalty 574.861986 = -21676.999433 nChanged 6 SP:Iteration 6Q (240.497876 sec): 3 clusters Score: Raw -22254.918148 + Penalty 574.861986 = -21680.056162 nChanged 1 SP:Iteration 7Q (240.529554 sec): 3 clusters Score: Raw -22255.137895 + Penalty 574.861986 = -21680.275909 nChanged 1 SP:Iteration 8Q (240.547859 sec): 3 clusters Score: Raw -22255.349485 + Penalty 574.861986 = -21680.487499 nChanged 0 SP:Iteration 9F (240.594850 sec): 3 clusters Score: Raw -22255.349485 + Penalty 574.861986 = -21680.487499 nChanged 0 Trying to split cluster 16 (5886 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (240.623944 sec): 2 clusters Score: Raw -231075.552819 + Penalty 394.955103 = -230680.597717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (240.685311 sec): 3 clusters Score: Raw -227481.490793 + Penalty 789.910206 = -226691.580588 nChanged 2703 SP:Iteration 1F (240.732858 sec): 3 clusters Score: Raw -229007.270200 + Penalty 789.910206 = -228217.359994 nChanged 375 SP:Iteration 2F (240.785902 sec): 3 clusters Score: Raw -229165.646683 + Penalty 789.910206 = -228375.736478 nChanged 340 SP:Iteration 3F (240.838341 sec): 3 clusters Score: Raw -229334.703418 + Penalty 789.910206 = -228544.793213 nChanged 351 SP:Iteration 4F (240.887696 sec): 3 clusters Score: Raw -229527.714948 + Penalty 789.910206 = -228737.804742 nChanged 331 SP:Iteration 5F (240.935797 sec): 3 clusters Score: Raw -229698.994066 + Penalty 789.910206 = -228909.083861 nChanged 301 SP:Iteration 6F (240.986197 sec): 3 clusters Score: Raw -229870.938827 + Penalty 789.910206 = -229081.028622 nChanged 265 SP:Iteration 7Q (241.038995 sec): 3 clusters Score: Raw -230035.212271 + Penalty 789.910206 = -229245.302066 nChanged 260 SP:Iteration 8Q (241.096444 sec): 3 clusters Score: Raw -230221.754503 + Penalty 789.910206 = -229431.844297 nChanged 263 SP:Iteration 9Q (241.134933 sec): 3 clusters Score: Raw -230423.979202 + Penalty 789.910206 = -229634.068997 nChanged 266 SP:Iteration 10Q (241.169089 sec): 3 clusters Score: Raw -230597.059876 + Penalty 789.910206 = -229807.149670 nChanged 224 SP:Iteration 11Q (241.225016 sec): 3 clusters Score: Raw -230713.677768 + Penalty 789.910206 = -229923.767563 nChanged 163 SP:Iteration 12Q (241.262537 sec): 3 clusters Score: Raw -230786.714550 + Penalty 789.910206 = -229996.804344 nChanged 135 SP:Iteration 13Q (241.308048 sec): 3 clusters Score: Raw -230829.166822 + Penalty 789.910206 = -230039.256616 nChanged 103 SP:Iteration 14Q (241.355759 sec): 3 clusters Score: Raw -230855.535106 + Penalty 789.910206 = -230065.624900 nChanged 65 SP:Iteration 15Q (241.399973 sec): 3 clusters Score: Raw -230868.099199 + Penalty 789.910206 = -230078.188993 nChanged 43 SP:Iteration 16Q (241.453419 sec): 3 clusters Score: Raw -230874.815121 + Penalty 789.910206 = -230084.904916 nChanged 33 SP:Iteration 17Q (241.508238 sec): 3 clusters Score: Raw -230881.513249 + Penalty 789.910206 = -230091.603043 nChanged 26 SP:Iteration 18Q (241.557243 sec): 3 clusters Score: Raw -230886.612295 + Penalty 789.910206 = -230096.702090 nChanged 31 SP:Iteration 19Q (241.599059 sec): 3 clusters Score: Raw -230892.150631 + Penalty 789.910206 = -230102.240426 nChanged 30 SP:Iteration 20F (241.647482 sec): 3 clusters Score: Raw -230896.541963 + Penalty 789.910206 = -230106.631758 nChanged 29 SP:Iteration 21Q (241.696076 sec): 3 clusters Score: Raw -230901.118171 + Penalty 789.910206 = -230111.207966 nChanged 33 SP:Iteration 22Q (241.748136 sec): 3 clusters Score: Raw -230905.907521 + Penalty 789.910206 = -230115.997315 nChanged 28 SP:Iteration 23Q (241.793301 sec): 3 clusters Score: Raw -230908.363564 + Penalty 789.910206 = -230118.453359 nChanged 17 SP:Iteration 24Q (241.844547 sec): 3 clusters Score: Raw -230910.163053 + Penalty 789.910206 = -230120.252847 nChanged 14 SP:Iteration 25Q (241.889157 sec): 3 clusters Score: Raw -230911.603358 + Penalty 789.910206 = -230121.693153 nChanged 16 SP:Iteration 26Q (241.949916 sec): 3 clusters Score: Raw -230913.841229 + Penalty 789.910206 = -230123.931024 nChanged 15 SP:Iteration 27Q (241.998727 sec): 3 clusters Score: Raw -230915.906617 + Penalty 789.910206 = -230125.996411 nChanged 15 SP:Iteration 28Q (242.034138 sec): 3 clusters Score: Raw -230917.680573 + Penalty 789.910206 = -230127.770368 nChanged 19 SP:Iteration 29Q (242.085334 sec): 3 clusters Score: Raw -230919.519155 + Penalty 789.910206 = -230129.608950 nChanged 13 SP:Iteration 30Q (242.125586 sec): 3 clusters Score: Raw -230920.996203 + Penalty 789.910206 = -230131.085997 nChanged 16 SP:Iteration 31Q (242.173855 sec): 3 clusters Score: Raw -230922.597360 + Penalty 789.910206 = -230132.687155 nChanged 13 SP:Iteration 32Q (242.216707 sec): 3 clusters Score: Raw -230924.383482 + Penalty 789.910206 = -230134.473277 nChanged 17 SP:Iteration 33Q (242.254540 sec): 3 clusters Score: Raw -230926.383481 + Penalty 789.910206 = -230136.473275 nChanged 15 SP:Iteration 34Q (242.287787 sec): 3 clusters Score: Raw -230927.770430 + Penalty 789.910206 = -230137.860225 nChanged 7 SP:Iteration 35Q (242.326690 sec): 3 clusters Score: Raw -230928.244237 + Penalty 789.910206 = -230138.334032 nChanged 7 SP:Iteration 36Q (242.364375 sec): 3 clusters Score: Raw -230929.105684 + Penalty 789.910206 = -230139.195479 nChanged 8 SP:Iteration 37Q (242.405369 sec): 3 clusters Score: Raw -230929.654558 + Penalty 789.910206 = -230139.744352 nChanged 1 SP:Iteration 38Q (242.446807 sec): 3 clusters Score: Raw -230929.702690 + Penalty 789.910206 = -230139.792484 nChanged 1 SP:Iteration 39Q (242.489418 sec): 3 clusters Score: Raw -230929.721178 + Penalty 789.910206 = -230139.810972 nChanged 2 SP:Iteration 40F (242.527330 sec): 3 clusters Score: Raw -230929.806437 + Penalty 789.910206 = -230139.896231 nChanged 0 Trying to split cluster 17 (4640 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (242.547447 sec): 2 clusters Score: Raw -203902.152011 + Penalty 384.132369 = -203518.019642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (242.592319 sec): 3 clusters Score: Raw -201138.109573 + Penalty 768.264738 = -200369.844836 nChanged 2072 SP:Iteration 1F (242.619596 sec): 3 clusters Score: Raw -202328.171918 + Penalty 768.264738 = -201559.907180 nChanged 276 SP:Iteration 2F (242.652035 sec): 3 clusters Score: Raw -202435.561505 + Penalty 768.264738 = -201667.296768 nChanged 220 SP:Iteration 3Q (242.679403 sec): 3 clusters Score: Raw -202535.341236 + Penalty 768.264738 = -201767.076498 nChanged 227 SP:Iteration 4Q (242.723240 sec): 3 clusters Score: Raw -202639.567913 + Penalty 768.264738 = -201871.303176 nChanged 221 SP:Iteration 5Q (242.774683 sec): 3 clusters Score: Raw -202768.597419 + Penalty 768.264738 = -202000.332681 nChanged 222 SP:Iteration 6Q (242.816178 sec): 3 clusters Score: Raw -202940.314505 + Penalty 768.264738 = -202172.049767 nChanged 221 SP:Iteration 7Q (242.860593 sec): 3 clusters Score: Raw -203109.503414 + Penalty 768.264738 = -202341.238677 nChanged 178 SP:Iteration 8Q (242.915429 sec): 3 clusters Score: Raw -203263.338855 + Penalty 768.264738 = -202495.074118 nChanged 161 SP:Iteration 9Q (242.963790 sec): 3 clusters Score: Raw -203373.769890 + Penalty 768.264738 = -202605.505152 nChanged 114 SP:Iteration 10Q (243.010174 sec): 3 clusters Score: Raw -203448.317511 + Penalty 768.264738 = -202680.052774 nChanged 112 SP:Iteration 11Q (243.056295 sec): 3 clusters Score: Raw -203512.625634 + Penalty 768.264738 = -202744.360896 nChanged 107 SP:Iteration 12Q (243.102445 sec): 3 clusters Score: Raw -203567.284262 + Penalty 768.264738 = -202799.019524 nChanged 81 SP:Iteration 13Q (243.149033 sec): 3 clusters Score: Raw -203620.972237 + Penalty 768.264738 = -202852.707499 nChanged 99 SP:Iteration 14Q (243.194588 sec): 3 clusters Score: Raw -203694.602839 + Penalty 768.264738 = -202926.338102 nChanged 80 SP:Iteration 15Q (243.241149 sec): 3 clusters Score: Raw -203744.361850 + Penalty 768.264738 = -202976.097113 nChanged 53 SP:Iteration 16Q (243.277221 sec): 3 clusters Score: Raw -203778.054187 + Penalty 768.264738 = -203009.789449 nChanged 49 SP:Iteration 17Q (243.328807 sec): 3 clusters Score: Raw -203806.228469 + Penalty 768.264738 = -203037.963731 nChanged 36 SP:Iteration 18Q (243.368185 sec): 3 clusters Score: Raw -203828.018290 + Penalty 768.264738 = -203059.753552 nChanged 30 SP:Iteration 19Q (243.421845 sec): 3 clusters Score: Raw -203843.493377 + Penalty 768.264738 = -203075.228639 nChanged 26 SP:Iteration 20F (243.471633 sec): 3 clusters Score: Raw -203860.295741 + Penalty 768.264738 = -203092.031003 nChanged 23 SP:Iteration 21Q (243.516923 sec): 3 clusters Score: Raw -203878.651776 + Penalty 768.264738 = -203110.387039 nChanged 23 SP:Iteration 22Q (243.563268 sec): 3 clusters Score: Raw -203894.336079 + Penalty 768.264738 = -203126.071342 nChanged 15 SP:Iteration 23Q (243.608210 sec): 3 clusters Score: Raw -203907.364022 + Penalty 768.264738 = -203139.099284 nChanged 16 SP:Iteration 24Q (243.646717 sec): 3 clusters Score: Raw -203917.542492 + Penalty 768.264738 = -203149.277754 nChanged 11 SP:Iteration 25Q (243.699914 sec): 3 clusters Score: Raw -203924.857178 + Penalty 768.264738 = -203156.592440 nChanged 13 SP:Iteration 26Q (243.736056 sec): 3 clusters Score: Raw -203933.128599 + Penalty 768.264738 = -203164.863861 nChanged 9 SP:Iteration 27Q (243.782030 sec): 3 clusters Score: Raw -203939.485182 + Penalty 768.264738 = -203171.220444 nChanged 13 SP:Iteration 28Q (243.825778 sec): 3 clusters Score: Raw -203949.239991 + Penalty 768.264738 = -203180.975253 nChanged 8 SP:Iteration 29Q (243.882915 sec): 3 clusters Score: Raw -203954.241042 + Penalty 768.264738 = -203185.976304 nChanged 6 SP:Iteration 30Q (243.923548 sec): 3 clusters Score: Raw -203956.227112 + Penalty 768.264738 = -203187.962374 nChanged 2 SP:Iteration 31Q (243.970423 sec): 3 clusters Score: Raw -203956.721280 + Penalty 768.264738 = -203188.456543 nChanged 1 SP:Iteration 32Q (244.019156 sec): 3 clusters Score: Raw -203957.330849 + Penalty 768.264738 = -203189.066112 nChanged 3 SP:Iteration 33Q (244.073095 sec): 3 clusters Score: Raw -203958.734895 + Penalty 768.264738 = -203190.470158 nChanged 4 SP:Iteration 34Q (244.118101 sec): 3 clusters Score: Raw -203960.766184 + Penalty 768.264738 = -203192.501446 nChanged 2 SP:Iteration 35Q (244.165513 sec): 3 clusters Score: Raw -203961.767045 + Penalty 768.264738 = -203193.502307 nChanged 1 SP:Iteration 36Q (244.213836 sec): 3 clusters Score: Raw -203962.469055 + Penalty 768.264738 = -203194.204317 nChanged 3 SP:Iteration 37Q (244.258166 sec): 3 clusters Score: Raw -203963.725875 + Penalty 768.264738 = -203195.461137 nChanged 2 SP:Iteration 38Q (244.291301 sec): 3 clusters Score: Raw -203964.706104 + Penalty 768.264738 = -203196.441366 nChanged 1 SP:Iteration 39Q (244.347128 sec): 3 clusters Score: Raw -203964.987846 + Penalty 768.264738 = -203196.723108 nChanged 2 SP:Iteration 40F (244.394379 sec): 3 clusters Score: Raw -203966.015652 + Penalty 768.264738 = -203197.750914 nChanged 4 SP:Iteration 41Q (244.426121 sec): 3 clusters Score: Raw -203969.779908 + Penalty 768.264738 = -203201.515170 nChanged 4 SP:Iteration 42Q (244.472751 sec): 3 clusters Score: Raw -203973.697746 + Penalty 768.264738 = -203205.433009 nChanged 2 SP:Iteration 43Q (244.527298 sec): 3 clusters Score: Raw -203974.741986 + Penalty 768.264738 = -203206.477248 nChanged 1 SP:Iteration 44Q (244.571786 sec): 3 clusters Score: Raw -203975.967773 + Penalty 768.264738 = -203207.703035 nChanged 1 SP:Iteration 45Q (244.610178 sec): 3 clusters Score: Raw -203976.352240 + Penalty 768.264738 = -203208.087502 nChanged 0 SP:Iteration 46F (244.645536 sec): 3 clusters Score: Raw -203976.352240 + Penalty 768.264738 = -203208.087502 nChanged 0 Trying to split cluster 18 (10207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (244.677076 sec): 2 clusters Score: Raw -444337.284309 + Penalty 420.002721 = -443917.281588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (244.725173 sec): 3 clusters Score: Raw -438028.296806 + Penalty 840.005442 = -437188.291364 nChanged 4667 SP:Iteration 1F (244.776854 sec): 3 clusters Score: Raw -440656.265783 + Penalty 840.005442 = -439816.260341 nChanged 590 SP:Iteration 2F (244.843328 sec): 3 clusters Score: Raw -440952.383556 + Penalty 840.005442 = -440112.378113 nChanged 615 SP:Iteration 3F (244.893987 sec): 3 clusters Score: Raw -441299.758118 + Penalty 840.005442 = -440459.752675 nChanged 587 SP:Iteration 4F (244.949346 sec): 3 clusters Score: Raw -441654.814320 + Penalty 840.005442 = -440814.808877 nChanged 599 SP:Iteration 5F (244.993463 sec): 3 clusters Score: Raw -442099.063825 + Penalty 840.005442 = -441259.058382 nChanged 534 SP:Iteration 6F (245.050412 sec): 3 clusters Score: Raw -442496.522076 + Penalty 840.005442 = -441656.516633 nChanged 437 SP:Iteration 7Q (245.099150 sec): 3 clusters Score: Raw -442756.419339 + Penalty 840.005442 = -441916.413896 nChanged 331 SP:Iteration 8Q (245.148033 sec): 3 clusters Score: Raw -442911.061970 + Penalty 840.005442 = -442071.056527 nChanged 258 SP:Iteration 9Q (245.206196 sec): 3 clusters Score: Raw -443014.276162 + Penalty 840.005442 = -442174.270719 nChanged 231 SP:Iteration 10Q (245.260844 sec): 3 clusters Score: Raw -443104.591700 + Penalty 840.005442 = -442264.586258 nChanged 206 SP:Iteration 11Q (245.317333 sec): 3 clusters Score: Raw -443180.283829 + Penalty 840.005442 = -442340.278387 nChanged 216 SP:Iteration 12Q (245.372118 sec): 3 clusters Score: Raw -443266.646049 + Penalty 840.005442 = -442426.640606 nChanged 218 SP:Iteration 13Q (245.428796 sec): 3 clusters Score: Raw -443363.578380 + Penalty 840.005442 = -442523.572937 nChanged 225 SP:Iteration 14Q (245.493166 sec): 3 clusters Score: Raw -443471.340950 + Penalty 840.005442 = -442631.335508 nChanged 227 SP:Iteration 15Q (245.545981 sec): 3 clusters Score: Raw -443584.210275 + Penalty 840.005442 = -442744.204832 nChanged 218 SP:Iteration 16Q (245.594802 sec): 3 clusters Score: Raw -443701.668206 + Penalty 840.005442 = -442861.662764 nChanged 192 SP:Iteration 17Q (245.649190 sec): 3 clusters Score: Raw -443813.518890 + Penalty 840.005442 = -442973.513447 nChanged 191 SP:Iteration 18Q (245.695375 sec): 3 clusters Score: Raw -443938.494189 + Penalty 840.005442 = -443098.488746 nChanged 171 SP:Iteration 19Q (245.759016 sec): 3 clusters Score: Raw -444059.540853 + Penalty 840.005442 = -443219.535411 nChanged 132 SP:Iteration 20F (245.803214 sec): 3 clusters Score: Raw -444140.489426 + Penalty 840.005442 = -443300.483984 nChanged 108 SP:Iteration 21Q (245.864052 sec): 3 clusters Score: Raw -444199.854117 + Penalty 840.005442 = -443359.848675 nChanged 80 SP:Iteration 22Q (245.919910 sec): 3 clusters Score: Raw -444256.928991 + Penalty 840.005442 = -443416.923549 nChanged 70 SP:Iteration 23Q (245.972479 sec): 3 clusters Score: Raw -444304.697533 + Penalty 840.005442 = -443464.692090 nChanged 48 SP:Iteration 24Q (246.025544 sec): 3 clusters Score: Raw -444339.736592 + Penalty 840.005442 = -443499.731149 nChanged 47 SP:Iteration 25Q (246.079097 sec): 3 clusters Score: Raw -444373.945176 + Penalty 840.005442 = -443533.939734 nChanged 38 SP:Iteration 26Q (246.134227 sec): 3 clusters Score: Raw -444396.887946 + Penalty 840.005442 = -443556.882503 nChanged 21 SP:Iteration 27Q (246.186156 sec): 3 clusters Score: Raw -444408.686569 + Penalty 840.005442 = -443568.681126 nChanged 12 SP:Iteration 28Q (246.224191 sec): 3 clusters Score: Raw -444415.703041 + Penalty 840.005442 = -443575.697599 nChanged 6 SP:Iteration 29Q (246.273902 sec): 3 clusters Score: Raw -444418.447403 + Penalty 840.005442 = -443578.441960 nChanged 4 SP:Iteration 30Q (246.329311 sec): 3 clusters Score: Raw -444420.053607 + Penalty 840.005442 = -443580.048164 nChanged 1 SP:Iteration 31Q (246.381867 sec): 3 clusters Score: Raw -444420.248128 + Penalty 840.005442 = -443580.242686 nChanged 0 SP:Iteration 32F (246.424682 sec): 3 clusters Score: Raw -444420.248128 + Penalty 840.005442 = -443580.242686 nChanged 0 Trying to split cluster 19 (25860 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (246.464353 sec): 2 clusters Score: Raw -1117995.626945 + Penalty 462.300596 = -1117533.326350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (246.530468 sec): 3 clusters Score: Raw -1101210.676468 + Penalty 924.601191 = -1100286.075276 nChanged 12428 SP:Iteration 1F (246.606605 sec): 3 clusters Score: Raw -1108578.814299 + Penalty 924.601191 = -1107654.213107 nChanged 1414 SP:Iteration 2F (246.669689 sec): 3 clusters Score: Raw -1109262.651794 + Penalty 924.601191 = -1108338.050603 nChanged 1457 SP:Iteration 3F (246.744246 sec): 3 clusters Score: Raw -1110075.694878 + Penalty 924.601191 = -1109151.093686 nChanged 1539 SP:Iteration 4F (246.811199 sec): 3 clusters Score: Raw -1111055.560058 + Penalty 924.601191 = -1110130.958866 nChanged 1579 SP:Iteration 5F (246.872391 sec): 3 clusters Score: Raw -1112122.073127 + Penalty 924.601191 = -1111197.471936 nChanged 1534 SP:Iteration 6F (246.944432 sec): 3 clusters Score: Raw -1113050.721588 + Penalty 924.601191 = -1112126.120396 nChanged 1200 SP:Iteration 7Q (247.020246 sec): 3 clusters Score: Raw -1113580.454591 + Penalty 924.601191 = -1112655.853399 nChanged 843 SP:Iteration 8Q (247.076948 sec): 3 clusters Score: Raw -1113843.177714 + Penalty 924.601191 = -1112918.576523 nChanged 594 SP:Iteration 9Q (247.147155 sec): 3 clusters Score: Raw -1114000.994322 + Penalty 924.601191 = -1113076.393131 nChanged 494 SP:Iteration 10Q (247.211890 sec): 3 clusters Score: Raw -1114134.902305 + Penalty 924.601191 = -1113210.301113 nChanged 435 SP:Iteration 11Q (247.284587 sec): 3 clusters Score: Raw -1114264.478376 + Penalty 924.601191 = -1113339.877185 nChanged 463 SP:Iteration 12Q (247.355539 sec): 3 clusters Score: Raw -1114415.684630 + Penalty 924.601191 = -1113491.083438 nChanged 452 SP:Iteration 13Q (247.432127 sec): 3 clusters Score: Raw -1114573.071250 + Penalty 924.601191 = -1113648.470059 nChanged 482 SP:Iteration 14Q (247.508488 sec): 3 clusters Score: Raw -1114730.541643 + Penalty 924.601191 = -1113805.940452 nChanged 447 SP:Iteration 15Q (247.581172 sec): 3 clusters Score: Raw -1114872.126190 + Penalty 924.601191 = -1113947.524998 nChanged 426 SP:Iteration 16Q (247.653799 sec): 3 clusters Score: Raw -1115003.705747 + Penalty 924.601191 = -1114079.104556 nChanged 432 SP:Iteration 17Q (247.724013 sec): 3 clusters Score: Raw -1115148.341522 + Penalty 924.601191 = -1114223.740330 nChanged 456 SP:Iteration 18Q (247.798618 sec): 3 clusters Score: Raw -1115300.004143 + Penalty 924.601191 = -1114375.402952 nChanged 417 SP:Iteration 19Q (247.870442 sec): 3 clusters Score: Raw -1115441.214057 + Penalty 924.601191 = -1114516.612865 nChanged 431 SP:Iteration 20F (247.936665 sec): 3 clusters Score: Raw -1115583.360714 + Penalty 924.601191 = -1114658.759522 nChanged 428 SP:Iteration 21Q (248.009815 sec): 3 clusters Score: Raw -1115719.284080 + Penalty 924.601191 = -1114794.682888 nChanged 428 SP:Iteration 22Q (248.075382 sec): 3 clusters Score: Raw -1115852.297924 + Penalty 924.601191 = -1114927.696733 nChanged 407 SP:Iteration 23Q (248.145604 sec): 3 clusters Score: Raw -1115976.724324 + Penalty 924.601191 = -1115052.123132 nChanged 394 SP:Iteration 24Q (248.205753 sec): 3 clusters Score: Raw -1116101.016174 + Penalty 924.601191 = -1115176.414983 nChanged 395 SP:Iteration 25Q (248.286852 sec): 3 clusters Score: Raw -1116229.172854 + Penalty 924.601191 = -1115304.571663 nChanged 420 SP:Iteration 26Q (248.353116 sec): 3 clusters Score: Raw -1116381.955385 + Penalty 924.601191 = -1115457.354194 nChanged 409 SP:Iteration 27Q (248.424994 sec): 3 clusters Score: Raw -1116543.194487 + Penalty 924.601191 = -1115618.593295 nChanged 410 SP:Iteration 28Q (248.498110 sec): 3 clusters Score: Raw -1116714.717379 + Penalty 924.601191 = -1115790.116188 nChanged 428 SP:Iteration 29Q (248.560921 sec): 3 clusters Score: Raw -1116909.529130 + Penalty 924.601191 = -1115984.927939 nChanged 405 SP:Iteration 30Q (248.637002 sec): 3 clusters Score: Raw -1117102.113124 + Penalty 924.601191 = -1116177.511933 nChanged 371 SP:Iteration 31Q (248.701232 sec): 3 clusters Score: Raw -1117284.780360 + Penalty 924.601191 = -1116360.179169 nChanged 319 SP:Iteration 32Q (248.770362 sec): 3 clusters Score: Raw -1117435.850757 + Penalty 924.601191 = -1116511.249566 nChanged 259 SP:Iteration 33Q (248.847666 sec): 3 clusters Score: Raw -1117554.321862 + Penalty 924.601191 = -1116629.720671 nChanged 233 SP:Iteration 34Q (248.918303 sec): 3 clusters Score: Raw -1117659.006523 + Penalty 924.601191 = -1116734.405331 nChanged 185 SP:Iteration 35Q (248.978949 sec): 3 clusters Score: Raw -1117745.191065 + Penalty 924.601191 = -1116820.589873 nChanged 163 SP:Iteration 36Q (249.058681 sec): 3 clusters Score: Raw -1117819.377750 + Penalty 924.601191 = -1116894.776559 nChanged 136 SP:Iteration 37Q (249.113697 sec): 3 clusters Score: Raw -1117887.435721 + Penalty 924.601191 = -1116962.834529 nChanged 113 SP:Iteration 38Q (249.181117 sec): 3 clusters Score: Raw -1117948.838314 + Penalty 924.601191 = -1117024.237123 nChanged 94 SP:Iteration 39Q (249.247796 sec): 3 clusters Score: Raw -1118001.821524 + Penalty 924.601191 = -1117077.220333 nChanged 61 SP:Iteration 40F (249.314025 sec): 3 clusters Score: Raw -1118035.929168 + Penalty 924.601191 = -1117111.327976 nChanged 60 SP:Iteration 41Q (249.381471 sec): 3 clusters Score: Raw -1118067.252344 + Penalty 924.601191 = -1117142.651153 nChanged 48 SP:Iteration 42Q (249.447806 sec): 3 clusters Score: Raw -1118091.000482 + Penalty 924.601191 = -1117166.399291 nChanged 44 SP:Iteration 43Q (249.512066 sec): 3 clusters Score: Raw -1118118.070643 + Penalty 924.601191 = -1117193.469451 nChanged 30 SP:Iteration 44Q (249.577579 sec): 3 clusters Score: Raw -1118130.810405 + Penalty 924.601191 = -1117206.209214 nChanged 23 SP:Iteration 45Q (249.632028 sec): 3 clusters Score: Raw -1118138.062736 + Penalty 924.601191 = -1117213.461544 nChanged 17 SP:Iteration 46Q (249.697963 sec): 3 clusters Score: Raw -1118144.015038 + Penalty 924.601191 = -1117219.413847 nChanged 14 SP:Iteration 47Q (249.775307 sec): 3 clusters Score: Raw -1118147.865381 + Penalty 924.601191 = -1117223.264190 nChanged 8 SP:Iteration 48Q (249.841994 sec): 3 clusters Score: Raw -1118149.134989 + Penalty 924.601191 = -1117224.533797 nChanged 6 SP:Iteration 49Q (249.911460 sec): 3 clusters Score: Raw -1118149.930650 + Penalty 924.601191 = -1117225.329458 nChanged 1 SP:Iteration 50Q (249.977384 sec): 3 clusters Score: Raw -1118150.098380 + Penalty 924.601191 = -1117225.497188 nChanged 1 SP:Iteration 51Q (250.035037 sec): 3 clusters Score: Raw -1118150.214341 + Penalty 924.601191 = -1117225.613150 nChanged 0 SP:Iteration 52F (250.106096 sec): 3 clusters Score: Raw -1118150.214341 + Penalty 924.601191 = -1117225.613150 nChanged 0 Trying to split cluster 20 (965 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (250.135284 sec): 2 clusters Score: Raw -32322.951993 + Penalty 312.681829 = -32010.270165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (250.167384 sec): 3 clusters Score: Raw -31889.702671 + Penalty 625.363657 = -31264.339014 nChanged 379 SP:Iteration 1F (250.216869 sec): 3 clusters Score: Raw -32186.709964 + Penalty 625.363657 = -31561.346307 nChanged 95 SP:Iteration 2F (250.255675 sec): 3 clusters Score: Raw -32266.020911 + Penalty 625.363657 = -31640.657254 nChanged 61 SP:Iteration 3F (250.301651 sec): 3 clusters Score: Raw -32320.385882 + Penalty 625.363657 = -31695.022225 nChanged 36 SP:Iteration 4Q (250.348191 sec): 3 clusters Score: Raw -32341.442243 + Penalty 625.363657 = -31716.078586 nChanged 23 SP:Iteration 5Q (250.396928 sec): 3 clusters Score: Raw -32352.566179 + Penalty 625.363657 = -31727.202522 nChanged 16 SP:Iteration 6Q (250.441880 sec): 3 clusters Score: Raw -32364.311490 + Penalty 625.363657 = -31738.947833 nChanged 15 SP:Iteration 7Q (250.484047 sec): 3 clusters Score: Raw -32372.636933 + Penalty 625.363657 = -31747.273276 nChanged 14 SP:Iteration 8Q (250.522008 sec): 3 clusters Score: Raw -32376.912813 + Penalty 625.363657 = -31751.549156 nChanged 5 SP:Iteration 9Q (250.556436 sec): 3 clusters Score: Raw -32377.844020 + Penalty 625.363657 = -31752.480363 nChanged 3 SP:Iteration 10Q (250.563720 sec): 3 clusters Score: Raw -32378.251163 + Penalty 625.363657 = -31752.887506 nChanged 2 SP:Iteration 11Q (250.573250 sec): 3 clusters Score: Raw -32378.661893 + Penalty 625.363657 = -31753.298236 nChanged 0 SP:Iteration 12F (250.580080 sec): 3 clusters Score: Raw -32378.661893 + Penalty 625.363657 = -31753.298236 nChanged 0 Trying to split cluster 21 (3746 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (250.607741 sec): 2 clusters Score: Raw -139461.194109 + Penalty 374.394197 = -139086.799912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (250.625176 sec): 3 clusters Score: Raw -137299.989371 + Penalty 748.788393 = -136551.200978 nChanged 1662 SP:Iteration 1F (250.644425 sec): 3 clusters Score: Raw -138457.713740 + Penalty 748.788393 = -137708.925346 nChanged 324 SP:Iteration 2F (250.695726 sec): 3 clusters Score: Raw -138693.959859 + Penalty 748.788393 = -137945.171466 nChanged 271 SP:Iteration 3F (250.738456 sec): 3 clusters Score: Raw -138891.703889 + Penalty 748.788393 = -138142.915496 nChanged 219 SP:Iteration 4F (250.792064 sec): 3 clusters Score: Raw -139029.123902 + Penalty 748.788393 = -138280.335508 nChanged 171 SP:Iteration 5Q (250.850153 sec): 3 clusters Score: Raw -139112.160954 + Penalty 748.788393 = -138363.372560 nChanged 110 SP:Iteration 6Q (250.884613 sec): 3 clusters Score: Raw -139162.250239 + Penalty 748.788393 = -138413.461845 nChanged 86 SP:Iteration 7Q (250.938762 sec): 3 clusters Score: Raw -139204.595804 + Penalty 748.788393 = -138455.807411 nChanged 89 SP:Iteration 8Q (250.981167 sec): 3 clusters Score: Raw -139242.015228 + Penalty 748.788393 = -138493.226835 nChanged 91 SP:Iteration 9Q (251.033454 sec): 3 clusters Score: Raw -139287.960040 + Penalty 748.788393 = -138539.171647 nChanged 86 SP:Iteration 10Q (251.085543 sec): 3 clusters Score: Raw -139329.337728 + Penalty 748.788393 = -138580.549334 nChanged 75 SP:Iteration 11Q (251.136999 sec): 3 clusters Score: Raw -139366.161606 + Penalty 748.788393 = -138617.373213 nChanged 66 SP:Iteration 12Q (251.189184 sec): 3 clusters Score: Raw -139402.735470 + Penalty 748.788393 = -138653.947077 nChanged 64 SP:Iteration 13Q (251.239808 sec): 3 clusters Score: Raw -139435.725986 + Penalty 748.788393 = -138686.937593 nChanged 62 SP:Iteration 14Q (251.290457 sec): 3 clusters Score: Raw -139481.417903 + Penalty 748.788393 = -138732.629510 nChanged 59 SP:Iteration 15Q (251.339137 sec): 3 clusters Score: Raw -139521.292441 + Penalty 748.788393 = -138772.504048 nChanged 61 SP:Iteration 16Q (251.378250 sec): 3 clusters Score: Raw -139561.993508 + Penalty 748.788393 = -138813.205114 nChanged 52 SP:Iteration 17Q (251.426813 sec): 3 clusters Score: Raw -139595.905947 + Penalty 748.788393 = -138847.117554 nChanged 52 SP:Iteration 18Q (251.484642 sec): 3 clusters Score: Raw -139626.793543 + Penalty 748.788393 = -138878.005150 nChanged 31 SP:Iteration 19Q (251.535738 sec): 3 clusters Score: Raw -139640.288899 + Penalty 748.788393 = -138891.500506 nChanged 24 SP:Iteration 20F (251.584708 sec): 3 clusters Score: Raw -139649.977505 + Penalty 748.788393 = -138901.189111 nChanged 22 SP:Iteration 21Q (251.627270 sec): 3 clusters Score: Raw -139658.522703 + Penalty 748.788393 = -138909.734310 nChanged 29 SP:Iteration 22Q (251.672600 sec): 3 clusters Score: Raw -139667.135347 + Penalty 748.788393 = -138918.346954 nChanged 10 SP:Iteration 23Q (251.717493 sec): 3 clusters Score: Raw -139668.414269 + Penalty 748.788393 = -138919.625876 nChanged 9 SP:Iteration 24Q (251.772249 sec): 3 clusters Score: Raw -139670.184802 + Penalty 748.788393 = -138921.396408 nChanged 9 SP:Iteration 25Q (251.805267 sec): 3 clusters Score: Raw -139673.032938 + Penalty 748.788393 = -138924.244545 nChanged 7 SP:Iteration 26Q (251.824960 sec): 3 clusters Score: Raw -139674.862224 + Penalty 748.788393 = -138926.073830 nChanged 7 SP:Iteration 27Q (251.857924 sec): 3 clusters Score: Raw -139676.594098 + Penalty 748.788393 = -138927.805704 nChanged 4 SP:Iteration 28Q (251.882106 sec): 3 clusters Score: Raw -139677.791267 + Penalty 748.788393 = -138929.002873 nChanged 6 SP:Iteration 29Q (251.917937 sec): 3 clusters Score: Raw -139679.009304 + Penalty 748.788393 = -138930.220910 nChanged 3 SP:Iteration 30Q (251.930913 sec): 3 clusters Score: Raw -139679.626016 + Penalty 748.788393 = -138930.837622 nChanged 2 SP:Iteration 31Q (251.977977 sec): 3 clusters Score: Raw -139680.223392 + Penalty 748.788393 = -138931.434999 nChanged 3 SP:Iteration 32Q (252.035745 sec): 3 clusters Score: Raw -139681.029210 + Penalty 748.788393 = -138932.240817 nChanged 1 SP:Iteration 33Q (252.084252 sec): 3 clusters Score: Raw -139681.354332 + Penalty 748.788393 = -138932.565939 nChanged 2 SP:Iteration 34Q (252.133935 sec): 3 clusters Score: Raw -139681.615305 + Penalty 748.788393 = -138932.826911 nChanged 0 SP:Iteration 35F (252.182149 sec): 3 clusters Score: Raw -139681.615305 + Penalty 748.788393 = -138932.826911 nChanged 0 Trying to split cluster 22 (3563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (252.209269 sec): 2 clusters Score: Raw -134936.952669 + Penalty 372.115297 = -134564.837373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (252.250753 sec): 3 clusters Score: Raw -132892.898801 + Penalty 744.230593 = -132148.668208 nChanged 1593 SP:Iteration 1F (252.300494 sec): 3 clusters Score: Raw -134041.756049 + Penalty 744.230593 = -133297.525456 nChanged 304 SP:Iteration 2F (252.348264 sec): 3 clusters Score: Raw -134293.746046 + Penalty 744.230593 = -133549.515453 nChanged 226 SP:Iteration 3F (252.387297 sec): 3 clusters Score: Raw -134485.592742 + Penalty 744.230593 = -133741.362149 nChanged 226 SP:Iteration 4F (252.437131 sec): 3 clusters Score: Raw -134665.105970 + Penalty 744.230593 = -133920.875377 nChanged 188 SP:Iteration 5F (252.486323 sec): 3 clusters Score: Raw -134805.652486 + Penalty 744.230593 = -134061.421893 nChanged 144 SP:Iteration 6Q (252.540418 sec): 3 clusters Score: Raw -134894.624626 + Penalty 744.230593 = -134150.394033 nChanged 103 SP:Iteration 7Q (252.593310 sec): 3 clusters Score: Raw -134969.968433 + Penalty 744.230593 = -134225.737840 nChanged 101 SP:Iteration 8Q (252.639302 sec): 3 clusters Score: Raw -135028.733655 + Penalty 744.230593 = -134284.503062 nChanged 85 SP:Iteration 9Q (252.676804 sec): 3 clusters Score: Raw -135060.661500 + Penalty 744.230593 = -134316.430907 nChanged 56 SP:Iteration 10Q (252.726734 sec): 3 clusters Score: Raw -135074.909459 + Penalty 744.230593 = -134330.678866 nChanged 40 SP:Iteration 11Q (252.772025 sec): 3 clusters Score: Raw -135084.364405 + Penalty 744.230593 = -134340.133812 nChanged 34 SP:Iteration 12Q (252.821938 sec): 3 clusters Score: Raw -135093.529693 + Penalty 744.230593 = -134349.299100 nChanged 40 SP:Iteration 13Q (252.858097 sec): 3 clusters Score: Raw -135102.509417 + Penalty 744.230593 = -134358.278824 nChanged 40 SP:Iteration 14Q (252.896096 sec): 3 clusters Score: Raw -135109.710749 + Penalty 744.230593 = -134365.480156 nChanged 35 SP:Iteration 15Q (252.927853 sec): 3 clusters Score: Raw -135117.958639 + Penalty 744.230593 = -134373.728046 nChanged 36 SP:Iteration 16Q (252.960610 sec): 3 clusters Score: Raw -135125.482824 + Penalty 744.230593 = -134381.252231 nChanged 28 SP:Iteration 17Q (253.015975 sec): 3 clusters Score: Raw -135131.392157 + Penalty 744.230593 = -134387.161564 nChanged 22 SP:Iteration 18Q (253.058921 sec): 3 clusters Score: Raw -135135.433275 + Penalty 744.230593 = -134391.202682 nChanged 27 SP:Iteration 19Q (253.098212 sec): 3 clusters Score: Raw -135141.748551 + Penalty 744.230593 = -134397.517958 nChanged 32 SP:Iteration 20F (253.156642 sec): 3 clusters Score: Raw -135148.882651 + Penalty 744.230593 = -134404.652057 nChanged 28 SP:Iteration 21Q (253.195186 sec): 3 clusters Score: Raw -135154.427514 + Penalty 744.230593 = -134410.196921 nChanged 27 SP:Iteration 22Q (253.245124 sec): 3 clusters Score: Raw -135159.806951 + Penalty 744.230593 = -134415.576358 nChanged 31 SP:Iteration 23Q (253.298498 sec): 3 clusters Score: Raw -135167.976599 + Penalty 744.230593 = -134423.746006 nChanged 30 SP:Iteration 24Q (253.343062 sec): 3 clusters Score: Raw -135175.731729 + Penalty 744.230593 = -134431.501136 nChanged 34 SP:Iteration 25Q (253.400504 sec): 3 clusters Score: Raw -135183.441455 + Penalty 744.230593 = -134439.210862 nChanged 27 SP:Iteration 26Q (253.451439 sec): 3 clusters Score: Raw -135193.126721 + Penalty 744.230593 = -134448.896128 nChanged 22 SP:Iteration 27Q (253.494902 sec): 3 clusters Score: Raw -135197.671239 + Penalty 744.230593 = -134453.440646 nChanged 20 SP:Iteration 28Q (253.529383 sec): 3 clusters Score: Raw -135203.636165 + Penalty 744.230593 = -134459.405572 nChanged 21 SP:Iteration 29Q (253.576462 sec): 3 clusters Score: Raw -135212.780849 + Penalty 744.230593 = -134468.550255 nChanged 20 SP:Iteration 30Q (253.611765 sec): 3 clusters Score: Raw -135216.640772 + Penalty 744.230593 = -134472.410179 nChanged 17 SP:Iteration 31Q (253.651196 sec): 3 clusters Score: Raw -135220.043149 + Penalty 744.230593 = -134475.812556 nChanged 14 SP:Iteration 32Q (253.696636 sec): 3 clusters Score: Raw -135224.018841 + Penalty 744.230593 = -134479.788248 nChanged 18 SP:Iteration 33Q (253.743269 sec): 3 clusters Score: Raw -135227.467782 + Penalty 744.230593 = -134483.237189 nChanged 18 SP:Iteration 34Q (253.793350 sec): 3 clusters Score: Raw -135229.531185 + Penalty 744.230593 = -134485.300592 nChanged 12 SP:Iteration 35Q (253.832533 sec): 3 clusters Score: Raw -135231.471701 + Penalty 744.230593 = -134487.241108 nChanged 14 SP:Iteration 36Q (253.891504 sec): 3 clusters Score: Raw -135233.728286 + Penalty 744.230593 = -134489.497693 nChanged 14 SP:Iteration 37Q (253.928804 sec): 3 clusters Score: Raw -135235.706714 + Penalty 744.230593 = -134491.476121 nChanged 9 SP:Iteration 38Q (253.976311 sec): 3 clusters Score: Raw -135237.237874 + Penalty 744.230593 = -134493.007281 nChanged 8 SP:Iteration 39Q (254.038606 sec): 3 clusters Score: Raw -135238.218460 + Penalty 744.230593 = -134493.987867 nChanged 7 SP:Iteration 40F (254.086065 sec): 3 clusters Score: Raw -135239.494252 + Penalty 744.230593 = -134495.263658 nChanged 9 SP:Iteration 41Q (254.125294 sec): 3 clusters Score: Raw -135241.289637 + Penalty 744.230593 = -134497.059044 nChanged 11 SP:Iteration 42Q (254.181516 sec): 3 clusters Score: Raw -135245.025386 + Penalty 744.230593 = -134500.794793 nChanged 19 SP:Iteration 43Q (254.221327 sec): 3 clusters Score: Raw -135251.419399 + Penalty 744.230593 = -134507.188806 nChanged 14 SP:Iteration 44Q (254.267132 sec): 3 clusters Score: Raw -135255.109245 + Penalty 744.230593 = -134510.878652 nChanged 11 SP:Iteration 45Q (254.319767 sec): 3 clusters Score: Raw -135258.295071 + Penalty 744.230593 = -134514.064478 nChanged 9 SP:Iteration 46Q (254.366178 sec): 3 clusters Score: Raw -135260.057739 + Penalty 744.230593 = -134515.827146 nChanged 13 SP:Iteration 47Q (254.412323 sec): 3 clusters Score: Raw -135262.972062 + Penalty 744.230593 = -134518.741469 nChanged 18 SP:Iteration 48Q (254.461282 sec): 3 clusters Score: Raw -135267.476814 + Penalty 744.230593 = -134523.246221 nChanged 19 SP:Iteration 49Q (254.509055 sec): 3 clusters Score: Raw -135272.018761 + Penalty 744.230593 = -134527.788168 nChanged 15 SP:Iteration 50Q (254.556093 sec): 3 clusters Score: Raw -135276.482814 + Penalty 744.230593 = -134532.252221 nChanged 19 SP:Iteration 51Q (254.603126 sec): 3 clusters Score: Raw -135281.669475 + Penalty 744.230593 = -134537.438882 nChanged 20 SP:Iteration 52Q (254.649187 sec): 3 clusters Score: Raw -135288.179600 + Penalty 744.230593 = -134543.949007 nChanged 25 SP:Iteration 53Q (254.700312 sec): 3 clusters Score: Raw -135297.560778 + Penalty 744.230593 = -134553.330185 nChanged 20 SP:Iteration 54Q (254.742963 sec): 3 clusters Score: Raw -135306.668275 + Penalty 744.230593 = -134562.437682 nChanged 16 SP:Iteration 55Q (254.786312 sec): 3 clusters Score: Raw -135314.078909 + Penalty 744.230593 = -134569.848315 nChanged 23 SP:Iteration 56Q (254.828415 sec): 3 clusters Score: Raw -135323.232830 + Penalty 744.230593 = -134579.002237 nChanged 19 SP:Iteration 57Q (254.874229 sec): 3 clusters Score: Raw -135330.998247 + Penalty 744.230593 = -134586.767654 nChanged 17 SP:Iteration 58Q (254.927139 sec): 3 clusters Score: Raw -135338.281510 + Penalty 744.230593 = -134594.050917 nChanged 14 SP:Iteration 59Q (254.977289 sec): 3 clusters Score: Raw -135340.915094 + Penalty 744.230593 = -134596.684501 nChanged 6 SP:Iteration 60F (255.020572 sec): 3 clusters Score: Raw -135342.375373 + Penalty 744.230593 = -134598.144780 nChanged 6 SP:Iteration 61Q (255.049889 sec): 3 clusters Score: Raw -135344.047284 + Penalty 744.230593 = -134599.816691 nChanged 8 SP:Iteration 62Q (255.093551 sec): 3 clusters Score: Raw -135345.600242 + Penalty 744.230593 = -134601.369649 nChanged 5 SP:Iteration 63Q (255.143853 sec): 3 clusters Score: Raw -135346.982563 + Penalty 744.230593 = -134602.751970 nChanged 14 SP:Iteration 64Q (255.188590 sec): 3 clusters Score: Raw -135351.263498 + Penalty 744.230593 = -134607.032905 nChanged 9 SP:Iteration 65Q (255.233381 sec): 3 clusters Score: Raw -135354.251125 + Penalty 744.230593 = -134610.020532 nChanged 9 SP:Iteration 66Q (255.287435 sec): 3 clusters Score: Raw -135356.245656 + Penalty 744.230593 = -134612.015063 nChanged 7 SP:Iteration 67Q (255.325502 sec): 3 clusters Score: Raw -135357.064406 + Penalty 744.230593 = -134612.833813 nChanged 6 SP:Iteration 68Q (255.371561 sec): 3 clusters Score: Raw -135358.209453 + Penalty 744.230593 = -134613.978860 nChanged 4 SP:Iteration 69Q (255.419793 sec): 3 clusters Score: Raw -135358.830736 + Penalty 744.230593 = -134614.600143 nChanged 2 SP:Iteration 70Q (255.461575 sec): 3 clusters Score: Raw -135359.155479 + Penalty 744.230593 = -134614.924886 nChanged 3 SP:Iteration 71Q (255.502513 sec): 3 clusters Score: Raw -135360.768933 + Penalty 744.230593 = -134616.538340 nChanged 3 SP:Iteration 72Q (255.544121 sec): 3 clusters Score: Raw -135361.325096 + Penalty 744.230593 = -134617.094503 nChanged 3 SP:Iteration 73Q (255.587773 sec): 3 clusters Score: Raw -135361.706537 + Penalty 744.230593 = -134617.475944 nChanged 4 SP:Iteration 74Q (255.623545 sec): 3 clusters Score: Raw -135362.313406 + Penalty 744.230593 = -134618.082812 nChanged 6 SP:Iteration 75Q (255.670897 sec): 3 clusters Score: Raw -135363.020068 + Penalty 744.230593 = -134618.789474 nChanged 6 SP:Iteration 76Q (255.713804 sec): 3 clusters Score: Raw -135363.878194 + Penalty 744.230593 = -134619.647601 nChanged 5 SP:Iteration 77Q (255.753704 sec): 3 clusters Score: Raw -135364.465003 + Penalty 744.230593 = -134620.234410 nChanged 4 SP:Iteration 78Q (255.787416 sec): 3 clusters Score: Raw -135365.068730 + Penalty 744.230593 = -134620.838137 nChanged 3 SP:Iteration 79Q (255.842950 sec): 3 clusters Score: Raw -135365.862541 + Penalty 744.230593 = -134621.631948 nChanged 4 SP:Iteration 80F (255.892039 sec): 3 clusters Score: Raw -135366.461835 + Penalty 744.230593 = -134622.231242 nChanged 2 SP:Iteration 81Q (255.931821 sec): 3 clusters Score: Raw -135366.710373 + Penalty 744.230593 = -134622.479779 nChanged 2 SP:Iteration 82Q (255.980872 sec): 3 clusters Score: Raw -135366.841099 + Penalty 744.230593 = -134622.610506 nChanged 0 SP:Iteration 83F (256.039569 sec): 3 clusters Score: Raw -135366.841099 + Penalty 744.230593 = -134622.610506 nChanged 0 Score: Raw -13157529.463645 + Penalty 17313.437109 = -13140216.026537 Splitting cluster 22 changes total score from -13140346.888279 to -13140216.026537 So it's not getting split. Trying to split cluster 23 (19276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (259.728113 sec): 2 clusters Score: Raw -798362.030949 + Penalty 448.931032 = -797913.099918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (259.798764 sec): 3 clusters Score: Raw -786029.685488 + Penalty 897.862063 = -785131.823424 nChanged 9124 SP:Iteration 1F (259.860529 sec): 3 clusters Score: Raw -791496.488904 + Penalty 897.862063 = -790598.626841 nChanged 1062 SP:Iteration 2F (259.913536 sec): 3 clusters Score: Raw -791979.516357 + Penalty 897.862063 = -791081.654294 nChanged 1078 SP:Iteration 3F (259.968600 sec): 3 clusters Score: Raw -792555.076000 + Penalty 897.862063 = -791657.213937 nChanged 1085 SP:Iteration 4F (260.017559 sec): 3 clusters Score: Raw -793215.613403 + Penalty 897.862063 = -792317.751340 nChanged 1154 SP:Iteration 5F (260.075760 sec): 3 clusters Score: Raw -794050.960105 + Penalty 897.862063 = -793153.098041 nChanged 1219 SP:Iteration 6F (260.140516 sec): 3 clusters Score: Raw -794933.968177 + Penalty 897.862063 = -794036.106114 nChanged 1094 SP:Iteration 7F (260.211290 sec): 3 clusters Score: Raw -795600.830743 + Penalty 897.862063 = -794702.968680 nChanged 789 SP:Iteration 8Q (260.278532 sec): 3 clusters Score: Raw -795969.897164 + Penalty 897.862063 = -795072.035101 nChanged 528 SP:Iteration 9Q (260.334932 sec): 3 clusters Score: Raw -796186.026671 + Penalty 897.862063 = -795288.164608 nChanged 429 SP:Iteration 10Q (260.396103 sec): 3 clusters Score: Raw -796382.649900 + Penalty 897.862063 = -795484.787837 nChanged 404 SP:Iteration 11Q (260.462915 sec): 3 clusters Score: Raw -796586.717213 + Penalty 897.862063 = -795688.855150 nChanged 405 SP:Iteration 12Q (260.525583 sec): 3 clusters Score: Raw -796817.533428 + Penalty 897.862063 = -795919.671365 nChanged 406 SP:Iteration 13Q (260.573021 sec): 3 clusters Score: Raw -797069.861633 + Penalty 897.862063 = -796171.999570 nChanged 372 SP:Iteration 14Q (260.639618 sec): 3 clusters Score: Raw -797303.778542 + Penalty 897.862063 = -796405.916479 nChanged 320 SP:Iteration 15Q (260.697732 sec): 3 clusters Score: Raw -797485.108858 + Penalty 897.862063 = -796587.246794 nChanged 286 SP:Iteration 16Q (260.759868 sec): 3 clusters Score: Raw -797626.875901 + Penalty 897.862063 = -796729.013838 nChanged 221 SP:Iteration 17Q (260.819578 sec): 3 clusters Score: Raw -797724.771432 + Penalty 897.862063 = -796826.909369 nChanged 198 SP:Iteration 18Q (260.863749 sec): 3 clusters Score: Raw -797809.701947 + Penalty 897.862063 = -796911.839884 nChanged 183 SP:Iteration 19Q (260.930481 sec): 3 clusters Score: Raw -797877.374777 + Penalty 897.862063 = -796979.512714 nChanged 170 SP:Iteration 20F (260.998472 sec): 3 clusters Score: Raw -797936.743944 + Penalty 897.862063 = -797038.881881 nChanged 143 SP:Iteration 21Q (261.062016 sec): 3 clusters Score: Raw -797978.725979 + Penalty 897.862063 = -797080.863916 nChanged 135 SP:Iteration 22Q (261.129795 sec): 3 clusters Score: Raw -798013.863781 + Penalty 897.862063 = -797116.001718 nChanged 107 SP:Iteration 23Q (261.182542 sec): 3 clusters Score: Raw -798036.128374 + Penalty 897.862063 = -797138.266311 nChanged 84 SP:Iteration 24Q (261.249750 sec): 3 clusters Score: Raw -798054.722993 + Penalty 897.862063 = -797156.860930 nChanged 88 SP:Iteration 25Q (261.316931 sec): 3 clusters Score: Raw -798071.911406 + Penalty 897.862063 = -797174.049343 nChanged 72 SP:Iteration 26Q (261.379166 sec): 3 clusters Score: Raw -798087.745604 + Penalty 897.862063 = -797189.883541 nChanged 75 SP:Iteration 27Q (261.440795 sec): 3 clusters Score: Raw -798102.517862 + Penalty 897.862063 = -797204.655799 nChanged 65 SP:Iteration 28Q (261.504915 sec): 3 clusters Score: Raw -798116.307402 + Penalty 897.862063 = -797218.445339 nChanged 68 SP:Iteration 29Q (261.561838 sec): 3 clusters Score: Raw -798128.639960 + Penalty 897.862063 = -797230.777897 nChanged 61 SP:Iteration 30Q (261.623453 sec): 3 clusters Score: Raw -798140.781680 + Penalty 897.862063 = -797242.919617 nChanged 53 SP:Iteration 31Q (261.687619 sec): 3 clusters Score: Raw -798151.625416 + Penalty 897.862063 = -797253.763353 nChanged 53 SP:Iteration 32Q (261.747285 sec): 3 clusters Score: Raw -798160.890665 + Penalty 897.862063 = -797263.028602 nChanged 53 SP:Iteration 33Q (261.805109 sec): 3 clusters Score: Raw -798169.570634 + Penalty 897.862063 = -797271.708571 nChanged 47 SP:Iteration 34Q (261.853772 sec): 3 clusters Score: Raw -798178.361351 + Penalty 897.862063 = -797280.499288 nChanged 42 SP:Iteration 35Q (261.922674 sec): 3 clusters Score: Raw -798184.130355 + Penalty 897.862063 = -797286.268291 nChanged 29 SP:Iteration 36Q (261.968448 sec): 3 clusters Score: Raw -798187.987864 + Penalty 897.862063 = -797290.125801 nChanged 40 SP:Iteration 37Q (262.036137 sec): 3 clusters Score: Raw -798193.888552 + Penalty 897.862063 = -797296.026489 nChanged 35 SP:Iteration 38Q (262.081494 sec): 3 clusters Score: Raw -798198.999820 + Penalty 897.862063 = -797301.137757 nChanged 30 SP:Iteration 39Q (262.148707 sec): 3 clusters Score: Raw -798202.634830 + Penalty 897.862063 = -797304.772767 nChanged 34 SP:Iteration 40F (262.210355 sec): 3 clusters Score: Raw -798207.039207 + Penalty 897.862063 = -797309.177144 nChanged 30 SP:Iteration 41Q (262.261960 sec): 3 clusters Score: Raw -798210.941584 + Penalty 897.862063 = -797313.079521 nChanged 35 SP:Iteration 42Q (262.334660 sec): 3 clusters Score: Raw -798216.162601 + Penalty 897.862063 = -797318.300538 nChanged 36 SP:Iteration 43Q (262.396880 sec): 3 clusters Score: Raw -798220.228263 + Penalty 897.862063 = -797322.366200 nChanged 26 SP:Iteration 44Q (262.455657 sec): 3 clusters Score: Raw -798223.241204 + Penalty 897.862063 = -797325.379141 nChanged 27 SP:Iteration 45Q (262.517454 sec): 3 clusters Score: Raw -798226.542052 + Penalty 897.862063 = -797328.679989 nChanged 22 SP:Iteration 46Q (262.572695 sec): 3 clusters Score: Raw -798228.658547 + Penalty 897.862063 = -797330.796484 nChanged 21 SP:Iteration 47Q (262.618278 sec): 3 clusters Score: Raw -798230.893128 + Penalty 897.862063 = -797333.031065 nChanged 19 SP:Iteration 48Q (262.668050 sec): 3 clusters Score: Raw -798233.555078 + Penalty 897.862063 = -797335.693015 nChanged 26 SP:Iteration 49Q (262.709941 sec): 3 clusters Score: Raw -798237.885194 + Penalty 897.862063 = -797340.023131 nChanged 36 SP:Iteration 50Q (262.764707 sec): 3 clusters Score: Raw -798245.377397 + Penalty 897.862063 = -797347.515334 nChanged 39 SP:Iteration 51Q (262.829090 sec): 3 clusters Score: Raw -798251.997955 + Penalty 897.862063 = -797354.135892 nChanged 39 SP:Iteration 52Q (262.880649 sec): 3 clusters Score: Raw -798258.594181 + Penalty 897.862063 = -797360.732118 nChanged 34 SP:Iteration 53Q (262.931050 sec): 3 clusters Score: Raw -798263.677687 + Penalty 897.862063 = -797365.815624 nChanged 31 SP:Iteration 54Q (263.000336 sec): 3 clusters Score: Raw -798267.666990 + Penalty 897.862063 = -797369.804927 nChanged 21 SP:Iteration 55Q (263.052338 sec): 3 clusters Score: Raw -798269.423517 + Penalty 897.862063 = -797371.561454 nChanged 17 SP:Iteration 56Q (263.107001 sec): 3 clusters Score: Raw -798270.816651 + Penalty 897.862063 = -797372.954588 nChanged 16 SP:Iteration 57Q (263.151644 sec): 3 clusters Score: Raw -798272.748735 + Penalty 897.862063 = -797374.886672 nChanged 15 SP:Iteration 58Q (263.206061 sec): 3 clusters Score: Raw -798274.665276 + Penalty 897.862063 = -797376.803213 nChanged 17 SP:Iteration 59Q (263.276529 sec): 3 clusters Score: Raw -798276.079966 + Penalty 897.862063 = -797378.217903 nChanged 8 SP:Iteration 60F (263.341333 sec): 3 clusters Score: Raw -798276.698604 + Penalty 897.862063 = -797378.836541 nChanged 4 SP:Iteration 61Q (263.404196 sec): 3 clusters Score: Raw -798276.816265 + Penalty 897.862063 = -797378.954202 nChanged 4 SP:Iteration 62Q (263.453299 sec): 3 clusters Score: Raw -798276.937654 + Penalty 897.862063 = -797379.075591 nChanged 2 SP:Iteration 63Q (263.517081 sec): 3 clusters Score: Raw -798276.978285 + Penalty 897.862063 = -797379.116222 nChanged 2 SP:Iteration 64Q (263.581598 sec): 3 clusters Score: Raw -798277.037653 + Penalty 897.862063 = -797379.175590 nChanged 1 SP:Iteration 65Q (263.642125 sec): 3 clusters Score: Raw -798277.078756 + Penalty 897.862063 = -797379.216693 nChanged 3 SP:Iteration 66Q (263.705594 sec): 3 clusters Score: Raw -798277.297985 + Penalty 897.862063 = -797379.435922 nChanged 7 SP:Iteration 67Q (263.768725 sec): 3 clusters Score: Raw -798277.847448 + Penalty 897.862063 = -797379.985385 nChanged 5 SP:Iteration 68Q (263.831978 sec): 3 clusters Score: Raw -798278.079321 + Penalty 897.862063 = -797380.217258 nChanged 5 SP:Iteration 69Q (263.886357 sec): 3 clusters Score: Raw -798278.401243 + Penalty 897.862063 = -797380.539180 nChanged 6 SP:Iteration 70Q (263.951526 sec): 3 clusters Score: Raw -798278.690401 + Penalty 897.862063 = -797380.828338 nChanged 5 SP:Iteration 71Q (264.014595 sec): 3 clusters Score: Raw -798279.224161 + Penalty 897.862063 = -797381.362098 nChanged 10 SP:Iteration 72Q (264.076212 sec): 3 clusters Score: Raw -798280.029409 + Penalty 897.862063 = -797382.167346 nChanged 8 SP:Iteration 73Q (264.138628 sec): 3 clusters Score: Raw -798280.678209 + Penalty 897.862063 = -797382.816146 nChanged 6 SP:Iteration 74Q (264.200409 sec): 3 clusters Score: Raw -798280.925051 + Penalty 897.862063 = -797383.062988 nChanged 2 SP:Iteration 75Q (264.263568 sec): 3 clusters Score: Raw -798280.953806 + Penalty 897.862063 = -797383.091743 nChanged 0 SP:Iteration 76F (264.324460 sec): 3 clusters Score: Raw -798280.953806 + Penalty 897.862063 = -797383.091743 nChanged 0 Trying to split cluster 24 (59892 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (264.394499 sec): 2 clusters Score: Raw -2565431.743381 + Penalty 500.513569 = -2564931.229812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (264.493155 sec): 3 clusters Score: Raw -2525693.793155 + Penalty 1001.027138 = -2524692.766017 nChanged 28995 SP:Iteration 1F (264.593980 sec): 3 clusters Score: Raw -2543933.373884 + Penalty 1001.027138 = -2542932.346746 nChanged 3878 SP:Iteration 2F (264.690938 sec): 3 clusters Score: Raw -2546563.139091 + Penalty 1001.027138 = -2545562.111953 nChanged 4694 SP:Iteration 3F (264.789376 sec): 3 clusters Score: Raw -2550474.496718 + Penalty 1001.027138 = -2549473.469580 nChanged 4821 SP:Iteration 4F (264.888823 sec): 3 clusters Score: Raw -2554795.509500 + Penalty 1001.027138 = -2553794.482362 nChanged 3840 SP:Iteration 5F (264.978443 sec): 3 clusters Score: Raw -2557815.650225 + Penalty 1001.027138 = -2556814.623087 nChanged 2493 SP:Iteration 6Q (265.086396 sec): 3 clusters Score: Raw -2559233.215079 + Penalty 1001.027138 = -2558232.187941 nChanged 1714 SP:Iteration 7Q (265.183957 sec): 3 clusters Score: Raw -2560068.545243 + Penalty 1001.027138 = -2559067.518105 nChanged 1359 SP:Iteration 8Q (265.293602 sec): 3 clusters Score: Raw -2560715.494323 + Penalty 1001.027138 = -2559714.467185 nChanged 1268 SP:Iteration 9Q (265.399520 sec): 3 clusters Score: Raw -2561309.967052 + Penalty 1001.027138 = -2560308.939914 nChanged 1172 SP:Iteration 10Q (265.500409 sec): 3 clusters Score: Raw -2561860.239103 + Penalty 1001.027138 = -2560859.211965 nChanged 1070 SP:Iteration 11Q (265.602439 sec): 3 clusters Score: Raw -2562358.039951 + Penalty 1001.027138 = -2561357.012813 nChanged 940 SP:Iteration 12Q (265.703418 sec): 3 clusters Score: Raw -2562794.416514 + Penalty 1001.027138 = -2561793.389376 nChanged 871 SP:Iteration 13Q (265.791418 sec): 3 clusters Score: Raw -2563200.063929 + Penalty 1001.027138 = -2562199.036791 nChanged 789 SP:Iteration 14Q (265.885252 sec): 3 clusters Score: Raw -2563587.568224 + Penalty 1001.027138 = -2562586.541086 nChanged 725 SP:Iteration 15Q (265.975128 sec): 3 clusters Score: Raw -2563964.613565 + Penalty 1001.027138 = -2562963.586427 nChanged 666 SP:Iteration 16Q (266.066361 sec): 3 clusters Score: Raw -2564315.144038 + Penalty 1001.027138 = -2563314.116900 nChanged 542 SP:Iteration 17Q (266.163411 sec): 3 clusters Score: Raw -2564592.298887 + Penalty 1001.027138 = -2563591.271749 nChanged 438 SP:Iteration 18Q (266.253833 sec): 3 clusters Score: Raw -2564823.885273 + Penalty 1001.027138 = -2563822.858135 nChanged 360 SP:Iteration 19Q (266.342738 sec): 3 clusters Score: Raw -2565003.258923 + Penalty 1001.027138 = -2564002.231786 nChanged 301 SP:Iteration 20F (266.437781 sec): 3 clusters Score: Raw -2565157.835145 + Penalty 1001.027138 = -2564156.808007 nChanged 253 SP:Iteration 21Q (266.537584 sec): 3 clusters Score: Raw -2565288.229556 + Penalty 1001.027138 = -2564287.202418 nChanged 198 SP:Iteration 22Q (266.637075 sec): 3 clusters Score: Raw -2565390.099263 + Penalty 1001.027138 = -2564389.072125 nChanged 174 SP:Iteration 23Q (266.729012 sec): 3 clusters Score: Raw -2565479.581103 + Penalty 1001.027138 = -2564478.553965 nChanged 153 SP:Iteration 24Q (266.827666 sec): 3 clusters Score: Raw -2565548.145947 + Penalty 1001.027138 = -2564547.118809 nChanged 103 SP:Iteration 25Q (266.920443 sec): 3 clusters Score: Raw -2565582.394118 + Penalty 1001.027138 = -2564581.366981 nChanged 64 SP:Iteration 26Q (267.002611 sec): 3 clusters Score: Raw -2565600.978135 + Penalty 1001.027138 = -2564599.950997 nChanged 50 SP:Iteration 27Q (267.088509 sec): 3 clusters Score: Raw -2565616.268217 + Penalty 1001.027138 = -2564615.241079 nChanged 44 SP:Iteration 28Q (267.171366 sec): 3 clusters Score: Raw -2565628.184542 + Penalty 1001.027138 = -2564627.157404 nChanged 38 SP:Iteration 29Q (267.268870 sec): 3 clusters Score: Raw -2565636.486212 + Penalty 1001.027138 = -2564635.459074 nChanged 30 SP:Iteration 30Q (267.366203 sec): 3 clusters Score: Raw -2565643.597987 + Penalty 1001.027138 = -2564642.570850 nChanged 28 SP:Iteration 31Q (267.462761 sec): 3 clusters Score: Raw -2565648.592063 + Penalty 1001.027138 = -2564647.564925 nChanged 21 SP:Iteration 32Q (267.546227 sec): 3 clusters Score: Raw -2565652.058223 + Penalty 1001.027138 = -2564651.031085 nChanged 15 SP:Iteration 33Q (267.642497 sec): 3 clusters Score: Raw -2565655.100886 + Penalty 1001.027138 = -2564654.073748 nChanged 18 SP:Iteration 34Q (267.731916 sec): 3 clusters Score: Raw -2565657.470800 + Penalty 1001.027138 = -2564656.443662 nChanged 12 SP:Iteration 35Q (267.822739 sec): 3 clusters Score: Raw -2565659.305960 + Penalty 1001.027138 = -2564658.278822 nChanged 11 SP:Iteration 36Q (267.914035 sec): 3 clusters Score: Raw -2565660.366478 + Penalty 1001.027138 = -2564659.339340 nChanged 11 SP:Iteration 37Q (268.012316 sec): 3 clusters Score: Raw -2565662.663269 + Penalty 1001.027138 = -2564661.636131 nChanged 19 SP:Iteration 38Q (268.106352 sec): 3 clusters Score: Raw -2565665.773419 + Penalty 1001.027138 = -2564664.746281 nChanged 12 SP:Iteration 39Q (268.199699 sec): 3 clusters Score: Raw -2565667.381276 + Penalty 1001.027138 = -2564666.354138 nChanged 8 SP:Iteration 40F (268.302309 sec): 3 clusters Score: Raw -2565668.834740 + Penalty 1001.027138 = -2564667.807602 nChanged 14 SP:Iteration 41Q (268.392720 sec): 3 clusters Score: Raw -2565671.450983 + Penalty 1001.027138 = -2564670.423845 nChanged 14 SP:Iteration 42Q (268.481181 sec): 3 clusters Score: Raw -2565674.879842 + Penalty 1001.027138 = -2564673.852704 nChanged 14 SP:Iteration 43Q (268.568308 sec): 3 clusters Score: Raw -2565678.825377 + Penalty 1001.027138 = -2564677.798239 nChanged 22 SP:Iteration 44Q (268.644849 sec): 3 clusters Score: Raw -2565686.489741 + Penalty 1001.027138 = -2564685.462603 nChanged 19 SP:Iteration 45Q (268.735702 sec): 3 clusters Score: Raw -2565690.743092 + Penalty 1001.027138 = -2564689.715954 nChanged 16 SP:Iteration 46Q (268.829392 sec): 3 clusters Score: Raw -2565693.528491 + Penalty 1001.027138 = -2564692.501353 nChanged 12 SP:Iteration 47Q (268.924369 sec): 3 clusters Score: Raw -2565695.415722 + Penalty 1001.027138 = -2564694.388584 nChanged 9 SP:Iteration 48Q (269.011454 sec): 3 clusters Score: Raw -2565696.586530 + Penalty 1001.027138 = -2564695.559392 nChanged 7 SP:Iteration 49Q (269.102454 sec): 3 clusters Score: Raw -2565697.346516 + Penalty 1001.027138 = -2564696.319378 nChanged 6 SP:Iteration 50Q (269.186028 sec): 3 clusters Score: Raw -2565698.465254 + Penalty 1001.027138 = -2564697.438116 nChanged 7 SP:Iteration 51Q (269.286963 sec): 3 clusters Score: Raw -2565699.489462 + Penalty 1001.027138 = -2564698.462324 nChanged 3 SP:Iteration 52Q (269.382200 sec): 3 clusters Score: Raw -2565699.845223 + Penalty 1001.027138 = -2564698.818085 nChanged 8 SP:Iteration 53Q (269.478202 sec): 3 clusters Score: Raw -2565701.742847 + Penalty 1001.027138 = -2564700.715709 nChanged 12 SP:Iteration 54Q (269.564612 sec): 3 clusters Score: Raw -2565704.017410 + Penalty 1001.027138 = -2564702.990272 nChanged 5 SP:Iteration 55Q (269.657119 sec): 3 clusters Score: Raw -2565704.478887 + Penalty 1001.027138 = -2564703.451749 nChanged 5 SP:Iteration 56Q (269.745564 sec): 3 clusters Score: Raw -2565705.448160 + Penalty 1001.027138 = -2564704.421022 nChanged 7 SP:Iteration 57Q (269.833760 sec): 3 clusters Score: Raw -2565706.146854 + Penalty 1001.027138 = -2564705.119716 nChanged 3 SP:Iteration 58Q (269.921983 sec): 3 clusters Score: Raw -2565706.452133 + Penalty 1001.027138 = -2564705.424995 nChanged 2 SP:Iteration 59Q (270.011014 sec): 3 clusters Score: Raw -2565706.904851 + Penalty 1001.027138 = -2564705.877713 nChanged 4 SP:Iteration 60F (270.108737 sec): 3 clusters Score: Raw -2565707.380898 + Penalty 1001.027138 = -2564706.353760 nChanged 3 SP:Iteration 61Q (270.197276 sec): 3 clusters Score: Raw -2565708.033800 + Penalty 1001.027138 = -2564707.006662 nChanged 7 SP:Iteration 62Q (270.287875 sec): 3 clusters Score: Raw -2565709.388295 + Penalty 1001.027138 = -2564708.361157 nChanged 5 SP:Iteration 63Q (270.379177 sec): 3 clusters Score: Raw -2565710.245147 + Penalty 1001.027138 = -2564709.218009 nChanged 3 SP:Iteration 64Q (270.463000 sec): 3 clusters Score: Raw -2565710.455189 + Penalty 1001.027138 = -2564709.428051 nChanged 2 SP:Iteration 65Q (270.561206 sec): 3 clusters Score: Raw -2565710.724343 + Penalty 1001.027138 = -2564709.697205 nChanged 1 SP:Iteration 66Q (270.653637 sec): 3 clusters Score: Raw -2565710.922532 + Penalty 1001.027138 = -2564709.895394 nChanged 2 SP:Iteration 67Q (270.742473 sec): 3 clusters Score: Raw -2565711.330078 + Penalty 1001.027138 = -2564710.302940 nChanged 1 SP:Iteration 68Q (270.827700 sec): 3 clusters Score: Raw -2565711.422296 + Penalty 1001.027138 = -2564710.395158 nChanged 1 SP:Iteration 69Q (270.914018 sec): 3 clusters Score: Raw -2565711.506933 + Penalty 1001.027138 = -2564710.479795 nChanged 2 SP:Iteration 70Q (270.996436 sec): 3 clusters Score: Raw -2565711.866109 + Penalty 1001.027138 = -2564710.838971 nChanged 2 SP:Iteration 71Q (271.073988 sec): 3 clusters Score: Raw -2565712.199257 + Penalty 1001.027138 = -2564711.172119 nChanged 3 SP:Iteration 72Q (271.145527 sec): 3 clusters Score: Raw -2565712.917433 + Penalty 1001.027138 = -2564711.890295 nChanged 5 SP:Iteration 73Q (271.234687 sec): 3 clusters Score: Raw -2565713.830435 + Penalty 1001.027138 = -2564712.803297 nChanged 5 SP:Iteration 74Q (271.315840 sec): 3 clusters Score: Raw -2565714.269204 + Penalty 1001.027138 = -2564713.242066 nChanged 1 SP:Iteration 75Q (271.392652 sec): 3 clusters Score: Raw -2565714.398178 + Penalty 1001.027138 = -2564713.371040 nChanged 0 SP:Iteration 76F (271.498527 sec): 3 clusters Score: Raw -2565714.398178 + Penalty 1001.027138 = -2564713.371040 nChanged 0 Trying to split cluster 25 (1174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (271.526396 sec): 2 clusters Score: Raw -54765.932636 + Penalty 321.601826 = -54444.330810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (271.562685 sec): 3 clusters Score: Raw -54174.170867 + Penalty 643.203652 = -53530.967214 nChanged 460 SP:Iteration 1F (271.616439 sec): 3 clusters Score: Raw -54470.316090 + Penalty 643.203652 = -53827.112438 nChanged 96 SP:Iteration 2F (271.650529 sec): 3 clusters Score: Raw -54540.936424 + Penalty 643.203652 = -53897.732772 nChanged 72 SP:Iteration 3F (271.696044 sec): 3 clusters Score: Raw -54582.892244 + Penalty 643.203652 = -53939.688592 nChanged 48 SP:Iteration 4Q (271.742849 sec): 3 clusters Score: Raw -54609.461228 + Penalty 643.203652 = -53966.257575 nChanged 39 SP:Iteration 5Q (271.786010 sec): 3 clusters Score: Raw -54629.085701 + Penalty 643.203652 = -53985.882049 nChanged 33 SP:Iteration 6Q (271.830496 sec): 3 clusters Score: Raw -54651.397703 + Penalty 643.203652 = -54008.194051 nChanged 35 SP:Iteration 7Q (271.873885 sec): 3 clusters Score: Raw -54673.113946 + Penalty 643.203652 = -54029.910294 nChanged 30 SP:Iteration 8Q (271.906359 sec): 3 clusters Score: Raw -54690.688817 + Penalty 643.203652 = -54047.485165 nChanged 28 SP:Iteration 9Q (271.951647 sec): 3 clusters Score: Raw -54710.326224 + Penalty 643.203652 = -54067.122572 nChanged 24 SP:Iteration 10Q (271.998371 sec): 3 clusters Score: Raw -54722.964570 + Penalty 643.203652 = -54079.760918 nChanged 17 SP:Iteration 11Q (272.039359 sec): 3 clusters Score: Raw -54728.966953 + Penalty 643.203652 = -54085.763301 nChanged 5 SP:Iteration 12Q (272.083395 sec): 3 clusters Score: Raw -54730.153687 + Penalty 643.203652 = -54086.950035 nChanged 7 SP:Iteration 13Q (272.125654 sec): 3 clusters Score: Raw -54731.892385 + Penalty 643.203652 = -54088.688733 nChanged 6 SP:Iteration 14Q (272.162092 sec): 3 clusters Score: Raw -54733.872785 + Penalty 643.203652 = -54090.669132 nChanged 5 SP:Iteration 15Q (272.214356 sec): 3 clusters Score: Raw -54735.827785 + Penalty 643.203652 = -54092.624133 nChanged 3 SP:Iteration 16Q (272.257787 sec): 3 clusters Score: Raw -54736.664654 + Penalty 643.203652 = -54093.461002 nChanged 1 SP:Iteration 17Q (272.290118 sec): 3 clusters Score: Raw -54736.896763 + Penalty 643.203652 = -54093.693111 nChanged 1 SP:Iteration 18Q (272.339120 sec): 3 clusters Score: Raw -54737.065249 + Penalty 643.203652 = -54093.861597 nChanged 2 SP:Iteration 19Q (272.382371 sec): 3 clusters Score: Raw -54737.280502 + Penalty 643.203652 = -54094.076850 nChanged 1 SP:Iteration 20F (272.422300 sec): 3 clusters Score: Raw -54737.430026 + Penalty 643.203652 = -54094.226374 nChanged 0 Trying to split cluster 26 (1241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (272.449188 sec): 2 clusters Score: Raw -49614.952111 + Penalty 324.127112 = -49290.824999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (272.492391 sec): 3 clusters Score: Raw -48990.801291 + Penalty 648.254223 = -48342.547067 nChanged 496 SP:Iteration 1F (272.531824 sec): 3 clusters Score: Raw -49307.625158 + Penalty 648.254223 = -48659.370935 nChanged 91 SP:Iteration 2F (272.589399 sec): 3 clusters Score: Raw -49365.199179 + Penalty 648.254223 = -48716.944956 nChanged 91 SP:Iteration 3F (272.627624 sec): 3 clusters Score: Raw -49419.001546 + Penalty 648.254223 = -48770.747322 nChanged 58 SP:Iteration 4Q (272.676482 sec): 3 clusters Score: Raw -49458.822595 + Penalty 648.254223 = -48810.568372 nChanged 40 SP:Iteration 5Q (272.716370 sec): 3 clusters Score: Raw -49490.420486 + Penalty 648.254223 = -48842.166262 nChanged 55 SP:Iteration 6Q (272.758716 sec): 3 clusters Score: Raw -49533.301280 + Penalty 648.254223 = -48885.047056 nChanged 57 SP:Iteration 7Q (272.799558 sec): 3 clusters Score: Raw -49587.166728 + Penalty 648.254223 = -48938.912504 nChanged 48 SP:Iteration 8Q (272.847285 sec): 3 clusters Score: Raw -49620.086334 + Penalty 648.254223 = -48971.832111 nChanged 36 SP:Iteration 9Q (272.885432 sec): 3 clusters Score: Raw -49641.528580 + Penalty 648.254223 = -48993.274357 nChanged 24 SP:Iteration 10Q (272.930268 sec): 3 clusters Score: Raw -49650.945323 + Penalty 648.254223 = -49002.691099 nChanged 18 SP:Iteration 11Q (272.975947 sec): 3 clusters Score: Raw -49658.683213 + Penalty 648.254223 = -49010.428989 nChanged 13 SP:Iteration 12Q (273.011625 sec): 3 clusters Score: Raw -49665.475123 + Penalty 648.254223 = -49017.220900 nChanged 15 SP:Iteration 13Q (273.050168 sec): 3 clusters Score: Raw -49670.303123 + Penalty 648.254223 = -49022.048900 nChanged 11 SP:Iteration 14Q (273.087890 sec): 3 clusters Score: Raw -49673.548367 + Penalty 648.254223 = -49025.294144 nChanged 10 SP:Iteration 15Q (273.146174 sec): 3 clusters Score: Raw -49676.242691 + Penalty 648.254223 = -49027.988468 nChanged 6 SP:Iteration 16Q (273.195970 sec): 3 clusters Score: Raw -49678.018243 + Penalty 648.254223 = -49029.764019 nChanged 2 SP:Iteration 17Q (273.226941 sec): 3 clusters Score: Raw -49678.407944 + Penalty 648.254223 = -49030.153721 nChanged 0 SP:Iteration 18F (273.272510 sec): 3 clusters Score: Raw -49678.407944 + Penalty 648.254223 = -49030.153721 nChanged 0 Trying to split cluster 27 (2172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (273.297166 sec): 2 clusters Score: Raw -93284.105648 + Penalty 349.594867 = -92934.510781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (273.336973 sec): 3 clusters Score: Raw -92080.083042 + Penalty 699.189735 = -91380.893307 nChanged 922 SP:Iteration 1F (273.370639 sec): 3 clusters Score: Raw -92614.986492 + Penalty 699.189735 = -91915.796757 nChanged 137 SP:Iteration 2F (273.408655 sec): 3 clusters Score: Raw -92700.461210 + Penalty 699.189735 = -92001.271475 nChanged 113 SP:Iteration 3F (273.455895 sec): 3 clusters Score: Raw -92776.913915 + Penalty 699.189735 = -92077.724180 nChanged 124 SP:Iteration 4F (273.499787 sec): 3 clusters Score: Raw -92853.546736 + Penalty 699.189735 = -92154.357001 nChanged 100 SP:Iteration 5Q (273.534756 sec): 3 clusters Score: Raw -92892.264762 + Penalty 699.189735 = -92193.075027 nChanged 72 SP:Iteration 6Q (273.578675 sec): 3 clusters Score: Raw -92925.815134 + Penalty 699.189735 = -92226.625399 nChanged 64 SP:Iteration 7Q (273.619325 sec): 3 clusters Score: Raw -92958.085291 + Penalty 699.189735 = -92258.895556 nChanged 68 SP:Iteration 8Q (273.653440 sec): 3 clusters Score: Raw -92991.952827 + Penalty 699.189735 = -92292.763092 nChanged 62 SP:Iteration 9Q (273.698068 sec): 3 clusters Score: Raw -93018.140795 + Penalty 699.189735 = -92318.951060 nChanged 55 SP:Iteration 10Q (273.743119 sec): 3 clusters Score: Raw -93039.799669 + Penalty 699.189735 = -92340.609934 nChanged 41 SP:Iteration 11Q (273.793631 sec): 3 clusters Score: Raw -93057.144120 + Penalty 699.189735 = -92357.954385 nChanged 33 SP:Iteration 12Q (273.844277 sec): 3 clusters Score: Raw -93070.539127 + Penalty 699.189735 = -92371.349392 nChanged 27 SP:Iteration 13Q (273.885799 sec): 3 clusters Score: Raw -93078.701446 + Penalty 699.189735 = -92379.511711 nChanged 30 SP:Iteration 14Q (273.941255 sec): 3 clusters Score: Raw -93087.673192 + Penalty 699.189735 = -92388.483457 nChanged 22 SP:Iteration 15Q (273.980917 sec): 3 clusters Score: Raw -93092.131585 + Penalty 699.189735 = -92392.941850 nChanged 12 SP:Iteration 16Q (274.030444 sec): 3 clusters Score: Raw -93094.693061 + Penalty 699.189735 = -92395.503326 nChanged 14 SP:Iteration 17Q (274.076861 sec): 3 clusters Score: Raw -93098.639219 + Penalty 699.189735 = -92399.449484 nChanged 12 SP:Iteration 18Q (274.122908 sec): 3 clusters Score: Raw -93101.986953 + Penalty 699.189735 = -92402.797218 nChanged 15 SP:Iteration 19Q (274.173357 sec): 3 clusters Score: Raw -93105.349870 + Penalty 699.189735 = -92406.160135 nChanged 11 SP:Iteration 20F (274.232598 sec): 3 clusters Score: Raw -93107.097944 + Penalty 699.189735 = -92407.908209 nChanged 9 SP:Iteration 21Q (274.276389 sec): 3 clusters Score: Raw -93109.755159 + Penalty 699.189735 = -92410.565424 nChanged 10 SP:Iteration 22Q (274.317679 sec): 3 clusters Score: Raw -93111.656425 + Penalty 699.189735 = -92412.466690 nChanged 4 SP:Iteration 23Q (274.369126 sec): 3 clusters Score: Raw -93112.198161 + Penalty 699.189735 = -92413.008426 nChanged 5 SP:Iteration 24Q (274.402187 sec): 3 clusters Score: Raw -93113.839420 + Penalty 699.189735 = -92414.649685 nChanged 7 SP:Iteration 25Q (274.457836 sec): 3 clusters Score: Raw -93116.897902 + Penalty 699.189735 = -92417.708167 nChanged 12 SP:Iteration 26Q (274.502325 sec): 3 clusters Score: Raw -93119.404021 + Penalty 699.189735 = -92420.214286 nChanged 10 SP:Iteration 27Q (274.546233 sec): 3 clusters Score: Raw -93121.172437 + Penalty 699.189735 = -92421.982702 nChanged 8 SP:Iteration 28Q (274.600770 sec): 3 clusters Score: Raw -93122.699492 + Penalty 699.189735 = -92423.509757 nChanged 4 SP:Iteration 29Q (274.651408 sec): 3 clusters Score: Raw -93123.080349 + Penalty 699.189735 = -92423.890614 nChanged 3 SP:Iteration 30Q (274.690223 sec): 3 clusters Score: Raw -93123.221780 + Penalty 699.189735 = -92424.032045 nChanged 0 SP:Iteration 31F (274.741823 sec): 3 clusters Score: Raw -93123.221780 + Penalty 699.189735 = -92424.032045 nChanged 0 Trying to split cluster 28 (4445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (274.778023 sec): 2 clusters Score: Raw -191502.566425 + Penalty 382.178849 = -191120.387576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (274.829501 sec): 3 clusters Score: Raw -188889.993136 + Penalty 764.357698 = -188125.635437 nChanged 1954 SP:Iteration 1F (274.871478 sec): 3 clusters Score: Raw -190016.888273 + Penalty 764.357698 = -189252.530575 nChanged 287 SP:Iteration 2F (274.928690 sec): 3 clusters Score: Raw -190142.630395 + Penalty 764.357698 = -189378.272696 nChanged 238 SP:Iteration 3F (274.982034 sec): 3 clusters Score: Raw -190248.058221 + Penalty 764.357698 = -189483.700522 nChanged 209 SP:Iteration 4Q (275.033278 sec): 3 clusters Score: Raw -190355.624744 + Penalty 764.357698 = -189591.267045 nChanged 203 SP:Iteration 5Q (275.081947 sec): 3 clusters Score: Raw -190459.525500 + Penalty 764.357698 = -189695.167802 nChanged 206 SP:Iteration 6Q (275.122314 sec): 3 clusters Score: Raw -190571.480545 + Penalty 764.357698 = -189807.122847 nChanged 201 SP:Iteration 7Q (275.175982 sec): 3 clusters Score: Raw -190695.677628 + Penalty 764.357698 = -189931.319930 nChanged 194 SP:Iteration 8Q (275.222309 sec): 3 clusters Score: Raw -190798.468797 + Penalty 764.357698 = -190034.111099 nChanged 147 SP:Iteration 9Q (275.262715 sec): 3 clusters Score: Raw -190856.639038 + Penalty 764.357698 = -190092.281339 nChanged 115 SP:Iteration 10Q (275.308691 sec): 3 clusters Score: Raw -190901.916685 + Penalty 764.357698 = -190137.558987 nChanged 96 SP:Iteration 11Q (275.358494 sec): 3 clusters Score: Raw -190935.761513 + Penalty 764.357698 = -190171.403814 nChanged 78 SP:Iteration 12Q (275.409237 sec): 3 clusters Score: Raw -190959.348197 + Penalty 764.357698 = -190194.990499 nChanged 70 SP:Iteration 13Q (275.449953 sec): 3 clusters Score: Raw -190978.999250 + Penalty 764.357698 = -190214.641551 nChanged 58 SP:Iteration 14Q (275.505027 sec): 3 clusters Score: Raw -190995.671654 + Penalty 764.357698 = -190231.313955 nChanged 61 SP:Iteration 15Q (275.555559 sec): 3 clusters Score: Raw -191010.827991 + Penalty 764.357698 = -190246.470293 nChanged 49 SP:Iteration 16Q (275.607304 sec): 3 clusters Score: Raw -191023.936699 + Penalty 764.357698 = -190259.579000 nChanged 50 SP:Iteration 17Q (275.646414 sec): 3 clusters Score: Raw -191035.288966 + Penalty 764.357698 = -190270.931267 nChanged 47 SP:Iteration 18Q (275.692688 sec): 3 clusters Score: Raw -191044.992876 + Penalty 764.357698 = -190280.635177 nChanged 46 SP:Iteration 19Q (275.749323 sec): 3 clusters Score: Raw -191055.993961 + Penalty 764.357698 = -190291.636262 nChanged 35 SP:Iteration 20F (275.792003 sec): 3 clusters Score: Raw -191064.028377 + Penalty 764.357698 = -190299.670679 nChanged 37 SP:Iteration 21Q (275.853170 sec): 3 clusters Score: Raw -191070.240474 + Penalty 764.357698 = -190305.882775 nChanged 28 SP:Iteration 22Q (275.897616 sec): 3 clusters Score: Raw -191075.581349 + Penalty 764.357698 = -190311.223650 nChanged 29 SP:Iteration 23Q (275.957133 sec): 3 clusters Score: Raw -191081.331747 + Penalty 764.357698 = -190316.974049 nChanged 25 SP:Iteration 24Q (276.003078 sec): 3 clusters Score: Raw -191085.921919 + Penalty 764.357698 = -190321.564221 nChanged 22 SP:Iteration 25Q (276.055593 sec): 3 clusters Score: Raw -191089.101919 + Penalty 764.357698 = -190324.744220 nChanged 13 SP:Iteration 26Q (276.108012 sec): 3 clusters Score: Raw -191090.587729 + Penalty 764.357698 = -190326.230031 nChanged 15 SP:Iteration 27Q (276.157836 sec): 3 clusters Score: Raw -191092.130146 + Penalty 764.357698 = -190327.772448 nChanged 14 SP:Iteration 28Q (276.209254 sec): 3 clusters Score: Raw -191093.939968 + Penalty 764.357698 = -190329.582270 nChanged 10 SP:Iteration 29Q (276.260114 sec): 3 clusters Score: Raw -191095.320521 + Penalty 764.357698 = -190330.962823 nChanged 16 SP:Iteration 30Q (276.314718 sec): 3 clusters Score: Raw -191096.536570 + Penalty 764.357698 = -190332.178871 nChanged 8 SP:Iteration 31Q (276.374766 sec): 3 clusters Score: Raw -191097.594439 + Penalty 764.357698 = -190333.236741 nChanged 20 SP:Iteration 32Q (276.411083 sec): 3 clusters Score: Raw -191100.372677 + Penalty 764.357698 = -190336.014979 nChanged 20 SP:Iteration 33Q (276.462272 sec): 3 clusters Score: Raw -191103.168763 + Penalty 764.357698 = -190338.811065 nChanged 15 SP:Iteration 34Q (276.509494 sec): 3 clusters Score: Raw -191105.481592 + Penalty 764.357698 = -190341.123894 nChanged 15 SP:Iteration 35Q (276.559076 sec): 3 clusters Score: Raw -191106.855365 + Penalty 764.357698 = -190342.497667 nChanged 7 SP:Iteration 36Q (276.599886 sec): 3 clusters Score: Raw -191107.644234 + Penalty 764.357698 = -190343.286536 nChanged 9 SP:Iteration 37Q (276.640831 sec): 3 clusters Score: Raw -191108.817218 + Penalty 764.357698 = -190344.459519 nChanged 15 SP:Iteration 38Q (276.687893 sec): 3 clusters Score: Raw -191111.483928 + Penalty 764.357698 = -190347.126229 nChanged 18 SP:Iteration 39Q (276.745420 sec): 3 clusters Score: Raw -191114.773969 + Penalty 764.357698 = -190350.416271 nChanged 22 SP:Iteration 40F (276.785682 sec): 3 clusters Score: Raw -191118.345491 + Penalty 764.357698 = -190353.987792 nChanged 20 SP:Iteration 41Q (276.840469 sec): 3 clusters Score: Raw -191122.029697 + Penalty 764.357698 = -190357.671999 nChanged 20 SP:Iteration 42Q (276.892918 sec): 3 clusters Score: Raw -191125.272763 + Penalty 764.357698 = -190360.915065 nChanged 21 SP:Iteration 43Q (276.935288 sec): 3 clusters Score: Raw -191127.879132 + Penalty 764.357698 = -190363.521433 nChanged 24 SP:Iteration 44Q (276.985104 sec): 3 clusters Score: Raw -191130.506084 + Penalty 764.357698 = -190366.148385 nChanged 17 SP:Iteration 45Q (277.040837 sec): 3 clusters Score: Raw -191132.646303 + Penalty 764.357698 = -190368.288605 nChanged 21 SP:Iteration 46Q (277.091378 sec): 3 clusters Score: Raw -191135.480267 + Penalty 764.357698 = -190371.122569 nChanged 27 SP:Iteration 47Q (277.130107 sec): 3 clusters Score: Raw -191140.150298 + Penalty 764.357698 = -190375.792599 nChanged 28 SP:Iteration 48Q (277.176755 sec): 3 clusters Score: Raw -191144.842196 + Penalty 764.357698 = -190380.484498 nChanged 27 SP:Iteration 49Q (277.222733 sec): 3 clusters Score: Raw -191148.371125 + Penalty 764.357698 = -190384.013426 nChanged 23 SP:Iteration 50Q (277.263029 sec): 3 clusters Score: Raw -191152.074948 + Penalty 764.357698 = -190387.717250 nChanged 19 SP:Iteration 51Q (277.298406 sec): 3 clusters Score: Raw -191155.313842 + Penalty 764.357698 = -190390.956143 nChanged 23 SP:Iteration 52Q (277.346373 sec): 3 clusters Score: Raw -191159.741829 + Penalty 764.357698 = -190395.384131 nChanged 25 SP:Iteration 53Q (277.399691 sec): 3 clusters Score: Raw -191163.487739 + Penalty 764.357698 = -190399.130041 nChanged 28 SP:Iteration 54Q (277.450537 sec): 3 clusters Score: Raw -191168.007446 + Penalty 764.357698 = -190403.649747 nChanged 33 SP:Iteration 55Q (277.492715 sec): 3 clusters Score: Raw -191174.866770 + Penalty 764.357698 = -190410.509072 nChanged 35 SP:Iteration 56Q (277.545958 sec): 3 clusters Score: Raw -191182.603994 + Penalty 764.357698 = -190418.246295 nChanged 37 SP:Iteration 57Q (277.600075 sec): 3 clusters Score: Raw -191191.072351 + Penalty 764.357698 = -190426.714653 nChanged 40 SP:Iteration 58Q (277.650178 sec): 3 clusters Score: Raw -191201.507647 + Penalty 764.357698 = -190437.149949 nChanged 49 SP:Iteration 59Q (277.697481 sec): 3 clusters Score: Raw -191215.394147 + Penalty 764.357698 = -190451.036448 nChanged 49 SP:Iteration 60F (277.745790 sec): 3 clusters Score: Raw -191229.475453 + Penalty 764.357698 = -190465.117755 nChanged 44 SP:Iteration 61Q (277.785650 sec): 3 clusters Score: Raw -191240.506711 + Penalty 764.357698 = -190476.149013 nChanged 41 SP:Iteration 62Q (277.840298 sec): 3 clusters Score: Raw -191250.597276 + Penalty 764.357698 = -190486.239578 nChanged 45 SP:Iteration 63Q (277.890812 sec): 3 clusters Score: Raw -191265.123646 + Penalty 764.357698 = -190500.765948 nChanged 49 SP:Iteration 64Q (277.944595 sec): 3 clusters Score: Raw -191283.291484 + Penalty 764.357698 = -190518.933785 nChanged 47 SP:Iteration 65Q (277.984581 sec): 3 clusters Score: Raw -191301.564691 + Penalty 764.357698 = -190537.206992 nChanged 55 SP:Iteration 66Q (278.035241 sec): 3 clusters Score: Raw -191325.396393 + Penalty 764.357698 = -190561.038694 nChanged 52 SP:Iteration 67Q (278.078846 sec): 3 clusters Score: Raw -191340.953900 + Penalty 764.357698 = -190576.596202 nChanged 44 SP:Iteration 68Q (278.132577 sec): 3 clusters Score: Raw -191356.087742 + Penalty 764.357698 = -190591.730043 nChanged 40 SP:Iteration 69Q (278.184618 sec): 3 clusters Score: Raw -191371.101874 + Penalty 764.357698 = -190606.744176 nChanged 42 SP:Iteration 70Q (278.240344 sec): 3 clusters Score: Raw -191384.904470 + Penalty 764.357698 = -190620.546771 nChanged 35 SP:Iteration 71Q (278.292086 sec): 3 clusters Score: Raw -191396.060890 + Penalty 764.357698 = -190631.703192 nChanged 33 SP:Iteration 72Q (278.345804 sec): 3 clusters Score: Raw -191405.014390 + Penalty 764.357698 = -190640.656691 nChanged 25 SP:Iteration 73Q (278.394344 sec): 3 clusters Score: Raw -191410.340587 + Penalty 764.357698 = -190645.982888 nChanged 17 SP:Iteration 74Q (278.434371 sec): 3 clusters Score: Raw -191413.565693 + Penalty 764.357698 = -190649.207995 nChanged 17 SP:Iteration 75Q (278.482842 sec): 3 clusters Score: Raw -191416.724795 + Penalty 764.357698 = -190652.367096 nChanged 14 SP:Iteration 76Q (278.532877 sec): 3 clusters Score: Raw -191419.193939 + Penalty 764.357698 = -190654.836240 nChanged 18 SP:Iteration 77Q (278.567025 sec): 3 clusters Score: Raw -191423.120711 + Penalty 764.357698 = -190658.763013 nChanged 24 SP:Iteration 78Q (278.624890 sec): 3 clusters Score: Raw -191429.455610 + Penalty 764.357698 = -190665.097911 nChanged 28 SP:Iteration 79Q (278.641360 sec): 3 clusters Score: Raw -191435.717761 + Penalty 764.357698 = -190671.360063 nChanged 24 SP:Iteration 80F (278.656913 sec): 3 clusters Score: Raw -191439.772420 + Penalty 764.357698 = -190675.414721 nChanged 18 SP:Iteration 81Q (278.696647 sec): 3 clusters Score: Raw -191442.838616 + Penalty 764.357698 = -190678.480918 nChanged 13 SP:Iteration 82Q (278.730691 sec): 3 clusters Score: Raw -191445.226822 + Penalty 764.357698 = -190680.869124 nChanged 12 SP:Iteration 83Q (278.738242 sec): 3 clusters Score: Raw -191447.428677 + Penalty 764.357698 = -190683.070979 nChanged 8 SP:Iteration 84Q (278.746061 sec): 3 clusters Score: Raw -191448.726112 + Penalty 764.357698 = -190684.368414 nChanged 12 SP:Iteration 85Q (278.762092 sec): 3 clusters Score: Raw -191450.354811 + Penalty 764.357698 = -190685.997113 nChanged 10 SP:Iteration 86Q (278.806903 sec): 3 clusters Score: Raw -191452.451329 + Penalty 764.357698 = -190688.093630 nChanged 9 SP:Iteration 87Q (278.858855 sec): 3 clusters Score: Raw -191454.212495 + Penalty 764.357698 = -190689.854796 nChanged 13 SP:Iteration 88Q (278.914990 sec): 3 clusters Score: Raw -191457.308729 + Penalty 764.357698 = -190692.951030 nChanged 13 SP:Iteration 89Q (278.962689 sec): 3 clusters Score: Raw -191460.005087 + Penalty 764.357698 = -190695.647388 nChanged 18 SP:Iteration 90Q (279.008573 sec): 3 clusters Score: Raw -191462.955128 + Penalty 764.357698 = -190698.597429 nChanged 17 SP:Iteration 91Q (279.056226 sec): 3 clusters Score: Raw -191466.029981 + Penalty 764.357698 = -190701.672283 nChanged 17 SP:Iteration 92Q (279.114092 sec): 3 clusters Score: Raw -191470.670770 + Penalty 764.357698 = -190706.313071 nChanged 14 SP:Iteration 93Q (279.158150 sec): 3 clusters Score: Raw -191472.689721 + Penalty 764.357698 = -190708.332022 nChanged 11 SP:Iteration 94Q (279.200522 sec): 3 clusters Score: Raw -191474.350353 + Penalty 764.357698 = -190709.992654 nChanged 10 SP:Iteration 95Q (279.255568 sec): 3 clusters Score: Raw -191475.821504 + Penalty 764.357698 = -190711.463806 nChanged 12 SP:Iteration 96Q (279.291473 sec): 3 clusters Score: Raw -191477.668037 + Penalty 764.357698 = -190713.310338 nChanged 13 SP:Iteration 97Q (279.345133 sec): 3 clusters Score: Raw -191480.694936 + Penalty 764.357698 = -190716.337237 nChanged 17 SP:Iteration 98Q (279.397224 sec): 3 clusters Score: Raw -191485.083835 + Penalty 764.357698 = -190720.726137 nChanged 19 SP:Iteration 99Q (279.446677 sec): 3 clusters Score: Raw -191490.361892 + Penalty 764.357698 = -190726.004194 nChanged 19 SP:Iteration 100F (279.471007 sec): 3 clusters Score: Raw -191495.902765 + Penalty 764.357698 = -190731.545066 nChanged 22 SP:Iteration 101Q (279.502296 sec): 3 clusters Score: Raw -191501.074137 + Penalty 764.357698 = -190736.716439 nChanged 17 SP:Iteration 102Q (279.528527 sec): 3 clusters Score: Raw -191504.934929 + Penalty 764.357698 = -190740.577231 nChanged 22 SP:Iteration 103Q (279.561500 sec): 3 clusters Score: Raw -191510.303020 + Penalty 764.357698 = -190745.945321 nChanged 14 SP:Iteration 104Q (279.579677 sec): 3 clusters Score: Raw -191513.192609 + Penalty 764.357698 = -190748.834910 nChanged 10 SP:Iteration 105Q (279.608854 sec): 3 clusters Score: Raw -191515.303649 + Penalty 764.357698 = -190750.945951 nChanged 7 SP:Iteration 106Q (279.641008 sec): 3 clusters Score: Raw -191516.330292 + Penalty 764.357698 = -190751.972594 nChanged 4 SP:Iteration 107Q (279.691903 sec): 3 clusters Score: Raw -191517.147005 + Penalty 764.357698 = -190752.789306 nChanged 5 SP:Iteration 108Q (279.741090 sec): 3 clusters Score: Raw -191518.028464 + Penalty 764.357698 = -190753.670765 nChanged 4 SP:Iteration 109Q (279.779158 sec): 3 clusters Score: Raw -191518.534632 + Penalty 764.357698 = -190754.176933 nChanged 3 SP:Iteration 110Q (279.824447 sec): 3 clusters Score: Raw -191518.790364 + Penalty 764.357698 = -190754.432665 nChanged 2 SP:Iteration 111Q (279.862799 sec): 3 clusters Score: Raw -191518.947311 + Penalty 764.357698 = -190754.589612 nChanged 1 SP:Iteration 112Q (279.899942 sec): 3 clusters Score: Raw -191519.189988 + Penalty 764.357698 = -190754.832290 nChanged 5 SP:Iteration 113Q (279.946091 sec): 3 clusters Score: Raw -191519.955263 + Penalty 764.357698 = -190755.597564 nChanged 5 SP:Iteration 114Q (279.987439 sec): 3 clusters Score: Raw -191520.882789 + Penalty 764.357698 = -190756.525091 nChanged 3 SP:Iteration 115Q (280.018722 sec): 3 clusters Score: Raw -191521.602602 + Penalty 764.357698 = -190757.244904 nChanged 4 SP:Iteration 116Q (280.058022 sec): 3 clusters Score: Raw -191522.782272 + Penalty 764.357698 = -190758.424574 nChanged 7 SP:Iteration 117Q (280.104737 sec): 3 clusters Score: Raw -191523.836115 + Penalty 764.357698 = -190759.478416 nChanged 8 SP:Iteration 118Q (280.161301 sec): 3 clusters Score: Raw -191526.097829 + Penalty 764.357698 = -190761.740131 nChanged 10 SP:Iteration 119Q (280.201505 sec): 3 clusters Score: Raw -191530.276783 + Penalty 764.357698 = -190765.919085 nChanged 14 SP:Iteration 120F (280.251436 sec): 3 clusters Score: Raw -191534.563584 + Penalty 764.357698 = -190770.205886 nChanged 15 SP:Iteration 121Q (280.290456 sec): 3 clusters Score: Raw -191537.842718 + Penalty 764.357698 = -190773.485019 nChanged 11 SP:Iteration 122Q (280.331663 sec): 3 clusters Score: Raw -191541.002884 + Penalty 764.357698 = -190776.645186 nChanged 13 SP:Iteration 123Q (280.370160 sec): 3 clusters Score: Raw -191545.085375 + Penalty 764.357698 = -190780.727676 nChanged 14 SP:Iteration 124Q (280.412014 sec): 3 clusters Score: Raw -191550.292628 + Penalty 764.357698 = -190785.934930 nChanged 14 SP:Iteration 125Q (280.457000 sec): 3 clusters Score: Raw -191553.394904 + Penalty 764.357698 = -190789.037206 nChanged 11 SP:Iteration 126Q (280.501815 sec): 3 clusters Score: Raw -191554.969290 + Penalty 764.357698 = -190790.611592 nChanged 4 SP:Iteration 127Q (280.541083 sec): 3 clusters Score: Raw -191555.263284 + Penalty 764.357698 = -190790.905585 nChanged 3 SP:Iteration 128Q (280.582168 sec): 3 clusters Score: Raw -191555.918470 + Penalty 764.357698 = -190791.560772 nChanged 5 SP:Iteration 129Q (280.625081 sec): 3 clusters Score: Raw -191556.555820 + Penalty 764.357698 = -190792.198121 nChanged 2 SP:Iteration 130Q (280.656723 sec): 3 clusters Score: Raw -191556.731370 + Penalty 764.357698 = -190792.373671 nChanged 1 SP:Iteration 131Q (280.694700 sec): 3 clusters Score: Raw -191556.915719 + Penalty 764.357698 = -190792.558020 nChanged 2 SP:Iteration 132Q (280.747689 sec): 3 clusters Score: Raw -191556.981498 + Penalty 764.357698 = -190792.623799 nChanged 0 SP:Iteration 133F (280.791004 sec): 3 clusters Score: Raw -191556.981498 + Penalty 764.357698 = -190792.623799 nChanged 0 Iteration 59Q (283.186192 sec): 30 clusters Score: Raw -13157366.138981 + Penalty 16736.322538 = -13140629.816442 nChanged 629 Iteration 60F (286.803382 sec): 30 clusters Score: Raw -13157599.190706 + Penalty 16736.322538 = -13140862.868168 nChanged 467 Iteration 61Q (288.984906 sec): 30 clusters Score: Raw -13157723.808373 + Penalty 16736.322538 = -13140987.485834 nChanged 313 Iteration 62Q (291.334734 sec): 30 clusters Score: Raw -13157790.932823 + Penalty 16736.322538 = -13141054.610284 nChanged 234 Iteration 63Q (293.719017 sec): 30 clusters Score: Raw -13157831.270002 + Penalty 16736.322538 = -13141094.947464 nChanged 167 Iteration 64Q (295.902497 sec): 30 clusters Score: Raw -13157854.999476 + Penalty 16736.322538 = -13141118.676938 nChanged 148 Iteration 65Q (298.171690 sec): 30 clusters Score: Raw -13157872.648526 + Penalty 16736.322538 = -13141136.325988 nChanged 123 Iteration 66Q (300.358687 sec): 30 clusters Score: Raw -13157885.263900 + Penalty 16736.322538 = -13141148.941361 nChanged 122 Iteration 67Q (302.595327 sec): 30 clusters Score: Raw -13157896.368162 + Penalty 16736.322538 = -13141160.045624 nChanged 109 Iteration 68Q (304.997714 sec): 30 clusters Score: Raw -13157904.674827 + Penalty 16736.322538 = -13141168.352289 nChanged 85 Iteration 69Q (307.039294 sec): 30 clusters Score: Raw -13157912.026354 + Penalty 16736.322538 = -13141175.703816 nChanged 88 Iteration 70Q (309.277836 sec): 30 clusters Score: Raw -13157919.906653 + Penalty 16736.322538 = -13141183.584115 nChanged 87 Iteration 71Q (311.610347 sec): 30 clusters Score: Raw -13157926.930151 + Penalty 16736.322538 = -13141190.607613 nChanged 63 Iteration 72Q (314.056360 sec): 30 clusters Score: Raw -13157933.438644 + Penalty 16736.322538 = -13141197.116106 nChanged 66 Iteration 73Q (316.348395 sec): 30 clusters Score: Raw -13157938.827737 + Penalty 16736.322538 = -13141202.505199 nChanged 53 Iteration 74Q (318.544878 sec): 30 clusters Score: Raw -13157942.679093 + Penalty 16736.322538 = -13141206.356554 nChanged 49 Iteration 75Q (320.791148 sec): 30 clusters Score: Raw -13157946.228322 + Penalty 16736.322538 = -13141209.905783 nChanged 51 Iteration 76Q (323.248567 sec): 30 clusters Score: Raw -13157948.995017 + Penalty 16736.322538 = -13141212.672479 nChanged 31 Iteration 77Q (325.466042 sec): 30 clusters Score: Raw -13157952.131382 + Penalty 16736.322538 = -13141215.808844 nChanged 34 Iteration 78Q (327.411014 sec): 30 clusters Score: Raw -13157955.009457 + Penalty 16736.322538 = -13141218.686919 nChanged 37 Iteration 79Q (329.711929 sec): 30 clusters Score: Raw -13157957.420185 + Penalty 16736.322538 = -13141221.097647 nChanged 24 Iteration 80F (333.304828 sec): 30 clusters Score: Raw -13157958.657635 + Penalty 16736.322538 = -13141222.335097 nChanged 21 Iteration 81Q (335.780122 sec): 30 clusters Score: Raw -13157959.709231 + Penalty 16736.322538 = -13141223.386692 nChanged 23 Iteration 82Q (338.065095 sec): 30 clusters Score: Raw -13157961.225818 + Penalty 16736.322538 = -13141224.903280 nChanged 22 Iteration 83Q (340.312260 sec): 30 clusters Score: Raw -13157961.884610 + Penalty 16736.322538 = -13141225.562072 nChanged 13 Iteration 84Q (342.472203 sec): 30 clusters Score: Raw -13157962.282596 + Penalty 16736.322538 = -13141225.960058 nChanged 14 Iteration 85Q (344.632840 sec): 30 clusters Score: Raw -13157962.851352 + Penalty 16736.322538 = -13141226.528813 nChanged 8 Iteration 86Q (346.983183 sec): 30 clusters Score: Raw -13157963.503651 + Penalty 16736.322538 = -13141227.181112 nChanged 12 Iteration 87Q (348.872077 sec): 30 clusters Score: Raw -13157964.136289 + Penalty 16736.322538 = -13141227.813751 nChanged 10 Iteration 88Q (351.084429 sec): 30 clusters Score: Raw -13157964.696690 + Penalty 16736.322538 = -13141228.374152 nChanged 10 Iteration 89Q (353.292635 sec): 30 clusters Score: Raw -13157965.773904 + Penalty 16736.322538 = -13141229.451366 nChanged 8 Iteration 90Q (355.622036 sec): 30 clusters Score: Raw -13157966.279118 + Penalty 16736.322538 = -13141229.956580 nChanged 8 Iteration 91Q (358.154935 sec): 30 clusters Score: Raw -13157966.513668 + Penalty 16736.322538 = -13141230.191130 nChanged 6 Iteration 92Q (360.357403 sec): 30 clusters Score: Raw -13157966.812649 + Penalty 16736.322538 = -13141230.490110 nChanged 2 Iteration 93Q (362.716152 sec): 30 clusters Score: Raw -13157966.878814 + Penalty 16736.322538 = -13141230.556275 nChanged 2 Iteration 94Q (364.735803 sec): 30 clusters Score: Raw -13157966.985048 + Penalty 16736.322538 = -13141230.662510 nChanged 2 Iteration 95Q (366.946405 sec): 30 clusters Score: Raw -13157967.079873 + Penalty 16736.322538 = -13141230.757335 nChanged 4 Iteration 96Q (369.530534 sec): 30 clusters Score: Raw -13157967.288846 + Penalty 16736.322538 = -13141230.966308 nChanged 4 Iteration 97Q (371.853639 sec): 30 clusters Score: Raw -13157967.400440 + Penalty 16736.322538 = -13141231.077902 nChanged 3 Iteration 98Q (374.205833 sec): 30 clusters Score: Raw -13157967.471752 + Penalty 16736.322538 = -13141231.149213 nChanged 2 Writing temp clu file Because OldScore, -13141231.077902, is greater than current (better) Score,-13141231.149213 Compute initial score before splitting: Score: Raw -13157967.471752 + Penalty 16736.322538 = -13141231.149213 Trying to split cluster 1 (1184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (374.302098 sec): 2 clusters Score: Raw -45196.402477 + Penalty 321.987749 = -44874.414729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (374.350373 sec): 3 clusters Score: Raw -44608.273060 + Penalty 643.975497 = -43964.297563 nChanged 492 SP:Iteration 1F (374.383160 sec): 3 clusters Score: Raw -44896.894647 + Penalty 643.975497 = -44252.919150 nChanged 114 SP:Iteration 2F (374.407984 sec): 3 clusters Score: Raw -44986.788026 + Penalty 643.975497 = -44342.812529 nChanged 98 SP:Iteration 3F (374.432892 sec): 3 clusters Score: Raw -45076.449400 + Penalty 643.975497 = -44432.473903 nChanged 80 SP:Iteration 4F (374.454484 sec): 3 clusters Score: Raw -45146.214406 + Penalty 643.975497 = -44502.238909 nChanged 73 SP:Iteration 5F (374.481805 sec): 3 clusters Score: Raw -45209.043045 + Penalty 643.975497 = -44565.067548 nChanged 60 SP:Iteration 6F (374.510032 sec): 3 clusters Score: Raw -45265.691920 + Penalty 643.975497 = -44621.716422 nChanged 57 SP:Iteration 7Q (374.533752 sec): 3 clusters Score: Raw -45307.624325 + Penalty 643.975497 = -44663.648828 nChanged 39 SP:Iteration 8Q (374.562139 sec): 3 clusters Score: Raw -45341.263941 + Penalty 643.975497 = -44697.288443 nChanged 23 SP:Iteration 9Q (374.595441 sec): 3 clusters Score: Raw -45356.736495 + Penalty 643.975497 = -44712.760998 nChanged 17 SP:Iteration 10Q (374.609213 sec): 3 clusters Score: Raw -45366.630882 + Penalty 643.975497 = -44722.655384 nChanged 14 SP:Iteration 11Q (374.618012 sec): 3 clusters Score: Raw -45372.317270 + Penalty 643.975497 = -44728.341772 nChanged 11 SP:Iteration 12Q (374.625994 sec): 3 clusters Score: Raw -45377.449113 + Penalty 643.975497 = -44733.473616 nChanged 6 SP:Iteration 13Q (374.667713 sec): 3 clusters Score: Raw -45379.147616 + Penalty 643.975497 = -44735.172119 nChanged 1 SP:Iteration 14Q (374.716313 sec): 3 clusters Score: Raw -45379.332392 + Penalty 643.975497 = -44735.356895 nChanged 0 SP:Iteration 15F (374.766198 sec): 3 clusters Score: Raw -45379.332392 + Penalty 643.975497 = -44735.356895 nChanged 0 Trying to split cluster 2 (606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (374.788637 sec): 2 clusters Score: Raw -20058.740322 + Penalty 291.513039 = -19767.227282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (374.841777 sec): 3 clusters Score: Raw -19791.881006 + Penalty 583.026079 = -19208.854928 nChanged 240 SP:Iteration 1F (374.869109 sec): 3 clusters Score: Raw -19957.335367 + Penalty 583.026079 = -19374.309288 nChanged 43 SP:Iteration 2F (374.898959 sec): 3 clusters Score: Raw -19993.333248 + Penalty 583.026079 = -19410.307169 nChanged 30 SP:Iteration 3Q (374.931492 sec): 3 clusters Score: Raw -20014.219890 + Penalty 583.026079 = -19431.193812 nChanged 24 SP:Iteration 4Q (374.939622 sec): 3 clusters Score: Raw -20030.346859 + Penalty 583.026079 = -19447.320781 nChanged 18 SP:Iteration 5Q (374.951829 sec): 3 clusters Score: Raw -20046.668442 + Penalty 583.026079 = -19463.642364 nChanged 17 SP:Iteration 6Q (374.961735 sec): 3 clusters Score: Raw -20059.325032 + Penalty 583.026079 = -19476.298953 nChanged 15 SP:Iteration 7Q (374.969163 sec): 3 clusters Score: Raw -20070.649162 + Penalty 583.026079 = -19487.623083 nChanged 10 SP:Iteration 8Q (374.974774 sec): 3 clusters Score: Raw -20076.564468 + Penalty 583.026079 = -19493.538389 nChanged 5 SP:Iteration 9Q (374.982072 sec): 3 clusters Score: Raw -20078.548619 + Penalty 583.026079 = -19495.522541 nChanged 2 SP:Iteration 10Q (374.989683 sec): 3 clusters Score: Raw -20079.689485 + Penalty 583.026079 = -19496.663406 nChanged 1 SP:Iteration 11Q (374.998991 sec): 3 clusters Score: Raw -20080.371203 + Penalty 583.026079 = -19497.345124 nChanged 3 SP:Iteration 12Q (375.006592 sec): 3 clusters Score: Raw -20081.390982 + Penalty 583.026079 = -19498.364903 nChanged 2 SP:Iteration 13Q (375.016706 sec): 3 clusters Score: Raw -20081.976137 + Penalty 583.026079 = -19498.950058 nChanged 1 SP:Iteration 14Q (375.022991 sec): 3 clusters Score: Raw -20082.081774 + Penalty 583.026079 = -19499.055696 nChanged 1 SP:Iteration 15Q (375.028711 sec): 3 clusters Score: Raw -20082.547816 + Penalty 583.026079 = -19499.521738 nChanged 1 SP:Iteration 16Q (375.034446 sec): 3 clusters Score: Raw -20083.010657 + Penalty 583.026079 = -19499.984579 nChanged 2 SP:Iteration 17Q (375.040744 sec): 3 clusters Score: Raw -20083.884885 + Penalty 583.026079 = -19500.858806 nChanged 3 SP:Iteration 18Q (375.046309 sec): 3 clusters Score: Raw -20085.497124 + Penalty 583.026079 = -19502.471045 nChanged 3 SP:Iteration 19Q (375.052138 sec): 3 clusters Score: Raw -20086.493491 + Penalty 583.026079 = -19503.467413 nChanged 1 SP:Iteration 20F (375.058548 sec): 3 clusters Score: Raw -20086.969553 + Penalty 583.026079 = -19503.943474 nChanged 1 SP:Iteration 21Q (375.066337 sec): 3 clusters Score: Raw -20088.253814 + Penalty 583.026079 = -19505.227735 nChanged 4 SP:Iteration 22Q (375.074376 sec): 3 clusters Score: Raw -20091.169550 + Penalty 583.026079 = -19508.143471 nChanged 2 SP:Iteration 23Q (375.080567 sec): 3 clusters Score: Raw -20092.259041 + Penalty 583.026079 = -19509.232962 nChanged 2 SP:Iteration 24Q (375.088469 sec): 3 clusters Score: Raw -20092.705935 + Penalty 583.026079 = -19509.679856 nChanged 1 SP:Iteration 25Q (375.095949 sec): 3 clusters Score: Raw -20092.954959 + Penalty 583.026079 = -19509.928880 nChanged 0 SP:Iteration 26F (375.103765 sec): 3 clusters Score: Raw -20092.954959 + Penalty 583.026079 = -19509.928880 nChanged 0 Trying to split cluster 3 (4119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (375.123977 sec): 2 clusters Score: Raw -160818.936496 + Penalty 378.713139 = -160440.223357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (375.138412 sec): 3 clusters Score: Raw -158360.711520 + Penalty 757.426278 = -157603.285241 nChanged 1825 SP:Iteration 1F (375.150268 sec): 3 clusters Score: Raw -159500.066237 + Penalty 757.426278 = -158742.639959 nChanged 364 SP:Iteration 2F (375.161654 sec): 3 clusters Score: Raw -159732.129698 + Penalty 757.426278 = -158974.703420 nChanged 328 SP:Iteration 3F (375.174009 sec): 3 clusters Score: Raw -159961.665072 + Penalty 757.426278 = -159204.238794 nChanged 329 SP:Iteration 4F (375.186761 sec): 3 clusters Score: Raw -160190.590797 + Penalty 757.426278 = -159433.164519 nChanged 314 SP:Iteration 5F (375.200237 sec): 3 clusters Score: Raw -160450.249529 + Penalty 757.426278 = -159692.823251 nChanged 255 SP:Iteration 6F (375.212348 sec): 3 clusters Score: Raw -160669.975129 + Penalty 757.426278 = -159912.548851 nChanged 196 SP:Iteration 7Q (375.235378 sec): 3 clusters Score: Raw -160818.161371 + Penalty 757.426278 = -160060.735093 nChanged 117 SP:Iteration 8Q (375.250074 sec): 3 clusters Score: Raw -160911.669877 + Penalty 757.426278 = -160154.243599 nChanged 90 SP:Iteration 9Q (375.263285 sec): 3 clusters Score: Raw -160983.442098 + Penalty 757.426278 = -160226.015819 nChanged 62 SP:Iteration 10Q (375.276260 sec): 3 clusters Score: Raw -161026.301549 + Penalty 757.426278 = -160268.875270 nChanged 28 SP:Iteration 11Q (375.290157 sec): 3 clusters Score: Raw -161039.665606 + Penalty 757.426278 = -160282.239328 nChanged 19 SP:Iteration 12Q (375.322952 sec): 3 clusters Score: Raw -161047.432324 + Penalty 757.426278 = -160290.006046 nChanged 11 SP:Iteration 13Q (375.337354 sec): 3 clusters Score: Raw -161052.807889 + Penalty 757.426278 = -160295.381611 nChanged 9 SP:Iteration 14Q (375.352058 sec): 3 clusters Score: Raw -161059.896249 + Penalty 757.426278 = -160302.469971 nChanged 8 SP:Iteration 15Q (375.365274 sec): 3 clusters Score: Raw -161068.231345 + Penalty 757.426278 = -160310.805067 nChanged 7 SP:Iteration 16Q (375.380074 sec): 3 clusters Score: Raw -161074.753164 + Penalty 757.426278 = -160317.326886 nChanged 8 SP:Iteration 17Q (375.395229 sec): 3 clusters Score: Raw -161081.646876 + Penalty 757.426278 = -160324.220598 nChanged 9 SP:Iteration 18Q (375.410168 sec): 3 clusters Score: Raw -161084.835149 + Penalty 757.426278 = -160327.408871 nChanged 3 SP:Iteration 19Q (375.425332 sec): 3 clusters Score: Raw -161085.438320 + Penalty 757.426278 = -160328.012042 nChanged 1 SP:Iteration 20F (375.439245 sec): 3 clusters Score: Raw -161085.858532 + Penalty 757.426278 = -160328.432254 nChanged 2 SP:Iteration 21Q (375.453624 sec): 3 clusters Score: Raw -161086.065897 + Penalty 757.426278 = -160328.639619 nChanged 1 SP:Iteration 22Q (375.468212 sec): 3 clusters Score: Raw -161086.272958 + Penalty 757.426278 = -160328.846680 nChanged 0 SP:Iteration 23F (375.482717 sec): 3 clusters Score: Raw -161086.272958 + Penalty 757.426278 = -160328.846680 nChanged 0 Trying to split cluster 4 (1064 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (375.495349 sec): 2 clusters Score: Raw -42398.625891 + Penalty 317.125475 = -42081.500415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (375.501103 sec): 3 clusters Score: Raw -41855.662322 + Penalty 634.250951 = -41221.411371 nChanged 424 SP:Iteration 1F (375.506475 sec): 3 clusters Score: Raw -42143.282056 + Penalty 634.250951 = -41509.031105 nChanged 98 SP:Iteration 2F (375.511998 sec): 3 clusters Score: Raw -42236.854804 + Penalty 634.250951 = -41602.603853 nChanged 80 SP:Iteration 3F (375.517276 sec): 3 clusters Score: Raw -42330.107648 + Penalty 634.250951 = -41695.856697 nChanged 65 SP:Iteration 4F (375.522456 sec): 3 clusters Score: Raw -42395.998708 + Penalty 634.250951 = -41761.747757 nChanged 44 SP:Iteration 5Q (375.527680 sec): 3 clusters Score: Raw -42434.497967 + Penalty 634.250951 = -41800.247016 nChanged 33 SP:Iteration 6Q (375.532950 sec): 3 clusters Score: Raw -42462.583232 + Penalty 634.250951 = -41828.332281 nChanged 25 SP:Iteration 7Q (375.538124 sec): 3 clusters Score: Raw -42482.158193 + Penalty 634.250951 = -41847.907242 nChanged 26 SP:Iteration 8Q (375.543417 sec): 3 clusters Score: Raw -42496.282828 + Penalty 634.250951 = -41862.031877 nChanged 15 SP:Iteration 9Q (375.548621 sec): 3 clusters Score: Raw -42502.421925 + Penalty 634.250951 = -41868.170974 nChanged 7 SP:Iteration 10Q (375.553811 sec): 3 clusters Score: Raw -42505.664960 + Penalty 634.250951 = -41871.414009 nChanged 7 SP:Iteration 11Q (375.558056 sec): 3 clusters Score: Raw -42508.679163 + Penalty 634.250951 = -41874.428212 nChanged 3 SP:Iteration 12Q (375.561737 sec): 3 clusters Score: Raw -42514.065808 + Penalty 634.250951 = -41879.814857 nChanged 6 SP:Iteration 13Q (375.565501 sec): 3 clusters Score: Raw -42517.288265 + Penalty 634.250951 = -41883.037314 nChanged 6 SP:Iteration 14Q (375.569329 sec): 3 clusters Score: Raw -42519.347925 + Penalty 634.250951 = -41885.096974 nChanged 6 SP:Iteration 15Q (375.573082 sec): 3 clusters Score: Raw -42521.523791 + Penalty 634.250951 = -41887.272840 nChanged 2 SP:Iteration 16Q (375.576881 sec): 3 clusters Score: Raw -42522.165707 + Penalty 634.250951 = -41887.914756 nChanged 3 SP:Iteration 17Q (375.580771 sec): 3 clusters Score: Raw -42522.741150 + Penalty 634.250951 = -41888.490199 nChanged 0 SP:Iteration 18F (375.585029 sec): 3 clusters Score: Raw -42522.741150 + Penalty 634.250951 = -41888.490199 nChanged 0 Trying to split cluster 5 (80041 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (375.658837 sec): 2 clusters Score: Raw -3509217.615078 + Penalty 513.708390 = -3508703.906688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (375.785052 sec): 3 clusters Score: Raw -3455581.074077 + Penalty 1027.416780 = -3454553.657297 nChanged 39202 SP:Iteration 1F (375.904386 sec): 3 clusters Score: Raw -3480054.869647 + Penalty 1027.416780 = -3479027.452867 nChanged 5377 SP:Iteration 2F (376.020075 sec): 3 clusters Score: Raw -3483015.739138 + Penalty 1027.416780 = -3481988.322358 nChanged 6469 SP:Iteration 3F (376.131691 sec): 3 clusters Score: Raw -3487559.216691 + Penalty 1027.416780 = -3486531.799911 nChanged 6916 SP:Iteration 4F (376.234850 sec): 3 clusters Score: Raw -3493207.442626 + Penalty 1027.416780 = -3492180.025847 nChanged 6267 SP:Iteration 5F (376.355616 sec): 3 clusters Score: Raw -3498798.383447 + Penalty 1027.416780 = -3497770.966667 nChanged 4853 SP:Iteration 6F (376.478627 sec): 3 clusters Score: Raw -3503247.730793 + Penalty 1027.416780 = -3502220.314014 nChanged 3225 SP:Iteration 7Q (376.606900 sec): 3 clusters Score: Raw -3506167.885639 + Penalty 1027.416780 = -3505140.468859 nChanged 1868 SP:Iteration 8Q (376.729455 sec): 3 clusters Score: Raw -3507840.621448 + Penalty 1027.416780 = -3506813.204669 nChanged 993 SP:Iteration 9Q (376.850756 sec): 3 clusters Score: Raw -3508719.051629 + Penalty 1027.416780 = -3507691.634850 nChanged 403 SP:Iteration 10Q (376.951472 sec): 3 clusters Score: Raw -3509073.984723 + Penalty 1027.416780 = -3508046.567943 nChanged 129 SP:Iteration 11Q (377.076801 sec): 3 clusters Score: Raw -3509202.054635 + Penalty 1027.416780 = -3508174.637855 nChanged 26 SP:Iteration 12Q (377.183998 sec): 3 clusters Score: Raw -3509241.503990 + Penalty 1027.416780 = -3508214.087210 nChanged 16 SP:Iteration 13Q (377.297798 sec): 3 clusters Score: Raw -3509275.031454 + Penalty 1027.416780 = -3508247.614674 nChanged 10 SP:Iteration 14Q (377.407383 sec): 3 clusters Score: Raw -3509286.697713 + Penalty 1027.416780 = -3508259.280933 nChanged 5 SP:Iteration 15Q (377.519429 sec): 3 clusters Score: Raw -3509296.871890 + Penalty 1027.416780 = -3508269.455111 nChanged 3 SP:Iteration 16Q (377.628830 sec): 3 clusters Score: Raw -3509300.503879 + Penalty 1027.416780 = -3508273.087099 nChanged 3 SP:Iteration 17Q (377.737413 sec): 3 clusters Score: Raw -3509305.215256 + Penalty 1027.416780 = -3508277.798477 nChanged 0 SP:Iteration 18F (377.854257 sec): 3 clusters Score: Raw -3509305.215256 + Penalty 1027.416780 = -3508277.798477 nChanged 0 Trying to split cluster 6 (3769 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (377.890338 sec): 2 clusters Score: Raw -159501.011960 + Penalty 374.672707 = -159126.339253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (377.935282 sec): 3 clusters Score: Raw -157270.932270 + Penalty 749.345414 = -156521.586856 nChanged 1643 SP:Iteration 1F (377.969879 sec): 3 clusters Score: Raw -158189.467487 + Penalty 749.345414 = -157440.122072 nChanged 237 SP:Iteration 2F (378.018175 sec): 3 clusters Score: Raw -158294.207026 + Penalty 749.345414 = -157544.861612 nChanged 212 SP:Iteration 3F (378.077819 sec): 3 clusters Score: Raw -158418.787861 + Penalty 749.345414 = -157669.442447 nChanged 219 SP:Iteration 4F (378.123990 sec): 3 clusters Score: Raw -158561.593227 + Penalty 749.345414 = -157812.247813 nChanged 220 SP:Iteration 5F (378.167816 sec): 3 clusters Score: Raw -158720.076246 + Penalty 749.345414 = -157970.730832 nChanged 212 SP:Iteration 6F (378.226433 sec): 3 clusters Score: Raw -158883.543923 + Penalty 749.345414 = -158134.198509 nChanged 186 SP:Iteration 7Q (378.278077 sec): 3 clusters Score: Raw -159020.930042 + Penalty 749.345414 = -158271.584627 nChanged 149 SP:Iteration 8Q (378.320062 sec): 3 clusters Score: Raw -159128.047990 + Penalty 749.345414 = -158378.702575 nChanged 127 SP:Iteration 9Q (378.370086 sec): 3 clusters Score: Raw -159211.282448 + Penalty 749.345414 = -158461.937033 nChanged 89 SP:Iteration 10Q (378.422626 sec): 3 clusters Score: Raw -159270.759547 + Penalty 749.345414 = -158521.414132 nChanged 84 SP:Iteration 11Q (378.472643 sec): 3 clusters Score: Raw -159326.482422 + Penalty 749.345414 = -158577.137008 nChanged 79 SP:Iteration 12Q (378.511204 sec): 3 clusters Score: Raw -159384.724538 + Penalty 749.345414 = -158635.379123 nChanged 75 SP:Iteration 13Q (378.557490 sec): 3 clusters Score: Raw -159441.350210 + Penalty 749.345414 = -158692.004796 nChanged 57 SP:Iteration 14Q (378.608635 sec): 3 clusters Score: Raw -159477.688631 + Penalty 749.345414 = -158728.343216 nChanged 40 SP:Iteration 15Q (378.660974 sec): 3 clusters Score: Raw -159505.557548 + Penalty 749.345414 = -158756.212134 nChanged 36 SP:Iteration 16Q (378.701709 sec): 3 clusters Score: Raw -159531.584325 + Penalty 749.345414 = -158782.238911 nChanged 29 SP:Iteration 17Q (378.748927 sec): 3 clusters Score: Raw -159551.866716 + Penalty 749.345414 = -158802.521302 nChanged 12 SP:Iteration 18Q (378.791896 sec): 3 clusters Score: Raw -159558.623841 + Penalty 749.345414 = -158809.278427 nChanged 13 SP:Iteration 19Q (378.832092 sec): 3 clusters Score: Raw -159568.100029 + Penalty 749.345414 = -158818.754615 nChanged 13 SP:Iteration 20F (378.887744 sec): 3 clusters Score: Raw -159574.641556 + Penalty 749.345414 = -158825.296141 nChanged 9 SP:Iteration 21Q (378.932114 sec): 3 clusters Score: Raw -159582.518679 + Penalty 749.345414 = -158833.173265 nChanged 8 SP:Iteration 22Q (378.978405 sec): 3 clusters Score: Raw -159588.177962 + Penalty 749.345414 = -158838.832547 nChanged 8 SP:Iteration 23Q (379.031698 sec): 3 clusters Score: Raw -159591.243021 + Penalty 749.345414 = -158841.897607 nChanged 4 SP:Iteration 24Q (379.073161 sec): 3 clusters Score: Raw -159592.901932 + Penalty 749.345414 = -158843.556518 nChanged 3 SP:Iteration 25Q (379.118025 sec): 3 clusters Score: Raw -159593.687297 + Penalty 749.345414 = -158844.341882 nChanged 2 SP:Iteration 26Q (379.161576 sec): 3 clusters Score: Raw -159594.242327 + Penalty 749.345414 = -158844.896912 nChanged 2 SP:Iteration 27Q (379.204908 sec): 3 clusters Score: Raw -159595.572461 + Penalty 749.345414 = -158846.227046 nChanged 5 SP:Iteration 28Q (379.252123 sec): 3 clusters Score: Raw -159599.851276 + Penalty 749.345414 = -158850.505862 nChanged 4 SP:Iteration 29Q (379.299793 sec): 3 clusters Score: Raw -159603.968509 + Penalty 749.345414 = -158854.623095 nChanged 6 SP:Iteration 30Q (379.346273 sec): 3 clusters Score: Raw -159608.864278 + Penalty 749.345414 = -158859.518864 nChanged 4 SP:Iteration 31Q (379.397047 sec): 3 clusters Score: Raw -159612.373004 + Penalty 749.345414 = -158863.027590 nChanged 5 SP:Iteration 32Q (379.448019 sec): 3 clusters Score: Raw -159615.608156 + Penalty 749.345414 = -158866.262742 nChanged 2 SP:Iteration 33Q (379.489943 sec): 3 clusters Score: Raw -159616.212875 + Penalty 749.345414 = -158866.867461 nChanged 1 SP:Iteration 34Q (379.535557 sec): 3 clusters Score: Raw -159616.578408 + Penalty 749.345414 = -158867.232994 nChanged 2 SP:Iteration 35Q (379.576169 sec): 3 clusters Score: Raw -159617.076074 + Penalty 749.345414 = -158867.730659 nChanged 1 SP:Iteration 36Q (379.627218 sec): 3 clusters Score: Raw -159617.230323 + Penalty 749.345414 = -158867.884908 nChanged 0 SP:Iteration 37F (379.676619 sec): 3 clusters Score: Raw -159617.230323 + Penalty 749.345414 = -158867.884908 nChanged 0 Trying to split cluster 7 (2799 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (379.697557 sec): 2 clusters Score: Raw -116842.747320 + Penalty 361.134296 = -116481.613024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (379.742803 sec): 3 clusters Score: Raw -115291.599521 + Penalty 722.268592 = -114569.330930 nChanged 1219 SP:Iteration 1F (379.798336 sec): 3 clusters Score: Raw -116035.485383 + Penalty 722.268592 = -115313.216792 nChanged 215 SP:Iteration 2F (379.855534 sec): 3 clusters Score: Raw -116191.169223 + Penalty 722.268592 = -115468.900632 nChanged 179 SP:Iteration 3F (379.891761 sec): 3 clusters Score: Raw -116309.079869 + Penalty 722.268592 = -115586.811277 nChanged 145 SP:Iteration 4F (379.940002 sec): 3 clusters Score: Raw -116403.197851 + Penalty 722.268592 = -115680.929260 nChanged 125 SP:Iteration 5Q (379.984990 sec): 3 clusters Score: Raw -116483.604987 + Penalty 722.268592 = -115761.336395 nChanged 106 SP:Iteration 6Q (380.038920 sec): 3 clusters Score: Raw -116548.699285 + Penalty 722.268592 = -115826.430693 nChanged 102 SP:Iteration 7Q (380.076914 sec): 3 clusters Score: Raw -116597.931232 + Penalty 722.268592 = -115875.662641 nChanged 83 SP:Iteration 8Q (380.129715 sec): 3 clusters Score: Raw -116645.867030 + Penalty 722.268592 = -115923.598439 nChanged 75 SP:Iteration 9Q (380.182045 sec): 3 clusters Score: Raw -116679.680455 + Penalty 722.268592 = -115957.411863 nChanged 60 SP:Iteration 10Q (380.227818 sec): 3 clusters Score: Raw -116702.700812 + Penalty 722.268592 = -115980.432220 nChanged 50 SP:Iteration 11Q (380.277692 sec): 3 clusters Score: Raw -116729.832791 + Penalty 722.268592 = -116007.564200 nChanged 40 SP:Iteration 12Q (380.325037 sec): 3 clusters Score: Raw -116748.995721 + Penalty 722.268592 = -116026.727129 nChanged 36 SP:Iteration 13Q (380.378004 sec): 3 clusters Score: Raw -116760.426006 + Penalty 722.268592 = -116038.157415 nChanged 30 SP:Iteration 14Q (380.417022 sec): 3 clusters Score: Raw -116769.392423 + Penalty 722.268592 = -116047.123831 nChanged 25 SP:Iteration 15Q (380.467378 sec): 3 clusters Score: Raw -116779.207808 + Penalty 722.268592 = -116056.939216 nChanged 29 SP:Iteration 16Q (380.499807 sec): 3 clusters Score: Raw -116788.711388 + Penalty 722.268592 = -116066.442797 nChanged 14 SP:Iteration 17Q (380.546006 sec): 3 clusters Score: Raw -116791.228331 + Penalty 722.268592 = -116068.959739 nChanged 13 SP:Iteration 18Q (380.590672 sec): 3 clusters Score: Raw -116792.878148 + Penalty 722.268592 = -116070.609556 nChanged 10 SP:Iteration 19Q (380.645620 sec): 3 clusters Score: Raw -116794.468149 + Penalty 722.268592 = -116072.199558 nChanged 8 SP:Iteration 20F (380.698468 sec): 3 clusters Score: Raw -116796.044998 + Penalty 722.268592 = -116073.776406 nChanged 13 SP:Iteration 21Q (380.732283 sec): 3 clusters Score: Raw -116798.710339 + Penalty 722.268592 = -116076.441748 nChanged 12 SP:Iteration 22Q (380.782779 sec): 3 clusters Score: Raw -116800.803030 + Penalty 722.268592 = -116078.534438 nChanged 6 SP:Iteration 23Q (380.831400 sec): 3 clusters Score: Raw -116802.089775 + Penalty 722.268592 = -116079.821184 nChanged 5 SP:Iteration 24Q (380.876633 sec): 3 clusters Score: Raw -116803.412454 + Penalty 722.268592 = -116081.143862 nChanged 7 SP:Iteration 25Q (380.923394 sec): 3 clusters Score: Raw -116804.168266 + Penalty 722.268592 = -116081.899675 nChanged 6 SP:Iteration 26Q (380.968232 sec): 3 clusters Score: Raw -116804.893402 + Penalty 722.268592 = -116082.624811 nChanged 4 SP:Iteration 27Q (381.013844 sec): 3 clusters Score: Raw -116805.331646 + Penalty 722.268592 = -116083.063055 nChanged 6 SP:Iteration 28Q (381.063832 sec): 3 clusters Score: Raw -116806.269796 + Penalty 722.268592 = -116084.001205 nChanged 5 SP:Iteration 29Q (381.121115 sec): 3 clusters Score: Raw -116806.549987 + Penalty 722.268592 = -116084.281395 nChanged 3 SP:Iteration 30Q (381.166408 sec): 3 clusters Score: Raw -116806.741016 + Penalty 722.268592 = -116084.472424 nChanged 1 SP:Iteration 31Q (381.200280 sec): 3 clusters Score: Raw -116806.772689 + Penalty 722.268592 = -116084.504097 nChanged 0 SP:Iteration 32F (381.251740 sec): 3 clusters Score: Raw -116806.772689 + Penalty 722.268592 = -116084.504097 nChanged 0 Trying to split cluster 8 (8880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (381.284108 sec): 2 clusters Score: Raw -402548.291368 + Penalty 413.665836 = -402134.625532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (381.326389 sec): 3 clusters Score: Raw -397010.067183 + Penalty 827.331672 = -396182.735511 nChanged 4049 SP:Iteration 1F (381.387526 sec): 3 clusters Score: Raw -399355.859209 + Penalty 827.331672 = -398528.527537 nChanged 449 SP:Iteration 2F (381.427413 sec): 3 clusters Score: Raw -399545.990826 + Penalty 827.331672 = -398718.659154 nChanged 477 SP:Iteration 3F (381.484721 sec): 3 clusters Score: Raw -399816.438614 + Penalty 827.331672 = -398989.106942 nChanged 602 SP:Iteration 4F (381.539867 sec): 3 clusters Score: Raw -400233.276794 + Penalty 827.331672 = -399405.945122 nChanged 671 SP:Iteration 5F (381.587294 sec): 3 clusters Score: Raw -400838.837835 + Penalty 827.331672 = -400011.506163 nChanged 624 SP:Iteration 6F (381.643165 sec): 3 clusters Score: Raw -401423.994624 + Penalty 827.331672 = -400596.662952 nChanged 480 SP:Iteration 7F (381.703429 sec): 3 clusters Score: Raw -401823.080766 + Penalty 827.331672 = -400995.749094 nChanged 329 SP:Iteration 8Q (381.758413 sec): 3 clusters Score: Raw -402038.321344 + Penalty 827.331672 = -401210.989672 nChanged 215 SP:Iteration 9Q (381.807312 sec): 3 clusters Score: Raw -402168.560963 + Penalty 827.331672 = -401341.229290 nChanged 150 SP:Iteration 10Q (381.862161 sec): 3 clusters Score: Raw -402267.282487 + Penalty 827.331672 = -401439.950815 nChanged 147 SP:Iteration 11Q (381.912728 sec): 3 clusters Score: Raw -402347.416223 + Penalty 827.331672 = -401520.084551 nChanged 104 SP:Iteration 12Q (381.955052 sec): 3 clusters Score: Raw -402396.700601 + Penalty 827.331672 = -401569.368929 nChanged 95 SP:Iteration 13Q (382.007263 sec): 3 clusters Score: Raw -402438.579186 + Penalty 827.331672 = -401611.247514 nChanged 76 SP:Iteration 14Q (382.063525 sec): 3 clusters Score: Raw -402468.506895 + Penalty 827.331672 = -401641.175223 nChanged 66 SP:Iteration 15Q (382.120830 sec): 3 clusters Score: Raw -402490.798517 + Penalty 827.331672 = -401663.466845 nChanged 52 SP:Iteration 16Q (382.174169 sec): 3 clusters Score: Raw -402505.069629 + Penalty 827.331672 = -401677.737957 nChanged 40 SP:Iteration 17Q (382.212864 sec): 3 clusters Score: Raw -402514.743501 + Penalty 827.331672 = -401687.411829 nChanged 35 SP:Iteration 18Q (382.274352 sec): 3 clusters Score: Raw -402523.336027 + Penalty 827.331672 = -401696.004355 nChanged 30 SP:Iteration 19Q (382.315559 sec): 3 clusters Score: Raw -402527.973620 + Penalty 827.331672 = -401700.641948 nChanged 17 SP:Iteration 20F (382.361795 sec): 3 clusters Score: Raw -402530.079103 + Penalty 827.331672 = -401702.747431 nChanged 22 SP:Iteration 21Q (382.409414 sec): 3 clusters Score: Raw -402533.723284 + Penalty 827.331672 = -401706.391612 nChanged 15 SP:Iteration 22Q (382.447527 sec): 3 clusters Score: Raw -402535.234218 + Penalty 827.331672 = -401707.902546 nChanged 13 SP:Iteration 23Q (382.494967 sec): 3 clusters Score: Raw -402536.433564 + Penalty 827.331672 = -401709.101892 nChanged 15 SP:Iteration 24Q (382.542258 sec): 3 clusters Score: Raw -402537.894883 + Penalty 827.331672 = -401710.563211 nChanged 9 SP:Iteration 25Q (382.585198 sec): 3 clusters Score: Raw -402539.141398 + Penalty 827.331672 = -401711.809726 nChanged 13 SP:Iteration 26Q (382.633617 sec): 3 clusters Score: Raw -402541.401025 + Penalty 827.331672 = -401714.069353 nChanged 10 SP:Iteration 27Q (382.674760 sec): 3 clusters Score: Raw -402542.554785 + Penalty 827.331672 = -401715.223113 nChanged 8 SP:Iteration 28Q (382.698857 sec): 3 clusters Score: Raw -402543.497848 + Penalty 827.331672 = -401716.166176 nChanged 7 SP:Iteration 29Q (382.717424 sec): 3 clusters Score: Raw -402543.894177 + Penalty 827.331672 = -401716.562504 nChanged 8 SP:Iteration 30Q (382.732751 sec): 3 clusters Score: Raw -402544.603860 + Penalty 827.331672 = -401717.272188 nChanged 6 SP:Iteration 31Q (382.747591 sec): 3 clusters Score: Raw -402544.944869 + Penalty 827.331672 = -401717.613197 nChanged 4 SP:Iteration 32Q (382.807713 sec): 3 clusters Score: Raw -402545.231530 + Penalty 827.331672 = -401717.899858 nChanged 4 SP:Iteration 33Q (382.848198 sec): 3 clusters Score: Raw -402545.574718 + Penalty 827.331672 = -401718.243046 nChanged 5 SP:Iteration 34Q (382.905136 sec): 3 clusters Score: Raw -402546.138098 + Penalty 827.331672 = -401718.806426 nChanged 5 SP:Iteration 35Q (382.962497 sec): 3 clusters Score: Raw -402546.728290 + Penalty 827.331672 = -401719.396618 nChanged 3 SP:Iteration 36Q (383.018163 sec): 3 clusters Score: Raw -402547.083071 + Penalty 827.331672 = -401719.751399 nChanged 4 SP:Iteration 37Q (383.077095 sec): 3 clusters Score: Raw -402547.649625 + Penalty 827.331672 = -401720.317953 nChanged 5 SP:Iteration 38Q (383.120103 sec): 3 clusters Score: Raw -402548.370483 + Penalty 827.331672 = -401721.038810 nChanged 1 SP:Iteration 39Q (383.182357 sec): 3 clusters Score: Raw -402548.470052 + Penalty 827.331672 = -401721.138380 nChanged 1 SP:Iteration 40F (383.223618 sec): 3 clusters Score: Raw -402548.515568 + Penalty 827.331672 = -401721.183896 nChanged 2 SP:Iteration 41Q (383.276210 sec): 3 clusters Score: Raw -402548.604776 + Penalty 827.331672 = -401721.273104 nChanged 1 SP:Iteration 42Q (383.308080 sec): 3 clusters Score: Raw -402548.639276 + Penalty 827.331672 = -401721.307603 nChanged 2 SP:Iteration 43Q (383.331365 sec): 3 clusters Score: Raw -402548.760625 + Penalty 827.331672 = -401721.428953 nChanged 2 SP:Iteration 44Q (383.373205 sec): 3 clusters Score: Raw -402548.853129 + Penalty 827.331672 = -401721.521457 nChanged 1 SP:Iteration 45Q (383.408288 sec): 3 clusters Score: Raw -402548.878335 + Penalty 827.331672 = -401721.546663 nChanged 0 SP:Iteration 46F (383.438707 sec): 3 clusters Score: Raw -402548.878335 + Penalty 827.331672 = -401721.546663 nChanged 0 Trying to split cluster 9 (5846 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (383.458943 sec): 2 clusters Score: Raw -251164.022165 + Penalty 394.644839 = -250769.377326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (383.503716 sec): 3 clusters Score: Raw -247591.971873 + Penalty 789.289678 = -246802.682195 nChanged 2656 SP:Iteration 1F (383.555282 sec): 3 clusters Score: Raw -249195.071874 + Penalty 789.289678 = -248405.782196 nChanged 400 SP:Iteration 2F (383.608759 sec): 3 clusters Score: Raw -249441.914768 + Penalty 789.289678 = -248652.625090 nChanged 397 SP:Iteration 3F (383.659445 sec): 3 clusters Score: Raw -249700.601649 + Penalty 789.289678 = -248911.311971 nChanged 404 SP:Iteration 4F (383.709240 sec): 3 clusters Score: Raw -250019.233006 + Penalty 789.289678 = -249229.943328 nChanged 423 SP:Iteration 5F (383.747165 sec): 3 clusters Score: Raw -250393.849577 + Penalty 789.289678 = -249604.559899 nChanged 317 SP:Iteration 6F (383.764354 sec): 3 clusters Score: Raw -250677.873534 + Penalty 789.289678 = -249888.583856 nChanged 231 SP:Iteration 7Q (383.782736 sec): 3 clusters Score: Raw -250903.621464 + Penalty 789.289678 = -250114.331786 nChanged 145 SP:Iteration 8Q (383.800085 sec): 3 clusters Score: Raw -251055.254308 + Penalty 789.289678 = -250265.964630 nChanged 66 SP:Iteration 9Q (383.817626 sec): 3 clusters Score: Raw -251114.083552 + Penalty 789.289678 = -250324.793874 nChanged 35 SP:Iteration 10Q (383.834654 sec): 3 clusters Score: Raw -251141.755682 + Penalty 789.289678 = -250352.466004 nChanged 27 SP:Iteration 11Q (383.860696 sec): 3 clusters Score: Raw -251158.223409 + Penalty 789.289678 = -250368.933731 nChanged 18 SP:Iteration 12Q (383.888859 sec): 3 clusters Score: Raw -251178.688519 + Penalty 789.289678 = -250389.398841 nChanged 15 SP:Iteration 13Q (383.948676 sec): 3 clusters Score: Raw -251200.840874 + Penalty 789.289678 = -250411.551196 nChanged 13 SP:Iteration 14Q (383.996579 sec): 3 clusters Score: Raw -251219.254003 + Penalty 789.289678 = -250429.964325 nChanged 6 SP:Iteration 15Q (384.047932 sec): 3 clusters Score: Raw -251221.711616 + Penalty 789.289678 = -250432.421938 nChanged 5 SP:Iteration 16Q (384.090131 sec): 3 clusters Score: Raw -251223.480685 + Penalty 789.289678 = -250434.191007 nChanged 5 SP:Iteration 17Q (384.153097 sec): 3 clusters Score: Raw -251225.383578 + Penalty 789.289678 = -250436.093900 nChanged 1 SP:Iteration 18Q (384.194916 sec): 3 clusters Score: Raw -251225.556703 + Penalty 789.289678 = -250436.267025 nChanged 2 SP:Iteration 19Q (384.247951 sec): 3 clusters Score: Raw -251228.233308 + Penalty 789.289678 = -250438.943630 nChanged 5 SP:Iteration 20F (384.305148 sec): 3 clusters Score: Raw -251231.147054 + Penalty 789.289678 = -250441.857376 nChanged 2 SP:Iteration 21Q (384.349673 sec): 3 clusters Score: Raw -251232.035856 + Penalty 789.289678 = -250442.746178 nChanged 1 SP:Iteration 22Q (384.404436 sec): 3 clusters Score: Raw -251232.260150 + Penalty 789.289678 = -250442.970472 nChanged 1 SP:Iteration 23Q (384.447751 sec): 3 clusters Score: Raw -251233.728980 + Penalty 789.289678 = -250444.439302 nChanged 1 SP:Iteration 24Q (384.502783 sec): 3 clusters Score: Raw -251234.054901 + Penalty 789.289678 = -250444.765223 nChanged 0 SP:Iteration 25F (384.551719 sec): 3 clusters Score: Raw -251234.054901 + Penalty 789.289678 = -250444.765223 nChanged 0 Trying to split cluster 10 (1036 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (384.577774 sec): 2 clusters Score: Raw -42462.347963 + Penalty 315.912070 = -42146.435893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (384.622361 sec): 3 clusters Score: Raw -41993.913633 + Penalty 631.824140 = -41362.089492 nChanged 413 SP:Iteration 1F (384.673861 sec): 3 clusters Score: Raw -42393.596688 + Penalty 631.824140 = -41761.772548 nChanged 83 SP:Iteration 2F (384.710886 sec): 3 clusters Score: Raw -42475.482582 + Penalty 631.824140 = -41843.658442 nChanged 63 SP:Iteration 3F (384.752029 sec): 3 clusters Score: Raw -42525.952777 + Penalty 631.824140 = -41894.128636 nChanged 50 SP:Iteration 4Q (384.792907 sec): 3 clusters Score: Raw -42561.808641 + Penalty 631.824140 = -41929.984500 nChanged 36 SP:Iteration 5Q (384.839886 sec): 3 clusters Score: Raw -42586.919534 + Penalty 631.824140 = -41955.095394 nChanged 24 SP:Iteration 6Q (384.889837 sec): 3 clusters Score: Raw -42602.286588 + Penalty 631.824140 = -41970.462447 nChanged 18 SP:Iteration 7Q (384.942755 sec): 3 clusters Score: Raw -42610.873105 + Penalty 631.824140 = -41979.048964 nChanged 10 SP:Iteration 8Q (384.998521 sec): 3 clusters Score: Raw -42615.575059 + Penalty 631.824140 = -41983.750919 nChanged 8 SP:Iteration 9Q (385.052043 sec): 3 clusters Score: Raw -42618.818215 + Penalty 631.824140 = -41986.994075 nChanged 7 SP:Iteration 10Q (385.097659 sec): 3 clusters Score: Raw -42623.497023 + Penalty 631.824140 = -41991.672883 nChanged 5 SP:Iteration 11Q (385.147957 sec): 3 clusters Score: Raw -42626.657487 + Penalty 631.824140 = -41994.833347 nChanged 7 SP:Iteration 12Q (385.191002 sec): 3 clusters Score: Raw -42630.199270 + Penalty 631.824140 = -41998.375129 nChanged 11 SP:Iteration 13Q (385.233782 sec): 3 clusters Score: Raw -42635.390486 + Penalty 631.824140 = -42003.566346 nChanged 8 SP:Iteration 14Q (385.270699 sec): 3 clusters Score: Raw -42640.387366 + Penalty 631.824140 = -42008.563226 nChanged 5 SP:Iteration 15Q (385.325871 sec): 3 clusters Score: Raw -42642.181033 + Penalty 631.824140 = -42010.356893 nChanged 3 SP:Iteration 16Q (385.358061 sec): 3 clusters Score: Raw -42643.098287 + Penalty 631.824140 = -42011.274146 nChanged 1 SP:Iteration 17Q (385.402757 sec): 3 clusters Score: Raw -42643.435784 + Penalty 631.824140 = -42011.611644 nChanged 0 SP:Iteration 18F (385.449252 sec): 3 clusters Score: Raw -42643.435784 + Penalty 631.824140 = -42011.611644 nChanged 0 Trying to split cluster 11 (1656 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (385.470991 sec): 2 clusters Score: Raw -72311.787169 + Penalty 337.253295 = -71974.533874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (385.519934 sec): 3 clusters Score: Raw -71489.079537 + Penalty 674.506590 = -70814.572947 nChanged 667 SP:Iteration 1F (385.567037 sec): 3 clusters Score: Raw -71928.356170 + Penalty 674.506590 = -71253.849580 nChanged 114 SP:Iteration 2F (385.613124 sec): 3 clusters Score: Raw -71990.168478 + Penalty 674.506590 = -71315.661888 nChanged 74 SP:Iteration 3Q (385.660161 sec): 3 clusters Score: Raw -72046.299693 + Penalty 674.506590 = -71371.793102 nChanged 71 SP:Iteration 4Q (385.706329 sec): 3 clusters Score: Raw -72102.862559 + Penalty 674.506590 = -71428.355969 nChanged 71 SP:Iteration 5Q (385.750673 sec): 3 clusters Score: Raw -72153.559457 + Penalty 674.506590 = -71479.052867 nChanged 59 SP:Iteration 6Q (385.805522 sec): 3 clusters Score: Raw -72193.389515 + Penalty 674.506590 = -71518.882925 nChanged 63 SP:Iteration 7Q (385.846548 sec): 3 clusters Score: Raw -72229.782410 + Penalty 674.506590 = -71555.275819 nChanged 48 SP:Iteration 8Q (385.894735 sec): 3 clusters Score: Raw -72259.719235 + Penalty 674.506590 = -71585.212644 nChanged 41 SP:Iteration 9Q (385.942033 sec): 3 clusters Score: Raw -72286.351555 + Penalty 674.506590 = -71611.844964 nChanged 42 SP:Iteration 10Q (385.988119 sec): 3 clusters Score: Raw -72315.469508 + Penalty 674.506590 = -71640.962917 nChanged 34 SP:Iteration 11Q (386.041353 sec): 3 clusters Score: Raw -72338.838838 + Penalty 674.506590 = -71664.332248 nChanged 27 SP:Iteration 12Q (386.072639 sec): 3 clusters Score: Raw -72354.913946 + Penalty 674.506590 = -71680.407356 nChanged 24 SP:Iteration 13Q (386.131757 sec): 3 clusters Score: Raw -72363.895274 + Penalty 674.506590 = -71689.388683 nChanged 19 SP:Iteration 14Q (386.183582 sec): 3 clusters Score: Raw -72370.766948 + Penalty 674.506590 = -71696.260357 nChanged 11 SP:Iteration 15Q (386.233164 sec): 3 clusters Score: Raw -72375.053170 + Penalty 674.506590 = -71700.546579 nChanged 13 SP:Iteration 16Q (386.271631 sec): 3 clusters Score: Raw -72381.639856 + Penalty 674.506590 = -71707.133265 nChanged 16 SP:Iteration 17Q (386.326173 sec): 3 clusters Score: Raw -72387.483895 + Penalty 674.506590 = -71712.977304 nChanged 14 SP:Iteration 18Q (386.373953 sec): 3 clusters Score: Raw -72391.526487 + Penalty 674.506590 = -71717.019897 nChanged 7 SP:Iteration 19Q (386.404636 sec): 3 clusters Score: Raw -72393.282149 + Penalty 674.506590 = -71718.775558 nChanged 8 SP:Iteration 20F (386.449047 sec): 3 clusters Score: Raw -72394.784690 + Penalty 674.506590 = -71720.278099 nChanged 6 SP:Iteration 21Q (386.491826 sec): 3 clusters Score: Raw -72395.755302 + Penalty 674.506590 = -71721.248711 nChanged 4 SP:Iteration 22Q (386.536236 sec): 3 clusters Score: Raw -72396.439023 + Penalty 674.506590 = -71721.932433 nChanged 2 SP:Iteration 23Q (386.584757 sec): 3 clusters Score: Raw -72396.722528 + Penalty 674.506590 = -71722.215938 nChanged 1 SP:Iteration 24Q (386.630143 sec): 3 clusters Score: Raw -72396.816144 + Penalty 674.506590 = -71722.309554 nChanged 2 SP:Iteration 25Q (386.666114 sec): 3 clusters Score: Raw -72397.007213 + Penalty 674.506590 = -71722.500622 nChanged 0 SP:Iteration 26F (386.708697 sec): 3 clusters Score: Raw -72397.007213 + Penalty 674.506590 = -71722.500622 nChanged 0 Trying to split cluster 12 (56161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (386.785943 sec): 2 clusters Score: Raw -2528543.119736 + Penalty 497.586992 = -2528045.532744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (386.887385 sec): 3 clusters Score: Raw -2491498.674564 + Penalty 995.173984 = -2490503.500581 nChanged 27220 SP:Iteration 1F (386.977709 sec): 3 clusters Score: Raw -2508040.819116 + Penalty 995.173984 = -2507045.645132 nChanged 2781 SP:Iteration 2Q (387.071849 sec): 3 clusters Score: Raw -2509158.877409 + Penalty 995.173984 = -2508163.703425 nChanged 3333 SP:Iteration 3F (387.174018 sec): 3 clusters Score: Raw -2510777.834419 + Penalty 995.173984 = -2509782.660435 nChanged 3843 SP:Iteration 4F (387.268528 sec): 3 clusters Score: Raw -2512887.529818 + Penalty 995.173984 = -2511892.355834 nChanged 3976 SP:Iteration 5F (387.355096 sec): 3 clusters Score: Raw -2515170.654182 + Penalty 995.173984 = -2514175.480198 nChanged 3689 SP:Iteration 6F (387.461362 sec): 3 clusters Score: Raw -2517328.357588 + Penalty 995.173984 = -2516333.183604 nChanged 3261 SP:Iteration 7F (387.553167 sec): 3 clusters Score: Raw -2519316.318190 + Penalty 995.173984 = -2518321.144206 nChanged 2761 SP:Iteration 8Q (387.642422 sec): 3 clusters Score: Raw -2521078.112757 + Penalty 995.173984 = -2520082.938773 nChanged 2433 SP:Iteration 9Q (387.745131 sec): 3 clusters Score: Raw -2522749.635778 + Penalty 995.173984 = -2521754.461794 nChanged 2117 SP:Iteration 10Q (387.842364 sec): 3 clusters Score: Raw -2524277.760447 + Penalty 995.173984 = -2523282.586463 nChanged 1742 SP:Iteration 11Q (387.942038 sec): 3 clusters Score: Raw -2525644.052052 + Penalty 995.173984 = -2524648.878068 nChanged 1323 SP:Iteration 12Q (388.029831 sec): 3 clusters Score: Raw -2526853.486870 + Penalty 995.173984 = -2525858.312886 nChanged 819 SP:Iteration 13Q (388.126164 sec): 3 clusters Score: Raw -2527739.476022 + Penalty 995.173984 = -2526744.302038 nChanged 402 SP:Iteration 14Q (388.217718 sec): 3 clusters Score: Raw -2528163.486175 + Penalty 995.173984 = -2527168.312191 nChanged 263 SP:Iteration 15Q (388.305694 sec): 3 clusters Score: Raw -2528338.460714 + Penalty 995.173984 = -2527343.286731 nChanged 159 SP:Iteration 16Q (388.397789 sec): 3 clusters Score: Raw -2528418.015431 + Penalty 995.173984 = -2527422.841447 nChanged 115 SP:Iteration 17Q (388.485977 sec): 3 clusters Score: Raw -2528469.972183 + Penalty 995.173984 = -2527474.798200 nChanged 93 SP:Iteration 18Q (388.561560 sec): 3 clusters Score: Raw -2528506.420967 + Penalty 995.173984 = -2527511.246983 nChanged 74 SP:Iteration 19Q (388.638970 sec): 3 clusters Score: Raw -2528536.099649 + Penalty 995.173984 = -2527540.925665 nChanged 60 SP:Iteration 20F (388.738910 sec): 3 clusters Score: Raw -2528560.404205 + Penalty 995.173984 = -2527565.230222 nChanged 48 SP:Iteration 21Q (388.828191 sec): 3 clusters Score: Raw -2528575.311267 + Penalty 995.173984 = -2527580.137284 nChanged 40 SP:Iteration 22Q (388.929631 sec): 3 clusters Score: Raw -2528586.861723 + Penalty 995.173984 = -2527591.687739 nChanged 34 SP:Iteration 23Q (389.018307 sec): 3 clusters Score: Raw -2528599.403148 + Penalty 995.173984 = -2527604.229164 nChanged 40 SP:Iteration 24Q (389.107010 sec): 3 clusters Score: Raw -2528615.765982 + Penalty 995.173984 = -2527620.591998 nChanged 34 SP:Iteration 25Q (389.201960 sec): 3 clusters Score: Raw -2528627.368525 + Penalty 995.173984 = -2527632.194541 nChanged 18 SP:Iteration 26Q (389.287980 sec): 3 clusters Score: Raw -2528632.557600 + Penalty 995.173984 = -2527637.383616 nChanged 13 SP:Iteration 27Q (389.376104 sec): 3 clusters Score: Raw -2528636.224920 + Penalty 995.173984 = -2527641.050936 nChanged 16 SP:Iteration 28Q (389.455979 sec): 3 clusters Score: Raw -2528639.984106 + Penalty 995.173984 = -2527644.810122 nChanged 7 SP:Iteration 29Q (389.543683 sec): 3 clusters Score: Raw -2528641.224510 + Penalty 995.173984 = -2527646.050526 nChanged 4 SP:Iteration 30Q (389.628514 sec): 3 clusters Score: Raw -2528641.752938 + Penalty 995.173984 = -2527646.578954 nChanged 6 SP:Iteration 31Q (389.714065 sec): 3 clusters Score: Raw -2528642.769287 + Penalty 995.173984 = -2527647.595303 nChanged 5 SP:Iteration 32Q (389.804148 sec): 3 clusters Score: Raw -2528643.697970 + Penalty 995.173984 = -2527648.523987 nChanged 2 SP:Iteration 33Q (389.882496 sec): 3 clusters Score: Raw -2528643.903463 + Penalty 995.173984 = -2527648.729479 nChanged 2 SP:Iteration 34Q (389.972603 sec): 3 clusters Score: Raw -2528644.245836 + Penalty 995.173984 = -2527649.071852 nChanged 2 SP:Iteration 35Q (390.063606 sec): 3 clusters Score: Raw -2528644.513194 + Penalty 995.173984 = -2527649.339210 nChanged 3 SP:Iteration 36Q (390.146499 sec): 3 clusters Score: Raw -2528645.148164 + Penalty 995.173984 = -2527649.974180 nChanged 2 SP:Iteration 37Q (390.235026 sec): 3 clusters Score: Raw -2528645.329392 + Penalty 995.173984 = -2527650.155409 nChanged 1 SP:Iteration 38Q (390.332112 sec): 3 clusters Score: Raw -2528645.439035 + Penalty 995.173984 = -2527650.265051 nChanged 1 SP:Iteration 39Q (390.425990 sec): 3 clusters Score: Raw -2528645.677695 + Penalty 995.173984 = -2527650.503711 nChanged 1 SP:Iteration 40F (390.518598 sec): 3 clusters Score: Raw -2528645.765480 + Penalty 995.173984 = -2527650.591496 nChanged 1 SP:Iteration 41Q (390.616373 sec): 3 clusters Score: Raw -2528645.933602 + Penalty 995.173984 = -2527650.759618 nChanged 0 SP:Iteration 42F (390.693032 sec): 3 clusters Score: Raw -2528645.933602 + Penalty 995.173984 = -2527650.759618 nChanged 0 Trying to split cluster 13 (6000 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (390.721728 sec): 2 clusters Score: Raw -265616.663717 + Penalty 395.827921 = -265220.835796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (390.777630 sec): 3 clusters Score: Raw -261969.416091 + Penalty 791.655842 = -261177.760249 nChanged 2692 SP:Iteration 1F (390.822004 sec): 3 clusters Score: Raw -263431.926610 + Penalty 791.655842 = -262640.270768 nChanged 356 SP:Iteration 2F (390.861755 sec): 3 clusters Score: Raw -263588.526760 + Penalty 791.655842 = -262796.870918 nChanged 336 SP:Iteration 3F (390.905928 sec): 3 clusters Score: Raw -263763.745891 + Penalty 791.655842 = -262972.090049 nChanged 335 SP:Iteration 4F (390.938074 sec): 3 clusters Score: Raw -263946.894676 + Penalty 791.655842 = -263155.238834 nChanged 314 SP:Iteration 5F (390.988756 sec): 3 clusters Score: Raw -264162.833077 + Penalty 791.655842 = -263371.177235 nChanged 347 SP:Iteration 6F (391.051338 sec): 3 clusters Score: Raw -264398.544298 + Penalty 791.655842 = -263606.888456 nChanged 334 SP:Iteration 7F (391.094234 sec): 3 clusters Score: Raw -264661.843705 + Penalty 791.655842 = -263870.187863 nChanged 309 SP:Iteration 8F (391.149507 sec): 3 clusters Score: Raw -264891.969921 + Penalty 791.655842 = -264100.314079 nChanged 274 SP:Iteration 9Q (391.199414 sec): 3 clusters Score: Raw -265102.399466 + Penalty 791.655842 = -264310.743624 nChanged 233 SP:Iteration 10Q (391.238482 sec): 3 clusters Score: Raw -265251.757950 + Penalty 791.655842 = -264460.102108 nChanged 188 SP:Iteration 11Q (391.296418 sec): 3 clusters Score: Raw -265365.125456 + Penalty 791.655842 = -264573.469614 nChanged 137 SP:Iteration 12Q (391.344048 sec): 3 clusters Score: Raw -265436.612325 + Penalty 791.655842 = -264644.956483 nChanged 119 SP:Iteration 13Q (391.400097 sec): 3 clusters Score: Raw -265492.627426 + Penalty 791.655842 = -264700.971584 nChanged 91 SP:Iteration 14Q (391.456283 sec): 3 clusters Score: Raw -265530.796004 + Penalty 791.655842 = -264739.140162 nChanged 95 SP:Iteration 15Q (391.502369 sec): 3 clusters Score: Raw -265569.070183 + Penalty 791.655842 = -264777.414341 nChanged 79 SP:Iteration 16Q (391.558496 sec): 3 clusters Score: Raw -265604.335202 + Penalty 791.655842 = -264812.679360 nChanged 64 SP:Iteration 17Q (391.608659 sec): 3 clusters Score: Raw -265630.106646 + Penalty 791.655842 = -264838.450804 nChanged 67 SP:Iteration 18Q (391.651999 sec): 3 clusters Score: Raw -265657.369522 + Penalty 791.655842 = -264865.713680 nChanged 61 SP:Iteration 19Q (391.689662 sec): 3 clusters Score: Raw -265680.040023 + Penalty 791.655842 = -264888.384181 nChanged 49 SP:Iteration 20F (391.722923 sec): 3 clusters Score: Raw -265698.108690 + Penalty 791.655842 = -264906.452848 nChanged 51 SP:Iteration 21Q (391.752882 sec): 3 clusters Score: Raw -265721.155563 + Penalty 791.655842 = -264929.499721 nChanged 43 SP:Iteration 22Q (391.782151 sec): 3 clusters Score: Raw -265740.974066 + Penalty 791.655842 = -264949.318224 nChanged 43 SP:Iteration 23Q (391.805010 sec): 3 clusters Score: Raw -265762.891695 + Penalty 791.655842 = -264971.235852 nChanged 41 SP:Iteration 24Q (391.844657 sec): 3 clusters Score: Raw -265781.730398 + Penalty 791.655842 = -264990.074556 nChanged 43 SP:Iteration 25Q (391.895237 sec): 3 clusters Score: Raw -265800.286895 + Penalty 791.655842 = -265008.631053 nChanged 29 SP:Iteration 26Q (391.949505 sec): 3 clusters Score: Raw -265811.013648 + Penalty 791.655842 = -265019.357806 nChanged 21 SP:Iteration 27Q (391.988423 sec): 3 clusters Score: Raw -265820.339767 + Penalty 791.655842 = -265028.683925 nChanged 19 SP:Iteration 28Q (392.046597 sec): 3 clusters Score: Raw -265828.544979 + Penalty 791.655842 = -265036.889136 nChanged 17 SP:Iteration 29Q (392.095262 sec): 3 clusters Score: Raw -265833.367106 + Penalty 791.655842 = -265041.711264 nChanged 12 SP:Iteration 30Q (392.144400 sec): 3 clusters Score: Raw -265835.644310 + Penalty 791.655842 = -265043.988468 nChanged 5 SP:Iteration 31Q (392.197699 sec): 3 clusters Score: Raw -265836.237381 + Penalty 791.655842 = -265044.581539 nChanged 3 SP:Iteration 32Q (392.235444 sec): 3 clusters Score: Raw -265836.542372 + Penalty 791.655842 = -265044.886530 nChanged 4 SP:Iteration 33Q (392.291351 sec): 3 clusters Score: Raw -265837.113621 + Penalty 791.655842 = -265045.457779 nChanged 1 SP:Iteration 34Q (392.338767 sec): 3 clusters Score: Raw -265837.255771 + Penalty 791.655842 = -265045.599929 nChanged 1 SP:Iteration 35Q (392.384506 sec): 3 clusters Score: Raw -265837.327232 + Penalty 791.655842 = -265045.671390 nChanged 1 SP:Iteration 36Q (392.438433 sec): 3 clusters Score: Raw -265837.422511 + Penalty 791.655842 = -265045.766669 nChanged 1 SP:Iteration 37Q (392.489532 sec): 3 clusters Score: Raw -265837.486393 + Penalty 791.655842 = -265045.830551 nChanged 0 SP:Iteration 38F (392.542447 sec): 3 clusters Score: Raw -265837.486393 + Penalty 791.655842 = -265045.830551 nChanged 0 Trying to split cluster 14 (4385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (392.559669 sec): 2 clusters Score: Raw -190482.761217 + Penalty 381.560493 = -190101.200724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (392.611622 sec): 3 clusters Score: Raw -187871.858653 + Penalty 763.120986 = -187108.737667 nChanged 2002 SP:Iteration 1F (392.663771 sec): 3 clusters Score: Raw -189063.511830 + Penalty 763.120986 = -188300.390843 nChanged 321 SP:Iteration 2F (392.710979 sec): 3 clusters Score: Raw -189247.938644 + Penalty 763.120986 = -188484.817657 nChanged 302 SP:Iteration 3F (392.757350 sec): 3 clusters Score: Raw -189439.897191 + Penalty 763.120986 = -188676.776205 nChanged 303 SP:Iteration 4F (392.801578 sec): 3 clusters Score: Raw -189634.269109 + Penalty 763.120986 = -188871.148123 nChanged 261 SP:Iteration 5F (392.849554 sec): 3 clusters Score: Raw -189808.696059 + Penalty 763.120986 = -189045.575073 nChanged 230 SP:Iteration 6F (392.895934 sec): 3 clusters Score: Raw -189978.973962 + Penalty 763.120986 = -189215.852976 nChanged 202 SP:Iteration 7Q (392.939993 sec): 3 clusters Score: Raw -190142.952154 + Penalty 763.120986 = -189379.831168 nChanged 166 SP:Iteration 8Q (392.981807 sec): 3 clusters Score: Raw -190287.775956 + Penalty 763.120986 = -189524.654970 nChanged 114 SP:Iteration 9Q (393.028903 sec): 3 clusters Score: Raw -190375.098431 + Penalty 763.120986 = -189611.977444 nChanged 66 SP:Iteration 10Q (393.076270 sec): 3 clusters Score: Raw -190425.041362 + Penalty 763.120986 = -189661.920376 nChanged 37 SP:Iteration 11Q (393.123410 sec): 3 clusters Score: Raw -190456.710286 + Penalty 763.120986 = -189693.589300 nChanged 28 SP:Iteration 12Q (393.180265 sec): 3 clusters Score: Raw -190479.984026 + Penalty 763.120986 = -189716.863040 nChanged 20 SP:Iteration 13Q (393.223456 sec): 3 clusters Score: Raw -190494.694564 + Penalty 763.120986 = -189731.573578 nChanged 14 SP:Iteration 14Q (393.277336 sec): 3 clusters Score: Raw -190504.599311 + Penalty 763.120986 = -189741.478324 nChanged 12 SP:Iteration 15Q (393.331653 sec): 3 clusters Score: Raw -190514.279785 + Penalty 763.120986 = -189751.158799 nChanged 9 SP:Iteration 16Q (393.373425 sec): 3 clusters Score: Raw -190518.927933 + Penalty 763.120986 = -189755.806946 nChanged 3 SP:Iteration 17Q (393.417379 sec): 3 clusters Score: Raw -190521.479688 + Penalty 763.120986 = -189758.358701 nChanged 4 SP:Iteration 18Q (393.472650 sec): 3 clusters Score: Raw -190523.211813 + Penalty 763.120986 = -189760.090827 nChanged 2 SP:Iteration 19Q (393.515648 sec): 3 clusters Score: Raw -190525.662612 + Penalty 763.120986 = -189762.541626 nChanged 4 SP:Iteration 20F (393.569440 sec): 3 clusters Score: Raw -190529.406211 + Penalty 763.120986 = -189766.285225 nChanged 4 SP:Iteration 21Q (393.608824 sec): 3 clusters Score: Raw -190532.454954 + Penalty 763.120986 = -189769.333968 nChanged 1 SP:Iteration 22Q (393.664988 sec): 3 clusters Score: Raw -190532.702369 + Penalty 763.120986 = -189769.581382 nChanged 0 SP:Iteration 23F (393.711674 sec): 3 clusters Score: Raw -190532.702369 + Penalty 763.120986 = -189769.581382 nChanged 0 Trying to split cluster 15 (745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (393.730031 sec): 2 clusters Score: Raw -29322.158062 + Penalty 300.908982 = -29021.249080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (393.779710 sec): 3 clusters Score: Raw -29007.017225 + Penalty 601.817964 = -28405.199261 nChanged 267 SP:Iteration 1F (393.828737 sec): 3 clusters Score: Raw -29243.848967 + Penalty 601.817964 = -28642.031003 nChanged 69 SP:Iteration 2F (393.878022 sec): 3 clusters Score: Raw -29339.098643 + Penalty 601.817964 = -28737.280679 nChanged 55 SP:Iteration 3F (393.914500 sec): 3 clusters Score: Raw -29450.088685 + Penalty 601.817964 = -28848.270721 nChanged 56 SP:Iteration 4F (393.970946 sec): 3 clusters Score: Raw -29546.822091 + Penalty 601.817964 = -28945.004127 nChanged 36 SP:Iteration 5Q (394.015792 sec): 3 clusters Score: Raw -29588.488222 + Penalty 601.817964 = -28986.670258 nChanged 16 SP:Iteration 6Q (394.053017 sec): 3 clusters Score: Raw -29600.259038 + Penalty 601.817964 = -28998.441075 nChanged 8 SP:Iteration 7Q (394.102224 sec): 3 clusters Score: Raw -29605.913155 + Penalty 601.817964 = -29004.095191 nChanged 6 SP:Iteration 8Q (394.135216 sec): 3 clusters Score: Raw -29608.148999 + Penalty 601.817964 = -29006.331035 nChanged 3 SP:Iteration 9Q (394.181683 sec): 3 clusters Score: Raw -29610.114194 + Penalty 601.817964 = -29008.296230 nChanged 0 SP:Iteration 10F (394.221124 sec): 3 clusters Score: Raw -29610.114194 + Penalty 601.817964 = -29008.296230 nChanged 0 Trying to split cluster 16 (5868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (394.255858 sec): 2 clusters Score: Raw -230536.475530 + Penalty 394.815746 = -230141.659784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (394.301953 sec): 3 clusters Score: Raw -226997.405395 + Penalty 789.631492 = -226207.773904 nChanged 2659 SP:Iteration 1F (394.359105 sec): 3 clusters Score: Raw -228755.936167 + Penalty 789.631492 = -227966.304675 nChanged 482 SP:Iteration 2F (394.416300 sec): 3 clusters Score: Raw -229057.732275 + Penalty 789.631492 = -228268.100783 nChanged 420 SP:Iteration 3F (394.465961 sec): 3 clusters Score: Raw -229311.723406 + Penalty 789.631492 = -228522.091915 nChanged 331 SP:Iteration 4F (394.505579 sec): 3 clusters Score: Raw -229505.461887 + Penalty 789.631492 = -228715.830395 nChanged 304 SP:Iteration 5F (394.543995 sec): 3 clusters Score: Raw -229678.297502 + Penalty 789.631492 = -228888.666010 nChanged 238 SP:Iteration 6Q (394.599291 sec): 3 clusters Score: Raw -229815.987715 + Penalty 789.631492 = -229026.356223 nChanged 201 SP:Iteration 7Q (394.645755 sec): 3 clusters Score: Raw -229929.152226 + Penalty 789.631492 = -229139.520734 nChanged 185 SP:Iteration 8Q (394.697431 sec): 3 clusters Score: Raw -230037.014920 + Penalty 789.631492 = -229247.383428 nChanged 175 SP:Iteration 9Q (394.743974 sec): 3 clusters Score: Raw -230144.661284 + Penalty 789.631492 = -229355.029792 nChanged 155 SP:Iteration 10Q (394.796655 sec): 3 clusters Score: Raw -230239.210667 + Penalty 789.631492 = -229449.579175 nChanged 136 SP:Iteration 11Q (394.846388 sec): 3 clusters Score: Raw -230294.696915 + Penalty 789.631492 = -229505.065424 nChanged 75 SP:Iteration 12Q (394.895179 sec): 3 clusters Score: Raw -230319.659760 + Penalty 789.631492 = -229530.028268 nChanged 61 SP:Iteration 13Q (394.945582 sec): 3 clusters Score: Raw -230334.507444 + Penalty 789.631492 = -229544.875953 nChanged 54 SP:Iteration 14Q (394.995709 sec): 3 clusters Score: Raw -230347.872588 + Penalty 789.631492 = -229558.241096 nChanged 49 SP:Iteration 15Q (395.050745 sec): 3 clusters Score: Raw -230360.047401 + Penalty 789.631492 = -229570.415909 nChanged 38 SP:Iteration 16Q (395.102526 sec): 3 clusters Score: Raw -230368.394552 + Penalty 789.631492 = -229578.763060 nChanged 35 SP:Iteration 17Q (395.153617 sec): 3 clusters Score: Raw -230374.959689 + Penalty 789.631492 = -229585.328197 nChanged 31 SP:Iteration 18Q (395.189084 sec): 3 clusters Score: Raw -230381.300133 + Penalty 789.631492 = -229591.668642 nChanged 30 SP:Iteration 19Q (395.245193 sec): 3 clusters Score: Raw -230386.086073 + Penalty 789.631492 = -229596.454581 nChanged 20 SP:Iteration 20F (395.289538 sec): 3 clusters Score: Raw -230388.916773 + Penalty 789.631492 = -229599.285282 nChanged 18 SP:Iteration 21Q (395.341216 sec): 3 clusters Score: Raw -230391.028968 + Penalty 789.631492 = -229601.397477 nChanged 17 SP:Iteration 22Q (395.392743 sec): 3 clusters Score: Raw -230392.944773 + Penalty 789.631492 = -229603.313281 nChanged 16 SP:Iteration 23Q (395.442611 sec): 3 clusters Score: Raw -230395.126528 + Penalty 789.631492 = -229605.495036 nChanged 24 SP:Iteration 24Q (395.492313 sec): 3 clusters Score: Raw -230398.273936 + Penalty 789.631492 = -229608.642445 nChanged 22 SP:Iteration 25Q (395.543535 sec): 3 clusters Score: Raw -230402.562439 + Penalty 789.631492 = -229612.930947 nChanged 22 SP:Iteration 26Q (395.599714 sec): 3 clusters Score: Raw -230406.490410 + Penalty 789.631492 = -229616.858918 nChanged 21 SP:Iteration 27Q (395.651163 sec): 3 clusters Score: Raw -230410.465502 + Penalty 789.631492 = -229620.834010 nChanged 22 SP:Iteration 28Q (395.701159 sec): 3 clusters Score: Raw -230414.022752 + Penalty 789.631492 = -229624.391260 nChanged 24 SP:Iteration 29Q (395.742149 sec): 3 clusters Score: Raw -230417.224439 + Penalty 789.631492 = -229627.592947 nChanged 28 SP:Iteration 30Q (395.798204 sec): 3 clusters Score: Raw -230422.674702 + Penalty 789.631492 = -229633.043210 nChanged 27 SP:Iteration 31Q (395.850047 sec): 3 clusters Score: Raw -230427.030911 + Penalty 789.631492 = -229637.399419 nChanged 21 SP:Iteration 32Q (395.904190 sec): 3 clusters Score: Raw -230431.078686 + Penalty 789.631492 = -229641.447194 nChanged 27 SP:Iteration 33Q (395.951591 sec): 3 clusters Score: Raw -230439.116661 + Penalty 789.631492 = -229649.485170 nChanged 35 SP:Iteration 34Q (396.003718 sec): 3 clusters Score: Raw -230449.248181 + Penalty 789.631492 = -229659.616690 nChanged 33 SP:Iteration 35Q (396.048066 sec): 3 clusters Score: Raw -230457.973623 + Penalty 789.631492 = -229668.342132 nChanged 26 SP:Iteration 36Q (396.093362 sec): 3 clusters Score: Raw -230463.615292 + Penalty 789.631492 = -229673.983801 nChanged 23 SP:Iteration 37Q (396.146456 sec): 3 clusters Score: Raw -230468.973059 + Penalty 789.631492 = -229679.341567 nChanged 18 SP:Iteration 38Q (396.185494 sec): 3 clusters Score: Raw -230473.430883 + Penalty 789.631492 = -229683.799391 nChanged 13 SP:Iteration 39Q (396.249225 sec): 3 clusters Score: Raw -230475.906691 + Penalty 789.631492 = -229686.275199 nChanged 18 SP:Iteration 40F (396.287646 sec): 3 clusters Score: Raw -230479.607314 + Penalty 789.631492 = -229689.975822 nChanged 15 SP:Iteration 41Q (396.343718 sec): 3 clusters Score: Raw -230482.258130 + Penalty 789.631492 = -229692.626639 nChanged 16 SP:Iteration 42Q (396.388078 sec): 3 clusters Score: Raw -230485.000400 + Penalty 789.631492 = -229695.368909 nChanged 15 SP:Iteration 43Q (396.445014 sec): 3 clusters Score: Raw -230487.926992 + Penalty 789.631492 = -229698.295500 nChanged 14 SP:Iteration 44Q (396.488102 sec): 3 clusters Score: Raw -230489.543663 + Penalty 789.631492 = -229699.912172 nChanged 11 SP:Iteration 45Q (396.534179 sec): 3 clusters Score: Raw -230490.313667 + Penalty 789.631492 = -229700.682175 nChanged 5 SP:Iteration 46Q (396.572071 sec): 3 clusters Score: Raw -230490.555143 + Penalty 789.631492 = -229700.923652 nChanged 0 SP:Iteration 47F (396.618818 sec): 3 clusters Score: Raw -230490.555143 + Penalty 789.631492 = -229700.923652 nChanged 0 Trying to split cluster 17 (4639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (396.654771 sec): 2 clusters Score: Raw -203839.654839 + Penalty 384.122562 = -203455.532277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (396.698082 sec): 3 clusters Score: Raw -201085.486180 + Penalty 768.245124 = -200317.241056 nChanged 2028 SP:Iteration 1F (396.742322 sec): 3 clusters Score: Raw -202267.852073 + Penalty 768.245124 = -201499.606950 nChanged 277 SP:Iteration 2F (396.785060 sec): 3 clusters Score: Raw -202411.782744 + Penalty 768.245124 = -201643.537620 nChanged 241 SP:Iteration 3F (396.824266 sec): 3 clusters Score: Raw -202565.747519 + Penalty 768.245124 = -201797.502396 nChanged 234 SP:Iteration 4F (396.885756 sec): 3 clusters Score: Raw -202754.372026 + Penalty 768.245124 = -201986.126902 nChanged 231 SP:Iteration 5Q (396.934103 sec): 3 clusters Score: Raw -202934.688271 + Penalty 768.245124 = -202166.443147 nChanged 228 SP:Iteration 6Q (396.967046 sec): 3 clusters Score: Raw -203106.725305 + Penalty 768.245124 = -202338.480182 nChanged 187 SP:Iteration 7Q (397.018975 sec): 3 clusters Score: Raw -203229.751564 + Penalty 768.245124 = -202461.506440 nChanged 177 SP:Iteration 8Q (397.068371 sec): 3 clusters Score: Raw -203339.359974 + Penalty 768.245124 = -202571.114851 nChanged 144 SP:Iteration 9Q (397.116738 sec): 3 clusters Score: Raw -203432.856994 + Penalty 768.245124 = -202664.611870 nChanged 135 SP:Iteration 10Q (397.159257 sec): 3 clusters Score: Raw -203517.136297 + Penalty 768.245124 = -202748.891173 nChanged 124 SP:Iteration 11Q (397.209970 sec): 3 clusters Score: Raw -203593.326769 + Penalty 768.245124 = -202825.081645 nChanged 108 SP:Iteration 12Q (397.249221 sec): 3 clusters Score: Raw -203656.941271 + Penalty 768.245124 = -202888.696148 nChanged 76 SP:Iteration 13Q (397.291430 sec): 3 clusters Score: Raw -203702.383917 + Penalty 768.245124 = -202934.138794 nChanged 75 SP:Iteration 14Q (397.341744 sec): 3 clusters Score: Raw -203754.823418 + Penalty 768.245124 = -202986.578295 nChanged 59 SP:Iteration 15Q (397.392359 sec): 3 clusters Score: Raw -203793.072575 + Penalty 768.245124 = -203024.827451 nChanged 38 SP:Iteration 16Q (397.450435 sec): 3 clusters Score: Raw -203814.025450 + Penalty 768.245124 = -203045.780326 nChanged 37 SP:Iteration 17Q (397.500941 sec): 3 clusters Score: Raw -203835.072743 + Penalty 768.245124 = -203066.827620 nChanged 30 SP:Iteration 18Q (397.547584 sec): 3 clusters Score: Raw -203853.617028 + Penalty 768.245124 = -203085.371905 nChanged 20 SP:Iteration 19Q (397.601257 sec): 3 clusters Score: Raw -203868.776058 + Penalty 768.245124 = -203100.530935 nChanged 13 SP:Iteration 20F (397.647520 sec): 3 clusters Score: Raw -203875.514081 + Penalty 768.245124 = -203107.268958 nChanged 10 SP:Iteration 21Q (397.698916 sec): 3 clusters Score: Raw -203879.415224 + Penalty 768.245124 = -203111.170101 nChanged 4 SP:Iteration 22Q (397.746752 sec): 3 clusters Score: Raw -203881.191019 + Penalty 768.245124 = -203112.945896 nChanged 5 SP:Iteration 23Q (397.797088 sec): 3 clusters Score: Raw -203883.236785 + Penalty 768.245124 = -203114.991662 nChanged 6 SP:Iteration 24Q (397.836846 sec): 3 clusters Score: Raw -203885.028067 + Penalty 768.245124 = -203116.782943 nChanged 3 SP:Iteration 25Q (397.887250 sec): 3 clusters Score: Raw -203885.833346 + Penalty 768.245124 = -203117.588223 nChanged 4 SP:Iteration 26Q (397.910451 sec): 3 clusters Score: Raw -203887.597043 + Penalty 768.245124 = -203119.351920 nChanged 3 SP:Iteration 27Q (397.918538 sec): 3 clusters Score: Raw -203888.303950 + Penalty 768.245124 = -203120.058826 nChanged 0 SP:Iteration 28F (397.932025 sec): 3 clusters Score: Raw -203888.303950 + Penalty 768.245124 = -203120.058826 nChanged 0 Trying to split cluster 18 (10199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (397.963802 sec): 2 clusters Score: Raw -444054.899346 + Penalty 419.967045 = -443634.932300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (398.021924 sec): 3 clusters Score: Raw -437606.755785 + Penalty 839.934091 = -436766.821694 nChanged 4792 SP:Iteration 1F (398.068260 sec): 3 clusters Score: Raw -440288.580918 + Penalty 839.934091 = -439448.646827 nChanged 690 SP:Iteration 2F (398.123869 sec): 3 clusters Score: Raw -440674.554307 + Penalty 839.934091 = -439834.620216 nChanged 828 SP:Iteration 3F (398.178447 sec): 3 clusters Score: Raw -441269.498326 + Penalty 839.934091 = -440429.564235 nChanged 909 SP:Iteration 4F (398.233168 sec): 3 clusters Score: Raw -442097.063959 + Penalty 839.934091 = -441257.129868 nChanged 832 SP:Iteration 5F (398.289487 sec): 3 clusters Score: Raw -442903.061510 + Penalty 839.934091 = -442063.127419 nChanged 598 SP:Iteration 6F (398.342533 sec): 3 clusters Score: Raw -443473.648504 + Penalty 839.934091 = -442633.714413 nChanged 365 SP:Iteration 7Q (398.400398 sec): 3 clusters Score: Raw -443809.543183 + Penalty 839.934091 = -442969.609092 nChanged 185 SP:Iteration 8Q (398.460767 sec): 3 clusters Score: Raw -443970.106300 + Penalty 839.934091 = -443130.172209 nChanged 109 SP:Iteration 9Q (398.511725 sec): 3 clusters Score: Raw -444064.966268 + Penalty 839.934091 = -443225.032177 nChanged 52 SP:Iteration 10Q (398.562323 sec): 3 clusters Score: Raw -444114.349907 + Penalty 839.934091 = -443274.415816 nChanged 29 SP:Iteration 11Q (398.627784 sec): 3 clusters Score: Raw -444145.629564 + Penalty 839.934091 = -443305.695473 nChanged 17 SP:Iteration 12Q (398.671473 sec): 3 clusters Score: Raw -444160.680366 + Penalty 839.934091 = -443320.746275 nChanged 12 SP:Iteration 13Q (398.709699 sec): 3 clusters Score: Raw -444169.940859 + Penalty 839.934091 = -443330.006768 nChanged 6 SP:Iteration 14Q (398.752377 sec): 3 clusters Score: Raw -444174.144897 + Penalty 839.934091 = -443334.210807 nChanged 2 SP:Iteration 15Q (398.770083 sec): 3 clusters Score: Raw -444175.272648 + Penalty 839.934091 = -443335.338557 nChanged 2 SP:Iteration 16Q (398.795562 sec): 3 clusters Score: Raw -444176.737834 + Penalty 839.934091 = -443336.803743 nChanged 1 SP:Iteration 17Q (398.845882 sec): 3 clusters Score: Raw -444178.053807 + Penalty 839.934091 = -443338.119716 nChanged 1 SP:Iteration 18Q (398.896601 sec): 3 clusters Score: Raw -444179.262724 + Penalty 839.934091 = -443339.328633 nChanged 1 SP:Iteration 19Q (398.953941 sec): 3 clusters Score: Raw -444179.745202 + Penalty 839.934091 = -443339.811111 nChanged 1 SP:Iteration 20F (398.994152 sec): 3 clusters Score: Raw -444182.013364 + Penalty 839.934091 = -443342.079274 nChanged 1 SP:Iteration 21Q (399.054679 sec): 3 clusters Score: Raw -444182.678999 + Penalty 839.934091 = -443342.744908 nChanged 0 SP:Iteration 22F (399.109146 sec): 3 clusters Score: Raw -444182.678999 + Penalty 839.934091 = -443342.744908 nChanged 0 Trying to split cluster 19 (25845 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (399.150167 sec): 2 clusters Score: Raw -1117626.072100 + Penalty 462.274196 = -1117163.797904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (399.217975 sec): 3 clusters Score: Raw -1100843.811449 + Penalty 924.548392 = -1099919.263058 nChanged 12352 SP:Iteration 1F (399.287104 sec): 3 clusters Score: Raw -1108391.083590 + Penalty 924.548392 = -1107466.535198 nChanged 1405 SP:Iteration 2F (399.355426 sec): 3 clusters Score: Raw -1109030.045997 + Penalty 924.548392 = -1108105.497606 nChanged 1576 SP:Iteration 3F (399.412696 sec): 3 clusters Score: Raw -1109786.933382 + Penalty 924.548392 = -1108862.384990 nChanged 1542 SP:Iteration 4F (399.489818 sec): 3 clusters Score: Raw -1110580.036737 + Penalty 924.548392 = -1109655.488345 nChanged 1508 SP:Iteration 5F (399.557777 sec): 3 clusters Score: Raw -1111417.276331 + Penalty 924.548392 = -1110492.727939 nChanged 1331 SP:Iteration 6F (399.622870 sec): 3 clusters Score: Raw -1112202.874787 + Penalty 924.548392 = -1111278.326395 nChanged 1192 SP:Iteration 7Q (399.688668 sec): 3 clusters Score: Raw -1112977.615235 + Penalty 924.548392 = -1112053.066844 nChanged 1079 SP:Iteration 8Q (399.756142 sec): 3 clusters Score: Raw -1113711.505170 + Penalty 924.548392 = -1112786.956778 nChanged 887 SP:Iteration 9Q (399.826329 sec): 3 clusters Score: Raw -1114199.286531 + Penalty 924.548392 = -1113274.738140 nChanged 680 SP:Iteration 10Q (399.897604 sec): 3 clusters Score: Raw -1114500.720535 + Penalty 924.548392 = -1113576.172143 nChanged 520 SP:Iteration 11Q (399.967743 sec): 3 clusters Score: Raw -1114712.558619 + Penalty 924.548392 = -1113788.010227 nChanged 486 SP:Iteration 12Q (400.036928 sec): 3 clusters Score: Raw -1114893.777427 + Penalty 924.548392 = -1113969.229035 nChanged 482 SP:Iteration 13Q (400.103670 sec): 3 clusters Score: Raw -1115088.686269 + Penalty 924.548392 = -1114164.137877 nChanged 504 SP:Iteration 14Q (400.170478 sec): 3 clusters Score: Raw -1115308.129399 + Penalty 924.548392 = -1114383.581007 nChanged 532 SP:Iteration 15Q (400.240713 sec): 3 clusters Score: Raw -1115557.176387 + Penalty 924.548392 = -1114632.627995 nChanged 521 SP:Iteration 16Q (400.311141 sec): 3 clusters Score: Raw -1115828.890599 + Penalty 924.548392 = -1114904.342208 nChanged 564 SP:Iteration 17Q (400.378774 sec): 3 clusters Score: Raw -1116147.626019 + Penalty 924.548392 = -1115223.077627 nChanged 531 SP:Iteration 18Q (400.436093 sec): 3 clusters Score: Raw -1116461.064691 + Penalty 924.548392 = -1115536.516299 nChanged 471 SP:Iteration 19Q (400.513871 sec): 3 clusters Score: Raw -1116734.653859 + Penalty 924.548392 = -1115810.105467 nChanged 388 SP:Iteration 20F (400.573855 sec): 3 clusters Score: Raw -1116959.610632 + Penalty 924.548392 = -1116035.062240 nChanged 322 SP:Iteration 21Q (400.638555 sec): 3 clusters Score: Raw -1117147.651945 + Penalty 924.548392 = -1116223.103553 nChanged 255 SP:Iteration 22Q (400.706063 sec): 3 clusters Score: Raw -1117290.902981 + Penalty 924.548392 = -1116366.354589 nChanged 211 SP:Iteration 23Q (400.768199 sec): 3 clusters Score: Raw -1117384.141911 + Penalty 924.548392 = -1116459.593519 nChanged 185 SP:Iteration 24Q (400.836313 sec): 3 clusters Score: Raw -1117459.487303 + Penalty 924.548392 = -1116534.938911 nChanged 162 SP:Iteration 25Q (400.895183 sec): 3 clusters Score: Raw -1117519.811196 + Penalty 924.548392 = -1116595.262804 nChanged 131 SP:Iteration 26Q (400.961983 sec): 3 clusters Score: Raw -1117562.793756 + Penalty 924.548392 = -1116638.245364 nChanged 101 SP:Iteration 27Q (401.023614 sec): 3 clusters Score: Raw -1117594.508631 + Penalty 924.548392 = -1116669.960239 nChanged 77 SP:Iteration 28Q (401.090204 sec): 3 clusters Score: Raw -1117615.159990 + Penalty 924.548392 = -1116690.611598 nChanged 67 SP:Iteration 29Q (401.161074 sec): 3 clusters Score: Raw -1117632.148685 + Penalty 924.548392 = -1116707.600294 nChanged 63 SP:Iteration 30Q (401.218712 sec): 3 clusters Score: Raw -1117648.428340 + Penalty 924.548392 = -1116723.879948 nChanged 60 SP:Iteration 31Q (401.289871 sec): 3 clusters Score: Raw -1117663.469394 + Penalty 924.548392 = -1116738.921002 nChanged 63 SP:Iteration 32Q (401.346500 sec): 3 clusters Score: Raw -1117682.277915 + Penalty 924.548392 = -1116757.729523 nChanged 55 SP:Iteration 33Q (401.399660 sec): 3 clusters Score: Raw -1117699.095937 + Penalty 924.548392 = -1116774.547546 nChanged 51 SP:Iteration 34Q (401.473070 sec): 3 clusters Score: Raw -1117713.841671 + Penalty 924.548392 = -1116789.293280 nChanged 32 SP:Iteration 35Q (401.533759 sec): 3 clusters Score: Raw -1117722.253848 + Penalty 924.548392 = -1116797.705456 nChanged 33 SP:Iteration 36Q (401.593317 sec): 3 clusters Score: Raw -1117730.054042 + Penalty 924.548392 = -1116805.505650 nChanged 25 SP:Iteration 37Q (401.660346 sec): 3 clusters Score: Raw -1117735.246107 + Penalty 924.548392 = -1116810.697715 nChanged 23 SP:Iteration 38Q (401.717954 sec): 3 clusters Score: Raw -1117739.578455 + Penalty 924.548392 = -1116815.030063 nChanged 19 SP:Iteration 39Q (401.785399 sec): 3 clusters Score: Raw -1117743.655773 + Penalty 924.548392 = -1116819.107381 nChanged 14 SP:Iteration 40F (401.849389 sec): 3 clusters Score: Raw -1117748.260236 + Penalty 924.548392 = -1116823.711845 nChanged 17 SP:Iteration 41Q (401.921666 sec): 3 clusters Score: Raw -1117752.708599 + Penalty 924.548392 = -1116828.160207 nChanged 19 SP:Iteration 42Q (401.970917 sec): 3 clusters Score: Raw -1117757.344900 + Penalty 924.548392 = -1116832.796508 nChanged 14 SP:Iteration 43Q (402.047016 sec): 3 clusters Score: Raw -1117760.256525 + Penalty 924.548392 = -1116835.708133 nChanged 12 SP:Iteration 44Q (402.110930 sec): 3 clusters Score: Raw -1117763.571661 + Penalty 924.548392 = -1116839.023269 nChanged 15 SP:Iteration 45Q (402.175747 sec): 3 clusters Score: Raw -1117766.649075 + Penalty 924.548392 = -1116842.100683 nChanged 10 SP:Iteration 46Q (402.239285 sec): 3 clusters Score: Raw -1117769.732555 + Penalty 924.548392 = -1116845.184163 nChanged 7 SP:Iteration 47Q (402.312508 sec): 3 clusters Score: Raw -1117770.862152 + Penalty 924.548392 = -1116846.313760 nChanged 6 SP:Iteration 48Q (402.376536 sec): 3 clusters Score: Raw -1117771.504355 + Penalty 924.548392 = -1116846.955963 nChanged 2 SP:Iteration 49Q (402.442142 sec): 3 clusters Score: Raw -1117771.712417 + Penalty 924.548392 = -1116847.164025 nChanged 3 SP:Iteration 50Q (402.495567 sec): 3 clusters Score: Raw -1117772.050890 + Penalty 924.548392 = -1116847.502498 nChanged 1 SP:Iteration 51Q (402.567135 sec): 3 clusters Score: Raw -1117772.125151 + Penalty 924.548392 = -1116847.576759 nChanged 0 SP:Iteration 52F (402.619448 sec): 3 clusters Score: Raw -1117772.125151 + Penalty 924.548392 = -1116847.576759 nChanged 0 Trying to split cluster 20 (1042 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (402.652700 sec): 2 clusters Score: Raw -34712.140893 + Penalty 316.174824 = -34395.966070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (402.697239 sec): 3 clusters Score: Raw -34170.416360 + Penalty 632.349647 = -33538.066713 nChanged 435 SP:Iteration 1F (402.738427 sec): 3 clusters Score: Raw -34543.022963 + Penalty 632.349647 = -33910.673315 nChanged 132 SP:Iteration 2F (402.785507 sec): 3 clusters Score: Raw -34759.954583 + Penalty 632.349647 = -34127.604936 nChanged 101 SP:Iteration 3F (402.824238 sec): 3 clusters Score: Raw -34903.757696 + Penalty 632.349647 = -34271.408049 nChanged 66 SP:Iteration 4F (402.863134 sec): 3 clusters Score: Raw -34989.386511 + Penalty 632.349647 = -34357.036864 nChanged 44 SP:Iteration 5Q (402.909611 sec): 3 clusters Score: Raw -35048.785416 + Penalty 632.349647 = -34416.435768 nChanged 26 SP:Iteration 6Q (402.955846 sec): 3 clusters Score: Raw -35071.312845 + Penalty 632.349647 = -34438.963197 nChanged 12 SP:Iteration 7Q (403.001881 sec): 3 clusters Score: Raw -35077.621314 + Penalty 632.349647 = -34445.271667 nChanged 6 SP:Iteration 8Q (403.050724 sec): 3 clusters Score: Raw -35082.662061 + Penalty 632.349647 = -34450.312414 nChanged 7 SP:Iteration 9Q (403.090919 sec): 3 clusters Score: Raw -35086.725520 + Penalty 632.349647 = -34454.375873 nChanged 2 SP:Iteration 10Q (403.137876 sec): 3 clusters Score: Raw -35090.328798 + Penalty 632.349647 = -34457.979151 nChanged 6 SP:Iteration 11Q (403.188050 sec): 3 clusters Score: Raw -35096.365041 + Penalty 632.349647 = -34464.015393 nChanged 5 SP:Iteration 12Q (403.221137 sec): 3 clusters Score: Raw -35099.585388 + Penalty 632.349647 = -34467.235740 nChanged 1 SP:Iteration 13Q (403.280546 sec): 3 clusters Score: Raw -35099.827758 + Penalty 632.349647 = -34467.478111 nChanged 2 SP:Iteration 14Q (403.322120 sec): 3 clusters Score: Raw -35100.636177 + Penalty 632.349647 = -34468.286530 nChanged 3 SP:Iteration 15Q (403.362744 sec): 3 clusters Score: Raw -35101.110323 + Penalty 632.349647 = -34468.760676 nChanged 1 SP:Iteration 16Q (403.401884 sec): 3 clusters Score: Raw -35101.197725 + Penalty 632.349647 = -34468.848078 nChanged 0 SP:Iteration 17F (403.447684 sec): 3 clusters Score: Raw -35101.197725 + Penalty 632.349647 = -34468.848078 nChanged 0 Score: Raw -13158356.582528 + Penalty 17313.437109 = -13141043.145419 Splitting cluster 20 changes total score from -13141231.149213 to -13141043.145419 So it's not getting split. Trying to split cluster 21 (3838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (407.157797 sec): 2 clusters Score: Raw -142686.366236 + Penalty 375.498154 = -142310.868082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (407.199782 sec): 3 clusters Score: Raw -140469.750072 + Penalty 750.996308 = -139718.753765 nChanged 1715 SP:Iteration 1F (407.238339 sec): 3 clusters Score: Raw -141584.777163 + Penalty 750.996308 = -140833.780855 nChanged 345 SP:Iteration 2F (407.272161 sec): 3 clusters Score: Raw -141796.842898 + Penalty 750.996308 = -141045.846590 nChanged 248 SP:Iteration 3F (407.300427 sec): 3 clusters Score: Raw -141938.056826 + Penalty 750.996308 = -141187.060518 nChanged 209 SP:Iteration 4F (407.329538 sec): 3 clusters Score: Raw -142054.921178 + Penalty 750.996308 = -141303.924871 nChanged 170 SP:Iteration 5Q (407.360078 sec): 3 clusters Score: Raw -142164.099136 + Penalty 750.996308 = -141413.102829 nChanged 161 SP:Iteration 6Q (407.390449 sec): 3 clusters Score: Raw -142239.576990 + Penalty 750.996308 = -141488.580683 nChanged 126 SP:Iteration 7Q (407.428917 sec): 3 clusters Score: Raw -142295.889693 + Penalty 750.996308 = -141544.893385 nChanged 132 SP:Iteration 8Q (407.473882 sec): 3 clusters Score: Raw -142360.249919 + Penalty 750.996308 = -141609.253612 nChanged 112 SP:Iteration 9Q (407.529517 sec): 3 clusters Score: Raw -142420.704089 + Penalty 750.996308 = -141669.707782 nChanged 121 SP:Iteration 10Q (407.568807 sec): 3 clusters Score: Raw -142490.386601 + Penalty 750.996308 = -141739.390294 nChanged 119 SP:Iteration 11Q (407.616472 sec): 3 clusters Score: Raw -142565.787070 + Penalty 750.996308 = -141814.790763 nChanged 103 SP:Iteration 12Q (407.666269 sec): 3 clusters Score: Raw -142613.816769 + Penalty 750.996308 = -141862.820462 nChanged 86 SP:Iteration 13Q (407.722426 sec): 3 clusters Score: Raw -142646.758579 + Penalty 750.996308 = -141895.762271 nChanged 74 SP:Iteration 14Q (407.771806 sec): 3 clusters Score: Raw -142666.338528 + Penalty 750.996308 = -141915.342220 nChanged 41 SP:Iteration 15Q (407.823115 sec): 3 clusters Score: Raw -142676.764200 + Penalty 750.996308 = -141925.767893 nChanged 32 SP:Iteration 16Q (407.873374 sec): 3 clusters Score: Raw -142682.233035 + Penalty 750.996308 = -141931.236728 nChanged 17 SP:Iteration 17Q (407.910122 sec): 3 clusters Score: Raw -142685.919654 + Penalty 750.996308 = -141934.923347 nChanged 22 SP:Iteration 18Q (407.958449 sec): 3 clusters Score: Raw -142689.327807 + Penalty 750.996308 = -141938.331499 nChanged 20 SP:Iteration 19Q (408.004366 sec): 3 clusters Score: Raw -142693.200809 + Penalty 750.996308 = -141942.204501 nChanged 18 SP:Iteration 20F (408.055780 sec): 3 clusters Score: Raw -142698.332055 + Penalty 750.996308 = -141947.335748 nChanged 15 SP:Iteration 21Q (408.096443 sec): 3 clusters Score: Raw -142701.608434 + Penalty 750.996308 = -141950.612127 nChanged 21 SP:Iteration 22Q (408.136295 sec): 3 clusters Score: Raw -142708.202770 + Penalty 750.996308 = -141957.206463 nChanged 21 SP:Iteration 23Q (408.186105 sec): 3 clusters Score: Raw -142713.301083 + Penalty 750.996308 = -141962.304776 nChanged 15 SP:Iteration 24Q (408.232665 sec): 3 clusters Score: Raw -142717.158009 + Penalty 750.996308 = -141966.161702 nChanged 21 SP:Iteration 25Q (408.281966 sec): 3 clusters Score: Raw -142723.988176 + Penalty 750.996308 = -141972.991868 nChanged 32 SP:Iteration 26Q (408.324846 sec): 3 clusters Score: Raw -142733.088914 + Penalty 750.996308 = -141982.092607 nChanged 31 SP:Iteration 27Q (408.371236 sec): 3 clusters Score: Raw -142742.064805 + Penalty 750.996308 = -141991.068497 nChanged 25 SP:Iteration 28Q (408.414008 sec): 3 clusters Score: Raw -142750.083190 + Penalty 750.996308 = -141999.086882 nChanged 31 SP:Iteration 29Q (408.468712 sec): 3 clusters Score: Raw -142757.081503 + Penalty 750.996308 = -142006.085195 nChanged 25 SP:Iteration 30Q (408.514998 sec): 3 clusters Score: Raw -142761.750537 + Penalty 750.996308 = -142010.754229 nChanged 15 SP:Iteration 31Q (408.555118 sec): 3 clusters Score: Raw -142766.219331 + Penalty 750.996308 = -142015.223023 nChanged 13 SP:Iteration 32Q (408.601025 sec): 3 clusters Score: Raw -142769.031730 + Penalty 750.996308 = -142018.035422 nChanged 14 SP:Iteration 33Q (408.661585 sec): 3 clusters Score: Raw -142772.256698 + Penalty 750.996308 = -142021.260390 nChanged 16 SP:Iteration 34Q (408.708419 sec): 3 clusters Score: Raw -142776.222032 + Penalty 750.996308 = -142025.225724 nChanged 18 SP:Iteration 35Q (408.758464 sec): 3 clusters Score: Raw -142779.004465 + Penalty 750.996308 = -142028.008158 nChanged 11 SP:Iteration 36Q (408.811789 sec): 3 clusters Score: Raw -142781.401083 + Penalty 750.996308 = -142030.404776 nChanged 18 SP:Iteration 37Q (408.850262 sec): 3 clusters Score: Raw -142784.731182 + Penalty 750.996308 = -142033.734874 nChanged 6 SP:Iteration 38Q (408.888813 sec): 3 clusters Score: Raw -142785.389517 + Penalty 750.996308 = -142034.393209 nChanged 6 SP:Iteration 39Q (408.923963 sec): 3 clusters Score: Raw -142786.093764 + Penalty 750.996308 = -142035.097456 nChanged 1 SP:Iteration 40F (408.940403 sec): 3 clusters Score: Raw -142786.189164 + Penalty 750.996308 = -142035.192856 nChanged 1 SP:Iteration 41Q (408.998251 sec): 3 clusters Score: Raw -142786.256712 + Penalty 750.996308 = -142035.260405 nChanged 0 SP:Iteration 42F (409.041498 sec): 3 clusters Score: Raw -142786.256712 + Penalty 750.996308 = -142035.260405 nChanged 0 Trying to split cluster 22 (3563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (409.066121 sec): 2 clusters Score: Raw -134936.952669 + Penalty 372.115297 = -134564.837373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (409.112919 sec): 3 clusters Score: Raw -132850.797963 + Penalty 744.230593 = -132106.567369 nChanged 1621 SP:Iteration 1F (409.168383 sec): 3 clusters Score: Raw -133878.447716 + Penalty 744.230593 = -133134.217123 nChanged 334 SP:Iteration 2F (409.216762 sec): 3 clusters Score: Raw -134160.111628 + Penalty 744.230593 = -133415.881035 nChanged 283 SP:Iteration 3F (409.260152 sec): 3 clusters Score: Raw -134367.841839 + Penalty 744.230593 = -133623.611246 nChanged 206 SP:Iteration 4F (409.304859 sec): 3 clusters Score: Raw -134512.779648 + Penalty 744.230593 = -133768.549055 nChanged 177 SP:Iteration 5Q (409.352356 sec): 3 clusters Score: Raw -134633.841604 + Penalty 744.230593 = -133889.611011 nChanged 135 SP:Iteration 6Q (409.402274 sec): 3 clusters Score: Raw -134728.361991 + Penalty 744.230593 = -133984.131398 nChanged 133 SP:Iteration 7Q (409.441452 sec): 3 clusters Score: Raw -134827.402639 + Penalty 744.230593 = -134083.172046 nChanged 123 SP:Iteration 8Q (409.487175 sec): 3 clusters Score: Raw -134917.150787 + Penalty 744.230593 = -134172.920194 nChanged 101 SP:Iteration 9Q (409.529134 sec): 3 clusters Score: Raw -135003.214006 + Penalty 744.230593 = -134258.983413 nChanged 98 SP:Iteration 10Q (409.571256 sec): 3 clusters Score: Raw -135094.358349 + Penalty 744.230593 = -134350.127755 nChanged 78 SP:Iteration 11Q (409.587280 sec): 3 clusters Score: Raw -135154.014884 + Penalty 744.230593 = -134409.784291 nChanged 48 SP:Iteration 12Q (409.626020 sec): 3 clusters Score: Raw -135193.234920 + Penalty 744.230593 = -134449.004327 nChanged 41 SP:Iteration 13Q (409.642346 sec): 3 clusters Score: Raw -135228.158102 + Penalty 744.230593 = -134483.927509 nChanged 34 SP:Iteration 14Q (409.652903 sec): 3 clusters Score: Raw -135252.488529 + Penalty 744.230593 = -134508.257936 nChanged 25 SP:Iteration 15Q (409.662481 sec): 3 clusters Score: Raw -135279.591935 + Penalty 744.230593 = -134535.361342 nChanged 17 SP:Iteration 16Q (409.672830 sec): 3 clusters Score: Raw -135300.236047 + Penalty 744.230593 = -134556.005454 nChanged 15 SP:Iteration 17Q (409.683338 sec): 3 clusters Score: Raw -135322.912194 + Penalty 744.230593 = -134578.681601 nChanged 13 SP:Iteration 18Q (409.693887 sec): 3 clusters Score: Raw -135340.285209 + Penalty 744.230593 = -134596.054616 nChanged 15 SP:Iteration 19Q (409.704499 sec): 3 clusters Score: Raw -135349.165119 + Penalty 744.230593 = -134604.934526 nChanged 7 SP:Iteration 20F (409.715793 sec): 3 clusters Score: Raw -135359.674574 + Penalty 744.230593 = -134615.443981 nChanged 10 SP:Iteration 21Q (409.725748 sec): 3 clusters Score: Raw -135368.000270 + Penalty 744.230593 = -134623.769677 nChanged 11 SP:Iteration 22Q (409.735320 sec): 3 clusters Score: Raw -135372.212121 + Penalty 744.230593 = -134627.981528 nChanged 8 SP:Iteration 23Q (409.744758 sec): 3 clusters Score: Raw -135377.613969 + Penalty 744.230593 = -134633.383375 nChanged 4 SP:Iteration 24Q (409.755447 sec): 3 clusters Score: Raw -135379.146593 + Penalty 744.230593 = -134634.916000 nChanged 2 SP:Iteration 25Q (409.764600 sec): 3 clusters Score: Raw -135379.926795 + Penalty 744.230593 = -134635.696202 nChanged 1 SP:Iteration 26Q (409.774319 sec): 3 clusters Score: Raw -135380.691585 + Penalty 744.230593 = -134636.460992 nChanged 2 SP:Iteration 27Q (409.784301 sec): 3 clusters Score: Raw -135380.922326 + Penalty 744.230593 = -134636.691733 nChanged 2 SP:Iteration 28Q (409.795484 sec): 3 clusters Score: Raw -135381.127494 + Penalty 744.230593 = -134636.896901 nChanged 1 SP:Iteration 29Q (409.805955 sec): 3 clusters Score: Raw -135381.819978 + Penalty 744.230593 = -134637.589385 nChanged 1 SP:Iteration 30Q (409.818043 sec): 3 clusters Score: Raw -135383.317216 + Penalty 744.230593 = -134639.086623 nChanged 4 SP:Iteration 31Q (409.829272 sec): 3 clusters Score: Raw -135388.145711 + Penalty 744.230593 = -134643.915118 nChanged 6 SP:Iteration 32Q (409.840504 sec): 3 clusters Score: Raw -135392.694168 + Penalty 744.230593 = -134648.463575 nChanged 4 SP:Iteration 33Q (409.850176 sec): 3 clusters Score: Raw -135394.480874 + Penalty 744.230593 = -134650.250281 nChanged 1 SP:Iteration 34Q (409.893961 sec): 3 clusters Score: Raw -135394.684477 + Penalty 744.230593 = -134650.453884 nChanged 0 SP:Iteration 35F (409.941531 sec): 3 clusters Score: Raw -135394.684477 + Penalty 744.230593 = -134650.453884 nChanged 0 Score: Raw -13158425.257503 + Penalty 17313.437109 = -13141111.820395 Splitting cluster 22 changes total score from -13141231.149213 to -13141111.820395 So it's not getting split. Trying to split cluster 23 (19239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (413.691572 sec): 2 clusters Score: Raw -796497.037572 + Penalty 448.843611 = -796048.193961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (413.754781 sec): 3 clusters Score: Raw -784089.274637 + Penalty 897.687222 = -783191.587415 nChanged 9123 SP:Iteration 1F (413.817495 sec): 3 clusters Score: Raw -790046.322674 + Penalty 897.687222 = -789148.635452 nChanged 1376 SP:Iteration 2F (413.873257 sec): 3 clusters Score: Raw -790928.188849 + Penalty 897.687222 = -790030.501627 nChanged 1487 SP:Iteration 3F (413.931624 sec): 3 clusters Score: Raw -792042.733850 + Penalty 897.687222 = -791145.046628 nChanged 1477 SP:Iteration 4F (413.993091 sec): 3 clusters Score: Raw -793326.025710 + Penalty 897.687222 = -792428.338488 nChanged 1240 SP:Iteration 5F (414.052492 sec): 3 clusters Score: Raw -794470.970787 + Penalty 897.687222 = -793573.283565 nChanged 891 SP:Iteration 6Q (414.117155 sec): 3 clusters Score: Raw -795182.130934 + Penalty 897.687222 = -794284.443712 nChanged 608 SP:Iteration 7Q (414.178595 sec): 3 clusters Score: Raw -795641.088442 + Penalty 897.687222 = -794743.401220 nChanged 460 SP:Iteration 8Q (414.249862 sec): 3 clusters Score: Raw -795943.336251 + Penalty 897.687222 = -795045.649029 nChanged 339 SP:Iteration 9Q (414.303673 sec): 3 clusters Score: Raw -796128.893642 + Penalty 897.687222 = -795231.206420 nChanged 245 SP:Iteration 10Q (414.362351 sec): 3 clusters Score: Raw -796256.051940 + Penalty 897.687222 = -795358.364718 nChanged 187 SP:Iteration 11Q (414.419716 sec): 3 clusters Score: Raw -796345.113359 + Penalty 897.687222 = -795447.426136 nChanged 174 SP:Iteration 12Q (414.485137 sec): 3 clusters Score: Raw -796425.299263 + Penalty 897.687222 = -795527.612041 nChanged 139 SP:Iteration 13Q (414.548546 sec): 3 clusters Score: Raw -796482.568609 + Penalty 897.687222 = -795584.881387 nChanged 98 SP:Iteration 14Q (414.600651 sec): 3 clusters Score: Raw -796523.091072 + Penalty 897.687222 = -795625.403850 nChanged 89 SP:Iteration 15Q (414.662839 sec): 3 clusters Score: Raw -796551.920267 + Penalty 897.687222 = -795654.233045 nChanged 61 SP:Iteration 16Q (414.724254 sec): 3 clusters Score: Raw -796575.604947 + Penalty 897.687222 = -795677.917724 nChanged 52 SP:Iteration 17Q (414.794148 sec): 3 clusters Score: Raw -796590.410555 + Penalty 897.687222 = -795692.723333 nChanged 43 SP:Iteration 18Q (414.830743 sec): 3 clusters Score: Raw -796603.179837 + Penalty 897.687222 = -795705.492615 nChanged 45 SP:Iteration 19Q (414.886988 sec): 3 clusters Score: Raw -796617.602440 + Penalty 897.687222 = -795719.915218 nChanged 45 SP:Iteration 20F (414.946818 sec): 3 clusters Score: Raw -796635.311681 + Penalty 897.687222 = -795737.624459 nChanged 35 SP:Iteration 21Q (415.009165 sec): 3 clusters Score: Raw -796650.625976 + Penalty 897.687222 = -795752.938754 nChanged 29 SP:Iteration 22Q (415.064777 sec): 3 clusters Score: Raw -796667.809017 + Penalty 897.687222 = -795770.121795 nChanged 27 SP:Iteration 23Q (415.125812 sec): 3 clusters Score: Raw -796679.476964 + Penalty 897.687222 = -795781.789742 nChanged 19 SP:Iteration 24Q (415.186245 sec): 3 clusters Score: Raw -796685.137032 + Penalty 897.687222 = -795787.449810 nChanged 16 SP:Iteration 25Q (415.247206 sec): 3 clusters Score: Raw -796691.638079 + Penalty 897.687222 = -795793.950857 nChanged 18 SP:Iteration 26Q (415.307158 sec): 3 clusters Score: Raw -796697.501676 + Penalty 897.687222 = -795799.814454 nChanged 14 SP:Iteration 27Q (415.365474 sec): 3 clusters Score: Raw -796701.074787 + Penalty 897.687222 = -795803.387565 nChanged 11 SP:Iteration 28Q (415.429650 sec): 3 clusters Score: Raw -796703.799203 + Penalty 897.687222 = -795806.111980 nChanged 13 SP:Iteration 29Q (415.482215 sec): 3 clusters Score: Raw -796708.004790 + Penalty 897.687222 = -795810.317568 nChanged 10 SP:Iteration 30Q (415.536559 sec): 3 clusters Score: Raw -796710.490979 + Penalty 897.687222 = -795812.803757 nChanged 4 SP:Iteration 31Q (415.558515 sec): 3 clusters Score: Raw -796710.963499 + Penalty 897.687222 = -795813.276277 nChanged 2 SP:Iteration 32Q (415.613762 sec): 3 clusters Score: Raw -796711.208158 + Penalty 897.687222 = -795813.520936 nChanged 2 SP:Iteration 33Q (415.662641 sec): 3 clusters Score: Raw -796711.556716 + Penalty 897.687222 = -795813.869494 nChanged 5 SP:Iteration 34Q (415.720157 sec): 3 clusters Score: Raw -796713.459999 + Penalty 897.687222 = -795815.772777 nChanged 4 SP:Iteration 35Q (415.781261 sec): 3 clusters Score: Raw -796714.593360 + Penalty 897.687222 = -795816.906138 nChanged 3 SP:Iteration 36Q (415.832754 sec): 3 clusters Score: Raw -796715.236020 + Penalty 897.687222 = -795817.548798 nChanged 4 SP:Iteration 37Q (415.900613 sec): 3 clusters Score: Raw -796715.935724 + Penalty 897.687222 = -795818.248502 nChanged 4 SP:Iteration 38Q (415.966071 sec): 3 clusters Score: Raw -796716.811682 + Penalty 897.687222 = -795819.124460 nChanged 6 SP:Iteration 39Q (416.018471 sec): 3 clusters Score: Raw -796718.340983 + Penalty 897.687222 = -795820.653761 nChanged 5 SP:Iteration 40F (416.088539 sec): 3 clusters Score: Raw -796718.736665 + Penalty 897.687222 = -795821.049443 nChanged 0 Trying to split cluster 24 (59876 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (416.157442 sec): 2 clusters Score: Raw -2564965.242166 + Penalty 500.501412 = -2564464.740754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (416.265320 sec): 3 clusters Score: Raw -2525208.949223 + Penalty 1001.002824 = -2524207.946399 nChanged 29205 SP:Iteration 1F (416.366681 sec): 3 clusters Score: Raw -2544131.686950 + Penalty 1001.002824 = -2543130.684126 nChanged 3442 SP:Iteration 2F (416.468345 sec): 3 clusters Score: Raw -2545563.154873 + Penalty 1001.002824 = -2544562.152049 nChanged 3509 SP:Iteration 3F (416.556224 sec): 3 clusters Score: Raw -2547097.454822 + Penalty 1001.002824 = -2546096.451998 nChanged 3426 SP:Iteration 4F (416.651737 sec): 3 clusters Score: Raw -2548616.957665 + Penalty 1001.002824 = -2547615.954841 nChanged 3147 SP:Iteration 5F (416.756221 sec): 3 clusters Score: Raw -2550044.855593 + Penalty 1001.002824 = -2549043.852768 nChanged 2878 SP:Iteration 6Q (416.854848 sec): 3 clusters Score: Raw -2551547.312335 + Penalty 1001.002824 = -2550546.309510 nChanged 2743 SP:Iteration 7Q (416.965125 sec): 3 clusters Score: Raw -2553288.564804 + Penalty 1001.002824 = -2552287.561979 nChanged 2475 SP:Iteration 8Q (417.059820 sec): 3 clusters Score: Raw -2555090.849775 + Penalty 1001.002824 = -2554089.846951 nChanged 2124 SP:Iteration 9Q (417.146181 sec): 3 clusters Score: Raw -2556669.067708 + Penalty 1001.002824 = -2555668.064884 nChanged 1959 SP:Iteration 10Q (417.257223 sec): 3 clusters Score: Raw -2557922.433883 + Penalty 1001.002824 = -2556921.431059 nChanged 1708 SP:Iteration 11Q (417.349926 sec): 3 clusters Score: Raw -2558941.997931 + Penalty 1001.002824 = -2557940.995106 nChanged 1439 SP:Iteration 12Q (417.453150 sec): 3 clusters Score: Raw -2559714.375547 + Penalty 1001.002824 = -2558713.372723 nChanged 1233 SP:Iteration 13Q (417.552167 sec): 3 clusters Score: Raw -2560373.764702 + Penalty 1001.002824 = -2559372.761877 nChanged 1164 SP:Iteration 14Q (417.652734 sec): 3 clusters Score: Raw -2560981.695606 + Penalty 1001.002824 = -2559980.692782 nChanged 1120 SP:Iteration 15Q (417.745342 sec): 3 clusters Score: Raw -2561584.514231 + Penalty 1001.002824 = -2560583.511407 nChanged 1065 SP:Iteration 16Q (417.839583 sec): 3 clusters Score: Raw -2562155.532877 + Penalty 1001.002824 = -2561154.530052 nChanged 941 SP:Iteration 17Q (417.926263 sec): 3 clusters Score: Raw -2562666.528201 + Penalty 1001.002824 = -2561665.525376 nChanged 845 SP:Iteration 18Q (418.029907 sec): 3 clusters Score: Raw -2563117.431765 + Penalty 1001.002824 = -2562116.428941 nChanged 720 SP:Iteration 19Q (418.114853 sec): 3 clusters Score: Raw -2563489.724692 + Penalty 1001.002824 = -2562488.721867 nChanged 567 SP:Iteration 20F (418.211613 sec): 3 clusters Score: Raw -2563771.456733 + Penalty 1001.002824 = -2562770.453908 nChanged 479 SP:Iteration 21Q (418.308005 sec): 3 clusters Score: Raw -2564011.916467 + Penalty 1001.002824 = -2563010.913643 nChanged 443 SP:Iteration 22Q (418.410318 sec): 3 clusters Score: Raw -2564240.581140 + Penalty 1001.002824 = -2563239.578315 nChanged 396 SP:Iteration 23Q (418.505383 sec): 3 clusters Score: Raw -2564454.852874 + Penalty 1001.002824 = -2563453.850050 nChanged 333 SP:Iteration 24Q (418.597296 sec): 3 clusters Score: Raw -2564617.911871 + Penalty 1001.002824 = -2563616.909047 nChanged 263 SP:Iteration 25Q (418.689026 sec): 3 clusters Score: Raw -2564740.037673 + Penalty 1001.002824 = -2563739.034849 nChanged 194 SP:Iteration 26Q (418.790239 sec): 3 clusters Score: Raw -2564819.454753 + Penalty 1001.002824 = -2563818.451929 nChanged 149 SP:Iteration 27Q (418.883111 sec): 3 clusters Score: Raw -2564875.010431 + Penalty 1001.002824 = -2563874.007607 nChanged 113 SP:Iteration 28Q (418.983482 sec): 3 clusters Score: Raw -2564912.739244 + Penalty 1001.002824 = -2563911.736420 nChanged 80 SP:Iteration 29Q (419.087929 sec): 3 clusters Score: Raw -2564939.656750 + Penalty 1001.002824 = -2563938.653925 nChanged 66 SP:Iteration 30Q (419.179364 sec): 3 clusters Score: Raw -2564961.864920 + Penalty 1001.002824 = -2563960.862096 nChanged 60 SP:Iteration 31Q (419.273896 sec): 3 clusters Score: Raw -2564982.992763 + Penalty 1001.002824 = -2563981.989938 nChanged 51 SP:Iteration 32Q (419.368188 sec): 3 clusters Score: Raw -2565000.291603 + Penalty 1001.002824 = -2563999.288778 nChanged 43 SP:Iteration 33Q (419.464612 sec): 3 clusters Score: Raw -2565013.696710 + Penalty 1001.002824 = -2564012.693886 nChanged 32 SP:Iteration 34Q (419.554685 sec): 3 clusters Score: Raw -2565022.881689 + Penalty 1001.002824 = -2564021.878864 nChanged 28 SP:Iteration 35Q (419.646230 sec): 3 clusters Score: Raw -2565028.808158 + Penalty 1001.002824 = -2564027.805334 nChanged 33 SP:Iteration 36Q (419.741462 sec): 3 clusters Score: Raw -2565036.419819 + Penalty 1001.002824 = -2564035.416995 nChanged 27 SP:Iteration 37Q (419.827710 sec): 3 clusters Score: Raw -2565042.524368 + Penalty 1001.002824 = -2564041.521543 nChanged 20 SP:Iteration 38Q (419.921407 sec): 3 clusters Score: Raw -2565046.968485 + Penalty 1001.002824 = -2564045.965661 nChanged 11 SP:Iteration 39Q (420.017727 sec): 3 clusters Score: Raw -2565049.462979 + Penalty 1001.002824 = -2564048.460155 nChanged 15 SP:Iteration 40F (420.109748 sec): 3 clusters Score: Raw -2565053.164281 + Penalty 1001.002824 = -2564052.161457 nChanged 11 SP:Iteration 41Q (420.212294 sec): 3 clusters Score: Raw -2565055.996542 + Penalty 1001.002824 = -2564054.993718 nChanged 12 SP:Iteration 42Q (420.303876 sec): 3 clusters Score: Raw -2565059.767815 + Penalty 1001.002824 = -2564058.764991 nChanged 13 SP:Iteration 43Q (420.386823 sec): 3 clusters Score: Raw -2565064.031861 + Penalty 1001.002824 = -2564063.029036 nChanged 18 SP:Iteration 44Q (420.479690 sec): 3 clusters Score: Raw -2565072.152991 + Penalty 1001.002824 = -2564071.150167 nChanged 18 SP:Iteration 45Q (420.578339 sec): 3 clusters Score: Raw -2565076.294662 + Penalty 1001.002824 = -2564075.291838 nChanged 11 SP:Iteration 46Q (420.670999 sec): 3 clusters Score: Raw -2565079.246456 + Penalty 1001.002824 = -2564078.243632 nChanged 5 SP:Iteration 47Q (420.757746 sec): 3 clusters Score: Raw -2565080.999735 + Penalty 1001.002824 = -2564079.996911 nChanged 2 SP:Iteration 48Q (420.856437 sec): 3 clusters Score: Raw -2565081.912029 + Penalty 1001.002824 = -2564080.909205 nChanged 3 SP:Iteration 49Q (420.946467 sec): 3 clusters Score: Raw -2565082.986843 + Penalty 1001.002824 = -2564081.984018 nChanged 1 SP:Iteration 50Q (421.042879 sec): 3 clusters Score: Raw -2565083.083833 + Penalty 1001.002824 = -2564082.081009 nChanged 0 SP:Iteration 51F (421.138085 sec): 3 clusters Score: Raw -2565083.083833 + Penalty 1001.002824 = -2564082.081009 nChanged 0 Trying to split cluster 25 (1161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (421.173528 sec): 2 clusters Score: Raw -54200.746349 + Penalty 321.095183 = -53879.651166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (421.222112 sec): 3 clusters Score: Raw -53605.320139 + Penalty 642.190365 = -52963.129773 nChanged 445 SP:Iteration 1F (421.263260 sec): 3 clusters Score: Raw -53872.274728 + Penalty 642.190365 = -53230.084363 nChanged 82 SP:Iteration 2F (421.310039 sec): 3 clusters Score: Raw -53923.433128 + Penalty 642.190365 = -53281.242762 nChanged 53 SP:Iteration 3Q (421.359207 sec): 3 clusters Score: Raw -53953.366557 + Penalty 642.190365 = -53311.176192 nChanged 36 SP:Iteration 4Q (421.403808 sec): 3 clusters Score: Raw -53971.993020 + Penalty 642.190365 = -53329.802655 nChanged 35 SP:Iteration 5Q (421.452660 sec): 3 clusters Score: Raw -53991.339510 + Penalty 642.190365 = -53349.149145 nChanged 30 SP:Iteration 6Q (421.490112 sec): 3 clusters Score: Raw -54003.288996 + Penalty 642.190365 = -53361.098630 nChanged 22 SP:Iteration 7Q (421.541264 sec): 3 clusters Score: Raw -54011.948974 + Penalty 642.190365 = -53369.758608 nChanged 22 SP:Iteration 8Q (421.586253 sec): 3 clusters Score: Raw -54025.690464 + Penalty 642.190365 = -53383.500098 nChanged 23 SP:Iteration 9Q (421.641776 sec): 3 clusters Score: Raw -54042.927460 + Penalty 642.190365 = -53400.737095 nChanged 28 SP:Iteration 10Q (421.677666 sec): 3 clusters Score: Raw -54062.270175 + Penalty 642.190365 = -53420.079810 nChanged 32 SP:Iteration 11Q (421.727509 sec): 3 clusters Score: Raw -54096.277807 + Penalty 642.190365 = -53454.087441 nChanged 26 SP:Iteration 12Q (421.780591 sec): 3 clusters Score: Raw -54120.560952 + Penalty 642.190365 = -53478.370586 nChanged 29 SP:Iteration 13Q (421.826761 sec): 3 clusters Score: Raw -54142.496701 + Penalty 642.190365 = -53500.306336 nChanged 16 SP:Iteration 14Q (421.872392 sec): 3 clusters Score: Raw -54154.123349 + Penalty 642.190365 = -53511.932983 nChanged 8 SP:Iteration 15Q (421.911816 sec): 3 clusters Score: Raw -54160.055516 + Penalty 642.190365 = -53517.865151 nChanged 8 SP:Iteration 16Q (421.960867 sec): 3 clusters Score: Raw -54168.258658 + Penalty 642.190365 = -53526.068292 nChanged 5 SP:Iteration 17Q (422.012062 sec): 3 clusters Score: Raw -54172.149065 + Penalty 642.190365 = -53529.958700 nChanged 6 SP:Iteration 18Q (422.061669 sec): 3 clusters Score: Raw -54177.257527 + Penalty 642.190365 = -53535.067162 nChanged 15 SP:Iteration 19Q (422.104625 sec): 3 clusters Score: Raw -54190.925293 + Penalty 642.190365 = -53548.734928 nChanged 11 SP:Iteration 20F (422.152189 sec): 3 clusters Score: Raw -54198.742537 + Penalty 642.190365 = -53556.552172 nChanged 8 SP:Iteration 21Q (422.201060 sec): 3 clusters Score: Raw -54204.351521 + Penalty 642.190365 = -53562.161156 nChanged 5 SP:Iteration 22Q (422.238571 sec): 3 clusters Score: Raw -54208.445058 + Penalty 642.190365 = -53566.254692 nChanged 3 SP:Iteration 23Q (422.291508 sec): 3 clusters Score: Raw -54210.214396 + Penalty 642.190365 = -53568.024030 nChanged 1 SP:Iteration 24Q (422.335218 sec): 3 clusters Score: Raw -54210.462777 + Penalty 642.190365 = -53568.272411 nChanged 0 SP:Iteration 25F (422.391463 sec): 3 clusters Score: Raw -54210.462777 + Penalty 642.190365 = -53568.272411 nChanged 0 Trying to split cluster 26 (1224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (422.418081 sec): 2 clusters Score: Raw -48941.880536 + Penalty 323.499516 = -48618.381020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (422.466628 sec): 3 clusters Score: Raw -48309.031714 + Penalty 646.999031 = -47662.032683 nChanged 503 SP:Iteration 1F (422.512200 sec): 3 clusters Score: Raw -48604.415955 + Penalty 646.999031 = -47957.416924 nChanged 105 SP:Iteration 2F (422.547819 sec): 3 clusters Score: Raw -48676.803626 + Penalty 646.999031 = -48029.804595 nChanged 73 SP:Iteration 3F (422.602317 sec): 3 clusters Score: Raw -48738.598311 + Penalty 646.999031 = -48091.599280 nChanged 69 SP:Iteration 4F (422.641962 sec): 3 clusters Score: Raw -48806.136610 + Penalty 646.999031 = -48159.137579 nChanged 61 SP:Iteration 5Q (422.689092 sec): 3 clusters Score: Raw -48871.534926 + Penalty 646.999031 = -48224.535895 nChanged 50 SP:Iteration 6Q (422.741308 sec): 3 clusters Score: Raw -48910.989316 + Penalty 646.999031 = -48263.990285 nChanged 41 SP:Iteration 7Q (422.783434 sec): 3 clusters Score: Raw -48937.159289 + Penalty 646.999031 = -48290.160258 nChanged 28 SP:Iteration 8Q (422.816724 sec): 3 clusters Score: Raw -48955.545313 + Penalty 646.999031 = -48308.546282 nChanged 25 SP:Iteration 9Q (422.868168 sec): 3 clusters Score: Raw -48968.370991 + Penalty 646.999031 = -48321.371959 nChanged 20 SP:Iteration 10Q (422.912135 sec): 3 clusters Score: Raw -48976.926785 + Penalty 646.999031 = -48329.927754 nChanged 19 SP:Iteration 11Q (422.960121 sec): 3 clusters Score: Raw -48988.629929 + Penalty 646.999031 = -48341.630898 nChanged 19 SP:Iteration 12Q (423.005212 sec): 3 clusters Score: Raw -48996.754689 + Penalty 646.999031 = -48349.755658 nChanged 13 SP:Iteration 13Q (423.050570 sec): 3 clusters Score: Raw -49003.950026 + Penalty 646.999031 = -48356.950994 nChanged 13 SP:Iteration 14Q (423.089763 sec): 3 clusters Score: Raw -49011.620344 + Penalty 646.999031 = -48364.621313 nChanged 10 SP:Iteration 15Q (423.124513 sec): 3 clusters Score: Raw -49018.297175 + Penalty 646.999031 = -48371.298144 nChanged 8 SP:Iteration 16Q (423.164859 sec): 3 clusters Score: Raw -49021.460985 + Penalty 646.999031 = -48374.461954 nChanged 4 SP:Iteration 17Q (423.220467 sec): 3 clusters Score: Raw -49022.133860 + Penalty 646.999031 = -48375.134829 nChanged 4 SP:Iteration 18Q (423.266557 sec): 3 clusters Score: Raw -49023.173708 + Penalty 646.999031 = -48376.174677 nChanged 2 SP:Iteration 19Q (423.312828 sec): 3 clusters Score: Raw -49023.866199 + Penalty 646.999031 = -48376.867168 nChanged 2 SP:Iteration 20F (423.354647 sec): 3 clusters Score: Raw -49024.171198 + Penalty 646.999031 = -48377.172167 nChanged 1 SP:Iteration 21Q (423.403813 sec): 3 clusters Score: Raw -49024.229793 + Penalty 646.999031 = -48377.230762 nChanged 0 SP:Iteration 22F (423.444646 sec): 3 clusters Score: Raw -49024.229793 + Penalty 646.999031 = -48377.230762 nChanged 0 Trying to split cluster 27 (1897 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (423.470679 sec): 2 clusters Score: Raw -81425.633099 + Penalty 343.435318 = -81082.197781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (423.518147 sec): 3 clusters Score: Raw -80373.612045 + Penalty 686.870636 = -79686.741409 nChanged 788 SP:Iteration 1F (423.562408 sec): 3 clusters Score: Raw -80863.531279 + Penalty 686.870636 = -80176.660643 nChanged 158 SP:Iteration 2F (423.612413 sec): 3 clusters Score: Raw -80977.747936 + Penalty 686.870636 = -80290.877300 nChanged 125 SP:Iteration 3F (423.655105 sec): 3 clusters Score: Raw -81065.360373 + Penalty 686.870636 = -80378.489736 nChanged 103 SP:Iteration 4F (423.690110 sec): 3 clusters Score: Raw -81160.163975 + Penalty 686.870636 = -80473.293339 nChanged 93 SP:Iteration 5Q (423.740298 sec): 3 clusters Score: Raw -81230.895834 + Penalty 686.870636 = -80544.025197 nChanged 70 SP:Iteration 6Q (423.785628 sec): 3 clusters Score: Raw -81261.090805 + Penalty 686.870636 = -80574.220169 nChanged 32 SP:Iteration 7Q (423.827409 sec): 3 clusters Score: Raw -81272.865992 + Penalty 686.870636 = -80585.995355 nChanged 24 SP:Iteration 8Q (423.864305 sec): 3 clusters Score: Raw -81281.852068 + Penalty 686.870636 = -80594.981431 nChanged 18 SP:Iteration 9Q (423.914596 sec): 3 clusters Score: Raw -81287.273399 + Penalty 686.870636 = -80600.402763 nChanged 10 SP:Iteration 10Q (423.962408 sec): 3 clusters Score: Raw -81290.591733 + Penalty 686.870636 = -80603.721097 nChanged 9 SP:Iteration 11Q (423.993999 sec): 3 clusters Score: Raw -81293.478502 + Penalty 686.870636 = -80606.607865 nChanged 10 SP:Iteration 12Q (424.041151 sec): 3 clusters Score: Raw -81297.773189 + Penalty 686.870636 = -80610.902553 nChanged 18 SP:Iteration 13Q (424.078648 sec): 3 clusters Score: Raw -81304.825311 + Penalty 686.870636 = -80617.954675 nChanged 10 SP:Iteration 14Q (424.126086 sec): 3 clusters Score: Raw -81307.174651 + Penalty 686.870636 = -80620.304015 nChanged 9 SP:Iteration 15Q (424.174243 sec): 3 clusters Score: Raw -81311.278263 + Penalty 686.870636 = -80624.407627 nChanged 15 SP:Iteration 16Q (424.209445 sec): 3 clusters Score: Raw -81317.645382 + Penalty 686.870636 = -80630.774746 nChanged 14 SP:Iteration 17Q (424.218257 sec): 3 clusters Score: Raw -81322.641459 + Penalty 686.870636 = -80635.770823 nChanged 14 SP:Iteration 18Q (424.226897 sec): 3 clusters Score: Raw -81326.900490 + Penalty 686.870636 = -80640.029853 nChanged 10 SP:Iteration 19Q (424.240216 sec): 3 clusters Score: Raw -81329.635424 + Penalty 686.870636 = -80642.764787 nChanged 8 SP:Iteration 20F (424.283125 sec): 3 clusters Score: Raw -81332.123676 + Penalty 686.870636 = -80645.253039 nChanged 8 SP:Iteration 21Q (424.332924 sec): 3 clusters Score: Raw -81334.344626 + Penalty 686.870636 = -80647.473990 nChanged 6 SP:Iteration 22Q (424.383939 sec): 3 clusters Score: Raw -81335.910836 + Penalty 686.870636 = -80649.040200 nChanged 8 SP:Iteration 23Q (424.432194 sec): 3 clusters Score: Raw -81337.303564 + Penalty 686.870636 = -80650.432928 nChanged 10 SP:Iteration 24Q (424.484205 sec): 3 clusters Score: Raw -81340.184728 + Penalty 686.870636 = -80653.314092 nChanged 12 SP:Iteration 25Q (424.534719 sec): 3 clusters Score: Raw -81343.026619 + Penalty 686.870636 = -80656.155982 nChanged 10 SP:Iteration 26Q (424.585014 sec): 3 clusters Score: Raw -81346.194401 + Penalty 686.870636 = -80659.323765 nChanged 12 SP:Iteration 27Q (424.630019 sec): 3 clusters Score: Raw -81349.644256 + Penalty 686.870636 = -80662.773620 nChanged 8 SP:Iteration 28Q (424.681184 sec): 3 clusters Score: Raw -81351.425111 + Penalty 686.870636 = -80664.554474 nChanged 5 SP:Iteration 29Q (424.734400 sec): 3 clusters Score: Raw -81353.052697 + Penalty 686.870636 = -80666.182061 nChanged 7 SP:Iteration 30Q (424.787774 sec): 3 clusters Score: Raw -81355.115602 + Penalty 686.870636 = -80668.244966 nChanged 10 SP:Iteration 31Q (424.837832 sec): 3 clusters Score: Raw -81358.456005 + Penalty 686.870636 = -80671.585369 nChanged 13 SP:Iteration 32Q (424.888380 sec): 3 clusters Score: Raw -81363.652604 + Penalty 686.870636 = -80676.781968 nChanged 15 SP:Iteration 33Q (424.937479 sec): 3 clusters Score: Raw -81368.799191 + Penalty 686.870636 = -80681.928554 nChanged 8 SP:Iteration 34Q (424.989120 sec): 3 clusters Score: Raw -81370.585798 + Penalty 686.870636 = -80683.715162 nChanged 9 SP:Iteration 35Q (425.041020 sec): 3 clusters Score: Raw -81374.274776 + Penalty 686.870636 = -80687.404140 nChanged 12 SP:Iteration 36Q (425.090026 sec): 3 clusters Score: Raw -81379.988072 + Penalty 686.870636 = -80693.117435 nChanged 12 SP:Iteration 37Q (425.138706 sec): 3 clusters Score: Raw -81387.746684 + Penalty 686.870636 = -80700.876048 nChanged 15 SP:Iteration 38Q (425.186314 sec): 3 clusters Score: Raw -81398.169428 + Penalty 686.870636 = -80711.298792 nChanged 10 SP:Iteration 39Q (425.235515 sec): 3 clusters Score: Raw -81402.718226 + Penalty 686.870636 = -80715.847590 nChanged 9 SP:Iteration 40F (425.284525 sec): 3 clusters Score: Raw -81406.133804 + Penalty 686.870636 = -80719.263168 nChanged 10 SP:Iteration 41Q (425.335169 sec): 3 clusters Score: Raw -81409.659691 + Penalty 686.870636 = -80722.789055 nChanged 7 SP:Iteration 42Q (425.386378 sec): 3 clusters Score: Raw -81411.373336 + Penalty 686.870636 = -80724.502700 nChanged 7 SP:Iteration 43Q (425.435304 sec): 3 clusters Score: Raw -81413.590844 + Penalty 686.870636 = -80726.720208 nChanged 5 SP:Iteration 44Q (425.481737 sec): 3 clusters Score: Raw -81415.055560 + Penalty 686.870636 = -80728.184924 nChanged 3 SP:Iteration 45Q (425.527408 sec): 3 clusters Score: Raw -81415.975218 + Penalty 686.870636 = -80729.104582 nChanged 2 SP:Iteration 46Q (425.571847 sec): 3 clusters Score: Raw -81416.111541 + Penalty 686.870636 = -80729.240905 nChanged 0 SP:Iteration 47F (425.617981 sec): 3 clusters Score: Raw -81416.111541 + Penalty 686.870636 = -80729.240905 nChanged 0 Trying to split cluster 28 (4438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (425.636640 sec): 2 clusters Score: Raw -191217.684552 + Penalty 382.107139 = -190835.577413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (425.696147 sec): 3 clusters Score: Raw -188635.752619 + Penalty 764.214278 = -187871.538340 nChanged 1967 SP:Iteration 1F (425.743688 sec): 3 clusters Score: Raw -189769.677018 + Penalty 764.214278 = -189005.462739 nChanged 242 SP:Iteration 2F (425.782149 sec): 3 clusters Score: Raw -189883.509461 + Penalty 764.214278 = -189119.295183 nChanged 235 SP:Iteration 3F (425.847641 sec): 3 clusters Score: Raw -190019.762400 + Penalty 764.214278 = -189255.548121 nChanged 243 SP:Iteration 4F (425.888028 sec): 3 clusters Score: Raw -190196.819158 + Penalty 764.214278 = -189432.604879 nChanged 276 SP:Iteration 5F (425.952060 sec): 3 clusters Score: Raw -190427.338665 + Penalty 764.214278 = -189663.124387 nChanged 291 SP:Iteration 6F (426.000189 sec): 3 clusters Score: Raw -190680.670653 + Penalty 764.214278 = -189916.456374 nChanged 256 SP:Iteration 7F (426.044108 sec): 3 clusters Score: Raw -190900.495964 + Penalty 764.214278 = -190136.281686 nChanged 177 SP:Iteration 8Q (426.101181 sec): 3 clusters Score: Raw -191055.063919 + Penalty 764.214278 = -190290.849640 nChanged 107 SP:Iteration 9Q (426.146035 sec): 3 clusters Score: Raw -191147.134073 + Penalty 764.214278 = -190382.919795 nChanged 58 SP:Iteration 10Q (426.199600 sec): 3 clusters Score: Raw -191205.414587 + Penalty 764.214278 = -190441.200308 nChanged 23 SP:Iteration 11Q (426.242108 sec): 3 clusters Score: Raw -191237.679912 + Penalty 764.214278 = -190473.465633 nChanged 19 SP:Iteration 12Q (426.292468 sec): 3 clusters Score: Raw -191263.386041 + Penalty 764.214278 = -190499.171763 nChanged 9 SP:Iteration 13Q (426.335460 sec): 3 clusters Score: Raw -191276.092722 + Penalty 764.214278 = -190511.878444 nChanged 4 SP:Iteration 14Q (426.392648 sec): 3 clusters Score: Raw -191282.465928 + Penalty 764.214278 = -190518.251650 nChanged 2 SP:Iteration 15Q (426.434824 sec): 3 clusters Score: Raw -191287.796707 + Penalty 764.214278 = -190523.582429 nChanged 3 SP:Iteration 16Q (426.474157 sec): 3 clusters Score: Raw -191291.845824 + Penalty 764.214278 = -190527.631545 nChanged 2 SP:Iteration 17Q (426.523866 sec): 3 clusters Score: Raw -191292.543096 + Penalty 764.214278 = -190528.328818 nChanged 1 SP:Iteration 18Q (426.566942 sec): 3 clusters Score: Raw -191295.071385 + Penalty 764.214278 = -190530.857106 nChanged 1 SP:Iteration 19Q (426.612400 sec): 3 clusters Score: Raw -191297.046695 + Penalty 764.214278 = -190532.832416 nChanged 0 SP:Iteration 20F (426.663289 sec): 3 clusters Score: Raw -191297.046695 + Penalty 764.214278 = -190532.832416 nChanged 0 Trying to split cluster 29 (1371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (426.681902 sec): 2 clusters Score: Raw -54715.218740 + Penalty 328.659953 = -54386.558786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (426.729305 sec): 3 clusters Score: Raw -54005.994849 + Penalty 657.319907 = -53348.674942 nChanged 573 SP:Iteration 1F (426.776978 sec): 3 clusters Score: Raw -54368.453628 + Penalty 657.319907 = -53711.133721 nChanged 104 SP:Iteration 2F (426.824379 sec): 3 clusters Score: Raw -54433.230911 + Penalty 657.319907 = -53775.911004 nChanged 73 SP:Iteration 3F (426.857060 sec): 3 clusters Score: Raw -54497.676082 + Penalty 657.319907 = -53840.356175 nChanged 86 SP:Iteration 4F (426.904718 sec): 3 clusters Score: Raw -54585.001662 + Penalty 657.319907 = -53927.681755 nChanged 85 SP:Iteration 5F (426.952324 sec): 3 clusters Score: Raw -54654.642549 + Penalty 657.319907 = -53997.322642 nChanged 59 SP:Iteration 6Q (426.993536 sec): 3 clusters Score: Raw -54692.742496 + Penalty 657.319907 = -54035.422589 nChanged 48 SP:Iteration 7Q (427.033920 sec): 3 clusters Score: Raw -54728.815854 + Penalty 657.319907 = -54071.495947 nChanged 48 SP:Iteration 8Q (427.081743 sec): 3 clusters Score: Raw -54774.214202 + Penalty 657.319907 = -54116.894295 nChanged 52 SP:Iteration 9Q (427.131142 sec): 3 clusters Score: Raw -54804.586591 + Penalty 657.319907 = -54147.266684 nChanged 31 SP:Iteration 10Q (427.171498 sec): 3 clusters Score: Raw -54825.359299 + Penalty 657.319907 = -54168.039392 nChanged 24 SP:Iteration 11Q (427.224904 sec): 3 clusters Score: Raw -54842.771826 + Penalty 657.319907 = -54185.451920 nChanged 21 SP:Iteration 12Q (427.280540 sec): 3 clusters Score: Raw -54852.252905 + Penalty 657.319907 = -54194.932998 nChanged 22 SP:Iteration 13Q (427.322836 sec): 3 clusters Score: Raw -54861.914103 + Penalty 657.319907 = -54204.594196 nChanged 18 SP:Iteration 14Q (427.376918 sec): 3 clusters Score: Raw -54870.020025 + Penalty 657.319907 = -54212.700119 nChanged 20 SP:Iteration 15Q (427.413619 sec): 3 clusters Score: Raw -54880.268570 + Penalty 657.319907 = -54222.948664 nChanged 21 SP:Iteration 16Q (427.453915 sec): 3 clusters Score: Raw -54886.576831 + Penalty 657.319907 = -54229.256924 nChanged 10 SP:Iteration 17Q (427.509768 sec): 3 clusters Score: Raw -54890.258861 + Penalty 657.319907 = -54232.938954 nChanged 4 SP:Iteration 18Q (427.554746 sec): 3 clusters Score: Raw -54891.505920 + Penalty 657.319907 = -54234.186014 nChanged 3 SP:Iteration 19Q (427.600339 sec): 3 clusters Score: Raw -54892.806694 + Penalty 657.319907 = -54235.486787 nChanged 2 SP:Iteration 20F (427.650054 sec): 3 clusters Score: Raw -54893.510711 + Penalty 657.319907 = -54236.190804 nChanged 1 SP:Iteration 21Q (427.684975 sec): 3 clusters Score: Raw -54893.781151 + Penalty 657.319907 = -54236.461244 nChanged 1 SP:Iteration 22Q (427.738632 sec): 3 clusters Score: Raw -54894.027352 + Penalty 657.319907 = -54236.707445 nChanged 1 SP:Iteration 23Q (427.775872 sec): 3 clusters Score: Raw -54894.337534 + Penalty 657.319907 = -54237.017627 nChanged 1 SP:Iteration 24Q (427.807868 sec): 3 clusters Score: Raw -54894.962864 + Penalty 657.319907 = -54237.642957 nChanged 0 SP:Iteration 25F (427.851744 sec): 3 clusters Score: Raw -54894.962864 + Penalty 657.319907 = -54237.642957 nChanged 0 Iteration 99Q (430.311288 sec): 30 clusters Score: Raw -13157967.558935 + Penalty 16736.322538 = -13141231.236397 nChanged 4 Iteration 100F (433.892167 sec): 30 clusters Score: Raw -13157967.784517 + Penalty 16736.322538 = -13141231.461979 nChanged 3 Iteration 101Q (436.265076 sec): 30 clusters Score: Raw -13157967.825617 + Penalty 16736.322538 = -13141231.503079 nChanged 2 Iteration 102Q (438.608390 sec): 30 clusters Score: Raw -13157967.835900 + Penalty 16736.322538 = -13141231.513362 nChanged 1 Iteration 103Q (441.034742 sec): 30 clusters Score: Raw -13157967.838610 + Penalty 16736.322538 = -13141231.516072 nChanged 0 Iteration 104F (444.689306 sec): 30 clusters Score: Raw -13157967.838610 + Penalty 16736.322538 = -13141231.516072 nChanged 0 Compute initial score before splitting: Score: Raw -13157967.838610 + Penalty 16736.322538 = -13141231.516072 Trying to split cluster 1 (1184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (444.760372 sec): 2 clusters Score: Raw -45196.402477 + Penalty 321.987749 = -44874.414729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (444.802928 sec): 3 clusters Score: Raw -44621.960441 + Penalty 643.975497 = -43977.984944 nChanged 451 SP:Iteration 1F (444.847870 sec): 3 clusters Score: Raw -44993.657117 + Penalty 643.975497 = -44349.681619 nChanged 116 SP:Iteration 2F (444.884192 sec): 3 clusters Score: Raw -45090.737424 + Penalty 643.975497 = -44446.761927 nChanged 92 SP:Iteration 3F (444.941612 sec): 3 clusters Score: Raw -45181.165335 + Penalty 643.975497 = -44537.189837 nChanged 96 SP:Iteration 4F (444.983558 sec): 3 clusters Score: Raw -45278.125097 + Penalty 643.975497 = -44634.149600 nChanged 75 SP:Iteration 5F (445.023965 sec): 3 clusters Score: Raw -45352.896909 + Penalty 643.975497 = -44708.921412 nChanged 39 SP:Iteration 6Q (445.067185 sec): 3 clusters Score: Raw -45389.255101 + Penalty 643.975497 = -44745.279604 nChanged 27 SP:Iteration 7Q (445.105909 sec): 3 clusters Score: Raw -45421.153122 + Penalty 643.975497 = -44777.177625 nChanged 16 SP:Iteration 8Q (445.151856 sec): 3 clusters Score: Raw -45444.907332 + Penalty 643.975497 = -44800.931835 nChanged 11 SP:Iteration 9Q (445.208294 sec): 3 clusters Score: Raw -45458.849322 + Penalty 643.975497 = -44814.873825 nChanged 7 SP:Iteration 10Q (445.244121 sec): 3 clusters Score: Raw -45463.855328 + Penalty 643.975497 = -44819.879830 nChanged 6 SP:Iteration 11Q (445.291591 sec): 3 clusters Score: Raw -45471.483876 + Penalty 643.975497 = -44827.508379 nChanged 5 SP:Iteration 12Q (445.345916 sec): 3 clusters Score: Raw -45478.821639 + Penalty 643.975497 = -44834.846142 nChanged 5 SP:Iteration 13Q (445.395269 sec): 3 clusters Score: Raw -45487.811503 + Penalty 643.975497 = -44843.836006 nChanged 5 SP:Iteration 14Q (445.438475 sec): 3 clusters Score: Raw -45497.096791 + Penalty 643.975497 = -44853.121294 nChanged 4 SP:Iteration 15Q (445.485426 sec): 3 clusters Score: Raw -45504.337858 + Penalty 643.975497 = -44860.362361 nChanged 4 SP:Iteration 16Q (445.518706 sec): 3 clusters Score: Raw -45511.831900 + Penalty 643.975497 = -44867.856402 nChanged 4 SP:Iteration 17Q (445.565007 sec): 3 clusters Score: Raw -45517.826102 + Penalty 643.975497 = -44873.850605 nChanged 2 SP:Iteration 18Q (445.608174 sec): 3 clusters Score: Raw -45520.409282 + Penalty 643.975497 = -44876.433785 nChanged 1 SP:Iteration 19Q (445.652409 sec): 3 clusters Score: Raw -45520.879203 + Penalty 643.975497 = -44876.903706 nChanged 0 SP:Iteration 20F (445.691231 sec): 3 clusters Score: Raw -45520.879203 + Penalty 643.975497 = -44876.903706 nChanged 0 Score: Raw -13158292.315336 + Penalty 17313.437109 = -13140978.878228 Splitting cluster 1 changes total score from -13141231.516072 to -13140978.878228 So it's not getting split. Trying to split cluster 2 (606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (449.349439 sec): 2 clusters Score: Raw -20058.740322 + Penalty 291.513039 = -19767.227282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (449.388895 sec): 3 clusters Score: Raw -19797.845366 + Penalty 583.026079 = -19214.819287 nChanged 205 SP:Iteration 1F (449.436545 sec): 3 clusters Score: Raw -19955.743125 + Penalty 583.026079 = -19372.717046 nChanged 64 SP:Iteration 2F (449.476825 sec): 3 clusters Score: Raw -20004.814070 + Penalty 583.026079 = -19421.787991 nChanged 30 SP:Iteration 3Q (449.524951 sec): 3 clusters Score: Raw -20027.072928 + Penalty 583.026079 = -19444.046849 nChanged 20 SP:Iteration 4Q (449.579090 sec): 3 clusters Score: Raw -20038.667354 + Penalty 583.026079 = -19455.641275 nChanged 7 SP:Iteration 5Q (449.634695 sec): 3 clusters Score: Raw -20042.239356 + Penalty 583.026079 = -19459.213278 nChanged 6 SP:Iteration 6Q (449.670302 sec): 3 clusters Score: Raw -20047.860029 + Penalty 583.026079 = -19464.833950 nChanged 9 SP:Iteration 7Q (449.719743 sec): 3 clusters Score: Raw -20056.374061 + Penalty 583.026079 = -19473.347982 nChanged 9 SP:Iteration 8Q (449.767130 sec): 3 clusters Score: Raw -20064.842712 + Penalty 583.026079 = -19481.816634 nChanged 8 SP:Iteration 9Q (449.816352 sec): 3 clusters Score: Raw -20068.629626 + Penalty 583.026079 = -19485.603548 nChanged 5 SP:Iteration 10Q (449.863250 sec): 3 clusters Score: Raw -20071.153278 + Penalty 583.026079 = -19488.127200 nChanged 4 SP:Iteration 11Q (449.910496 sec): 3 clusters Score: Raw -20073.419671 + Penalty 583.026079 = -19490.393593 nChanged 4 SP:Iteration 12Q (449.961962 sec): 3 clusters Score: Raw -20076.704582 + Penalty 583.026079 = -19493.678503 nChanged 2 SP:Iteration 13Q (450.013817 sec): 3 clusters Score: Raw -20080.068401 + Penalty 583.026079 = -19497.042322 nChanged 2 SP:Iteration 14Q (450.058111 sec): 3 clusters Score: Raw -20081.007603 + Penalty 583.026079 = -19497.981524 nChanged 2 SP:Iteration 15Q (450.096717 sec): 3 clusters Score: Raw -20081.516591 + Penalty 583.026079 = -19498.490512 nChanged 0 SP:Iteration 16F (450.136230 sec): 3 clusters Score: Raw -20081.516591 + Penalty 583.026079 = -19498.490512 nChanged 0 Trying to split cluster 3 (4116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (450.175012 sec): 2 clusters Score: Raw -160708.970756 + Penalty 378.679988 = -160330.290768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (450.226719 sec): 3 clusters Score: Raw -158313.583246 + Penalty 757.359976 = -157556.223270 nChanged 1832 SP:Iteration 1F (450.273015 sec): 3 clusters Score: Raw -159570.827414 + Penalty 757.359976 = -158813.467439 nChanged 293 SP:Iteration 2F (450.311260 sec): 3 clusters Score: Raw -159731.413777 + Penalty 757.359976 = -158974.053801 nChanged 219 SP:Iteration 3F (450.359486 sec): 3 clusters Score: Raw -159841.081810 + Penalty 757.359976 = -159083.721834 nChanged 201 SP:Iteration 4Q (450.406162 sec): 3 clusters Score: Raw -159922.931872 + Penalty 757.359976 = -159165.571896 nChanged 142 SP:Iteration 5Q (450.450487 sec): 3 clusters Score: Raw -159984.295618 + Penalty 757.359976 = -159226.935643 nChanged 138 SP:Iteration 6Q (450.496276 sec): 3 clusters Score: Raw -160033.977147 + Penalty 757.359976 = -159276.617171 nChanged 114 SP:Iteration 7Q (450.543851 sec): 3 clusters Score: Raw -160079.304911 + Penalty 757.359976 = -159321.944936 nChanged 104 SP:Iteration 8Q (450.592766 sec): 3 clusters Score: Raw -160115.965032 + Penalty 757.359976 = -159358.605057 nChanged 91 SP:Iteration 9Q (450.647102 sec): 3 clusters Score: Raw -160143.481582 + Penalty 757.359976 = -159386.121606 nChanged 78 SP:Iteration 10Q (450.699000 sec): 3 clusters Score: Raw -160168.623736 + Penalty 757.359976 = -159411.263760 nChanged 89 SP:Iteration 11Q (450.756187 sec): 3 clusters Score: Raw -160199.025691 + Penalty 757.359976 = -159441.665715 nChanged 101 SP:Iteration 12Q (450.795872 sec): 3 clusters Score: Raw -160236.828455 + Penalty 757.359976 = -159479.468480 nChanged 102 SP:Iteration 13Q (450.843848 sec): 3 clusters Score: Raw -160281.957032 + Penalty 757.359976 = -159524.597056 nChanged 120 SP:Iteration 14Q (450.891049 sec): 3 clusters Score: Raw -160340.582187 + Penalty 757.359976 = -159583.222211 nChanged 121 SP:Iteration 15Q (450.941034 sec): 3 clusters Score: Raw -160402.896175 + Penalty 757.359976 = -159645.536199 nChanged 114 SP:Iteration 16Q (450.994751 sec): 3 clusters Score: Raw -160463.945415 + Penalty 757.359976 = -159706.585440 nChanged 108 SP:Iteration 17Q (451.042118 sec): 3 clusters Score: Raw -160520.884045 + Penalty 757.359976 = -159763.524070 nChanged 114 SP:Iteration 18Q (451.086864 sec): 3 clusters Score: Raw -160584.086471 + Penalty 757.359976 = -159826.726495 nChanged 104 SP:Iteration 19Q (451.134243 sec): 3 clusters Score: Raw -160644.780337 + Penalty 757.359976 = -159887.420361 nChanged 98 SP:Iteration 20F (451.182837 sec): 3 clusters Score: Raw -160700.384122 + Penalty 757.359976 = -159943.024146 nChanged 91 SP:Iteration 21Q (451.232397 sec): 3 clusters Score: Raw -160751.867608 + Penalty 757.359976 = -159994.507632 nChanged 83 SP:Iteration 22Q (451.283544 sec): 3 clusters Score: Raw -160804.912564 + Penalty 757.359976 = -160047.552588 nChanged 84 SP:Iteration 23Q (451.330916 sec): 3 clusters Score: Raw -160857.902320 + Penalty 757.359976 = -160100.542344 nChanged 67 SP:Iteration 24Q (451.381687 sec): 3 clusters Score: Raw -160901.918065 + Penalty 757.359976 = -160144.558089 nChanged 48 SP:Iteration 25Q (451.423272 sec): 3 clusters Score: Raw -160930.341589 + Penalty 757.359976 = -160172.981613 nChanged 43 SP:Iteration 26Q (451.481637 sec): 3 clusters Score: Raw -160958.567446 + Penalty 757.359976 = -160201.207470 nChanged 32 SP:Iteration 27Q (451.530128 sec): 3 clusters Score: Raw -160976.728253 + Penalty 757.359976 = -160219.368277 nChanged 21 SP:Iteration 28Q (451.578403 sec): 3 clusters Score: Raw -160996.455105 + Penalty 757.359976 = -160239.095129 nChanged 14 SP:Iteration 29Q (451.614323 sec): 3 clusters Score: Raw -161002.224890 + Penalty 757.359976 = -160244.864914 nChanged 7 SP:Iteration 30Q (451.671759 sec): 3 clusters Score: Raw -161005.408437 + Penalty 757.359976 = -160248.048461 nChanged 7 SP:Iteration 31Q (451.713398 sec): 3 clusters Score: Raw -161011.257326 + Penalty 757.359976 = -160253.897350 nChanged 6 SP:Iteration 32Q (451.756999 sec): 3 clusters Score: Raw -161014.904786 + Penalty 757.359976 = -160257.544811 nChanged 1 SP:Iteration 33Q (451.811082 sec): 3 clusters Score: Raw -161015.039793 + Penalty 757.359976 = -160257.679817 nChanged 1 SP:Iteration 34Q (451.852997 sec): 3 clusters Score: Raw -161015.154644 + Penalty 757.359976 = -160257.794668 nChanged 0 SP:Iteration 35F (451.902342 sec): 3 clusters Score: Raw -161015.154644 + Penalty 757.359976 = -160257.794668 nChanged 0 Trying to split cluster 4 (1064 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (451.921470 sec): 2 clusters Score: Raw -42398.625891 + Penalty 317.125475 = -42081.500415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (451.963789 sec): 3 clusters Score: Raw -41880.360666 + Penalty 634.250951 = -41246.109715 nChanged 430 SP:Iteration 1F (452.016866 sec): 3 clusters Score: Raw -42218.974108 + Penalty 634.250951 = -41584.723157 nChanged 122 SP:Iteration 2F (452.072279 sec): 3 clusters Score: Raw -42353.220485 + Penalty 634.250951 = -41718.969534 nChanged 95 SP:Iteration 3F (452.111802 sec): 3 clusters Score: Raw -42456.605487 + Penalty 634.250951 = -41822.354536 nChanged 69 SP:Iteration 4F (452.154503 sec): 3 clusters Score: Raw -42532.783744 + Penalty 634.250951 = -41898.532793 nChanged 48 SP:Iteration 5Q (452.193711 sec): 3 clusters Score: Raw -42570.888727 + Penalty 634.250951 = -41936.637776 nChanged 20 SP:Iteration 6Q (452.233016 sec): 3 clusters Score: Raw -42587.616276 + Penalty 634.250951 = -41953.365325 nChanged 16 SP:Iteration 7Q (452.274980 sec): 3 clusters Score: Raw -42597.089649 + Penalty 634.250951 = -41962.838698 nChanged 15 SP:Iteration 8Q (452.323382 sec): 3 clusters Score: Raw -42603.650845 + Penalty 634.250951 = -41969.399894 nChanged 11 SP:Iteration 9Q (452.372334 sec): 3 clusters Score: Raw -42607.338812 + Penalty 634.250951 = -41973.087861 nChanged 8 SP:Iteration 10Q (452.432052 sec): 3 clusters Score: Raw -42610.787940 + Penalty 634.250951 = -41976.536989 nChanged 8 SP:Iteration 11Q (452.473499 sec): 3 clusters Score: Raw -42613.662915 + Penalty 634.250951 = -41979.411964 nChanged 7 SP:Iteration 12Q (452.513478 sec): 3 clusters Score: Raw -42617.278962 + Penalty 634.250951 = -41983.028011 nChanged 7 SP:Iteration 13Q (452.546129 sec): 3 clusters Score: Raw -42620.993368 + Penalty 634.250951 = -41986.742417 nChanged 10 SP:Iteration 14Q (452.583290 sec): 3 clusters Score: Raw -42626.357539 + Penalty 634.250951 = -41992.106588 nChanged 8 SP:Iteration 15Q (452.620923 sec): 3 clusters Score: Raw -42630.458553 + Penalty 634.250951 = -41996.207602 nChanged 9 SP:Iteration 16Q (452.657646 sec): 3 clusters Score: Raw -42637.739838 + Penalty 634.250951 = -42003.488887 nChanged 6 SP:Iteration 17Q (452.693965 sec): 3 clusters Score: Raw -42642.301470 + Penalty 634.250951 = -42008.050519 nChanged 11 SP:Iteration 18Q (452.731618 sec): 3 clusters Score: Raw -42649.603388 + Penalty 634.250951 = -42015.352437 nChanged 8 SP:Iteration 19Q (452.768071 sec): 3 clusters Score: Raw -42653.977892 + Penalty 634.250951 = -42019.726941 nChanged 7 SP:Iteration 20F (452.805126 sec): 3 clusters Score: Raw -42657.553820 + Penalty 634.250951 = -42023.302869 nChanged 1 SP:Iteration 21Q (452.842021 sec): 3 clusters Score: Raw -42657.841101 + Penalty 634.250951 = -42023.590150 nChanged 0 SP:Iteration 22F (452.871658 sec): 3 clusters Score: Raw -42657.841101 + Penalty 634.250951 = -42023.590150 nChanged 0 Trying to split cluster 5 (80041 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (452.973382 sec): 2 clusters Score: Raw -3509217.615078 + Penalty 513.708390 = -3508703.906688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (453.093346 sec): 3 clusters Score: Raw -3455410.295732 + Penalty 1027.416780 = -3454382.878953 nChanged 39183 SP:Iteration 1F (453.209214 sec): 3 clusters Score: Raw -3478656.145713 + Penalty 1027.416780 = -3477628.728933 nChanged 3344 SP:Iteration 2Q (453.334509 sec): 3 clusters Score: Raw -3480064.107701 + Penalty 1027.416780 = -3479036.690921 nChanged 4433 SP:Iteration 3F (453.443318 sec): 3 clusters Score: Raw -3482649.103749 + Penalty 1027.416780 = -3481621.686969 nChanged 5673 SP:Iteration 4F (453.557939 sec): 3 clusters Score: Raw -3486892.932264 + Penalty 1027.416780 = -3485865.515484 nChanged 6238 SP:Iteration 5F (453.678802 sec): 3 clusters Score: Raw -3492155.294483 + Penalty 1027.416780 = -3491127.877704 nChanged 5676 SP:Iteration 6F (453.793114 sec): 3 clusters Score: Raw -3497089.957815 + Penalty 1027.416780 = -3496062.541035 nChanged 4473 SP:Iteration 7F (453.898242 sec): 3 clusters Score: Raw -3500932.091418 + Penalty 1027.416780 = -3499904.674639 nChanged 3214 SP:Iteration 8Q (454.030579 sec): 3 clusters Score: Raw -3503590.254553 + Penalty 1027.416780 = -3502562.837773 nChanged 2329 SP:Iteration 9Q (454.151402 sec): 3 clusters Score: Raw -3505478.956748 + Penalty 1027.416780 = -3504451.539968 nChanged 1690 SP:Iteration 10Q (454.266283 sec): 3 clusters Score: Raw -3506813.118468 + Penalty 1027.416780 = -3505785.701688 nChanged 1189 SP:Iteration 11Q (454.377663 sec): 3 clusters Score: Raw -3507700.172777 + Penalty 1027.416780 = -3506672.755998 nChanged 849 SP:Iteration 12Q (454.495329 sec): 3 clusters Score: Raw -3508310.633943 + Penalty 1027.416780 = -3507283.217164 nChanged 558 SP:Iteration 13Q (454.605594 sec): 3 clusters Score: Raw -3508709.392581 + Penalty 1027.416780 = -3507681.975802 nChanged 350 SP:Iteration 14Q (454.718762 sec): 3 clusters Score: Raw -3508948.607985 + Penalty 1027.416780 = -3507921.191205 nChanged 209 SP:Iteration 15Q (454.828617 sec): 3 clusters Score: Raw -3509100.759730 + Penalty 1027.416780 = -3508073.342951 nChanged 130 SP:Iteration 16Q (454.935779 sec): 3 clusters Score: Raw -3509200.748660 + Penalty 1027.416780 = -3508173.331880 nChanged 84 SP:Iteration 17Q (455.048615 sec): 3 clusters Score: Raw -3509259.168963 + Penalty 1027.416780 = -3508231.752184 nChanged 57 SP:Iteration 18Q (455.145854 sec): 3 clusters Score: Raw -3509295.904176 + Penalty 1027.416780 = -3508268.487396 nChanged 32 SP:Iteration 19Q (455.250402 sec): 3 clusters Score: Raw -3509314.344116 + Penalty 1027.416780 = -3508286.927336 nChanged 30 SP:Iteration 20F (455.365167 sec): 3 clusters Score: Raw -3509331.587881 + Penalty 1027.416780 = -3508304.171101 nChanged 26 SP:Iteration 21Q (455.474609 sec): 3 clusters Score: Raw -3509344.914840 + Penalty 1027.416780 = -3508317.498060 nChanged 18 SP:Iteration 22Q (455.577855 sec): 3 clusters Score: Raw -3509350.625842 + Penalty 1027.416780 = -3508323.209063 nChanged 10 SP:Iteration 23Q (455.682712 sec): 3 clusters Score: Raw -3509354.125881 + Penalty 1027.416780 = -3508326.709101 nChanged 10 SP:Iteration 24Q (455.793384 sec): 3 clusters Score: Raw -3509357.975109 + Penalty 1027.416780 = -3508330.558329 nChanged 6 SP:Iteration 25Q (455.900520 sec): 3 clusters Score: Raw -3509361.197051 + Penalty 1027.416780 = -3508333.780271 nChanged 7 SP:Iteration 26Q (456.005896 sec): 3 clusters Score: Raw -3509364.385899 + Penalty 1027.416780 = -3508336.969119 nChanged 5 SP:Iteration 27Q (456.104313 sec): 3 clusters Score: Raw -3509366.614623 + Penalty 1027.416780 = -3508339.197843 nChanged 7 SP:Iteration 28Q (456.209298 sec): 3 clusters Score: Raw -3509369.636823 + Penalty 1027.416780 = -3508342.220043 nChanged 4 SP:Iteration 29Q (456.315156 sec): 3 clusters Score: Raw -3509371.214588 + Penalty 1027.416780 = -3508343.797808 nChanged 3 SP:Iteration 30Q (456.413184 sec): 3 clusters Score: Raw -3509373.203214 + Penalty 1027.416780 = -3508345.786434 nChanged 3 SP:Iteration 31Q (456.527582 sec): 3 clusters Score: Raw -3509374.271780 + Penalty 1027.416780 = -3508346.855000 nChanged 2 SP:Iteration 32Q (456.640175 sec): 3 clusters Score: Raw -3509375.262370 + Penalty 1027.416780 = -3508347.845591 nChanged 1 SP:Iteration 33Q (456.762121 sec): 3 clusters Score: Raw -3509376.250420 + Penalty 1027.416780 = -3508348.833640 nChanged 2 SP:Iteration 34Q (456.868780 sec): 3 clusters Score: Raw -3509377.128288 + Penalty 1027.416780 = -3508349.711508 nChanged 0 SP:Iteration 35F (456.977588 sec): 3 clusters Score: Raw -3509377.128288 + Penalty 1027.416780 = -3508349.711508 nChanged 0 Trying to split cluster 6 (3769 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (457.000091 sec): 2 clusters Score: Raw -159501.011960 + Penalty 374.672707 = -159126.339253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (457.057177 sec): 3 clusters Score: Raw -157317.774160 + Penalty 749.345414 = -156568.428746 nChanged 1655 SP:Iteration 1F (457.097617 sec): 3 clusters Score: Raw -158240.440372 + Penalty 749.345414 = -157491.094958 nChanged 232 SP:Iteration 2F (457.129129 sec): 3 clusters Score: Raw -158336.462344 + Penalty 749.345414 = -157587.116930 nChanged 166 SP:Iteration 3Q (457.170344 sec): 3 clusters Score: Raw -158415.996053 + Penalty 749.345414 = -157666.650639 nChanged 176 SP:Iteration 4Q (457.216391 sec): 3 clusters Score: Raw -158503.993096 + Penalty 749.345414 = -157754.647682 nChanged 174 SP:Iteration 5Q (457.257668 sec): 3 clusters Score: Raw -158593.979037 + Penalty 749.345414 = -157844.633622 nChanged 162 SP:Iteration 6Q (457.291036 sec): 3 clusters Score: Raw -158701.168950 + Penalty 749.345414 = -157951.823536 nChanged 151 SP:Iteration 7Q (457.336235 sec): 3 clusters Score: Raw -158797.524790 + Penalty 749.345414 = -158048.179375 nChanged 155 SP:Iteration 8Q (457.386676 sec): 3 clusters Score: Raw -158895.610946 + Penalty 749.345414 = -158146.265532 nChanged 122 SP:Iteration 9Q (457.419654 sec): 3 clusters Score: Raw -158953.730031 + Penalty 749.345414 = -158204.384616 nChanged 84 SP:Iteration 10Q (457.457902 sec): 3 clusters Score: Raw -159000.483333 + Penalty 749.345414 = -158251.137918 nChanged 72 SP:Iteration 11Q (457.503969 sec): 3 clusters Score: Raw -159044.657269 + Penalty 749.345414 = -158295.311855 nChanged 79 SP:Iteration 12Q (457.550140 sec): 3 clusters Score: Raw -159088.848395 + Penalty 749.345414 = -158339.502981 nChanged 78 SP:Iteration 13Q (457.598268 sec): 3 clusters Score: Raw -159124.265908 + Penalty 749.345414 = -158374.920493 nChanged 59 SP:Iteration 14Q (457.648203 sec): 3 clusters Score: Raw -159155.841282 + Penalty 749.345414 = -158406.495868 nChanged 56 SP:Iteration 15Q (457.689372 sec): 3 clusters Score: Raw -159176.963769 + Penalty 749.345414 = -158427.618355 nChanged 41 SP:Iteration 16Q (457.725444 sec): 3 clusters Score: Raw -159192.461854 + Penalty 749.345414 = -158443.116440 nChanged 51 SP:Iteration 17Q (457.761272 sec): 3 clusters Score: Raw -159208.615734 + Penalty 749.345414 = -158459.270319 nChanged 52 SP:Iteration 18Q (457.810620 sec): 3 clusters Score: Raw -159222.115018 + Penalty 749.345414 = -158472.769603 nChanged 31 SP:Iteration 19Q (457.859385 sec): 3 clusters Score: Raw -159228.592600 + Penalty 749.345414 = -158479.247186 nChanged 26 SP:Iteration 20F (457.914145 sec): 3 clusters Score: Raw -159234.748648 + Penalty 749.345414 = -158485.403234 nChanged 33 SP:Iteration 21Q (457.955785 sec): 3 clusters Score: Raw -159246.668412 + Penalty 749.345414 = -158497.322997 nChanged 34 SP:Iteration 22Q (458.018553 sec): 3 clusters Score: Raw -159257.905199 + Penalty 749.345414 = -158508.559785 nChanged 31 SP:Iteration 23Q (458.063934 sec): 3 clusters Score: Raw -159267.257173 + Penalty 749.345414 = -158517.911759 nChanged 32 SP:Iteration 24Q (458.114479 sec): 3 clusters Score: Raw -159276.621325 + Penalty 749.345414 = -158527.275911 nChanged 31 SP:Iteration 25Q (458.155326 sec): 3 clusters Score: Raw -159283.624374 + Penalty 749.345414 = -158534.278960 nChanged 23 SP:Iteration 26Q (458.201060 sec): 3 clusters Score: Raw -159288.875385 + Penalty 749.345414 = -158539.529970 nChanged 28 SP:Iteration 27Q (458.252516 sec): 3 clusters Score: Raw -159297.475665 + Penalty 749.345414 = -158548.130251 nChanged 30 SP:Iteration 28Q (458.306325 sec): 3 clusters Score: Raw -159307.554193 + Penalty 749.345414 = -158558.208779 nChanged 33 SP:Iteration 29Q (458.349960 sec): 3 clusters Score: Raw -159317.153964 + Penalty 749.345414 = -158567.808550 nChanged 26 SP:Iteration 30Q (458.411316 sec): 3 clusters Score: Raw -159321.370137 + Penalty 749.345414 = -158572.024722 nChanged 16 SP:Iteration 31Q (458.461425 sec): 3 clusters Score: Raw -159323.634313 + Penalty 749.345414 = -158574.288899 nChanged 18 SP:Iteration 32Q (458.509396 sec): 3 clusters Score: Raw -159325.812570 + Penalty 749.345414 = -158576.467156 nChanged 15 SP:Iteration 33Q (458.551842 sec): 3 clusters Score: Raw -159327.689120 + Penalty 749.345414 = -158578.343706 nChanged 9 SP:Iteration 34Q (458.602556 sec): 3 clusters Score: Raw -159328.923764 + Penalty 749.345414 = -158579.578349 nChanged 9 SP:Iteration 35Q (458.661899 sec): 3 clusters Score: Raw -159329.892089 + Penalty 749.345414 = -158580.546674 nChanged 11 SP:Iteration 36Q (458.709835 sec): 3 clusters Score: Raw -159331.781466 + Penalty 749.345414 = -158582.436052 nChanged 16 SP:Iteration 37Q (458.749297 sec): 3 clusters Score: Raw -159335.395141 + Penalty 749.345414 = -158586.049727 nChanged 19 SP:Iteration 38Q (458.809278 sec): 3 clusters Score: Raw -159338.553525 + Penalty 749.345414 = -158589.208110 nChanged 15 SP:Iteration 39Q (458.853165 sec): 3 clusters Score: Raw -159340.751467 + Penalty 749.345414 = -158591.406053 nChanged 21 SP:Iteration 40F (458.897424 sec): 3 clusters Score: Raw -159344.776470 + Penalty 749.345414 = -158595.431056 nChanged 18 SP:Iteration 41Q (458.951255 sec): 3 clusters Score: Raw -159348.757922 + Penalty 749.345414 = -158599.412508 nChanged 22 SP:Iteration 42Q (459.003570 sec): 3 clusters Score: Raw -159355.543531 + Penalty 749.345414 = -158606.198116 nChanged 21 SP:Iteration 43Q (459.050948 sec): 3 clusters Score: Raw -159360.117528 + Penalty 749.345414 = -158610.772114 nChanged 13 SP:Iteration 44Q (459.110425 sec): 3 clusters Score: Raw -159362.367613 + Penalty 749.345414 = -158613.022198 nChanged 14 SP:Iteration 45Q (459.159171 sec): 3 clusters Score: Raw -159366.375947 + Penalty 749.345414 = -158617.030532 nChanged 18 SP:Iteration 46Q (459.206043 sec): 3 clusters Score: Raw -159371.061164 + Penalty 749.345414 = -158621.715750 nChanged 17 SP:Iteration 47Q (459.243805 sec): 3 clusters Score: Raw -159375.108675 + Penalty 749.345414 = -158625.763261 nChanged 17 SP:Iteration 48Q (459.288479 sec): 3 clusters Score: Raw -159379.111371 + Penalty 749.345414 = -158629.765957 nChanged 19 SP:Iteration 49Q (459.342255 sec): 3 clusters Score: Raw -159384.791841 + Penalty 749.345414 = -158635.446427 nChanged 28 SP:Iteration 50Q (459.394810 sec): 3 clusters Score: Raw -159394.087356 + Penalty 749.345414 = -158644.741942 nChanged 25 SP:Iteration 51Q (459.447023 sec): 3 clusters Score: Raw -159401.796881 + Penalty 749.345414 = -158652.451467 nChanged 20 SP:Iteration 52Q (459.484737 sec): 3 clusters Score: Raw -159408.289611 + Penalty 749.345414 = -158658.944197 nChanged 33 SP:Iteration 53Q (459.538084 sec): 3 clusters Score: Raw -159422.104340 + Penalty 749.345414 = -158672.758926 nChanged 26 SP:Iteration 54Q (459.591810 sec): 3 clusters Score: Raw -159433.168844 + Penalty 749.345414 = -158683.823430 nChanged 31 SP:Iteration 55Q (459.634027 sec): 3 clusters Score: Raw -159449.352385 + Penalty 749.345414 = -158700.006971 nChanged 33 SP:Iteration 56Q (459.688999 sec): 3 clusters Score: Raw -159464.057525 + Penalty 749.345414 = -158714.712111 nChanged 32 SP:Iteration 57Q (459.740508 sec): 3 clusters Score: Raw -159476.488157 + Penalty 749.345414 = -158727.142743 nChanged 22 SP:Iteration 58Q (459.776215 sec): 3 clusters Score: Raw -159484.376733 + Penalty 749.345414 = -158735.031319 nChanged 31 SP:Iteration 59Q (459.822642 sec): 3 clusters Score: Raw -159497.040983 + Penalty 749.345414 = -158747.695568 nChanged 23 SP:Iteration 60F (459.870672 sec): 3 clusters Score: Raw -159504.337752 + Penalty 749.345414 = -158754.992338 nChanged 24 SP:Iteration 61Q (459.918527 sec): 3 clusters Score: Raw -159512.823713 + Penalty 749.345414 = -158763.478299 nChanged 22 SP:Iteration 62Q (459.966654 sec): 3 clusters Score: Raw -159519.489422 + Penalty 749.345414 = -158770.144008 nChanged 15 SP:Iteration 63Q (460.005247 sec): 3 clusters Score: Raw -159527.959274 + Penalty 749.345414 = -158778.613859 nChanged 10 SP:Iteration 64Q (460.062117 sec): 3 clusters Score: Raw -159533.364382 + Penalty 749.345414 = -158784.018968 nChanged 17 SP:Iteration 65Q (460.108350 sec): 3 clusters Score: Raw -159545.252440 + Penalty 749.345414 = -158795.907026 nChanged 21 SP:Iteration 66Q (460.143732 sec): 3 clusters Score: Raw -159553.139427 + Penalty 749.345414 = -158803.794013 nChanged 13 SP:Iteration 67Q (460.196912 sec): 3 clusters Score: Raw -159556.512769 + Penalty 749.345414 = -158807.167355 nChanged 9 SP:Iteration 68Q (460.244634 sec): 3 clusters Score: Raw -159560.517493 + Penalty 749.345414 = -158811.172079 nChanged 13 SP:Iteration 69Q (460.289033 sec): 3 clusters Score: Raw -159565.600077 + Penalty 749.345414 = -158816.254663 nChanged 12 SP:Iteration 70Q (460.331303 sec): 3 clusters Score: Raw -159571.155266 + Penalty 749.345414 = -158821.809852 nChanged 11 SP:Iteration 71Q (460.378084 sec): 3 clusters Score: Raw -159574.887043 + Penalty 749.345414 = -158825.541629 nChanged 8 SP:Iteration 72Q (460.422554 sec): 3 clusters Score: Raw -159577.491443 + Penalty 749.345414 = -158828.146029 nChanged 7 SP:Iteration 73Q (460.468075 sec): 3 clusters Score: Raw -159580.031207 + Penalty 749.345414 = -158830.685793 nChanged 6 SP:Iteration 74Q (460.503462 sec): 3 clusters Score: Raw -159581.814068 + Penalty 749.345414 = -158832.468654 nChanged 5 SP:Iteration 75Q (460.551799 sec): 3 clusters Score: Raw -159585.135479 + Penalty 749.345414 = -158835.790064 nChanged 5 SP:Iteration 76Q (460.608318 sec): 3 clusters Score: Raw -159587.333086 + Penalty 749.345414 = -158837.987672 nChanged 6 SP:Iteration 77Q (460.650197 sec): 3 clusters Score: Raw -159589.479235 + Penalty 749.345414 = -158840.133821 nChanged 2 SP:Iteration 78Q (460.707849 sec): 3 clusters Score: Raw -159589.711102 + Penalty 749.345414 = -158840.365688 nChanged 1 SP:Iteration 79Q (460.757161 sec): 3 clusters Score: Raw -159589.843592 + Penalty 749.345414 = -158840.498178 nChanged 1 SP:Iteration 80F (460.803897 sec): 3 clusters Score: Raw -159590.122674 + Penalty 749.345414 = -158840.777260 nChanged 1 SP:Iteration 81Q (460.844742 sec): 3 clusters Score: Raw -159590.204651 + Penalty 749.345414 = -158840.859237 nChanged 2 SP:Iteration 82Q (460.898466 sec): 3 clusters Score: Raw -159590.468924 + Penalty 749.345414 = -158841.123509 nChanged 1 SP:Iteration 83Q (460.939915 sec): 3 clusters Score: Raw -159590.898973 + Penalty 749.345414 = -158841.553559 nChanged 2 SP:Iteration 84Q (461.000898 sec): 3 clusters Score: Raw -159591.479703 + Penalty 749.345414 = -158842.134289 nChanged 1 SP:Iteration 85Q (461.052586 sec): 3 clusters Score: Raw -159591.723371 + Penalty 749.345414 = -158842.377956 nChanged 1 SP:Iteration 86Q (461.104109 sec): 3 clusters Score: Raw -159591.822814 + Penalty 749.345414 = -158842.477399 nChanged 2 SP:Iteration 87Q (461.143413 sec): 3 clusters Score: Raw -159592.238950 + Penalty 749.345414 = -158842.893536 nChanged 1 SP:Iteration 88Q (461.185037 sec): 3 clusters Score: Raw -159592.383543 + Penalty 749.345414 = -158843.038129 nChanged 0 SP:Iteration 89F (461.241440 sec): 3 clusters Score: Raw -159592.383543 + Penalty 749.345414 = -158843.038129 nChanged 0 Trying to split cluster 7 (2799 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (461.270563 sec): 2 clusters Score: Raw -116842.747320 + Penalty 361.134296 = -116481.613024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (461.313447 sec): 3 clusters Score: Raw -115256.947226 + Penalty 722.268592 = -114534.678634 nChanged 1218 SP:Iteration 1F (461.358996 sec): 3 clusters Score: Raw -115914.103155 + Penalty 722.268592 = -115191.834564 nChanged 196 SP:Iteration 2F (461.399747 sec): 3 clusters Score: Raw -116021.202991 + Penalty 722.268592 = -115298.934400 nChanged 162 SP:Iteration 3F (461.444674 sec): 3 clusters Score: Raw -116102.640529 + Penalty 722.268592 = -115380.371938 nChanged 133 SP:Iteration 4Q (461.497320 sec): 3 clusters Score: Raw -116169.810690 + Penalty 722.268592 = -115447.542098 nChanged 136 SP:Iteration 5Q (461.545469 sec): 3 clusters Score: Raw -116248.036616 + Penalty 722.268592 = -115525.768025 nChanged 151 SP:Iteration 6F (461.580392 sec): 3 clusters Score: Raw -116339.962605 + Penalty 722.268592 = -115617.694014 nChanged 148 SP:Iteration 7F (461.639213 sec): 3 clusters Score: Raw -116435.319397 + Penalty 722.268592 = -115713.050805 nChanged 124 SP:Iteration 8Q (461.675169 sec): 3 clusters Score: Raw -116535.832243 + Penalty 722.268592 = -115813.563652 nChanged 107 SP:Iteration 9Q (461.718471 sec): 3 clusters Score: Raw -116659.404540 + Penalty 722.268592 = -115937.135949 nChanged 101 SP:Iteration 10Q (461.776227 sec): 3 clusters Score: Raw -116746.726593 + Penalty 722.268592 = -116024.458001 nChanged 82 SP:Iteration 11Q (461.821083 sec): 3 clusters Score: Raw -116802.927141 + Penalty 722.268592 = -116080.658550 nChanged 53 SP:Iteration 12Q (461.865323 sec): 3 clusters Score: Raw -116834.014072 + Penalty 722.268592 = -116111.745481 nChanged 45 SP:Iteration 13Q (461.910844 sec): 3 clusters Score: Raw -116857.184289 + Penalty 722.268592 = -116134.915697 nChanged 29 SP:Iteration 14Q (461.954462 sec): 3 clusters Score: Raw -116874.374415 + Penalty 722.268592 = -116152.105824 nChanged 21 SP:Iteration 15Q (462.001927 sec): 3 clusters Score: Raw -116883.257310 + Penalty 722.268592 = -116160.988718 nChanged 15 SP:Iteration 16Q (462.048811 sec): 3 clusters Score: Raw -116887.420403 + Penalty 722.268592 = -116165.151812 nChanged 6 SP:Iteration 17Q (462.091895 sec): 3 clusters Score: Raw -116888.863728 + Penalty 722.268592 = -116166.595136 nChanged 3 SP:Iteration 18Q (462.131695 sec): 3 clusters Score: Raw -116890.163934 + Penalty 722.268592 = -116167.895343 nChanged 3 SP:Iteration 19Q (462.183168 sec): 3 clusters Score: Raw -116891.992396 + Penalty 722.268592 = -116169.723804 nChanged 6 SP:Iteration 20F (462.221983 sec): 3 clusters Score: Raw -116894.045457 + Penalty 722.268592 = -116171.776865 nChanged 6 SP:Iteration 21Q (462.273599 sec): 3 clusters Score: Raw -116894.892422 + Penalty 722.268592 = -116172.623831 nChanged 2 SP:Iteration 22Q (462.308850 sec): 3 clusters Score: Raw -116895.118791 + Penalty 722.268592 = -116172.850199 nChanged 0 SP:Iteration 23F (462.353349 sec): 3 clusters Score: Raw -116895.118791 + Penalty 722.268592 = -116172.850199 nChanged 0 Trying to split cluster 8 (8881 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (462.383540 sec): 2 clusters Score: Raw -402587.771103 + Penalty 413.670960 = -402174.100144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (462.437409 sec): 3 clusters Score: Raw -397089.553430 + Penalty 827.341919 = -396262.211511 nChanged 4064 SP:Iteration 1F (462.476573 sec): 3 clusters Score: Raw -399364.165652 + Penalty 827.341919 = -398536.823733 nChanged 542 SP:Iteration 2F (462.520959 sec): 3 clusters Score: Raw -399666.554941 + Penalty 827.341919 = -398839.213021 nChanged 581 SP:Iteration 3F (462.566681 sec): 3 clusters Score: Raw -400018.744632 + Penalty 827.341919 = -399191.402713 nChanged 594 SP:Iteration 4F (462.610249 sec): 3 clusters Score: Raw -400490.481750 + Penalty 827.341919 = -399663.139831 nChanged 593 SP:Iteration 5F (462.659253 sec): 3 clusters Score: Raw -400953.911726 + Penalty 827.341919 = -400126.569806 nChanged 500 SP:Iteration 6F (462.711582 sec): 3 clusters Score: Raw -401298.022464 + Penalty 827.341919 = -400470.680545 nChanged 382 SP:Iteration 7Q (462.760541 sec): 3 clusters Score: Raw -401488.027501 + Penalty 827.341919 = -400660.685582 nChanged 237 SP:Iteration 8Q (462.814085 sec): 3 clusters Score: Raw -401571.086199 + Penalty 827.341919 = -400743.744280 nChanged 148 SP:Iteration 9Q (462.868319 sec): 3 clusters Score: Raw -401615.750935 + Penalty 827.341919 = -400788.409016 nChanged 113 SP:Iteration 10Q (462.926150 sec): 3 clusters Score: Raw -401657.016096 + Penalty 827.341919 = -400829.674177 nChanged 111 SP:Iteration 11Q (462.969643 sec): 3 clusters Score: Raw -401691.639085 + Penalty 827.341919 = -400864.297165 nChanged 112 SP:Iteration 12Q (463.032015 sec): 3 clusters Score: Raw -401724.004955 + Penalty 827.341919 = -400896.663036 nChanged 106 SP:Iteration 13Q (463.088718 sec): 3 clusters Score: Raw -401757.372697 + Penalty 827.341919 = -400930.030778 nChanged 108 SP:Iteration 14Q (463.142688 sec): 3 clusters Score: Raw -401790.677572 + Penalty 827.341919 = -400963.335652 nChanged 108 SP:Iteration 15Q (463.197326 sec): 3 clusters Score: Raw -401827.750554 + Penalty 827.341919 = -401000.408635 nChanged 110 SP:Iteration 16Q (463.248309 sec): 3 clusters Score: Raw -401866.767426 + Penalty 827.341919 = -401039.425506 nChanged 111 SP:Iteration 17Q (463.293007 sec): 3 clusters Score: Raw -401908.520065 + Penalty 827.341919 = -401081.178145 nChanged 112 SP:Iteration 18Q (463.354905 sec): 3 clusters Score: Raw -401946.900605 + Penalty 827.341919 = -401119.558686 nChanged 121 SP:Iteration 19Q (463.408914 sec): 3 clusters Score: Raw -401990.331168 + Penalty 827.341919 = -401162.989248 nChanged 115 SP:Iteration 20F (463.452771 sec): 3 clusters Score: Raw -402038.115600 + Penalty 827.341919 = -401210.773681 nChanged 111 SP:Iteration 21Q (463.506748 sec): 3 clusters Score: Raw -402078.435042 + Penalty 827.341919 = -401251.093123 nChanged 101 SP:Iteration 22Q (463.553109 sec): 3 clusters Score: Raw -402118.296776 + Penalty 827.341919 = -401290.954856 nChanged 112 SP:Iteration 23Q (463.609596 sec): 3 clusters Score: Raw -402168.347128 + Penalty 827.341919 = -401341.005209 nChanged 96 SP:Iteration 24Q (463.657035 sec): 3 clusters Score: Raw -402212.254822 + Penalty 827.341919 = -401384.912903 nChanged 99 SP:Iteration 25Q (463.711367 sec): 3 clusters Score: Raw -402252.489704 + Penalty 827.341919 = -401425.147785 nChanged 88 SP:Iteration 26Q (463.756845 sec): 3 clusters Score: Raw -402296.451576 + Penalty 827.341919 = -401469.109657 nChanged 91 SP:Iteration 27Q (463.819181 sec): 3 clusters Score: Raw -402346.776192 + Penalty 827.341919 = -401519.434273 nChanged 86 SP:Iteration 28Q (463.871633 sec): 3 clusters Score: Raw -402389.707538 + Penalty 827.341919 = -401562.365619 nChanged 66 SP:Iteration 29Q (463.923124 sec): 3 clusters Score: Raw -402422.717877 + Penalty 827.341919 = -401595.375958 nChanged 60 SP:Iteration 30Q (463.966335 sec): 3 clusters Score: Raw -402452.978250 + Penalty 827.341919 = -401625.636330 nChanged 62 SP:Iteration 31Q (464.015707 sec): 3 clusters Score: Raw -402484.087718 + Penalty 827.341919 = -401656.745799 nChanged 56 SP:Iteration 32Q (464.067090 sec): 3 clusters Score: Raw -402512.344178 + Penalty 827.341919 = -401685.002259 nChanged 45 SP:Iteration 33Q (464.117564 sec): 3 clusters Score: Raw -402533.307320 + Penalty 827.341919 = -401705.965401 nChanged 39 SP:Iteration 34Q (464.167627 sec): 3 clusters Score: Raw -402552.664173 + Penalty 827.341919 = -401725.322254 nChanged 41 SP:Iteration 35Q (464.212557 sec): 3 clusters Score: Raw -402575.725003 + Penalty 827.341919 = -401748.383084 nChanged 35 SP:Iteration 36Q (464.261088 sec): 3 clusters Score: Raw -402600.916665 + Penalty 827.341919 = -401773.574746 nChanged 23 SP:Iteration 37Q (464.316548 sec): 3 clusters Score: Raw -402611.642140 + Penalty 827.341919 = -401784.300220 nChanged 17 SP:Iteration 38Q (464.364149 sec): 3 clusters Score: Raw -402619.933848 + Penalty 827.341919 = -401792.591929 nChanged 15 SP:Iteration 39Q (464.403168 sec): 3 clusters Score: Raw -402626.851821 + Penalty 827.341919 = -401799.509901 nChanged 14 SP:Iteration 40F (464.455741 sec): 3 clusters Score: Raw -402631.368203 + Penalty 827.341919 = -401804.026284 nChanged 8 SP:Iteration 41Q (464.515233 sec): 3 clusters Score: Raw -402634.452195 + Penalty 827.341919 = -401807.110276 nChanged 8 SP:Iteration 42Q (464.556638 sec): 3 clusters Score: Raw -402636.223805 + Penalty 827.341919 = -401808.881886 nChanged 3 SP:Iteration 43Q (464.612620 sec): 3 clusters Score: Raw -402636.879835 + Penalty 827.341919 = -401809.537915 nChanged 0 SP:Iteration 44F (464.654838 sec): 3 clusters Score: Raw -402636.879835 + Penalty 827.341919 = -401809.537915 nChanged 0 Trying to split cluster 9 (5844 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (464.688619 sec): 2 clusters Score: Raw -251081.769828 + Penalty 394.629270 = -250687.140558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (464.738722 sec): 3 clusters Score: Raw -247547.974610 + Penalty 789.258540 = -246758.716070 nChanged 2646 SP:Iteration 1F (464.780820 sec): 3 clusters Score: Raw -249339.929503 + Penalty 789.258540 = -248550.670962 nChanged 453 SP:Iteration 2F (464.821379 sec): 3 clusters Score: Raw -249665.947661 + Penalty 789.258540 = -248876.689121 nChanged 454 SP:Iteration 3F (464.866242 sec): 3 clusters Score: Raw -249987.367315 + Penalty 789.258540 = -249198.108774 nChanged 355 SP:Iteration 4F (464.913554 sec): 3 clusters Score: Raw -250264.169590 + Penalty 789.258540 = -249474.911049 nChanged 295 SP:Iteration 5F (464.967769 sec): 3 clusters Score: Raw -250527.873673 + Penalty 789.258540 = -249738.615132 nChanged 235 SP:Iteration 6Q (465.019003 sec): 3 clusters Score: Raw -250750.825668 + Penalty 789.258540 = -249961.567128 nChanged 169 SP:Iteration 7Q (465.065415 sec): 3 clusters Score: Raw -250916.633490 + Penalty 789.258540 = -250127.374950 nChanged 130 SP:Iteration 8Q (465.119417 sec): 3 clusters Score: Raw -250999.134155 + Penalty 789.258540 = -250209.875615 nChanged 91 SP:Iteration 9Q (465.168162 sec): 3 clusters Score: Raw -251042.970993 + Penalty 789.258540 = -250253.712453 nChanged 68 SP:Iteration 10Q (465.212944 sec): 3 clusters Score: Raw -251074.046829 + Penalty 789.258540 = -250284.788289 nChanged 50 SP:Iteration 11Q (465.254290 sec): 3 clusters Score: Raw -251092.404706 + Penalty 789.258540 = -250303.146166 nChanged 32 SP:Iteration 12Q (465.301871 sec): 3 clusters Score: Raw -251101.183274 + Penalty 789.258540 = -250311.924733 nChanged 29 SP:Iteration 13Q (465.359551 sec): 3 clusters Score: Raw -251109.558543 + Penalty 789.258540 = -250320.300003 nChanged 29 SP:Iteration 14Q (465.406648 sec): 3 clusters Score: Raw -251118.450777 + Penalty 789.258540 = -250329.192236 nChanged 24 SP:Iteration 15Q (465.443743 sec): 3 clusters Score: Raw -251124.408283 + Penalty 789.258540 = -250335.149743 nChanged 10 SP:Iteration 16Q (465.472267 sec): 3 clusters Score: Raw -251126.024757 + Penalty 789.258540 = -250336.766216 nChanged 15 SP:Iteration 17Q (465.522169 sec): 3 clusters Score: Raw -251128.218240 + Penalty 789.258540 = -250338.959700 nChanged 10 SP:Iteration 18Q (465.564033 sec): 3 clusters Score: Raw -251129.928448 + Penalty 789.258540 = -250340.669907 nChanged 7 SP:Iteration 19Q (465.619948 sec): 3 clusters Score: Raw -251130.950412 + Penalty 789.258540 = -250341.691872 nChanged 12 SP:Iteration 20F (465.661157 sec): 3 clusters Score: Raw -251133.234485 + Penalty 789.258540 = -250343.975944 nChanged 9 SP:Iteration 21Q (465.719407 sec): 3 clusters Score: Raw -251134.309633 + Penalty 789.258540 = -250345.051092 nChanged 5 SP:Iteration 22Q (465.765659 sec): 3 clusters Score: Raw -251134.977623 + Penalty 789.258540 = -250345.719082 nChanged 2 SP:Iteration 23Q (465.815642 sec): 3 clusters Score: Raw -251135.083456 + Penalty 789.258540 = -250345.824916 nChanged 0 SP:Iteration 24F (465.863769 sec): 3 clusters Score: Raw -251135.083456 + Penalty 789.258540 = -250345.824916 nChanged 0 Trying to split cluster 10 (1036 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (465.889293 sec): 2 clusters Score: Raw -42462.347963 + Penalty 315.912070 = -42146.435893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (465.932830 sec): 3 clusters Score: Raw -41952.385701 + Penalty 631.824140 = -41320.561560 nChanged 399 SP:Iteration 1F (465.980653 sec): 3 clusters Score: Raw -42222.620860 + Penalty 631.824140 = -41590.796719 nChanged 84 SP:Iteration 2F (466.017291 sec): 3 clusters Score: Raw -42302.061397 + Penalty 631.824140 = -41670.237257 nChanged 58 SP:Iteration 3F (466.065060 sec): 3 clusters Score: Raw -42357.010671 + Penalty 631.824140 = -41725.186530 nChanged 53 SP:Iteration 4F (466.107408 sec): 3 clusters Score: Raw -42391.867697 + Penalty 631.824140 = -41760.043557 nChanged 34 SP:Iteration 5Q (466.145287 sec): 3 clusters Score: Raw -42408.930398 + Penalty 631.824140 = -41777.106258 nChanged 30 SP:Iteration 6Q (466.182516 sec): 3 clusters Score: Raw -42425.184834 + Penalty 631.824140 = -41793.360694 nChanged 21 SP:Iteration 7Q (466.228129 sec): 3 clusters Score: Raw -42439.773383 + Penalty 631.824140 = -41807.949243 nChanged 25 SP:Iteration 8Q (466.276664 sec): 3 clusters Score: Raw -42453.453611 + Penalty 631.824140 = -41821.629470 nChanged 20 SP:Iteration 9Q (466.320954 sec): 3 clusters Score: Raw -42466.620524 + Penalty 631.824140 = -41834.796384 nChanged 15 SP:Iteration 10Q (466.356216 sec): 3 clusters Score: Raw -42476.094684 + Penalty 631.824140 = -41844.270544 nChanged 16 SP:Iteration 11Q (466.405945 sec): 3 clusters Score: Raw -42488.928491 + Penalty 631.824140 = -41857.104351 nChanged 14 SP:Iteration 12Q (466.456466 sec): 3 clusters Score: Raw -42498.214684 + Penalty 631.824140 = -41866.390543 nChanged 10 SP:Iteration 13Q (466.498320 sec): 3 clusters Score: Raw -42503.224918 + Penalty 631.824140 = -41871.400778 nChanged 7 SP:Iteration 14Q (466.541959 sec): 3 clusters Score: Raw -42506.505890 + Penalty 631.824140 = -41874.681749 nChanged 9 SP:Iteration 15Q (466.588787 sec): 3 clusters Score: Raw -42510.540329 + Penalty 631.824140 = -41878.716189 nChanged 3 SP:Iteration 16Q (466.632521 sec): 3 clusters Score: Raw -42511.326611 + Penalty 631.824140 = -41879.502470 nChanged 2 SP:Iteration 17Q (466.664650 sec): 3 clusters Score: Raw -42511.955721 + Penalty 631.824140 = -41880.131580 nChanged 1 SP:Iteration 18Q (466.715658 sec): 3 clusters Score: Raw -42513.240423 + Penalty 631.824140 = -41881.416283 nChanged 2 SP:Iteration 19Q (466.762102 sec): 3 clusters Score: Raw -42514.063033 + Penalty 631.824140 = -41882.238893 nChanged 3 SP:Iteration 20F (466.808343 sec): 3 clusters Score: Raw -42515.197997 + Penalty 631.824140 = -41883.373856 nChanged 1 SP:Iteration 21Q (466.845220 sec): 3 clusters Score: Raw -42515.408401 + Penalty 631.824140 = -41883.584260 nChanged 1 SP:Iteration 22Q (466.891060 sec): 3 clusters Score: Raw -42515.442213 + Penalty 631.824140 = -41883.618072 nChanged 1 SP:Iteration 23Q (466.934575 sec): 3 clusters Score: Raw -42515.516039 + Penalty 631.824140 = -41883.691899 nChanged 1 SP:Iteration 24Q (466.976218 sec): 3 clusters Score: Raw -42515.868827 + Penalty 631.824140 = -41884.044687 nChanged 0 SP:Iteration 25F (467.027199 sec): 3 clusters Score: Raw -42515.868827 + Penalty 631.824140 = -41884.044687 nChanged 0 Trying to split cluster 11 (1656 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (467.040795 sec): 2 clusters Score: Raw -72311.787169 + Penalty 337.253295 = -71974.533874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (467.089918 sec): 3 clusters Score: Raw -71409.473116 + Penalty 674.506590 = -70734.966526 nChanged 679 SP:Iteration 1F (467.141961 sec): 3 clusters Score: Raw -71754.638973 + Penalty 674.506590 = -71080.132383 nChanged 133 SP:Iteration 2F (467.192186 sec): 3 clusters Score: Raw -71835.198507 + Penalty 674.506590 = -71160.691916 nChanged 109 SP:Iteration 3F (467.238939 sec): 3 clusters Score: Raw -71911.773415 + Penalty 674.506590 = -71237.266824 nChanged 116 SP:Iteration 4F (467.274751 sec): 3 clusters Score: Raw -72010.962179 + Penalty 674.506590 = -71336.455589 nChanged 128 SP:Iteration 5F (467.309537 sec): 3 clusters Score: Raw -72113.603180 + Penalty 674.506590 = -71439.096589 nChanged 114 SP:Iteration 6F (467.355755 sec): 3 clusters Score: Raw -72211.968709 + Penalty 674.506590 = -71537.462119 nChanged 87 SP:Iteration 7F (467.402864 sec): 3 clusters Score: Raw -72294.970169 + Penalty 674.506590 = -71620.463578 nChanged 60 SP:Iteration 8Q (467.453398 sec): 3 clusters Score: Raw -72348.720972 + Penalty 674.506590 = -71674.214381 nChanged 39 SP:Iteration 9Q (467.494986 sec): 3 clusters Score: Raw -72376.703060 + Penalty 674.506590 = -71702.196470 nChanged 28 SP:Iteration 10Q (467.553761 sec): 3 clusters Score: Raw -72395.491719 + Penalty 674.506590 = -71720.985128 nChanged 22 SP:Iteration 11Q (467.599430 sec): 3 clusters Score: Raw -72408.286715 + Penalty 674.506590 = -71733.780125 nChanged 16 SP:Iteration 12Q (467.640955 sec): 3 clusters Score: Raw -72415.285550 + Penalty 674.506590 = -71740.778959 nChanged 7 SP:Iteration 13Q (467.699598 sec): 3 clusters Score: Raw -72419.949924 + Penalty 674.506590 = -71745.443334 nChanged 10 SP:Iteration 14Q (467.745905 sec): 3 clusters Score: Raw -72424.903677 + Penalty 674.506590 = -71750.397087 nChanged 12 SP:Iteration 15Q (467.783153 sec): 3 clusters Score: Raw -72429.600035 + Penalty 674.506590 = -71755.093445 nChanged 7 SP:Iteration 16Q (467.832087 sec): 3 clusters Score: Raw -72431.237441 + Penalty 674.506590 = -71756.730851 nChanged 3 SP:Iteration 17Q (467.888652 sec): 3 clusters Score: Raw -72432.361913 + Penalty 674.506590 = -71757.855322 nChanged 1 SP:Iteration 18Q (467.933795 sec): 3 clusters Score: Raw -72432.690551 + Penalty 674.506590 = -71758.183960 nChanged 1 SP:Iteration 19Q (467.973413 sec): 3 clusters Score: Raw -72432.931136 + Penalty 674.506590 = -71758.424545 nChanged 0 SP:Iteration 20F (468.003360 sec): 3 clusters Score: Raw -72432.931136 + Penalty 674.506590 = -71758.424545 nChanged 0 Trying to split cluster 12 (56161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (468.073931 sec): 2 clusters Score: Raw -2528548.162148 + Penalty 497.586992 = -2528050.575156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (468.182020 sec): 3 clusters Score: Raw -2491294.381354 + Penalty 995.173984 = -2490299.207370 nChanged 27271 SP:Iteration 1F (468.275309 sec): 3 clusters Score: Raw -2508047.009262 + Penalty 995.173984 = -2507051.835278 nChanged 2912 SP:Iteration 2F (468.367784 sec): 3 clusters Score: Raw -2509356.354630 + Penalty 995.173984 = -2508361.180646 nChanged 3515 SP:Iteration 3F (468.463962 sec): 3 clusters Score: Raw -2511371.333677 + Penalty 995.173984 = -2510376.159693 nChanged 3952 SP:Iteration 4F (468.557416 sec): 3 clusters Score: Raw -2514292.394774 + Penalty 995.173984 = -2513297.220790 nChanged 3971 SP:Iteration 5F (468.659951 sec): 3 clusters Score: Raw -2517775.794734 + Penalty 995.173984 = -2516780.620751 nChanged 3362 SP:Iteration 6F (468.747994 sec): 3 clusters Score: Raw -2520680.624095 + Penalty 995.173984 = -2519685.450111 nChanged 2407 SP:Iteration 7Q (468.849926 sec): 3 clusters Score: Raw -2522473.331250 + Penalty 995.173984 = -2521478.157266 nChanged 1610 SP:Iteration 8Q (468.944427 sec): 3 clusters Score: Raw -2523445.106145 + Penalty 995.173984 = -2522449.932161 nChanged 1294 SP:Iteration 9Q (469.045906 sec): 3 clusters Score: Raw -2524155.691446 + Penalty 995.173984 = -2523160.517462 nChanged 1183 SP:Iteration 10Q (469.135602 sec): 3 clusters Score: Raw -2524821.298799 + Penalty 995.173984 = -2523826.124815 nChanged 1106 SP:Iteration 11Q (469.238778 sec): 3 clusters Score: Raw -2525467.900683 + Penalty 995.173984 = -2524472.726699 nChanged 989 SP:Iteration 12Q (469.331650 sec): 3 clusters Score: Raw -2526026.242393 + Penalty 995.173984 = -2525031.068410 nChanged 888 SP:Iteration 13Q (469.426597 sec): 3 clusters Score: Raw -2526536.903393 + Penalty 995.173984 = -2525541.729409 nChanged 765 SP:Iteration 14Q (469.511831 sec): 3 clusters Score: Raw -2526963.210858 + Penalty 995.173984 = -2525968.036874 nChanged 663 SP:Iteration 15Q (469.599708 sec): 3 clusters Score: Raw -2527312.054353 + Penalty 995.173984 = -2526316.880369 nChanged 545 SP:Iteration 16Q (469.688050 sec): 3 clusters Score: Raw -2527589.783880 + Penalty 995.173984 = -2526594.609896 nChanged 458 SP:Iteration 17Q (469.782535 sec): 3 clusters Score: Raw -2527803.532323 + Penalty 995.173984 = -2526808.358340 nChanged 378 SP:Iteration 18Q (469.873057 sec): 3 clusters Score: Raw -2527970.098746 + Penalty 995.173984 = -2526974.924762 nChanged 332 SP:Iteration 19Q (469.976746 sec): 3 clusters Score: Raw -2528120.041209 + Penalty 995.173984 = -2527124.867225 nChanged 278 SP:Iteration 20F (470.076434 sec): 3 clusters Score: Raw -2528238.660948 + Penalty 995.173984 = -2527243.486964 nChanged 217 SP:Iteration 21Q (470.170584 sec): 3 clusters Score: Raw -2528319.972311 + Penalty 995.173984 = -2527324.798327 nChanged 170 SP:Iteration 22Q (470.269056 sec): 3 clusters Score: Raw -2528382.170738 + Penalty 995.173984 = -2527386.996754 nChanged 148 SP:Iteration 23Q (470.360595 sec): 3 clusters Score: Raw -2528436.613597 + Penalty 995.173984 = -2527441.439614 nChanged 112 SP:Iteration 24Q (470.455064 sec): 3 clusters Score: Raw -2528475.438137 + Penalty 995.173984 = -2527480.264153 nChanged 85 SP:Iteration 25Q (470.553017 sec): 3 clusters Score: Raw -2528500.773652 + Penalty 995.173984 = -2527505.599669 nChanged 73 SP:Iteration 26Q (470.647931 sec): 3 clusters Score: Raw -2528525.926604 + Penalty 995.173984 = -2527530.752620 nChanged 66 SP:Iteration 27Q (470.740182 sec): 3 clusters Score: Raw -2528548.507718 + Penalty 995.173984 = -2527553.333734 nChanged 56 SP:Iteration 28Q (470.828877 sec): 3 clusters Score: Raw -2528564.199485 + Penalty 995.173984 = -2527569.025501 nChanged 32 SP:Iteration 29Q (470.918375 sec): 3 clusters Score: Raw -2528572.051395 + Penalty 995.173984 = -2527576.877411 nChanged 28 SP:Iteration 30Q (471.010949 sec): 3 clusters Score: Raw -2528578.391826 + Penalty 995.173984 = -2527583.217842 nChanged 32 SP:Iteration 31Q (471.100691 sec): 3 clusters Score: Raw -2528585.736668 + Penalty 995.173984 = -2527590.562685 nChanged 33 SP:Iteration 32Q (471.194992 sec): 3 clusters Score: Raw -2528594.327167 + Penalty 995.173984 = -2527599.153183 nChanged 29 SP:Iteration 33Q (471.286472 sec): 3 clusters Score: Raw -2528601.321954 + Penalty 995.173984 = -2527606.147970 nChanged 27 SP:Iteration 34Q (471.381322 sec): 3 clusters Score: Raw -2528608.498376 + Penalty 995.173984 = -2527613.324392 nChanged 23 SP:Iteration 35Q (471.473292 sec): 3 clusters Score: Raw -2528614.243541 + Penalty 995.173984 = -2527619.069557 nChanged 21 SP:Iteration 36Q (471.567979 sec): 3 clusters Score: Raw -2528620.534483 + Penalty 995.173984 = -2527625.360499 nChanged 16 SP:Iteration 37Q (471.663145 sec): 3 clusters Score: Raw -2528624.609723 + Penalty 995.173984 = -2527629.435739 nChanged 16 SP:Iteration 38Q (471.759186 sec): 3 clusters Score: Raw -2528627.940081 + Penalty 995.173984 = -2527632.766098 nChanged 14 SP:Iteration 39Q (471.849797 sec): 3 clusters Score: Raw -2528631.788424 + Penalty 995.173984 = -2527636.614440 nChanged 11 SP:Iteration 40F (471.946582 sec): 3 clusters Score: Raw -2528634.793832 + Penalty 995.173984 = -2527639.619849 nChanged 9 SP:Iteration 41Q (472.036781 sec): 3 clusters Score: Raw -2528636.223779 + Penalty 995.173984 = -2527641.049795 nChanged 10 SP:Iteration 42Q (472.128223 sec): 3 clusters Score: Raw -2528637.780969 + Penalty 995.173984 = -2527642.606985 nChanged 9 SP:Iteration 43Q (472.221745 sec): 3 clusters Score: Raw -2528638.930973 + Penalty 995.173984 = -2527643.756989 nChanged 7 SP:Iteration 44Q (472.316461 sec): 3 clusters Score: Raw -2528641.334967 + Penalty 995.173984 = -2527646.160983 nChanged 6 SP:Iteration 45Q (472.400810 sec): 3 clusters Score: Raw -2528642.698526 + Penalty 995.173984 = -2527647.524542 nChanged 5 SP:Iteration 46Q (472.487924 sec): 3 clusters Score: Raw -2528643.372130 + Penalty 995.173984 = -2527648.198146 nChanged 4 SP:Iteration 47Q (472.574756 sec): 3 clusters Score: Raw -2528644.007448 + Penalty 995.173984 = -2527648.833465 nChanged 4 SP:Iteration 48Q (472.665196 sec): 3 clusters Score: Raw -2528644.666533 + Penalty 995.173984 = -2527649.492549 nChanged 4 SP:Iteration 49Q (472.754345 sec): 3 clusters Score: Raw -2528645.251415 + Penalty 995.173984 = -2527650.077431 nChanged 5 SP:Iteration 50Q (472.843313 sec): 3 clusters Score: Raw -2528646.181491 + Penalty 995.173984 = -2527651.007507 nChanged 5 SP:Iteration 51Q (472.933937 sec): 3 clusters Score: Raw -2528646.850143 + Penalty 995.173984 = -2527651.676159 nChanged 3 SP:Iteration 52Q (473.026083 sec): 3 clusters Score: Raw -2528647.364265 + Penalty 995.173984 = -2527652.190282 nChanged 3 SP:Iteration 53Q (473.113784 sec): 3 clusters Score: Raw -2528647.825593 + Penalty 995.173984 = -2527652.651610 nChanged 1 SP:Iteration 54Q (473.205462 sec): 3 clusters Score: Raw -2528647.905023 + Penalty 995.173984 = -2527652.731039 nChanged 0 SP:Iteration 55F (473.297400 sec): 3 clusters Score: Raw -2528647.905023 + Penalty 995.173984 = -2527652.731039 nChanged 0 Trying to split cluster 13 (5999 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (473.334665 sec): 2 clusters Score: Raw -265569.961464 + Penalty 395.820337 = -265174.141127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (473.374209 sec): 3 clusters Score: Raw -261880.237799 + Penalty 791.640674 = -261088.597125 nChanged 2746 SP:Iteration 1F (473.429141 sec): 3 clusters Score: Raw -263598.763434 + Penalty 791.640674 = -262807.122760 nChanged 414 SP:Iteration 2F (473.470792 sec): 3 clusters Score: Raw -263857.953598 + Penalty 791.640674 = -263066.312924 nChanged 389 SP:Iteration 3F (473.526451 sec): 3 clusters Score: Raw -264160.726429 + Penalty 791.640674 = -263369.085754 nChanged 428 SP:Iteration 4F (473.579226 sec): 3 clusters Score: Raw -264444.782688 + Penalty 791.640674 = -263653.142013 nChanged 393 SP:Iteration 5F (473.633603 sec): 3 clusters Score: Raw -264696.998212 + Penalty 791.640674 = -263905.357538 nChanged 304 SP:Iteration 6F (473.679895 sec): 3 clusters Score: Raw -264841.069367 + Penalty 791.640674 = -264049.428693 nChanged 201 SP:Iteration 7Q (473.720967 sec): 3 clusters Score: Raw -264945.248917 + Penalty 791.640674 = -264153.608243 nChanged 174 SP:Iteration 8Q (473.783284 sec): 3 clusters Score: Raw -265029.751841 + Penalty 791.640674 = -264238.111167 nChanged 139 SP:Iteration 9Q (473.832623 sec): 3 clusters Score: Raw -265089.352737 + Penalty 791.640674 = -264297.712063 nChanged 121 SP:Iteration 10Q (473.885347 sec): 3 clusters Score: Raw -265146.738274 + Penalty 791.640674 = -264355.097600 nChanged 122 SP:Iteration 11Q (473.941296 sec): 3 clusters Score: Raw -265199.461453 + Penalty 791.640674 = -264407.820779 nChanged 126 SP:Iteration 12Q (473.987834 sec): 3 clusters Score: Raw -265254.648490 + Penalty 791.640674 = -264463.007815 nChanged 130 SP:Iteration 13Q (474.045301 sec): 3 clusters Score: Raw -265309.357692 + Penalty 791.640674 = -264517.717018 nChanged 107 SP:Iteration 14Q (474.093200 sec): 3 clusters Score: Raw -265361.336869 + Penalty 791.640674 = -264569.696195 nChanged 105 SP:Iteration 15Q (474.147462 sec): 3 clusters Score: Raw -265411.463501 + Penalty 791.640674 = -264619.822827 nChanged 90 SP:Iteration 16Q (474.195432 sec): 3 clusters Score: Raw -265450.160619 + Penalty 791.640674 = -264658.519944 nChanged 80 SP:Iteration 17Q (474.247938 sec): 3 clusters Score: Raw -265483.340518 + Penalty 791.640674 = -264691.699844 nChanged 74 SP:Iteration 18Q (474.304608 sec): 3 clusters Score: Raw -265513.626749 + Penalty 791.640674 = -264721.986074 nChanged 67 SP:Iteration 19Q (474.347542 sec): 3 clusters Score: Raw -265547.322097 + Penalty 791.640674 = -264755.681423 nChanged 78 SP:Iteration 20F (474.398308 sec): 3 clusters Score: Raw -265590.686295 + Penalty 791.640674 = -264799.045620 nChanged 76 SP:Iteration 21Q (474.454840 sec): 3 clusters Score: Raw -265635.936998 + Penalty 791.640674 = -264844.296324 nChanged 64 SP:Iteration 22Q (474.503367 sec): 3 clusters Score: Raw -265675.519109 + Penalty 791.640674 = -264883.878435 nChanged 48 SP:Iteration 23Q (474.559626 sec): 3 clusters Score: Raw -265702.131729 + Penalty 791.640674 = -264910.491055 nChanged 50 SP:Iteration 24Q (474.619424 sec): 3 clusters Score: Raw -265724.884787 + Penalty 791.640674 = -264933.244113 nChanged 40 SP:Iteration 25Q (474.670776 sec): 3 clusters Score: Raw -265738.714215 + Penalty 791.640674 = -264947.073541 nChanged 28 SP:Iteration 26Q (474.722901 sec): 3 clusters Score: Raw -265745.796843 + Penalty 791.640674 = -264954.156169 nChanged 27 SP:Iteration 27Q (474.773689 sec): 3 clusters Score: Raw -265753.477799 + Penalty 791.640674 = -264961.837125 nChanged 22 SP:Iteration 28Q (474.814936 sec): 3 clusters Score: Raw -265760.904513 + Penalty 791.640674 = -264969.263839 nChanged 13 SP:Iteration 29Q (474.876620 sec): 3 clusters Score: Raw -265763.599430 + Penalty 791.640674 = -264971.958756 nChanged 9 SP:Iteration 30Q (474.925447 sec): 3 clusters Score: Raw -265765.330425 + Penalty 791.640674 = -264973.689751 nChanged 6 SP:Iteration 31Q (474.982895 sec): 3 clusters Score: Raw -265766.778945 + Penalty 791.640674 = -264975.138271 nChanged 5 SP:Iteration 32Q (475.027045 sec): 3 clusters Score: Raw -265767.845420 + Penalty 791.640674 = -264976.204746 nChanged 5 SP:Iteration 33Q (475.089160 sec): 3 clusters Score: Raw -265769.127612 + Penalty 791.640674 = -264977.486938 nChanged 7 SP:Iteration 34Q (475.143122 sec): 3 clusters Score: Raw -265770.458283 + Penalty 791.640674 = -264978.817609 nChanged 3 SP:Iteration 35Q (475.191629 sec): 3 clusters Score: Raw -265770.791060 + Penalty 791.640674 = -264979.150385 nChanged 6 SP:Iteration 36Q (475.239782 sec): 3 clusters Score: Raw -265771.326436 + Penalty 791.640674 = -264979.685761 nChanged 2 SP:Iteration 37Q (475.290342 sec): 3 clusters Score: Raw -265771.707797 + Penalty 791.640674 = -264980.067123 nChanged 3 SP:Iteration 38Q (475.334562 sec): 3 clusters Score: Raw -265772.320371 + Penalty 791.640674 = -264980.679696 nChanged 5 SP:Iteration 39Q (475.397026 sec): 3 clusters Score: Raw -265773.156477 + Penalty 791.640674 = -264981.515803 nChanged 4 SP:Iteration 40F (475.451316 sec): 3 clusters Score: Raw -265774.143246 + Penalty 791.640674 = -264982.502571 nChanged 4 SP:Iteration 41Q (475.504500 sec): 3 clusters Score: Raw -265774.856590 + Penalty 791.640674 = -264983.215916 nChanged 1 SP:Iteration 42Q (475.545095 sec): 3 clusters Score: Raw -265774.973165 + Penalty 791.640674 = -264983.332491 nChanged 0 SP:Iteration 43F (475.595462 sec): 3 clusters Score: Raw -265774.973165 + Penalty 791.640674 = -264983.332491 nChanged 0 Trying to split cluster 14 (4385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (475.628683 sec): 2 clusters Score: Raw -190482.761217 + Penalty 381.560493 = -190101.200724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (475.683155 sec): 3 clusters Score: Raw -187899.376677 + Penalty 763.120986 = -187136.255691 nChanged 1920 SP:Iteration 1F (475.729108 sec): 3 clusters Score: Raw -189084.607377 + Penalty 763.120986 = -188321.486391 nChanged 257 SP:Iteration 2F (475.781051 sec): 3 clusters Score: Raw -189181.241722 + Penalty 763.120986 = -188418.120735 nChanged 189 SP:Iteration 3Q (475.831742 sec): 3 clusters Score: Raw -189250.680908 + Penalty 763.120986 = -188487.559922 nChanged 165 SP:Iteration 4Q (475.873271 sec): 3 clusters Score: Raw -189306.631682 + Penalty 763.120986 = -188543.510696 nChanged 158 SP:Iteration 5Q (475.933027 sec): 3 clusters Score: Raw -189358.351764 + Penalty 763.120986 = -188595.230777 nChanged 134 SP:Iteration 6Q (475.973363 sec): 3 clusters Score: Raw -189412.109556 + Penalty 763.120986 = -188648.988569 nChanged 159 SP:Iteration 7Q (476.023590 sec): 3 clusters Score: Raw -189492.659255 + Penalty 763.120986 = -188729.538268 nChanged 159 SP:Iteration 8Q (476.061267 sec): 3 clusters Score: Raw -189585.991115 + Penalty 763.120986 = -188822.870128 nChanged 179 SP:Iteration 9Q (476.106836 sec): 3 clusters Score: Raw -189696.615492 + Penalty 763.120986 = -188933.494505 nChanged 184 SP:Iteration 10Q (476.153897 sec): 3 clusters Score: Raw -189831.563408 + Penalty 763.120986 = -189068.442422 nChanged 210 SP:Iteration 11Q (476.198322 sec): 3 clusters Score: Raw -190010.132315 + Penalty 763.120986 = -189247.011329 nChanged 197 SP:Iteration 12Q (476.240608 sec): 3 clusters Score: Raw -190172.824978 + Penalty 763.120986 = -189409.703992 nChanged 165 SP:Iteration 13Q (476.295902 sec): 3 clusters Score: Raw -190282.249825 + Penalty 763.120986 = -189519.128839 nChanged 112 SP:Iteration 14Q (476.343811 sec): 3 clusters Score: Raw -190332.353312 + Penalty 763.120986 = -189569.232326 nChanged 70 SP:Iteration 15Q (476.383740 sec): 3 clusters Score: Raw -190360.622259 + Penalty 763.120986 = -189597.501273 nChanged 63 SP:Iteration 16Q (476.437545 sec): 3 clusters Score: Raw -190381.839544 + Penalty 763.120986 = -189618.718557 nChanged 41 SP:Iteration 17Q (476.485273 sec): 3 clusters Score: Raw -190396.582236 + Penalty 763.120986 = -189633.461250 nChanged 44 SP:Iteration 18Q (476.526321 sec): 3 clusters Score: Raw -190413.397214 + Penalty 763.120986 = -189650.276228 nChanged 38 SP:Iteration 19Q (476.591105 sec): 3 clusters Score: Raw -190428.157018 + Penalty 763.120986 = -189665.036031 nChanged 39 SP:Iteration 20F (476.632813 sec): 3 clusters Score: Raw -190440.764716 + Penalty 763.120986 = -189677.643729 nChanged 37 SP:Iteration 21Q (476.690142 sec): 3 clusters Score: Raw -190452.053078 + Penalty 763.120986 = -189688.932091 nChanged 38 SP:Iteration 22Q (476.739868 sec): 3 clusters Score: Raw -190460.360433 + Penalty 763.120986 = -189697.239447 nChanged 31 SP:Iteration 23Q (476.778449 sec): 3 clusters Score: Raw -190466.981825 + Penalty 763.120986 = -189703.860839 nChanged 17 SP:Iteration 24Q (476.828155 sec): 3 clusters Score: Raw -190469.719981 + Penalty 763.120986 = -189706.598995 nChanged 15 SP:Iteration 25Q (476.877248 sec): 3 clusters Score: Raw -190471.388109 + Penalty 763.120986 = -189708.267123 nChanged 7 SP:Iteration 26Q (476.931207 sec): 3 clusters Score: Raw -190472.380709 + Penalty 763.120986 = -189709.259723 nChanged 7 SP:Iteration 27Q (476.984520 sec): 3 clusters Score: Raw -190473.318648 + Penalty 763.120986 = -189710.197662 nChanged 10 SP:Iteration 28Q (477.034421 sec): 3 clusters Score: Raw -190474.989777 + Penalty 763.120986 = -189711.868791 nChanged 11 SP:Iteration 29Q (477.079856 sec): 3 clusters Score: Raw -190476.862120 + Penalty 763.120986 = -189713.741133 nChanged 13 SP:Iteration 30Q (477.119527 sec): 3 clusters Score: Raw -190478.511639 + Penalty 763.120986 = -189715.390652 nChanged 14 SP:Iteration 31Q (477.169872 sec): 3 clusters Score: Raw -190479.775786 + Penalty 763.120986 = -189716.654799 nChanged 9 SP:Iteration 32Q (477.223562 sec): 3 clusters Score: Raw -190480.751897 + Penalty 763.120986 = -189717.630911 nChanged 9 SP:Iteration 33Q (477.266996 sec): 3 clusters Score: Raw -190482.559503 + Penalty 763.120986 = -189719.438516 nChanged 5 SP:Iteration 34Q (477.308091 sec): 3 clusters Score: Raw -190483.866070 + Penalty 763.120986 = -189720.745083 nChanged 12 SP:Iteration 35Q (477.355488 sec): 3 clusters Score: Raw -190485.898434 + Penalty 763.120986 = -189722.777447 nChanged 14 SP:Iteration 36Q (477.397909 sec): 3 clusters Score: Raw -190488.706822 + Penalty 763.120986 = -189725.585836 nChanged 19 SP:Iteration 37Q (477.442703 sec): 3 clusters Score: Raw -190491.379012 + Penalty 763.120986 = -189728.258026 nChanged 11 SP:Iteration 38Q (477.474938 sec): 3 clusters Score: Raw -190492.976128 + Penalty 763.120986 = -189729.855141 nChanged 11 SP:Iteration 39Q (477.522276 sec): 3 clusters Score: Raw -190494.295524 + Penalty 763.120986 = -189731.174537 nChanged 6 SP:Iteration 40F (477.569233 sec): 3 clusters Score: Raw -190494.921030 + Penalty 763.120986 = -189731.800044 nChanged 3 SP:Iteration 41Q (477.608358 sec): 3 clusters Score: Raw -190495.505682 + Penalty 763.120986 = -189732.384696 nChanged 2 SP:Iteration 42Q (477.648140 sec): 3 clusters Score: Raw -190495.771771 + Penalty 763.120986 = -189732.650785 nChanged 1 SP:Iteration 43Q (477.700727 sec): 3 clusters Score: Raw -190495.816312 + Penalty 763.120986 = -189732.695326 nChanged 1 SP:Iteration 44Q (477.738778 sec): 3 clusters Score: Raw -190495.885490 + Penalty 763.120986 = -189732.764503 nChanged 1 SP:Iteration 45Q (477.784644 sec): 3 clusters Score: Raw -190496.040662 + Penalty 763.120986 = -189732.919675 nChanged 1 SP:Iteration 46Q (477.838006 sec): 3 clusters Score: Raw -190496.108857 + Penalty 763.120986 = -189732.987871 nChanged 2 SP:Iteration 47Q (477.890573 sec): 3 clusters Score: Raw -190496.257764 + Penalty 763.120986 = -189733.136778 nChanged 3 SP:Iteration 48Q (477.929781 sec): 3 clusters Score: Raw -190496.635265 + Penalty 763.120986 = -189733.514278 nChanged 3 SP:Iteration 49Q (477.988330 sec): 3 clusters Score: Raw -190497.066565 + Penalty 763.120986 = -189733.945579 nChanged 5 SP:Iteration 50Q (478.020936 sec): 3 clusters Score: Raw -190497.634688 + Penalty 763.120986 = -189734.513702 nChanged 5 SP:Iteration 51Q (478.068810 sec): 3 clusters Score: Raw -190498.231234 + Penalty 763.120986 = -189735.110247 nChanged 4 SP:Iteration 52Q (478.114078 sec): 3 clusters Score: Raw -190498.468407 + Penalty 763.120986 = -189735.347420 nChanged 6 SP:Iteration 53Q (478.160291 sec): 3 clusters Score: Raw -190498.900813 + Penalty 763.120986 = -189735.779827 nChanged 2 SP:Iteration 54Q (478.208946 sec): 3 clusters Score: Raw -190499.111993 + Penalty 763.120986 = -189735.991007 nChanged 1 SP:Iteration 55Q (478.248855 sec): 3 clusters Score: Raw -190499.145923 + Penalty 763.120986 = -189736.024936 nChanged 1 SP:Iteration 56Q (478.289421 sec): 3 clusters Score: Raw -190499.197273 + Penalty 763.120986 = -189736.076286 nChanged 1 SP:Iteration 57Q (478.332558 sec): 3 clusters Score: Raw -190499.366747 + Penalty 763.120986 = -189736.245761 nChanged 4 SP:Iteration 58Q (478.368447 sec): 3 clusters Score: Raw -190499.685285 + Penalty 763.120986 = -189736.564298 nChanged 2 SP:Iteration 59Q (478.411453 sec): 3 clusters Score: Raw -190499.785383 + Penalty 763.120986 = -189736.664396 nChanged 2 SP:Iteration 60F (478.459338 sec): 3 clusters Score: Raw -190499.845932 + Penalty 763.120986 = -189736.724945 nChanged 1 SP:Iteration 61Q (478.510013 sec): 3 clusters Score: Raw -190499.902421 + Penalty 763.120986 = -189736.781434 nChanged 1 SP:Iteration 62Q (478.555456 sec): 3 clusters Score: Raw -190500.010009 + Penalty 763.120986 = -189736.889022 nChanged 2 SP:Iteration 63Q (478.591379 sec): 3 clusters Score: Raw -190500.379138 + Penalty 763.120986 = -189737.258151 nChanged 3 SP:Iteration 64Q (478.644896 sec): 3 clusters Score: Raw -190500.719107 + Penalty 763.120986 = -189737.598121 nChanged 4 SP:Iteration 65Q (478.682873 sec): 3 clusters Score: Raw -190501.256553 + Penalty 763.120986 = -189738.135567 nChanged 1 SP:Iteration 66Q (478.730143 sec): 3 clusters Score: Raw -190501.388410 + Penalty 763.120986 = -189738.267423 nChanged 1 SP:Iteration 67Q (478.775442 sec): 3 clusters Score: Raw -190501.460429 + Penalty 763.120986 = -189738.339442 nChanged 0 SP:Iteration 68F (478.827292 sec): 3 clusters Score: Raw -190501.460429 + Penalty 763.120986 = -189738.339442 nChanged 0 Trying to split cluster 15 (745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (478.850296 sec): 2 clusters Score: Raw -29322.158062 + Penalty 300.908982 = -29021.249080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (478.895160 sec): 3 clusters Score: Raw -28982.286926 + Penalty 601.817964 = -28380.468962 nChanged 262 SP:Iteration 1F (478.936450 sec): 3 clusters Score: Raw -29153.845490 + Penalty 601.817964 = -28552.027526 nChanged 60 SP:Iteration 2F (478.990344 sec): 3 clusters Score: Raw -29212.685102 + Penalty 601.817964 = -28610.867138 nChanged 52 SP:Iteration 3F (479.024827 sec): 3 clusters Score: Raw -29262.773531 + Penalty 601.817964 = -28660.955567 nChanged 39 SP:Iteration 4F (479.069592 sec): 3 clusters Score: Raw -29319.115983 + Penalty 601.817964 = -28717.298019 nChanged 32 SP:Iteration 5Q (479.119532 sec): 3 clusters Score: Raw -29354.919887 + Penalty 601.817964 = -28753.101923 nChanged 22 SP:Iteration 6Q (479.163331 sec): 3 clusters Score: Raw -29377.106862 + Penalty 601.817964 = -28775.288898 nChanged 22 SP:Iteration 7Q (479.208087 sec): 3 clusters Score: Raw -29397.166502 + Penalty 601.817964 = -28795.348538 nChanged 12 SP:Iteration 8Q (479.250745 sec): 3 clusters Score: Raw -29407.405650 + Penalty 601.817964 = -28805.587686 nChanged 15 SP:Iteration 9Q (479.293827 sec): 3 clusters Score: Raw -29420.991630 + Penalty 601.817964 = -28819.173667 nChanged 13 SP:Iteration 10Q (479.349482 sec): 3 clusters Score: Raw -29434.600486 + Penalty 601.817964 = -28832.782522 nChanged 10 SP:Iteration 11Q (479.399954 sec): 3 clusters Score: Raw -29443.784609 + Penalty 601.817964 = -28841.966646 nChanged 8 SP:Iteration 12Q (479.440683 sec): 3 clusters Score: Raw -29451.063755 + Penalty 601.817964 = -28849.245792 nChanged 9 SP:Iteration 13Q (479.494297 sec): 3 clusters Score: Raw -29462.818928 + Penalty 601.817964 = -28861.000964 nChanged 11 SP:Iteration 14Q (479.530454 sec): 3 clusters Score: Raw -29476.317609 + Penalty 601.817964 = -28874.499645 nChanged 10 SP:Iteration 15Q (479.583385 sec): 3 clusters Score: Raw -29484.974383 + Penalty 601.817964 = -28883.156419 nChanged 6 SP:Iteration 16Q (479.626447 sec): 3 clusters Score: Raw -29487.715196 + Penalty 601.817964 = -28885.897233 nChanged 3 SP:Iteration 17Q (479.658187 sec): 3 clusters Score: Raw -29490.319132 + Penalty 601.817964 = -28888.501168 nChanged 3 SP:Iteration 18Q (479.692528 sec): 3 clusters Score: Raw -29491.911073 + Penalty 601.817964 = -28890.093109 nChanged 2 SP:Iteration 19Q (479.727074 sec): 3 clusters Score: Raw -29493.852222 + Penalty 601.817964 = -28892.034259 nChanged 3 SP:Iteration 20F (479.774209 sec): 3 clusters Score: Raw -29499.584677 + Penalty 601.817964 = -28897.766713 nChanged 8 SP:Iteration 21Q (479.817303 sec): 3 clusters Score: Raw -29507.886198 + Penalty 601.817964 = -28906.068234 nChanged 4 SP:Iteration 22Q (479.857052 sec): 3 clusters Score: Raw -29511.950393 + Penalty 601.817964 = -28910.132429 nChanged 5 SP:Iteration 23Q (479.912573 sec): 3 clusters Score: Raw -29515.448392 + Penalty 601.817964 = -28913.630428 nChanged 7 SP:Iteration 24Q (479.956504 sec): 3 clusters Score: Raw -29520.572441 + Penalty 601.817964 = -28918.754477 nChanged 5 SP:Iteration 25Q (480.000329 sec): 3 clusters Score: Raw -29522.455689 + Penalty 601.817964 = -28920.637725 nChanged 4 SP:Iteration 26Q (480.028845 sec): 3 clusters Score: Raw -29523.670076 + Penalty 601.817964 = -28921.852112 nChanged 0 SP:Iteration 27F (480.086550 sec): 3 clusters Score: Raw -29523.670076 + Penalty 601.817964 = -28921.852112 nChanged 0 Trying to split cluster 16 (5868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (480.109132 sec): 2 clusters Score: Raw -230536.475530 + Penalty 394.815746 = -230141.659784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (480.158308 sec): 3 clusters Score: Raw -226962.514423 + Penalty 789.631492 = -226172.882932 nChanged 2678 SP:Iteration 1F (480.199118 sec): 3 clusters Score: Raw -228645.567984 + Penalty 789.631492 = -227855.936492 nChanged 418 SP:Iteration 2F (480.246554 sec): 3 clusters Score: Raw -228919.003043 + Penalty 789.631492 = -228129.371551 nChanged 443 SP:Iteration 3F (480.298592 sec): 3 clusters Score: Raw -229255.915666 + Penalty 789.631492 = -228466.284174 nChanged 417 SP:Iteration 4F (480.344533 sec): 3 clusters Score: Raw -229599.054423 + Penalty 789.631492 = -228809.422932 nChanged 394 SP:Iteration 5F (480.395904 sec): 3 clusters Score: Raw -229905.624697 + Penalty 789.631492 = -229115.993205 nChanged 331 SP:Iteration 6F (480.444696 sec): 3 clusters Score: Raw -230131.174263 + Penalty 789.631492 = -229341.542771 nChanged 232 SP:Iteration 7Q (480.485308 sec): 3 clusters Score: Raw -230231.284644 + Penalty 789.631492 = -229441.653152 nChanged 138 SP:Iteration 8Q (480.526809 sec): 3 clusters Score: Raw -230274.078574 + Penalty 789.631492 = -229484.447083 nChanged 98 SP:Iteration 9Q (480.584932 sec): 3 clusters Score: Raw -230293.912475 + Penalty 789.631492 = -229504.280983 nChanged 64 SP:Iteration 10Q (480.619117 sec): 3 clusters Score: Raw -230306.036764 + Penalty 789.631492 = -229516.405273 nChanged 48 SP:Iteration 11Q (480.665950 sec): 3 clusters Score: Raw -230318.092739 + Penalty 789.631492 = -229528.461248 nChanged 41 SP:Iteration 12Q (480.713088 sec): 3 clusters Score: Raw -230325.466051 + Penalty 789.631492 = -229535.834560 nChanged 33 SP:Iteration 13Q (480.762411 sec): 3 clusters Score: Raw -230330.394314 + Penalty 789.631492 = -229540.762822 nChanged 31 SP:Iteration 14Q (480.809567 sec): 3 clusters Score: Raw -230334.082161 + Penalty 789.631492 = -229544.450670 nChanged 30 SP:Iteration 15Q (480.849456 sec): 3 clusters Score: Raw -230339.058473 + Penalty 789.631492 = -229549.426981 nChanged 34 SP:Iteration 16Q (480.899634 sec): 3 clusters Score: Raw -230344.077079 + Penalty 789.631492 = -229554.445588 nChanged 30 SP:Iteration 17Q (480.938793 sec): 3 clusters Score: Raw -230350.029737 + Penalty 789.631492 = -229560.398245 nChanged 32 SP:Iteration 18Q (481.003000 sec): 3 clusters Score: Raw -230354.216833 + Penalty 789.631492 = -229564.585341 nChanged 25 SP:Iteration 19Q (481.055805 sec): 3 clusters Score: Raw -230356.979439 + Penalty 789.631492 = -229567.347948 nChanged 23 SP:Iteration 20F (481.106807 sec): 3 clusters Score: Raw -230359.777879 + Penalty 789.631492 = -229570.146388 nChanged 22 SP:Iteration 21Q (481.160733 sec): 3 clusters Score: Raw -230361.861188 + Penalty 789.631492 = -229572.229697 nChanged 14 SP:Iteration 22Q (481.212347 sec): 3 clusters Score: Raw -230363.363503 + Penalty 789.631492 = -229573.732011 nChanged 13 SP:Iteration 23Q (481.259842 sec): 3 clusters Score: Raw -230364.329499 + Penalty 789.631492 = -229574.698007 nChanged 12 SP:Iteration 24Q (481.314485 sec): 3 clusters Score: Raw -230365.386261 + Penalty 789.631492 = -229575.754769 nChanged 12 SP:Iteration 25Q (481.366223 sec): 3 clusters Score: Raw -230366.443135 + Penalty 789.631492 = -229576.811644 nChanged 14 SP:Iteration 26Q (481.423203 sec): 3 clusters Score: Raw -230367.642082 + Penalty 789.631492 = -229578.010590 nChanged 14 SP:Iteration 27Q (481.465222 sec): 3 clusters Score: Raw -230368.932093 + Penalty 789.631492 = -229579.300601 nChanged 7 SP:Iteration 28Q (481.518257 sec): 3 clusters Score: Raw -230369.676844 + Penalty 789.631492 = -229580.045352 nChanged 6 SP:Iteration 29Q (481.573250 sec): 3 clusters Score: Raw -230370.383567 + Penalty 789.631492 = -229580.752076 nChanged 4 SP:Iteration 30Q (481.627355 sec): 3 clusters Score: Raw -230370.544162 + Penalty 789.631492 = -229580.912670 nChanged 1 SP:Iteration 31Q (481.680079 sec): 3 clusters Score: Raw -230370.561596 + Penalty 789.631492 = -229580.930104 nChanged 0 SP:Iteration 32F (481.732559 sec): 3 clusters Score: Raw -230370.561596 + Penalty 789.631492 = -229580.930104 nChanged 0 Trying to split cluster 17 (4639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (481.765171 sec): 2 clusters Score: Raw -203839.654839 + Penalty 384.122562 = -203455.532277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (481.820265 sec): 3 clusters Score: Raw -201060.838729 + Penalty 768.245124 = -200292.593606 nChanged 2099 SP:Iteration 1F (481.871931 sec): 3 clusters Score: Raw -202298.810810 + Penalty 768.245124 = -201530.565687 nChanged 284 SP:Iteration 2F (481.914395 sec): 3 clusters Score: Raw -202442.492316 + Penalty 768.245124 = -201674.247193 nChanged 275 SP:Iteration 3F (481.965845 sec): 3 clusters Score: Raw -202568.812123 + Penalty 768.245124 = -201800.566999 nChanged 222 SP:Iteration 4Q (482.024546 sec): 3 clusters Score: Raw -202660.092590 + Penalty 768.245124 = -201891.847466 nChanged 182 SP:Iteration 5Q (482.072451 sec): 3 clusters Score: Raw -202747.538384 + Penalty 768.245124 = -201979.293261 nChanged 194 SP:Iteration 6Q (482.114959 sec): 3 clusters Score: Raw -202864.776695 + Penalty 768.245124 = -202096.531572 nChanged 206 SP:Iteration 7Q (482.174101 sec): 3 clusters Score: Raw -203011.157472 + Penalty 768.245124 = -202242.912348 nChanged 204 SP:Iteration 8Q (482.215197 sec): 3 clusters Score: Raw -203139.299021 + Penalty 768.245124 = -202371.053897 nChanged 165 SP:Iteration 9Q (482.275661 sec): 3 clusters Score: Raw -203215.919975 + Penalty 768.245124 = -202447.674851 nChanged 130 SP:Iteration 10Q (482.317000 sec): 3 clusters Score: Raw -203266.370729 + Penalty 768.245124 = -202498.125606 nChanged 96 SP:Iteration 11Q (482.373398 sec): 3 clusters Score: Raw -203288.681480 + Penalty 768.245124 = -202520.436357 nChanged 57 SP:Iteration 12Q (482.410581 sec): 3 clusters Score: Raw -203298.649886 + Penalty 768.245124 = -202530.404763 nChanged 49 SP:Iteration 13Q (482.465381 sec): 3 clusters Score: Raw -203307.370839 + Penalty 768.245124 = -202539.125716 nChanged 41 SP:Iteration 14Q (482.512780 sec): 3 clusters Score: Raw -203314.976437 + Penalty 768.245124 = -202546.731313 nChanged 44 SP:Iteration 15Q (482.570675 sec): 3 clusters Score: Raw -203329.630126 + Penalty 768.245124 = -202561.385002 nChanged 53 SP:Iteration 16Q (482.625829 sec): 3 clusters Score: Raw -203346.946486 + Penalty 768.245124 = -202578.701363 nChanged 74 SP:Iteration 17Q (482.671272 sec): 3 clusters Score: Raw -203370.901916 + Penalty 768.245124 = -202602.656793 nChanged 80 SP:Iteration 18Q (482.714426 sec): 3 clusters Score: Raw -203401.659608 + Penalty 768.245124 = -202633.414485 nChanged 81 SP:Iteration 19Q (482.774928 sec): 3 clusters Score: Raw -203431.980378 + Penalty 768.245124 = -202663.735255 nChanged 62 SP:Iteration 20F (482.822051 sec): 3 clusters Score: Raw -203455.759316 + Penalty 768.245124 = -202687.514193 nChanged 64 SP:Iteration 21Q (482.869033 sec): 3 clusters Score: Raw -203479.502743 + Penalty 768.245124 = -202711.257620 nChanged 69 SP:Iteration 22Q (482.916355 sec): 3 clusters Score: Raw -203500.844635 + Penalty 768.245124 = -202732.599511 nChanged 65 SP:Iteration 23Q (482.963407 sec): 3 clusters Score: Raw -203519.919157 + Penalty 768.245124 = -202751.674033 nChanged 49 SP:Iteration 24Q (483.008588 sec): 3 clusters Score: Raw -203537.383439 + Penalty 768.245124 = -202769.138315 nChanged 51 SP:Iteration 25Q (483.055373 sec): 3 clusters Score: Raw -203555.295710 + Penalty 768.245124 = -202787.050587 nChanged 44 SP:Iteration 26Q (483.102404 sec): 3 clusters Score: Raw -203571.218422 + Penalty 768.245124 = -202802.973299 nChanged 44 SP:Iteration 27Q (483.149424 sec): 3 clusters Score: Raw -203588.922460 + Penalty 768.245124 = -202820.677337 nChanged 47 SP:Iteration 28Q (483.186142 sec): 3 clusters Score: Raw -203609.079372 + Penalty 768.245124 = -202840.834249 nChanged 55 SP:Iteration 29Q (483.243471 sec): 3 clusters Score: Raw -203629.131098 + Penalty 768.245124 = -202860.885975 nChanged 42 SP:Iteration 30Q (483.291352 sec): 3 clusters Score: Raw -203642.906856 + Penalty 768.245124 = -202874.661732 nChanged 36 SP:Iteration 31Q (483.335249 sec): 3 clusters Score: Raw -203653.558213 + Penalty 768.245124 = -202885.313089 nChanged 37 SP:Iteration 32Q (483.375425 sec): 3 clusters Score: Raw -203666.089456 + Penalty 768.245124 = -202897.844333 nChanged 37 SP:Iteration 33Q (483.430570 sec): 3 clusters Score: Raw -203678.890931 + Penalty 768.245124 = -202910.645807 nChanged 35 SP:Iteration 34Q (483.471894 sec): 3 clusters Score: Raw -203689.019625 + Penalty 768.245124 = -202920.774502 nChanged 26 SP:Iteration 35Q (483.524666 sec): 3 clusters Score: Raw -203695.652017 + Penalty 768.245124 = -202927.406893 nChanged 23 SP:Iteration 36Q (483.574627 sec): 3 clusters Score: Raw -203700.906150 + Penalty 768.245124 = -202932.661027 nChanged 21 SP:Iteration 37Q (483.609370 sec): 3 clusters Score: Raw -203705.773735 + Penalty 768.245124 = -202937.528611 nChanged 25 SP:Iteration 38Q (483.662186 sec): 3 clusters Score: Raw -203711.491515 + Penalty 768.245124 = -202943.246392 nChanged 28 SP:Iteration 39Q (483.711444 sec): 3 clusters Score: Raw -203717.396233 + Penalty 768.245124 = -202949.151109 nChanged 23 SP:Iteration 40F (483.747633 sec): 3 clusters Score: Raw -203722.321644 + Penalty 768.245124 = -202954.076521 nChanged 28 SP:Iteration 41Q (483.798212 sec): 3 clusters Score: Raw -203729.474144 + Penalty 768.245124 = -202961.229020 nChanged 28 SP:Iteration 42Q (483.849652 sec): 3 clusters Score: Raw -203735.106175 + Penalty 768.245124 = -202966.861051 nChanged 24 SP:Iteration 43Q (483.894481 sec): 3 clusters Score: Raw -203740.136753 + Penalty 768.245124 = -202971.891630 nChanged 21 SP:Iteration 44Q (483.959399 sec): 3 clusters Score: Raw -203743.963005 + Penalty 768.245124 = -202975.717882 nChanged 22 SP:Iteration 45Q (484.008988 sec): 3 clusters Score: Raw -203746.976125 + Penalty 768.245124 = -202978.731001 nChanged 13 SP:Iteration 46Q (484.064824 sec): 3 clusters Score: Raw -203748.453967 + Penalty 768.245124 = -202980.208844 nChanged 8 SP:Iteration 47Q (484.117609 sec): 3 clusters Score: Raw -203749.582117 + Penalty 768.245124 = -202981.336993 nChanged 11 SP:Iteration 48Q (484.170913 sec): 3 clusters Score: Raw -203750.842401 + Penalty 768.245124 = -202982.597278 nChanged 10 SP:Iteration 49Q (484.221020 sec): 3 clusters Score: Raw -203751.980521 + Penalty 768.245124 = -202983.735397 nChanged 5 SP:Iteration 50Q (484.271780 sec): 3 clusters Score: Raw -203752.490912 + Penalty 768.245124 = -202984.245788 nChanged 5 SP:Iteration 51Q (484.319216 sec): 3 clusters Score: Raw -203753.148049 + Penalty 768.245124 = -202984.902925 nChanged 7 SP:Iteration 52Q (484.371335 sec): 3 clusters Score: Raw -203753.771670 + Penalty 768.245124 = -202985.526546 nChanged 5 SP:Iteration 53Q (484.408555 sec): 3 clusters Score: Raw -203754.568105 + Penalty 768.245124 = -202986.322981 nChanged 7 SP:Iteration 54Q (484.460174 sec): 3 clusters Score: Raw -203755.411873 + Penalty 768.245124 = -202987.166750 nChanged 10 SP:Iteration 55Q (484.512505 sec): 3 clusters Score: Raw -203757.026964 + Penalty 768.245124 = -202988.781840 nChanged 7 SP:Iteration 56Q (484.561699 sec): 3 clusters Score: Raw -203757.903982 + Penalty 768.245124 = -202989.658858 nChanged 5 SP:Iteration 57Q (484.611472 sec): 3 clusters Score: Raw -203758.282813 + Penalty 768.245124 = -202990.037689 nChanged 5 SP:Iteration 58Q (484.663775 sec): 3 clusters Score: Raw -203758.653711 + Penalty 768.245124 = -202990.408587 nChanged 5 SP:Iteration 59Q (484.720699 sec): 3 clusters Score: Raw -203759.005810 + Penalty 768.245124 = -202990.760686 nChanged 3 SP:Iteration 60F (484.772826 sec): 3 clusters Score: Raw -203759.389345 + Penalty 768.245124 = -202991.144222 nChanged 5 SP:Iteration 61Q (484.826793 sec): 3 clusters Score: Raw -203760.053746 + Penalty 768.245124 = -202991.808622 nChanged 6 SP:Iteration 62Q (484.865410 sec): 3 clusters Score: Raw -203760.992850 + Penalty 768.245124 = -202992.747726 nChanged 8 SP:Iteration 63Q (484.911818 sec): 3 clusters Score: Raw -203762.418406 + Penalty 768.245124 = -202994.173283 nChanged 8 SP:Iteration 64Q (484.955224 sec): 3 clusters Score: Raw -203763.038114 + Penalty 768.245124 = -202994.792991 nChanged 6 SP:Iteration 65Q (485.004270 sec): 3 clusters Score: Raw -203763.484753 + Penalty 768.245124 = -202995.239630 nChanged 4 SP:Iteration 66Q (485.039238 sec): 3 clusters Score: Raw -203763.692608 + Penalty 768.245124 = -202995.447484 nChanged 1 SP:Iteration 67Q (485.091491 sec): 3 clusters Score: Raw -203763.715400 + Penalty 768.245124 = -202995.470276 nChanged 0 SP:Iteration 68F (485.129267 sec): 3 clusters Score: Raw -203763.715400 + Penalty 768.245124 = -202995.470276 nChanged 0 Trying to split cluster 18 (10199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (485.170482 sec): 2 clusters Score: Raw -444054.899346 + Penalty 419.967045 = -443634.932300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (485.215073 sec): 3 clusters Score: Raw -437679.382584 + Penalty 839.934091 = -436839.448493 nChanged 4707 SP:Iteration 1F (485.266850 sec): 3 clusters Score: Raw -440741.797320 + Penalty 839.934091 = -439901.863229 nChanged 795 SP:Iteration 2F (485.316313 sec): 3 clusters Score: Raw -441228.639575 + Penalty 839.934091 = -440388.705484 nChanged 813 SP:Iteration 3F (485.363369 sec): 3 clusters Score: Raw -441742.049959 + Penalty 839.934091 = -440902.115868 nChanged 733 SP:Iteration 4F (485.412240 sec): 3 clusters Score: Raw -442215.890466 + Penalty 839.934091 = -441375.956375 nChanged 582 SP:Iteration 5F (485.467197 sec): 3 clusters Score: Raw -442612.030840 + Penalty 839.934091 = -441772.096749 nChanged 505 SP:Iteration 6Q (485.513106 sec): 3 clusters Score: Raw -442958.151128 + Penalty 839.934091 = -442118.217037 nChanged 452 SP:Iteration 7Q (485.571252 sec): 3 clusters Score: Raw -443283.713180 + Penalty 839.934091 = -442443.779089 nChanged 393 SP:Iteration 8Q (485.621545 sec): 3 clusters Score: Raw -443594.892652 + Penalty 839.934091 = -442754.958561 nChanged 287 SP:Iteration 9Q (485.672403 sec): 3 clusters Score: Raw -443824.842151 + Penalty 839.934091 = -442984.908060 nChanged 178 SP:Iteration 10Q (485.724534 sec): 3 clusters Score: Raw -443968.491087 + Penalty 839.934091 = -443128.556996 nChanged 113 SP:Iteration 11Q (485.777545 sec): 3 clusters Score: Raw -444065.034594 + Penalty 839.934091 = -443225.100503 nChanged 66 SP:Iteration 12Q (485.833379 sec): 3 clusters Score: Raw -444110.315889 + Penalty 839.934091 = -443270.381798 nChanged 36 SP:Iteration 13Q (485.877745 sec): 3 clusters Score: Raw -444137.409223 + Penalty 839.934091 = -443297.475132 nChanged 20 SP:Iteration 14Q (485.932878 sec): 3 clusters Score: Raw -444148.654259 + Penalty 839.934091 = -443308.720168 nChanged 13 SP:Iteration 15Q (485.984916 sec): 3 clusters Score: Raw -444157.889773 + Penalty 839.934091 = -443317.955682 nChanged 10 SP:Iteration 16Q (486.047384 sec): 3 clusters Score: Raw -444167.730699 + Penalty 839.934091 = -443327.796608 nChanged 7 SP:Iteration 17Q (486.096603 sec): 3 clusters Score: Raw -444173.989402 + Penalty 839.934091 = -443334.055311 nChanged 9 SP:Iteration 18Q (486.151954 sec): 3 clusters Score: Raw -444183.094301 + Penalty 839.934091 = -443343.160211 nChanged 8 SP:Iteration 19Q (486.200164 sec): 3 clusters Score: Raw -444186.982576 + Penalty 839.934091 = -443347.048485 nChanged 7 SP:Iteration 20F (486.257310 sec): 3 clusters Score: Raw -444190.438301 + Penalty 839.934091 = -443350.504210 nChanged 2 SP:Iteration 21Q (486.300231 sec): 3 clusters Score: Raw -444191.757798 + Penalty 839.934091 = -443351.823707 nChanged 5 SP:Iteration 22Q (486.348325 sec): 3 clusters Score: Raw -444193.858235 + Penalty 839.934091 = -443353.924144 nChanged 1 SP:Iteration 23Q (486.412509 sec): 3 clusters Score: Raw -444194.102465 + Penalty 839.934091 = -443354.168374 nChanged 0 SP:Iteration 24F (486.464995 sec): 3 clusters Score: Raw -444194.102465 + Penalty 839.934091 = -443354.168374 nChanged 0 Trying to split cluster 19 (25845 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (486.506884 sec): 2 clusters Score: Raw -1117626.072100 + Penalty 462.274196 = -1117163.797904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (486.572368 sec): 3 clusters Score: Raw -1101051.881808 + Penalty 924.548392 = -1100127.333416 nChanged 12264 SP:Iteration 1F (486.646484 sec): 3 clusters Score: Raw -1108494.036917 + Penalty 924.548392 = -1107569.488525 nChanged 1625 SP:Iteration 2F (486.716286 sec): 3 clusters Score: Raw -1109375.118222 + Penalty 924.548392 = -1108450.569830 nChanged 1908 SP:Iteration 3F (486.788996 sec): 3 clusters Score: Raw -1110752.447661 + Penalty 924.548392 = -1109827.899269 nChanged 2071 SP:Iteration 4F (486.855174 sec): 3 clusters Score: Raw -1112592.782257 + Penalty 924.548392 = -1111668.233866 nChanged 1897 SP:Iteration 5F (486.916075 sec): 3 clusters Score: Raw -1114513.108696 + Penalty 924.548392 = -1113588.560304 nChanged 1333 SP:Iteration 6F (486.987861 sec): 3 clusters Score: Raw -1115940.743788 + Penalty 924.548392 = -1115016.195396 nChanged 784 SP:Iteration 7Q (487.057595 sec): 3 clusters Score: Raw -1116677.938264 + Penalty 924.548392 = -1115753.389872 nChanged 456 SP:Iteration 8Q (487.121055 sec): 3 clusters Score: Raw -1117052.054612 + Penalty 924.548392 = -1116127.506220 nChanged 271 SP:Iteration 9Q (487.184454 sec): 3 clusters Score: Raw -1117258.848116 + Penalty 924.548392 = -1116334.299725 nChanged 183 SP:Iteration 10Q (487.251093 sec): 3 clusters Score: Raw -1117385.878992 + Penalty 924.548392 = -1116461.330600 nChanged 135 SP:Iteration 11Q (487.316348 sec): 3 clusters Score: Raw -1117465.508144 + Penalty 924.548392 = -1116540.959752 nChanged 116 SP:Iteration 12Q (487.383348 sec): 3 clusters Score: Raw -1117526.263839 + Penalty 924.548392 = -1116601.715448 nChanged 85 SP:Iteration 13Q (487.445112 sec): 3 clusters Score: Raw -1117571.172611 + Penalty 924.548392 = -1116646.624219 nChanged 76 SP:Iteration 14Q (487.497861 sec): 3 clusters Score: Raw -1117613.054647 + Penalty 924.548392 = -1116688.506255 nChanged 53 SP:Iteration 15Q (487.565283 sec): 3 clusters Score: Raw -1117640.699039 + Penalty 924.548392 = -1116716.150647 nChanged 50 SP:Iteration 16Q (487.642524 sec): 3 clusters Score: Raw -1117661.691639 + Penalty 924.548392 = -1116737.143248 nChanged 41 SP:Iteration 17Q (487.708433 sec): 3 clusters Score: Raw -1117675.397100 + Penalty 924.548392 = -1116750.848708 nChanged 27 SP:Iteration 18Q (487.774243 sec): 3 clusters Score: Raw -1117686.358022 + Penalty 924.548392 = -1116761.809630 nChanged 35 SP:Iteration 19Q (487.846835 sec): 3 clusters Score: Raw -1117697.929972 + Penalty 924.548392 = -1116773.381580 nChanged 24 SP:Iteration 20F (487.916818 sec): 3 clusters Score: Raw -1117707.244650 + Penalty 924.548392 = -1116782.696259 nChanged 20 SP:Iteration 21Q (487.973064 sec): 3 clusters Score: Raw -1117712.779491 + Penalty 924.548392 = -1116788.231099 nChanged 13 SP:Iteration 22Q (488.039675 sec): 3 clusters Score: Raw -1117715.259722 + Penalty 924.548392 = -1116790.711331 nChanged 10 SP:Iteration 23Q (488.116420 sec): 3 clusters Score: Raw -1117717.025684 + Penalty 924.548392 = -1116792.477292 nChanged 5 SP:Iteration 24Q (488.183832 sec): 3 clusters Score: Raw -1117718.540314 + Penalty 924.548392 = -1116793.991922 nChanged 4 SP:Iteration 25Q (488.253996 sec): 3 clusters Score: Raw -1117719.643574 + Penalty 924.548392 = -1116795.095182 nChanged 2 SP:Iteration 26Q (488.322677 sec): 3 clusters Score: Raw -1117719.922755 + Penalty 924.548392 = -1116795.374363 nChanged 1 SP:Iteration 27Q (488.383751 sec): 3 clusters Score: Raw -1117720.093174 + Penalty 924.548392 = -1116795.544782 nChanged 0 SP:Iteration 28F (488.458802 sec): 3 clusters Score: Raw -1117720.093174 + Penalty 924.548392 = -1116795.544782 nChanged 0 Trying to split cluster 20 (1042 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (488.482271 sec): 2 clusters Score: Raw -34712.140893 + Penalty 316.174824 = -34395.966070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (488.525677 sec): 3 clusters Score: Raw -34202.312331 + Penalty 632.349647 = -33569.962684 nChanged 415 SP:Iteration 1F (488.572901 sec): 3 clusters Score: Raw -34515.932443 + Penalty 632.349647 = -33883.582795 nChanged 125 SP:Iteration 2F (488.605957 sec): 3 clusters Score: Raw -34687.031859 + Penalty 632.349647 = -34054.682211 nChanged 104 SP:Iteration 3F (488.650220 sec): 3 clusters Score: Raw -34838.859196 + Penalty 632.349647 = -34206.509549 nChanged 78 SP:Iteration 4F (488.692399 sec): 3 clusters Score: Raw -34948.986139 + Penalty 632.349647 = -34316.636491 nChanged 62 SP:Iteration 5F (488.744301 sec): 3 clusters Score: Raw -35017.415067 + Penalty 632.349647 = -34385.065420 nChanged 35 SP:Iteration 6Q (488.777182 sec): 3 clusters Score: Raw -35058.772421 + Penalty 632.349647 = -34426.422774 nChanged 32 SP:Iteration 7Q (488.819727 sec): 3 clusters Score: Raw -35090.970241 + Penalty 632.349647 = -34458.620594 nChanged 19 SP:Iteration 8Q (488.868326 sec): 3 clusters Score: Raw -35098.518813 + Penalty 632.349647 = -34466.169166 nChanged 7 SP:Iteration 9Q (488.915179 sec): 3 clusters Score: Raw -35100.585239 + Penalty 632.349647 = -34468.235592 nChanged 1 SP:Iteration 10Q (488.957493 sec): 3 clusters Score: Raw -35100.844919 + Penalty 632.349647 = -34468.495272 nChanged 1 SP:Iteration 11Q (488.993708 sec): 3 clusters Score: Raw -35101.562375 + Penalty 632.349647 = -34469.212728 nChanged 1 SP:Iteration 12Q (489.035242 sec): 3 clusters Score: Raw -35101.845824 + Penalty 632.349647 = -34469.496177 nChanged 0 SP:Iteration 13F (489.079000 sec): 3 clusters Score: Raw -35101.845824 + Penalty 632.349647 = -34469.496177 nChanged 0 Score: Raw -13158357.543541 + Penalty 17313.437109 = -13141044.106432 Splitting cluster 20 changes total score from -13141231.516072 to -13141044.106432 So it's not getting split. Trying to split cluster 21 (3839 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (492.747093 sec): 2 clusters Score: Raw -142718.440811 + Penalty 375.510007 = -142342.930803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (492.798676 sec): 3 clusters Score: Raw -140478.828060 + Penalty 751.020015 = -139727.808045 nChanged 1698 SP:Iteration 1F (492.853468 sec): 3 clusters Score: Raw -141591.209554 + Penalty 751.020015 = -140840.189540 nChanged 356 SP:Iteration 2F (492.895323 sec): 3 clusters Score: Raw -141947.783466 + Penalty 751.020015 = -141196.763451 nChanged 336 SP:Iteration 3F (492.937552 sec): 3 clusters Score: Raw -142271.067188 + Penalty 751.020015 = -141520.047173 nChanged 251 SP:Iteration 4F (492.985037 sec): 3 clusters Score: Raw -142457.466217 + Penalty 751.020015 = -141706.446202 nChanged 154 SP:Iteration 5Q (493.034778 sec): 3 clusters Score: Raw -142561.342379 + Penalty 751.020015 = -141810.322364 nChanged 122 SP:Iteration 6Q (493.082584 sec): 3 clusters Score: Raw -142634.586236 + Penalty 751.020015 = -141883.566221 nChanged 107 SP:Iteration 7Q (493.125332 sec): 3 clusters Score: Raw -142700.541431 + Penalty 751.020015 = -141949.521416 nChanged 85 SP:Iteration 8Q (493.180165 sec): 3 clusters Score: Raw -142752.673982 + Penalty 751.020015 = -142001.653968 nChanged 68 SP:Iteration 9Q (493.226275 sec): 3 clusters Score: Raw -142789.890137 + Penalty 751.020015 = -142038.870122 nChanged 58 SP:Iteration 10Q (493.274091 sec): 3 clusters Score: Raw -142818.158067 + Penalty 751.020015 = -142067.138052 nChanged 52 SP:Iteration 11Q (493.317467 sec): 3 clusters Score: Raw -142838.765340 + Penalty 751.020015 = -142087.745325 nChanged 40 SP:Iteration 12Q (493.366602 sec): 3 clusters Score: Raw -142848.840806 + Penalty 751.020015 = -142097.820791 nChanged 19 SP:Iteration 13Q (493.406111 sec): 3 clusters Score: Raw -142852.847248 + Penalty 751.020015 = -142101.827233 nChanged 13 SP:Iteration 14Q (493.464289 sec): 3 clusters Score: Raw -142855.504904 + Penalty 751.020015 = -142104.484890 nChanged 13 SP:Iteration 15Q (493.513150 sec): 3 clusters Score: Raw -142857.532839 + Penalty 751.020015 = -142106.512824 nChanged 8 SP:Iteration 16Q (493.550452 sec): 3 clusters Score: Raw -142858.555282 + Penalty 751.020015 = -142107.535267 nChanged 10 SP:Iteration 17Q (493.597907 sec): 3 clusters Score: Raw -142859.699890 + Penalty 751.020015 = -142108.679875 nChanged 7 SP:Iteration 18Q (493.638311 sec): 3 clusters Score: Raw -142860.864610 + Penalty 751.020015 = -142109.844596 nChanged 11 SP:Iteration 19Q (493.683366 sec): 3 clusters Score: Raw -142862.950730 + Penalty 751.020015 = -142111.930716 nChanged 8 SP:Iteration 20F (493.733128 sec): 3 clusters Score: Raw -142864.306349 + Penalty 751.020015 = -142113.286334 nChanged 9 SP:Iteration 21Q (493.784720 sec): 3 clusters Score: Raw -142866.182919 + Penalty 751.020015 = -142115.162904 nChanged 14 SP:Iteration 22Q (493.830930 sec): 3 clusters Score: Raw -142868.532811 + Penalty 751.020015 = -142117.512797 nChanged 15 SP:Iteration 23Q (493.879681 sec): 3 clusters Score: Raw -142871.159227 + Penalty 751.020015 = -142120.139212 nChanged 11 SP:Iteration 24Q (493.927656 sec): 3 clusters Score: Raw -142872.704216 + Penalty 751.020015 = -142121.684202 nChanged 13 SP:Iteration 25Q (493.967076 sec): 3 clusters Score: Raw -142873.867726 + Penalty 751.020015 = -142122.847711 nChanged 6 SP:Iteration 26Q (494.009351 sec): 3 clusters Score: Raw -142874.294904 + Penalty 751.020015 = -142123.274889 nChanged 2 SP:Iteration 27Q (494.064525 sec): 3 clusters Score: Raw -142874.373415 + Penalty 751.020015 = -142123.353400 nChanged 2 SP:Iteration 28Q (494.112032 sec): 3 clusters Score: Raw -142874.445427 + Penalty 751.020015 = -142123.425412 nChanged 1 SP:Iteration 29Q (494.154243 sec): 3 clusters Score: Raw -142874.507592 + Penalty 751.020015 = -142123.487578 nChanged 2 SP:Iteration 30Q (494.211175 sec): 3 clusters Score: Raw -142874.580801 + Penalty 751.020015 = -142123.560786 nChanged 1 SP:Iteration 31Q (494.250633 sec): 3 clusters Score: Raw -142874.642693 + Penalty 751.020015 = -142123.622678 nChanged 1 SP:Iteration 32Q (494.303877 sec): 3 clusters Score: Raw -142874.693095 + Penalty 751.020015 = -142123.673080 nChanged 0 SP:Iteration 33F (494.345281 sec): 3 clusters Score: Raw -142874.693095 + Penalty 751.020015 = -142123.673080 nChanged 0 Trying to split cluster 22 (3563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (494.381386 sec): 2 clusters Score: Raw -134936.952669 + Penalty 372.115297 = -134564.837373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (494.432866 sec): 3 clusters Score: Raw -132847.599649 + Penalty 744.230593 = -132103.369056 nChanged 1608 SP:Iteration 1F (494.466239 sec): 3 clusters Score: Raw -133902.281008 + Penalty 744.230593 = -133158.050415 nChanged 264 SP:Iteration 2F (494.518810 sec): 3 clusters Score: Raw -134094.328953 + Penalty 744.230593 = -133350.098360 nChanged 272 SP:Iteration 3F (494.554621 sec): 3 clusters Score: Raw -134312.235945 + Penalty 744.230593 = -133568.005351 nChanged 268 SP:Iteration 4F (494.610673 sec): 3 clusters Score: Raw -134580.447943 + Penalty 744.230593 = -133836.217350 nChanged 258 SP:Iteration 5F (494.643450 sec): 3 clusters Score: Raw -134806.268565 + Penalty 744.230593 = -134062.037972 nChanged 207 SP:Iteration 6F (494.690179 sec): 3 clusters Score: Raw -134988.020770 + Penalty 744.230593 = -134243.790177 nChanged 162 SP:Iteration 7Q (494.738867 sec): 3 clusters Score: Raw -135116.483591 + Penalty 744.230593 = -134372.252998 nChanged 119 SP:Iteration 8Q (494.788426 sec): 3 clusters Score: Raw -135221.860818 + Penalty 744.230593 = -134477.630224 nChanged 88 SP:Iteration 9Q (494.834357 sec): 3 clusters Score: Raw -135274.968052 + Penalty 744.230593 = -134530.737459 nChanged 60 SP:Iteration 10Q (494.877220 sec): 3 clusters Score: Raw -135301.600539 + Penalty 744.230593 = -134557.369946 nChanged 34 SP:Iteration 11Q (494.922896 sec): 3 clusters Score: Raw -135315.102728 + Penalty 744.230593 = -134570.872135 nChanged 30 SP:Iteration 12Q (494.978079 sec): 3 clusters Score: Raw -135329.952073 + Penalty 744.230593 = -134585.721480 nChanged 25 SP:Iteration 13Q (495.009498 sec): 3 clusters Score: Raw -135341.313696 + Penalty 744.230593 = -134597.083103 nChanged 22 SP:Iteration 14Q (495.056262 sec): 3 clusters Score: Raw -135349.860399 + Penalty 744.230593 = -134605.629805 nChanged 17 SP:Iteration 15Q (495.107692 sec): 3 clusters Score: Raw -135354.728359 + Penalty 744.230593 = -134610.497766 nChanged 17 SP:Iteration 16Q (495.154287 sec): 3 clusters Score: Raw -135357.181757 + Penalty 744.230593 = -134612.951164 nChanged 11 SP:Iteration 17Q (495.195154 sec): 3 clusters Score: Raw -135359.066643 + Penalty 744.230593 = -134614.836050 nChanged 7 SP:Iteration 18Q (495.235157 sec): 3 clusters Score: Raw -135361.347997 + Penalty 744.230593 = -134617.117404 nChanged 5 SP:Iteration 19Q (495.289335 sec): 3 clusters Score: Raw -135362.748833 + Penalty 744.230593 = -134618.518240 nChanged 7 SP:Iteration 20F (495.335492 sec): 3 clusters Score: Raw -135365.788780 + Penalty 744.230593 = -134621.558187 nChanged 14 SP:Iteration 21Q (495.376713 sec): 3 clusters Score: Raw -135371.587663 + Penalty 744.230593 = -134627.357069 nChanged 10 SP:Iteration 22Q (495.425446 sec): 3 clusters Score: Raw -135373.907938 + Penalty 744.230593 = -134629.677345 nChanged 9 SP:Iteration 23Q (495.474290 sec): 3 clusters Score: Raw -135376.846212 + Penalty 744.230593 = -134632.615619 nChanged 5 SP:Iteration 24Q (495.522891 sec): 3 clusters Score: Raw -135377.497106 + Penalty 744.230593 = -134633.266513 nChanged 4 SP:Iteration 25Q (495.572638 sec): 3 clusters Score: Raw -135377.982077 + Penalty 744.230593 = -134633.751484 nChanged 2 SP:Iteration 26Q (495.615757 sec): 3 clusters Score: Raw -135378.304803 + Penalty 744.230593 = -134634.074210 nChanged 4 SP:Iteration 27Q (495.654471 sec): 3 clusters Score: Raw -135379.102367 + Penalty 744.230593 = -134634.871774 nChanged 6 SP:Iteration 28Q (495.690100 sec): 3 clusters Score: Raw -135380.556125 + Penalty 744.230593 = -134636.325532 nChanged 4 SP:Iteration 29Q (495.734479 sec): 3 clusters Score: Raw -135381.110260 + Penalty 744.230593 = -134636.879667 nChanged 1 SP:Iteration 30Q (495.782314 sec): 3 clusters Score: Raw -135381.163843 + Penalty 744.230593 = -134636.933250 nChanged 0 SP:Iteration 31F (495.836766 sec): 3 clusters Score: Raw -135381.163843 + Penalty 744.230593 = -134636.933250 nChanged 0 Score: Raw -13158412.049784 + Penalty 17313.437109 = -13141098.612675 Splitting cluster 22 changes total score from -13141231.516072 to -13141098.612675 So it's not getting split. Trying to split cluster 23 (19238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (499.547644 sec): 2 clusters Score: Raw -796453.709408 + Penalty 448.841246 = -796004.868162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (499.612559 sec): 3 clusters Score: Raw -784037.512209 + Penalty 897.682492 = -783139.829717 nChanged 9146 SP:Iteration 1F (499.680736 sec): 3 clusters Score: Raw -789419.953575 + Penalty 897.682492 = -788522.271083 nChanged 1061 SP:Iteration 2F (499.734281 sec): 3 clusters Score: Raw -789974.646353 + Penalty 897.682492 = -789076.963861 nChanged 1204 SP:Iteration 3F (499.799161 sec): 3 clusters Score: Raw -790746.725491 + Penalty 897.682492 = -789849.042999 nChanged 1346 SP:Iteration 4F (499.866578 sec): 3 clusters Score: Raw -791767.698556 + Penalty 897.682492 = -790870.016064 nChanged 1422 SP:Iteration 5F (499.925196 sec): 3 clusters Score: Raw -792909.637463 + Penalty 897.682492 = -792011.954971 nChanged 1250 SP:Iteration 6F (499.994916 sec): 3 clusters Score: Raw -793774.923259 + Penalty 897.682492 = -792877.240767 nChanged 891 SP:Iteration 7Q (500.057268 sec): 3 clusters Score: Raw -794227.732423 + Penalty 897.682492 = -793330.049931 nChanged 622 SP:Iteration 8Q (500.125385 sec): 3 clusters Score: Raw -794510.516184 + Penalty 897.682492 = -793612.833692 nChanged 495 SP:Iteration 9Q (500.190409 sec): 3 clusters Score: Raw -794714.700559 + Penalty 897.682492 = -793817.018067 nChanged 420 SP:Iteration 10Q (500.256362 sec): 3 clusters Score: Raw -794891.623209 + Penalty 897.682492 = -793993.940717 nChanged 403 SP:Iteration 11Q (500.326032 sec): 3 clusters Score: Raw -795052.343024 + Penalty 897.682492 = -794154.660532 nChanged 383 SP:Iteration 12Q (500.382919 sec): 3 clusters Score: Raw -795194.695599 + Penalty 897.682492 = -794297.013107 nChanged 344 SP:Iteration 13Q (500.443866 sec): 3 clusters Score: Raw -795304.084947 + Penalty 897.682492 = -794406.402455 nChanged 283 SP:Iteration 14Q (500.510101 sec): 3 clusters Score: Raw -795371.780779 + Penalty 897.682492 = -794474.098287 nChanged 201 SP:Iteration 15Q (500.571659 sec): 3 clusters Score: Raw -795407.258659 + Penalty 897.682492 = -794509.576167 nChanged 156 SP:Iteration 16Q (500.637135 sec): 3 clusters Score: Raw -795434.802594 + Penalty 897.682492 = -794537.120102 nChanged 148 SP:Iteration 17Q (500.703022 sec): 3 clusters Score: Raw -795462.124283 + Penalty 897.682492 = -794564.441791 nChanged 133 SP:Iteration 18Q (500.771855 sec): 3 clusters Score: Raw -795484.907203 + Penalty 897.682492 = -794587.224711 nChanged 131 SP:Iteration 19Q (500.824888 sec): 3 clusters Score: Raw -795504.095797 + Penalty 897.682492 = -794606.413305 nChanged 112 SP:Iteration 20F (500.890735 sec): 3 clusters Score: Raw -795517.897884 + Penalty 897.682492 = -794620.215392 nChanged 100 SP:Iteration 21Q (500.956954 sec): 3 clusters Score: Raw -795529.247690 + Penalty 897.682492 = -794631.565198 nChanged 95 SP:Iteration 22Q (501.019379 sec): 3 clusters Score: Raw -795540.744431 + Penalty 897.682492 = -794643.061939 nChanged 97 SP:Iteration 23Q (501.085911 sec): 3 clusters Score: Raw -795551.788392 + Penalty 897.682492 = -794654.105900 nChanged 96 SP:Iteration 24Q (501.153883 sec): 3 clusters Score: Raw -795563.137500 + Penalty 897.682492 = -794665.455008 nChanged 102 SP:Iteration 25Q (501.217015 sec): 3 clusters Score: Raw -795574.868297 + Penalty 897.682492 = -794677.185805 nChanged 95 SP:Iteration 26Q (501.283319 sec): 3 clusters Score: Raw -795586.509016 + Penalty 897.682492 = -794688.826524 nChanged 106 SP:Iteration 27Q (501.351176 sec): 3 clusters Score: Raw -795600.193829 + Penalty 897.682492 = -794702.511337 nChanged 105 SP:Iteration 28Q (501.422012 sec): 3 clusters Score: Raw -795612.950559 + Penalty 897.682492 = -794715.268067 nChanged 96 SP:Iteration 29Q (501.490674 sec): 3 clusters Score: Raw -795624.112370 + Penalty 897.682492 = -794726.429878 nChanged 89 SP:Iteration 30Q (501.555879 sec): 3 clusters Score: Raw -795633.028145 + Penalty 897.682492 = -794735.345653 nChanged 87 SP:Iteration 31Q (501.610172 sec): 3 clusters Score: Raw -795640.789621 + Penalty 897.682492 = -794743.107129 nChanged 75 SP:Iteration 32Q (501.683689 sec): 3 clusters Score: Raw -795648.025898 + Penalty 897.682492 = -794750.343406 nChanged 72 SP:Iteration 33Q (501.749744 sec): 3 clusters Score: Raw -795656.374058 + Penalty 897.682492 = -794758.691566 nChanged 86 SP:Iteration 34Q (501.808010 sec): 3 clusters Score: Raw -795666.332304 + Penalty 897.682492 = -794768.649812 nChanged 91 SP:Iteration 35Q (501.874043 sec): 3 clusters Score: Raw -795677.701520 + Penalty 897.682492 = -794780.019028 nChanged 90 SP:Iteration 36Q (501.949973 sec): 3 clusters Score: Raw -795687.099068 + Penalty 897.682492 = -794789.416576 nChanged 83 SP:Iteration 37Q (502.012492 sec): 3 clusters Score: Raw -795695.413858 + Penalty 897.682492 = -794797.731366 nChanged 86 SP:Iteration 38Q (502.070788 sec): 3 clusters Score: Raw -795704.066559 + Penalty 897.682492 = -794806.384067 nChanged 91 SP:Iteration 39Q (502.143451 sec): 3 clusters Score: Raw -795713.200553 + Penalty 897.682492 = -794815.518061 nChanged 103 SP:Iteration 40F (502.206817 sec): 3 clusters Score: Raw -795724.121344 + Penalty 897.682492 = -794826.438852 nChanged 88 SP:Iteration 41Q (502.257923 sec): 3 clusters Score: Raw -795732.908902 + Penalty 897.682492 = -794835.226410 nChanged 92 SP:Iteration 42Q (502.328389 sec): 3 clusters Score: Raw -795742.203041 + Penalty 897.682492 = -794844.520549 nChanged 71 SP:Iteration 43Q (502.377786 sec): 3 clusters Score: Raw -795747.826881 + Penalty 897.682492 = -794850.144389 nChanged 65 SP:Iteration 44Q (502.439448 sec): 3 clusters Score: Raw -795753.583024 + Penalty 897.682492 = -794855.900532 nChanged 60 SP:Iteration 45Q (502.504357 sec): 3 clusters Score: Raw -795758.427085 + Penalty 897.682492 = -794860.744593 nChanged 50 SP:Iteration 46Q (502.564410 sec): 3 clusters Score: Raw -795762.459631 + Penalty 897.682492 = -794864.777139 nChanged 52 SP:Iteration 47Q (502.625292 sec): 3 clusters Score: Raw -795766.507790 + Penalty 897.682492 = -794868.825298 nChanged 44 SP:Iteration 48Q (502.694696 sec): 3 clusters Score: Raw -795769.760615 + Penalty 897.682492 = -794872.078123 nChanged 33 SP:Iteration 49Q (502.758497 sec): 3 clusters Score: Raw -795771.717450 + Penalty 897.682492 = -794874.034958 nChanged 35 SP:Iteration 50Q (502.821385 sec): 3 clusters Score: Raw -795774.170648 + Penalty 897.682492 = -794876.488156 nChanged 48 SP:Iteration 51Q (502.886843 sec): 3 clusters Score: Raw -795778.755964 + Penalty 897.682492 = -794881.073472 nChanged 49 SP:Iteration 52Q (502.952128 sec): 3 clusters Score: Raw -795783.314881 + Penalty 897.682492 = -794885.632389 nChanged 53 SP:Iteration 53Q (503.004765 sec): 3 clusters Score: Raw -795788.380061 + Penalty 897.682492 = -794890.697569 nChanged 57 SP:Iteration 54Q (503.073208 sec): 3 clusters Score: Raw -795793.184313 + Penalty 897.682492 = -794895.501821 nChanged 51 SP:Iteration 55Q (503.128909 sec): 3 clusters Score: Raw -795797.490941 + Penalty 897.682492 = -794899.808449 nChanged 48 SP:Iteration 56Q (503.205239 sec): 3 clusters Score: Raw -795801.189771 + Penalty 897.682492 = -794903.507279 nChanged 40 SP:Iteration 57Q (503.271100 sec): 3 clusters Score: Raw -795803.724949 + Penalty 897.682492 = -794906.042457 nChanged 27 SP:Iteration 58Q (503.336801 sec): 3 clusters Score: Raw -795804.911934 + Penalty 897.682492 = -794907.229443 nChanged 26 SP:Iteration 59Q (503.389778 sec): 3 clusters Score: Raw -795806.008461 + Penalty 897.682492 = -794908.325969 nChanged 24 SP:Iteration 60F (503.463126 sec): 3 clusters Score: Raw -795807.091732 + Penalty 897.682492 = -794909.409240 nChanged 19 SP:Iteration 61Q (503.530812 sec): 3 clusters Score: Raw -795808.078600 + Penalty 897.682492 = -794910.396108 nChanged 22 SP:Iteration 62Q (503.586064 sec): 3 clusters Score: Raw -795809.442766 + Penalty 897.682492 = -794911.760274 nChanged 21 SP:Iteration 63Q (503.664425 sec): 3 clusters Score: Raw -795811.267529 + Penalty 897.682492 = -794913.585037 nChanged 29 SP:Iteration 64Q (503.716780 sec): 3 clusters Score: Raw -795813.420288 + Penalty 897.682492 = -794915.737796 nChanged 31 SP:Iteration 65Q (503.784599 sec): 3 clusters Score: Raw -795816.133048 + Penalty 897.682492 = -794918.450556 nChanged 34 SP:Iteration 66Q (503.839136 sec): 3 clusters Score: Raw -795818.694358 + Penalty 897.682492 = -794921.011866 nChanged 31 SP:Iteration 67Q (503.902244 sec): 3 clusters Score: Raw -795820.912698 + Penalty 897.682492 = -794923.230206 nChanged 38 SP:Iteration 68Q (503.959674 sec): 3 clusters Score: Raw -795823.665933 + Penalty 897.682492 = -794925.983441 nChanged 35 SP:Iteration 69Q (504.030497 sec): 3 clusters Score: Raw -795826.509214 + Penalty 897.682492 = -794928.826722 nChanged 43 SP:Iteration 70Q (504.096665 sec): 3 clusters Score: Raw -795829.852310 + Penalty 897.682492 = -794932.169818 nChanged 47 SP:Iteration 71Q (504.151677 sec): 3 clusters Score: Raw -795833.945776 + Penalty 897.682492 = -794936.263284 nChanged 46 SP:Iteration 72Q (504.217557 sec): 3 clusters Score: Raw -795838.473902 + Penalty 897.682492 = -794940.791410 nChanged 51 SP:Iteration 73Q (504.280937 sec): 3 clusters Score: Raw -795844.011732 + Penalty 897.682492 = -794946.329241 nChanged 53 SP:Iteration 74Q (504.339700 sec): 3 clusters Score: Raw -795850.212089 + Penalty 897.682492 = -794952.529598 nChanged 61 SP:Iteration 75Q (504.408114 sec): 3 clusters Score: Raw -795856.480285 + Penalty 897.682492 = -794958.797793 nChanged 45 SP:Iteration 76Q (504.457489 sec): 3 clusters Score: Raw -795860.715434 + Penalty 897.682492 = -794963.032942 nChanged 54 SP:Iteration 77Q (504.514703 sec): 3 clusters Score: Raw -795865.362786 + Penalty 897.682492 = -794967.680294 nChanged 58 SP:Iteration 78Q (504.575834 sec): 3 clusters Score: Raw -795870.181599 + Penalty 897.682492 = -794972.499107 nChanged 45 SP:Iteration 79Q (504.640208 sec): 3 clusters Score: Raw -795874.671410 + Penalty 897.682492 = -794976.988918 nChanged 55 SP:Iteration 80F (504.703446 sec): 3 clusters Score: Raw -795880.247211 + Penalty 897.682492 = -794982.564719 nChanged 56 SP:Iteration 81Q (504.769266 sec): 3 clusters Score: Raw -795886.161223 + Penalty 897.682492 = -794988.478731 nChanged 57 SP:Iteration 82Q (504.832742 sec): 3 clusters Score: Raw -795893.000221 + Penalty 897.682492 = -794995.317729 nChanged 64 SP:Iteration 83Q (504.880048 sec): 3 clusters Score: Raw -795901.255581 + Penalty 897.682492 = -795003.573089 nChanged 79 SP:Iteration 84Q (504.939639 sec): 3 clusters Score: Raw -795911.285118 + Penalty 897.682492 = -795013.602626 nChanged 66 SP:Iteration 85Q (504.999154 sec): 3 clusters Score: Raw -795919.063354 + Penalty 897.682492 = -795021.380862 nChanged 64 SP:Iteration 86Q (505.059551 sec): 3 clusters Score: Raw -795927.126834 + Penalty 897.682492 = -795029.444342 nChanged 66 SP:Iteration 87Q (505.121552 sec): 3 clusters Score: Raw -795935.099746 + Penalty 897.682492 = -795037.417254 nChanged 58 SP:Iteration 88Q (505.182919 sec): 3 clusters Score: Raw -795941.120132 + Penalty 897.682492 = -795043.437640 nChanged 51 SP:Iteration 89Q (505.254604 sec): 3 clusters Score: Raw -795945.895376 + Penalty 897.682492 = -795048.212884 nChanged 50 SP:Iteration 90Q (505.316535 sec): 3 clusters Score: Raw -795950.360950 + Penalty 897.682492 = -795052.678458 nChanged 43 SP:Iteration 91Q (505.378291 sec): 3 clusters Score: Raw -795954.150348 + Penalty 897.682492 = -795056.467856 nChanged 46 SP:Iteration 92Q (505.437539 sec): 3 clusters Score: Raw -795958.778491 + Penalty 897.682492 = -795061.095999 nChanged 35 SP:Iteration 93Q (505.495405 sec): 3 clusters Score: Raw -795961.921283 + Penalty 897.682492 = -795064.238791 nChanged 37 SP:Iteration 94Q (505.560391 sec): 3 clusters Score: Raw -795965.143420 + Penalty 897.682492 = -795067.460928 nChanged 39 SP:Iteration 95Q (505.610942 sec): 3 clusters Score: Raw -795969.233366 + Penalty 897.682492 = -795071.550874 nChanged 39 SP:Iteration 96Q (505.678695 sec): 3 clusters Score: Raw -795973.447031 + Penalty 897.682492 = -795075.764539 nChanged 34 SP:Iteration 97Q (505.740762 sec): 3 clusters Score: Raw -795977.015902 + Penalty 897.682492 = -795079.333410 nChanged 40 SP:Iteration 98Q (505.804403 sec): 3 clusters Score: Raw -795980.929095 + Penalty 897.682492 = -795083.246603 nChanged 38 SP:Iteration 99Q (505.859195 sec): 3 clusters Score: Raw -795984.281143 + Penalty 897.682492 = -795086.598651 nChanged 20 SP:Iteration 100F (505.929913 sec): 3 clusters Score: Raw -795985.424859 + Penalty 897.682492 = -795087.742367 nChanged 16 SP:Iteration 101Q (505.986689 sec): 3 clusters Score: Raw -795986.546685 + Penalty 897.682492 = -795088.864193 nChanged 15 SP:Iteration 102Q (506.059139 sec): 3 clusters Score: Raw -795987.620173 + Penalty 897.682492 = -795089.937681 nChanged 14 SP:Iteration 103Q (506.105351 sec): 3 clusters Score: Raw -795988.877700 + Penalty 897.682492 = -795091.195208 nChanged 12 SP:Iteration 104Q (506.165762 sec): 3 clusters Score: Raw -795989.542095 + Penalty 897.682492 = -795091.859603 nChanged 12 SP:Iteration 105Q (506.228794 sec): 3 clusters Score: Raw -795990.058889 + Penalty 897.682492 = -795092.376397 nChanged 10 SP:Iteration 106Q (506.287685 sec): 3 clusters Score: Raw -795990.638092 + Penalty 897.682492 = -795092.955600 nChanged 12 SP:Iteration 107Q (506.352141 sec): 3 clusters Score: Raw -795991.515470 + Penalty 897.682492 = -795093.832978 nChanged 17 SP:Iteration 108Q (506.417427 sec): 3 clusters Score: Raw -795992.314419 + Penalty 897.682492 = -795094.631927 nChanged 16 SP:Iteration 109Q (506.471279 sec): 3 clusters Score: Raw -795993.714142 + Penalty 897.682492 = -795096.031650 nChanged 21 SP:Iteration 110Q (506.535687 sec): 3 clusters Score: Raw -795995.164332 + Penalty 897.682492 = -795097.481840 nChanged 21 SP:Iteration 111Q (506.601180 sec): 3 clusters Score: Raw -795996.595086 + Penalty 897.682492 = -795098.912594 nChanged 20 SP:Iteration 112Q (506.663384 sec): 3 clusters Score: Raw -795997.909944 + Penalty 897.682492 = -795100.227452 nChanged 26 SP:Iteration 113Q (506.726157 sec): 3 clusters Score: Raw -795999.411744 + Penalty 897.682492 = -795101.729252 nChanged 24 SP:Iteration 114Q (506.782072 sec): 3 clusters Score: Raw -796000.796169 + Penalty 897.682492 = -795103.113677 nChanged 23 SP:Iteration 115Q (506.848506 sec): 3 clusters Score: Raw -796002.000279 + Penalty 897.682492 = -795104.317787 nChanged 22 SP:Iteration 116Q (506.910326 sec): 3 clusters Score: Raw -796003.162539 + Penalty 897.682492 = -795105.480047 nChanged 15 SP:Iteration 117Q (506.964116 sec): 3 clusters Score: Raw -796003.866824 + Penalty 897.682492 = -795106.184332 nChanged 13 SP:Iteration 118Q (507.030896 sec): 3 clusters Score: Raw -796004.593675 + Penalty 897.682492 = -795106.911183 nChanged 15 SP:Iteration 119Q (507.091655 sec): 3 clusters Score: Raw -796006.076260 + Penalty 897.682492 = -795108.393768 nChanged 18 SP:Iteration 120F (507.152620 sec): 3 clusters Score: Raw -796007.526653 + Penalty 897.682492 = -795109.844161 nChanged 17 SP:Iteration 121Q (507.219567 sec): 3 clusters Score: Raw -796008.784958 + Penalty 897.682492 = -795111.102466 nChanged 17 SP:Iteration 122Q (507.277107 sec): 3 clusters Score: Raw -796009.947866 + Penalty 897.682492 = -795112.265374 nChanged 13 SP:Iteration 123Q (507.342563 sec): 3 clusters Score: Raw -796010.710775 + Penalty 897.682492 = -795113.028283 nChanged 11 SP:Iteration 124Q (507.389567 sec): 3 clusters Score: Raw -796011.583671 + Penalty 897.682492 = -795113.901179 nChanged 9 SP:Iteration 125Q (507.459296 sec): 3 clusters Score: Raw -796012.510739 + Penalty 897.682492 = -795114.828247 nChanged 14 SP:Iteration 126Q (507.518365 sec): 3 clusters Score: Raw -796014.271504 + Penalty 897.682492 = -795116.589012 nChanged 17 SP:Iteration 127Q (507.575712 sec): 3 clusters Score: Raw -796016.538869 + Penalty 897.682492 = -795118.856377 nChanged 24 SP:Iteration 128Q (507.630752 sec): 3 clusters Score: Raw -796018.240953 + Penalty 897.682492 = -795120.558461 nChanged 17 SP:Iteration 129Q (507.693930 sec): 3 clusters Score: Raw -796019.647833 + Penalty 897.682492 = -795121.965341 nChanged 17 SP:Iteration 130Q (507.755192 sec): 3 clusters Score: Raw -796021.730097 + Penalty 897.682492 = -795124.047605 nChanged 25 SP:Iteration 131Q (507.815759 sec): 3 clusters Score: Raw -796024.779232 + Penalty 897.682492 = -795127.096740 nChanged 25 SP:Iteration 132Q (507.883278 sec): 3 clusters Score: Raw -796027.045899 + Penalty 897.682492 = -795129.363407 nChanged 22 SP:Iteration 133Q (507.947354 sec): 3 clusters Score: Raw -796028.315865 + Penalty 897.682492 = -795130.633373 nChanged 18 SP:Iteration 134Q (508.011571 sec): 3 clusters Score: Raw -796029.363461 + Penalty 897.682492 = -795131.680969 nChanged 22 SP:Iteration 135Q (508.058628 sec): 3 clusters Score: Raw -796030.949836 + Penalty 897.682492 = -795133.267344 nChanged 29 SP:Iteration 136Q (508.120610 sec): 3 clusters Score: Raw -796033.735309 + Penalty 897.682492 = -795136.052817 nChanged 36 SP:Iteration 137Q (508.174133 sec): 3 clusters Score: Raw -796036.825906 + Penalty 897.682492 = -795139.143414 nChanged 27 SP:Iteration 138Q (508.233218 sec): 3 clusters Score: Raw -796039.106259 + Penalty 897.682492 = -795141.423767 nChanged 30 SP:Iteration 139Q (508.304441 sec): 3 clusters Score: Raw -796041.933153 + Penalty 897.682492 = -795144.250661 nChanged 34 SP:Iteration 140F (508.367136 sec): 3 clusters Score: Raw -796046.113295 + Penalty 897.682492 = -795148.430803 nChanged 50 SP:Iteration 141Q (508.430294 sec): 3 clusters Score: Raw -796053.313512 + Penalty 897.682492 = -795155.631020 nChanged 62 SP:Iteration 142Q (508.496050 sec): 3 clusters Score: Raw -796063.356634 + Penalty 897.682492 = -795165.674142 nChanged 68 SP:Iteration 143Q (508.562422 sec): 3 clusters Score: Raw -796075.518838 + Penalty 897.682492 = -795177.836346 nChanged 57 SP:Iteration 144Q (508.627182 sec): 3 clusters Score: Raw -796084.715317 + Penalty 897.682492 = -795187.032825 nChanged 49 SP:Iteration 145Q (508.691542 sec): 3 clusters Score: Raw -796091.733123 + Penalty 897.682492 = -795194.050631 nChanged 41 SP:Iteration 146Q (508.758456 sec): 3 clusters Score: Raw -796095.940988 + Penalty 897.682492 = -795198.258496 nChanged 36 SP:Iteration 147Q (508.821726 sec): 3 clusters Score: Raw -796100.316880 + Penalty 897.682492 = -795202.634388 nChanged 40 SP:Iteration 148Q (508.883464 sec): 3 clusters Score: Raw -796105.508151 + Penalty 897.682492 = -795207.825659 nChanged 39 SP:Iteration 149Q (508.941161 sec): 3 clusters Score: Raw -796111.482291 + Penalty 897.682492 = -795213.799799 nChanged 39 SP:Iteration 150Q (509.000666 sec): 3 clusters Score: Raw -796116.755661 + Penalty 897.682492 = -795219.073169 nChanged 45 SP:Iteration 151Q (509.063352 sec): 3 clusters Score: Raw -796123.029520 + Penalty 897.682492 = -795225.347028 nChanged 39 SP:Iteration 152Q (509.130636 sec): 3 clusters Score: Raw -796127.546839 + Penalty 897.682492 = -795229.864347 nChanged 40 SP:Iteration 153Q (509.185204 sec): 3 clusters Score: Raw -796132.040740 + Penalty 897.682492 = -795234.358248 nChanged 39 SP:Iteration 154Q (509.244906 sec): 3 clusters Score: Raw -796136.813022 + Penalty 897.682492 = -795239.130530 nChanged 54 SP:Iteration 155Q (509.300847 sec): 3 clusters Score: Raw -796144.769263 + Penalty 897.682492 = -795247.086771 nChanged 53 SP:Iteration 156Q (509.362290 sec): 3 clusters Score: Raw -796152.806511 + Penalty 897.682492 = -795255.124019 nChanged 54 SP:Iteration 157Q (509.435010 sec): 3 clusters Score: Raw -796162.800069 + Penalty 897.682492 = -795265.117577 nChanged 58 SP:Iteration 158Q (509.487433 sec): 3 clusters Score: Raw -796175.337488 + Penalty 897.682492 = -795277.654996 nChanged 53 SP:Iteration 159Q (509.555107 sec): 3 clusters Score: Raw -796186.279155 + Penalty 897.682492 = -795288.596663 nChanged 56 SP:Iteration 160F (509.625666 sec): 3 clusters Score: Raw -796197.158280 + Penalty 897.682492 = -795299.475788 nChanged 62 SP:Iteration 161Q (509.679426 sec): 3 clusters Score: Raw -796211.617480 + Penalty 897.682492 = -795313.934988 nChanged 67 SP:Iteration 162Q (509.744121 sec): 3 clusters Score: Raw -796228.647489 + Penalty 897.682492 = -795330.964997 nChanged 59 SP:Iteration 163Q (509.809364 sec): 3 clusters Score: Raw -796245.556869 + Penalty 897.682492 = -795347.874377 nChanged 66 SP:Iteration 164Q (509.877869 sec): 3 clusters Score: Raw -796264.621796 + Penalty 897.682492 = -795366.939304 nChanged 65 SP:Iteration 165Q (509.938877 sec): 3 clusters Score: Raw -796283.497928 + Penalty 897.682492 = -795385.815436 nChanged 61 SP:Iteration 166Q (510.004993 sec): 3 clusters Score: Raw -796299.673985 + Penalty 897.682492 = -795401.991493 nChanged 58 SP:Iteration 167Q (510.066699 sec): 3 clusters Score: Raw -796318.557883 + Penalty 897.682492 = -795420.875391 nChanged 74 SP:Iteration 168Q (510.133236 sec): 3 clusters Score: Raw -796345.995543 + Penalty 897.682492 = -795448.313051 nChanged 71 SP:Iteration 169Q (510.196742 sec): 3 clusters Score: Raw -796373.337351 + Penalty 897.682492 = -795475.654859 nChanged 60 SP:Iteration 170Q (510.255105 sec): 3 clusters Score: Raw -796399.610648 + Penalty 897.682492 = -795501.928156 nChanged 54 SP:Iteration 171Q (510.315498 sec): 3 clusters Score: Raw -796418.846803 + Penalty 897.682492 = -795521.164311 nChanged 54 SP:Iteration 172Q (510.368894 sec): 3 clusters Score: Raw -796437.385854 + Penalty 897.682492 = -795539.703362 nChanged 46 SP:Iteration 173Q (510.428880 sec): 3 clusters Score: Raw -796453.724868 + Penalty 897.682492 = -795556.042376 nChanged 40 SP:Iteration 174Q (510.503227 sec): 3 clusters Score: Raw -796468.228846 + Penalty 897.682492 = -795570.546354 nChanged 32 SP:Iteration 175Q (510.566760 sec): 3 clusters Score: Raw -796483.405234 + Penalty 897.682492 = -795585.722743 nChanged 29 SP:Iteration 176Q (510.631132 sec): 3 clusters Score: Raw -796497.084368 + Penalty 897.682492 = -795599.401876 nChanged 26 SP:Iteration 177Q (510.688198 sec): 3 clusters Score: Raw -796509.861283 + Penalty 897.682492 = -795612.178791 nChanged 23 SP:Iteration 178Q (510.750390 sec): 3 clusters Score: Raw -796522.799686 + Penalty 897.682492 = -795625.117194 nChanged 16 SP:Iteration 179Q (510.812547 sec): 3 clusters Score: Raw -796532.688612 + Penalty 897.682492 = -795635.006120 nChanged 16 SP:Iteration 180F (510.874470 sec): 3 clusters Score: Raw -796539.873607 + Penalty 897.682492 = -795642.191115 nChanged 9 SP:Iteration 181Q (510.938111 sec): 3 clusters Score: Raw -796548.605445 + Penalty 897.682492 = -795650.922953 nChanged 8 SP:Iteration 182Q (510.998645 sec): 3 clusters Score: Raw -796555.696324 + Penalty 897.682492 = -795658.013832 nChanged 11 SP:Iteration 183Q (511.060601 sec): 3 clusters Score: Raw -796562.175393 + Penalty 897.682492 = -795664.492901 nChanged 8 SP:Iteration 184Q (511.122466 sec): 3 clusters Score: Raw -796565.505175 + Penalty 897.682492 = -795667.822683 nChanged 4 SP:Iteration 185Q (511.184444 sec): 3 clusters Score: Raw -796568.025084 + Penalty 897.682492 = -795670.342592 nChanged 6 SP:Iteration 186Q (511.245871 sec): 3 clusters Score: Raw -796570.138891 + Penalty 897.682492 = -795672.456399 nChanged 4 SP:Iteration 187Q (511.308775 sec): 3 clusters Score: Raw -796571.113309 + Penalty 897.682492 = -795673.430817 nChanged 3 SP:Iteration 188Q (511.367455 sec): 3 clusters Score: Raw -796571.784285 + Penalty 897.682492 = -795674.101793 nChanged 0 SP:Iteration 189F (511.436805 sec): 3 clusters Score: Raw -796571.784285 + Penalty 897.682492 = -795674.101793 nChanged 0 Trying to split cluster 24 (59880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (511.508322 sec): 2 clusters Score: Raw -2565126.691636 + Penalty 500.504452 = -2564626.187185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (511.611501 sec): 3 clusters Score: Raw -2525522.689091 + Penalty 1001.008903 = -2524521.680187 nChanged 28986 SP:Iteration 1F (511.712155 sec): 3 clusters Score: Raw -2543480.320021 + Penalty 1001.008903 = -2542479.311118 nChanged 2695 SP:Iteration 2Q (511.812375 sec): 3 clusters Score: Raw -2544493.806534 + Penalty 1001.008903 = -2543492.797630 nChanged 2914 SP:Iteration 3Q (511.918127 sec): 3 clusters Score: Raw -2545845.456120 + Penalty 1001.008903 = -2544844.447216 nChanged 3172 SP:Iteration 4F (512.017938 sec): 3 clusters Score: Raw -2547730.940698 + Penalty 1001.008903 = -2546729.931795 nChanged 3425 SP:Iteration 5F (512.113036 sec): 3 clusters Score: Raw -2550202.013068 + Penalty 1001.008903 = -2549201.004165 nChanged 3451 SP:Iteration 6F (512.217169 sec): 3 clusters Score: Raw -2552941.762873 + Penalty 1001.008903 = -2551940.753970 nChanged 3050 SP:Iteration 7F (512.319643 sec): 3 clusters Score: Raw -2555108.728309 + Penalty 1001.008903 = -2554107.719406 nChanged 2374 SP:Iteration 8Q (512.418954 sec): 3 clusters Score: Raw -2556280.520327 + Penalty 1001.008903 = -2555279.511424 nChanged 1519 SP:Iteration 9Q (512.518570 sec): 3 clusters Score: Raw -2556828.052035 + Penalty 1001.008903 = -2555827.043131 nChanged 1138 SP:Iteration 10Q (512.626091 sec): 3 clusters Score: Raw -2557232.784926 + Penalty 1001.008903 = -2556231.776023 nChanged 1016 SP:Iteration 11Q (512.737864 sec): 3 clusters Score: Raw -2557612.124522 + Penalty 1001.008903 = -2556611.115619 nChanged 1002 SP:Iteration 12Q (512.840135 sec): 3 clusters Score: Raw -2557986.212693 + Penalty 1001.008903 = -2556985.203790 nChanged 972 SP:Iteration 13Q (512.941945 sec): 3 clusters Score: Raw -2558341.592594 + Penalty 1001.008903 = -2557340.583691 nChanged 940 SP:Iteration 14Q (513.033831 sec): 3 clusters Score: Raw -2558688.446950 + Penalty 1001.008903 = -2557687.438047 nChanged 937 SP:Iteration 15Q (513.134540 sec): 3 clusters Score: Raw -2559057.279103 + Penalty 1001.008903 = -2558056.270200 nChanged 956 SP:Iteration 16Q (513.239916 sec): 3 clusters Score: Raw -2559444.107327 + Penalty 1001.008903 = -2558443.098423 nChanged 944 SP:Iteration 17Q (513.339787 sec): 3 clusters Score: Raw -2559821.796200 + Penalty 1001.008903 = -2558820.787297 nChanged 901 SP:Iteration 18Q (513.436903 sec): 3 clusters Score: Raw -2560180.171038 + Penalty 1001.008903 = -2559179.162134 nChanged 860 SP:Iteration 19Q (513.532990 sec): 3 clusters Score: Raw -2560509.902176 + Penalty 1001.008903 = -2559508.893272 nChanged 818 SP:Iteration 20F (513.631112 sec): 3 clusters Score: Raw -2560817.530309 + Penalty 1001.008903 = -2559816.521405 nChanged 789 SP:Iteration 21Q (513.728478 sec): 3 clusters Score: Raw -2561116.913546 + Penalty 1001.008903 = -2560115.904643 nChanged 733 SP:Iteration 22Q (513.807670 sec): 3 clusters Score: Raw -2561384.405912 + Penalty 1001.008903 = -2560383.397008 nChanged 668 SP:Iteration 23Q (513.898036 sec): 3 clusters Score: Raw -2561617.386144 + Penalty 1001.008903 = -2560616.377241 nChanged 629 SP:Iteration 24Q (513.986357 sec): 3 clusters Score: Raw -2561827.990858 + Penalty 1001.008903 = -2560826.981954 nChanged 612 SP:Iteration 25Q (514.070682 sec): 3 clusters Score: Raw -2562026.642880 + Penalty 1001.008903 = -2561025.633977 nChanged 625 SP:Iteration 26Q (514.148750 sec): 3 clusters Score: Raw -2562235.690776 + Penalty 1001.008903 = -2561234.681872 nChanged 608 SP:Iteration 27Q (514.239643 sec): 3 clusters Score: Raw -2562446.989729 + Penalty 1001.008903 = -2561445.980826 nChanged 607 SP:Iteration 28Q (514.332274 sec): 3 clusters Score: Raw -2562665.715009 + Penalty 1001.008903 = -2561664.706105 nChanged 599 SP:Iteration 29Q (514.423490 sec): 3 clusters Score: Raw -2562887.227483 + Penalty 1001.008903 = -2561886.218580 nChanged 562 SP:Iteration 30Q (514.509352 sec): 3 clusters Score: Raw -2563093.026298 + Penalty 1001.008903 = -2562092.017395 nChanged 542 SP:Iteration 31Q (514.612124 sec): 3 clusters Score: Raw -2563298.563379 + Penalty 1001.008903 = -2562297.554476 nChanged 524 SP:Iteration 32Q (514.715584 sec): 3 clusters Score: Raw -2563496.122655 + Penalty 1001.008903 = -2562495.113752 nChanged 472 SP:Iteration 33Q (514.806011 sec): 3 clusters Score: Raw -2563686.717428 + Penalty 1001.008903 = -2562685.708525 nChanged 490 SP:Iteration 34Q (514.904836 sec): 3 clusters Score: Raw -2563892.139116 + Penalty 1001.008903 = -2562891.130213 nChanged 469 SP:Iteration 35Q (515.001626 sec): 3 clusters Score: Raw -2564086.843950 + Penalty 1001.008903 = -2563085.835047 nChanged 421 SP:Iteration 36Q (515.093704 sec): 3 clusters Score: Raw -2564274.434426 + Penalty 1001.008903 = -2563273.425523 nChanged 394 SP:Iteration 37Q (515.193056 sec): 3 clusters Score: Raw -2564465.230725 + Penalty 1001.008903 = -2563464.221822 nChanged 367 SP:Iteration 38Q (515.290904 sec): 3 clusters Score: Raw -2564660.135262 + Penalty 1001.008903 = -2563659.126359 nChanged 298 SP:Iteration 39Q (515.390568 sec): 3 clusters Score: Raw -2564815.313774 + Penalty 1001.008903 = -2563814.304871 nChanged 239 SP:Iteration 40F (515.490532 sec): 3 clusters Score: Raw -2564930.963618 + Penalty 1001.008903 = -2563929.954715 nChanged 166 SP:Iteration 41Q (515.590039 sec): 3 clusters Score: Raw -2565004.898969 + Penalty 1001.008903 = -2564003.890066 nChanged 123 SP:Iteration 42Q (515.688268 sec): 3 clusters Score: Raw -2565069.494224 + Penalty 1001.008903 = -2564068.485320 nChanged 97 SP:Iteration 43Q (515.786279 sec): 3 clusters Score: Raw -2565116.522747 + Penalty 1001.008903 = -2564115.513844 nChanged 72 SP:Iteration 44Q (515.868823 sec): 3 clusters Score: Raw -2565147.163060 + Penalty 1001.008903 = -2564146.154157 nChanged 40 SP:Iteration 45Q (515.968777 sec): 3 clusters Score: Raw -2565159.921119 + Penalty 1001.008903 = -2564158.912216 nChanged 29 SP:Iteration 46Q (516.061603 sec): 3 clusters Score: Raw -2565169.052689 + Penalty 1001.008903 = -2564168.043786 nChanged 25 SP:Iteration 47Q (516.145656 sec): 3 clusters Score: Raw -2565175.421576 + Penalty 1001.008903 = -2564174.412673 nChanged 19 SP:Iteration 48Q (516.231957 sec): 3 clusters Score: Raw -2565182.230823 + Penalty 1001.008903 = -2564181.221919 nChanged 20 SP:Iteration 49Q (516.324143 sec): 3 clusters Score: Raw -2565191.479545 + Penalty 1001.008903 = -2564190.470641 nChanged 21 SP:Iteration 50Q (516.419062 sec): 3 clusters Score: Raw -2565197.056506 + Penalty 1001.008903 = -2564196.047603 nChanged 16 SP:Iteration 51Q (516.512670 sec): 3 clusters Score: Raw -2565202.462441 + Penalty 1001.008903 = -2564201.453537 nChanged 10 SP:Iteration 52Q (516.605388 sec): 3 clusters Score: Raw -2565205.361642 + Penalty 1001.008903 = -2564204.352738 nChanged 11 SP:Iteration 53Q (516.692202 sec): 3 clusters Score: Raw -2565209.320780 + Penalty 1001.008903 = -2564208.311876 nChanged 17 SP:Iteration 54Q (516.789282 sec): 3 clusters Score: Raw -2565217.415646 + Penalty 1001.008903 = -2564216.406743 nChanged 17 SP:Iteration 55Q (516.879249 sec): 3 clusters Score: Raw -2565227.929208 + Penalty 1001.008903 = -2564226.920305 nChanged 17 SP:Iteration 56Q (516.983450 sec): 3 clusters Score: Raw -2565235.706508 + Penalty 1001.008903 = -2564234.697605 nChanged 14 SP:Iteration 57Q (517.072595 sec): 3 clusters Score: Raw -2565242.103390 + Penalty 1001.008903 = -2564241.094487 nChanged 9 SP:Iteration 58Q (517.161445 sec): 3 clusters Score: Raw -2565247.113202 + Penalty 1001.008903 = -2564246.104298 nChanged 10 SP:Iteration 59Q (517.257899 sec): 3 clusters Score: Raw -2565250.871103 + Penalty 1001.008903 = -2564249.862200 nChanged 14 SP:Iteration 60F (517.360570 sec): 3 clusters Score: Raw -2565256.948993 + Penalty 1001.008903 = -2564255.940090 nChanged 7 SP:Iteration 61Q (517.448248 sec): 3 clusters Score: Raw -2565259.660198 + Penalty 1001.008903 = -2564258.651295 nChanged 3 SP:Iteration 62Q (517.537999 sec): 3 clusters Score: Raw -2565260.475870 + Penalty 1001.008903 = -2564259.466966 nChanged 3 SP:Iteration 63Q (517.632294 sec): 3 clusters Score: Raw -2565261.346555 + Penalty 1001.008903 = -2564260.337652 nChanged 4 SP:Iteration 64Q (517.718179 sec): 3 clusters Score: Raw -2565263.157879 + Penalty 1001.008903 = -2564262.148976 nChanged 5 SP:Iteration 65Q (517.800817 sec): 3 clusters Score: Raw -2565265.032828 + Penalty 1001.008903 = -2564264.023925 nChanged 5 SP:Iteration 66Q (517.895356 sec): 3 clusters Score: Raw -2565266.139779 + Penalty 1001.008903 = -2564265.130876 nChanged 2 SP:Iteration 67Q (517.984250 sec): 3 clusters Score: Raw -2565266.629274 + Penalty 1001.008903 = -2564265.620371 nChanged 0 SP:Iteration 68F (518.081645 sec): 3 clusters Score: Raw -2565266.629274 + Penalty 1001.008903 = -2564265.620371 nChanged 0 Trying to split cluster 25 (1161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (518.111219 sec): 2 clusters Score: Raw -54200.746349 + Penalty 321.095183 = -53879.651166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (518.161840 sec): 3 clusters Score: Raw -53637.262303 + Penalty 642.190365 = -52995.071938 nChanged 439 SP:Iteration 1F (518.207150 sec): 3 clusters Score: Raw -53895.823881 + Penalty 642.190365 = -53253.633515 nChanged 72 SP:Iteration 2F (518.254119 sec): 3 clusters Score: Raw -53932.229728 + Penalty 642.190365 = -53290.039363 nChanged 43 SP:Iteration 3Q (518.292166 sec): 3 clusters Score: Raw -53949.905795 + Penalty 642.190365 = -53307.715430 nChanged 29 SP:Iteration 4Q (518.337650 sec): 3 clusters Score: Raw -53964.688861 + Penalty 642.190365 = -53322.498495 nChanged 28 SP:Iteration 5Q (518.393951 sec): 3 clusters Score: Raw -53980.456791 + Penalty 642.190365 = -53338.266425 nChanged 22 SP:Iteration 6Q (518.443394 sec): 3 clusters Score: Raw -53990.607807 + Penalty 642.190365 = -53348.417442 nChanged 21 SP:Iteration 7Q (518.480908 sec): 3 clusters Score: Raw -54001.088852 + Penalty 642.190365 = -53358.898487 nChanged 26 SP:Iteration 8Q (518.535625 sec): 3 clusters Score: Raw -54009.692420 + Penalty 642.190365 = -53367.502055 nChanged 24 SP:Iteration 9Q (518.568786 sec): 3 clusters Score: Raw -54020.089849 + Penalty 642.190365 = -53377.899484 nChanged 22 SP:Iteration 10Q (518.623055 sec): 3 clusters Score: Raw -54032.791675 + Penalty 642.190365 = -53390.601309 nChanged 18 SP:Iteration 11Q (518.667131 sec): 3 clusters Score: Raw -54039.187111 + Penalty 642.190365 = -53396.996746 nChanged 13 SP:Iteration 12Q (518.714253 sec): 3 clusters Score: Raw -54046.016130 + Penalty 642.190365 = -53403.825765 nChanged 18 SP:Iteration 13Q (518.746556 sec): 3 clusters Score: Raw -54053.046609 + Penalty 642.190365 = -53410.856244 nChanged 18 SP:Iteration 14Q (518.790396 sec): 3 clusters Score: Raw -54061.521167 + Penalty 642.190365 = -53419.330802 nChanged 23 SP:Iteration 15Q (518.839101 sec): 3 clusters Score: Raw -54076.822274 + Penalty 642.190365 = -53434.631908 nChanged 22 SP:Iteration 16Q (518.882848 sec): 3 clusters Score: Raw -54085.465354 + Penalty 642.190365 = -53443.274988 nChanged 12 SP:Iteration 17Q (518.927710 sec): 3 clusters Score: Raw -54089.424664 + Penalty 642.190365 = -53447.234299 nChanged 8 SP:Iteration 18Q (518.960880 sec): 3 clusters Score: Raw -54092.475835 + Penalty 642.190365 = -53450.285470 nChanged 8 SP:Iteration 19Q (519.010535 sec): 3 clusters Score: Raw -54100.624473 + Penalty 642.190365 = -53458.434108 nChanged 13 SP:Iteration 20F (519.045933 sec): 3 clusters Score: Raw -54110.356616 + Penalty 642.190365 = -53468.166251 nChanged 17 SP:Iteration 21Q (519.091577 sec): 3 clusters Score: Raw -54123.466474 + Penalty 642.190365 = -53481.276108 nChanged 21 SP:Iteration 22Q (519.138517 sec): 3 clusters Score: Raw -54135.142568 + Penalty 642.190365 = -53492.952203 nChanged 13 SP:Iteration 23Q (519.182962 sec): 3 clusters Score: Raw -54140.522806 + Penalty 642.190365 = -53498.332441 nChanged 12 SP:Iteration 24Q (519.222443 sec): 3 clusters Score: Raw -54145.533642 + Penalty 642.190365 = -53503.343277 nChanged 13 SP:Iteration 25Q (519.262290 sec): 3 clusters Score: Raw -54151.870722 + Penalty 642.190365 = -53509.680357 nChanged 9 SP:Iteration 26Q (519.324866 sec): 3 clusters Score: Raw -54157.886059 + Penalty 642.190365 = -53515.695694 nChanged 10 SP:Iteration 27Q (519.374139 sec): 3 clusters Score: Raw -54164.684230 + Penalty 642.190365 = -53522.493865 nChanged 12 SP:Iteration 28Q (519.423481 sec): 3 clusters Score: Raw -54172.907593 + Penalty 642.190365 = -53530.717228 nChanged 13 SP:Iteration 29Q (519.472179 sec): 3 clusters Score: Raw -54179.545276 + Penalty 642.190365 = -53537.354911 nChanged 7 SP:Iteration 30Q (519.526589 sec): 3 clusters Score: Raw -54182.592682 + Penalty 642.190365 = -53540.402316 nChanged 7 SP:Iteration 31Q (519.576440 sec): 3 clusters Score: Raw -54187.125552 + Penalty 642.190365 = -53544.935187 nChanged 10 SP:Iteration 32Q (519.625438 sec): 3 clusters Score: Raw -54190.864529 + Penalty 642.190365 = -53548.674164 nChanged 7 SP:Iteration 33Q (519.677110 sec): 3 clusters Score: Raw -54193.073724 + Penalty 642.190365 = -53550.883359 nChanged 3 SP:Iteration 34Q (519.716637 sec): 3 clusters Score: Raw -54193.869818 + Penalty 642.190365 = -53551.679453 nChanged 3 SP:Iteration 35Q (519.771221 sec): 3 clusters Score: Raw -54195.187028 + Penalty 642.190365 = -53552.996663 nChanged 3 SP:Iteration 36Q (519.809098 sec): 3 clusters Score: Raw -54196.392348 + Penalty 642.190365 = -53554.201983 nChanged 3 SP:Iteration 37Q (519.857544 sec): 3 clusters Score: Raw -54197.263357 + Penalty 642.190365 = -53555.072992 nChanged 2 SP:Iteration 38Q (519.905938 sec): 3 clusters Score: Raw -54197.505199 + Penalty 642.190365 = -53555.314833 nChanged 0 SP:Iteration 39F (519.953711 sec): 3 clusters Score: Raw -54197.505199 + Penalty 642.190365 = -53555.314833 nChanged 0 Trying to split cluster 26 (1224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (519.984720 sec): 2 clusters Score: Raw -48941.880536 + Penalty 323.499516 = -48618.381020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (520.031972 sec): 3 clusters Score: Raw -48327.713220 + Penalty 646.999031 = -47680.714189 nChanged 469 SP:Iteration 1F (520.065643 sec): 3 clusters Score: Raw -48647.069985 + Penalty 646.999031 = -48000.070954 nChanged 95 SP:Iteration 2F (520.109138 sec): 3 clusters Score: Raw -48740.153411 + Penalty 646.999031 = -48093.154380 nChanged 64 SP:Iteration 3F (520.159564 sec): 3 clusters Score: Raw -48792.827856 + Penalty 646.999031 = -48145.828824 nChanged 64 SP:Iteration 4F (520.197936 sec): 3 clusters Score: Raw -48856.783404 + Penalty 646.999031 = -48209.784373 nChanged 67 SP:Iteration 5F (520.244590 sec): 3 clusters Score: Raw -48909.703897 + Penalty 646.999031 = -48262.704865 nChanged 41 SP:Iteration 6Q (520.285704 sec): 3 clusters Score: Raw -48936.718353 + Penalty 646.999031 = -48289.719322 nChanged 31 SP:Iteration 7Q (520.333559 sec): 3 clusters Score: Raw -48960.030484 + Penalty 646.999031 = -48313.031453 nChanged 39 SP:Iteration 8Q (520.368578 sec): 3 clusters Score: Raw -48987.997261 + Penalty 646.999031 = -48340.998230 nChanged 47 SP:Iteration 9Q (520.412126 sec): 3 clusters Score: Raw -49015.129162 + Penalty 646.999031 = -48368.130130 nChanged 38 SP:Iteration 10Q (520.462586 sec): 3 clusters Score: Raw -49033.879276 + Penalty 646.999031 = -48386.880245 nChanged 23 SP:Iteration 11Q (520.499435 sec): 3 clusters Score: Raw -49045.740812 + Penalty 646.999031 = -48398.741781 nChanged 25 SP:Iteration 12Q (520.552135 sec): 3 clusters Score: Raw -49063.184482 + Penalty 646.999031 = -48416.185451 nChanged 21 SP:Iteration 13Q (520.597917 sec): 3 clusters Score: Raw -49076.979425 + Penalty 646.999031 = -48429.980393 nChanged 19 SP:Iteration 14Q (520.647495 sec): 3 clusters Score: Raw -49085.367215 + Penalty 646.999031 = -48438.368184 nChanged 12 SP:Iteration 15Q (520.695413 sec): 3 clusters Score: Raw -49090.514063 + Penalty 646.999031 = -48443.515032 nChanged 9 SP:Iteration 16Q (520.745634 sec): 3 clusters Score: Raw -49094.402648 + Penalty 646.999031 = -48447.403617 nChanged 5 SP:Iteration 17Q (520.794651 sec): 3 clusters Score: Raw -49096.934955 + Penalty 646.999031 = -48449.935924 nChanged 5 SP:Iteration 18Q (520.841072 sec): 3 clusters Score: Raw -49099.282551 + Penalty 646.999031 = -48452.283520 nChanged 8 SP:Iteration 19Q (520.885022 sec): 3 clusters Score: Raw -49101.443298 + Penalty 646.999031 = -48454.444267 nChanged 4 SP:Iteration 20F (520.924692 sec): 3 clusters Score: Raw -49102.335041 + Penalty 646.999031 = -48455.336010 nChanged 2 SP:Iteration 21Q (520.974232 sec): 3 clusters Score: Raw -49102.537863 + Penalty 646.999031 = -48455.538832 nChanged 0 SP:Iteration 22F (521.015524 sec): 3 clusters Score: Raw -49102.537863 + Penalty 646.999031 = -48455.538832 nChanged 0 Trying to split cluster 27 (1897 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (521.041414 sec): 2 clusters Score: Raw -81425.633099 + Penalty 343.435318 = -81082.197781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (521.099864 sec): 3 clusters Score: Raw -80421.371391 + Penalty 686.870636 = -79734.500754 nChanged 795 SP:Iteration 1F (521.139944 sec): 3 clusters Score: Raw -80939.173833 + Penalty 686.870636 = -80252.303196 nChanged 132 SP:Iteration 2F (521.190230 sec): 3 clusters Score: Raw -81030.467437 + Penalty 686.870636 = -80343.596801 nChanged 109 SP:Iteration 3F (521.237159 sec): 3 clusters Score: Raw -81103.259849 + Penalty 686.870636 = -80416.389212 nChanged 83 SP:Iteration 4Q (521.289463 sec): 3 clusters Score: Raw -81161.375901 + Penalty 686.870636 = -80474.505264 nChanged 77 SP:Iteration 5Q (521.340189 sec): 3 clusters Score: Raw -81214.726579 + Penalty 686.870636 = -80527.855943 nChanged 67 SP:Iteration 6Q (521.387419 sec): 3 clusters Score: Raw -81256.444497 + Penalty 686.870636 = -80569.573861 nChanged 52 SP:Iteration 7Q (521.435901 sec): 3 clusters Score: Raw -81287.468163 + Penalty 686.870636 = -80600.597527 nChanged 34 SP:Iteration 8Q (521.475523 sec): 3 clusters Score: Raw -81301.102330 + Penalty 686.870636 = -80614.231694 nChanged 25 SP:Iteration 9Q (521.528113 sec): 3 clusters Score: Raw -81312.529374 + Penalty 686.870636 = -80625.658738 nChanged 22 SP:Iteration 10Q (521.569077 sec): 3 clusters Score: Raw -81321.055247 + Penalty 686.870636 = -80634.184611 nChanged 21 SP:Iteration 11Q (521.618910 sec): 3 clusters Score: Raw -81329.231831 + Penalty 686.870636 = -80642.361195 nChanged 18 SP:Iteration 12Q (521.661161 sec): 3 clusters Score: Raw -81336.074691 + Penalty 686.870636 = -80649.204054 nChanged 16 SP:Iteration 13Q (521.702019 sec): 3 clusters Score: Raw -81344.737799 + Penalty 686.870636 = -80657.867163 nChanged 20 SP:Iteration 14Q (521.749038 sec): 3 clusters Score: Raw -81354.927135 + Penalty 686.870636 = -80668.056499 nChanged 17 SP:Iteration 15Q (521.803833 sec): 3 clusters Score: Raw -81361.706088 + Penalty 686.870636 = -80674.835452 nChanged 18 SP:Iteration 16Q (521.849046 sec): 3 clusters Score: Raw -81369.183013 + Penalty 686.870636 = -80682.312376 nChanged 18 SP:Iteration 17Q (521.890775 sec): 3 clusters Score: Raw -81376.016133 + Penalty 686.870636 = -80689.145497 nChanged 10 SP:Iteration 18Q (521.929431 sec): 3 clusters Score: Raw -81378.934586 + Penalty 686.870636 = -80692.063950 nChanged 9 SP:Iteration 19Q (521.973011 sec): 3 clusters Score: Raw -81381.826912 + Penalty 686.870636 = -80694.956276 nChanged 10 SP:Iteration 20F (522.026221 sec): 3 clusters Score: Raw -81385.153300 + Penalty 686.870636 = -80698.282664 nChanged 15 SP:Iteration 21Q (522.066152 sec): 3 clusters Score: Raw -81389.977066 + Penalty 686.870636 = -80703.106429 nChanged 10 SP:Iteration 22Q (522.109971 sec): 3 clusters Score: Raw -81396.075525 + Penalty 686.870636 = -80709.204889 nChanged 9 SP:Iteration 23Q (522.154657 sec): 3 clusters Score: Raw -81401.100896 + Penalty 686.870636 = -80714.230260 nChanged 11 SP:Iteration 24Q (522.198428 sec): 3 clusters Score: Raw -81405.055017 + Penalty 686.870636 = -80718.184381 nChanged 5 SP:Iteration 25Q (522.254193 sec): 3 clusters Score: Raw -81406.692211 + Penalty 686.870636 = -80719.821575 nChanged 5 SP:Iteration 26Q (522.301904 sec): 3 clusters Score: Raw -81407.814595 + Penalty 686.870636 = -80720.943958 nChanged 2 SP:Iteration 27Q (522.337140 sec): 3 clusters Score: Raw -81408.190597 + Penalty 686.870636 = -80721.319961 nChanged 1 SP:Iteration 28Q (522.392702 sec): 3 clusters Score: Raw -81408.276361 + Penalty 686.870636 = -80721.405725 nChanged 0 SP:Iteration 29F (522.438150 sec): 3 clusters Score: Raw -81408.276361 + Penalty 686.870636 = -80721.405725 nChanged 0 Trying to split cluster 28 (4438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (522.465673 sec): 2 clusters Score: Raw -191217.684552 + Penalty 382.107139 = -190835.577413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (522.500309 sec): 3 clusters Score: Raw -188614.646686 + Penalty 764.214278 = -187850.432407 nChanged 2004 SP:Iteration 1F (522.561097 sec): 3 clusters Score: Raw -189671.195929 + Penalty 764.214278 = -188906.981650 nChanged 326 SP:Iteration 2F (522.598761 sec): 3 clusters Score: Raw -189829.394425 + Penalty 764.214278 = -189065.180147 nChanged 285 SP:Iteration 3F (522.638570 sec): 3 clusters Score: Raw -189983.392664 + Penalty 764.214278 = -189219.178386 nChanged 257 SP:Iteration 4F (522.685859 sec): 3 clusters Score: Raw -190126.795505 + Penalty 764.214278 = -189362.581226 nChanged 236 SP:Iteration 5F (522.743438 sec): 3 clusters Score: Raw -190282.760007 + Penalty 764.214278 = -189518.545728 nChanged 230 SP:Iteration 6F (522.786777 sec): 3 clusters Score: Raw -190461.632728 + Penalty 764.214278 = -189697.418450 nChanged 229 SP:Iteration 7F (522.820427 sec): 3 clusters Score: Raw -190612.008755 + Penalty 764.214278 = -189847.794476 nChanged 169 SP:Iteration 8Q (522.868726 sec): 3 clusters Score: Raw -190720.023514 + Penalty 764.214278 = -189955.809235 nChanged 146 SP:Iteration 9Q (522.913842 sec): 3 clusters Score: Raw -190785.150397 + Penalty 764.214278 = -190020.936119 nChanged 98 SP:Iteration 10Q (522.956744 sec): 3 clusters Score: Raw -190818.682316 + Penalty 764.214278 = -190054.468038 nChanged 70 SP:Iteration 11Q (523.001568 sec): 3 clusters Score: Raw -190837.554794 + Penalty 764.214278 = -190073.340516 nChanged 58 SP:Iteration 12Q (523.048848 sec): 3 clusters Score: Raw -190851.794061 + Penalty 764.214278 = -190087.579782 nChanged 45 SP:Iteration 13Q (523.096075 sec): 3 clusters Score: Raw -190860.629203 + Penalty 764.214278 = -190096.414924 nChanged 30 SP:Iteration 14Q (523.140966 sec): 3 clusters Score: Raw -190866.483246 + Penalty 764.214278 = -190102.268968 nChanged 30 SP:Iteration 15Q (523.202213 sec): 3 clusters Score: Raw -190871.809434 + Penalty 764.214278 = -190107.595156 nChanged 25 SP:Iteration 16Q (523.238313 sec): 3 clusters Score: Raw -190876.205177 + Penalty 764.214278 = -190111.990899 nChanged 26 SP:Iteration 17Q (523.278489 sec): 3 clusters Score: Raw -190881.071143 + Penalty 764.214278 = -190116.856865 nChanged 23 SP:Iteration 18Q (523.319238 sec): 3 clusters Score: Raw -190884.581369 + Penalty 764.214278 = -190120.367090 nChanged 19 SP:Iteration 19Q (523.362416 sec): 3 clusters Score: Raw -190888.702595 + Penalty 764.214278 = -190124.488316 nChanged 27 SP:Iteration 20F (523.420003 sec): 3 clusters Score: Raw -190892.850001 + Penalty 764.214278 = -190128.635722 nChanged 21 SP:Iteration 21Q (523.455396 sec): 3 clusters Score: Raw -190896.640205 + Penalty 764.214278 = -190132.425926 nChanged 19 SP:Iteration 22Q (523.510158 sec): 3 clusters Score: Raw -190898.765192 + Penalty 764.214278 = -190134.550913 nChanged 14 SP:Iteration 23Q (523.552406 sec): 3 clusters Score: Raw -190900.569232 + Penalty 764.214278 = -190136.354954 nChanged 13 SP:Iteration 24Q (523.597494 sec): 3 clusters Score: Raw -190904.060981 + Penalty 764.214278 = -190139.846703 nChanged 15 SP:Iteration 25Q (523.642237 sec): 3 clusters Score: Raw -190908.841954 + Penalty 764.214278 = -190144.627676 nChanged 19 SP:Iteration 26Q (523.685324 sec): 3 clusters Score: Raw -190912.344513 + Penalty 764.214278 = -190148.130234 nChanged 24 SP:Iteration 27Q (523.727078 sec): 3 clusters Score: Raw -190916.526868 + Penalty 764.214278 = -190152.312590 nChanged 25 SP:Iteration 28Q (523.767116 sec): 3 clusters Score: Raw -190921.795009 + Penalty 764.214278 = -190157.580731 nChanged 28 SP:Iteration 29Q (523.824264 sec): 3 clusters Score: Raw -190928.751922 + Penalty 764.214278 = -190164.537644 nChanged 31 SP:Iteration 30Q (523.868397 sec): 3 clusters Score: Raw -190936.025737 + Penalty 764.214278 = -190171.811459 nChanged 30 SP:Iteration 31Q (523.916873 sec): 3 clusters Score: Raw -190944.586674 + Penalty 764.214278 = -190180.372396 nChanged 30 SP:Iteration 32Q (523.973666 sec): 3 clusters Score: Raw -190950.947628 + Penalty 764.214278 = -190186.733350 nChanged 34 SP:Iteration 33Q (524.017171 sec): 3 clusters Score: Raw -190958.106729 + Penalty 764.214278 = -190193.892450 nChanged 34 SP:Iteration 34Q (524.065764 sec): 3 clusters Score: Raw -190967.133699 + Penalty 764.214278 = -190202.919421 nChanged 42 SP:Iteration 35Q (524.105968 sec): 3 clusters Score: Raw -190979.543352 + Penalty 764.214278 = -190215.329073 nChanged 37 SP:Iteration 36Q (524.155408 sec): 3 clusters Score: Raw -190991.003808 + Penalty 764.214278 = -190226.789530 nChanged 37 SP:Iteration 37Q (524.209744 sec): 3 clusters Score: Raw -191001.709044 + Penalty 764.214278 = -190237.494766 nChanged 30 SP:Iteration 38Q (524.256669 sec): 3 clusters Score: Raw -191009.491107 + Penalty 764.214278 = -190245.276829 nChanged 28 SP:Iteration 39Q (524.303327 sec): 3 clusters Score: Raw -191015.856712 + Penalty 764.214278 = -190251.642433 nChanged 20 SP:Iteration 40F (524.350660 sec): 3 clusters Score: Raw -191019.618799 + Penalty 764.214278 = -190255.404520 nChanged 21 SP:Iteration 41Q (524.397940 sec): 3 clusters Score: Raw -191022.545734 + Penalty 764.214278 = -190258.331455 nChanged 16 SP:Iteration 42Q (524.449194 sec): 3 clusters Score: Raw -191024.460283 + Penalty 764.214278 = -190260.246005 nChanged 13 SP:Iteration 43Q (524.487095 sec): 3 clusters Score: Raw -191026.626809 + Penalty 764.214278 = -190262.412531 nChanged 16 SP:Iteration 44Q (524.542688 sec): 3 clusters Score: Raw -191028.929555 + Penalty 764.214278 = -190264.715277 nChanged 12 SP:Iteration 45Q (524.577723 sec): 3 clusters Score: Raw -191030.564819 + Penalty 764.214278 = -190266.350540 nChanged 9 SP:Iteration 46Q (524.622966 sec): 3 clusters Score: Raw -191032.412590 + Penalty 764.214278 = -190268.198312 nChanged 10 SP:Iteration 47Q (524.671044 sec): 3 clusters Score: Raw -191033.983649 + Penalty 764.214278 = -190269.769371 nChanged 13 SP:Iteration 48Q (524.732628 sec): 3 clusters Score: Raw -191036.515797 + Penalty 764.214278 = -190272.301519 nChanged 16 SP:Iteration 49Q (524.772187 sec): 3 clusters Score: Raw -191039.189175 + Penalty 764.214278 = -190274.974897 nChanged 12 SP:Iteration 50Q (524.820219 sec): 3 clusters Score: Raw -191041.254296 + Penalty 764.214278 = -190277.040017 nChanged 16 SP:Iteration 51Q (524.865902 sec): 3 clusters Score: Raw -191044.075539 + Penalty 764.214278 = -190279.861261 nChanged 16 SP:Iteration 52Q (524.918426 sec): 3 clusters Score: Raw -191046.830278 + Penalty 764.214278 = -190282.615999 nChanged 17 SP:Iteration 53Q (524.965979 sec): 3 clusters Score: Raw -191049.438389 + Penalty 764.214278 = -190285.224110 nChanged 12 SP:Iteration 54Q (525.022441 sec): 3 clusters Score: Raw -191051.086811 + Penalty 764.214278 = -190286.872532 nChanged 9 SP:Iteration 55Q (525.062453 sec): 3 clusters Score: Raw -191052.258438 + Penalty 764.214278 = -190288.044160 nChanged 13 SP:Iteration 56Q (525.117392 sec): 3 clusters Score: Raw -191053.962005 + Penalty 764.214278 = -190289.747727 nChanged 9 SP:Iteration 57Q (525.158814 sec): 3 clusters Score: Raw -191054.914030 + Penalty 764.214278 = -190290.699752 nChanged 11 SP:Iteration 58Q (525.205649 sec): 3 clusters Score: Raw -191056.418771 + Penalty 764.214278 = -190292.204493 nChanged 8 SP:Iteration 59Q (525.253528 sec): 3 clusters Score: Raw -191057.035856 + Penalty 764.214278 = -190292.821577 nChanged 5 SP:Iteration 60F (525.310956 sec): 3 clusters Score: Raw -191057.446144 + Penalty 764.214278 = -190293.231866 nChanged 5 SP:Iteration 61Q (525.360446 sec): 3 clusters Score: Raw -191057.807578 + Penalty 764.214278 = -190293.593300 nChanged 7 SP:Iteration 62Q (525.396941 sec): 3 clusters Score: Raw -191058.690314 + Penalty 764.214278 = -190294.476035 nChanged 11 SP:Iteration 63Q (525.452037 sec): 3 clusters Score: Raw -191060.927659 + Penalty 764.214278 = -190296.713380 nChanged 14 SP:Iteration 64Q (525.509487 sec): 3 clusters Score: Raw -191064.096105 + Penalty 764.214278 = -190299.881826 nChanged 12 SP:Iteration 65Q (525.549772 sec): 3 clusters Score: Raw -191066.702990 + Penalty 764.214278 = -190302.488712 nChanged 16 SP:Iteration 66Q (525.601655 sec): 3 clusters Score: Raw -191069.474112 + Penalty 764.214278 = -190305.259833 nChanged 15 SP:Iteration 67Q (525.645181 sec): 3 clusters Score: Raw -191072.689643 + Penalty 764.214278 = -190308.475365 nChanged 13 SP:Iteration 68Q (525.707666 sec): 3 clusters Score: Raw -191074.282709 + Penalty 764.214278 = -190310.068430 nChanged 5 SP:Iteration 69Q (525.760611 sec): 3 clusters Score: Raw -191074.692819 + Penalty 764.214278 = -190310.478540 nChanged 7 SP:Iteration 70Q (525.801745 sec): 3 clusters Score: Raw -191075.205577 + Penalty 764.214278 = -190310.991299 nChanged 10 SP:Iteration 71Q (525.860535 sec): 3 clusters Score: Raw -191077.013706 + Penalty 764.214278 = -190312.799427 nChanged 21 SP:Iteration 72Q (525.894061 sec): 3 clusters Score: Raw -191081.266497 + Penalty 764.214278 = -190317.052219 nChanged 19 SP:Iteration 73Q (525.946169 sec): 3 clusters Score: Raw -191085.524156 + Penalty 764.214278 = -190321.309877 nChanged 23 SP:Iteration 74Q (526.000289 sec): 3 clusters Score: Raw -191091.292774 + Penalty 764.214278 = -190327.078496 nChanged 26 SP:Iteration 75Q (526.051311 sec): 3 clusters Score: Raw -191099.966811 + Penalty 764.214278 = -190335.752532 nChanged 35 SP:Iteration 76Q (526.100822 sec): 3 clusters Score: Raw -191111.540463 + Penalty 764.214278 = -190347.326184 nChanged 30 SP:Iteration 77Q (526.154445 sec): 3 clusters Score: Raw -191122.415986 + Penalty 764.214278 = -190358.201708 nChanged 37 SP:Iteration 78Q (526.197534 sec): 3 clusters Score: Raw -191133.640260 + Penalty 764.214278 = -190369.425982 nChanged 29 SP:Iteration 79Q (526.243733 sec): 3 clusters Score: Raw -191142.175800 + Penalty 764.214278 = -190377.961521 nChanged 28 SP:Iteration 80F (526.293534 sec): 3 clusters Score: Raw -191151.347225 + Penalty 764.214278 = -190387.132947 nChanged 33 SP:Iteration 81Q (526.342215 sec): 3 clusters Score: Raw -191165.273747 + Penalty 764.214278 = -190401.059469 nChanged 31 SP:Iteration 82Q (526.396976 sec): 3 clusters Score: Raw -191178.131633 + Penalty 764.214278 = -190413.917355 nChanged 27 SP:Iteration 83Q (526.445713 sec): 3 clusters Score: Raw -191190.496864 + Penalty 764.214278 = -190426.282586 nChanged 23 SP:Iteration 84Q (526.503058 sec): 3 clusters Score: Raw -191199.187984 + Penalty 764.214278 = -190434.973706 nChanged 24 SP:Iteration 85Q (526.553200 sec): 3 clusters Score: Raw -191207.449848 + Penalty 764.214278 = -190443.235570 nChanged 23 SP:Iteration 86Q (526.596513 sec): 3 clusters Score: Raw -191215.780438 + Penalty 764.214278 = -190451.566159 nChanged 21 SP:Iteration 87Q (526.648427 sec): 3 clusters Score: Raw -191221.730126 + Penalty 764.214278 = -190457.515848 nChanged 12 SP:Iteration 88Q (526.712619 sec): 3 clusters Score: Raw -191225.201625 + Penalty 764.214278 = -190460.987347 nChanged 14 SP:Iteration 89Q (526.764281 sec): 3 clusters Score: Raw -191229.156609 + Penalty 764.214278 = -190464.942330 nChanged 10 SP:Iteration 90Q (526.812705 sec): 3 clusters Score: Raw -191232.952822 + Penalty 764.214278 = -190468.738543 nChanged 13 SP:Iteration 91Q (526.862240 sec): 3 clusters Score: Raw -191237.920697 + Penalty 764.214278 = -190473.706419 nChanged 17 SP:Iteration 92Q (526.904818 sec): 3 clusters Score: Raw -191244.552528 + Penalty 764.214278 = -190480.338249 nChanged 18 SP:Iteration 93Q (526.954068 sec): 3 clusters Score: Raw -191253.263454 + Penalty 764.214278 = -190489.049175 nChanged 16 SP:Iteration 94Q (527.001627 sec): 3 clusters Score: Raw -191259.346088 + Penalty 764.214278 = -190495.131809 nChanged 17 SP:Iteration 95Q (527.051098 sec): 3 clusters Score: Raw -191266.141753 + Penalty 764.214278 = -190501.927474 nChanged 14 SP:Iteration 96Q (527.101584 sec): 3 clusters Score: Raw -191271.858381 + Penalty 764.214278 = -190507.644103 nChanged 8 SP:Iteration 97Q (527.158805 sec): 3 clusters Score: Raw -191275.418690 + Penalty 764.214278 = -190511.204412 nChanged 9 SP:Iteration 98Q (527.213285 sec): 3 clusters Score: Raw -191277.580665 + Penalty 764.214278 = -190513.366387 nChanged 4 SP:Iteration 99Q (527.262401 sec): 3 clusters Score: Raw -191278.565426 + Penalty 764.214278 = -190514.351148 nChanged 4 SP:Iteration 100F (527.325976 sec): 3 clusters Score: Raw -191281.797697 + Penalty 764.214278 = -190517.583419 nChanged 7 SP:Iteration 101Q (527.373274 sec): 3 clusters Score: Raw -191286.493268 + Penalty 764.214278 = -190522.278989 nChanged 7 SP:Iteration 102Q (527.414714 sec): 3 clusters Score: Raw -191288.468579 + Penalty 764.214278 = -190524.254301 nChanged 4 SP:Iteration 103Q (527.463900 sec): 3 clusters Score: Raw -191289.356067 + Penalty 764.214278 = -190525.141789 nChanged 3 SP:Iteration 104Q (527.510100 sec): 3 clusters Score: Raw -191290.157383 + Penalty 764.214278 = -190525.943104 nChanged 4 SP:Iteration 105Q (527.562828 sec): 3 clusters Score: Raw -191290.910108 + Penalty 764.214278 = -190526.695830 nChanged 0 SP:Iteration 106F (527.600216 sec): 3 clusters Score: Raw -191290.910108 + Penalty 764.214278 = -190526.695830 nChanged 0 Trying to split cluster 29 (1372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (527.624617 sec): 2 clusters Score: Raw -54752.045376 + Penalty 328.693129 = -54423.352247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (527.671894 sec): 3 clusters Score: Raw -54031.156602 + Penalty 657.386258 = -53373.770345 nChanged 568 SP:Iteration 1F (527.708580 sec): 3 clusters Score: Raw -54519.471318 + Penalty 657.386258 = -53862.085060 nChanged 148 SP:Iteration 2F (527.751995 sec): 3 clusters Score: Raw -54654.534933 + Penalty 657.386258 = -53997.148675 nChanged 86 SP:Iteration 3F (527.795961 sec): 3 clusters Score: Raw -54743.286858 + Penalty 657.386258 = -54085.900600 nChanged 62 SP:Iteration 4Q (527.845397 sec): 3 clusters Score: Raw -54790.429791 + Penalty 657.386258 = -54133.043533 nChanged 32 SP:Iteration 5Q (527.888863 sec): 3 clusters Score: Raw -54816.619644 + Penalty 657.386258 = -54159.233387 nChanged 27 SP:Iteration 6Q (527.933546 sec): 3 clusters Score: Raw -54840.929815 + Penalty 657.386258 = -54183.543557 nChanged 20 SP:Iteration 7Q (527.967024 sec): 3 clusters Score: Raw -54857.955372 + Penalty 657.386258 = -54200.569115 nChanged 12 SP:Iteration 8Q (528.014619 sec): 3 clusters Score: Raw -54865.369247 + Penalty 657.386258 = -54207.982989 nChanged 12 SP:Iteration 9Q (528.056816 sec): 3 clusters Score: Raw -54874.115788 + Penalty 657.386258 = -54216.729530 nChanged 11 SP:Iteration 10Q (528.099656 sec): 3 clusters Score: Raw -54884.738797 + Penalty 657.386258 = -54227.352539 nChanged 17 SP:Iteration 11Q (528.137100 sec): 3 clusters Score: Raw -54894.479848 + Penalty 657.386258 = -54237.093590 nChanged 13 SP:Iteration 12Q (528.179720 sec): 3 clusters Score: Raw -54901.574559 + Penalty 657.386258 = -54244.188301 nChanged 6 SP:Iteration 13Q (528.223557 sec): 3 clusters Score: Raw -54904.527524 + Penalty 657.386258 = -54247.141266 nChanged 5 SP:Iteration 14Q (528.274875 sec): 3 clusters Score: Raw -54907.826785 + Penalty 657.386258 = -54250.440527 nChanged 8 SP:Iteration 15Q (528.316068 sec): 3 clusters Score: Raw -54913.245379 + Penalty 657.386258 = -54255.859121 nChanged 3 SP:Iteration 16Q (528.369198 sec): 3 clusters Score: Raw -54914.078047 + Penalty 657.386258 = -54256.691790 nChanged 1 SP:Iteration 17Q (528.414670 sec): 3 clusters Score: Raw -54915.421175 + Penalty 657.386258 = -54258.034917 nChanged 2 SP:Iteration 18Q (528.465917 sec): 3 clusters Score: Raw -54917.196161 + Penalty 657.386258 = -54259.809904 nChanged 2 SP:Iteration 19Q (528.500738 sec): 3 clusters Score: Raw -54918.175705 + Penalty 657.386258 = -54260.789448 nChanged 3 SP:Iteration 20F (528.547585 sec): 3 clusters Score: Raw -54919.587660 + Penalty 657.386258 = -54262.201403 nChanged 2 SP:Iteration 21Q (528.594860 sec): 3 clusters Score: Raw -54919.954300 + Penalty 657.386258 = -54262.568043 nChanged 0 SP:Iteration 22F (528.642159 sec): 3 clusters Score: Raw -54919.954300 + Penalty 657.386258 = -54262.568043 nChanged 0 Time taken for this iteration:527.238509 seconds. 20->30 Clusters: Score -13141231.516072, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... ------ Clustering full data set of 322493 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 4 (6525 points): Lose 147.221251 but Gain 577.114570 Iteration 0F (531.283607 sec): 20 clusters Score: Raw -11251118.224297 + Penalty 10965.176835 = -11240153.047462 nChanged 304720 Iteration 1F (533.636374 sec): 20 clusters Score: Raw -12348211.987587 + Penalty 10965.176835 = -12337246.810751 nChanged 118626 Iteration 2F (535.998549 sec): 20 clusters Score: Raw -12744479.937042 + Penalty 10965.176835 = -12733514.760207 nChanged 81664 Deleting Class 5 (370 points): Lose 412.429276 but Gain 577.114570 Iteration 3F (538.361151 sec): 19 clusters Score: Raw -12925725.788334 + Penalty 10388.062265 = -12915337.726069 nChanged 47260 Iteration 4F (540.632830 sec): 19 clusters Score: Raw -12983486.119480 + Penalty 10388.062265 = -12973098.057215 nChanged 30579 Iteration 5F (542.924062 sec): 19 clusters Score: Raw -13015771.348486 + Penalty 10388.062265 = -13005383.286221 nChanged 23000 Iteration 6F (545.228566 sec): 19 clusters Score: Raw -13041696.108071 + Penalty 10388.062265 = -13031308.045806 nChanged 18156 Iteration 7F (547.548433 sec): 19 clusters Score: Raw -13064148.071648 + Penalty 10388.062265 = -13053760.009383 nChanged 13846 Iteration 8Q (548.986823 sec): 19 clusters Score: Raw -13084893.212684 + Penalty 10388.062265 = -13074505.150419 nChanged 10476 Iteration 9Q (550.484979 sec): 19 clusters Score: Raw -13106137.407684 + Penalty 10388.062265 = -13095749.345419 nChanged 6952 Iteration 10Q (552.014288 sec): 19 clusters Score: Raw -13111095.973340 + Penalty 10388.062265 = -13100707.911074 nChanged 5327 Iteration 11Q (553.644950 sec): 19 clusters Score: Raw -13114081.944109 + Penalty 10388.062265 = -13103693.881844 nChanged 4509 Iteration 12Q (555.317586 sec): 19 clusters Score: Raw -13116697.496998 + Penalty 10388.062265 = -13106309.434733 nChanged 4160 Iteration 13Q (556.870062 sec): 19 clusters Score: Raw -13119120.332538 + Penalty 10388.062265 = -13108732.270272 nChanged 3864 Iteration 14Q (558.447839 sec): 19 clusters Score: Raw -13121092.812014 + Penalty 10388.062265 = -13110704.749749 nChanged 3441 Iteration 15Q (560.033474 sec): 19 clusters Score: Raw -13122737.455813 + Penalty 10388.062265 = -13112349.393548 nChanged 3106 Iteration 16Q (561.531063 sec): 19 clusters Score: Raw -13123998.010735 + Penalty 10388.062265 = -13113609.948470 nChanged 2638 Iteration 17Q (563.130360 sec): 19 clusters Score: Raw -13124918.379618 + Penalty 10388.062265 = -13114530.317353 nChanged 2272 Iteration 18Q (564.374481 sec): 19 clusters Score: Raw -13125668.207349 + Penalty 10388.062265 = -13115280.145084 nChanged 1960 Iteration 19Q (565.916361 sec): 19 clusters Score: Raw -13126223.708962 + Penalty 10388.062265 = -13115835.646697 nChanged 1707 Writing temp clu file Because OldScore, -13115280.145084, is greater than current (better) Score,-13115835.646697 Compute initial score before splitting: Score: Raw -13126223.708962 + Penalty 10388.062265 = -13115835.646697 Trying to split cluster 1 (10433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (566.036196 sec): 2 clusters Score: Raw -450584.266773 + Penalty 420.999176 = -450163.267597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (566.093310 sec): 3 clusters Score: Raw -444065.618482 + Penalty 841.998352 = -443223.620131 nChanged 4820 SP:Iteration 1F (566.141373 sec): 3 clusters Score: Raw -446776.174019 + Penalty 841.998352 = -445934.175667 nChanged 679 SP:Iteration 2F (566.187707 sec): 3 clusters Score: Raw -447194.986872 + Penalty 841.998352 = -446352.988520 nChanged 835 SP:Iteration 3F (566.233208 sec): 3 clusters Score: Raw -447764.023664 + Penalty 841.998352 = -446922.025312 nChanged 907 SP:Iteration 4F (566.284083 sec): 3 clusters Score: Raw -448404.483568 + Penalty 841.998352 = -447562.485216 nChanged 804 SP:Iteration 5F (566.339960 sec): 3 clusters Score: Raw -448955.250117 + Penalty 841.998352 = -448113.251766 nChanged 673 SP:Iteration 6F (566.397643 sec): 3 clusters Score: Raw -449404.960871 + Penalty 841.998352 = -448562.962519 nChanged 611 SP:Iteration 7F (566.441997 sec): 3 clusters Score: Raw -449764.065035 + Penalty 841.998352 = -448922.066683 nChanged 517 SP:Iteration 8Q (566.494254 sec): 3 clusters Score: Raw -450032.837554 + Penalty 841.998352 = -449190.839202 nChanged 391 SP:Iteration 9Q (566.548482 sec): 3 clusters Score: Raw -450229.830890 + Penalty 841.998352 = -449387.832539 nChanged 328 SP:Iteration 10Q (566.600057 sec): 3 clusters Score: Raw -450401.712398 + Penalty 841.998352 = -449559.714046 nChanged 292 SP:Iteration 11Q (566.640733 sec): 3 clusters Score: Raw -450549.274354 + Penalty 841.998352 = -449707.276002 nChanged 248 SP:Iteration 12Q (566.703238 sec): 3 clusters Score: Raw -450672.017621 + Penalty 841.998352 = -449830.019270 nChanged 236 SP:Iteration 13Q (566.747168 sec): 3 clusters Score: Raw -450786.820727 + Penalty 841.998352 = -449944.822375 nChanged 212 SP:Iteration 14Q (566.802704 sec): 3 clusters Score: Raw -450883.592785 + Penalty 841.998352 = -450041.594434 nChanged 160 SP:Iteration 15Q (566.863334 sec): 3 clusters Score: Raw -450948.587120 + Penalty 841.998352 = -450106.588768 nChanged 107 SP:Iteration 16Q (566.909493 sec): 3 clusters Score: Raw -450988.361077 + Penalty 841.998352 = -450146.362726 nChanged 80 SP:Iteration 17Q (566.953043 sec): 3 clusters Score: Raw -451013.548986 + Penalty 841.998352 = -450171.550634 nChanged 54 SP:Iteration 18Q (567.005060 sec): 3 clusters Score: Raw -451028.126032 + Penalty 841.998352 = -450186.127681 nChanged 43 SP:Iteration 19Q (567.054824 sec): 3 clusters Score: Raw -451037.398616 + Penalty 841.998352 = -450195.400265 nChanged 28 SP:Iteration 20F (567.105231 sec): 3 clusters Score: Raw -451043.243846 + Penalty 841.998352 = -450201.245494 nChanged 23 SP:Iteration 21Q (567.158616 sec): 3 clusters Score: Raw -451046.919775 + Penalty 841.998352 = -450204.921423 nChanged 14 SP:Iteration 22Q (567.216552 sec): 3 clusters Score: Raw -451048.893010 + Penalty 841.998352 = -450206.894658 nChanged 11 SP:Iteration 23Q (567.272824 sec): 3 clusters Score: Raw -451050.535971 + Penalty 841.998352 = -450208.537619 nChanged 7 SP:Iteration 24Q (567.327491 sec): 3 clusters Score: Raw -451051.127396 + Penalty 841.998352 = -450209.129044 nChanged 4 SP:Iteration 25Q (567.374706 sec): 3 clusters Score: Raw -451051.511107 + Penalty 841.998352 = -450209.512755 nChanged 5 SP:Iteration 26Q (567.435737 sec): 3 clusters Score: Raw -451052.040972 + Penalty 841.998352 = -450210.042620 nChanged 3 SP:Iteration 27Q (567.484234 sec): 3 clusters Score: Raw -451052.610504 + Penalty 841.998352 = -450210.612152 nChanged 1 SP:Iteration 28Q (567.534464 sec): 3 clusters Score: Raw -451052.793018 + Penalty 841.998352 = -450210.794666 nChanged 2 SP:Iteration 29Q (567.585462 sec): 3 clusters Score: Raw -451052.984940 + Penalty 841.998352 = -450210.986588 nChanged 0 SP:Iteration 30F (567.639934 sec): 3 clusters Score: Raw -451052.984940 + Penalty 841.998352 = -450210.986588 nChanged 0 Score: Raw -13126912.645044 + Penalty 10965.176835 = -13115947.468209 Splitting cluster 1 changes total score from -13115835.646697 to -13115947.468209 So it's getting split into cluster 4. Trying to split cluster 2 (7181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (570.020926 sec): 2 clusters Score: Raw -322613.988388 + Penalty 404.003324 = -322209.985064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (570.060091 sec): 3 clusters Score: Raw -318304.077262 + Penalty 808.006647 = -317496.070615 nChanged 3215 SP:Iteration 1F (570.105519 sec): 3 clusters Score: Raw -320134.373635 + Penalty 808.006647 = -319326.366988 nChanged 412 SP:Iteration 2F (570.155977 sec): 3 clusters Score: Raw -320323.561629 + Penalty 808.006647 = -319515.554981 nChanged 387 SP:Iteration 3F (570.208400 sec): 3 clusters Score: Raw -320530.631624 + Penalty 808.006647 = -319722.624977 nChanged 387 SP:Iteration 4F (570.252981 sec): 3 clusters Score: Raw -320795.235146 + Penalty 808.006647 = -319987.228499 nChanged 426 SP:Iteration 5F (570.304620 sec): 3 clusters Score: Raw -321101.862848 + Penalty 808.006647 = -320293.856201 nChanged 396 SP:Iteration 6F (570.356582 sec): 3 clusters Score: Raw -321378.379027 + Penalty 808.006647 = -320570.372379 nChanged 331 SP:Iteration 7Q (570.415730 sec): 3 clusters Score: Raw -321578.438801 + Penalty 808.006647 = -320770.432154 nChanged 231 SP:Iteration 8Q (570.457005 sec): 3 clusters Score: Raw -321682.298554 + Penalty 808.006647 = -320874.291906 nChanged 156 SP:Iteration 9Q (570.511442 sec): 3 clusters Score: Raw -321733.646889 + Penalty 808.006647 = -320925.640242 nChanged 115 SP:Iteration 10Q (570.566127 sec): 3 clusters Score: Raw -321768.771369 + Penalty 808.006647 = -320960.764722 nChanged 100 SP:Iteration 11Q (570.614314 sec): 3 clusters Score: Raw -321802.804400 + Penalty 808.006647 = -320994.797752 nChanged 86 SP:Iteration 12Q (570.650922 sec): 3 clusters Score: Raw -321834.007165 + Penalty 808.006647 = -321026.000518 nChanged 91 SP:Iteration 13Q (570.706730 sec): 3 clusters Score: Raw -321868.484430 + Penalty 808.006647 = -321060.477782 nChanged 87 SP:Iteration 14Q (570.754613 sec): 3 clusters Score: Raw -321898.076707 + Penalty 808.006647 = -321090.070060 nChanged 95 SP:Iteration 15Q (570.804954 sec): 3 clusters Score: Raw -321931.317502 + Penalty 808.006647 = -321123.310855 nChanged 96 SP:Iteration 16Q (570.855968 sec): 3 clusters Score: Raw -321966.653844 + Penalty 808.006647 = -321158.647197 nChanged 94 SP:Iteration 17Q (570.895487 sec): 3 clusters Score: Raw -321994.485591 + Penalty 808.006647 = -321186.478944 nChanged 78 SP:Iteration 18Q (570.944763 sec): 3 clusters Score: Raw -322018.156428 + Penalty 808.006647 = -321210.149780 nChanged 75 SP:Iteration 19Q (571.000673 sec): 3 clusters Score: Raw -322043.059431 + Penalty 808.006647 = -321235.052783 nChanged 65 SP:Iteration 20F (571.054471 sec): 3 clusters Score: Raw -322066.364984 + Penalty 808.006647 = -321258.358337 nChanged 72 SP:Iteration 21Q (571.105352 sec): 3 clusters Score: Raw -322091.314993 + Penalty 808.006647 = -321283.308345 nChanged 71 SP:Iteration 22Q (571.157324 sec): 3 clusters Score: Raw -322118.315460 + Penalty 808.006647 = -321310.308812 nChanged 62 SP:Iteration 23Q (571.199075 sec): 3 clusters Score: Raw -322139.273039 + Penalty 808.006647 = -321331.266391 nChanged 65 SP:Iteration 24Q (571.245464 sec): 3 clusters Score: Raw -322161.537360 + Penalty 808.006647 = -321353.530712 nChanged 62 SP:Iteration 25Q (571.300866 sec): 3 clusters Score: Raw -322183.383005 + Penalty 808.006647 = -321375.376358 nChanged 67 SP:Iteration 26Q (571.349939 sec): 3 clusters Score: Raw -322207.672411 + Penalty 808.006647 = -321399.665763 nChanged 73 SP:Iteration 27Q (571.410303 sec): 3 clusters Score: Raw -322238.052683 + Penalty 808.006647 = -321430.046036 nChanged 80 SP:Iteration 28Q (571.462597 sec): 3 clusters Score: Raw -322273.356696 + Penalty 808.006647 = -321465.350048 nChanged 80 SP:Iteration 29Q (571.501289 sec): 3 clusters Score: Raw -322316.222032 + Penalty 808.006647 = -321508.215385 nChanged 76 SP:Iteration 30Q (571.562942 sec): 3 clusters Score: Raw -322350.248105 + Penalty 808.006647 = -321542.241458 nChanged 57 SP:Iteration 31Q (571.613814 sec): 3 clusters Score: Raw -322375.578239 + Penalty 808.006647 = -321567.571591 nChanged 59 SP:Iteration 32Q (571.664656 sec): 3 clusters Score: Raw -322404.358073 + Penalty 808.006647 = -321596.351425 nChanged 58 SP:Iteration 33Q (571.713237 sec): 3 clusters Score: Raw -322430.041867 + Penalty 808.006647 = -321622.035220 nChanged 59 SP:Iteration 34Q (571.760067 sec): 3 clusters Score: Raw -322456.400832 + Penalty 808.006647 = -321648.394184 nChanged 44 SP:Iteration 35Q (571.807458 sec): 3 clusters Score: Raw -322479.181123 + Penalty 808.006647 = -321671.174476 nChanged 41 SP:Iteration 36Q (571.855405 sec): 3 clusters Score: Raw -322497.266362 + Penalty 808.006647 = -321689.259714 nChanged 39 SP:Iteration 37Q (571.907138 sec): 3 clusters Score: Raw -322518.357054 + Penalty 808.006647 = -321710.350406 nChanged 37 SP:Iteration 38Q (571.944953 sec): 3 clusters Score: Raw -322535.030433 + Penalty 808.006647 = -321727.023786 nChanged 35 SP:Iteration 39Q (571.991369 sec): 3 clusters Score: Raw -322554.624845 + Penalty 808.006647 = -321746.618197 nChanged 30 SP:Iteration 40F (572.042822 sec): 3 clusters Score: Raw -322572.152812 + Penalty 808.006647 = -321764.146165 nChanged 24 SP:Iteration 41Q (572.094014 sec): 3 clusters Score: Raw -322582.961591 + Penalty 808.006647 = -321774.954943 nChanged 19 SP:Iteration 42Q (572.146964 sec): 3 clusters Score: Raw -322595.156395 + Penalty 808.006647 = -321787.149747 nChanged 21 SP:Iteration 43Q (572.198006 sec): 3 clusters Score: Raw -322606.816874 + Penalty 808.006647 = -321798.810227 nChanged 12 SP:Iteration 44Q (572.246054 sec): 3 clusters Score: Raw -322613.196647 + Penalty 808.006647 = -321805.189999 nChanged 10 SP:Iteration 45Q (572.294987 sec): 3 clusters Score: Raw -322618.600703 + Penalty 808.006647 = -321810.594055 nChanged 10 SP:Iteration 46Q (572.343513 sec): 3 clusters Score: Raw -322623.621594 + Penalty 808.006647 = -321815.614947 nChanged 11 SP:Iteration 47Q (572.391116 sec): 3 clusters Score: Raw -322631.914682 + Penalty 808.006647 = -321823.908035 nChanged 10 SP:Iteration 48Q (572.431446 sec): 3 clusters Score: Raw -322638.893228 + Penalty 808.006647 = -321830.886581 nChanged 8 SP:Iteration 49Q (572.473369 sec): 3 clusters Score: Raw -322641.908294 + Penalty 808.006647 = -321833.901646 nChanged 6 SP:Iteration 50Q (572.536633 sec): 3 clusters Score: Raw -322645.411078 + Penalty 808.006647 = -321837.404431 nChanged 3 SP:Iteration 51Q (572.581683 sec): 3 clusters Score: Raw -322646.393026 + Penalty 808.006647 = -321838.386378 nChanged 3 SP:Iteration 52Q (572.634434 sec): 3 clusters Score: Raw -322647.590496 + Penalty 808.006647 = -321839.583848 nChanged 3 SP:Iteration 53Q (572.679731 sec): 3 clusters Score: Raw -322648.829336 + Penalty 808.006647 = -321840.822689 nChanged 5 SP:Iteration 54Q (572.725585 sec): 3 clusters Score: Raw -322651.429435 + Penalty 808.006647 = -321843.422787 nChanged 5 SP:Iteration 55Q (572.775687 sec): 3 clusters Score: Raw -322653.410804 + Penalty 808.006647 = -321845.404156 nChanged 1 SP:Iteration 56Q (572.825100 sec): 3 clusters Score: Raw -322653.628551 + Penalty 808.006647 = -321845.621904 nChanged 1 SP:Iteration 57Q (572.877429 sec): 3 clusters Score: Raw -322654.108397 + Penalty 808.006647 = -321846.101749 nChanged 0 SP:Iteration 58F (572.919532 sec): 3 clusters Score: Raw -322654.108397 + Penalty 808.006647 = -321846.101749 nChanged 0 Trying to split cluster 3 (67286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (573.007049 sec): 2 clusters Score: Raw -2844417.636875 + Penalty 505.810190 = -2843911.826685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (573.103377 sec): 3 clusters Score: Raw -2799598.584223 + Penalty 1011.620380 = -2798586.963844 nChanged 32853 SP:Iteration 1F (573.206246 sec): 3 clusters Score: Raw -2821220.532252 + Penalty 1011.620380 = -2820208.911872 nChanged 4276 SP:Iteration 2F (573.311648 sec): 3 clusters Score: Raw -2823669.866184 + Penalty 1011.620380 = -2822658.245805 nChanged 4626 SP:Iteration 3F (573.400348 sec): 3 clusters Score: Raw -2826357.033591 + Penalty 1011.620380 = -2825345.413212 nChanged 4653 SP:Iteration 4F (573.509200 sec): 3 clusters Score: Raw -2828927.638894 + Penalty 1011.620380 = -2827916.018514 nChanged 4184 SP:Iteration 5F (573.609061 sec): 3 clusters Score: Raw -2831049.156358 + Penalty 1011.620380 = -2830037.535978 nChanged 3527 SP:Iteration 6F (573.706378 sec): 3 clusters Score: Raw -2832674.861332 + Penalty 1011.620380 = -2831663.240952 nChanged 2707 SP:Iteration 7Q (573.815085 sec): 3 clusters Score: Raw -2833775.811365 + Penalty 1011.620380 = -2832764.190985 nChanged 2069 SP:Iteration 8Q (573.932334 sec): 3 clusters Score: Raw -2834524.811099 + Penalty 1011.620380 = -2833513.190720 nChanged 1750 SP:Iteration 9Q (574.050449 sec): 3 clusters Score: Raw -2835124.408116 + Penalty 1011.620380 = -2834112.787736 nChanged 1566 SP:Iteration 10Q (574.166252 sec): 3 clusters Score: Raw -2835661.346586 + Penalty 1011.620380 = -2834649.726206 nChanged 1596 SP:Iteration 11Q (574.278168 sec): 3 clusters Score: Raw -2836243.003682 + Penalty 1011.620380 = -2835231.383302 nChanged 1600 SP:Iteration 12Q (574.388351 sec): 3 clusters Score: Raw -2836854.988674 + Penalty 1011.620380 = -2835843.368294 nChanged 1619 SP:Iteration 13Q (574.499720 sec): 3 clusters Score: Raw -2837517.212028 + Penalty 1011.620380 = -2836505.591648 nChanged 1643 SP:Iteration 14Q (574.619018 sec): 3 clusters Score: Raw -2838265.413702 + Penalty 1011.620380 = -2837253.793322 nChanged 1646 SP:Iteration 15Q (574.729408 sec): 3 clusters Score: Raw -2839102.005180 + Penalty 1011.620380 = -2838090.384800 nChanged 1578 SP:Iteration 16Q (574.835460 sec): 3 clusters Score: Raw -2839964.671014 + Penalty 1011.620380 = -2838953.050634 nChanged 1520 SP:Iteration 17Q (574.936039 sec): 3 clusters Score: Raw -2840839.809927 + Penalty 1011.620380 = -2839828.189547 nChanged 1411 SP:Iteration 18Q (575.053385 sec): 3 clusters Score: Raw -2841703.460007 + Penalty 1011.620380 = -2840691.839627 nChanged 1196 SP:Iteration 19Q (575.162274 sec): 3 clusters Score: Raw -2842458.599332 + Penalty 1011.620380 = -2841446.978952 nChanged 905 SP:Iteration 20F (575.261817 sec): 3 clusters Score: Raw -2843273.177706 + Penalty 1011.620380 = -2842261.557326 nChanged 793 SP:Iteration 21Q (575.368839 sec): 3 clusters Score: Raw -2844166.338782 + Penalty 1011.620380 = -2843154.718402 nChanged 578 SP:Iteration 22Q (575.477399 sec): 3 clusters Score: Raw -2844813.721478 + Penalty 1011.620380 = -2843802.101098 nChanged 507 SP:Iteration 23Q (575.583587 sec): 3 clusters Score: Raw -2845262.543193 + Penalty 1011.620380 = -2844250.922813 nChanged 417 SP:Iteration 24Q (575.681658 sec): 3 clusters Score: Raw -2845580.129461 + Penalty 1011.620380 = -2844568.509081 nChanged 354 SP:Iteration 25Q (575.776531 sec): 3 clusters Score: Raw -2845827.334998 + Penalty 1011.620380 = -2844815.714618 nChanged 262 SP:Iteration 26Q (575.883611 sec): 3 clusters Score: Raw -2845969.475467 + Penalty 1011.620380 = -2844957.855088 nChanged 192 SP:Iteration 27Q (575.972442 sec): 3 clusters Score: Raw -2846056.632955 + Penalty 1011.620380 = -2845045.012575 nChanged 145 SP:Iteration 28Q (576.074246 sec): 3 clusters Score: Raw -2846100.968999 + Penalty 1011.620380 = -2845089.348619 nChanged 113 SP:Iteration 29Q (576.179747 sec): 3 clusters Score: Raw -2846126.758478 + Penalty 1011.620380 = -2845115.138099 nChanged 81 SP:Iteration 30Q (576.282065 sec): 3 clusters Score: Raw -2846142.297558 + Penalty 1011.620380 = -2845130.677178 nChanged 57 SP:Iteration 31Q (576.385038 sec): 3 clusters Score: Raw -2846151.111988 + Penalty 1011.620380 = -2845139.491608 nChanged 53 SP:Iteration 32Q (576.489506 sec): 3 clusters Score: Raw -2846159.249893 + Penalty 1011.620380 = -2845147.629513 nChanged 39 SP:Iteration 33Q (576.597979 sec): 3 clusters Score: Raw -2846163.405277 + Penalty 1011.620380 = -2845151.784897 nChanged 28 SP:Iteration 34Q (576.700129 sec): 3 clusters Score: Raw -2846165.760298 + Penalty 1011.620380 = -2845154.139918 nChanged 20 SP:Iteration 35Q (576.800891 sec): 3 clusters Score: Raw -2846167.477641 + Penalty 1011.620380 = -2845155.857261 nChanged 15 SP:Iteration 36Q (576.907828 sec): 3 clusters Score: Raw -2846168.538961 + Penalty 1011.620380 = -2845156.918581 nChanged 12 SP:Iteration 37Q (577.003701 sec): 3 clusters Score: Raw -2846169.227939 + Penalty 1011.620380 = -2845157.607559 nChanged 10 SP:Iteration 38Q (577.114097 sec): 3 clusters Score: Raw -2846169.676190 + Penalty 1011.620380 = -2845158.055810 nChanged 6 SP:Iteration 39Q (577.211398 sec): 3 clusters Score: Raw -2846169.842247 + Penalty 1011.620380 = -2845158.221867 nChanged 5 SP:Iteration 40F (577.317385 sec): 3 clusters Score: Raw -2846170.060176 + Penalty 1011.620380 = -2845158.439797 nChanged 5 SP:Iteration 41Q (577.421011 sec): 3 clusters Score: Raw -2846170.205321 + Penalty 1011.620380 = -2845158.584941 nChanged 4 SP:Iteration 42Q (577.527093 sec): 3 clusters Score: Raw -2846170.266121 + Penalty 1011.620380 = -2845158.645741 nChanged 1 SP:Iteration 43Q (577.630179 sec): 3 clusters Score: Raw -2846170.294078 + Penalty 1011.620380 = -2845158.673698 nChanged 1 SP:Iteration 44Q (577.737924 sec): 3 clusters Score: Raw -2846170.346645 + Penalty 1011.620380 = -2845158.726265 nChanged 2 SP:Iteration 45Q (577.841438 sec): 3 clusters Score: Raw -2846170.408044 + Penalty 1011.620380 = -2845158.787664 nChanged 1 SP:Iteration 46Q (577.933797 sec): 3 clusters Score: Raw -2846170.451944 + Penalty 1011.620380 = -2845158.831564 nChanged 2 SP:Iteration 47Q (578.036844 sec): 3 clusters Score: Raw -2846170.535365 + Penalty 1011.620380 = -2845158.914985 nChanged 4 SP:Iteration 48Q (578.130252 sec): 3 clusters Score: Raw -2846170.609031 + Penalty 1011.620380 = -2845158.988652 nChanged 2 SP:Iteration 49Q (578.235847 sec): 3 clusters Score: Raw -2846170.635660 + Penalty 1011.620380 = -2845159.015280 nChanged 2 SP:Iteration 50Q (578.328911 sec): 3 clusters Score: Raw -2846170.729671 + Penalty 1011.620380 = -2845159.109291 nChanged 3 SP:Iteration 51Q (578.432272 sec): 3 clusters Score: Raw -2846170.790429 + Penalty 1011.620380 = -2845159.170049 nChanged 0 SP:Iteration 52F (578.533862 sec): 3 clusters Score: Raw -2846170.790429 + Penalty 1011.620380 = -2845159.170049 nChanged 0 Score: Raw -13128665.798598 + Penalty 11542.291406 = -13117123.507193 Splitting cluster 3 changes total score from -13115835.646697 to -13117123.507193 So it's getting split into cluster 5. Trying to split cluster 6 (57295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (581.127869 sec): 2 clusters Score: Raw -2572527.567207 + Penalty 498.496573 = -2572029.070634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (581.222256 sec): 3 clusters Score: Raw -2534783.128020 + Penalty 996.993146 = -2533786.134874 nChanged 27607 SP:Iteration 1F (581.318935 sec): 3 clusters Score: Raw -2551880.376892 + Penalty 996.993146 = -2550883.383746 nChanged 2482 SP:Iteration 2Q (581.433689 sec): 3 clusters Score: Raw -2552859.350106 + Penalty 996.993146 = -2551862.356960 nChanged 2781 SP:Iteration 3Q (581.533228 sec): 3 clusters Score: Raw -2554141.998211 + Penalty 996.993146 = -2553145.005065 nChanged 3081 SP:Iteration 4F (581.628090 sec): 3 clusters Score: Raw -2555912.186489 + Penalty 996.993146 = -2554915.193342 nChanged 3362 SP:Iteration 5F (581.726511 sec): 3 clusters Score: Raw -2558330.097274 + Penalty 996.993146 = -2557333.104128 nChanged 3545 SP:Iteration 6F (581.828848 sec): 3 clusters Score: Raw -2561108.778203 + Penalty 996.993146 = -2560111.785057 nChanged 3192 SP:Iteration 7F (581.928403 sec): 3 clusters Score: Raw -2563583.616556 + Penalty 996.993146 = -2562586.623410 nChanged 2673 SP:Iteration 8Q (582.027010 sec): 3 clusters Score: Raw -2565503.997404 + Penalty 996.993146 = -2564507.004258 nChanged 2124 SP:Iteration 9Q (582.129849 sec): 3 clusters Score: Raw -2566915.058243 + Penalty 996.993146 = -2565918.065097 nChanged 1848 SP:Iteration 10Q (582.237255 sec): 3 clusters Score: Raw -2568154.438166 + Penalty 996.993146 = -2567157.445020 nChanged 1658 SP:Iteration 11Q (582.330589 sec): 3 clusters Score: Raw -2569368.620150 + Penalty 996.993146 = -2568371.627004 nChanged 1418 SP:Iteration 12Q (582.421347 sec): 3 clusters Score: Raw -2570466.396733 + Penalty 996.993146 = -2569469.403587 nChanged 1076 SP:Iteration 13Q (582.517319 sec): 3 clusters Score: Raw -2571289.731383 + Penalty 996.993146 = -2570292.738237 nChanged 739 SP:Iteration 14Q (582.599550 sec): 3 clusters Score: Raw -2571838.319094 + Penalty 996.993146 = -2570841.325947 nChanged 470 SP:Iteration 15Q (582.696023 sec): 3 clusters Score: Raw -2572180.429725 + Penalty 996.993146 = -2571183.436578 nChanged 285 SP:Iteration 16Q (582.785382 sec): 3 clusters Score: Raw -2572391.952902 + Penalty 996.993146 = -2571394.959756 nChanged 177 SP:Iteration 17Q (582.876148 sec): 3 clusters Score: Raw -2572517.711198 + Penalty 996.993146 = -2571520.718052 nChanged 118 SP:Iteration 18Q (582.970595 sec): 3 clusters Score: Raw -2572602.980278 + Penalty 996.993146 = -2571605.987132 nChanged 65 SP:Iteration 19Q (583.063940 sec): 3 clusters Score: Raw -2572644.763145 + Penalty 996.993146 = -2571647.769999 nChanged 35 SP:Iteration 20F (583.152031 sec): 3 clusters Score: Raw -2572671.782698 + Penalty 996.993146 = -2571674.789552 nChanged 28 SP:Iteration 21Q (583.249401 sec): 3 clusters Score: Raw -2572684.491842 + Penalty 996.993146 = -2571687.498696 nChanged 16 SP:Iteration 22Q (583.337858 sec): 3 clusters Score: Raw -2572694.795084 + Penalty 996.993146 = -2571697.801938 nChanged 8 SP:Iteration 23Q (583.429235 sec): 3 clusters Score: Raw -2572697.873058 + Penalty 996.993146 = -2571700.879912 nChanged 7 SP:Iteration 24Q (583.515436 sec): 3 clusters Score: Raw -2572701.709222 + Penalty 996.993146 = -2571704.716076 nChanged 7 SP:Iteration 25Q (583.609594 sec): 3 clusters Score: Raw -2572703.364587 + Penalty 996.993146 = -2571706.371441 nChanged 0 SP:Iteration 26F (583.703980 sec): 3 clusters Score: Raw -2572703.364587 + Penalty 996.993146 = -2571706.371441 nChanged 0 Trying to split cluster 7 (3847 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (583.738883 sec): 2 clusters Score: Raw -145635.939334 + Penalty 375.604725 = -145260.334609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (583.787597 sec): 3 clusters Score: Raw -143396.860596 + Penalty 751.209450 = -142645.651146 nChanged 1744 SP:Iteration 1F (583.834978 sec): 3 clusters Score: Raw -144667.947261 + Penalty 751.209450 = -143916.737811 nChanged 350 SP:Iteration 2F (583.876356 sec): 3 clusters Score: Raw -144916.074863 + Penalty 751.209450 = -144164.865413 nChanged 259 SP:Iteration 3F (583.921046 sec): 3 clusters Score: Raw -145101.138239 + Penalty 751.209450 = -144349.928789 nChanged 220 SP:Iteration 4F (583.972452 sec): 3 clusters Score: Raw -145251.490066 + Penalty 751.209450 = -144500.280616 nChanged 176 SP:Iteration 5Q (584.022431 sec): 3 clusters Score: Raw -145389.714606 + Penalty 751.209450 = -144638.505156 nChanged 178 SP:Iteration 6Q (584.066882 sec): 3 clusters Score: Raw -145529.101182 + Penalty 751.209450 = -144777.891731 nChanged 153 SP:Iteration 7Q (584.107391 sec): 3 clusters Score: Raw -145641.998785 + Penalty 751.209450 = -144890.789335 nChanged 123 SP:Iteration 8Q (584.154935 sec): 3 clusters Score: Raw -145736.563336 + Penalty 751.209450 = -144985.353886 nChanged 83 SP:Iteration 9Q (584.201953 sec): 3 clusters Score: Raw -145784.475418 + Penalty 751.209450 = -145033.265968 nChanged 54 SP:Iteration 10Q (584.254931 sec): 3 clusters Score: Raw -145804.855579 + Penalty 751.209450 = -145053.646129 nChanged 41 SP:Iteration 11Q (584.294083 sec): 3 clusters Score: Raw -145817.969935 + Penalty 751.209450 = -145066.760485 nChanged 24 SP:Iteration 12Q (584.340187 sec): 3 clusters Score: Raw -145825.166437 + Penalty 751.209450 = -145073.956987 nChanged 18 SP:Iteration 13Q (584.391998 sec): 3 clusters Score: Raw -145830.241170 + Penalty 751.209450 = -145079.031720 nChanged 13 SP:Iteration 14Q (584.435849 sec): 3 clusters Score: Raw -145833.882983 + Penalty 751.209450 = -145082.673533 nChanged 13 SP:Iteration 15Q (584.475910 sec): 3 clusters Score: Raw -145836.177553 + Penalty 751.209450 = -145084.968103 nChanged 8 SP:Iteration 16Q (584.525672 sec): 3 clusters Score: Raw -145837.439992 + Penalty 751.209450 = -145086.230542 nChanged 9 SP:Iteration 17Q (584.571704 sec): 3 clusters Score: Raw -145840.676898 + Penalty 751.209450 = -145089.467447 nChanged 14 SP:Iteration 18Q (584.612343 sec): 3 clusters Score: Raw -145843.474656 + Penalty 751.209450 = -145092.265206 nChanged 8 SP:Iteration 19Q (584.661280 sec): 3 clusters Score: Raw -145845.463971 + Penalty 751.209450 = -145094.254521 nChanged 15 SP:Iteration 20F (584.707865 sec): 3 clusters Score: Raw -145850.467459 + Penalty 751.209450 = -145099.258009 nChanged 13 SP:Iteration 21Q (584.750236 sec): 3 clusters Score: Raw -145856.867978 + Penalty 751.209450 = -145105.658528 nChanged 13 SP:Iteration 22Q (584.805720 sec): 3 clusters Score: Raw -145862.301206 + Penalty 751.209450 = -145111.091756 nChanged 14 SP:Iteration 23Q (584.847083 sec): 3 clusters Score: Raw -145867.512588 + Penalty 751.209450 = -145116.303138 nChanged 11 SP:Iteration 24Q (584.902836 sec): 3 clusters Score: Raw -145870.954762 + Penalty 751.209450 = -145119.745312 nChanged 10 SP:Iteration 25Q (584.935080 sec): 3 clusters Score: Raw -145873.547282 + Penalty 751.209450 = -145122.337832 nChanged 13 SP:Iteration 26Q (584.978938 sec): 3 clusters Score: Raw -145875.657305 + Penalty 751.209450 = -145124.447855 nChanged 8 SP:Iteration 27Q (585.020454 sec): 3 clusters Score: Raw -145877.050195 + Penalty 751.209450 = -145125.840745 nChanged 8 SP:Iteration 28Q (585.067522 sec): 3 clusters Score: Raw -145878.053261 + Penalty 751.209450 = -145126.843811 nChanged 6 SP:Iteration 29Q (585.112991 sec): 3 clusters Score: Raw -145879.152989 + Penalty 751.209450 = -145127.943539 nChanged 5 SP:Iteration 30Q (585.155622 sec): 3 clusters Score: Raw -145879.564692 + Penalty 751.209450 = -145128.355242 nChanged 3 SP:Iteration 31Q (585.194021 sec): 3 clusters Score: Raw -145879.908895 + Penalty 751.209450 = -145128.699444 nChanged 0 SP:Iteration 32F (585.250169 sec): 3 clusters Score: Raw -145879.908895 + Penalty 751.209450 = -145128.699444 nChanged 0 Trying to split cluster 8 (7954 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (585.281053 sec): 2 clusters Score: Raw -338901.580868 + Penalty 408.655075 = -338492.925793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (585.331181 sec): 3 clusters Score: Raw -334027.834456 + Penalty 817.310151 = -333210.524305 nChanged 3641 SP:Iteration 1F (585.380087 sec): 3 clusters Score: Raw -336305.042295 + Penalty 817.310151 = -335487.732144 nChanged 454 SP:Iteration 2F (585.430407 sec): 3 clusters Score: Raw -336487.452054 + Penalty 817.310151 = -335670.141903 nChanged 397 SP:Iteration 3Q (585.468353 sec): 3 clusters Score: Raw -336676.206062 + Penalty 817.310151 = -335858.895911 nChanged 383 SP:Iteration 4Q (585.521960 sec): 3 clusters Score: Raw -336870.612889 + Penalty 817.310151 = -336053.302738 nChanged 406 SP:Iteration 5F (585.570416 sec): 3 clusters Score: Raw -337107.279714 + Penalty 817.310151 = -336289.969563 nChanged 412 SP:Iteration 6F (585.624077 sec): 3 clusters Score: Raw -337392.691147 + Penalty 817.310151 = -336575.380997 nChanged 435 SP:Iteration 7F (585.668613 sec): 3 clusters Score: Raw -337724.840076 + Penalty 817.310151 = -336907.529925 nChanged 359 SP:Iteration 8Q (585.719755 sec): 3 clusters Score: Raw -337983.220282 + Penalty 817.310151 = -337165.910131 nChanged 294 SP:Iteration 9Q (585.770732 sec): 3 clusters Score: Raw -338162.583240 + Penalty 817.310151 = -337345.273089 nChanged 250 SP:Iteration 10Q (585.826013 sec): 3 clusters Score: Raw -338305.555603 + Penalty 817.310151 = -337488.245452 nChanged 194 SP:Iteration 11Q (585.875236 sec): 3 clusters Score: Raw -338418.356086 + Penalty 817.310151 = -337601.045936 nChanged 198 SP:Iteration 12Q (585.925569 sec): 3 clusters Score: Raw -338531.169256 + Penalty 817.310151 = -337713.859105 nChanged 176 SP:Iteration 13Q (585.966809 sec): 3 clusters Score: Raw -338624.267477 + Penalty 817.310151 = -337806.957327 nChanged 145 SP:Iteration 14Q (586.016739 sec): 3 clusters Score: Raw -338697.243255 + Penalty 817.310151 = -337879.933105 nChanged 113 SP:Iteration 15Q (586.060865 sec): 3 clusters Score: Raw -338750.392534 + Penalty 817.310151 = -337933.082383 nChanged 121 SP:Iteration 16Q (586.108705 sec): 3 clusters Score: Raw -338812.045623 + Penalty 817.310151 = -337994.735472 nChanged 106 SP:Iteration 17Q (586.163923 sec): 3 clusters Score: Raw -338862.840859 + Penalty 817.310151 = -338045.530708 nChanged 91 SP:Iteration 18Q (586.206751 sec): 3 clusters Score: Raw -338906.289197 + Penalty 817.310151 = -338088.979047 nChanged 76 SP:Iteration 19Q (586.250949 sec): 3 clusters Score: Raw -338945.597854 + Penalty 817.310151 = -338128.287704 nChanged 77 SP:Iteration 20F (586.302774 sec): 3 clusters Score: Raw -339001.962274 + Penalty 817.310151 = -338184.652124 nChanged 72 SP:Iteration 21Q (586.355130 sec): 3 clusters Score: Raw -339040.930181 + Penalty 817.310151 = -338223.620030 nChanged 68 SP:Iteration 22Q (586.396491 sec): 3 clusters Score: Raw -339089.088881 + Penalty 817.310151 = -338271.778731 nChanged 54 SP:Iteration 23Q (586.444741 sec): 3 clusters Score: Raw -339122.671482 + Penalty 817.310151 = -338305.361331 nChanged 38 SP:Iteration 24Q (586.483817 sec): 3 clusters Score: Raw -339140.513298 + Penalty 817.310151 = -338323.203147 nChanged 37 SP:Iteration 25Q (586.533737 sec): 3 clusters Score: Raw -339159.164087 + Penalty 817.310151 = -338341.853936 nChanged 42 SP:Iteration 26Q (586.586583 sec): 3 clusters Score: Raw -339176.302746 + Penalty 817.310151 = -338358.992595 nChanged 31 SP:Iteration 27Q (586.629294 sec): 3 clusters Score: Raw -339184.969794 + Penalty 817.310151 = -338367.659643 nChanged 19 SP:Iteration 28Q (586.683456 sec): 3 clusters Score: Raw -339190.469285 + Penalty 817.310151 = -338373.159134 nChanged 15 SP:Iteration 29Q (586.730512 sec): 3 clusters Score: Raw -339195.012647 + Penalty 817.310151 = -338377.702496 nChanged 9 SP:Iteration 30Q (586.773216 sec): 3 clusters Score: Raw -339197.622646 + Penalty 817.310151 = -338380.312496 nChanged 12 SP:Iteration 31Q (586.836737 sec): 3 clusters Score: Raw -339200.081893 + Penalty 817.310151 = -338382.771742 nChanged 7 SP:Iteration 32Q (586.883686 sec): 3 clusters Score: Raw -339201.153740 + Penalty 817.310151 = -338383.843589 nChanged 5 SP:Iteration 33Q (586.927395 sec): 3 clusters Score: Raw -339201.832383 + Penalty 817.310151 = -338384.522232 nChanged 3 SP:Iteration 34Q (586.971322 sec): 3 clusters Score: Raw -339202.492053 + Penalty 817.310151 = -338385.181903 nChanged 3 SP:Iteration 35Q (587.029981 sec): 3 clusters Score: Raw -339202.917935 + Penalty 817.310151 = -338385.607785 nChanged 1 SP:Iteration 36Q (587.070512 sec): 3 clusters Score: Raw -339203.131008 + Penalty 817.310151 = -338385.820857 nChanged 3 SP:Iteration 37Q (587.122951 sec): 3 clusters Score: Raw -339204.253741 + Penalty 817.310151 = -338386.943590 nChanged 3 SP:Iteration 38Q (587.169692 sec): 3 clusters Score: Raw -339205.048865 + Penalty 817.310151 = -338387.738715 nChanged 4 SP:Iteration 39Q (587.217115 sec): 3 clusters Score: Raw -339205.625016 + Penalty 817.310151 = -338388.314865 nChanged 5 SP:Iteration 40F (587.274360 sec): 3 clusters Score: Raw -339206.417449 + Penalty 817.310151 = -338389.107299 nChanged 3 SP:Iteration 41Q (587.326304 sec): 3 clusters Score: Raw -339206.669087 + Penalty 817.310151 = -338389.358936 nChanged 2 SP:Iteration 42Q (587.365192 sec): 3 clusters Score: Raw -339206.895540 + Penalty 817.310151 = -338389.585389 nChanged 1 SP:Iteration 43Q (587.421702 sec): 3 clusters Score: Raw -339206.962337 + Penalty 817.310151 = -338389.652187 nChanged 1 SP:Iteration 44Q (587.473836 sec): 3 clusters Score: Raw -339207.009871 + Penalty 817.310151 = -338389.699721 nChanged 0 SP:Iteration 45F (587.506890 sec): 3 clusters Score: Raw -339207.009871 + Penalty 817.310151 = -338389.699721 nChanged 0 Trying to split cluster 9 (29404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (587.551680 sec): 2 clusters Score: Raw -1256138.436473 + Penalty 468.144313 = -1255670.292160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (587.618878 sec): 3 clusters Score: Raw -1236916.220735 + Penalty 936.288626 = -1235979.932109 nChanged 14111 SP:Iteration 1F (587.696806 sec): 3 clusters Score: Raw -1246380.013789 + Penalty 936.288626 = -1245443.725163 nChanged 2271 SP:Iteration 2F (587.758315 sec): 3 clusters Score: Raw -1248300.767734 + Penalty 936.288626 = -1247364.479108 nChanged 2754 SP:Iteration 3F (587.832622 sec): 3 clusters Score: Raw -1251036.991093 + Penalty 936.288626 = -1250100.702467 nChanged 2831 SP:Iteration 4F (587.895100 sec): 3 clusters Score: Raw -1253868.855973 + Penalty 936.288626 = -1252932.567347 nChanged 2239 SP:Iteration 5F (587.976539 sec): 3 clusters Score: Raw -1255818.514251 + Penalty 936.288626 = -1254882.225625 nChanged 1355 SP:Iteration 6Q (588.042736 sec): 3 clusters Score: Raw -1256793.138988 + Penalty 936.288626 = -1255856.850362 nChanged 842 SP:Iteration 7Q (588.121995 sec): 3 clusters Score: Raw -1257373.170441 + Penalty 936.288626 = -1256436.881815 nChanged 598 SP:Iteration 8Q (588.194794 sec): 3 clusters Score: Raw -1257792.214746 + Penalty 936.288626 = -1256855.926121 nChanged 457 SP:Iteration 9Q (588.259869 sec): 3 clusters Score: Raw -1258103.780754 + Penalty 936.288626 = -1257167.492128 nChanged 375 SP:Iteration 10Q (588.336654 sec): 3 clusters Score: Raw -1258309.627365 + Penalty 936.288626 = -1257373.338739 nChanged 317 SP:Iteration 11Q (588.397733 sec): 3 clusters Score: Raw -1258446.923948 + Penalty 936.288626 = -1257510.635322 nChanged 230 SP:Iteration 12Q (588.469637 sec): 3 clusters Score: Raw -1258520.316989 + Penalty 936.288626 = -1257584.028363 nChanged 166 SP:Iteration 13Q (588.542436 sec): 3 clusters Score: Raw -1258557.470290 + Penalty 936.288626 = -1257621.181664 nChanged 123 SP:Iteration 14Q (588.611807 sec): 3 clusters Score: Raw -1258579.660795 + Penalty 936.288626 = -1257643.372169 nChanged 101 SP:Iteration 15Q (588.674822 sec): 3 clusters Score: Raw -1258596.421131 + Penalty 936.288626 = -1257660.132505 nChanged 92 SP:Iteration 16Q (588.747020 sec): 3 clusters Score: Raw -1258610.309162 + Penalty 936.288626 = -1257674.020536 nChanged 83 SP:Iteration 17Q (588.814229 sec): 3 clusters Score: Raw -1258621.590428 + Penalty 936.288626 = -1257685.301802 nChanged 81 SP:Iteration 18Q (588.879675 sec): 3 clusters Score: Raw -1258632.407857 + Penalty 936.288626 = -1257696.119231 nChanged 75 SP:Iteration 19Q (588.949026 sec): 3 clusters Score: Raw -1258640.651636 + Penalty 936.288626 = -1257704.363010 nChanged 52 SP:Iteration 20F (589.016201 sec): 3 clusters Score: Raw -1258645.445646 + Penalty 936.288626 = -1257709.157020 nChanged 41 SP:Iteration 21Q (589.083272 sec): 3 clusters Score: Raw -1258648.966495 + Penalty 936.288626 = -1257712.677870 nChanged 33 SP:Iteration 22Q (589.156201 sec): 3 clusters Score: Raw -1258651.594208 + Penalty 936.288626 = -1257715.305582 nChanged 25 SP:Iteration 23Q (589.220709 sec): 3 clusters Score: Raw -1258653.177368 + Penalty 936.288626 = -1257716.888742 nChanged 26 SP:Iteration 24Q (589.296279 sec): 3 clusters Score: Raw -1258654.982317 + Penalty 936.288626 = -1257718.693691 nChanged 21 SP:Iteration 25Q (589.364720 sec): 3 clusters Score: Raw -1258656.862324 + Penalty 936.288626 = -1257720.573698 nChanged 16 SP:Iteration 26Q (589.438276 sec): 3 clusters Score: Raw -1258657.795337 + Penalty 936.288626 = -1257721.506711 nChanged 11 SP:Iteration 27Q (589.496045 sec): 3 clusters Score: Raw -1258658.174722 + Penalty 936.288626 = -1257721.886096 nChanged 7 SP:Iteration 28Q (589.557658 sec): 3 clusters Score: Raw -1258658.445545 + Penalty 936.288626 = -1257722.156919 nChanged 8 SP:Iteration 29Q (589.630149 sec): 3 clusters Score: Raw -1258658.733902 + Penalty 936.288626 = -1257722.445276 nChanged 6 SP:Iteration 30Q (589.703185 sec): 3 clusters Score: Raw -1258658.897306 + Penalty 936.288626 = -1257722.608680 nChanged 5 SP:Iteration 31Q (589.780499 sec): 3 clusters Score: Raw -1258658.999515 + Penalty 936.288626 = -1257722.710889 nChanged 5 SP:Iteration 32Q (589.854835 sec): 3 clusters Score: Raw -1258659.117686 + Penalty 936.288626 = -1257722.829060 nChanged 2 SP:Iteration 33Q (589.927705 sec): 3 clusters Score: Raw -1258659.175656 + Penalty 936.288626 = -1257722.887031 nChanged 2 SP:Iteration 34Q (589.998983 sec): 3 clusters Score: Raw -1258659.201806 + Penalty 936.288626 = -1257722.913180 nChanged 2 SP:Iteration 35Q (590.072872 sec): 3 clusters Score: Raw -1258659.224498 + Penalty 936.288626 = -1257722.935872 nChanged 1 SP:Iteration 36Q (590.138818 sec): 3 clusters Score: Raw -1258659.265650 + Penalty 936.288626 = -1257722.977024 nChanged 1 SP:Iteration 37Q (590.210415 sec): 3 clusters Score: Raw -1258659.276564 + Penalty 936.288626 = -1257722.987938 nChanged 2 SP:Iteration 38Q (590.283407 sec): 3 clusters Score: Raw -1258659.428310 + Penalty 936.288626 = -1257723.139684 nChanged 3 SP:Iteration 39Q (590.345929 sec): 3 clusters Score: Raw -1258659.551931 + Penalty 936.288626 = -1257723.263305 nChanged 2 SP:Iteration 40F (590.412130 sec): 3 clusters Score: Raw -1258659.626269 + Penalty 936.288626 = -1257723.337643 nChanged 2 SP:Iteration 41Q (590.479604 sec): 3 clusters Score: Raw -1258659.739300 + Penalty 936.288626 = -1257723.450674 nChanged 3 SP:Iteration 42Q (590.554298 sec): 3 clusters Score: Raw -1258659.938818 + Penalty 936.288626 = -1257723.650192 nChanged 4 SP:Iteration 43Q (590.612797 sec): 3 clusters Score: Raw -1258660.095996 + Penalty 936.288626 = -1257723.807371 nChanged 2 SP:Iteration 44Q (590.687925 sec): 3 clusters Score: Raw -1258660.247345 + Penalty 936.288626 = -1257723.958720 nChanged 4 SP:Iteration 45Q (590.751087 sec): 3 clusters Score: Raw -1258660.358526 + Penalty 936.288626 = -1257724.069900 nChanged 1 SP:Iteration 46Q (590.821247 sec): 3 clusters Score: Raw -1258660.380021 + Penalty 936.288626 = -1257724.091395 nChanged 2 SP:Iteration 47Q (590.886003 sec): 3 clusters Score: Raw -1258660.410315 + Penalty 936.288626 = -1257724.121689 nChanged 0 SP:Iteration 48F (590.955636 sec): 3 clusters Score: Raw -1258660.410315 + Penalty 936.288626 = -1257724.121689 nChanged 0 Score: Raw -13131187.772440 + Penalty 12119.405976 = -13119068.366464 Splitting cluster 9 changes total score from -13115835.646697 to -13119068.366464 So it's getting split into cluster 21. Trying to split cluster 10 (4538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (593.547142 sec): 2 clusters Score: Raw -196546.458632 + Penalty 383.120996 = -196163.337636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (593.602581 sec): 3 clusters Score: Raw -193862.032826 + Penalty 766.241992 = -193095.790835 nChanged 2018 SP:Iteration 1F (593.641159 sec): 3 clusters Score: Raw -194976.965620 + Penalty 766.241992 = -194210.723629 nChanged 263 SP:Iteration 2F (593.687803 sec): 3 clusters Score: Raw -195098.832135 + Penalty 766.241992 = -194332.590144 nChanged 228 SP:Iteration 3F (593.734091 sec): 3 clusters Score: Raw -195203.142430 + Penalty 766.241992 = -194436.900439 nChanged 222 SP:Iteration 4Q (593.782124 sec): 3 clusters Score: Raw -195308.067324 + Penalty 766.241992 = -194541.825332 nChanged 221 SP:Iteration 5Q (593.826522 sec): 3 clusters Score: Raw -195416.758054 + Penalty 766.241992 = -194650.516063 nChanged 210 SP:Iteration 6Q (593.870955 sec): 3 clusters Score: Raw -195531.872559 + Penalty 766.241992 = -194765.630567 nChanged 219 SP:Iteration 7Q (593.920617 sec): 3 clusters Score: Raw -195678.730095 + Penalty 766.241992 = -194912.488104 nChanged 223 SP:Iteration 8Q (593.967922 sec): 3 clusters Score: Raw -195838.628150 + Penalty 766.241992 = -195072.386158 nChanged 221 SP:Iteration 9Q (594.015154 sec): 3 clusters Score: Raw -196019.514432 + Penalty 766.241992 = -195253.272441 nChanged 208 SP:Iteration 10Q (594.053294 sec): 3 clusters Score: Raw -196213.777729 + Penalty 766.241992 = -195447.535737 nChanged 159 SP:Iteration 11Q (594.105776 sec): 3 clusters Score: Raw -196331.133980 + Penalty 766.241992 = -195564.891988 nChanged 112 SP:Iteration 12Q (594.166875 sec): 3 clusters Score: Raw -196392.282420 + Penalty 766.241992 = -195626.040428 nChanged 88 SP:Iteration 13Q (594.206664 sec): 3 clusters Score: Raw -196432.105316 + Penalty 766.241992 = -195665.863325 nChanged 78 SP:Iteration 14Q (594.253714 sec): 3 clusters Score: Raw -196462.903888 + Penalty 766.241992 = -195696.661896 nChanged 59 SP:Iteration 15Q (594.309505 sec): 3 clusters Score: Raw -196484.419382 + Penalty 766.241992 = -195718.177391 nChanged 48 SP:Iteration 16Q (594.363798 sec): 3 clusters Score: Raw -196499.689520 + Penalty 766.241992 = -195733.447528 nChanged 41 SP:Iteration 17Q (594.410050 sec): 3 clusters Score: Raw -196512.456945 + Penalty 766.241992 = -195746.214954 nChanged 39 SP:Iteration 18Q (594.461451 sec): 3 clusters Score: Raw -196523.009078 + Penalty 766.241992 = -195756.767087 nChanged 25 SP:Iteration 19Q (594.507184 sec): 3 clusters Score: Raw -196527.907612 + Penalty 766.241992 = -195761.665620 nChanged 16 SP:Iteration 20F (594.555255 sec): 3 clusters Score: Raw -196531.388287 + Penalty 766.241992 = -195765.146295 nChanged 13 SP:Iteration 21Q (594.596510 sec): 3 clusters Score: Raw -196533.513252 + Penalty 766.241992 = -195767.271260 nChanged 12 SP:Iteration 22Q (594.636657 sec): 3 clusters Score: Raw -196535.366776 + Penalty 766.241992 = -195769.124784 nChanged 7 SP:Iteration 23Q (594.687548 sec): 3 clusters Score: Raw -196536.194215 + Penalty 766.241992 = -195769.952223 nChanged 6 SP:Iteration 24Q (594.736310 sec): 3 clusters Score: Raw -196537.368626 + Penalty 766.241992 = -195771.126634 nChanged 8 SP:Iteration 25Q (594.782599 sec): 3 clusters Score: Raw -196538.426179 + Penalty 766.241992 = -195772.184188 nChanged 7 SP:Iteration 26Q (594.826813 sec): 3 clusters Score: Raw -196539.471741 + Penalty 766.241992 = -195773.229749 nChanged 11 SP:Iteration 27Q (594.873040 sec): 3 clusters Score: Raw -196541.156027 + Penalty 766.241992 = -195774.914035 nChanged 8 SP:Iteration 28Q (594.921060 sec): 3 clusters Score: Raw -196542.027256 + Penalty 766.241992 = -195775.785264 nChanged 6 SP:Iteration 29Q (594.970873 sec): 3 clusters Score: Raw -196542.812938 + Penalty 766.241992 = -195776.570946 nChanged 9 SP:Iteration 30Q (595.024655 sec): 3 clusters Score: Raw -196543.891050 + Penalty 766.241992 = -195777.649058 nChanged 6 SP:Iteration 31Q (595.077348 sec): 3 clusters Score: Raw -196544.648574 + Penalty 766.241992 = -195778.406582 nChanged 5 SP:Iteration 32Q (595.130206 sec): 3 clusters Score: Raw -196545.337040 + Penalty 766.241992 = -195779.095048 nChanged 10 SP:Iteration 33Q (595.172103 sec): 3 clusters Score: Raw -196546.285004 + Penalty 766.241992 = -195780.043013 nChanged 8 SP:Iteration 34Q (595.216843 sec): 3 clusters Score: Raw -196547.575802 + Penalty 766.241992 = -195781.333810 nChanged 10 SP:Iteration 35Q (595.267523 sec): 3 clusters Score: Raw -196548.460648 + Penalty 766.241992 = -195782.218656 nChanged 5 SP:Iteration 36Q (595.319055 sec): 3 clusters Score: Raw -196548.890482 + Penalty 766.241992 = -195782.648490 nChanged 7 SP:Iteration 37Q (595.366216 sec): 3 clusters Score: Raw -196549.976616 + Penalty 766.241992 = -195783.734625 nChanged 5 SP:Iteration 38Q (595.413412 sec): 3 clusters Score: Raw -196550.728608 + Penalty 766.241992 = -195784.486616 nChanged 6 SP:Iteration 39Q (595.450967 sec): 3 clusters Score: Raw -196551.273056 + Penalty 766.241992 = -195785.031064 nChanged 5 SP:Iteration 40F (595.504876 sec): 3 clusters Score: Raw -196551.732341 + Penalty 766.241992 = -195785.490350 nChanged 3 SP:Iteration 41Q (595.551258 sec): 3 clusters Score: Raw -196551.944124 + Penalty 766.241992 = -195785.702132 nChanged 4 SP:Iteration 42Q (595.598366 sec): 3 clusters Score: Raw -196552.328009 + Penalty 766.241992 = -195786.086018 nChanged 4 SP:Iteration 43Q (595.639127 sec): 3 clusters Score: Raw -196552.644942 + Penalty 766.241992 = -195786.402951 nChanged 3 SP:Iteration 44Q (595.690969 sec): 3 clusters Score: Raw -196552.870055 + Penalty 766.241992 = -195786.628063 nChanged 3 SP:Iteration 45Q (595.739267 sec): 3 clusters Score: Raw -196552.978145 + Penalty 766.241992 = -195786.736153 nChanged 1 SP:Iteration 46Q (595.783756 sec): 3 clusters Score: Raw -196553.023801 + Penalty 766.241992 = -195786.781809 nChanged 2 SP:Iteration 47Q (595.832450 sec): 3 clusters Score: Raw -196553.099259 + Penalty 766.241992 = -195786.857267 nChanged 0 SP:Iteration 48F (595.887707 sec): 3 clusters Score: Raw -196553.099259 + Penalty 766.241992 = -195786.857267 nChanged 0 Trying to split cluster 11 (5648 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (595.915634 sec): 2 clusters Score: Raw -193837.758661 + Penalty 393.077083 = -193444.681578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (595.971321 sec): 3 clusters Score: Raw -190411.310237 + Penalty 786.154167 = -189625.156070 nChanged 2567 SP:Iteration 1F (596.022966 sec): 3 clusters Score: Raw -192822.754023 + Penalty 786.154167 = -192036.599856 nChanged 845 SP:Iteration 2F (596.075611 sec): 3 clusters Score: Raw -194324.023682 + Penalty 786.154167 = -193537.869515 nChanged 809 SP:Iteration 3F (596.127255 sec): 3 clusters Score: Raw -195530.863371 + Penalty 786.154167 = -194744.709204 nChanged 470 SP:Iteration 4F (596.177894 sec): 3 clusters Score: Raw -195910.401547 + Penalty 786.154167 = -195124.247380 nChanged 200 SP:Iteration 5Q (596.233886 sec): 3 clusters Score: Raw -195982.627086 + Penalty 786.154167 = -195196.472919 nChanged 91 SP:Iteration 6Q (596.289860 sec): 3 clusters Score: Raw -196005.280105 + Penalty 786.154167 = -195219.125938 nChanged 47 SP:Iteration 7Q (596.337277 sec): 3 clusters Score: Raw -196014.431300 + Penalty 786.154167 = -195228.277134 nChanged 38 SP:Iteration 8Q (596.396306 sec): 3 clusters Score: Raw -196022.343165 + Penalty 786.154167 = -195236.188998 nChanged 34 SP:Iteration 9Q (596.446199 sec): 3 clusters Score: Raw -196027.622276 + Penalty 786.154167 = -195241.468110 nChanged 20 SP:Iteration 10Q (596.489894 sec): 3 clusters Score: Raw -196030.794482 + Penalty 786.154167 = -195244.640316 nChanged 13 SP:Iteration 11Q (596.542282 sec): 3 clusters Score: Raw -196032.274878 + Penalty 786.154167 = -195246.120711 nChanged 7 SP:Iteration 12Q (596.596271 sec): 3 clusters Score: Raw -196032.663506 + Penalty 786.154167 = -195246.509339 nChanged 3 SP:Iteration 13Q (596.653475 sec): 3 clusters Score: Raw -196032.734697 + Penalty 786.154167 = -195246.580530 nChanged 1 SP:Iteration 14Q (596.705491 sec): 3 clusters Score: Raw -196032.782117 + Penalty 786.154167 = -195246.627950 nChanged 1 SP:Iteration 15Q (596.750228 sec): 3 clusters Score: Raw -196032.811650 + Penalty 786.154167 = -195246.657483 nChanged 0 SP:Iteration 16F (596.809241 sec): 3 clusters Score: Raw -196032.811650 + Penalty 786.154167 = -195246.657483 nChanged 0 Score: Raw -13133382.825428 + Penalty 12696.520546 = -13120686.304882 Splitting cluster 11 changes total score from -13115835.646697 to -13120686.304882 So it's getting split into cluster 22. Trying to split cluster 12 (471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (599.490459 sec): 2 clusters Score: Raw -20952.115959 + Penalty 280.046043 = -20672.069915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (599.538686 sec): 3 clusters Score: Raw -20764.294141 + Penalty 560.092087 = -20204.202055 nChanged 171 SP:Iteration 1F (599.580996 sec): 3 clusters Score: Raw -20886.112962 + Penalty 560.092087 = -20326.020875 nChanged 31 SP:Iteration 2F (599.628726 sec): 3 clusters Score: Raw -20916.829897 + Penalty 560.092087 = -20356.737810 nChanged 18 SP:Iteration 3Q (599.664204 sec): 3 clusters Score: Raw -20935.908799 + Penalty 560.092087 = -20375.816712 nChanged 18 SP:Iteration 4Q (599.706310 sec): 3 clusters Score: Raw -20951.934433 + Penalty 560.092087 = -20391.842346 nChanged 14 SP:Iteration 5Q (599.750836 sec): 3 clusters Score: Raw -20964.904167 + Penalty 560.092087 = -20404.812080 nChanged 8 SP:Iteration 6Q (599.803513 sec): 3 clusters Score: Raw -20971.272849 + Penalty 560.092087 = -20411.180763 nChanged 4 SP:Iteration 7Q (599.838865 sec): 3 clusters Score: Raw -20972.958984 + Penalty 560.092087 = -20412.866897 nChanged 1 SP:Iteration 8Q (599.889622 sec): 3 clusters Score: Raw -20973.319244 + Penalty 560.092087 = -20413.227157 nChanged 3 SP:Iteration 9Q (599.921955 sec): 3 clusters Score: Raw -20975.751929 + Penalty 560.092087 = -20415.659842 nChanged 3 SP:Iteration 10Q (599.969662 sec): 3 clusters Score: Raw -20978.509183 + Penalty 560.092087 = -20418.417096 nChanged 2 SP:Iteration 11Q (600.014097 sec): 3 clusters Score: Raw -20980.949465 + Penalty 560.092087 = -20420.857379 nChanged 3 SP:Iteration 12Q (600.048619 sec): 3 clusters Score: Raw -20983.525709 + Penalty 560.092087 = -20423.433622 nChanged 3 SP:Iteration 13Q (600.085795 sec): 3 clusters Score: Raw -20984.696937 + Penalty 560.092087 = -20424.604850 nChanged 1 SP:Iteration 14Q (600.129440 sec): 3 clusters Score: Raw -20985.171559 + Penalty 560.092087 = -20425.079473 nChanged 0 SP:Iteration 15F (600.164968 sec): 3 clusters Score: Raw -20985.171559 + Penalty 560.092087 = -20425.079473 nChanged 0 Trying to split cluster 13 (2952 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (600.198796 sec): 2 clusters Score: Raw -122733.649714 + Penalty 363.555837 = -122370.093877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (600.244172 sec): 3 clusters Score: Raw -121018.942592 + Penalty 727.111675 = -120291.830917 nChanged 1265 SP:Iteration 1F (600.283740 sec): 3 clusters Score: Raw -121664.721844 + Penalty 727.111675 = -120937.610169 nChanged 228 SP:Iteration 2F (600.334102 sec): 3 clusters Score: Raw -121771.355465 + Penalty 727.111675 = -121044.243790 nChanged 186 SP:Iteration 3F (600.365027 sec): 3 clusters Score: Raw -121865.672264 + Penalty 727.111675 = -121138.560589 nChanged 154 SP:Iteration 4F (600.413446 sec): 3 clusters Score: Raw -121947.997783 + Penalty 727.111675 = -121220.886108 nChanged 151 SP:Iteration 5F (600.453160 sec): 3 clusters Score: Raw -122038.625143 + Penalty 727.111675 = -121311.513468 nChanged 151 SP:Iteration 6F (600.506238 sec): 3 clusters Score: Raw -122136.436036 + Penalty 727.111675 = -121409.324361 nChanged 153 SP:Iteration 7F (600.544276 sec): 3 clusters Score: Raw -122244.371932 + Penalty 727.111675 = -121517.260257 nChanged 138 SP:Iteration 8Q (600.592951 sec): 3 clusters Score: Raw -122338.784783 + Penalty 727.111675 = -121611.673108 nChanged 115 SP:Iteration 9Q (600.645033 sec): 3 clusters Score: Raw -122395.833618 + Penalty 727.111675 = -121668.721943 nChanged 89 SP:Iteration 10Q (600.685424 sec): 3 clusters Score: Raw -122435.041769 + Penalty 727.111675 = -121707.930094 nChanged 69 SP:Iteration 11Q (600.731241 sec): 3 clusters Score: Raw -122465.443964 + Penalty 727.111675 = -121738.332289 nChanged 52 SP:Iteration 12Q (600.776915 sec): 3 clusters Score: Raw -122482.840524 + Penalty 727.111675 = -121755.728849 nChanged 38 SP:Iteration 13Q (600.819209 sec): 3 clusters Score: Raw -122495.082227 + Penalty 727.111675 = -121767.970552 nChanged 34 SP:Iteration 14Q (600.871810 sec): 3 clusters Score: Raw -122503.046566 + Penalty 727.111675 = -121775.934891 nChanged 23 SP:Iteration 15Q (600.922050 sec): 3 clusters Score: Raw -122509.484556 + Penalty 727.111675 = -121782.372882 nChanged 16 SP:Iteration 16Q (600.962138 sec): 3 clusters Score: Raw -122512.125236 + Penalty 727.111675 = -121785.013561 nChanged 10 SP:Iteration 17Q (601.013261 sec): 3 clusters Score: Raw -122513.140563 + Penalty 727.111675 = -121786.028888 nChanged 6 SP:Iteration 18Q (601.050125 sec): 3 clusters Score: Raw -122513.885631 + Penalty 727.111675 = -121786.773956 nChanged 4 SP:Iteration 19Q (601.108777 sec): 3 clusters Score: Raw -122514.145478 + Penalty 727.111675 = -121787.033803 nChanged 2 SP:Iteration 20F (601.146477 sec): 3 clusters Score: Raw -122514.260750 + Penalty 727.111675 = -121787.149075 nChanged 1 SP:Iteration 21Q (601.189170 sec): 3 clusters Score: Raw -122514.386321 + Penalty 727.111675 = -121787.274646 nChanged 1 SP:Iteration 22Q (601.241966 sec): 3 clusters Score: Raw -122514.416749 + Penalty 727.111675 = -121787.305075 nChanged 0 SP:Iteration 23F (601.286047 sec): 3 clusters Score: Raw -122514.416749 + Penalty 727.111675 = -121787.305075 nChanged 0 Trying to split cluster 14 (5866 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (601.319369 sec): 2 clusters Score: Raw -221763.544433 + Penalty 394.800235 = -221368.744198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (601.366847 sec): 3 clusters Score: Raw -218257.707931 + Penalty 789.600471 = -217468.107460 nChanged 2674 SP:Iteration 1F (601.404647 sec): 3 clusters Score: Raw -220366.741195 + Penalty 789.600471 = -219577.140724 nChanged 691 SP:Iteration 2F (601.456448 sec): 3 clusters Score: Raw -221104.423708 + Penalty 789.600471 = -220314.823238 nChanged 583 SP:Iteration 3F (601.506273 sec): 3 clusters Score: Raw -221599.155330 + Penalty 789.600471 = -220809.554860 nChanged 375 SP:Iteration 4F (601.554318 sec): 3 clusters Score: Raw -221845.446971 + Penalty 789.600471 = -221055.846500 nChanged 246 SP:Iteration 5Q (601.615093 sec): 3 clusters Score: Raw -221975.099307 + Penalty 789.600471 = -221185.498836 nChanged 148 SP:Iteration 6Q (601.664217 sec): 3 clusters Score: Raw -222039.354005 + Penalty 789.600471 = -221249.753534 nChanged 111 SP:Iteration 7Q (601.711136 sec): 3 clusters Score: Raw -222078.966892 + Penalty 789.600471 = -221289.366421 nChanged 91 SP:Iteration 8Q (601.760736 sec): 3 clusters Score: Raw -222104.778232 + Penalty 789.600471 = -221315.177761 nChanged 78 SP:Iteration 9Q (601.804486 sec): 3 clusters Score: Raw -222128.590577 + Penalty 789.600471 = -221338.990106 nChanged 73 SP:Iteration 10Q (601.851274 sec): 3 clusters Score: Raw -222158.850879 + Penalty 789.600471 = -221369.250408 nChanged 76 SP:Iteration 11Q (601.897974 sec): 3 clusters Score: Raw -222196.122087 + Penalty 789.600471 = -221406.521616 nChanged 82 SP:Iteration 12Q (601.944933 sec): 3 clusters Score: Raw -222241.206148 + Penalty 789.600471 = -221451.605677 nChanged 97 SP:Iteration 13Q (602.000293 sec): 3 clusters Score: Raw -222296.979727 + Penalty 789.600471 = -221507.379257 nChanged 86 SP:Iteration 14Q (602.045377 sec): 3 clusters Score: Raw -222338.107116 + Penalty 789.600471 = -221548.506645 nChanged 68 SP:Iteration 15Q (602.093273 sec): 3 clusters Score: Raw -222371.879450 + Penalty 789.600471 = -221582.278979 nChanged 70 SP:Iteration 16Q (602.143806 sec): 3 clusters Score: Raw -222398.419437 + Penalty 789.600471 = -221608.818966 nChanged 45 SP:Iteration 17Q (602.198153 sec): 3 clusters Score: Raw -222415.439994 + Penalty 789.600471 = -221625.839524 nChanged 37 SP:Iteration 18Q (602.241437 sec): 3 clusters Score: Raw -222429.119133 + Penalty 789.600471 = -221639.518662 nChanged 24 SP:Iteration 19Q (602.286726 sec): 3 clusters Score: Raw -222437.340597 + Penalty 789.600471 = -221647.740126 nChanged 27 SP:Iteration 20F (602.317512 sec): 3 clusters Score: Raw -222443.405803 + Penalty 789.600471 = -221653.805333 nChanged 22 SP:Iteration 21Q (602.371600 sec): 3 clusters Score: Raw -222448.080937 + Penalty 789.600471 = -221658.480466 nChanged 16 SP:Iteration 22Q (602.430816 sec): 3 clusters Score: Raw -222451.736471 + Penalty 789.600471 = -221662.136000 nChanged 19 SP:Iteration 23Q (602.476998 sec): 3 clusters Score: Raw -222454.981728 + Penalty 789.600471 = -221665.381257 nChanged 12 SP:Iteration 24Q (602.532638 sec): 3 clusters Score: Raw -222456.318654 + Penalty 789.600471 = -221666.718184 nChanged 6 SP:Iteration 25Q (602.573394 sec): 3 clusters Score: Raw -222456.757922 + Penalty 789.600471 = -221667.157452 nChanged 3 SP:Iteration 26Q (602.627238 sec): 3 clusters Score: Raw -222457.135913 + Penalty 789.600471 = -221667.535442 nChanged 5 SP:Iteration 27Q (602.685881 sec): 3 clusters Score: Raw -222457.583807 + Penalty 789.600471 = -221667.983336 nChanged 2 SP:Iteration 28Q (602.739826 sec): 3 clusters Score: Raw -222457.691857 + Penalty 789.600471 = -221668.091386 nChanged 0 SP:Iteration 29F (602.781580 sec): 3 clusters Score: Raw -222457.691857 + Penalty 789.600471 = -221668.091386 nChanged 0 Score: Raw -13134076.972852 + Penalty 13273.635117 = -13120803.337735 Splitting cluster 14 changes total score from -13115835.646697 to -13120803.337735 So it's getting split into cluster 23. Trying to split cluster 15 (3080 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (605.670263 sec): 2 clusters Score: Raw -116659.057927 + Penalty 365.487162 = -116293.570765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (605.718285 sec): 3 clusters Score: Raw -114947.856377 + Penalty 730.974324 = -114216.882053 nChanged 1343 SP:Iteration 1F (605.763842 sec): 3 clusters Score: Raw -115916.991279 + Penalty 730.974324 = -115186.016955 nChanged 301 SP:Iteration 2F (605.810596 sec): 3 clusters Score: Raw -116356.229768 + Penalty 730.974324 = -115625.255444 nChanged 304 SP:Iteration 3F (605.854440 sec): 3 clusters Score: Raw -116943.047360 + Penalty 730.974324 = -116212.073036 nChanged 234 SP:Iteration 4F (605.900114 sec): 3 clusters Score: Raw -117321.762615 + Penalty 730.974324 = -116590.788291 nChanged 156 SP:Iteration 5F (605.947280 sec): 3 clusters Score: Raw -117455.393040 + Penalty 730.974324 = -116724.418716 nChanged 120 SP:Iteration 6Q (605.992191 sec): 3 clusters Score: Raw -117545.097985 + Penalty 730.974324 = -116814.123662 nChanged 77 SP:Iteration 7Q (606.036408 sec): 3 clusters Score: Raw -117602.430059 + Penalty 730.974324 = -116871.455735 nChanged 67 SP:Iteration 8Q (606.080008 sec): 3 clusters Score: Raw -117657.252556 + Penalty 730.974324 = -116926.278232 nChanged 70 SP:Iteration 9Q (606.123721 sec): 3 clusters Score: Raw -117710.505071 + Penalty 730.974324 = -116979.530748 nChanged 63 SP:Iteration 10Q (606.169576 sec): 3 clusters Score: Raw -117746.012442 + Penalty 730.974324 = -117015.038118 nChanged 55 SP:Iteration 11Q (606.225301 sec): 3 clusters Score: Raw -117775.849281 + Penalty 730.974324 = -117044.874958 nChanged 44 SP:Iteration 12Q (606.270922 sec): 3 clusters Score: Raw -117795.931719 + Penalty 730.974324 = -117064.957395 nChanged 38 SP:Iteration 13Q (606.311509 sec): 3 clusters Score: Raw -117812.851773 + Penalty 730.974324 = -117081.877449 nChanged 34 SP:Iteration 14Q (606.368998 sec): 3 clusters Score: Raw -117827.675090 + Penalty 730.974324 = -117096.700766 nChanged 30 SP:Iteration 15Q (606.415640 sec): 3 clusters Score: Raw -117839.436033 + Penalty 730.974324 = -117108.461709 nChanged 17 SP:Iteration 16Q (606.465386 sec): 3 clusters Score: Raw -117845.166809 + Penalty 730.974324 = -117114.192485 nChanged 9 SP:Iteration 17Q (606.509315 sec): 3 clusters Score: Raw -117847.768600 + Penalty 730.974324 = -117116.794277 nChanged 11 SP:Iteration 18Q (606.557219 sec): 3 clusters Score: Raw -117849.830951 + Penalty 730.974324 = -117118.856627 nChanged 7 SP:Iteration 19Q (606.608849 sec): 3 clusters Score: Raw -117851.417450 + Penalty 730.974324 = -117120.443127 nChanged 5 SP:Iteration 20F (606.658311 sec): 3 clusters Score: Raw -117852.615618 + Penalty 730.974324 = -117121.641294 nChanged 5 SP:Iteration 21Q (606.725512 sec): 3 clusters Score: Raw -117853.760687 + Penalty 730.974324 = -117122.786363 nChanged 4 SP:Iteration 22Q (606.768276 sec): 3 clusters Score: Raw -117854.026929 + Penalty 730.974324 = -117123.052605 nChanged 2 SP:Iteration 23Q (606.796028 sec): 3 clusters Score: Raw -117854.579444 + Penalty 730.974324 = -117123.605120 nChanged 0 SP:Iteration 24F (606.838545 sec): 3 clusters Score: Raw -117854.579444 + Penalty 730.974324 = -117123.605120 nChanged 0 Score: Raw -13135272.494369 + Penalty 13850.749687 = -13121421.744682 Splitting cluster 15 changes total score from -13115835.646697 to -13121421.744682 So it's getting split into cluster 24. Trying to split cluster 16 (3843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (609.794207 sec): 2 clusters Score: Raw -146854.382916 + Penalty 375.557391 = -146478.825525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (609.837934 sec): 3 clusters Score: Raw -144590.662996 + Penalty 751.114782 = -143839.548215 nChanged 1736 SP:Iteration 1F (609.883091 sec): 3 clusters Score: Raw -145714.504051 + Penalty 751.114782 = -144963.389269 nChanged 300 SP:Iteration 2F (609.938221 sec): 3 clusters Score: Raw -145880.840585 + Penalty 751.114782 = -145129.725804 nChanged 266 SP:Iteration 3F (609.978136 sec): 3 clusters Score: Raw -146036.671989 + Penalty 751.114782 = -145285.557207 nChanged 256 SP:Iteration 4F (610.026402 sec): 3 clusters Score: Raw -146217.051913 + Penalty 751.114782 = -145465.937132 nChanged 269 SP:Iteration 5F (610.080078 sec): 3 clusters Score: Raw -146434.173862 + Penalty 751.114782 = -145683.059080 nChanged 247 SP:Iteration 6F (610.126883 sec): 3 clusters Score: Raw -146630.455498 + Penalty 751.114782 = -145879.340716 nChanged 206 SP:Iteration 7F (610.172279 sec): 3 clusters Score: Raw -146775.732375 + Penalty 751.114782 = -146024.617594 nChanged 188 SP:Iteration 8Q (610.224633 sec): 3 clusters Score: Raw -146903.610617 + Penalty 751.114782 = -146152.495835 nChanged 178 SP:Iteration 9Q (610.266077 sec): 3 clusters Score: Raw -147028.504795 + Penalty 751.114782 = -146277.390013 nChanged 153 SP:Iteration 10Q (610.317863 sec): 3 clusters Score: Raw -147129.010077 + Penalty 751.114782 = -146377.895296 nChanged 147 SP:Iteration 11Q (610.351874 sec): 3 clusters Score: Raw -147229.398424 + Penalty 751.114782 = -146478.283642 nChanged 140 SP:Iteration 12Q (610.392295 sec): 3 clusters Score: Raw -147347.643024 + Penalty 751.114782 = -146596.528243 nChanged 150 SP:Iteration 13Q (610.449840 sec): 3 clusters Score: Raw -147498.685186 + Penalty 751.114782 = -146747.570404 nChanged 125 SP:Iteration 14Q (610.495667 sec): 3 clusters Score: Raw -147622.546975 + Penalty 751.114782 = -146871.432194 nChanged 96 SP:Iteration 15Q (610.546823 sec): 3 clusters Score: Raw -147709.027322 + Penalty 751.114782 = -146957.912540 nChanged 55 SP:Iteration 16Q (610.592648 sec): 3 clusters Score: Raw -147753.873491 + Penalty 751.114782 = -147002.758709 nChanged 37 SP:Iteration 17Q (610.645517 sec): 3 clusters Score: Raw -147774.048014 + Penalty 751.114782 = -147022.933232 nChanged 18 SP:Iteration 18Q (610.687576 sec): 3 clusters Score: Raw -147782.603835 + Penalty 751.114782 = -147031.489054 nChanged 10 SP:Iteration 19Q (610.731160 sec): 3 clusters Score: Raw -147786.651992 + Penalty 751.114782 = -147035.537210 nChanged 6 SP:Iteration 20F (610.769923 sec): 3 clusters Score: Raw -147798.160089 + Penalty 751.114782 = -147047.045308 nChanged 7 SP:Iteration 21Q (610.815401 sec): 3 clusters Score: Raw -147810.385489 + Penalty 751.114782 = -147059.270707 nChanged 14 SP:Iteration 22Q (610.861991 sec): 3 clusters Score: Raw -147838.448913 + Penalty 751.114782 = -147087.334131 nChanged 19 SP:Iteration 23Q (610.896727 sec): 3 clusters Score: Raw -147860.733318 + Penalty 751.114782 = -147109.618536 nChanged 16 SP:Iteration 24Q (610.945044 sec): 3 clusters Score: Raw -147878.298017 + Penalty 751.114782 = -147127.183236 nChanged 16 SP:Iteration 25Q (610.987236 sec): 3 clusters Score: Raw -147895.462768 + Penalty 751.114782 = -147144.347987 nChanged 15 SP:Iteration 26Q (611.032286 sec): 3 clusters Score: Raw -147912.606818 + Penalty 751.114782 = -147161.492037 nChanged 8 SP:Iteration 27Q (611.076822 sec): 3 clusters Score: Raw -147918.741952 + Penalty 751.114782 = -147167.627170 nChanged 5 SP:Iteration 28Q (611.111166 sec): 3 clusters Score: Raw -147920.661616 + Penalty 751.114782 = -147169.546834 nChanged 2 SP:Iteration 29Q (611.158271 sec): 3 clusters Score: Raw -147920.810053 + Penalty 751.114782 = -147169.695271 nChanged 0 SP:Iteration 30F (611.215129 sec): 3 clusters Score: Raw -147922.488040 + Penalty 751.114782 = -147171.373258 nChanged 1 SP:Iteration 31Q (611.259768 sec): 3 clusters Score: Raw -147923.341508 + Penalty 751.114782 = -147172.226726 nChanged 3 SP:Iteration 32Q (611.299452 sec): 3 clusters Score: Raw -147924.027180 + Penalty 751.114782 = -147172.912399 nChanged 1 SP:Iteration 33Q (611.336453 sec): 3 clusters Score: Raw -147924.502061 + Penalty 751.114782 = -147173.387280 nChanged 1 SP:Iteration 34Q (611.384774 sec): 3 clusters Score: Raw -147924.669760 + Penalty 751.114782 = -147173.554978 nChanged 2 SP:Iteration 35Q (611.428724 sec): 3 clusters Score: Raw -147925.341665 + Penalty 751.114782 = -147174.226883 nChanged 2 SP:Iteration 36Q (611.472567 sec): 3 clusters Score: Raw -147925.841291 + Penalty 751.114782 = -147174.726509 nChanged 1 SP:Iteration 37Q (611.522971 sec): 3 clusters Score: Raw -147925.980563 + Penalty 751.114782 = -147174.865781 nChanged 1 SP:Iteration 38Q (611.577203 sec): 3 clusters Score: Raw -147926.194507 + Penalty 751.114782 = -147175.079725 nChanged 0 SP:Iteration 39F (611.615602 sec): 3 clusters Score: Raw -147926.194507 + Penalty 751.114782 = -147175.079725 nChanged 0 Score: Raw -13136344.305960 + Penalty 14427.864257 = -13121916.441702 Splitting cluster 16 changes total score from -13115835.646697 to -13121916.441702 So it's getting split into cluster 25. Trying to split cluster 17 (16750 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (614.698685 sec): 2 clusters Score: Raw -682736.682647 + Penalty 442.539986 = -682294.142661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (614.750322 sec): 3 clusters Score: Raw -672017.571560 + Penalty 885.079972 = -671132.491589 nChanged 7952 SP:Iteration 1F (614.815005 sec): 3 clusters Score: Raw -676853.630591 + Penalty 885.079972 = -675968.550619 nChanged 1017 SP:Iteration 2F (614.880267 sec): 3 clusters Score: Raw -677394.312227 + Penalty 885.079972 = -676509.232255 nChanged 1090 SP:Iteration 3F (614.932826 sec): 3 clusters Score: Raw -678045.673887 + Penalty 885.079972 = -677160.593915 nChanged 1135 SP:Iteration 4F (614.996862 sec): 3 clusters Score: Raw -678838.776357 + Penalty 885.079972 = -677953.696386 nChanged 1146 SP:Iteration 5F (615.062870 sec): 3 clusters Score: Raw -679743.312985 + Penalty 885.079972 = -678858.233013 nChanged 1047 SP:Iteration 6F (615.113911 sec): 3 clusters Score: Raw -680620.865137 + Penalty 885.079972 = -679735.785165 nChanged 896 SP:Iteration 7F (615.184501 sec): 3 clusters Score: Raw -681270.703723 + Penalty 885.079972 = -680385.623751 nChanged 659 SP:Iteration 8Q (615.249016 sec): 3 clusters Score: Raw -681577.370953 + Penalty 885.079972 = -680692.290982 nChanged 426 SP:Iteration 9Q (615.312250 sec): 3 clusters Score: Raw -681724.464824 + Penalty 885.079972 = -680839.384852 nChanged 277 SP:Iteration 10Q (615.363124 sec): 3 clusters Score: Raw -681836.992978 + Penalty 885.079972 = -680951.913006 nChanged 242 SP:Iteration 11Q (615.433694 sec): 3 clusters Score: Raw -681933.937362 + Penalty 885.079972 = -681048.857390 nChanged 265 SP:Iteration 12Q (615.484108 sec): 3 clusters Score: Raw -682068.375519 + Penalty 885.079972 = -681183.295547 nChanged 271 SP:Iteration 13Q (615.541256 sec): 3 clusters Score: Raw -682196.401629 + Penalty 885.079972 = -681311.321657 nChanged 251 SP:Iteration 14Q (615.608827 sec): 3 clusters Score: Raw -682295.777495 + Penalty 885.079972 = -681410.697523 nChanged 231 SP:Iteration 15Q (615.657340 sec): 3 clusters Score: Raw -682368.145206 + Penalty 885.079972 = -681483.065234 nChanged 198 SP:Iteration 16Q (615.715325 sec): 3 clusters Score: Raw -682419.848843 + Penalty 885.079972 = -681534.768871 nChanged 190 SP:Iteration 17Q (615.780269 sec): 3 clusters Score: Raw -682468.813740 + Penalty 885.079972 = -681583.733768 nChanged 168 SP:Iteration 18Q (615.830544 sec): 3 clusters Score: Raw -682515.821847 + Penalty 885.079972 = -681630.741875 nChanged 159 SP:Iteration 19Q (615.896814 sec): 3 clusters Score: Raw -682562.213947 + Penalty 885.079972 = -681677.133975 nChanged 162 SP:Iteration 20F (615.948422 sec): 3 clusters Score: Raw -682609.185777 + Penalty 885.079972 = -681724.105805 nChanged 148 SP:Iteration 21Q (616.008251 sec): 3 clusters Score: Raw -682642.096518 + Penalty 885.079972 = -681757.016546 nChanged 136 SP:Iteration 22Q (616.070455 sec): 3 clusters Score: Raw -682672.913331 + Penalty 885.079972 = -681787.833359 nChanged 140 SP:Iteration 23Q (616.127755 sec): 3 clusters Score: Raw -682704.660688 + Penalty 885.079972 = -681819.580716 nChanged 119 SP:Iteration 24Q (616.177488 sec): 3 clusters Score: Raw -682724.437137 + Penalty 885.079972 = -681839.357166 nChanged 101 SP:Iteration 25Q (616.238646 sec): 3 clusters Score: Raw -682740.213958 + Penalty 885.079972 = -681855.133986 nChanged 101 SP:Iteration 26Q (616.294182 sec): 3 clusters Score: Raw -682755.811313 + Penalty 885.079972 = -681870.731341 nChanged 97 SP:Iteration 27Q (616.349965 sec): 3 clusters Score: Raw -682773.344398 + Penalty 885.079972 = -681888.264426 nChanged 95 SP:Iteration 28Q (616.410581 sec): 3 clusters Score: Raw -682788.473964 + Penalty 885.079972 = -681903.393992 nChanged 90 SP:Iteration 29Q (616.467945 sec): 3 clusters Score: Raw -682802.157587 + Penalty 885.079972 = -681917.077615 nChanged 87 SP:Iteration 30Q (616.530231 sec): 3 clusters Score: Raw -682815.694580 + Penalty 885.079972 = -681930.614608 nChanged 94 SP:Iteration 31Q (616.590287 sec): 3 clusters Score: Raw -682831.236739 + Penalty 885.079972 = -681946.156767 nChanged 97 SP:Iteration 32Q (616.655166 sec): 3 clusters Score: Raw -682848.213684 + Penalty 885.079972 = -681963.133712 nChanged 86 SP:Iteration 33Q (616.717246 sec): 3 clusters Score: Raw -682862.398284 + Penalty 885.079972 = -681977.318312 nChanged 76 SP:Iteration 34Q (616.770388 sec): 3 clusters Score: Raw -682872.674739 + Penalty 885.079972 = -681987.594767 nChanged 68 SP:Iteration 35Q (616.836453 sec): 3 clusters Score: Raw -682881.470269 + Penalty 885.079972 = -681996.390297 nChanged 81 SP:Iteration 36Q (616.888611 sec): 3 clusters Score: Raw -682891.660097 + Penalty 885.079972 = -682006.580125 nChanged 74 SP:Iteration 37Q (616.938335 sec): 3 clusters Score: Raw -682899.650534 + Penalty 885.079972 = -682014.570562 nChanged 63 SP:Iteration 38Q (616.999171 sec): 3 clusters Score: Raw -682907.515922 + Penalty 885.079972 = -682022.435950 nChanged 64 SP:Iteration 39Q (617.054504 sec): 3 clusters Score: Raw -682917.073157 + Penalty 885.079972 = -682031.993185 nChanged 70 SP:Iteration 40F (617.121360 sec): 3 clusters Score: Raw -682927.795976 + Penalty 885.079972 = -682042.716005 nChanged 64 SP:Iteration 41Q (617.170834 sec): 3 clusters Score: Raw -682937.767071 + Penalty 885.079972 = -682052.687099 nChanged 54 SP:Iteration 42Q (617.228287 sec): 3 clusters Score: Raw -682945.321859 + Penalty 885.079972 = -682060.241887 nChanged 46 SP:Iteration 43Q (617.282763 sec): 3 clusters Score: Raw -682951.350075 + Penalty 885.079972 = -682066.270103 nChanged 34 SP:Iteration 44Q (617.351895 sec): 3 clusters Score: Raw -682955.138251 + Penalty 885.079972 = -682070.058279 nChanged 32 SP:Iteration 45Q (617.412822 sec): 3 clusters Score: Raw -682959.282816 + Penalty 885.079972 = -682074.202844 nChanged 31 SP:Iteration 46Q (617.470401 sec): 3 clusters Score: Raw -682962.456364 + Penalty 885.079972 = -682077.376392 nChanged 33 SP:Iteration 47Q (617.519613 sec): 3 clusters Score: Raw -682965.868525 + Penalty 885.079972 = -682080.788553 nChanged 29 SP:Iteration 48Q (617.578203 sec): 3 clusters Score: Raw -682968.302730 + Penalty 885.079972 = -682083.222758 nChanged 25 SP:Iteration 49Q (617.642820 sec): 3 clusters Score: Raw -682970.163805 + Penalty 885.079972 = -682085.083833 nChanged 22 SP:Iteration 50Q (617.693072 sec): 3 clusters Score: Raw -682971.290000 + Penalty 885.079972 = -682086.210029 nChanged 14 SP:Iteration 51Q (617.754832 sec): 3 clusters Score: Raw -682971.972595 + Penalty 885.079972 = -682086.892623 nChanged 14 SP:Iteration 52Q (617.815418 sec): 3 clusters Score: Raw -682972.688499 + Penalty 885.079972 = -682087.608528 nChanged 14 SP:Iteration 53Q (617.864912 sec): 3 clusters Score: Raw -682973.423286 + Penalty 885.079972 = -682088.343314 nChanged 7 SP:Iteration 54Q (617.920190 sec): 3 clusters Score: Raw -682973.845217 + Penalty 885.079972 = -682088.765245 nChanged 11 SP:Iteration 55Q (617.986588 sec): 3 clusters Score: Raw -682975.009823 + Penalty 885.079972 = -682089.929851 nChanged 16 SP:Iteration 56Q (618.049677 sec): 3 clusters Score: Raw -682976.478991 + Penalty 885.079972 = -682091.399020 nChanged 19 SP:Iteration 57Q (618.107769 sec): 3 clusters Score: Raw -682977.568120 + Penalty 885.079972 = -682092.488148 nChanged 21 SP:Iteration 58Q (618.161321 sec): 3 clusters Score: Raw -682979.638384 + Penalty 885.079972 = -682094.558412 nChanged 26 SP:Iteration 59Q (618.223411 sec): 3 clusters Score: Raw -682981.568841 + Penalty 885.079972 = -682096.488869 nChanged 17 SP:Iteration 60F (618.292616 sec): 3 clusters Score: Raw -682982.741218 + Penalty 885.079972 = -682097.661246 nChanged 17 SP:Iteration 61Q (618.351097 sec): 3 clusters Score: Raw -682983.766004 + Penalty 885.079972 = -682098.686032 nChanged 17 SP:Iteration 62Q (618.402997 sec): 3 clusters Score: Raw -682985.090051 + Penalty 885.079972 = -682100.010079 nChanged 18 SP:Iteration 63Q (618.462773 sec): 3 clusters Score: Raw -682987.112152 + Penalty 885.079972 = -682102.032180 nChanged 24 SP:Iteration 64Q (618.520982 sec): 3 clusters Score: Raw -682989.551951 + Penalty 885.079972 = -682104.471979 nChanged 19 SP:Iteration 65Q (618.586507 sec): 3 clusters Score: Raw -682990.871533 + Penalty 885.079972 = -682105.791561 nChanged 14 SP:Iteration 66Q (618.635859 sec): 3 clusters Score: Raw -682992.290653 + Penalty 885.079972 = -682107.210681 nChanged 20 SP:Iteration 67Q (618.704252 sec): 3 clusters Score: Raw -682993.661058 + Penalty 885.079972 = -682108.581086 nChanged 16 SP:Iteration 68Q (618.763043 sec): 3 clusters Score: Raw -682994.925964 + Penalty 885.079972 = -682109.845992 nChanged 23 SP:Iteration 69Q (618.812621 sec): 3 clusters Score: Raw -682996.575246 + Penalty 885.079972 = -682111.495274 nChanged 22 SP:Iteration 70Q (618.863043 sec): 3 clusters Score: Raw -682997.990372 + Penalty 885.079972 = -682112.910400 nChanged 17 SP:Iteration 71Q (618.919479 sec): 3 clusters Score: Raw -682999.184370 + Penalty 885.079972 = -682114.104398 nChanged 18 SP:Iteration 72Q (618.981347 sec): 3 clusters Score: Raw -683001.285898 + Penalty 885.079972 = -682116.205927 nChanged 22 SP:Iteration 73Q (619.033198 sec): 3 clusters Score: Raw -683003.321799 + Penalty 885.079972 = -682118.241827 nChanged 14 SP:Iteration 74Q (619.099266 sec): 3 clusters Score: Raw -683004.542774 + Penalty 885.079972 = -682119.462802 nChanged 19 SP:Iteration 75Q (619.156934 sec): 3 clusters Score: Raw -683005.496694 + Penalty 885.079972 = -682120.416722 nChanged 16 SP:Iteration 76Q (619.199814 sec): 3 clusters Score: Raw -683006.232697 + Penalty 885.079972 = -682121.152725 nChanged 11 SP:Iteration 77Q (619.256316 sec): 3 clusters Score: Raw -683006.821304 + Penalty 885.079972 = -682121.741332 nChanged 10 SP:Iteration 78Q (619.309342 sec): 3 clusters Score: Raw -683007.501043 + Penalty 885.079972 = -682122.421071 nChanged 12 SP:Iteration 79Q (619.375304 sec): 3 clusters Score: Raw -683008.187735 + Penalty 885.079972 = -682123.107763 nChanged 9 SP:Iteration 80F (619.439418 sec): 3 clusters Score: Raw -683008.710761 + Penalty 885.079972 = -682123.630789 nChanged 12 SP:Iteration 81Q (619.502181 sec): 3 clusters Score: Raw -683009.379273 + Penalty 885.079972 = -682124.299301 nChanged 6 SP:Iteration 82Q (619.558352 sec): 3 clusters Score: Raw -683009.745189 + Penalty 885.079972 = -682124.665217 nChanged 5 SP:Iteration 83Q (619.624997 sec): 3 clusters Score: Raw -683010.254588 + Penalty 885.079972 = -682125.174616 nChanged 11 SP:Iteration 84Q (619.677272 sec): 3 clusters Score: Raw -683011.008687 + Penalty 885.079972 = -682125.928715 nChanged 9 SP:Iteration 85Q (619.741496 sec): 3 clusters Score: Raw -683011.834874 + Penalty 885.079972 = -682126.754902 nChanged 7 SP:Iteration 86Q (619.787580 sec): 3 clusters Score: Raw -683012.269477 + Penalty 885.079972 = -682127.189505 nChanged 6 SP:Iteration 87Q (619.845650 sec): 3 clusters Score: Raw -683012.598369 + Penalty 885.079972 = -682127.518397 nChanged 5 SP:Iteration 88Q (619.896486 sec): 3 clusters Score: Raw -683012.930996 + Penalty 885.079972 = -682127.851024 nChanged 4 SP:Iteration 89Q (619.962193 sec): 3 clusters Score: Raw -683013.040707 + Penalty 885.079972 = -682127.960736 nChanged 3 SP:Iteration 90Q (620.009945 sec): 3 clusters Score: Raw -683013.181963 + Penalty 885.079972 = -682128.101991 nChanged 5 SP:Iteration 91Q (620.065463 sec): 3 clusters Score: Raw -683013.332388 + Penalty 885.079972 = -682128.252416 nChanged 0 SP:Iteration 92F (620.116867 sec): 3 clusters Score: Raw -683013.332388 + Penalty 885.079972 = -682128.252416 nChanged 0 Trying to split cluster 18 (3357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (620.145951 sec): 2 clusters Score: Raw -150233.326791 + Penalty 369.405536 = -149863.921255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (620.178137 sec): 3 clusters Score: Raw -148307.074210 + Penalty 738.811073 = -147568.263137 nChanged 1495 SP:Iteration 1F (620.223582 sec): 3 clusters Score: Raw -149180.720446 + Penalty 738.811073 = -148441.909373 nChanged 247 SP:Iteration 2F (620.256762 sec): 3 clusters Score: Raw -149342.458779 + Penalty 738.811073 = -148603.647706 nChanged 226 SP:Iteration 3F (620.302064 sec): 3 clusters Score: Raw -149530.214338 + Penalty 738.811073 = -148791.403266 nChanged 221 SP:Iteration 4F (620.348618 sec): 3 clusters Score: Raw -149663.567711 + Penalty 738.811073 = -148924.756638 nChanged 220 SP:Iteration 5F (620.406136 sec): 3 clusters Score: Raw -149817.454225 + Penalty 738.811073 = -149078.643152 nChanged 227 SP:Iteration 6F (620.454618 sec): 3 clusters Score: Raw -150004.106563 + Penalty 738.811073 = -149265.295490 nChanged 209 SP:Iteration 7F (620.507153 sec): 3 clusters Score: Raw -150177.735745 + Penalty 738.811073 = -149438.924672 nChanged 159 SP:Iteration 8Q (620.548471 sec): 3 clusters Score: Raw -150318.541976 + Penalty 738.811073 = -149579.730903 nChanged 118 SP:Iteration 9Q (620.607068 sec): 3 clusters Score: Raw -150410.486107 + Penalty 738.811073 = -149671.675034 nChanged 86 SP:Iteration 10Q (620.647333 sec): 3 clusters Score: Raw -150476.673341 + Penalty 738.811073 = -149737.862268 nChanged 57 SP:Iteration 11Q (620.706354 sec): 3 clusters Score: Raw -150515.025435 + Penalty 738.811073 = -149776.214362 nChanged 38 SP:Iteration 12Q (620.761025 sec): 3 clusters Score: Raw -150539.871179 + Penalty 738.811073 = -149801.060106 nChanged 31 SP:Iteration 13Q (620.814861 sec): 3 clusters Score: Raw -150554.264238 + Penalty 738.811073 = -149815.453165 nChanged 23 SP:Iteration 14Q (620.853986 sec): 3 clusters Score: Raw -150563.139308 + Penalty 738.811073 = -149824.328235 nChanged 14 SP:Iteration 15Q (620.908345 sec): 3 clusters Score: Raw -150567.924314 + Penalty 738.811073 = -149829.113241 nChanged 13 SP:Iteration 16Q (620.966970 sec): 3 clusters Score: Raw -150573.736435 + Penalty 738.811073 = -149834.925362 nChanged 7 SP:Iteration 17Q (621.018766 sec): 3 clusters Score: Raw -150577.859388 + Penalty 738.811073 = -149839.048315 nChanged 8 SP:Iteration 18Q (621.065876 sec): 3 clusters Score: Raw -150580.357019 + Penalty 738.811073 = -149841.545946 nChanged 6 SP:Iteration 19Q (621.120994 sec): 3 clusters Score: Raw -150581.364747 + Penalty 738.811073 = -149842.553674 nChanged 0 SP:Iteration 20F (621.166242 sec): 3 clusters Score: Raw -150581.364747 + Penalty 738.811073 = -149842.553674 nChanged 0 Trying to split cluster 19 (11196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (621.203533 sec): 2 clusters Score: Raw -495423.539040 + Penalty 424.210689 = -494999.328351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (621.260034 sec): 3 clusters Score: Raw -488346.839349 + Penalty 848.421378 = -487498.417971 nChanged 5290 SP:Iteration 1F (621.312650 sec): 3 clusters Score: Raw -491592.429843 + Penalty 848.421378 = -490744.008465 nChanged 965 SP:Iteration 2F (621.373107 sec): 3 clusters Score: Raw -492333.869626 + Penalty 848.421378 = -491485.448247 nChanged 1109 SP:Iteration 3F (621.422659 sec): 3 clusters Score: Raw -493373.230711 + Penalty 848.421378 = -492524.809332 nChanged 994 SP:Iteration 4F (621.478107 sec): 3 clusters Score: Raw -494430.598847 + Penalty 848.421378 = -493582.177468 nChanged 607 SP:Iteration 5F (621.541063 sec): 3 clusters Score: Raw -495067.550852 + Penalty 848.421378 = -494219.129474 nChanged 257 SP:Iteration 6Q (621.588399 sec): 3 clusters Score: Raw -495305.390207 + Penalty 848.421378 = -494456.968829 nChanged 129 SP:Iteration 7Q (621.645605 sec): 3 clusters Score: Raw -495411.964990 + Penalty 848.421378 = -494563.543611 nChanged 63 SP:Iteration 8Q (621.711441 sec): 3 clusters Score: Raw -495457.198194 + Penalty 848.421378 = -494608.776816 nChanged 34 SP:Iteration 9Q (621.762168 sec): 3 clusters Score: Raw -495478.359571 + Penalty 848.421378 = -494629.938192 nChanged 14 SP:Iteration 10Q (621.820056 sec): 3 clusters Score: Raw -495485.294884 + Penalty 848.421378 = -494636.873505 nChanged 9 SP:Iteration 11Q (621.869158 sec): 3 clusters Score: Raw -495489.095661 + Penalty 848.421378 = -494640.674283 nChanged 8 SP:Iteration 12Q (621.918757 sec): 3 clusters Score: Raw -495493.785958 + Penalty 848.421378 = -494645.364579 nChanged 4 SP:Iteration 13Q (621.970289 sec): 3 clusters Score: Raw -495496.228250 + Penalty 848.421378 = -494647.806871 nChanged 4 SP:Iteration 14Q (622.026346 sec): 3 clusters Score: Raw -495499.193971 + Penalty 848.421378 = -494650.772593 nChanged 4 SP:Iteration 15Q (622.066311 sec): 3 clusters Score: Raw -495501.649813 + Penalty 848.421378 = -494653.228435 nChanged 3 SP:Iteration 16Q (622.124627 sec): 3 clusters Score: Raw -495502.587042 + Penalty 848.421378 = -494654.165663 nChanged 1 SP:Iteration 17Q (622.175421 sec): 3 clusters Score: Raw -495503.354159 + Penalty 848.421378 = -494654.932780 nChanged 1 SP:Iteration 18Q (622.225308 sec): 3 clusters Score: Raw -495503.686371 + Penalty 848.421378 = -494655.264992 nChanged 0 SP:Iteration 19F (622.281814 sec): 3 clusters Score: Raw -495503.686371 + Penalty 848.421378 = -494655.264992 nChanged 0 Trying to split cluster 20 (81385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (622.370112 sec): 2 clusters Score: Raw -3560937.132314 + Penalty 514.466055 = -3560422.666259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (622.496128 sec): 3 clusters Score: Raw -3506470.728489 + Penalty 1028.932110 = -3505441.796379 nChanged 39737 SP:Iteration 1F (622.617883 sec): 3 clusters Score: Raw -3532197.581389 + Penalty 1028.932110 = -3531168.649280 nChanged 5847 SP:Iteration 2F (622.737573 sec): 3 clusters Score: Raw -3535939.594690 + Penalty 1028.932110 = -3534910.662580 nChanged 7096 SP:Iteration 3F (622.856017 sec): 3 clusters Score: Raw -3541586.409446 + Penalty 1028.932110 = -3540557.477336 nChanged 7319 SP:Iteration 4F (622.972397 sec): 3 clusters Score: Raw -3548075.977827 + Penalty 1028.932110 = -3547047.045718 nChanged 5871 SP:Iteration 5F (623.096846 sec): 3 clusters Score: Raw -3553297.368706 + Penalty 1028.932110 = -3552268.436596 nChanged 4031 SP:Iteration 6Q (623.223534 sec): 3 clusters Score: Raw -3556815.042165 + Penalty 1028.932110 = -3555786.110056 nChanged 2469 SP:Iteration 7Q (623.349142 sec): 3 clusters Score: Raw -3558892.565152 + Penalty 1028.932110 = -3557863.633042 nChanged 1415 SP:Iteration 8Q (623.456161 sec): 3 clusters Score: Raw -3560052.663453 + Penalty 1028.932110 = -3559023.731343 nChanged 727 SP:Iteration 9Q (623.583664 sec): 3 clusters Score: Raw -3560649.443645 + Penalty 1028.932110 = -3559620.511535 nChanged 314 SP:Iteration 10Q (623.703931 sec): 3 clusters Score: Raw -3560946.604068 + Penalty 1028.932110 = -3559917.671959 nChanged 116 SP:Iteration 11Q (623.819734 sec): 3 clusters Score: Raw -3561099.277041 + Penalty 1028.932110 = -3560070.344931 nChanged 64 SP:Iteration 12Q (623.932610 sec): 3 clusters Score: Raw -3561198.395953 + Penalty 1028.932110 = -3560169.463844 nChanged 67 SP:Iteration 13Q (624.036810 sec): 3 clusters Score: Raw -3561266.500141 + Penalty 1028.932110 = -3560237.568031 nChanged 48 SP:Iteration 14Q (624.144594 sec): 3 clusters Score: Raw -3561292.767099 + Penalty 1028.932110 = -3560263.834989 nChanged 44 SP:Iteration 15Q (624.252890 sec): 3 clusters Score: Raw -3561313.283014 + Penalty 1028.932110 = -3560284.350904 nChanged 30 SP:Iteration 16Q (624.362363 sec): 3 clusters Score: Raw -3561324.956847 + Penalty 1028.932110 = -3560296.024737 nChanged 23 SP:Iteration 17Q (624.478900 sec): 3 clusters Score: Raw -3561332.554105 + Penalty 1028.932110 = -3560303.621995 nChanged 20 SP:Iteration 18Q (624.583522 sec): 3 clusters Score: Raw -3561342.416681 + Penalty 1028.932110 = -3560313.484571 nChanged 20 SP:Iteration 19Q (624.695287 sec): 3 clusters Score: Raw -3561349.786790 + Penalty 1028.932110 = -3560320.854680 nChanged 13 SP:Iteration 20F (624.814186 sec): 3 clusters Score: Raw -3561353.565648 + Penalty 1028.932110 = -3560324.633538 nChanged 9 SP:Iteration 21Q (624.925035 sec): 3 clusters Score: Raw -3561356.008201 + Penalty 1028.932110 = -3560327.076092 nChanged 6 SP:Iteration 22Q (625.032571 sec): 3 clusters Score: Raw -3561356.818160 + Penalty 1028.932110 = -3560327.886051 nChanged 6 SP:Iteration 23Q (625.144088 sec): 3 clusters Score: Raw -3561358.104040 + Penalty 1028.932110 = -3560329.171930 nChanged 5 SP:Iteration 24Q (625.255693 sec): 3 clusters Score: Raw -3561358.996691 + Penalty 1028.932110 = -3560330.064581 nChanged 3 SP:Iteration 25Q (625.364719 sec): 3 clusters Score: Raw -3561359.318839 + Penalty 1028.932110 = -3560330.386729 nChanged 2 SP:Iteration 26Q (625.479257 sec): 3 clusters Score: Raw -3561359.420635 + Penalty 1028.932110 = -3560330.488526 nChanged 1 SP:Iteration 27Q (625.587081 sec): 3 clusters Score: Raw -3561359.494431 + Penalty 1028.932110 = -3560330.562321 nChanged 1 SP:Iteration 28Q (625.697587 sec): 3 clusters Score: Raw -3561359.673079 + Penalty 1028.932110 = -3560330.740969 nChanged 0 SP:Iteration 29F (625.815938 sec): 3 clusters Score: Raw -3561359.673079 + Penalty 1028.932110 = -3560330.740969 nChanged 0 Iteration 20F (628.889647 sec): 26 clusters Score: Raw -13140175.228159 + Penalty 14427.864257 = -13125747.363902 nChanged 5560 Iteration 21Q (630.924996 sec): 26 clusters Score: Raw -13142453.182668 + Penalty 14427.864257 = -13128025.318411 nChanged 3162 Iteration 22Q (632.857832 sec): 26 clusters Score: Raw -13143759.513398 + Penalty 14427.864257 = -13129331.649141 nChanged 2550 Iteration 23Q (634.793256 sec): 26 clusters Score: Raw -13144794.094544 + Penalty 14427.864257 = -13130366.230287 nChanged 2259 Iteration 24Q (636.710719 sec): 26 clusters Score: Raw -13145749.692110 + Penalty 14427.864257 = -13131321.827852 nChanged 2090 Iteration 25Q (638.728602 sec): 26 clusters Score: Raw -13146636.020961 + Penalty 14427.864257 = -13132208.156703 nChanged 1930 Iteration 26Q (640.746729 sec): 26 clusters Score: Raw -13147455.985845 + Penalty 14427.864257 = -13133028.121588 nChanged 1705 Iteration 27Q (642.790595 sec): 26 clusters Score: Raw -13148200.895817 + Penalty 14427.864257 = -13133773.031560 nChanged 1505 Iteration 28Q (644.809012 sec): 26 clusters Score: Raw -13148733.257074 + Penalty 14427.864257 = -13134305.392817 nChanged 1410 Iteration 29Q (646.729322 sec): 26 clusters Score: Raw -13149123.270037 + Penalty 14427.864257 = -13134695.405780 nChanged 1176 Iteration 30Q (648.766841 sec): 26 clusters Score: Raw -13149444.787734 + Penalty 14427.864257 = -13135016.923477 nChanged 965 Iteration 31Q (650.833680 sec): 26 clusters Score: Raw -13149803.746476 + Penalty 14427.864257 = -13135375.882219 nChanged 830 Iteration 32Q (652.791244 sec): 26 clusters Score: Raw -13150151.125756 + Penalty 14427.864257 = -13135723.261499 nChanged 756 Iteration 33Q (654.814295 sec): 26 clusters Score: Raw -13150366.457793 + Penalty 14427.864257 = -13135938.593536 nChanged 662 Iteration 34Q (656.754601 sec): 26 clusters Score: Raw -13150514.623600 + Penalty 14427.864257 = -13136086.759343 nChanged 561 Iteration 35Q (658.902253 sec): 26 clusters Score: Raw -13150640.214968 + Penalty 14427.864257 = -13136212.350711 nChanged 464 Iteration 36Q (660.964810 sec): 26 clusters Score: Raw -13150717.262073 + Penalty 14427.864257 = -13136289.397816 nChanged 402 Iteration 37Q (662.931065 sec): 26 clusters Score: Raw -13150777.883167 + Penalty 14427.864257 = -13136350.018910 nChanged 375 Iteration 38Q (664.997070 sec): 26 clusters Score: Raw -13150821.708178 + Penalty 14427.864257 = -13136393.843921 nChanged 352 Iteration 39Q (667.128727 sec): 26 clusters Score: Raw -13150858.235583 + Penalty 14427.864257 = -13136430.371326 nChanged 299 Iteration 40F (670.258331 sec): 26 clusters Score: Raw -13151275.873898 + Penalty 14427.864257 = -13136848.009640 nChanged 671 Iteration 41Q (672.352217 sec): 26 clusters Score: Raw -13151548.818137 + Penalty 14427.864257 = -13137120.953879 nChanged 757 Iteration 42Q (674.454690 sec): 26 clusters Score: Raw -13151754.600986 + Penalty 14427.864257 = -13137326.736729 nChanged 758 Iteration 43Q (676.582458 sec): 26 clusters Score: Raw -13151925.663010 + Penalty 14427.864257 = -13137497.798753 nChanged 703 Iteration 44Q (678.706568 sec): 26 clusters Score: Raw -13152062.246632 + Penalty 14427.864257 = -13137634.382375 nChanged 597 Iteration 45Q (680.830197 sec): 26 clusters Score: Raw -13152166.569111 + Penalty 14427.864257 = -13137738.704854 nChanged 532 Iteration 46Q (682.905586 sec): 26 clusters Score: Raw -13152252.876264 + Penalty 14427.864257 = -13137825.012007 nChanged 504 Iteration 47Q (685.020525 sec): 26 clusters Score: Raw -13152315.756540 + Penalty 14427.864257 = -13137887.892283 nChanged 448 Iteration 48Q (686.985908 sec): 26 clusters Score: Raw -13152371.093139 + Penalty 14427.864257 = -13137943.228882 nChanged 387 Iteration 49Q (689.013497 sec): 26 clusters Score: Raw -13152419.123441 + Penalty 14427.864257 = -13137991.259184 nChanged 402 Iteration 50Q (691.051706 sec): 26 clusters Score: Raw -13152470.947250 + Penalty 14427.864257 = -13138043.082993 nChanged 369 Iteration 51Q (692.732391 sec): 26 clusters Score: Raw -13152520.450114 + Penalty 14427.864257 = -13138092.585857 nChanged 321 Iteration 52Q (694.397008 sec): 26 clusters Score: Raw -13152562.509791 + Penalty 14427.864257 = -13138134.645534 nChanged 307 Iteration 53Q (696.280902 sec): 26 clusters Score: Raw -13152597.158377 + Penalty 14427.864257 = -13138169.294120 nChanged 275 Iteration 54Q (698.115602 sec): 26 clusters Score: Raw -13152620.355440 + Penalty 14427.864257 = -13138192.491183 nChanged 221 Iteration 55Q (700.001928 sec): 26 clusters Score: Raw -13152636.371156 + Penalty 14427.864257 = -13138208.506899 nChanged 188 Iteration 56Q (701.843259 sec): 26 clusters Score: Raw -13152651.324311 + Penalty 14427.864257 = -13138223.460054 nChanged 177 Iteration 57Q (703.655338 sec): 26 clusters Score: Raw -13152668.070116 + Penalty 14427.864257 = -13138240.205859 nChanged 185 Iteration 58Q (705.619866 sec): 26 clusters Score: Raw -13152683.252786 + Penalty 14427.864257 = -13138255.388529 nChanged 157 Writing temp clu file Because OldScore, -13138240.205859, is greater than current (better) Score,-13138255.388529 Compute initial score before splitting: Score: Raw -13152683.252786 + Penalty 14427.864257 = -13138255.388529 Trying to split cluster 1 (9900 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (705.741892 sec): 2 clusters Score: Raw -432448.163573 + Penalty 418.613197 = -432029.550376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (705.803026 sec): 3 clusters Score: Raw -426260.311495 + Penalty 837.226393 = -425423.085102 nChanged 4658 SP:Iteration 1F (705.855839 sec): 3 clusters Score: Raw -428903.471688 + Penalty 837.226393 = -428066.245295 nChanged 482 SP:Iteration 2Q (705.919079 sec): 3 clusters Score: Raw -429078.219997 + Penalty 837.226393 = -428240.993604 nChanged 431 SP:Iteration 3Q (705.971372 sec): 3 clusters Score: Raw -429272.275178 + Penalty 837.226393 = -428435.048785 nChanged 416 SP:Iteration 4Q (706.021598 sec): 3 clusters Score: Raw -429496.986593 + Penalty 837.226393 = -428659.760200 nChanged 483 SP:Iteration 5Q (706.080576 sec): 3 clusters Score: Raw -429784.798812 + Penalty 837.226393 = -428947.572419 nChanged 523 SP:Iteration 6F (706.134156 sec): 3 clusters Score: Raw -430138.443994 + Penalty 837.226393 = -429301.217600 nChanged 523 SP:Iteration 7F (706.196907 sec): 3 clusters Score: Raw -430483.474719 + Penalty 837.226393 = -429646.248326 nChanged 513 SP:Iteration 8F (706.256190 sec): 3 clusters Score: Raw -430801.295358 + Penalty 837.226393 = -429964.068964 nChanged 437 SP:Iteration 9Q (706.314038 sec): 3 clusters Score: Raw -431046.602422 + Penalty 837.226393 = -430209.376029 nChanged 360 SP:Iteration 10Q (706.373068 sec): 3 clusters Score: Raw -431241.412500 + Penalty 837.226393 = -430404.186107 nChanged 321 SP:Iteration 11Q (706.417355 sec): 3 clusters Score: Raw -431426.826294 + Penalty 837.226393 = -430589.599900 nChanged 300 SP:Iteration 12Q (706.465706 sec): 3 clusters Score: Raw -431612.025637 + Penalty 837.226393 = -430774.799244 nChanged 268 SP:Iteration 13Q (706.526886 sec): 3 clusters Score: Raw -431777.791966 + Penalty 837.226393 = -430940.565573 nChanged 225 SP:Iteration 14Q (706.577711 sec): 3 clusters Score: Raw -431915.726019 + Penalty 837.226393 = -431078.499626 nChanged 219 SP:Iteration 15Q (706.628333 sec): 3 clusters Score: Raw -432064.543133 + Penalty 837.226393 = -431227.316739 nChanged 167 SP:Iteration 16Q (706.678758 sec): 3 clusters Score: Raw -432179.989484 + Penalty 837.226393 = -431342.763090 nChanged 145 SP:Iteration 17Q (706.735597 sec): 3 clusters Score: Raw -432290.621369 + Penalty 837.226393 = -431453.394976 nChanged 104 SP:Iteration 18Q (706.782892 sec): 3 clusters Score: Raw -432368.632442 + Penalty 837.226393 = -431531.406049 nChanged 71 SP:Iteration 19Q (706.826692 sec): 3 clusters Score: Raw -432428.617542 + Penalty 837.226393 = -431591.391148 nChanged 51 SP:Iteration 20F (706.881924 sec): 3 clusters Score: Raw -432464.089373 + Penalty 837.226393 = -431626.862980 nChanged 27 SP:Iteration 21Q (706.938175 sec): 3 clusters Score: Raw -432482.157707 + Penalty 837.226393 = -431644.931314 nChanged 11 SP:Iteration 22Q (706.989851 sec): 3 clusters Score: Raw -432490.725674 + Penalty 837.226393 = -431653.499281 nChanged 11 SP:Iteration 23Q (707.043719 sec): 3 clusters Score: Raw -432503.123778 + Penalty 837.226393 = -431665.897384 nChanged 4 SP:Iteration 24Q (707.083347 sec): 3 clusters Score: Raw -432507.797541 + Penalty 837.226393 = -431670.571148 nChanged 4 SP:Iteration 25Q (707.141622 sec): 3 clusters Score: Raw -432511.627611 + Penalty 837.226393 = -431674.401217 nChanged 3 SP:Iteration 26Q (707.194439 sec): 3 clusters Score: Raw -432513.442212 + Penalty 837.226393 = -431676.215818 nChanged 1 SP:Iteration 27Q (707.253533 sec): 3 clusters Score: Raw -432514.574291 + Penalty 837.226393 = -431677.347897 nChanged 0 SP:Iteration 28F (707.307356 sec): 3 clusters Score: Raw -432514.574291 + Penalty 837.226393 = -431677.347897 nChanged 0 Trying to split cluster 2 (2105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (707.331591 sec): 2 clusters Score: Raw -97535.403659 + Penalty 348.169219 = -97187.234440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (707.372765 sec): 3 clusters Score: Raw -96393.746933 + Penalty 696.338438 = -95697.408495 nChanged 861 SP:Iteration 1F (707.425569 sec): 3 clusters Score: Raw -96872.384310 + Penalty 696.338438 = -96176.045872 nChanged 137 SP:Iteration 2F (707.477765 sec): 3 clusters Score: Raw -96944.332279 + Penalty 696.338438 = -96247.993841 nChanged 114 SP:Iteration 3F (707.526133 sec): 3 clusters Score: Raw -97009.673361 + Penalty 696.338438 = -96313.334924 nChanged 98 SP:Iteration 4Q (707.575773 sec): 3 clusters Score: Raw -97068.620286 + Penalty 696.338438 = -96372.281848 nChanged 96 SP:Iteration 5Q (707.619640 sec): 3 clusters Score: Raw -97130.458742 + Penalty 696.338438 = -96434.120304 nChanged 85 SP:Iteration 6Q (707.666781 sec): 3 clusters Score: Raw -97179.778716 + Penalty 696.338438 = -96483.440279 nChanged 73 SP:Iteration 7Q (707.710826 sec): 3 clusters Score: Raw -97227.253999 + Penalty 696.338438 = -96530.915562 nChanged 75 SP:Iteration 8Q (707.758426 sec): 3 clusters Score: Raw -97268.122020 + Penalty 696.338438 = -96571.783582 nChanged 60 SP:Iteration 9Q (707.811182 sec): 3 clusters Score: Raw -97293.798147 + Penalty 696.338438 = -96597.459709 nChanged 41 SP:Iteration 10Q (707.863401 sec): 3 clusters Score: Raw -97312.262261 + Penalty 696.338438 = -96615.923823 nChanged 38 SP:Iteration 11Q (707.903892 sec): 3 clusters Score: Raw -97328.218578 + Penalty 696.338438 = -96631.880140 nChanged 37 SP:Iteration 12Q (707.945381 sec): 3 clusters Score: Raw -97344.721905 + Penalty 696.338438 = -96648.383467 nChanged 25 SP:Iteration 13Q (708.009621 sec): 3 clusters Score: Raw -97359.414072 + Penalty 696.338438 = -96663.075634 nChanged 29 SP:Iteration 14Q (708.049135 sec): 3 clusters Score: Raw -97368.436173 + Penalty 696.338438 = -96672.097735 nChanged 16 SP:Iteration 15Q (708.108476 sec): 3 clusters Score: Raw -97372.088194 + Penalty 696.338438 = -96675.749757 nChanged 13 SP:Iteration 16Q (708.143689 sec): 3 clusters Score: Raw -97375.913263 + Penalty 696.338438 = -96679.574825 nChanged 13 SP:Iteration 17Q (708.206254 sec): 3 clusters Score: Raw -97382.496750 + Penalty 696.338438 = -96686.158312 nChanged 13 SP:Iteration 18Q (708.250063 sec): 3 clusters Score: Raw -97387.037633 + Penalty 696.338438 = -96690.699196 nChanged 17 SP:Iteration 19Q (708.299734 sec): 3 clusters Score: Raw -97392.290707 + Penalty 696.338438 = -96695.952270 nChanged 14 SP:Iteration 20F (708.352640 sec): 3 clusters Score: Raw -97396.157086 + Penalty 696.338438 = -96699.818648 nChanged 15 SP:Iteration 21Q (708.406437 sec): 3 clusters Score: Raw -97403.066788 + Penalty 696.338438 = -96706.728350 nChanged 18 SP:Iteration 22Q (708.466061 sec): 3 clusters Score: Raw -97408.881336 + Penalty 696.338438 = -96712.542898 nChanged 11 SP:Iteration 23Q (708.501902 sec): 3 clusters Score: Raw -97412.748887 + Penalty 696.338438 = -96716.410449 nChanged 8 SP:Iteration 24Q (708.559209 sec): 3 clusters Score: Raw -97414.039822 + Penalty 696.338438 = -96717.701384 nChanged 5 SP:Iteration 25Q (708.617302 sec): 3 clusters Score: Raw -97415.151200 + Penalty 696.338438 = -96718.812762 nChanged 4 SP:Iteration 26Q (708.660816 sec): 3 clusters Score: Raw -97416.178491 + Penalty 696.338438 = -96719.840053 nChanged 4 SP:Iteration 27Q (708.694946 sec): 3 clusters Score: Raw -97416.913301 + Penalty 696.338438 = -96720.574863 nChanged 5 SP:Iteration 28Q (708.740171 sec): 3 clusters Score: Raw -97417.981507 + Penalty 696.338438 = -96721.643070 nChanged 6 SP:Iteration 29Q (708.780781 sec): 3 clusters Score: Raw -97419.570938 + Penalty 696.338438 = -96723.232500 nChanged 4 SP:Iteration 30Q (708.821052 sec): 3 clusters Score: Raw -97420.021647 + Penalty 696.338438 = -96723.683209 nChanged 0 SP:Iteration 31F (708.865047 sec): 3 clusters Score: Raw -97420.021647 + Penalty 696.338438 = -96723.683209 nChanged 0 Trying to split cluster 3 (62486 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (708.930400 sec): 2 clusters Score: Raw -2668408.707072 + Penalty 502.442750 = -2667906.264322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (709.039911 sec): 3 clusters Score: Raw -2627034.199496 + Penalty 1004.885501 = -2626029.313995 nChanged 30247 SP:Iteration 1F (709.139070 sec): 3 clusters Score: Raw -2648239.208680 + Penalty 1004.885501 = -2647234.323179 nChanged 3944 SP:Iteration 2F (709.235156 sec): 3 clusters Score: Raw -2650388.344524 + Penalty 1004.885501 = -2649383.459024 nChanged 3854 SP:Iteration 3F (709.334046 sec): 3 clusters Score: Raw -2652599.218735 + Penalty 1004.885501 = -2651594.333234 nChanged 3544 SP:Iteration 4F (709.424191 sec): 3 clusters Score: Raw -2654807.194795 + Penalty 1004.885501 = -2653802.309294 nChanged 3272 SP:Iteration 5F (709.533328 sec): 3 clusters Score: Raw -2656985.209852 + Penalty 1004.885501 = -2655980.324351 nChanged 2734 SP:Iteration 6Q (709.634111 sec): 3 clusters Score: Raw -2658658.771732 + Penalty 1004.885501 = -2657653.886231 nChanged 2136 SP:Iteration 7Q (709.741299 sec): 3 clusters Score: Raw -2659682.635345 + Penalty 1004.885501 = -2658677.749844 nChanged 1543 SP:Iteration 8Q (709.834548 sec): 3 clusters Score: Raw -2660295.348071 + Penalty 1004.885501 = -2659290.462570 nChanged 1288 SP:Iteration 9Q (709.923791 sec): 3 clusters Score: Raw -2660808.187388 + Penalty 1004.885501 = -2659803.301887 nChanged 1266 SP:Iteration 10Q (710.021259 sec): 3 clusters Score: Raw -2661304.907224 + Penalty 1004.885501 = -2660300.021723 nChanged 1259 SP:Iteration 11Q (710.113769 sec): 3 clusters Score: Raw -2661783.835993 + Penalty 1004.885501 = -2660778.950492 nChanged 1306 SP:Iteration 12Q (710.211297 sec): 3 clusters Score: Raw -2662295.227244 + Penalty 1004.885501 = -2661290.341743 nChanged 1252 SP:Iteration 13Q (710.309271 sec): 3 clusters Score: Raw -2662805.717788 + Penalty 1004.885501 = -2661800.832288 nChanged 1239 SP:Iteration 14Q (710.392536 sec): 3 clusters Score: Raw -2663325.027647 + Penalty 1004.885501 = -2662320.142146 nChanged 1214 SP:Iteration 15Q (710.490613 sec): 3 clusters Score: Raw -2663847.047882 + Penalty 1004.885501 = -2662842.162382 nChanged 1183 SP:Iteration 16Q (710.586904 sec): 3 clusters Score: Raw -2664377.664374 + Penalty 1004.885501 = -2663372.778873 nChanged 1092 SP:Iteration 17Q (710.682244 sec): 3 clusters Score: Raw -2664899.139180 + Penalty 1004.885501 = -2663894.253679 nChanged 1078 SP:Iteration 18Q (710.789358 sec): 3 clusters Score: Raw -2665437.908983 + Penalty 1004.885501 = -2664433.023482 nChanged 998 SP:Iteration 19Q (710.886747 sec): 3 clusters Score: Raw -2665956.790042 + Penalty 1004.885501 = -2664951.904541 nChanged 890 SP:Iteration 20F (710.988949 sec): 3 clusters Score: Raw -2666430.261648 + Penalty 1004.885501 = -2665425.376147 nChanged 744 SP:Iteration 21Q (711.092388 sec): 3 clusters Score: Raw -2666835.460113 + Penalty 1004.885501 = -2665830.574612 nChanged 625 SP:Iteration 22Q (711.194837 sec): 3 clusters Score: Raw -2667178.027111 + Penalty 1004.885501 = -2666173.141611 nChanged 541 SP:Iteration 23Q (711.289639 sec): 3 clusters Score: Raw -2667489.522831 + Penalty 1004.885501 = -2666484.637330 nChanged 435 SP:Iteration 24Q (711.382865 sec): 3 clusters Score: Raw -2667733.852022 + Penalty 1004.885501 = -2666728.966521 nChanged 338 SP:Iteration 25Q (711.474830 sec): 3 clusters Score: Raw -2667913.196486 + Penalty 1004.885501 = -2666908.310986 nChanged 276 SP:Iteration 26Q (711.567829 sec): 3 clusters Score: Raw -2668053.448253 + Penalty 1004.885501 = -2667048.562752 nChanged 216 SP:Iteration 27Q (711.648473 sec): 3 clusters Score: Raw -2668167.000802 + Penalty 1004.885501 = -2667162.115301 nChanged 174 SP:Iteration 28Q (711.728171 sec): 3 clusters Score: Raw -2668254.964217 + Penalty 1004.885501 = -2667250.078716 nChanged 125 SP:Iteration 29Q (711.823433 sec): 3 clusters Score: Raw -2668317.509234 + Penalty 1004.885501 = -2667312.623733 nChanged 91 SP:Iteration 30Q (711.909537 sec): 3 clusters Score: Raw -2668358.872816 + Penalty 1004.885501 = -2667353.987315 nChanged 70 SP:Iteration 31Q (712.009277 sec): 3 clusters Score: Raw -2668389.982782 + Penalty 1004.885501 = -2667385.097282 nChanged 43 SP:Iteration 32Q (712.116092 sec): 3 clusters Score: Raw -2668410.773336 + Penalty 1004.885501 = -2667405.887836 nChanged 37 SP:Iteration 33Q (712.215175 sec): 3 clusters Score: Raw -2668426.132247 + Penalty 1004.885501 = -2667421.246746 nChanged 27 SP:Iteration 34Q (712.314818 sec): 3 clusters Score: Raw -2668435.584040 + Penalty 1004.885501 = -2667430.698539 nChanged 20 SP:Iteration 35Q (712.414403 sec): 3 clusters Score: Raw -2668443.057868 + Penalty 1004.885501 = -2667438.172367 nChanged 15 SP:Iteration 36Q (712.507590 sec): 3 clusters Score: Raw -2668447.446662 + Penalty 1004.885501 = -2667442.561161 nChanged 16 SP:Iteration 37Q (712.595683 sec): 3 clusters Score: Raw -2668454.433073 + Penalty 1004.885501 = -2667449.547573 nChanged 18 SP:Iteration 38Q (712.687345 sec): 3 clusters Score: Raw -2668467.540256 + Penalty 1004.885501 = -2667462.654756 nChanged 16 SP:Iteration 39Q (712.775638 sec): 3 clusters Score: Raw -2668478.970809 + Penalty 1004.885501 = -2667474.085308 nChanged 13 SP:Iteration 40F (712.872331 sec): 3 clusters Score: Raw -2668486.734603 + Penalty 1004.885501 = -2667481.849102 nChanged 8 SP:Iteration 41Q (712.971948 sec): 3 clusters Score: Raw -2668491.355984 + Penalty 1004.885501 = -2667486.470483 nChanged 10 SP:Iteration 42Q (713.060297 sec): 3 clusters Score: Raw -2668497.246081 + Penalty 1004.885501 = -2667492.360581 nChanged 11 SP:Iteration 43Q (713.147818 sec): 3 clusters Score: Raw -2668503.309035 + Penalty 1004.885501 = -2667498.423535 nChanged 5 SP:Iteration 44Q (713.240171 sec): 3 clusters Score: Raw -2668505.493469 + Penalty 1004.885501 = -2667500.607968 nChanged 2 SP:Iteration 45Q (713.330105 sec): 3 clusters Score: Raw -2668506.361394 + Penalty 1004.885501 = -2667501.475893 nChanged 3 SP:Iteration 46Q (713.422544 sec): 3 clusters Score: Raw -2668508.217295 + Penalty 1004.885501 = -2667503.331794 nChanged 3 SP:Iteration 47Q (713.519058 sec): 3 clusters Score: Raw -2668510.051906 + Penalty 1004.885501 = -2667505.166406 nChanged 1 SP:Iteration 48Q (713.612460 sec): 3 clusters Score: Raw -2668510.176928 + Penalty 1004.885501 = -2667505.291427 nChanged 0 SP:Iteration 49F (713.713719 sec): 3 clusters Score: Raw -2668510.176928 + Penalty 1004.885501 = -2667505.291427 nChanged 0 Trying to split cluster 4 (2596 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (713.744852 sec): 2 clusters Score: Raw -97424.681972 + Penalty 357.708582 = -97066.973390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (713.796388 sec): 3 clusters Score: Raw -95934.702047 + Penalty 715.417164 = -95219.284883 nChanged 1137 SP:Iteration 1F (713.845766 sec): 3 clusters Score: Raw -96647.040313 + Penalty 715.417164 = -95931.623149 nChanged 232 SP:Iteration 2F (713.887923 sec): 3 clusters Score: Raw -96807.776714 + Penalty 715.417164 = -96092.359550 nChanged 193 SP:Iteration 3F (713.924296 sec): 3 clusters Score: Raw -96923.367330 + Penalty 715.417164 = -96207.950166 nChanged 134 SP:Iteration 4F (713.969365 sec): 3 clusters Score: Raw -96995.572055 + Penalty 715.417164 = -96280.154891 nChanged 106 SP:Iteration 5Q (714.026209 sec): 3 clusters Score: Raw -97053.541496 + Penalty 715.417164 = -96338.124332 nChanged 102 SP:Iteration 6Q (714.071344 sec): 3 clusters Score: Raw -97100.168258 + Penalty 715.417164 = -96384.751094 nChanged 86 SP:Iteration 7Q (714.102545 sec): 3 clusters Score: Raw -97129.199787 + Penalty 715.417164 = -96413.782623 nChanged 75 SP:Iteration 8Q (714.146725 sec): 3 clusters Score: Raw -97162.421148 + Penalty 715.417164 = -96447.003983 nChanged 66 SP:Iteration 9Q (714.189488 sec): 3 clusters Score: Raw -97199.187853 + Penalty 715.417164 = -96483.770689 nChanged 72 SP:Iteration 10Q (714.231072 sec): 3 clusters Score: Raw -97249.088680 + Penalty 715.417164 = -96533.671516 nChanged 80 SP:Iteration 11Q (714.274313 sec): 3 clusters Score: Raw -97288.741674 + Penalty 715.417164 = -96573.324509 nChanged 70 SP:Iteration 12Q (714.313055 sec): 3 clusters Score: Raw -97323.632593 + Penalty 715.417164 = -96608.215429 nChanged 51 SP:Iteration 13Q (714.355459 sec): 3 clusters Score: Raw -97350.823033 + Penalty 715.417164 = -96635.405869 nChanged 53 SP:Iteration 14Q (714.394708 sec): 3 clusters Score: Raw -97376.885080 + Penalty 715.417164 = -96661.467916 nChanged 44 SP:Iteration 15Q (714.435475 sec): 3 clusters Score: Raw -97397.618438 + Penalty 715.417164 = -96682.201274 nChanged 31 SP:Iteration 16Q (714.487335 sec): 3 clusters Score: Raw -97408.338368 + Penalty 715.417164 = -96692.921204 nChanged 29 SP:Iteration 17Q (714.518618 sec): 3 clusters Score: Raw -97416.567445 + Penalty 715.417164 = -96701.150280 nChanged 24 SP:Iteration 18Q (714.557893 sec): 3 clusters Score: Raw -97424.015705 + Penalty 715.417164 = -96708.598541 nChanged 15 SP:Iteration 19Q (714.608254 sec): 3 clusters Score: Raw -97430.251018 + Penalty 715.417164 = -96714.833854 nChanged 25 SP:Iteration 20F (714.661795 sec): 3 clusters Score: Raw -97443.670516 + Penalty 715.417164 = -96728.253352 nChanged 30 SP:Iteration 21Q (714.701715 sec): 3 clusters Score: Raw -97455.384827 + Penalty 715.417164 = -96739.967663 nChanged 29 SP:Iteration 22Q (714.746854 sec): 3 clusters Score: Raw -97467.125977 + Penalty 715.417164 = -96751.708813 nChanged 30 SP:Iteration 23Q (714.802302 sec): 3 clusters Score: Raw -97480.166794 + Penalty 715.417164 = -96764.749630 nChanged 31 SP:Iteration 24Q (714.847967 sec): 3 clusters Score: Raw -97491.381869 + Penalty 715.417164 = -96775.964705 nChanged 25 SP:Iteration 25Q (714.893107 sec): 3 clusters Score: Raw -97501.956230 + Penalty 715.417164 = -96786.539066 nChanged 25 SP:Iteration 26Q (714.936713 sec): 3 clusters Score: Raw -97518.123360 + Penalty 715.417164 = -96802.706196 nChanged 29 SP:Iteration 27Q (714.974773 sec): 3 clusters Score: Raw -97536.421080 + Penalty 715.417164 = -96821.003915 nChanged 38 SP:Iteration 28Q (715.024857 sec): 3 clusters Score: Raw -97557.866229 + Penalty 715.417164 = -96842.449065 nChanged 42 SP:Iteration 29Q (715.060153 sec): 3 clusters Score: Raw -97579.317354 + Penalty 715.417164 = -96863.900190 nChanged 30 SP:Iteration 30Q (715.106943 sec): 3 clusters Score: Raw -97591.449877 + Penalty 715.417164 = -96876.032713 nChanged 22 SP:Iteration 31Q (715.145070 sec): 3 clusters Score: Raw -97603.298153 + Penalty 715.417164 = -96887.880989 nChanged 22 SP:Iteration 32Q (715.190167 sec): 3 clusters Score: Raw -97616.152581 + Penalty 715.417164 = -96900.735416 nChanged 26 SP:Iteration 33Q (715.238289 sec): 3 clusters Score: Raw -97626.692166 + Penalty 715.417164 = -96911.275002 nChanged 24 SP:Iteration 34Q (715.276938 sec): 3 clusters Score: Raw -97633.520715 + Penalty 715.417164 = -96918.103551 nChanged 12 SP:Iteration 35Q (715.321162 sec): 3 clusters Score: Raw -97636.820311 + Penalty 715.417164 = -96921.403147 nChanged 8 SP:Iteration 36Q (715.367508 sec): 3 clusters Score: Raw -97638.685294 + Penalty 715.417164 = -96923.268130 nChanged 7 SP:Iteration 37Q (715.419699 sec): 3 clusters Score: Raw -97640.046648 + Penalty 715.417164 = -96924.629483 nChanged 6 SP:Iteration 38Q (715.457797 sec): 3 clusters Score: Raw -97641.401602 + Penalty 715.417164 = -96925.984438 nChanged 3 SP:Iteration 39Q (715.505234 sec): 3 clusters Score: Raw -97642.261789 + Penalty 715.417164 = -96926.844625 nChanged 5 SP:Iteration 40F (715.556715 sec): 3 clusters Score: Raw -97643.037268 + Penalty 715.417164 = -96927.620104 nChanged 6 SP:Iteration 41Q (715.591709 sec): 3 clusters Score: Raw -97643.810299 + Penalty 715.417164 = -96928.393134 nChanged 4 SP:Iteration 42Q (715.633657 sec): 3 clusters Score: Raw -97644.398521 + Penalty 715.417164 = -96928.981357 nChanged 3 SP:Iteration 43Q (715.684986 sec): 3 clusters Score: Raw -97645.040724 + Penalty 715.417164 = -96929.623560 nChanged 1 SP:Iteration 44Q (715.741873 sec): 3 clusters Score: Raw -97645.337350 + Penalty 715.417164 = -96929.920186 nChanged 2 SP:Iteration 45Q (715.789324 sec): 3 clusters Score: Raw -97645.864286 + Penalty 715.417164 = -96930.447121 nChanged 5 SP:Iteration 46Q (715.839375 sec): 3 clusters Score: Raw -97646.690130 + Penalty 715.417164 = -96931.272966 nChanged 2 SP:Iteration 47Q (715.886152 sec): 3 clusters Score: Raw -97647.000109 + Penalty 715.417164 = -96931.582945 nChanged 2 SP:Iteration 48Q (715.933677 sec): 3 clusters Score: Raw -97647.303901 + Penalty 715.417164 = -96931.886737 nChanged 2 SP:Iteration 49Q (715.969963 sec): 3 clusters Score: Raw -97647.545690 + Penalty 715.417164 = -96932.128526 nChanged 2 SP:Iteration 50Q (716.024016 sec): 3 clusters Score: Raw -97648.413398 + Penalty 715.417164 = -96932.996234 nChanged 3 SP:Iteration 51Q (716.063666 sec): 3 clusters Score: Raw -97648.975048 + Penalty 715.417164 = -96933.557884 nChanged 2 SP:Iteration 52Q (716.117290 sec): 3 clusters Score: Raw -97649.851188 + Penalty 715.417164 = -96934.434024 nChanged 3 SP:Iteration 53Q (716.162255 sec): 3 clusters Score: Raw -97650.594420 + Penalty 715.417164 = -96935.177256 nChanged 2 SP:Iteration 54Q (716.201959 sec): 3 clusters Score: Raw -97651.452811 + Penalty 715.417164 = -96936.035647 nChanged 4 SP:Iteration 55Q (716.248344 sec): 3 clusters Score: Raw -97653.057697 + Penalty 715.417164 = -96937.640533 nChanged 2 SP:Iteration 56Q (716.289167 sec): 3 clusters Score: Raw -97653.474514 + Penalty 715.417164 = -96938.057350 nChanged 1 SP:Iteration 57Q (716.338155 sec): 3 clusters Score: Raw -97653.504434 + Penalty 715.417164 = -96938.087270 nChanged 0 SP:Iteration 58F (716.369217 sec): 3 clusters Score: Raw -97653.504434 + Penalty 715.417164 = -96938.087270 nChanged 0 Trying to split cluster 5 (7740 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (716.397034 sec): 2 clusters Score: Raw -327467.890784 + Penalty 407.414142 = -327060.476642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (716.455717 sec): 3 clusters Score: Raw -322661.302620 + Penalty 814.828284 = -321846.474336 nChanged 3586 SP:Iteration 1F (716.499973 sec): 3 clusters Score: Raw -324808.609235 + Penalty 814.828284 = -323993.780951 nChanged 520 SP:Iteration 2F (716.559540 sec): 3 clusters Score: Raw -325164.078856 + Penalty 814.828284 = -324349.250572 nChanged 530 SP:Iteration 3F (716.602660 sec): 3 clusters Score: Raw -325545.959338 + Penalty 814.828284 = -324731.131054 nChanged 514 SP:Iteration 4F (716.657939 sec): 3 clusters Score: Raw -325909.425138 + Penalty 814.828284 = -325094.596854 nChanged 468 SP:Iteration 5F (716.723534 sec): 3 clusters Score: Raw -326248.828623 + Penalty 814.828284 = -325434.000339 nChanged 350 SP:Iteration 6Q (716.777533 sec): 3 clusters Score: Raw -326444.995608 + Penalty 814.828284 = -325630.167324 nChanged 220 SP:Iteration 7Q (716.826868 sec): 3 clusters Score: Raw -326517.871969 + Penalty 814.828284 = -325703.043685 nChanged 133 SP:Iteration 8Q (716.871734 sec): 3 clusters Score: Raw -326565.085329 + Penalty 814.828284 = -325750.257045 nChanged 113 SP:Iteration 9Q (716.932611 sec): 3 clusters Score: Raw -326599.224430 + Penalty 814.828284 = -325784.396146 nChanged 97 SP:Iteration 10Q (716.973428 sec): 3 clusters Score: Raw -326630.832190 + Penalty 814.828284 = -325816.003906 nChanged 111 SP:Iteration 11Q (717.024587 sec): 3 clusters Score: Raw -326663.489570 + Penalty 814.828284 = -325848.661286 nChanged 106 SP:Iteration 12Q (717.080069 sec): 3 clusters Score: Raw -326693.042929 + Penalty 814.828284 = -325878.214645 nChanged 95 SP:Iteration 13Q (717.134593 sec): 3 clusters Score: Raw -326721.748354 + Penalty 814.828284 = -325906.920070 nChanged 90 SP:Iteration 14Q (717.184805 sec): 3 clusters Score: Raw -326748.277632 + Penalty 814.828284 = -325933.449348 nChanged 91 SP:Iteration 15Q (717.230338 sec): 3 clusters Score: Raw -326768.980421 + Penalty 814.828284 = -325954.152137 nChanged 67 SP:Iteration 16Q (717.291438 sec): 3 clusters Score: Raw -326785.902662 + Penalty 814.828284 = -325971.074378 nChanged 73 SP:Iteration 17Q (717.340105 sec): 3 clusters Score: Raw -326801.114829 + Penalty 814.828284 = -325986.286545 nChanged 57 SP:Iteration 18Q (717.392011 sec): 3 clusters Score: Raw -326812.906789 + Penalty 814.828284 = -325998.078505 nChanged 56 SP:Iteration 19Q (717.445152 sec): 3 clusters Score: Raw -326822.820566 + Penalty 814.828284 = -326007.992282 nChanged 48 SP:Iteration 20F (717.487799 sec): 3 clusters Score: Raw -326830.425651 + Penalty 814.828284 = -326015.597367 nChanged 43 SP:Iteration 21Q (717.537315 sec): 3 clusters Score: Raw -326836.390257 + Penalty 814.828284 = -326021.561973 nChanged 47 SP:Iteration 22Q (717.588464 sec): 3 clusters Score: Raw -326842.865038 + Penalty 814.828284 = -326028.036754 nChanged 46 SP:Iteration 23Q (717.639944 sec): 3 clusters Score: Raw -326851.604367 + Penalty 814.828284 = -326036.776083 nChanged 44 SP:Iteration 24Q (717.699129 sec): 3 clusters Score: Raw -326858.994851 + Penalty 814.828284 = -326044.166567 nChanged 46 SP:Iteration 25Q (717.745859 sec): 3 clusters Score: Raw -326863.934689 + Penalty 814.828284 = -326049.106405 nChanged 29 SP:Iteration 26Q (717.808226 sec): 3 clusters Score: Raw -326866.589542 + Penalty 814.828284 = -326051.761258 nChanged 25 SP:Iteration 27Q (717.851570 sec): 3 clusters Score: Raw -326868.292363 + Penalty 814.828284 = -326053.464079 nChanged 17 SP:Iteration 28Q (717.909573 sec): 3 clusters Score: Raw -326869.522504 + Penalty 814.828284 = -326054.694220 nChanged 15 SP:Iteration 29Q (717.965733 sec): 3 clusters Score: Raw -326870.402784 + Penalty 814.828284 = -326055.574500 nChanged 12 SP:Iteration 30Q (718.019003 sec): 3 clusters Score: Raw -326871.298548 + Penalty 814.828284 = -326056.470264 nChanged 11 SP:Iteration 31Q (718.066781 sec): 3 clusters Score: Raw -326871.986604 + Penalty 814.828284 = -326057.158320 nChanged 11 SP:Iteration 32Q (718.124584 sec): 3 clusters Score: Raw -326872.534970 + Penalty 814.828284 = -326057.706686 nChanged 8 SP:Iteration 33Q (718.170214 sec): 3 clusters Score: Raw -326872.894549 + Penalty 814.828284 = -326058.066266 nChanged 7 SP:Iteration 34Q (718.233098 sec): 3 clusters Score: Raw -326873.325936 + Penalty 814.828284 = -326058.497652 nChanged 7 SP:Iteration 35Q (718.289936 sec): 3 clusters Score: Raw -326873.571517 + Penalty 814.828284 = -326058.743233 nChanged 6 SP:Iteration 36Q (718.348807 sec): 3 clusters Score: Raw -326873.991012 + Penalty 814.828284 = -326059.162728 nChanged 8 SP:Iteration 37Q (718.400232 sec): 3 clusters Score: Raw -326874.613173 + Penalty 814.828284 = -326059.784889 nChanged 13 SP:Iteration 38Q (718.468362 sec): 3 clusters Score: Raw -326875.368118 + Penalty 814.828284 = -326060.539834 nChanged 7 SP:Iteration 39Q (718.542595 sec): 3 clusters Score: Raw -326875.811403 + Penalty 814.828284 = -326060.983119 nChanged 6 SP:Iteration 40F (718.604031 sec): 3 clusters Score: Raw -326876.152913 + Penalty 814.828284 = -326061.324629 nChanged 6 SP:Iteration 41Q (718.684578 sec): 3 clusters Score: Raw -326876.664481 + Penalty 814.828284 = -326061.836197 nChanged 9 SP:Iteration 42Q (718.734392 sec): 3 clusters Score: Raw -326877.203668 + Penalty 814.828284 = -326062.375385 nChanged 8 SP:Iteration 43Q (718.776920 sec): 3 clusters Score: Raw -326877.470463 + Penalty 814.828284 = -326062.642179 nChanged 6 SP:Iteration 44Q (718.831449 sec): 3 clusters Score: Raw -326877.801789 + Penalty 814.828284 = -326062.973505 nChanged 8 SP:Iteration 45Q (718.873160 sec): 3 clusters Score: Raw -326878.472255 + Penalty 814.828284 = -326063.643971 nChanged 6 SP:Iteration 46Q (718.923925 sec): 3 clusters Score: Raw -326878.758510 + Penalty 814.828284 = -326063.930226 nChanged 5 SP:Iteration 47Q (718.960727 sec): 3 clusters Score: Raw -326879.078899 + Penalty 814.828284 = -326064.250615 nChanged 8 SP:Iteration 48Q (719.013033 sec): 3 clusters Score: Raw -326879.645568 + Penalty 814.828284 = -326064.817284 nChanged 11 SP:Iteration 49Q (719.075703 sec): 3 clusters Score: Raw -326880.324869 + Penalty 814.828284 = -326065.496585 nChanged 11 SP:Iteration 50Q (719.117552 sec): 3 clusters Score: Raw -326880.864647 + Penalty 814.828284 = -326066.036363 nChanged 8 SP:Iteration 51Q (719.164362 sec): 3 clusters Score: Raw -326881.256565 + Penalty 814.828284 = -326066.428281 nChanged 9 SP:Iteration 52Q (719.214697 sec): 3 clusters Score: Raw -326881.768451 + Penalty 814.828284 = -326066.940167 nChanged 5 SP:Iteration 53Q (719.264633 sec): 3 clusters Score: Raw -326882.093730 + Penalty 814.828284 = -326067.265446 nChanged 4 SP:Iteration 54Q (719.315540 sec): 3 clusters Score: Raw -326882.315775 + Penalty 814.828284 = -326067.487491 nChanged 2 SP:Iteration 55Q (719.376590 sec): 3 clusters Score: Raw -326882.420882 + Penalty 814.828284 = -326067.592598 nChanged 3 SP:Iteration 56Q (719.432957 sec): 3 clusters Score: Raw -326882.475487 + Penalty 814.828284 = -326067.647203 nChanged 1 SP:Iteration 57Q (719.477751 sec): 3 clusters Score: Raw -326882.493282 + Penalty 814.828284 = -326067.664999 nChanged 2 SP:Iteration 58Q (719.531748 sec): 3 clusters Score: Raw -326882.541662 + Penalty 814.828284 = -326067.713378 nChanged 3 SP:Iteration 59Q (719.591629 sec): 3 clusters Score: Raw -326882.605130 + Penalty 814.828284 = -326067.776846 nChanged 0 SP:Iteration 60F (719.649503 sec): 3 clusters Score: Raw -326882.605130 + Penalty 814.828284 = -326067.776846 nChanged 0 Trying to split cluster 6 (55755 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (719.731072 sec): 2 clusters Score: Raw -2513281.938849 + Penalty 497.256868 = -2512784.681981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (719.828207 sec): 3 clusters Score: Raw -2476442.756960 + Penalty 994.513736 = -2475448.243224 nChanged 26980 SP:Iteration 1F (719.927911 sec): 3 clusters Score: Raw -2492652.606368 + Penalty 994.513736 = -2491658.092632 nChanged 2918 SP:Iteration 2F (720.028296 sec): 3 clusters Score: Raw -2493922.020746 + Penalty 994.513736 = -2492927.507010 nChanged 3639 SP:Iteration 3F (720.127429 sec): 3 clusters Score: Raw -2496054.355984 + Penalty 994.513736 = -2495059.842248 nChanged 4565 SP:Iteration 4F (720.224660 sec): 3 clusters Score: Raw -2499593.757747 + Penalty 994.513736 = -2498599.244012 nChanged 5083 SP:Iteration 5F (720.312072 sec): 3 clusters Score: Raw -2504352.159024 + Penalty 994.513736 = -2503357.645289 nChanged 4318 SP:Iteration 6F (720.413352 sec): 3 clusters Score: Raw -2508712.099316 + Penalty 994.513736 = -2507717.585580 nChanged 2760 SP:Iteration 7Q (720.519534 sec): 3 clusters Score: Raw -2511530.129945 + Penalty 994.513736 = -2510535.616210 nChanged 1271 SP:Iteration 8Q (720.617262 sec): 3 clusters Score: Raw -2512774.756836 + Penalty 994.513736 = -2511780.243100 nChanged 422 SP:Iteration 9Q (720.715692 sec): 3 clusters Score: Raw -2513165.061379 + Penalty 994.513736 = -2512170.547643 nChanged 116 SP:Iteration 10Q (720.808245 sec): 3 clusters Score: Raw -2513293.744699 + Penalty 994.513736 = -2512299.230963 nChanged 24 SP:Iteration 11Q (720.885634 sec): 3 clusters Score: Raw -2513345.725782 + Penalty 994.513736 = -2512351.212047 nChanged 11 SP:Iteration 12Q (720.970788 sec): 3 clusters Score: Raw -2513367.472934 + Penalty 994.513736 = -2512372.959198 nChanged 4 SP:Iteration 13Q (721.062917 sec): 3 clusters Score: Raw -2513374.432874 + Penalty 994.513736 = -2512379.919138 nChanged 0 SP:Iteration 14F (721.159036 sec): 3 clusters Score: Raw -2513374.432874 + Penalty 994.513736 = -2512379.919138 nChanged 0 Trying to split cluster 7 (3946 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (721.195993 sec): 2 clusters Score: Raw -149411.142794 + Penalty 376.760825 = -149034.381969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (721.249498 sec): 3 clusters Score: Raw -147129.115738 + Penalty 753.521649 = -146375.594088 nChanged 1722 SP:Iteration 1F (721.294128 sec): 3 clusters Score: Raw -148270.824576 + Penalty 753.521649 = -147517.302926 nChanged 319 SP:Iteration 2F (721.350163 sec): 3 clusters Score: Raw -148479.232811 + Penalty 753.521649 = -147725.711162 nChanged 274 SP:Iteration 3F (721.402807 sec): 3 clusters Score: Raw -148704.360095 + Penalty 753.521649 = -147950.838445 nChanged 246 SP:Iteration 4F (721.446152 sec): 3 clusters Score: Raw -148928.550113 + Penalty 753.521649 = -148175.028463 nChanged 217 SP:Iteration 5F (721.510216 sec): 3 clusters Score: Raw -149118.183632 + Penalty 753.521649 = -148364.661983 nChanged 171 SP:Iteration 6Q (721.557256 sec): 3 clusters Score: Raw -149227.735045 + Penalty 753.521649 = -148474.213396 nChanged 135 SP:Iteration 7Q (721.611044 sec): 3 clusters Score: Raw -149309.121053 + Penalty 753.521649 = -148555.599403 nChanged 87 SP:Iteration 8Q (721.654135 sec): 3 clusters Score: Raw -149352.342973 + Penalty 753.521649 = -148598.821324 nChanged 66 SP:Iteration 9Q (721.707211 sec): 3 clusters Score: Raw -149379.925580 + Penalty 753.521649 = -148626.403931 nChanged 53 SP:Iteration 10Q (721.767854 sec): 3 clusters Score: Raw -149399.361740 + Penalty 753.521649 = -148645.840091 nChanged 42 SP:Iteration 11Q (721.818432 sec): 3 clusters Score: Raw -149412.640329 + Penalty 753.521649 = -148659.118679 nChanged 41 SP:Iteration 12Q (721.869411 sec): 3 clusters Score: Raw -149423.984560 + Penalty 753.521649 = -148670.462910 nChanged 38 SP:Iteration 13Q (721.918893 sec): 3 clusters Score: Raw -149436.624339 + Penalty 753.521649 = -148683.102689 nChanged 38 SP:Iteration 14Q (721.962119 sec): 3 clusters Score: Raw -149453.907449 + Penalty 753.521649 = -148700.385799 nChanged 46 SP:Iteration 15Q (722.007741 sec): 3 clusters Score: Raw -149475.364009 + Penalty 753.521649 = -148721.842360 nChanged 43 SP:Iteration 16Q (722.055333 sec): 3 clusters Score: Raw -149490.385862 + Penalty 753.521649 = -148736.864212 nChanged 46 SP:Iteration 17Q (722.095095 sec): 3 clusters Score: Raw -149505.849503 + Penalty 753.521649 = -148752.327853 nChanged 46 SP:Iteration 18Q (722.152090 sec): 3 clusters Score: Raw -149522.260762 + Penalty 753.521649 = -148768.739112 nChanged 56 SP:Iteration 19Q (722.195617 sec): 3 clusters Score: Raw -149542.862775 + Penalty 753.521649 = -148789.341125 nChanged 44 SP:Iteration 20F (722.243031 sec): 3 clusters Score: Raw -149559.990040 + Penalty 753.521649 = -148806.468390 nChanged 45 SP:Iteration 21Q (722.289736 sec): 3 clusters Score: Raw -149577.276962 + Penalty 753.521649 = -148823.755312 nChanged 48 SP:Iteration 22Q (722.336336 sec): 3 clusters Score: Raw -149594.966528 + Penalty 753.521649 = -148841.444878 nChanged 55 SP:Iteration 23Q (722.379349 sec): 3 clusters Score: Raw -149618.892518 + Penalty 753.521649 = -148865.370869 nChanged 51 SP:Iteration 24Q (722.418743 sec): 3 clusters Score: Raw -149640.590509 + Penalty 753.521649 = -148887.068860 nChanged 57 SP:Iteration 25Q (722.468713 sec): 3 clusters Score: Raw -149671.490754 + Penalty 753.521649 = -148917.969105 nChanged 55 SP:Iteration 26Q (722.522211 sec): 3 clusters Score: Raw -149702.614158 + Penalty 753.521649 = -148949.092509 nChanged 51 SP:Iteration 27Q (722.568335 sec): 3 clusters Score: Raw -149724.294683 + Penalty 753.521649 = -148970.773034 nChanged 35 SP:Iteration 28Q (722.612725 sec): 3 clusters Score: Raw -149739.154712 + Penalty 753.521649 = -148985.633062 nChanged 33 SP:Iteration 29Q (722.658797 sec): 3 clusters Score: Raw -149753.760750 + Penalty 753.521649 = -149000.239100 nChanged 30 SP:Iteration 30Q (722.705181 sec): 3 clusters Score: Raw -149765.467310 + Penalty 753.521649 = -149011.945661 nChanged 22 SP:Iteration 31Q (722.746367 sec): 3 clusters Score: Raw -149775.283149 + Penalty 753.521649 = -149021.761499 nChanged 19 SP:Iteration 32Q (722.784986 sec): 3 clusters Score: Raw -149783.705853 + Penalty 753.521649 = -149030.184204 nChanged 15 SP:Iteration 33Q (722.839929 sec): 3 clusters Score: Raw -149790.146892 + Penalty 753.521649 = -149036.625242 nChanged 9 SP:Iteration 34Q (722.876445 sec): 3 clusters Score: Raw -149792.538876 + Penalty 753.521649 = -149039.017227 nChanged 10 SP:Iteration 35Q (722.929785 sec): 3 clusters Score: Raw -149796.818276 + Penalty 753.521649 = -149043.296626 nChanged 14 SP:Iteration 36Q (722.970806 sec): 3 clusters Score: Raw -149803.351298 + Penalty 753.521649 = -149049.829649 nChanged 13 SP:Iteration 37Q (723.017555 sec): 3 clusters Score: Raw -149809.393677 + Penalty 753.521649 = -149055.872028 nChanged 15 SP:Iteration 38Q (723.071882 sec): 3 clusters Score: Raw -149814.163735 + Penalty 753.521649 = -149060.642086 nChanged 13 SP:Iteration 39Q (723.105901 sec): 3 clusters Score: Raw -149817.924402 + Penalty 753.521649 = -149064.402753 nChanged 12 SP:Iteration 40F (723.164923 sec): 3 clusters Score: Raw -149823.039073 + Penalty 753.521649 = -149069.517423 nChanged 13 SP:Iteration 41Q (723.202189 sec): 3 clusters Score: Raw -149829.841240 + Penalty 753.521649 = -149076.319591 nChanged 7 SP:Iteration 42Q (723.249030 sec): 3 clusters Score: Raw -149838.303474 + Penalty 753.521649 = -149084.781825 nChanged 13 SP:Iteration 43Q (723.297577 sec): 3 clusters Score: Raw -149861.417330 + Penalty 753.521649 = -149107.895681 nChanged 18 SP:Iteration 44Q (723.354176 sec): 3 clusters Score: Raw -149887.159399 + Penalty 753.521649 = -149133.637750 nChanged 23 SP:Iteration 45Q (723.401132 sec): 3 clusters Score: Raw -149899.586218 + Penalty 753.521649 = -149146.064568 nChanged 18 SP:Iteration 46Q (723.455522 sec): 3 clusters Score: Raw -149905.805632 + Penalty 753.521649 = -149152.283982 nChanged 9 SP:Iteration 47Q (723.496483 sec): 3 clusters Score: Raw -149908.651656 + Penalty 753.521649 = -149155.130007 nChanged 7 SP:Iteration 48Q (723.550747 sec): 3 clusters Score: Raw -149911.854944 + Penalty 753.521649 = -149158.333295 nChanged 7 SP:Iteration 49Q (723.598538 sec): 3 clusters Score: Raw -149913.850114 + Penalty 753.521649 = -149160.328464 nChanged 5 SP:Iteration 50Q (723.641187 sec): 3 clusters Score: Raw -149914.774564 + Penalty 753.521649 = -149161.252914 nChanged 3 SP:Iteration 51Q (723.680615 sec): 3 clusters Score: Raw -149916.382310 + Penalty 753.521649 = -149162.860661 nChanged 7 SP:Iteration 52Q (723.729945 sec): 3 clusters Score: Raw -149919.159438 + Penalty 753.521649 = -149165.637788 nChanged 6 SP:Iteration 53Q (723.772129 sec): 3 clusters Score: Raw -149923.162525 + Penalty 753.521649 = -149169.640876 nChanged 6 SP:Iteration 54Q (723.815701 sec): 3 clusters Score: Raw -149925.933438 + Penalty 753.521649 = -149172.411789 nChanged 6 SP:Iteration 55Q (723.870899 sec): 3 clusters Score: Raw -149929.175567 + Penalty 753.521649 = -149175.653918 nChanged 6 SP:Iteration 56Q (723.917602 sec): 3 clusters Score: Raw -149937.320825 + Penalty 753.521649 = -149183.799175 nChanged 5 SP:Iteration 57Q (723.959891 sec): 3 clusters Score: Raw -149941.246049 + Penalty 753.521649 = -149187.724399 nChanged 6 SP:Iteration 58Q (724.014965 sec): 3 clusters Score: Raw -149942.275089 + Penalty 753.521649 = -149188.753440 nChanged 2 SP:Iteration 59Q (724.066553 sec): 3 clusters Score: Raw -149943.035289 + Penalty 753.521649 = -149189.513640 nChanged 3 SP:Iteration 60F (724.118369 sec): 3 clusters Score: Raw -149949.321721 + Penalty 753.521649 = -149195.800072 nChanged 3 SP:Iteration 61Q (724.164501 sec): 3 clusters Score: Raw -149951.405017 + Penalty 753.521649 = -149197.883367 nChanged 2 SP:Iteration 62Q (724.205355 sec): 3 clusters Score: Raw -149952.841744 + Penalty 753.521649 = -149199.320095 nChanged 6 SP:Iteration 63Q (724.258601 sec): 3 clusters Score: Raw -149954.697237 + Penalty 753.521649 = -149201.175587 nChanged 1 SP:Iteration 64Q (724.305318 sec): 3 clusters Score: Raw -149954.746898 + Penalty 753.521649 = -149201.225248 nChanged 0 SP:Iteration 65F (724.344987 sec): 3 clusters Score: Raw -149954.746898 + Penalty 753.521649 = -149201.225248 nChanged 0 Score: Raw -13153235.899172 + Penalty 15004.978827 = -13138230.920345 Splitting cluster 7 changes total score from -13138255.388529 to -13138230.920345 So it's not getting split. Trying to split cluster 8 (7603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (727.558435 sec): 2 clusters Score: Raw -325162.526673 + Penalty 406.601567 = -324755.925105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (727.611608 sec): 3 clusters Score: Raw -320496.226436 + Penalty 813.203135 = -319683.023301 nChanged 3504 SP:Iteration 1F (727.666049 sec): 3 clusters Score: Raw -322533.813540 + Penalty 813.203135 = -321720.610405 nChanged 536 SP:Iteration 2F (727.724441 sec): 3 clusters Score: Raw -322852.565774 + Penalty 813.203135 = -322039.362639 nChanged 573 SP:Iteration 3F (727.769826 sec): 3 clusters Score: Raw -323233.152810 + Penalty 813.203135 = -322419.949675 nChanged 566 SP:Iteration 4F (727.825788 sec): 3 clusters Score: Raw -323649.488893 + Penalty 813.203135 = -322836.285758 nChanged 499 SP:Iteration 5F (727.877597 sec): 3 clusters Score: Raw -324027.760344 + Penalty 813.203135 = -323214.557209 nChanged 446 SP:Iteration 6F (727.931493 sec): 3 clusters Score: Raw -324389.847890 + Penalty 813.203135 = -323576.644755 nChanged 350 SP:Iteration 7Q (727.972997 sec): 3 clusters Score: Raw -324659.707146 + Penalty 813.203135 = -323846.504011 nChanged 290 SP:Iteration 8Q (728.026500 sec): 3 clusters Score: Raw -324847.983046 + Penalty 813.203135 = -324034.779911 nChanged 192 SP:Iteration 9Q (728.088653 sec): 3 clusters Score: Raw -324951.239457 + Penalty 813.203135 = -324138.036323 nChanged 152 SP:Iteration 10Q (728.140573 sec): 3 clusters Score: Raw -325022.236851 + Penalty 813.203135 = -324209.033716 nChanged 111 SP:Iteration 11Q (728.191702 sec): 3 clusters Score: Raw -325062.717469 + Penalty 813.203135 = -324249.514334 nChanged 90 SP:Iteration 12Q (728.232259 sec): 3 clusters Score: Raw -325093.591152 + Penalty 813.203135 = -324280.388017 nChanged 74 SP:Iteration 13Q (728.284633 sec): 3 clusters Score: Raw -325113.430323 + Penalty 813.203135 = -324300.227188 nChanged 61 SP:Iteration 14Q (728.333550 sec): 3 clusters Score: Raw -325127.760276 + Penalty 813.203135 = -324314.557141 nChanged 51 SP:Iteration 15Q (728.383233 sec): 3 clusters Score: Raw -325141.534110 + Penalty 813.203135 = -324328.330976 nChanged 59 SP:Iteration 16Q (728.435175 sec): 3 clusters Score: Raw -325160.516230 + Penalty 813.203135 = -324347.313096 nChanged 64 SP:Iteration 17Q (728.492494 sec): 3 clusters Score: Raw -325181.617561 + Penalty 813.203135 = -324368.414427 nChanged 59 SP:Iteration 18Q (728.536088 sec): 3 clusters Score: Raw -325198.596993 + Penalty 813.203135 = -324385.393858 nChanged 56 SP:Iteration 19Q (728.589403 sec): 3 clusters Score: Raw -325215.790223 + Penalty 813.203135 = -324402.587089 nChanged 56 SP:Iteration 20F (728.638776 sec): 3 clusters Score: Raw -325230.880452 + Penalty 813.203135 = -324417.677317 nChanged 52 SP:Iteration 21Q (728.697397 sec): 3 clusters Score: Raw -325247.410432 + Penalty 813.203135 = -324434.207297 nChanged 45 SP:Iteration 22Q (728.739660 sec): 3 clusters Score: Raw -325258.277545 + Penalty 813.203135 = -324445.074410 nChanged 39 SP:Iteration 23Q (728.805418 sec): 3 clusters Score: Raw -325264.759444 + Penalty 813.203135 = -324451.556309 nChanged 31 SP:Iteration 24Q (728.846927 sec): 3 clusters Score: Raw -325267.672017 + Penalty 813.203135 = -324454.468883 nChanged 25 SP:Iteration 25Q (728.900542 sec): 3 clusters Score: Raw -325271.956998 + Penalty 813.203135 = -324458.753864 nChanged 34 SP:Iteration 26Q (728.957470 sec): 3 clusters Score: Raw -325278.176504 + Penalty 813.203135 = -324464.973369 nChanged 34 SP:Iteration 27Q (728.990811 sec): 3 clusters Score: Raw -325286.412961 + Penalty 813.203135 = -324473.209826 nChanged 43 SP:Iteration 28Q (729.039389 sec): 3 clusters Score: Raw -325296.005035 + Penalty 813.203135 = -324482.801900 nChanged 38 SP:Iteration 29Q (729.096607 sec): 3 clusters Score: Raw -325303.390099 + Penalty 813.203135 = -324490.186965 nChanged 32 SP:Iteration 30Q (729.146829 sec): 3 clusters Score: Raw -325307.855816 + Penalty 813.203135 = -324494.652681 nChanged 32 SP:Iteration 31Q (729.200330 sec): 3 clusters Score: Raw -325311.160616 + Penalty 813.203135 = -324497.957481 nChanged 17 SP:Iteration 32Q (729.253503 sec): 3 clusters Score: Raw -325312.989530 + Penalty 813.203135 = -324499.786395 nChanged 11 SP:Iteration 33Q (729.299156 sec): 3 clusters Score: Raw -325314.008206 + Penalty 813.203135 = -324500.805071 nChanged 10 SP:Iteration 34Q (729.356111 sec): 3 clusters Score: Raw -325314.975617 + Penalty 813.203135 = -324501.772482 nChanged 12 SP:Iteration 35Q (729.400053 sec): 3 clusters Score: Raw -325316.257301 + Penalty 813.203135 = -324503.054167 nChanged 16 SP:Iteration 36Q (729.466270 sec): 3 clusters Score: Raw -325318.229416 + Penalty 813.203135 = -324505.026281 nChanged 15 SP:Iteration 37Q (729.505035 sec): 3 clusters Score: Raw -325319.755577 + Penalty 813.203135 = -324506.552442 nChanged 17 SP:Iteration 38Q (729.557334 sec): 3 clusters Score: Raw -325321.967932 + Penalty 813.203135 = -324508.764797 nChanged 26 SP:Iteration 39Q (729.616524 sec): 3 clusters Score: Raw -325326.885448 + Penalty 813.203135 = -324513.682313 nChanged 19 SP:Iteration 40F (729.656544 sec): 3 clusters Score: Raw -325329.148742 + Penalty 813.203135 = -324515.945607 nChanged 13 SP:Iteration 41Q (729.707684 sec): 3 clusters Score: Raw -325330.534090 + Penalty 813.203135 = -324517.330955 nChanged 13 SP:Iteration 42Q (729.757365 sec): 3 clusters Score: Raw -325331.616007 + Penalty 813.203135 = -324518.412872 nChanged 10 SP:Iteration 43Q (729.808860 sec): 3 clusters Score: Raw -325332.351137 + Penalty 813.203135 = -324519.148002 nChanged 9 SP:Iteration 44Q (729.865215 sec): 3 clusters Score: Raw -325332.981155 + Penalty 813.203135 = -324519.778020 nChanged 4 SP:Iteration 45Q (729.912536 sec): 3 clusters Score: Raw -325333.317644 + Penalty 813.203135 = -324520.114510 nChanged 3 SP:Iteration 46Q (729.963410 sec): 3 clusters Score: Raw -325333.495470 + Penalty 813.203135 = -324520.292335 nChanged 6 SP:Iteration 47Q (730.008140 sec): 3 clusters Score: Raw -325334.265925 + Penalty 813.203135 = -324521.062791 nChanged 3 SP:Iteration 48Q (730.065960 sec): 3 clusters Score: Raw -325334.683937 + Penalty 813.203135 = -324521.480802 nChanged 4 SP:Iteration 49Q (730.109018 sec): 3 clusters Score: Raw -325334.967067 + Penalty 813.203135 = -324521.763932 nChanged 4 SP:Iteration 50Q (730.174142 sec): 3 clusters Score: Raw -325335.207503 + Penalty 813.203135 = -324522.004368 nChanged 4 SP:Iteration 51Q (730.215965 sec): 3 clusters Score: Raw -325335.785935 + Penalty 813.203135 = -324522.582801 nChanged 6 SP:Iteration 52Q (730.279106 sec): 3 clusters Score: Raw -325336.179602 + Penalty 813.203135 = -324522.976467 nChanged 4 SP:Iteration 53Q (730.316930 sec): 3 clusters Score: Raw -325336.316528 + Penalty 813.203135 = -324523.113394 nChanged 5 SP:Iteration 54Q (730.377567 sec): 3 clusters Score: Raw -325336.588262 + Penalty 813.203135 = -324523.385127 nChanged 2 SP:Iteration 55Q (730.423787 sec): 3 clusters Score: Raw -325336.827430 + Penalty 813.203135 = -324523.624295 nChanged 5 SP:Iteration 56Q (730.475692 sec): 3 clusters Score: Raw -325337.262120 + Penalty 813.203135 = -324524.058986 nChanged 3 SP:Iteration 57Q (730.529844 sec): 3 clusters Score: Raw -325337.553235 + Penalty 813.203135 = -324524.350100 nChanged 4 SP:Iteration 58Q (730.571216 sec): 3 clusters Score: Raw -325337.891724 + Penalty 813.203135 = -324524.688589 nChanged 5 SP:Iteration 59Q (730.622906 sec): 3 clusters Score: Raw -325338.233915 + Penalty 813.203135 = -324525.030780 nChanged 6 SP:Iteration 60F (730.680238 sec): 3 clusters Score: Raw -325338.775402 + Penalty 813.203135 = -324525.572267 nChanged 10 SP:Iteration 61Q (730.722390 sec): 3 clusters Score: Raw -325339.421333 + Penalty 813.203135 = -324526.218198 nChanged 6 SP:Iteration 62Q (730.782781 sec): 3 clusters Score: Raw -325339.848795 + Penalty 813.203135 = -324526.645660 nChanged 8 SP:Iteration 63Q (730.823029 sec): 3 clusters Score: Raw -325340.699640 + Penalty 813.203135 = -324527.496505 nChanged 15 SP:Iteration 64Q (730.871756 sec): 3 clusters Score: Raw -325341.843114 + Penalty 813.203135 = -324528.639979 nChanged 15 SP:Iteration 65Q (730.925732 sec): 3 clusters Score: Raw -325343.054164 + Penalty 813.203135 = -324529.851029 nChanged 10 SP:Iteration 66Q (730.975098 sec): 3 clusters Score: Raw -325344.269861 + Penalty 813.203135 = -324531.066726 nChanged 13 SP:Iteration 67Q (731.022145 sec): 3 clusters Score: Raw -325346.068961 + Penalty 813.203135 = -324532.865826 nChanged 9 SP:Iteration 68Q (731.077666 sec): 3 clusters Score: Raw -325346.751578 + Penalty 813.203135 = -324533.548443 nChanged 10 SP:Iteration 69Q (731.119010 sec): 3 clusters Score: Raw -325347.618604 + Penalty 813.203135 = -324534.415470 nChanged 8 SP:Iteration 70Q (731.168983 sec): 3 clusters Score: Raw -325348.479604 + Penalty 813.203135 = -324535.276470 nChanged 10 SP:Iteration 71Q (731.223141 sec): 3 clusters Score: Raw -325349.300843 + Penalty 813.203135 = -324536.097709 nChanged 7 SP:Iteration 72Q (731.271183 sec): 3 clusters Score: Raw -325350.319070 + Penalty 813.203135 = -324537.115935 nChanged 14 SP:Iteration 73Q (731.325389 sec): 3 clusters Score: Raw -325351.993129 + Penalty 813.203135 = -324538.789994 nChanged 6 SP:Iteration 74Q (731.384981 sec): 3 clusters Score: Raw -325352.696114 + Penalty 813.203135 = -324539.492979 nChanged 5 SP:Iteration 75Q (731.438857 sec): 3 clusters Score: Raw -325352.994053 + Penalty 813.203135 = -324539.790918 nChanged 4 SP:Iteration 76Q (731.488972 sec): 3 clusters Score: Raw -325353.240151 + Penalty 813.203135 = -324540.037016 nChanged 8 SP:Iteration 77Q (731.529986 sec): 3 clusters Score: Raw -325354.007028 + Penalty 813.203135 = -324540.803893 nChanged 6 SP:Iteration 78Q (731.589552 sec): 3 clusters Score: Raw -325354.599361 + Penalty 813.203135 = -324541.396226 nChanged 5 SP:Iteration 79Q (731.639385 sec): 3 clusters Score: Raw -325354.974662 + Penalty 813.203135 = -324541.771527 nChanged 2 SP:Iteration 80F (731.692767 sec): 3 clusters Score: Raw -325355.093731 + Penalty 813.203135 = -324541.890596 nChanged 4 SP:Iteration 81Q (731.730985 sec): 3 clusters Score: Raw -325355.439691 + Penalty 813.203135 = -324542.236556 nChanged 7 SP:Iteration 82Q (731.788162 sec): 3 clusters Score: Raw -325356.460910 + Penalty 813.203135 = -324543.257775 nChanged 4 SP:Iteration 83Q (731.841716 sec): 3 clusters Score: Raw -325356.802317 + Penalty 813.203135 = -324543.599182 nChanged 2 SP:Iteration 84Q (731.891585 sec): 3 clusters Score: Raw -325356.918314 + Penalty 813.203135 = -324543.715179 nChanged 1 SP:Iteration 85Q (731.939027 sec): 3 clusters Score: Raw -325356.928404 + Penalty 813.203135 = -324543.725269 nChanged 0 SP:Iteration 86F (731.981989 sec): 3 clusters Score: Raw -325356.928404 + Penalty 813.203135 = -324543.725269 nChanged 0 Trying to split cluster 9 (26417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (732.037229 sec): 2 clusters Score: Raw -1140185.726253 + Penalty 463.270217 = -1139722.456036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (732.096820 sec): 3 clusters Score: Raw -1122969.178128 + Penalty 926.540435 = -1122042.637693 nChanged 12731 SP:Iteration 1F (732.167387 sec): 3 clusters Score: Raw -1130781.209331 + Penalty 926.540435 = -1129854.668896 nChanged 1789 SP:Iteration 2F (732.232828 sec): 3 clusters Score: Raw -1131847.834129 + Penalty 926.540435 = -1130921.293694 nChanged 1929 SP:Iteration 3F (732.295154 sec): 3 clusters Score: Raw -1133200.316267 + Penalty 926.540435 = -1132273.775832 nChanged 1832 SP:Iteration 4F (732.372263 sec): 3 clusters Score: Raw -1134564.460792 + Penalty 926.540435 = -1133637.920357 nChanged 1632 SP:Iteration 5F (732.436897 sec): 3 clusters Score: Raw -1135864.018768 + Penalty 926.540435 = -1134937.478333 nChanged 1458 SP:Iteration 6F (732.495174 sec): 3 clusters Score: Raw -1137061.072520 + Penalty 926.540435 = -1136134.532086 nChanged 1183 SP:Iteration 7Q (732.575896 sec): 3 clusters Score: Raw -1138038.638830 + Penalty 926.540435 = -1137112.098395 nChanged 922 SP:Iteration 8Q (732.642635 sec): 3 clusters Score: Raw -1138787.872935 + Penalty 926.540435 = -1137861.332500 nChanged 695 SP:Iteration 9Q (732.712385 sec): 3 clusters Score: Raw -1139342.169225 + Penalty 926.540435 = -1138415.628790 nChanged 478 SP:Iteration 10Q (732.773303 sec): 3 clusters Score: Raw -1139721.957968 + Penalty 926.540435 = -1138795.417533 nChanged 320 SP:Iteration 11Q (732.844954 sec): 3 clusters Score: Raw -1139950.079850 + Penalty 926.540435 = -1139023.539415 nChanged 230 SP:Iteration 12Q (732.906738 sec): 3 clusters Score: Raw -1140092.620192 + Penalty 926.540435 = -1139166.079757 nChanged 139 SP:Iteration 13Q (732.969340 sec): 3 clusters Score: Raw -1140171.527566 + Penalty 926.540435 = -1139244.987131 nChanged 109 SP:Iteration 14Q (733.040215 sec): 3 clusters Score: Raw -1140233.487503 + Penalty 926.540435 = -1139306.947068 nChanged 91 SP:Iteration 15Q (733.110471 sec): 3 clusters Score: Raw -1140282.267406 + Penalty 926.540435 = -1139355.726971 nChanged 65 SP:Iteration 16Q (733.165001 sec): 3 clusters Score: Raw -1140310.075054 + Penalty 926.540435 = -1139383.534620 nChanged 50 SP:Iteration 17Q (733.235533 sec): 3 clusters Score: Raw -1140328.548666 + Penalty 926.540435 = -1139402.008231 nChanged 30 SP:Iteration 18Q (733.295767 sec): 3 clusters Score: Raw -1140339.722719 + Penalty 926.540435 = -1139413.182284 nChanged 36 SP:Iteration 19Q (733.361759 sec): 3 clusters Score: Raw -1140352.777927 + Penalty 926.540435 = -1139426.237492 nChanged 26 SP:Iteration 20F (733.436713 sec): 3 clusters Score: Raw -1140360.810636 + Penalty 926.540435 = -1139434.270201 nChanged 23 SP:Iteration 21Q (733.498663 sec): 3 clusters Score: Raw -1140367.481100 + Penalty 926.540435 = -1139440.940665 nChanged 17 SP:Iteration 22Q (733.572505 sec): 3 clusters Score: Raw -1140371.725482 + Penalty 926.540435 = -1139445.185047 nChanged 16 SP:Iteration 23Q (733.632630 sec): 3 clusters Score: Raw -1140376.354742 + Penalty 926.540435 = -1139449.814307 nChanged 13 SP:Iteration 24Q (733.706888 sec): 3 clusters Score: Raw -1140378.319906 + Penalty 926.540435 = -1139451.779471 nChanged 4 SP:Iteration 25Q (733.770208 sec): 3 clusters Score: Raw -1140378.882314 + Penalty 926.540435 = -1139452.341879 nChanged 0 SP:Iteration 26F (733.831723 sec): 3 clusters Score: Raw -1140378.882314 + Penalty 926.540435 = -1139452.341879 nChanged 0 Trying to split cluster 10 (4359 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (733.867252 sec): 2 clusters Score: Raw -189311.328800 + Penalty 381.289907 = -188930.038893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (733.905484 sec): 3 clusters Score: Raw -186713.826641 + Penalty 762.579814 = -185951.246828 nChanged 1943 SP:Iteration 1F (733.965855 sec): 3 clusters Score: Raw -187846.993797 + Penalty 762.579814 = -187084.413983 nChanged 262 SP:Iteration 2F (734.017920 sec): 3 clusters Score: Raw -187977.567193 + Penalty 762.579814 = -187214.987379 nChanged 266 SP:Iteration 3F (734.058661 sec): 3 clusters Score: Raw -188133.155111 + Penalty 762.579814 = -187370.575298 nChanged 282 SP:Iteration 4F (734.123053 sec): 3 clusters Score: Raw -188313.273093 + Penalty 762.579814 = -187550.693280 nChanged 290 SP:Iteration 5F (734.169774 sec): 3 clusters Score: Raw -188532.594649 + Penalty 762.579814 = -187770.014835 nChanged 270 SP:Iteration 6F (734.219737 sec): 3 clusters Score: Raw -188747.010450 + Penalty 762.579814 = -187984.430637 nChanged 214 SP:Iteration 7Q (734.270325 sec): 3 clusters Score: Raw -188931.360676 + Penalty 762.579814 = -188168.780862 nChanged 162 SP:Iteration 8Q (734.314109 sec): 3 clusters Score: Raw -189072.731362 + Penalty 762.579814 = -188310.151549 nChanged 112 SP:Iteration 9Q (734.360235 sec): 3 clusters Score: Raw -189168.206877 + Penalty 762.579814 = -188405.627063 nChanged 78 SP:Iteration 10Q (734.410166 sec): 3 clusters Score: Raw -189227.207729 + Penalty 762.579814 = -188464.627916 nChanged 58 SP:Iteration 11Q (734.469069 sec): 3 clusters Score: Raw -189270.173434 + Penalty 762.579814 = -188507.593621 nChanged 40 SP:Iteration 12Q (734.512029 sec): 3 clusters Score: Raw -189294.345420 + Penalty 762.579814 = -188531.765606 nChanged 25 SP:Iteration 13Q (734.553340 sec): 3 clusters Score: Raw -189314.072705 + Penalty 762.579814 = -188551.492891 nChanged 23 SP:Iteration 14Q (734.612536 sec): 3 clusters Score: Raw -189331.154316 + Penalty 762.579814 = -188568.574502 nChanged 14 SP:Iteration 15Q (734.660096 sec): 3 clusters Score: Raw -189340.137947 + Penalty 762.579814 = -188577.558133 nChanged 12 SP:Iteration 16Q (734.706352 sec): 3 clusters Score: Raw -189344.930697 + Penalty 762.579814 = -188582.350883 nChanged 7 SP:Iteration 17Q (734.741840 sec): 3 clusters Score: Raw -189347.206315 + Penalty 762.579814 = -188584.626501 nChanged 3 SP:Iteration 18Q (734.788059 sec): 3 clusters Score: Raw -189348.330473 + Penalty 762.579814 = -188585.750660 nChanged 2 SP:Iteration 19Q (734.838188 sec): 3 clusters Score: Raw -189350.225838 + Penalty 762.579814 = -188587.646024 nChanged 2 SP:Iteration 20F (734.888746 sec): 3 clusters Score: Raw -189351.024781 + Penalty 762.579814 = -188588.444968 nChanged 0 Trying to split cluster 11 (1982 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (734.917901 sec): 2 clusters Score: Raw -71860.779462 + Penalty 345.429708 = -71515.349754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (734.967581 sec): 3 clusters Score: Raw -70748.897370 + Penalty 690.859416 = -70058.037954 nChanged 847 SP:Iteration 1F (735.003648 sec): 3 clusters Score: Raw -71233.125137 + Penalty 690.859416 = -70542.265721 nChanged 172 SP:Iteration 2F (735.051328 sec): 3 clusters Score: Raw -71342.884365 + Penalty 690.859416 = -70652.024949 nChanged 136 SP:Iteration 3F (735.095285 sec): 3 clusters Score: Raw -71445.707054 + Penalty 690.859416 = -70754.847638 nChanged 131 SP:Iteration 4F (735.148394 sec): 3 clusters Score: Raw -71552.415360 + Penalty 690.859416 = -70861.555944 nChanged 135 SP:Iteration 5F (735.197536 sec): 3 clusters Score: Raw -71664.902107 + Penalty 690.859416 = -70974.042691 nChanged 106 SP:Iteration 6F (735.246382 sec): 3 clusters Score: Raw -71762.721033 + Penalty 690.859416 = -71071.861617 nChanged 84 SP:Iteration 7Q (735.283440 sec): 3 clusters Score: Raw -71837.689177 + Penalty 690.859416 = -71146.829761 nChanged 65 SP:Iteration 8Q (735.326045 sec): 3 clusters Score: Raw -71910.583403 + Penalty 690.859416 = -71219.723987 nChanged 42 SP:Iteration 9Q (735.375841 sec): 3 clusters Score: Raw -71955.367487 + Penalty 690.859416 = -71264.508071 nChanged 29 SP:Iteration 10Q (735.417676 sec): 3 clusters Score: Raw -71977.306467 + Penalty 690.859416 = -71286.447051 nChanged 11 SP:Iteration 11Q (735.460098 sec): 3 clusters Score: Raw -71988.207757 + Penalty 690.859416 = -71297.348341 nChanged 6 SP:Iteration 12Q (735.500887 sec): 3 clusters Score: Raw -71991.366096 + Penalty 690.859416 = -71300.506680 nChanged 3 SP:Iteration 13Q (735.549412 sec): 3 clusters Score: Raw -71992.359336 + Penalty 690.859416 = -71301.499920 nChanged 2 SP:Iteration 14Q (735.607910 sec): 3 clusters Score: Raw -71994.915924 + Penalty 690.859416 = -71304.056507 nChanged 3 SP:Iteration 15Q (735.647800 sec): 3 clusters Score: Raw -72001.885959 + Penalty 690.859416 = -71311.026543 nChanged 3 SP:Iteration 16Q (735.691416 sec): 3 clusters Score: Raw -72007.567891 + Penalty 690.859416 = -71316.708475 nChanged 2 SP:Iteration 17Q (735.733877 sec): 3 clusters Score: Raw -72011.239213 + Penalty 690.859416 = -71320.379797 nChanged 2 SP:Iteration 18Q (735.781509 sec): 3 clusters Score: Raw -72018.166494 + Penalty 690.859416 = -71327.307078 nChanged 2 SP:Iteration 19Q (735.828736 sec): 3 clusters Score: Raw -72018.895115 + Penalty 690.859416 = -71328.035699 nChanged 1 SP:Iteration 20F (735.873547 sec): 3 clusters Score: Raw -72021.437501 + Penalty 690.859416 = -71330.578085 nChanged 2 SP:Iteration 21Q (735.913795 sec): 3 clusters Score: Raw -72022.601402 + Penalty 690.859416 = -71331.741986 nChanged 0 SP:Iteration 22F (735.959607 sec): 3 clusters Score: Raw -72022.601402 + Penalty 690.859416 = -71331.741986 nChanged 0 Trying to split cluster 12 (1365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (735.988324 sec): 2 clusters Score: Raw -60193.241482 + Penalty 328.460392 = -59864.781090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (736.021252 sec): 3 clusters Score: Raw -59512.629309 + Penalty 656.920783 = -58855.708526 nChanged 528 SP:Iteration 1F (736.072724 sec): 3 clusters Score: Raw -59833.691368 + Penalty 656.920783 = -59176.770584 nChanged 112 SP:Iteration 2F (736.106055 sec): 3 clusters Score: Raw -59898.239095 + Penalty 656.920783 = -59241.318311 nChanged 87 SP:Iteration 3F (736.142397 sec): 3 clusters Score: Raw -59959.472608 + Penalty 656.920783 = -59302.551825 nChanged 72 SP:Iteration 4F (736.194110 sec): 3 clusters Score: Raw -60017.472182 + Penalty 656.920783 = -59360.551398 nChanged 64 SP:Iteration 5Q (736.243118 sec): 3 clusters Score: Raw -60071.493473 + Penalty 656.920783 = -59414.572689 nChanged 57 SP:Iteration 6Q (736.281171 sec): 3 clusters Score: Raw -60112.782731 + Penalty 656.920783 = -59455.861947 nChanged 50 SP:Iteration 7Q (736.328575 sec): 3 clusters Score: Raw -60145.664832 + Penalty 656.920783 = -59488.744049 nChanged 42 SP:Iteration 8Q (736.373359 sec): 3 clusters Score: Raw -60177.795933 + Penalty 656.920783 = -59520.875150 nChanged 42 SP:Iteration 9Q (736.409946 sec): 3 clusters Score: Raw -60213.300608 + Penalty 656.920783 = -59556.379825 nChanged 25 SP:Iteration 10Q (736.450844 sec): 3 clusters Score: Raw -60229.513479 + Penalty 656.920783 = -59572.592696 nChanged 13 SP:Iteration 11Q (736.492431 sec): 3 clusters Score: Raw -60237.028323 + Penalty 656.920783 = -59580.107539 nChanged 12 SP:Iteration 12Q (736.538675 sec): 3 clusters Score: Raw -60242.662665 + Penalty 656.920783 = -59585.741881 nChanged 12 SP:Iteration 13Q (736.585453 sec): 3 clusters Score: Raw -60248.312335 + Penalty 656.920783 = -59591.391551 nChanged 7 SP:Iteration 14Q (736.618817 sec): 3 clusters Score: Raw -60251.088425 + Penalty 656.920783 = -59594.167642 nChanged 5 SP:Iteration 15Q (736.662668 sec): 3 clusters Score: Raw -60253.079323 + Penalty 656.920783 = -59596.158540 nChanged 7 SP:Iteration 16Q (736.709765 sec): 3 clusters Score: Raw -60257.713646 + Penalty 656.920783 = -59600.792863 nChanged 5 SP:Iteration 17Q (736.746117 sec): 3 clusters Score: Raw -60261.142495 + Penalty 656.920783 = -59604.221711 nChanged 5 SP:Iteration 18Q (736.798008 sec): 3 clusters Score: Raw -60266.343190 + Penalty 656.920783 = -59609.422407 nChanged 5 SP:Iteration 19Q (736.846524 sec): 3 clusters Score: Raw -60269.417872 + Penalty 656.920783 = -59612.497089 nChanged 1 SP:Iteration 20F (736.891004 sec): 3 clusters Score: Raw -60269.728829 + Penalty 656.920783 = -59612.808045 nChanged 2 SP:Iteration 21Q (736.937870 sec): 3 clusters Score: Raw -60270.589508 + Penalty 656.920783 = -59613.668725 nChanged 2 SP:Iteration 22Q (736.987122 sec): 3 clusters Score: Raw -60271.187740 + Penalty 656.920783 = -59614.266956 nChanged 2 SP:Iteration 23Q (737.012182 sec): 3 clusters Score: Raw -60271.801889 + Penalty 656.920783 = -59614.881106 nChanged 0 SP:Iteration 24F (737.054581 sec): 3 clusters Score: Raw -60271.801889 + Penalty 656.920783 = -59614.881106 nChanged 0 Trying to split cluster 13 (2883 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (737.069367 sec): 2 clusters Score: Raw -120113.053317 + Penalty 362.479695 = -119750.573623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (737.100622 sec): 3 clusters Score: Raw -118508.180366 + Penalty 724.959389 = -117783.220977 nChanged 1241 SP:Iteration 1F (737.154970 sec): 3 clusters Score: Raw -119278.744121 + Penalty 724.959389 = -118553.784732 nChanged 242 SP:Iteration 2F (737.198893 sec): 3 clusters Score: Raw -119424.147360 + Penalty 724.959389 = -118699.187970 nChanged 186 SP:Iteration 3F (737.241894 sec): 3 clusters Score: Raw -119521.271921 + Penalty 724.959389 = -118796.312532 nChanged 127 SP:Iteration 4Q (737.291646 sec): 3 clusters Score: Raw -119587.905451 + Penalty 724.959389 = -118862.946062 nChanged 113 SP:Iteration 5Q (737.346377 sec): 3 clusters Score: Raw -119663.287554 + Penalty 724.959389 = -118938.328164 nChanged 109 SP:Iteration 6Q (737.389268 sec): 3 clusters Score: Raw -119737.771808 + Penalty 724.959389 = -119012.812418 nChanged 112 SP:Iteration 7Q (737.438995 sec): 3 clusters Score: Raw -119817.495939 + Penalty 724.959389 = -119092.536550 nChanged 106 SP:Iteration 8Q (737.486781 sec): 3 clusters Score: Raw -119908.906174 + Penalty 724.959389 = -119183.946784 nChanged 75 SP:Iteration 9Q (737.535738 sec): 3 clusters Score: Raw -119959.429548 + Penalty 724.959389 = -119234.470159 nChanged 60 SP:Iteration 10Q (737.580083 sec): 3 clusters Score: Raw -119992.660943 + Penalty 724.959389 = -119267.701554 nChanged 49 SP:Iteration 11Q (737.615031 sec): 3 clusters Score: Raw -120020.203336 + Penalty 724.959389 = -119295.243947 nChanged 48 SP:Iteration 12Q (737.658135 sec): 3 clusters Score: Raw -120046.333472 + Penalty 724.959389 = -119321.374083 nChanged 34 SP:Iteration 13Q (737.704148 sec): 3 clusters Score: Raw -120060.007944 + Penalty 724.959389 = -119335.048554 nChanged 26 SP:Iteration 14Q (737.750077 sec): 3 clusters Score: Raw -120072.204629 + Penalty 724.959389 = -119347.245239 nChanged 30 SP:Iteration 15Q (737.789184 sec): 3 clusters Score: Raw -120087.301360 + Penalty 724.959389 = -119362.341970 nChanged 32 SP:Iteration 16Q (737.840259 sec): 3 clusters Score: Raw -120100.034186 + Penalty 724.959389 = -119375.074797 nChanged 20 SP:Iteration 17Q (737.886471 sec): 3 clusters Score: Raw -120109.308435 + Penalty 724.959389 = -119384.349045 nChanged 19 SP:Iteration 18Q (737.930317 sec): 3 clusters Score: Raw -120116.129255 + Penalty 724.959389 = -119391.169866 nChanged 18 SP:Iteration 19Q (737.985967 sec): 3 clusters Score: Raw -120122.153619 + Penalty 724.959389 = -119397.194229 nChanged 19 SP:Iteration 20F (738.028163 sec): 3 clusters Score: Raw -120127.644667 + Penalty 724.959389 = -119402.685278 nChanged 15 SP:Iteration 21Q (738.077909 sec): 3 clusters Score: Raw -120130.508319 + Penalty 724.959389 = -119405.548929 nChanged 10 SP:Iteration 22Q (738.129377 sec): 3 clusters Score: Raw -120132.352280 + Penalty 724.959389 = -119407.392890 nChanged 13 SP:Iteration 23Q (738.176512 sec): 3 clusters Score: Raw -120135.569142 + Penalty 724.959389 = -119410.609753 nChanged 19 SP:Iteration 24Q (738.222655 sec): 3 clusters Score: Raw -120140.027747 + Penalty 724.959389 = -119415.068357 nChanged 12 SP:Iteration 25Q (738.270853 sec): 3 clusters Score: Raw -120143.218594 + Penalty 724.959389 = -119418.259204 nChanged 15 SP:Iteration 26Q (738.311725 sec): 3 clusters Score: Raw -120148.924019 + Penalty 724.959389 = -119423.964630 nChanged 16 SP:Iteration 27Q (738.373421 sec): 3 clusters Score: Raw -120152.013530 + Penalty 724.959389 = -119427.054141 nChanged 7 SP:Iteration 28Q (738.418919 sec): 3 clusters Score: Raw -120153.270342 + Penalty 724.959389 = -119428.310952 nChanged 12 SP:Iteration 29Q (738.467614 sec): 3 clusters Score: Raw -120156.398488 + Penalty 724.959389 = -119431.439098 nChanged 12 SP:Iteration 30Q (738.519735 sec): 3 clusters Score: Raw -120159.612627 + Penalty 724.959389 = -119434.653237 nChanged 12 SP:Iteration 31Q (738.561218 sec): 3 clusters Score: Raw -120163.074862 + Penalty 724.959389 = -119438.115473 nChanged 14 SP:Iteration 32Q (738.608754 sec): 3 clusters Score: Raw -120167.719399 + Penalty 724.959389 = -119442.760009 nChanged 18 SP:Iteration 33Q (738.647998 sec): 3 clusters Score: Raw -120172.594443 + Penalty 724.959389 = -119447.635054 nChanged 15 SP:Iteration 34Q (738.690673 sec): 3 clusters Score: Raw -120176.428104 + Penalty 724.959389 = -119451.468715 nChanged 14 SP:Iteration 35Q (738.738688 sec): 3 clusters Score: Raw -120180.012209 + Penalty 724.959389 = -119455.052820 nChanged 12 SP:Iteration 36Q (738.781634 sec): 3 clusters Score: Raw -120182.607794 + Penalty 724.959389 = -119457.648405 nChanged 7 SP:Iteration 37Q (738.825662 sec): 3 clusters Score: Raw -120183.759428 + Penalty 724.959389 = -119458.800038 nChanged 1 SP:Iteration 38Q (738.864878 sec): 3 clusters Score: Raw -120183.887748 + Penalty 724.959389 = -119458.928358 nChanged 2 SP:Iteration 39Q (738.910159 sec): 3 clusters Score: Raw -120184.453309 + Penalty 724.959389 = -119459.493919 nChanged 2 SP:Iteration 40F (738.966594 sec): 3 clusters Score: Raw -120184.818362 + Penalty 724.959389 = -119459.858972 nChanged 2 SP:Iteration 41Q (739.009950 sec): 3 clusters Score: Raw -120184.957453 + Penalty 724.959389 = -119459.998063 nChanged 2 SP:Iteration 42Q (739.065555 sec): 3 clusters Score: Raw -120185.105163 + Penalty 724.959389 = -119460.145774 nChanged 1 SP:Iteration 43Q (739.110168 sec): 3 clusters Score: Raw -120185.430718 + Penalty 724.959389 = -119460.471329 nChanged 1 SP:Iteration 44Q (739.151993 sec): 3 clusters Score: Raw -120185.544261 + Penalty 724.959389 = -119460.584872 nChanged 1 SP:Iteration 45Q (739.203292 sec): 3 clusters Score: Raw -120185.617144 + Penalty 724.959389 = -119460.657755 nChanged 0 SP:Iteration 46F (739.242874 sec): 3 clusters Score: Raw -120185.617144 + Penalty 724.959389 = -119460.657755 nChanged 0 Trying to split cluster 14 (5113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (739.269153 sec): 2 clusters Score: Raw -199164.337209 + Penalty 388.549143 = -198775.788067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (739.328894 sec): 3 clusters Score: Raw -196135.432967 + Penalty 777.098285 = -195358.334682 nChanged 2282 SP:Iteration 1F (739.370359 sec): 3 clusters Score: Raw -197521.851444 + Penalty 777.098285 = -196744.753159 nChanged 390 SP:Iteration 2F (739.414789 sec): 3 clusters Score: Raw -197741.416431 + Penalty 777.098285 = -196964.318146 nChanged 328 SP:Iteration 3F (739.459816 sec): 3 clusters Score: Raw -197921.568226 + Penalty 777.098285 = -197144.469941 nChanged 271 SP:Iteration 4F (739.500685 sec): 3 clusters Score: Raw -198081.413050 + Penalty 777.098285 = -197304.314765 nChanged 247 SP:Iteration 5Q (739.540259 sec): 3 clusters Score: Raw -198237.398211 + Penalty 777.098285 = -197460.299926 nChanged 260 SP:Iteration 6F (739.595587 sec): 3 clusters Score: Raw -198420.868200 + Penalty 777.098285 = -197643.769915 nChanged 248 SP:Iteration 7Q (739.640612 sec): 3 clusters Score: Raw -198599.566844 + Penalty 777.098285 = -197822.468559 nChanged 194 SP:Iteration 8Q (739.696333 sec): 3 clusters Score: Raw -198750.600955 + Penalty 777.098285 = -197973.502670 nChanged 182 SP:Iteration 9Q (739.732291 sec): 3 clusters Score: Raw -198874.327105 + Penalty 777.098285 = -198097.228820 nChanged 143 SP:Iteration 10Q (739.780632 sec): 3 clusters Score: Raw -198959.774740 + Penalty 777.098285 = -198182.676455 nChanged 109 SP:Iteration 11Q (739.827791 sec): 3 clusters Score: Raw -199011.638777 + Penalty 777.098285 = -198234.540492 nChanged 86 SP:Iteration 12Q (739.873732 sec): 3 clusters Score: Raw -199044.426574 + Penalty 777.098285 = -198267.328289 nChanged 84 SP:Iteration 13Q (739.924467 sec): 3 clusters Score: Raw -199076.881444 + Penalty 777.098285 = -198299.783159 nChanged 73 SP:Iteration 14Q (739.977002 sec): 3 clusters Score: Raw -199104.717816 + Penalty 777.098285 = -198327.619531 nChanged 74 SP:Iteration 15Q (740.023199 sec): 3 clusters Score: Raw -199138.691800 + Penalty 777.098285 = -198361.593515 nChanged 82 SP:Iteration 16Q (740.074915 sec): 3 clusters Score: Raw -199178.580387 + Penalty 777.098285 = -198401.482102 nChanged 85 SP:Iteration 17Q (740.120740 sec): 3 clusters Score: Raw -199223.075464 + Penalty 777.098285 = -198445.977179 nChanged 67 SP:Iteration 18Q (740.161161 sec): 3 clusters Score: Raw -199256.222547 + Penalty 777.098285 = -198479.124262 nChanged 45 SP:Iteration 19Q (740.219215 sec): 3 clusters Score: Raw -199276.009378 + Penalty 777.098285 = -198498.911093 nChanged 44 SP:Iteration 20F (740.260454 sec): 3 clusters Score: Raw -199295.966612 + Penalty 777.098285 = -198518.868327 nChanged 46 SP:Iteration 21Q (740.309889 sec): 3 clusters Score: Raw -199321.179830 + Penalty 777.098285 = -198544.081545 nChanged 46 SP:Iteration 22Q (740.356002 sec): 3 clusters Score: Raw -199339.887558 + Penalty 777.098285 = -198562.789273 nChanged 33 SP:Iteration 23Q (740.413674 sec): 3 clusters Score: Raw -199352.083801 + Penalty 777.098285 = -198574.985516 nChanged 34 SP:Iteration 24Q (740.451738 sec): 3 clusters Score: Raw -199363.925797 + Penalty 777.098285 = -198586.827512 nChanged 32 SP:Iteration 25Q (740.500236 sec): 3 clusters Score: Raw -199372.483257 + Penalty 777.098285 = -198595.384972 nChanged 34 SP:Iteration 26Q (740.555428 sec): 3 clusters Score: Raw -199384.550598 + Penalty 777.098285 = -198607.452313 nChanged 33 SP:Iteration 27Q (740.601997 sec): 3 clusters Score: Raw -199397.655466 + Penalty 777.098285 = -198620.557181 nChanged 36 SP:Iteration 28Q (740.648946 sec): 3 clusters Score: Raw -199412.191246 + Penalty 777.098285 = -198635.092961 nChanged 24 SP:Iteration 29Q (740.701133 sec): 3 clusters Score: Raw -199419.905545 + Penalty 777.098285 = -198642.807260 nChanged 18 SP:Iteration 30Q (740.757131 sec): 3 clusters Score: Raw -199424.961946 + Penalty 777.098285 = -198647.863660 nChanged 21 SP:Iteration 31Q (740.791497 sec): 3 clusters Score: Raw -199431.656148 + Penalty 777.098285 = -198654.557863 nChanged 21 SP:Iteration 32Q (740.853044 sec): 3 clusters Score: Raw -199437.819306 + Penalty 777.098285 = -198660.721021 nChanged 10 SP:Iteration 33Q (740.900416 sec): 3 clusters Score: Raw -199440.454619 + Penalty 777.098285 = -198663.356334 nChanged 12 SP:Iteration 34Q (740.946626 sec): 3 clusters Score: Raw -199446.282143 + Penalty 777.098285 = -198669.183858 nChanged 9 SP:Iteration 35Q (740.988310 sec): 3 clusters Score: Raw -199450.169681 + Penalty 777.098285 = -198673.071396 nChanged 7 SP:Iteration 36Q (741.036330 sec): 3 clusters Score: Raw -199452.397070 + Penalty 777.098285 = -198675.298785 nChanged 8 SP:Iteration 37Q (741.088862 sec): 3 clusters Score: Raw -199454.770828 + Penalty 777.098285 = -198677.672542 nChanged 4 SP:Iteration 38Q (741.134752 sec): 3 clusters Score: Raw -199455.261413 + Penalty 777.098285 = -198678.163128 nChanged 1 SP:Iteration 39Q (741.181031 sec): 3 clusters Score: Raw -199455.399545 + Penalty 777.098285 = -198678.301260 nChanged 1 SP:Iteration 40F (741.237219 sec): 3 clusters Score: Raw -199455.582817 + Penalty 777.098285 = -198678.484532 nChanged 0 Trying to split cluster 15 (1030 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (741.260310 sec): 2 clusters Score: Raw -42193.237284 + Penalty 315.647791 = -41877.589493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (741.308731 sec): 3 clusters Score: Raw -41673.872775 + Penalty 631.295581 = -41042.577193 nChanged 409 SP:Iteration 1F (741.350307 sec): 3 clusters Score: Raw -41919.525636 + Penalty 631.295581 = -41288.230055 nChanged 75 SP:Iteration 2F (741.405612 sec): 3 clusters Score: Raw -41987.827985 + Penalty 631.295581 = -41356.532404 nChanged 68 SP:Iteration 3F (741.449297 sec): 3 clusters Score: Raw -42063.317578 + Penalty 631.295581 = -41432.021997 nChanged 52 SP:Iteration 4F (741.493418 sec): 3 clusters Score: Raw -42118.957413 + Penalty 631.295581 = -41487.661832 nChanged 50 SP:Iteration 5Q (741.537316 sec): 3 clusters Score: Raw -42157.903570 + Penalty 631.295581 = -41526.607988 nChanged 34 SP:Iteration 6Q (741.573481 sec): 3 clusters Score: Raw -42179.641407 + Penalty 631.295581 = -41548.345826 nChanged 23 SP:Iteration 7Q (741.623585 sec): 3 clusters Score: Raw -42193.251076 + Penalty 631.295581 = -41561.955495 nChanged 22 SP:Iteration 8Q (741.663066 sec): 3 clusters Score: Raw -42206.334353 + Penalty 631.295581 = -41575.038772 nChanged 24 SP:Iteration 9Q (741.700017 sec): 3 clusters Score: Raw -42225.391218 + Penalty 631.295581 = -41594.095637 nChanged 22 SP:Iteration 10Q (741.745241 sec): 3 clusters Score: Raw -42240.049249 + Penalty 631.295581 = -41608.753668 nChanged 22 SP:Iteration 11Q (741.785995 sec): 3 clusters Score: Raw -42256.679690 + Penalty 631.295581 = -41625.384108 nChanged 23 SP:Iteration 12Q (741.826155 sec): 3 clusters Score: Raw -42276.547693 + Penalty 631.295581 = -41645.252112 nChanged 16 SP:Iteration 13Q (741.866534 sec): 3 clusters Score: Raw -42285.361352 + Penalty 631.295581 = -41654.065771 nChanged 12 SP:Iteration 14Q (741.903226 sec): 3 clusters Score: Raw -42292.542258 + Penalty 631.295581 = -41661.246677 nChanged 12 SP:Iteration 15Q (741.928415 sec): 3 clusters Score: Raw -42298.542312 + Penalty 631.295581 = -41667.246731 nChanged 9 SP:Iteration 16Q (741.975582 sec): 3 clusters Score: Raw -42305.025481 + Penalty 631.295581 = -41673.729900 nChanged 9 SP:Iteration 17Q (742.008529 sec): 3 clusters Score: Raw -42312.150972 + Penalty 631.295581 = -41680.855391 nChanged 9 SP:Iteration 18Q (742.042973 sec): 3 clusters Score: Raw -42315.829152 + Penalty 631.295581 = -41684.533570 nChanged 4 SP:Iteration 19Q (742.071749 sec): 3 clusters Score: Raw -42317.538881 + Penalty 631.295581 = -41686.243299 nChanged 2 SP:Iteration 20F (742.100231 sec): 3 clusters Score: Raw -42317.987874 + Penalty 631.295581 = -41686.692293 nChanged 1 SP:Iteration 21Q (742.139238 sec): 3 clusters Score: Raw -42318.371120 + Penalty 631.295581 = -41687.075539 nChanged 1 SP:Iteration 22Q (742.181124 sec): 3 clusters Score: Raw -42318.615549 + Penalty 631.295581 = -41687.319967 nChanged 1 SP:Iteration 23Q (742.224707 sec): 3 clusters Score: Raw -42319.040834 + Penalty 631.295581 = -41687.745253 nChanged 2 SP:Iteration 24Q (742.257586 sec): 3 clusters Score: Raw -42320.207499 + Penalty 631.295581 = -41688.911918 nChanged 3 SP:Iteration 25Q (742.306410 sec): 3 clusters Score: Raw -42321.676116 + Penalty 631.295581 = -41690.380535 nChanged 4 SP:Iteration 26Q (742.346759 sec): 3 clusters Score: Raw -42323.498837 + Penalty 631.295581 = -41692.203256 nChanged 4 SP:Iteration 27Q (742.399457 sec): 3 clusters Score: Raw -42326.130418 + Penalty 631.295581 = -41694.834837 nChanged 3 SP:Iteration 28Q (742.438158 sec): 3 clusters Score: Raw -42327.602818 + Penalty 631.295581 = -41696.307237 nChanged 4 SP:Iteration 29Q (742.482436 sec): 3 clusters Score: Raw -42329.151334 + Penalty 631.295581 = -41697.855753 nChanged 2 SP:Iteration 30Q (742.529197 sec): 3 clusters Score: Raw -42330.424709 + Penalty 631.295581 = -41699.129128 nChanged 3 SP:Iteration 31Q (742.578244 sec): 3 clusters Score: Raw -42331.436127 + Penalty 631.295581 = -41700.140545 nChanged 2 SP:Iteration 32Q (742.625420 sec): 3 clusters Score: Raw -42332.801617 + Penalty 631.295581 = -41701.506035 nChanged 1 SP:Iteration 33Q (742.674270 sec): 3 clusters Score: Raw -42333.331652 + Penalty 631.295581 = -41702.036071 nChanged 3 SP:Iteration 34Q (742.724462 sec): 3 clusters Score: Raw -42334.784362 + Penalty 631.295581 = -41703.488780 nChanged 4 SP:Iteration 35Q (742.771133 sec): 3 clusters Score: Raw -42338.529435 + Penalty 631.295581 = -41707.233854 nChanged 5 SP:Iteration 36Q (742.819911 sec): 3 clusters Score: Raw -42343.626384 + Penalty 631.295581 = -41712.330803 nChanged 1 SP:Iteration 37Q (742.866266 sec): 3 clusters Score: Raw -42344.670846 + Penalty 631.295581 = -41713.375264 nChanged 2 SP:Iteration 38Q (742.909451 sec): 3 clusters Score: Raw -42345.342837 + Penalty 631.295581 = -41714.047256 nChanged 1 SP:Iteration 39Q (742.961789 sec): 3 clusters Score: Raw -42345.628087 + Penalty 631.295581 = -41714.332506 nChanged 1 SP:Iteration 40F (743.005902 sec): 3 clusters Score: Raw -42346.027127 + Penalty 631.295581 = -41714.731545 nChanged 2 SP:Iteration 41Q (743.045891 sec): 3 clusters Score: Raw -42346.720661 + Penalty 631.295581 = -41715.425080 nChanged 1 SP:Iteration 42Q (743.090225 sec): 3 clusters Score: Raw -42347.099820 + Penalty 631.295581 = -41715.804239 nChanged 1 SP:Iteration 43Q (743.140621 sec): 3 clusters Score: Raw -42347.559589 + Penalty 631.295581 = -41716.264007 nChanged 0 SP:Iteration 44F (743.173834 sec): 3 clusters Score: Raw -42347.559589 + Penalty 631.295581 = -41716.264007 nChanged 0 Trying to split cluster 16 (540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (743.195771 sec): 2 clusters Score: Raw -18992.805184 + Penalty 286.266396 = -18706.538788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (743.252378 sec): 3 clusters Score: Raw -18777.475256 + Penalty 572.532792 = -18204.942464 nChanged 197 SP:Iteration 1F (743.300087 sec): 3 clusters Score: Raw -18954.712730 + Penalty 572.532792 = -18382.179939 nChanged 53 SP:Iteration 2F (743.349825 sec): 3 clusters Score: Raw -18996.876444 + Penalty 572.532792 = -18424.343652 nChanged 29 SP:Iteration 3F (743.397126 sec): 3 clusters Score: Raw -19033.509391 + Penalty 572.532792 = -18460.976599 nChanged 28 SP:Iteration 4F (743.439324 sec): 3 clusters Score: Raw -19069.964978 + Penalty 572.532792 = -18497.432186 nChanged 19 SP:Iteration 5Q (743.483767 sec): 3 clusters Score: Raw -19103.364238 + Penalty 572.532792 = -18530.831446 nChanged 14 SP:Iteration 6Q (743.541869 sec): 3 clusters Score: Raw -19147.750693 + Penalty 572.532792 = -18575.217901 nChanged 24 SP:Iteration 7Q (743.592501 sec): 3 clusters Score: Raw -19173.939386 + Penalty 572.532792 = -18601.406594 nChanged 13 SP:Iteration 8Q (743.631363 sec): 3 clusters Score: Raw -19194.735731 + Penalty 572.532792 = -18622.202940 nChanged 18 SP:Iteration 9Q (743.677729 sec): 3 clusters Score: Raw -19226.147474 + Penalty 572.532792 = -18653.614682 nChanged 18 SP:Iteration 10Q (743.724157 sec): 3 clusters Score: Raw -19247.087303 + Penalty 572.532792 = -18674.554511 nChanged 13 SP:Iteration 11Q (743.769867 sec): 3 clusters Score: Raw -19275.129961 + Penalty 572.532792 = -18702.597170 nChanged 8 SP:Iteration 12Q (743.819507 sec): 3 clusters Score: Raw -19295.424359 + Penalty 572.532792 = -18722.891567 nChanged 9 SP:Iteration 13Q (743.859287 sec): 3 clusters Score: Raw -19320.442866 + Penalty 572.532792 = -18747.910075 nChanged 7 SP:Iteration 14Q (743.903547 sec): 3 clusters Score: Raw -19345.774705 + Penalty 572.532792 = -18773.241913 nChanged 5 SP:Iteration 15Q (743.946261 sec): 3 clusters Score: Raw -19355.038469 + Penalty 572.532792 = -18782.505678 nChanged 3 SP:Iteration 16Q (743.980111 sec): 3 clusters Score: Raw -19363.744753 + Penalty 572.532792 = -18791.211961 nChanged 1 SP:Iteration 17Q (744.036782 sec): 3 clusters Score: Raw -19364.726343 + Penalty 572.532792 = -18792.193552 nChanged 0 SP:Iteration 18F (744.083476 sec): 3 clusters Score: Raw -19364.726343 + Penalty 572.532792 = -18792.193552 nChanged 0 Score: Raw -13153064.216227 + Penalty 15004.978827 = -13138059.237400 Splitting cluster 16 changes total score from -13138255.388529 to -13138059.237400 So it's not getting split. Trying to split cluster 17 (18873 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (747.370796 sec): 2 clusters Score: Raw -771980.501709 + Penalty 447.969686 = -771532.532023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (747.434732 sec): 3 clusters Score: Raw -759838.179305 + Penalty 895.939372 = -758942.239932 nChanged 8923 SP:Iteration 1F (747.490895 sec): 3 clusters Score: Raw -765070.641406 + Penalty 895.939372 = -764174.702034 nChanged 1151 SP:Iteration 2F (747.543118 sec): 3 clusters Score: Raw -765672.202823 + Penalty 895.939372 = -764776.263451 nChanged 1452 SP:Iteration 3F (747.602959 sec): 3 clusters Score: Raw -766661.246415 + Penalty 895.939372 = -765765.307043 nChanged 1711 SP:Iteration 4F (747.674688 sec): 3 clusters Score: Raw -768110.555314 + Penalty 895.939372 = -767214.615941 nChanged 1658 SP:Iteration 5F (747.735019 sec): 3 clusters Score: Raw -769717.440504 + Penalty 895.939372 = -768821.501132 nChanged 1242 SP:Iteration 6F (747.790889 sec): 3 clusters Score: Raw -770969.433587 + Penalty 895.939372 = -770073.494214 nChanged 700 SP:Iteration 7Q (747.867711 sec): 3 clusters Score: Raw -771674.500587 + Penalty 895.939372 = -770778.561215 nChanged 271 SP:Iteration 8Q (747.932406 sec): 3 clusters Score: Raw -771925.979308 + Penalty 895.939372 = -771030.039935 nChanged 77 SP:Iteration 9Q (747.992850 sec): 3 clusters Score: Raw -771993.152790 + Penalty 895.939372 = -771097.213417 nChanged 32 SP:Iteration 10Q (748.047173 sec): 3 clusters Score: Raw -772027.971429 + Penalty 895.939372 = -771132.032057 nChanged 13 SP:Iteration 11Q (748.119495 sec): 3 clusters Score: Raw -772040.068130 + Penalty 895.939372 = -771144.128758 nChanged 2 SP:Iteration 12Q (748.181053 sec): 3 clusters Score: Raw -772040.620992 + Penalty 895.939372 = -771144.681619 nChanged 3 SP:Iteration 13Q (748.241093 sec): 3 clusters Score: Raw -772042.400803 + Penalty 895.939372 = -771146.461430 nChanged 3 SP:Iteration 14Q (748.296834 sec): 3 clusters Score: Raw -772045.101725 + Penalty 895.939372 = -771149.162353 nChanged 5 SP:Iteration 15Q (748.362088 sec): 3 clusters Score: Raw -772056.120121 + Penalty 895.939372 = -771160.180749 nChanged 7 SP:Iteration 16Q (748.417873 sec): 3 clusters Score: Raw -772064.960851 + Penalty 895.939372 = -771169.021479 nChanged 7 SP:Iteration 17Q (748.472778 sec): 3 clusters Score: Raw -772082.178955 + Penalty 895.939372 = -771186.239583 nChanged 14 SP:Iteration 18Q (748.539104 sec): 3 clusters Score: Raw -772095.316777 + Penalty 895.939372 = -771199.377405 nChanged 6 SP:Iteration 19Q (748.594180 sec): 3 clusters Score: Raw -772100.910039 + Penalty 895.939372 = -771204.970666 nChanged 1 SP:Iteration 20F (748.655201 sec): 3 clusters Score: Raw -772101.163676 + Penalty 895.939372 = -771205.224303 nChanged 0 Trying to split cluster 18 (6446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (748.684512 sec): 2 clusters Score: Raw -285029.228549 + Penalty 399.090285 = -284630.138264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (748.725476 sec): 3 clusters Score: Raw -281155.438824 + Penalty 798.180571 = -280357.258253 nChanged 2920 SP:Iteration 1F (748.789181 sec): 3 clusters Score: Raw -283301.406598 + Penalty 798.180571 = -282503.226027 nChanged 570 SP:Iteration 2F (748.828866 sec): 3 clusters Score: Raw -283968.911197 + Penalty 798.180571 = -283170.730626 nChanged 528 SP:Iteration 3F (748.886730 sec): 3 clusters Score: Raw -284478.466597 + Penalty 798.180571 = -283680.286027 nChanged 482 SP:Iteration 4F (748.929150 sec): 3 clusters Score: Raw -284835.340040 + Penalty 798.180571 = -284037.159469 nChanged 416 SP:Iteration 5F (748.983167 sec): 3 clusters Score: Raw -285182.346483 + Penalty 798.180571 = -284384.165912 nChanged 357 SP:Iteration 6F (749.025715 sec): 3 clusters Score: Raw -285476.531791 + Penalty 798.180571 = -284678.351221 nChanged 296 SP:Iteration 7Q (749.074730 sec): 3 clusters Score: Raw -285707.107652 + Penalty 798.180571 = -284908.927081 nChanged 182 SP:Iteration 8Q (749.127234 sec): 3 clusters Score: Raw -285851.963761 + Penalty 798.180571 = -285053.783190 nChanged 129 SP:Iteration 9Q (749.176050 sec): 3 clusters Score: Raw -285954.849287 + Penalty 798.180571 = -285156.668716 nChanged 105 SP:Iteration 10Q (749.216754 sec): 3 clusters Score: Raw -286039.161675 + Penalty 798.180571 = -285240.981105 nChanged 97 SP:Iteration 11Q (749.269535 sec): 3 clusters Score: Raw -286131.211919 + Penalty 798.180571 = -285333.031349 nChanged 106 SP:Iteration 12Q (749.313351 sec): 3 clusters Score: Raw -286290.527242 + Penalty 798.180571 = -285492.346671 nChanged 93 SP:Iteration 13Q (749.365154 sec): 3 clusters Score: Raw -286421.321242 + Penalty 798.180571 = -285623.140671 nChanged 63 SP:Iteration 14Q (749.414859 sec): 3 clusters Score: Raw -286489.458237 + Penalty 798.180571 = -285691.277667 nChanged 43 SP:Iteration 15Q (749.456635 sec): 3 clusters Score: Raw -286522.079954 + Penalty 798.180571 = -285723.899383 nChanged 31 SP:Iteration 16Q (749.516283 sec): 3 clusters Score: Raw -286538.770031 + Penalty 798.180571 = -285740.589460 nChanged 24 SP:Iteration 17Q (749.564358 sec): 3 clusters Score: Raw -286549.586843 + Penalty 798.180571 = -285751.406273 nChanged 11 SP:Iteration 18Q (749.612067 sec): 3 clusters Score: Raw -286552.587042 + Penalty 798.180571 = -285754.406471 nChanged 6 SP:Iteration 19Q (749.658463 sec): 3 clusters Score: Raw -286553.620531 + Penalty 798.180571 = -285755.439960 nChanged 2 SP:Iteration 20F (749.697594 sec): 3 clusters Score: Raw -286553.969660 + Penalty 798.180571 = -285755.789089 nChanged 1 SP:Iteration 21Q (749.745868 sec): 3 clusters Score: Raw -286554.035621 + Penalty 798.180571 = -285755.855050 nChanged 0 SP:Iteration 22F (749.801738 sec): 3 clusters Score: Raw -286554.035621 + Penalty 798.180571 = -285755.855050 nChanged 0 Score: Raw -13154217.102140 + Penalty 15004.978827 = -13139212.123312 Splitting cluster 18 changes total score from -13138255.388529 to -13139212.123312 So it's getting split into cluster 26. Trying to split cluster 19 (8974 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (753.110510 sec): 2 clusters Score: Raw -406744.253039 + Penalty 414.144949 = -406330.108090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (753.162012 sec): 3 clusters Score: Raw -401178.103440 + Penalty 828.289898 = -400349.813543 nChanged 4165 SP:Iteration 1F (753.216338 sec): 3 clusters Score: Raw -403570.828063 + Penalty 828.289898 = -402742.538166 nChanged 569 SP:Iteration 2F (753.259985 sec): 3 clusters Score: Raw -403866.232926 + Penalty 828.289898 = -403037.943029 nChanged 568 SP:Iteration 3F (753.314202 sec): 3 clusters Score: Raw -404211.437850 + Penalty 828.289898 = -403383.147953 nChanged 594 SP:Iteration 4F (753.364417 sec): 3 clusters Score: Raw -404659.661257 + Penalty 828.289898 = -403831.371360 nChanged 586 SP:Iteration 5F (753.419341 sec): 3 clusters Score: Raw -405169.348836 + Penalty 828.289898 = -404341.058939 nChanged 560 SP:Iteration 6F (753.473668 sec): 3 clusters Score: Raw -405604.688821 + Penalty 828.289898 = -404776.398923 nChanged 395 SP:Iteration 7Q (753.508417 sec): 3 clusters Score: Raw -405835.148678 + Penalty 828.289898 = -405006.858780 nChanged 278 SP:Iteration 8Q (753.554683 sec): 3 clusters Score: Raw -405961.235350 + Penalty 828.289898 = -405132.945453 nChanged 199 SP:Iteration 9Q (753.615212 sec): 3 clusters Score: Raw -406043.424191 + Penalty 828.289898 = -405215.134294 nChanged 165 SP:Iteration 10Q (753.667704 sec): 3 clusters Score: Raw -406113.125765 + Penalty 828.289898 = -405284.835867 nChanged 151 SP:Iteration 11Q (753.725359 sec): 3 clusters Score: Raw -406177.322507 + Penalty 828.289898 = -405349.032609 nChanged 127 SP:Iteration 12Q (753.782524 sec): 3 clusters Score: Raw -406227.232364 + Penalty 828.289898 = -405398.942467 nChanged 125 SP:Iteration 13Q (753.825579 sec): 3 clusters Score: Raw -406273.157333 + Penalty 828.289898 = -405444.867436 nChanged 110 SP:Iteration 14Q (753.888327 sec): 3 clusters Score: Raw -406312.917512 + Penalty 828.289898 = -405484.627614 nChanged 102 SP:Iteration 15Q (753.938819 sec): 3 clusters Score: Raw -406346.532086 + Penalty 828.289898 = -405518.242188 nChanged 88 SP:Iteration 16Q (753.978399 sec): 3 clusters Score: Raw -406377.409659 + Penalty 828.289898 = -405549.119762 nChanged 89 SP:Iteration 17Q (754.023946 sec): 3 clusters Score: Raw -406410.073664 + Penalty 828.289898 = -405581.783766 nChanged 78 SP:Iteration 18Q (754.073152 sec): 3 clusters Score: Raw -406438.162852 + Penalty 828.289898 = -405609.872955 nChanged 72 SP:Iteration 19Q (754.125599 sec): 3 clusters Score: Raw -406464.652427 + Penalty 828.289898 = -405636.362529 nChanged 66 SP:Iteration 20F (754.180786 sec): 3 clusters Score: Raw -406488.794633 + Penalty 828.289898 = -405660.504736 nChanged 66 SP:Iteration 21Q (754.238352 sec): 3 clusters Score: Raw -406516.226880 + Penalty 828.289898 = -405687.936982 nChanged 72 SP:Iteration 22Q (754.296316 sec): 3 clusters Score: Raw -406545.767340 + Penalty 828.289898 = -405717.477442 nChanged 68 SP:Iteration 23Q (754.341234 sec): 3 clusters Score: Raw -406573.028580 + Penalty 828.289898 = -405744.738683 nChanged 68 SP:Iteration 24Q (754.404441 sec): 3 clusters Score: Raw -406602.341182 + Penalty 828.289898 = -405774.051285 nChanged 61 SP:Iteration 25Q (754.451605 sec): 3 clusters Score: Raw -406623.885154 + Penalty 828.289898 = -405795.595256 nChanged 56 SP:Iteration 26Q (754.510820 sec): 3 clusters Score: Raw -406641.096723 + Penalty 828.289898 = -405812.806826 nChanged 51 SP:Iteration 27Q (754.556069 sec): 3 clusters Score: Raw -406655.967069 + Penalty 828.289898 = -405827.677172 nChanged 49 SP:Iteration 28Q (754.621524 sec): 3 clusters Score: Raw -406670.073025 + Penalty 828.289898 = -405841.783128 nChanged 38 SP:Iteration 29Q (754.664864 sec): 3 clusters Score: Raw -406679.003259 + Penalty 828.289898 = -405850.713361 nChanged 29 SP:Iteration 30Q (754.719259 sec): 3 clusters Score: Raw -406686.116950 + Penalty 828.289898 = -405857.827052 nChanged 25 SP:Iteration 31Q (754.773012 sec): 3 clusters Score: Raw -406690.108634 + Penalty 828.289898 = -405861.818736 nChanged 18 SP:Iteration 32Q (754.840231 sec): 3 clusters Score: Raw -406692.992177 + Penalty 828.289898 = -405864.702279 nChanged 15 SP:Iteration 33Q (754.881837 sec): 3 clusters Score: Raw -406695.723801 + Penalty 828.289898 = -405867.433904 nChanged 10 SP:Iteration 34Q (754.946366 sec): 3 clusters Score: Raw -406696.764296 + Penalty 828.289898 = -405868.474398 nChanged 8 SP:Iteration 35Q (755.001336 sec): 3 clusters Score: Raw -406697.741296 + Penalty 828.289898 = -405869.451398 nChanged 5 SP:Iteration 36Q (755.055293 sec): 3 clusters Score: Raw -406698.209444 + Penalty 828.289898 = -405869.919546 nChanged 4 SP:Iteration 37Q (755.110098 sec): 3 clusters Score: Raw -406698.513811 + Penalty 828.289898 = -405870.223913 nChanged 4 SP:Iteration 38Q (755.154277 sec): 3 clusters Score: Raw -406698.836290 + Penalty 828.289898 = -405870.546392 nChanged 3 SP:Iteration 39Q (755.210120 sec): 3 clusters Score: Raw -406699.267925 + Penalty 828.289898 = -405870.978027 nChanged 6 SP:Iteration 40F (755.263806 sec): 3 clusters Score: Raw -406699.859147 + Penalty 828.289898 = -405871.569249 nChanged 6 SP:Iteration 41Q (755.310821 sec): 3 clusters Score: Raw -406700.299376 + Penalty 828.289898 = -405872.009479 nChanged 6 SP:Iteration 42Q (755.371690 sec): 3 clusters Score: Raw -406700.607342 + Penalty 828.289898 = -405872.317444 nChanged 5 SP:Iteration 43Q (755.427896 sec): 3 clusters Score: Raw -406700.917163 + Penalty 828.289898 = -405872.627265 nChanged 5 SP:Iteration 44Q (755.481504 sec): 3 clusters Score: Raw -406701.238068 + Penalty 828.289898 = -405872.948171 nChanged 3 SP:Iteration 45Q (755.525219 sec): 3 clusters Score: Raw -406701.521266 + Penalty 828.289898 = -405873.231368 nChanged 3 SP:Iteration 46Q (755.581346 sec): 3 clusters Score: Raw -406701.824792 + Penalty 828.289898 = -405873.534895 nChanged 2 SP:Iteration 47Q (755.635323 sec): 3 clusters Score: Raw -406702.022566 + Penalty 828.289898 = -405873.732669 nChanged 3 SP:Iteration 48Q (755.702686 sec): 3 clusters Score: Raw -406702.300015 + Penalty 828.289898 = -405874.010117 nChanged 4 SP:Iteration 49Q (755.758399 sec): 3 clusters Score: Raw -406702.924581 + Penalty 828.289898 = -405874.634684 nChanged 5 SP:Iteration 50Q (755.802824 sec): 3 clusters Score: Raw -406703.362568 + Penalty 828.289898 = -405875.072670 nChanged 8 SP:Iteration 51Q (755.859349 sec): 3 clusters Score: Raw -406703.981707 + Penalty 828.289898 = -405875.691809 nChanged 7 SP:Iteration 52Q (755.926238 sec): 3 clusters Score: Raw -406704.907824 + Penalty 828.289898 = -405876.617926 nChanged 15 SP:Iteration 53Q (755.978340 sec): 3 clusters Score: Raw -406706.485429 + Penalty 828.289898 = -405878.195531 nChanged 12 SP:Iteration 54Q (756.025852 sec): 3 clusters Score: Raw -406707.826327 + Penalty 828.289898 = -405879.536430 nChanged 9 SP:Iteration 55Q (756.078872 sec): 3 clusters Score: Raw -406708.808061 + Penalty 828.289898 = -405880.518164 nChanged 5 SP:Iteration 56Q (756.140100 sec): 3 clusters Score: Raw -406709.578682 + Penalty 828.289898 = -405881.288785 nChanged 8 SP:Iteration 57Q (756.189276 sec): 3 clusters Score: Raw -406710.751484 + Penalty 828.289898 = -405882.461587 nChanged 5 SP:Iteration 58Q (756.233581 sec): 3 clusters Score: Raw -406711.319358 + Penalty 828.289898 = -405883.029461 nChanged 4 SP:Iteration 59Q (756.288577 sec): 3 clusters Score: Raw -406711.729492 + Penalty 828.289898 = -405883.439594 nChanged 5 SP:Iteration 60F (756.342310 sec): 3 clusters Score: Raw -406712.277775 + Penalty 828.289898 = -405883.987878 nChanged 3 SP:Iteration 61Q (756.409091 sec): 3 clusters Score: Raw -406712.559726 + Penalty 828.289898 = -405884.269829 nChanged 2 SP:Iteration 62Q (756.462068 sec): 3 clusters Score: Raw -406712.644561 + Penalty 828.289898 = -405884.354663 nChanged 4 SP:Iteration 63Q (756.516812 sec): 3 clusters Score: Raw -406712.816282 + Penalty 828.289898 = -405884.526384 nChanged 4 SP:Iteration 64Q (756.571776 sec): 3 clusters Score: Raw -406713.299506 + Penalty 828.289898 = -405885.009608 nChanged 8 SP:Iteration 65Q (756.628448 sec): 3 clusters Score: Raw -406714.397609 + Penalty 828.289898 = -405886.107711 nChanged 8 SP:Iteration 66Q (756.677548 sec): 3 clusters Score: Raw -406715.326171 + Penalty 828.289898 = -405887.036273 nChanged 4 SP:Iteration 67Q (756.725832 sec): 3 clusters Score: Raw -406715.622679 + Penalty 828.289898 = -405887.332781 nChanged 3 SP:Iteration 68Q (756.788582 sec): 3 clusters Score: Raw -406715.823476 + Penalty 828.289898 = -405887.533578 nChanged 3 SP:Iteration 69Q (756.827898 sec): 3 clusters Score: Raw -406716.125189 + Penalty 828.289898 = -405887.835291 nChanged 2 SP:Iteration 70Q (756.882903 sec): 3 clusters Score: Raw -406716.302296 + Penalty 828.289898 = -405888.012399 nChanged 1 SP:Iteration 71Q (756.937844 sec): 3 clusters Score: Raw -406716.330780 + Penalty 828.289898 = -405888.040883 nChanged 1 SP:Iteration 72Q (756.986142 sec): 3 clusters Score: Raw -406716.383005 + Penalty 828.289898 = -405888.093108 nChanged 0 SP:Iteration 73F (757.041575 sec): 3 clusters Score: Raw -406716.383005 + Penalty 828.289898 = -405888.093108 nChanged 0 Trying to split cluster 20 (80099 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (757.135984 sec): 2 clusters Score: Raw -3512064.966847 + Penalty 513.741349 = -3511551.225499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (757.256132 sec): 3 clusters Score: Raw -3458594.883324 + Penalty 1027.482697 = -3457567.400627 nChanged 38967 SP:Iteration 1F (757.363606 sec): 3 clusters Score: Raw -3484711.391336 + Penalty 1027.482697 = -3483683.908639 nChanged 6656 SP:Iteration 2F (757.469783 sec): 3 clusters Score: Raw -3489417.400299 + Penalty 1027.482697 = -3488389.917602 nChanged 7666 SP:Iteration 3F (757.593400 sec): 3 clusters Score: Raw -3496268.319428 + Penalty 1027.482697 = -3495240.836731 nChanged 7077 SP:Iteration 4F (757.714527 sec): 3 clusters Score: Raw -3503404.743870 + Penalty 1027.482697 = -3502377.261173 nChanged 4905 SP:Iteration 5F (757.831178 sec): 3 clusters Score: Raw -3508507.342984 + Penalty 1027.482697 = -3507479.860287 nChanged 2408 SP:Iteration 6Q (757.956447 sec): 3 clusters Score: Raw -3510891.877540 + Penalty 1027.482697 = -3509864.394843 nChanged 917 SP:Iteration 7Q (758.071395 sec): 3 clusters Score: Raw -3511766.243229 + Penalty 1027.482697 = -3510738.760532 nChanged 257 SP:Iteration 8Q (758.184074 sec): 3 clusters Score: Raw -3512009.705913 + Penalty 1027.482697 = -3510982.223216 nChanged 68 SP:Iteration 9Q (758.287342 sec): 3 clusters Score: Raw -3512097.937373 + Penalty 1027.482697 = -3511070.454676 nChanged 35 SP:Iteration 10Q (758.387275 sec): 3 clusters Score: Raw -3512160.164679 + Penalty 1027.482697 = -3511132.681982 nChanged 29 SP:Iteration 11Q (758.499558 sec): 3 clusters Score: Raw -3512202.529188 + Penalty 1027.482697 = -3511175.046491 nChanged 28 SP:Iteration 12Q (758.606025 sec): 3 clusters Score: Raw -3512247.850736 + Penalty 1027.482697 = -3511220.368039 nChanged 25 SP:Iteration 13Q (758.710354 sec): 3 clusters Score: Raw -3512276.139226 + Penalty 1027.482697 = -3511248.656529 nChanged 16 SP:Iteration 14Q (758.819671 sec): 3 clusters Score: Raw -3512291.361225 + Penalty 1027.482697 = -3511263.878528 nChanged 11 SP:Iteration 15Q (758.930393 sec): 3 clusters Score: Raw -3512304.129181 + Penalty 1027.482697 = -3511276.646484 nChanged 12 SP:Iteration 16Q (759.035750 sec): 3 clusters Score: Raw -3512310.772336 + Penalty 1027.482697 = -3511283.289639 nChanged 3 SP:Iteration 17Q (759.143414 sec): 3 clusters Score: Raw -3512312.305497 + Penalty 1027.482697 = -3511284.822800 nChanged 7 SP:Iteration 18Q (759.254359 sec): 3 clusters Score: Raw -3512318.755569 + Penalty 1027.482697 = -3511291.272872 nChanged 10 SP:Iteration 19Q (759.360969 sec): 3 clusters Score: Raw -3512327.146995 + Penalty 1027.482697 = -3511299.664298 nChanged 7 SP:Iteration 20F (759.472432 sec): 3 clusters Score: Raw -3512340.274602 + Penalty 1027.482697 = -3511312.791905 nChanged 14 SP:Iteration 21Q (759.575505 sec): 3 clusters Score: Raw -3512351.841241 + Penalty 1027.482697 = -3511324.358544 nChanged 17 SP:Iteration 22Q (759.679340 sec): 3 clusters Score: Raw -3512370.271116 + Penalty 1027.482697 = -3511342.788419 nChanged 16 SP:Iteration 23Q (759.782212 sec): 3 clusters Score: Raw -3512383.427080 + Penalty 1027.482697 = -3511355.944383 nChanged 13 SP:Iteration 24Q (759.897276 sec): 3 clusters Score: Raw -3512395.006702 + Penalty 1027.482697 = -3511367.524005 nChanged 12 SP:Iteration 25Q (760.004482 sec): 3 clusters Score: Raw -3512400.552753 + Penalty 1027.482697 = -3511373.070056 nChanged 10 SP:Iteration 26Q (760.119057 sec): 3 clusters Score: Raw -3512404.835493 + Penalty 1027.482697 = -3511377.352796 nChanged 9 SP:Iteration 27Q (760.224859 sec): 3 clusters Score: Raw -3512410.092895 + Penalty 1027.482697 = -3511382.610198 nChanged 7 SP:Iteration 28Q (760.331261 sec): 3 clusters Score: Raw -3512415.883175 + Penalty 1027.482697 = -3511388.400478 nChanged 8 SP:Iteration 29Q (760.438179 sec): 3 clusters Score: Raw -3512420.268425 + Penalty 1027.482697 = -3511392.785728 nChanged 9 SP:Iteration 30Q (760.550724 sec): 3 clusters Score: Raw -3512423.892274 + Penalty 1027.482697 = -3511396.409577 nChanged 5 SP:Iteration 31Q (760.661227 sec): 3 clusters Score: Raw -3512425.707229 + Penalty 1027.482697 = -3511398.224532 nChanged 2 SP:Iteration 32Q (760.773801 sec): 3 clusters Score: Raw -3512426.558694 + Penalty 1027.482697 = -3511399.075997 nChanged 1 SP:Iteration 33Q (760.876121 sec): 3 clusters Score: Raw -3512426.980608 + Penalty 1027.482697 = -3511399.497911 nChanged 1 SP:Iteration 34Q (760.981420 sec): 3 clusters Score: Raw -3512427.317370 + Penalty 1027.482697 = -3511399.834673 nChanged 2 SP:Iteration 35Q (761.082841 sec): 3 clusters Score: Raw -3512428.405881 + Penalty 1027.482697 = -3511400.923184 nChanged 1 SP:Iteration 36Q (761.187288 sec): 3 clusters Score: Raw -3512428.630034 + Penalty 1027.482697 = -3511401.147337 nChanged 0 SP:Iteration 37F (761.308017 sec): 3 clusters Score: Raw -3512429.383772 + Penalty 1027.482697 = -3511401.901075 nChanged 2 SP:Iteration 38Q (761.411834 sec): 3 clusters Score: Raw -3512431.635653 + Penalty 1027.482697 = -3511404.152956 nChanged 4 SP:Iteration 39Q (761.514133 sec): 3 clusters Score: Raw -3512432.645241 + Penalty 1027.482697 = -3511405.162544 nChanged 1 SP:Iteration 40F (761.622718 sec): 3 clusters Score: Raw -3512433.001586 + Penalty 1027.482697 = -3511405.518889 nChanged 2 SP:Iteration 41Q (761.731046 sec): 3 clusters Score: Raw -3512433.415015 + Penalty 1027.482697 = -3511405.932318 nChanged 1 SP:Iteration 42Q (761.836397 sec): 3 clusters Score: Raw -3512434.230025 + Penalty 1027.482697 = -3511406.747328 nChanged 1 SP:Iteration 43Q (761.943672 sec): 3 clusters Score: Raw -3512434.795060 + Penalty 1027.482697 = -3511407.312363 nChanged 0 SP:Iteration 44F (762.055409 sec): 3 clusters Score: Raw -3512434.795060 + Penalty 1027.482697 = -3511407.312363 nChanged 0 Trying to split cluster 21 (4150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (762.083172 sec): 2 clusters Score: Raw -172468.589253 + Penalty 379.054294 = -172089.534958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (762.131079 sec): 3 clusters Score: Raw -170123.867042 + Penalty 758.108589 = -169365.758453 nChanged 1854 SP:Iteration 1F (762.177775 sec): 3 clusters Score: Raw -171356.196443 + Penalty 758.108589 = -170598.087854 nChanged 404 SP:Iteration 2F (762.213852 sec): 3 clusters Score: Raw -171722.878048 + Penalty 758.108589 = -170964.769459 nChanged 362 SP:Iteration 3F (762.260792 sec): 3 clusters Score: Raw -172040.040550 + Penalty 758.108589 = -171281.931961 nChanged 318 SP:Iteration 4F (762.305544 sec): 3 clusters Score: Raw -172243.478852 + Penalty 758.108589 = -171485.370264 nChanged 207 SP:Iteration 5Q (762.358424 sec): 3 clusters Score: Raw -172350.209172 + Penalty 758.108589 = -171592.100583 nChanged 128 SP:Iteration 6Q (762.401006 sec): 3 clusters Score: Raw -172403.412848 + Penalty 758.108589 = -171645.304260 nChanged 90 SP:Iteration 7Q (762.448806 sec): 3 clusters Score: Raw -172434.055580 + Penalty 758.108589 = -171675.946992 nChanged 63 SP:Iteration 8Q (762.506338 sec): 3 clusters Score: Raw -172449.093594 + Penalty 758.108589 = -171690.985005 nChanged 46 SP:Iteration 9Q (762.558050 sec): 3 clusters Score: Raw -172460.113637 + Penalty 758.108589 = -171702.005048 nChanged 38 SP:Iteration 10Q (762.604842 sec): 3 clusters Score: Raw -172468.606561 + Penalty 758.108589 = -171710.497973 nChanged 25 SP:Iteration 11Q (762.654565 sec): 3 clusters Score: Raw -172473.069426 + Penalty 758.108589 = -171714.960837 nChanged 19 SP:Iteration 12Q (762.696465 sec): 3 clusters Score: Raw -172479.125074 + Penalty 758.108589 = -171721.016485 nChanged 22 SP:Iteration 13Q (762.734137 sec): 3 clusters Score: Raw -172483.783123 + Penalty 758.108589 = -171725.674534 nChanged 11 SP:Iteration 14Q (762.789118 sec): 3 clusters Score: Raw -172485.112151 + Penalty 758.108589 = -171727.003562 nChanged 8 SP:Iteration 15Q (762.835253 sec): 3 clusters Score: Raw -172486.121966 + Penalty 758.108589 = -171728.013377 nChanged 15 SP:Iteration 16Q (762.888256 sec): 3 clusters Score: Raw -172488.321061 + Penalty 758.108589 = -171730.212472 nChanged 18 SP:Iteration 17Q (762.932136 sec): 3 clusters Score: Raw -172492.164098 + Penalty 758.108589 = -171734.055509 nChanged 24 SP:Iteration 18Q (762.988730 sec): 3 clusters Score: Raw -172498.276549 + Penalty 758.108589 = -171740.167960 nChanged 20 SP:Iteration 19Q (763.032559 sec): 3 clusters Score: Raw -172501.796811 + Penalty 758.108589 = -171743.688222 nChanged 12 SP:Iteration 20F (763.086858 sec): 3 clusters Score: Raw -172503.057097 + Penalty 758.108589 = -171744.948508 nChanged 11 SP:Iteration 21Q (763.139199 sec): 3 clusters Score: Raw -172504.794416 + Penalty 758.108589 = -171746.685827 nChanged 11 SP:Iteration 22Q (763.191174 sec): 3 clusters Score: Raw -172506.037285 + Penalty 758.108589 = -171747.928696 nChanged 11 SP:Iteration 23Q (763.242599 sec): 3 clusters Score: Raw -172507.436454 + Penalty 758.108589 = -171749.327866 nChanged 11 SP:Iteration 24Q (763.289845 sec): 3 clusters Score: Raw -172508.786292 + Penalty 758.108589 = -171750.677704 nChanged 10 SP:Iteration 25Q (763.336140 sec): 3 clusters Score: Raw -172510.200964 + Penalty 758.108589 = -171752.092376 nChanged 10 SP:Iteration 26Q (763.383051 sec): 3 clusters Score: Raw -172511.699238 + Penalty 758.108589 = -171753.590649 nChanged 16 SP:Iteration 27Q (763.429003 sec): 3 clusters Score: Raw -172513.466390 + Penalty 758.108589 = -171755.357801 nChanged 11 SP:Iteration 28Q (763.471275 sec): 3 clusters Score: Raw -172514.731390 + Penalty 758.108589 = -171756.622801 nChanged 11 SP:Iteration 29Q (763.523519 sec): 3 clusters Score: Raw -172516.102080 + Penalty 758.108589 = -171757.993492 nChanged 12 SP:Iteration 30Q (763.557484 sec): 3 clusters Score: Raw -172517.437350 + Penalty 758.108589 = -171759.328761 nChanged 3 SP:Iteration 31Q (763.598659 sec): 3 clusters Score: Raw -172517.693120 + Penalty 758.108589 = -171759.584531 nChanged 2 SP:Iteration 32Q (763.639454 sec): 3 clusters Score: Raw -172517.729796 + Penalty 758.108589 = -171759.621207 nChanged 0 SP:Iteration 33F (763.684839 sec): 3 clusters Score: Raw -172517.729796 + Penalty 758.108589 = -171759.621207 nChanged 0 Trying to split cluster 22 (1315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (763.708831 sec): 2 clusters Score: Raw -44084.674028 + Penalty 326.762433 = -43757.911595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (763.757548 sec): 3 clusters Score: Raw -43447.478853 + Penalty 653.524867 = -42793.953986 nChanged 526 SP:Iteration 1F (763.798616 sec): 3 clusters Score: Raw -43918.726438 + Penalty 653.524867 = -43265.201571 nChanged 147 SP:Iteration 2F (763.833253 sec): 3 clusters Score: Raw -44109.188956 + Penalty 653.524867 = -43455.664089 nChanged 121 SP:Iteration 3F (763.878446 sec): 3 clusters Score: Raw -44260.793006 + Penalty 653.524867 = -43607.268139 nChanged 77 SP:Iteration 4F (763.918049 sec): 3 clusters Score: Raw -44329.125695 + Penalty 653.524867 = -43675.600828 nChanged 43 SP:Iteration 5Q (763.951222 sec): 3 clusters Score: Raw -44365.969174 + Penalty 653.524867 = -43712.444307 nChanged 47 SP:Iteration 6Q (763.997447 sec): 3 clusters Score: Raw -44413.668297 + Penalty 653.524867 = -43760.143430 nChanged 41 SP:Iteration 7Q (764.046699 sec): 3 clusters Score: Raw -44461.110996 + Penalty 653.524867 = -43807.586129 nChanged 33 SP:Iteration 8Q (764.095423 sec): 3 clusters Score: Raw -44483.339288 + Penalty 653.524867 = -43829.814421 nChanged 26 SP:Iteration 9Q (764.138129 sec): 3 clusters Score: Raw -44501.180542 + Penalty 653.524867 = -43847.655675 nChanged 23 SP:Iteration 10Q (764.182277 sec): 3 clusters Score: Raw -44513.528532 + Penalty 653.524867 = -43860.003665 nChanged 18 SP:Iteration 11Q (764.241423 sec): 3 clusters Score: Raw -44525.866811 + Penalty 653.524867 = -43872.341944 nChanged 18 SP:Iteration 12Q (764.286948 sec): 3 clusters Score: Raw -44539.285175 + Penalty 653.524867 = -43885.760308 nChanged 16 SP:Iteration 13Q (764.320149 sec): 3 clusters Score: Raw -44546.942632 + Penalty 653.524867 = -43893.417765 nChanged 9 SP:Iteration 14Q (764.362361 sec): 3 clusters Score: Raw -44551.480616 + Penalty 653.524867 = -43897.955749 nChanged 9 SP:Iteration 15Q (764.411098 sec): 3 clusters Score: Raw -44554.020048 + Penalty 653.524867 = -43900.495181 nChanged 5 SP:Iteration 16Q (764.450332 sec): 3 clusters Score: Raw -44556.462709 + Penalty 653.524867 = -43902.937842 nChanged 6 SP:Iteration 17Q (764.499128 sec): 3 clusters Score: Raw -44559.051667 + Penalty 653.524867 = -43905.526800 nChanged 6 SP:Iteration 18Q (764.552311 sec): 3 clusters Score: Raw -44562.129724 + Penalty 653.524867 = -43908.604857 nChanged 8 SP:Iteration 19Q (764.593396 sec): 3 clusters Score: Raw -44566.865123 + Penalty 653.524867 = -43913.340256 nChanged 6 SP:Iteration 20F (764.640230 sec): 3 clusters Score: Raw -44568.547864 + Penalty 653.524867 = -43915.022997 nChanged 2 SP:Iteration 21Q (764.687558 sec): 3 clusters Score: Raw -44568.924416 + Penalty 653.524867 = -43915.399549 nChanged 2 SP:Iteration 22Q (764.719757 sec): 3 clusters Score: Raw -44569.254705 + Penalty 653.524867 = -43915.729838 nChanged 1 SP:Iteration 23Q (764.763661 sec): 3 clusters Score: Raw -44569.412450 + Penalty 653.524867 = -43915.887583 nChanged 0 SP:Iteration 24F (764.815927 sec): 3 clusters Score: Raw -44569.412450 + Penalty 653.524867 = -43915.887583 nChanged 0 Score: Raw -13154701.840562 + Penalty 15582.093398 = -13139119.747164 Splitting cluster 22 changes total score from -13138255.388529 to -13139119.747164 So it's getting split into cluster 27. Trying to split cluster 23 (1662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (768.103679 sec): 2 clusters Score: Raw -64327.343826 + Penalty 337.417852 = -63989.925974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (768.150478 sec): 3 clusters Score: Raw -63474.727464 + Penalty 674.835705 = -62799.891760 nChanged 670 SP:Iteration 1F (768.200629 sec): 3 clusters Score: Raw -64053.456383 + Penalty 674.835705 = -63378.620679 nChanged 193 SP:Iteration 2F (768.251113 sec): 3 clusters Score: Raw -64285.227461 + Penalty 674.835705 = -63610.391756 nChanged 133 SP:Iteration 3F (768.307124 sec): 3 clusters Score: Raw -64473.761174 + Penalty 674.835705 = -63798.925469 nChanged 113 SP:Iteration 4F (768.349813 sec): 3 clusters Score: Raw -64626.844551 + Penalty 674.835705 = -63952.008846 nChanged 68 SP:Iteration 5Q (768.407697 sec): 3 clusters Score: Raw -64682.560834 + Penalty 674.835705 = -64007.725129 nChanged 36 SP:Iteration 6Q (768.444602 sec): 3 clusters Score: Raw -64702.297180 + Penalty 674.835705 = -64027.461475 nChanged 16 SP:Iteration 7Q (768.492081 sec): 3 clusters Score: Raw -64708.404638 + Penalty 674.835705 = -64033.568933 nChanged 15 SP:Iteration 8Q (768.539498 sec): 3 clusters Score: Raw -64713.650209 + Penalty 674.835705 = -64038.814505 nChanged 8 SP:Iteration 9Q (768.582659 sec): 3 clusters Score: Raw -64716.608605 + Penalty 674.835705 = -64041.772900 nChanged 4 SP:Iteration 10Q (768.630593 sec): 3 clusters Score: Raw -64718.369800 + Penalty 674.835705 = -64043.534095 nChanged 3 SP:Iteration 11Q (768.677954 sec): 3 clusters Score: Raw -64718.985141 + Penalty 674.835705 = -64044.149436 nChanged 3 SP:Iteration 12Q (768.710194 sec): 3 clusters Score: Raw -64719.570553 + Penalty 674.835705 = -64044.734849 nChanged 3 SP:Iteration 13Q (768.761179 sec): 3 clusters Score: Raw -64720.223405 + Penalty 674.835705 = -64045.387700 nChanged 4 SP:Iteration 14Q (768.804072 sec): 3 clusters Score: Raw -64721.010609 + Penalty 674.835705 = -64046.174904 nChanged 1 SP:Iteration 15Q (768.845434 sec): 3 clusters Score: Raw -64721.186172 + Penalty 674.835705 = -64046.350467 nChanged 0 SP:Iteration 16F (768.887609 sec): 3 clusters Score: Raw -64721.186172 + Penalty 674.835705 = -64046.350467 nChanged 0 Score: Raw -13155095.682907 + Penalty 16159.207968 = -13138936.474939 Splitting cluster 23 changes total score from -13138255.388529 to -13138936.474939 So it's getting split into cluster 28. Trying to split cluster 24 (934 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (772.358881 sec): 2 clusters Score: Raw -37755.192328 + Penalty 311.196178 = -37443.996150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (772.391863 sec): 3 clusters Score: Raw -37322.495022 + Penalty 622.392356 = -36700.102666 nChanged 333 SP:Iteration 1F (772.442089 sec): 3 clusters Score: Raw -37558.246201 + Penalty 622.392356 = -36935.853845 nChanged 75 SP:Iteration 2F (772.487470 sec): 3 clusters Score: Raw -37625.425481 + Penalty 622.392356 = -37003.033125 nChanged 55 SP:Iteration 3F (772.526460 sec): 3 clusters Score: Raw -37675.924974 + Penalty 622.392356 = -37053.532619 nChanged 40 SP:Iteration 4Q (772.567094 sec): 3 clusters Score: Raw -37702.385994 + Penalty 622.392356 = -37079.993638 nChanged 33 SP:Iteration 5Q (772.616770 sec): 3 clusters Score: Raw -37719.952257 + Penalty 622.392356 = -37097.559901 nChanged 29 SP:Iteration 6Q (772.659176 sec): 3 clusters Score: Raw -37738.560706 + Penalty 622.392356 = -37116.168350 nChanged 28 SP:Iteration 7Q (772.706487 sec): 3 clusters Score: Raw -37755.166126 + Penalty 622.392356 = -37132.773770 nChanged 26 SP:Iteration 8Q (772.753599 sec): 3 clusters Score: Raw -37773.885030 + Penalty 622.392356 = -37151.492674 nChanged 26 SP:Iteration 9Q (772.806712 sec): 3 clusters Score: Raw -37787.698115 + Penalty 622.392356 = -37165.305759 nChanged 14 SP:Iteration 10Q (772.851004 sec): 3 clusters Score: Raw -37793.570216 + Penalty 622.392356 = -37171.177860 nChanged 11 SP:Iteration 11Q (772.902627 sec): 3 clusters Score: Raw -37797.568650 + Penalty 622.392356 = -37175.176294 nChanged 8 SP:Iteration 12Q (772.948530 sec): 3 clusters Score: Raw -37800.981362 + Penalty 622.392356 = -37178.589006 nChanged 7 SP:Iteration 13Q (772.993062 sec): 3 clusters Score: Raw -37804.314169 + Penalty 622.392356 = -37181.921813 nChanged 9 SP:Iteration 14Q (773.025702 sec): 3 clusters Score: Raw -37810.477782 + Penalty 622.392356 = -37188.085426 nChanged 6 SP:Iteration 15Q (773.066316 sec): 3 clusters Score: Raw -37813.133266 + Penalty 622.392356 = -37190.740910 nChanged 5 SP:Iteration 16Q (773.108068 sec): 3 clusters Score: Raw -37816.181682 + Penalty 622.392356 = -37193.789326 nChanged 5 SP:Iteration 17Q (773.158902 sec): 3 clusters Score: Raw -37820.282889 + Penalty 622.392356 = -37197.890533 nChanged 5 SP:Iteration 18Q (773.191316 sec): 3 clusters Score: Raw -37822.782053 + Penalty 622.392356 = -37200.389697 nChanged 4 SP:Iteration 19Q (773.231129 sec): 3 clusters Score: Raw -37823.809239 + Penalty 622.392356 = -37201.416883 nChanged 2 SP:Iteration 20F (773.278894 sec): 3 clusters Score: Raw -37824.941010 + Penalty 622.392356 = -37202.548654 nChanged 3 SP:Iteration 21Q (773.312426 sec): 3 clusters Score: Raw -37825.634809 + Penalty 622.392356 = -37203.242453 nChanged 2 SP:Iteration 22Q (773.345303 sec): 3 clusters Score: Raw -37826.087224 + Penalty 622.392356 = -37203.694869 nChanged 1 SP:Iteration 23Q (773.379784 sec): 3 clusters Score: Raw -37826.445268 + Penalty 622.392356 = -37204.052912 nChanged 1 SP:Iteration 24Q (773.413515 sec): 3 clusters Score: Raw -37826.619741 + Penalty 622.392356 = -37204.227385 nChanged 1 SP:Iteration 25Q (773.454104 sec): 3 clusters Score: Raw -37827.087328 + Penalty 622.392356 = -37204.694972 nChanged 2 SP:Iteration 26Q (773.490341 sec): 3 clusters Score: Raw -37827.466050 + Penalty 622.392356 = -37205.073695 nChanged 0 SP:Iteration 27F (773.537022 sec): 3 clusters Score: Raw -37827.466050 + Penalty 622.392356 = -37205.073695 nChanged 0 Trying to split cluster 25 (4217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (773.568511 sec): 2 clusters Score: Raw -164698.506021 + Penalty 379.783006 = -164318.723015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (773.611499 sec): 3 clusters Score: Raw -162195.083179 + Penalty 759.566012 = -161435.517167 nChanged 1930 SP:Iteration 1F (773.661217 sec): 3 clusters Score: Raw -163451.451469 + Penalty 759.566012 = -162691.885457 nChanged 294 SP:Iteration 2F (773.707950 sec): 3 clusters Score: Raw -163629.653288 + Penalty 759.566012 = -162870.087276 nChanged 242 SP:Iteration 3F (773.744580 sec): 3 clusters Score: Raw -163755.685822 + Penalty 759.566012 = -162996.119810 nChanged 185 SP:Iteration 4Q (773.798221 sec): 3 clusters Score: Raw -163868.367817 + Penalty 759.566012 = -163108.801805 nChanged 197 SP:Iteration 5Q (773.846717 sec): 3 clusters Score: Raw -163986.802766 + Penalty 759.566012 = -163227.236754 nChanged 171 SP:Iteration 6Q (773.895735 sec): 3 clusters Score: Raw -164118.164631 + Penalty 759.566012 = -163358.598619 nChanged 189 SP:Iteration 7Q (773.944118 sec): 3 clusters Score: Raw -164234.098800 + Penalty 759.566012 = -163474.532788 nChanged 123 SP:Iteration 8Q (773.994295 sec): 3 clusters Score: Raw -164296.174442 + Penalty 759.566012 = -163536.608430 nChanged 97 SP:Iteration 9Q (774.037205 sec): 3 clusters Score: Raw -164338.010452 + Penalty 759.566012 = -163578.444440 nChanged 84 SP:Iteration 10Q (774.086413 sec): 3 clusters Score: Raw -164370.888974 + Penalty 759.566012 = -163611.322962 nChanged 61 SP:Iteration 11Q (774.131557 sec): 3 clusters Score: Raw -164396.769917 + Penalty 759.566012 = -163637.203905 nChanged 66 SP:Iteration 12Q (774.179520 sec): 3 clusters Score: Raw -164426.018965 + Penalty 759.566012 = -163666.452953 nChanged 74 SP:Iteration 13Q (774.224372 sec): 3 clusters Score: Raw -164468.490510 + Penalty 759.566012 = -163708.924498 nChanged 82 SP:Iteration 14Q (774.269511 sec): 3 clusters Score: Raw -164511.037953 + Penalty 759.566012 = -163751.471941 nChanged 85 SP:Iteration 15Q (774.315076 sec): 3 clusters Score: Raw -164562.784141 + Penalty 759.566012 = -163803.218129 nChanged 98 SP:Iteration 16Q (774.366340 sec): 3 clusters Score: Raw -164638.293714 + Penalty 759.566012 = -163878.727702 nChanged 91 SP:Iteration 17Q (774.409729 sec): 3 clusters Score: Raw -164709.967265 + Penalty 759.566012 = -163950.401253 nChanged 90 SP:Iteration 18Q (774.458284 sec): 3 clusters Score: Raw -164776.963750 + Penalty 759.566012 = -164017.397738 nChanged 83 SP:Iteration 19Q (774.509338 sec): 3 clusters Score: Raw -164839.014630 + Penalty 759.566012 = -164079.448617 nChanged 69 SP:Iteration 20F (774.552959 sec): 3 clusters Score: Raw -164883.547362 + Penalty 759.566012 = -164123.981350 nChanged 40 SP:Iteration 21Q (774.604431 sec): 3 clusters Score: Raw -164895.703699 + Penalty 759.566012 = -164136.137687 nChanged 29 SP:Iteration 22Q (774.658318 sec): 3 clusters Score: Raw -164903.027525 + Penalty 759.566012 = -164143.461513 nChanged 12 SP:Iteration 23Q (774.707797 sec): 3 clusters Score: Raw -164905.275555 + Penalty 759.566012 = -164145.709543 nChanged 10 SP:Iteration 24Q (774.752749 sec): 3 clusters Score: Raw -164908.183918 + Penalty 759.566012 = -164148.617906 nChanged 10 SP:Iteration 25Q (774.799199 sec): 3 clusters Score: Raw -164910.587493 + Penalty 759.566012 = -164151.021481 nChanged 6 SP:Iteration 26Q (774.838754 sec): 3 clusters Score: Raw -164911.928368 + Penalty 759.566012 = -164152.362356 nChanged 6 SP:Iteration 27Q (774.878664 sec): 3 clusters Score: Raw -164912.887814 + Penalty 759.566012 = -164153.321801 nChanged 6 SP:Iteration 28Q (774.938292 sec): 3 clusters Score: Raw -164914.454940 + Penalty 759.566012 = -164154.888928 nChanged 8 SP:Iteration 29Q (774.982056 sec): 3 clusters Score: Raw -164916.155616 + Penalty 759.566012 = -164156.589604 nChanged 9 SP:Iteration 30Q (775.031300 sec): 3 clusters Score: Raw -164918.145005 + Penalty 759.566012 = -164158.578993 nChanged 5 SP:Iteration 31Q (775.080235 sec): 3 clusters Score: Raw -164918.921412 + Penalty 759.566012 = -164159.355400 nChanged 6 SP:Iteration 32Q (775.125258 sec): 3 clusters Score: Raw -164920.038656 + Penalty 759.566012 = -164160.472644 nChanged 2 SP:Iteration 33Q (775.168153 sec): 3 clusters Score: Raw -164920.275915 + Penalty 759.566012 = -164160.709903 nChanged 3 SP:Iteration 34Q (775.215006 sec): 3 clusters Score: Raw -164920.480027 + Penalty 759.566012 = -164160.914015 nChanged 1 SP:Iteration 35Q (775.266561 sec): 3 clusters Score: Raw -164920.615529 + Penalty 759.566012 = -164161.049517 nChanged 2 SP:Iteration 36Q (775.308547 sec): 3 clusters Score: Raw -164920.724987 + Penalty 759.566012 = -164161.158975 nChanged 1 SP:Iteration 37Q (775.348456 sec): 3 clusters Score: Raw -164920.765949 + Penalty 759.566012 = -164161.199937 nChanged 0 SP:Iteration 38F (775.399018 sec): 3 clusters Score: Raw -164920.765949 + Penalty 759.566012 = -164161.199937 nChanged 0 Iteration 59Q (777.718114 sec): 29 clusters Score: Raw -13155505.647034 + Penalty 16159.207968 = -13139346.439066 nChanged 863 Iteration 60F (781.231731 sec): 29 clusters Score: Raw -13155934.331811 + Penalty 16159.207968 = -13139775.123843 nChanged 841 Iteration 61Q (783.541155 sec): 29 clusters Score: Raw -13156105.516388 + Penalty 16159.207968 = -13139946.308420 nChanged 502 Iteration 62Q (785.992082 sec): 29 clusters Score: Raw -13156184.835145 + Penalty 16159.207968 = -13140025.627177 nChanged 383 Iteration 63Q (788.258725 sec): 29 clusters Score: Raw -13156241.629576 + Penalty 16159.207968 = -13140082.421608 nChanged 306 Iteration 64Q (790.613803 sec): 29 clusters Score: Raw -13156292.500526 + Penalty 16159.207968 = -13140133.292558 nChanged 298 Iteration 65Q (792.901257 sec): 29 clusters Score: Raw -13156340.778797 + Penalty 16159.207968 = -13140181.570829 nChanged 260 Iteration 66Q (795.396320 sec): 29 clusters Score: Raw -13156374.500131 + Penalty 16159.207968 = -13140215.292163 nChanged 230 Iteration 67Q (797.628004 sec): 29 clusters Score: Raw -13156404.596575 + Penalty 16159.207968 = -13140245.388607 nChanged 207 Iteration 68Q (799.877137 sec): 29 clusters Score: Raw -13156444.337734 + Penalty 16159.207968 = -13140285.129766 nChanged 208 Iteration 69Q (802.276471 sec): 29 clusters Score: Raw -13156494.143485 + Penalty 16159.207968 = -13140334.935517 nChanged 218 Iteration 70Q (804.527682 sec): 29 clusters Score: Raw -13156565.868271 + Penalty 16159.207968 = -13140406.660303 nChanged 200 Iteration 71Q (806.642656 sec): 29 clusters Score: Raw -13156660.614711 + Penalty 16159.207968 = -13140501.406743 nChanged 202 Iteration 72Q (808.857657 sec): 29 clusters Score: Raw -13156709.156988 + Penalty 16159.207968 = -13140549.949020 nChanged 186 Iteration 73Q (811.070295 sec): 29 clusters Score: Raw -13156737.694344 + Penalty 16159.207968 = -13140578.486376 nChanged 150 Iteration 74Q (813.132044 sec): 29 clusters Score: Raw -13156756.742096 + Penalty 16159.207968 = -13140597.534128 nChanged 129 Iteration 75Q (815.307860 sec): 29 clusters Score: Raw -13156771.128505 + Penalty 16159.207968 = -13140611.920537 nChanged 123 Iteration 76Q (817.501802 sec): 29 clusters Score: Raw -13156783.689572 + Penalty 16159.207968 = -13140624.481604 nChanged 123 Iteration 77Q (819.771804 sec): 29 clusters Score: Raw -13156797.124388 + Penalty 16159.207968 = -13140637.916420 nChanged 131 Iteration 78Q (822.123657 sec): 29 clusters Score: Raw -13156811.299815 + Penalty 16159.207968 = -13140652.091847 nChanged 105 Iteration 79Q (824.600800 sec): 29 clusters Score: Raw -13156823.077258 + Penalty 16159.207968 = -13140663.869290 nChanged 87 Iteration 80F (828.093284 sec): 29 clusters Score: Raw -13156837.060189 + Penalty 16159.207968 = -13140677.852221 nChanged 95 Iteration 81Q (830.328037 sec): 29 clusters Score: Raw -13156851.881474 + Penalty 16159.207968 = -13140692.673506 nChanged 96 Iteration 82Q (832.880585 sec): 29 clusters Score: Raw -13156866.050796 + Penalty 16159.207968 = -13140706.842828 nChanged 86 Iteration 83Q (835.155893 sec): 29 clusters Score: Raw -13156876.578556 + Penalty 16159.207968 = -13140717.370588 nChanged 75 Iteration 84Q (837.456735 sec): 29 clusters Score: Raw -13156883.997586 + Penalty 16159.207968 = -13140724.789618 nChanged 72 Iteration 85Q (839.803640 sec): 29 clusters Score: Raw -13156890.001733 + Penalty 16159.207968 = -13140730.793765 nChanged 75 Iteration 86Q (841.977019 sec): 29 clusters Score: Raw -13156895.932293 + Penalty 16159.207968 = -13140736.724325 nChanged 72 Iteration 87Q (844.096250 sec): 29 clusters Score: Raw -13156901.192369 + Penalty 16159.207968 = -13140741.984401 nChanged 63 Iteration 88Q (846.275230 sec): 29 clusters Score: Raw -13156906.261333 + Penalty 16159.207968 = -13140747.053365 nChanged 69 Iteration 89Q (848.604668 sec): 29 clusters Score: Raw -13156911.328128 + Penalty 16159.207968 = -13140752.120160 nChanged 57 Iteration 90Q (850.704157 sec): 29 clusters Score: Raw -13156915.783936 + Penalty 16159.207968 = -13140756.575968 nChanged 53 Iteration 91Q (852.837921 sec): 29 clusters Score: Raw -13156919.543515 + Penalty 16159.207968 = -13140760.335547 nChanged 50 Iteration 92Q (855.205735 sec): 29 clusters Score: Raw -13156922.884805 + Penalty 16159.207968 = -13140763.676837 nChanged 41 Iteration 93Q (857.244386 sec): 29 clusters Score: Raw -13156925.350048 + Penalty 16159.207968 = -13140766.142080 nChanged 41 Iteration 94Q (859.390372 sec): 29 clusters Score: Raw -13156928.151334 + Penalty 16159.207968 = -13140768.943366 nChanged 40 Iteration 95Q (861.738319 sec): 29 clusters Score: Raw -13156931.121337 + Penalty 16159.207968 = -13140771.913369 nChanged 46 Iteration 96Q (863.995926 sec): 29 clusters Score: Raw -13156935.155780 + Penalty 16159.207968 = -13140775.947812 nChanged 48 Iteration 97Q (865.977460 sec): 29 clusters Score: Raw -13156939.919940 + Penalty 16159.207968 = -13140780.711972 nChanged 48 Iteration 98Q (868.278165 sec): 29 clusters Score: Raw -13156944.321949 + Penalty 16159.207968 = -13140785.113981 nChanged 47 Writing temp clu file Because OldScore, -13140780.711972, is greater than current (better) Score,-13140785.113981 Compute initial score before splitting: Score: Raw -13156944.321949 + Penalty 16159.207968 = -13140785.113981 Trying to split cluster 1 (9936 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (868.405953 sec): 2 clusters Score: Raw -433863.387150 + Penalty 418.778351 = -433444.608799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (868.458375 sec): 3 clusters Score: Raw -427673.155162 + Penalty 837.556702 = -426835.598459 nChanged 4630 SP:Iteration 1F (868.511727 sec): 3 clusters Score: Raw -430237.671697 + Penalty 837.556702 = -429400.114995 nChanged 549 SP:Iteration 2F (868.562460 sec): 3 clusters Score: Raw -430486.438061 + Penalty 837.556702 = -429648.881359 nChanged 588 SP:Iteration 3F (868.611467 sec): 3 clusters Score: Raw -430772.363897 + Penalty 837.556702 = -429934.807194 nChanged 553 SP:Iteration 4F (868.667350 sec): 3 clusters Score: Raw -431062.501132 + Penalty 837.556702 = -430224.944430 nChanged 554 SP:Iteration 5F (868.715979 sec): 3 clusters Score: Raw -431400.195644 + Penalty 837.556702 = -430562.638942 nChanged 552 SP:Iteration 6F (868.776974 sec): 3 clusters Score: Raw -431741.540046 + Penalty 837.556702 = -430903.983344 nChanged 528 SP:Iteration 7F (868.832042 sec): 3 clusters Score: Raw -432070.535546 + Penalty 837.556702 = -431232.978844 nChanged 407 SP:Iteration 8Q (868.888606 sec): 3 clusters Score: Raw -432306.170033 + Penalty 837.556702 = -431468.613331 nChanged 326 SP:Iteration 9Q (868.937597 sec): 3 clusters Score: Raw -432500.469949 + Penalty 837.556702 = -431662.913247 nChanged 256 SP:Iteration 10Q (868.995080 sec): 3 clusters Score: Raw -432644.529338 + Penalty 837.556702 = -431806.972636 nChanged 206 SP:Iteration 11Q (869.046720 sec): 3 clusters Score: Raw -432728.989160 + Penalty 837.556702 = -431891.432457 nChanged 151 SP:Iteration 12Q (869.095127 sec): 3 clusters Score: Raw -432784.815911 + Penalty 837.556702 = -431947.259209 nChanged 145 SP:Iteration 13Q (869.160520 sec): 3 clusters Score: Raw -432827.611855 + Penalty 837.556702 = -431990.055153 nChanged 140 SP:Iteration 14Q (869.211759 sec): 3 clusters Score: Raw -432869.773608 + Penalty 837.556702 = -432032.216906 nChanged 123 SP:Iteration 15Q (869.264980 sec): 3 clusters Score: Raw -432907.093496 + Penalty 837.556702 = -432069.536794 nChanged 130 SP:Iteration 16Q (869.314217 sec): 3 clusters Score: Raw -432945.600252 + Penalty 837.556702 = -432108.043550 nChanged 117 SP:Iteration 17Q (869.367875 sec): 3 clusters Score: Raw -432978.298559 + Penalty 837.556702 = -432140.741856 nChanged 124 SP:Iteration 18Q (869.419174 sec): 3 clusters Score: Raw -433016.580897 + Penalty 837.556702 = -432179.024195 nChanged 140 SP:Iteration 19Q (869.460667 sec): 3 clusters Score: Raw -433061.396631 + Penalty 837.556702 = -432223.839929 nChanged 154 SP:Iteration 20F (869.516029 sec): 3 clusters Score: Raw -433114.440768 + Penalty 837.556702 = -432276.884065 nChanged 143 SP:Iteration 21Q (869.563489 sec): 3 clusters Score: Raw -433163.251480 + Penalty 837.556702 = -432325.694778 nChanged 122 SP:Iteration 22Q (869.625772 sec): 3 clusters Score: Raw -433201.741676 + Penalty 837.556702 = -432364.184974 nChanged 115 SP:Iteration 23Q (869.680177 sec): 3 clusters Score: Raw -433246.038780 + Penalty 837.556702 = -432408.482078 nChanged 111 SP:Iteration 24Q (869.729364 sec): 3 clusters Score: Raw -433287.341190 + Penalty 837.556702 = -432449.784488 nChanged 124 SP:Iteration 25Q (869.795252 sec): 3 clusters Score: Raw -433337.437236 + Penalty 837.556702 = -432499.880533 nChanged 135 SP:Iteration 26Q (869.849535 sec): 3 clusters Score: Raw -433396.971680 + Penalty 837.556702 = -432559.414977 nChanged 130 SP:Iteration 27Q (869.902950 sec): 3 clusters Score: Raw -433452.629199 + Penalty 837.556702 = -432615.072497 nChanged 121 SP:Iteration 28Q (869.944415 sec): 3 clusters Score: Raw -433508.546879 + Penalty 837.556702 = -432670.990177 nChanged 109 SP:Iteration 29Q (870.002475 sec): 3 clusters Score: Raw -433559.949358 + Penalty 837.556702 = -432722.392656 nChanged 88 SP:Iteration 30Q (870.047251 sec): 3 clusters Score: Raw -433602.361368 + Penalty 837.556702 = -432764.804666 nChanged 82 SP:Iteration 31Q (870.098580 sec): 3 clusters Score: Raw -433640.901781 + Penalty 837.556702 = -432803.345079 nChanged 83 SP:Iteration 32Q (870.142444 sec): 3 clusters Score: Raw -433681.104841 + Penalty 837.556702 = -432843.548139 nChanged 71 SP:Iteration 33Q (870.205711 sec): 3 clusters Score: Raw -433719.950678 + Penalty 837.556702 = -432882.393976 nChanged 66 SP:Iteration 34Q (870.253670 sec): 3 clusters Score: Raw -433757.322363 + Penalty 837.556702 = -432919.765661 nChanged 47 SP:Iteration 35Q (870.308691 sec): 3 clusters Score: Raw -433779.313628 + Penalty 837.556702 = -432941.756926 nChanged 44 SP:Iteration 36Q (870.360263 sec): 3 clusters Score: Raw -433800.071283 + Penalty 837.556702 = -432962.514581 nChanged 34 SP:Iteration 37Q (870.415492 sec): 3 clusters Score: Raw -433822.913461 + Penalty 837.556702 = -432985.356758 nChanged 29 SP:Iteration 38Q (870.469879 sec): 3 clusters Score: Raw -433842.776023 + Penalty 837.556702 = -433005.219321 nChanged 26 SP:Iteration 39Q (870.519644 sec): 3 clusters Score: Raw -433856.925316 + Penalty 837.556702 = -433019.368614 nChanged 16 SP:Iteration 40F (870.572493 sec): 3 clusters Score: Raw -433867.153547 + Penalty 837.556702 = -433029.596844 nChanged 20 SP:Iteration 41Q (870.617198 sec): 3 clusters Score: Raw -433877.588304 + Penalty 837.556702 = -433040.031602 nChanged 9 SP:Iteration 42Q (870.679582 sec): 3 clusters Score: Raw -433881.918745 + Penalty 837.556702 = -433044.362043 nChanged 7 SP:Iteration 43Q (870.724963 sec): 3 clusters Score: Raw -433886.786755 + Penalty 837.556702 = -433049.230052 nChanged 7 SP:Iteration 44Q (870.789628 sec): 3 clusters Score: Raw -433888.864925 + Penalty 837.556702 = -433051.308223 nChanged 3 SP:Iteration 45Q (870.839665 sec): 3 clusters Score: Raw -433890.611479 + Penalty 837.556702 = -433053.054777 nChanged 2 SP:Iteration 46Q (870.894865 sec): 3 clusters Score: Raw -433894.002114 + Penalty 837.556702 = -433056.445411 nChanged 5 SP:Iteration 47Q (870.944422 sec): 3 clusters Score: Raw -433897.056169 + Penalty 837.556702 = -433059.499467 nChanged 1 SP:Iteration 48Q (870.986802 sec): 3 clusters Score: Raw -433897.463469 + Penalty 837.556702 = -433059.906767 nChanged 1 SP:Iteration 49Q (871.040931 sec): 3 clusters Score: Raw -433898.798591 + Penalty 837.556702 = -433061.241889 nChanged 2 SP:Iteration 50Q (871.094571 sec): 3 clusters Score: Raw -433899.980111 + Penalty 837.556702 = -433062.423409 nChanged 2 SP:Iteration 51Q (871.146196 sec): 3 clusters Score: Raw -433900.671532 + Penalty 837.556702 = -433063.114830 nChanged 2 SP:Iteration 52Q (871.200913 sec): 3 clusters Score: Raw -433901.701501 + Penalty 837.556702 = -433064.144799 nChanged 1 SP:Iteration 53Q (871.250690 sec): 3 clusters Score: Raw -433902.158888 + Penalty 837.556702 = -433064.602186 nChanged 1 SP:Iteration 54Q (871.297851 sec): 3 clusters Score: Raw -433902.692401 + Penalty 837.556702 = -433065.135699 nChanged 1 SP:Iteration 55Q (871.356923 sec): 3 clusters Score: Raw -433903.378453 + Penalty 837.556702 = -433065.821751 nChanged 1 SP:Iteration 56Q (871.402244 sec): 3 clusters Score: Raw -433903.546506 + Penalty 837.556702 = -433065.989804 nChanged 0 SP:Iteration 57F (871.460091 sec): 3 clusters Score: Raw -433903.546506 + Penalty 837.556702 = -433065.989804 nChanged 0 Trying to split cluster 2 (1136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (871.491694 sec): 2 clusters Score: Raw -52915.474667 + Penalty 320.104721 = -52595.369946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (871.538916 sec): 3 clusters Score: Raw -52328.420418 + Penalty 640.209443 = -51688.210975 nChanged 460 SP:Iteration 1F (871.582990 sec): 3 clusters Score: Raw -52617.571070 + Penalty 640.209443 = -51977.361627 nChanged 81 SP:Iteration 2F (871.638177 sec): 3 clusters Score: Raw -52663.405659 + Penalty 640.209443 = -52023.196217 nChanged 44 SP:Iteration 3Q (871.675458 sec): 3 clusters Score: Raw -52694.036022 + Penalty 640.209443 = -52053.826580 nChanged 38 SP:Iteration 4Q (871.728817 sec): 3 clusters Score: Raw -52725.727440 + Penalty 640.209443 = -52085.517998 nChanged 32 SP:Iteration 5Q (871.772794 sec): 3 clusters Score: Raw -52753.940224 + Penalty 640.209443 = -52113.730782 nChanged 35 SP:Iteration 6Q (871.814212 sec): 3 clusters Score: Raw -52781.112648 + Penalty 640.209443 = -52140.903205 nChanged 37 SP:Iteration 7Q (871.847728 sec): 3 clusters Score: Raw -52809.302001 + Penalty 640.209443 = -52169.092558 nChanged 23 SP:Iteration 8Q (871.896224 sec): 3 clusters Score: Raw -52824.494734 + Penalty 640.209443 = -52184.285292 nChanged 18 SP:Iteration 9Q (871.937132 sec): 3 clusters Score: Raw -52834.811976 + Penalty 640.209443 = -52194.602533 nChanged 12 SP:Iteration 10Q (871.987393 sec): 3 clusters Score: Raw -52841.303955 + Penalty 640.209443 = -52201.094513 nChanged 13 SP:Iteration 11Q (872.021100 sec): 3 clusters Score: Raw -52847.185459 + Penalty 640.209443 = -52206.976016 nChanged 9 SP:Iteration 12Q (872.063623 sec): 3 clusters Score: Raw -52850.969781 + Penalty 640.209443 = -52210.760338 nChanged 8 SP:Iteration 13Q (872.108627 sec): 3 clusters Score: Raw -52856.136709 + Penalty 640.209443 = -52215.927266 nChanged 9 SP:Iteration 14Q (872.158303 sec): 3 clusters Score: Raw -52858.796968 + Penalty 640.209443 = -52218.587526 nChanged 4 SP:Iteration 15Q (872.197887 sec): 3 clusters Score: Raw -52860.010121 + Penalty 640.209443 = -52219.800679 nChanged 6 SP:Iteration 16Q (872.246643 sec): 3 clusters Score: Raw -52861.754983 + Penalty 640.209443 = -52221.545541 nChanged 5 SP:Iteration 17Q (872.292090 sec): 3 clusters Score: Raw -52863.798888 + Penalty 640.209443 = -52223.589446 nChanged 8 SP:Iteration 18Q (872.341004 sec): 3 clusters Score: Raw -52869.580748 + Penalty 640.209443 = -52229.371305 nChanged 9 SP:Iteration 19Q (872.391314 sec): 3 clusters Score: Raw -52874.553068 + Penalty 640.209443 = -52234.343626 nChanged 12 SP:Iteration 20F (872.433374 sec): 3 clusters Score: Raw -52883.458201 + Penalty 640.209443 = -52243.248759 nChanged 14 SP:Iteration 21Q (872.479106 sec): 3 clusters Score: Raw -52893.638008 + Penalty 640.209443 = -52253.428565 nChanged 10 SP:Iteration 22Q (872.516137 sec): 3 clusters Score: Raw -52899.475815 + Penalty 640.209443 = -52259.266373 nChanged 7 SP:Iteration 23Q (872.563483 sec): 3 clusters Score: Raw -52901.955720 + Penalty 640.209443 = -52261.746278 nChanged 5 SP:Iteration 24Q (872.612941 sec): 3 clusters Score: Raw -52904.314283 + Penalty 640.209443 = -52264.104840 nChanged 5 SP:Iteration 25Q (872.657520 sec): 3 clusters Score: Raw -52906.722895 + Penalty 640.209443 = -52266.513453 nChanged 4 SP:Iteration 26Q (872.693362 sec): 3 clusters Score: Raw -52908.632934 + Penalty 640.209443 = -52268.423492 nChanged 1 SP:Iteration 27Q (872.741583 sec): 3 clusters Score: Raw -52908.787263 + Penalty 640.209443 = -52268.577821 nChanged 1 SP:Iteration 28Q (872.787498 sec): 3 clusters Score: Raw -52909.202747 + Penalty 640.209443 = -52268.993304 nChanged 1 SP:Iteration 29Q (872.830391 sec): 3 clusters Score: Raw -52910.039967 + Penalty 640.209443 = -52269.830524 nChanged 3 SP:Iteration 30Q (872.874794 sec): 3 clusters Score: Raw -52910.998865 + Penalty 640.209443 = -52270.789422 nChanged 1 SP:Iteration 31Q (872.910223 sec): 3 clusters Score: Raw -52911.089864 + Penalty 640.209443 = -52270.880422 nChanged 0 SP:Iteration 32F (872.959994 sec): 3 clusters Score: Raw -52911.089864 + Penalty 640.209443 = -52270.880422 nChanged 0 Trying to split cluster 3 (61672 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (873.040497 sec): 2 clusters Score: Raw -2639150.255995 + Penalty 501.846131 = -2638648.409864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (873.144164 sec): 3 clusters Score: Raw -2598049.081449 + Penalty 1003.692262 = -2597045.389187 nChanged 29925 SP:Iteration 1F (873.238290 sec): 3 clusters Score: Raw -2617639.033328 + Penalty 1003.692262 = -2616635.341066 nChanged 4276 SP:Iteration 2F (873.346286 sec): 3 clusters Score: Raw -2619916.933357 + Penalty 1003.692262 = -2618913.241095 nChanged 4632 SP:Iteration 3F (873.451067 sec): 3 clusters Score: Raw -2622916.377206 + Penalty 1003.692262 = -2621912.684943 nChanged 4927 SP:Iteration 4F (873.545852 sec): 3 clusters Score: Raw -2626837.129713 + Penalty 1003.692262 = -2625833.437450 nChanged 4824 SP:Iteration 5F (873.648595 sec): 3 clusters Score: Raw -2631265.391240 + Penalty 1003.692262 = -2630261.698978 nChanged 3967 SP:Iteration 6F (873.740254 sec): 3 clusters Score: Raw -2635217.333644 + Penalty 1003.692262 = -2634213.641381 nChanged 2416 SP:Iteration 7Q (873.852046 sec): 3 clusters Score: Raw -2637621.617488 + Penalty 1003.692262 = -2636617.925225 nChanged 1121 SP:Iteration 8Q (873.959849 sec): 3 clusters Score: Raw -2638664.059904 + Penalty 1003.692262 = -2637660.367641 nChanged 392 SP:Iteration 9Q (874.068892 sec): 3 clusters Score: Raw -2639006.373014 + Penalty 1003.692262 = -2638002.680751 nChanged 121 SP:Iteration 10Q (874.157525 sec): 3 clusters Score: Raw -2639127.256119 + Penalty 1003.692262 = -2638123.563857 nChanged 55 SP:Iteration 11Q (874.240265 sec): 3 clusters Score: Raw -2639185.895312 + Penalty 1003.692262 = -2638182.203050 nChanged 34 SP:Iteration 12Q (874.328363 sec): 3 clusters Score: Raw -2639209.859603 + Penalty 1003.692262 = -2638206.167341 nChanged 19 SP:Iteration 13Q (874.419552 sec): 3 clusters Score: Raw -2639226.803832 + Penalty 1003.692262 = -2638223.111570 nChanged 15 SP:Iteration 14Q (874.514452 sec): 3 clusters Score: Raw -2639237.998479 + Penalty 1003.692262 = -2638234.306217 nChanged 13 SP:Iteration 15Q (874.614583 sec): 3 clusters Score: Raw -2639244.260943 + Penalty 1003.692262 = -2638240.568680 nChanged 8 SP:Iteration 16Q (874.703664 sec): 3 clusters Score: Raw -2639248.809553 + Penalty 1003.692262 = -2638245.117291 nChanged 5 SP:Iteration 17Q (874.794675 sec): 3 clusters Score: Raw -2639252.914019 + Penalty 1003.692262 = -2638249.221757 nChanged 6 SP:Iteration 18Q (874.880810 sec): 3 clusters Score: Raw -2639256.850871 + Penalty 1003.692262 = -2638253.158609 nChanged 3 SP:Iteration 19Q (874.964133 sec): 3 clusters Score: Raw -2639257.382384 + Penalty 1003.692262 = -2638253.690122 nChanged 2 SP:Iteration 20F (875.068933 sec): 3 clusters Score: Raw -2639258.048947 + Penalty 1003.692262 = -2638254.356685 nChanged 0 Trying to split cluster 4 (2744 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (875.096655 sec): 2 clusters Score: Raw -102527.129517 + Penalty 360.231325 = -102166.898192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (875.145656 sec): 3 clusters Score: Raw -100987.007959 + Penalty 720.462651 = -100266.545308 nChanged 1214 SP:Iteration 1F (875.196042 sec): 3 clusters Score: Raw -101737.522934 + Penalty 720.462651 = -101017.060283 nChanged 232 SP:Iteration 2F (875.241635 sec): 3 clusters Score: Raw -101928.566359 + Penalty 720.462651 = -101208.103708 nChanged 215 SP:Iteration 3F (875.286934 sec): 3 clusters Score: Raw -102109.103968 + Penalty 720.462651 = -101388.641317 nChanged 186 SP:Iteration 4F (875.324782 sec): 3 clusters Score: Raw -102257.772899 + Penalty 720.462651 = -101537.310248 nChanged 140 SP:Iteration 5F (875.368230 sec): 3 clusters Score: Raw -102372.856480 + Penalty 720.462651 = -101652.393829 nChanged 115 SP:Iteration 6Q (875.400765 sec): 3 clusters Score: Raw -102441.006280 + Penalty 720.462651 = -101720.543629 nChanged 80 SP:Iteration 7Q (875.434849 sec): 3 clusters Score: Raw -102485.442418 + Penalty 720.462651 = -101764.979767 nChanged 67 SP:Iteration 8Q (875.480203 sec): 3 clusters Score: Raw -102527.169956 + Penalty 720.462651 = -101806.707305 nChanged 65 SP:Iteration 9Q (875.528836 sec): 3 clusters Score: Raw -102558.207941 + Penalty 720.462651 = -101837.745290 nChanged 44 SP:Iteration 10Q (875.576674 sec): 3 clusters Score: Raw -102579.399859 + Penalty 720.462651 = -101858.937208 nChanged 38 SP:Iteration 11Q (875.616864 sec): 3 clusters Score: Raw -102607.343824 + Penalty 720.462651 = -101886.881173 nChanged 41 SP:Iteration 12Q (875.673845 sec): 3 clusters Score: Raw -102626.399470 + Penalty 720.462651 = -101905.936819 nChanged 28 SP:Iteration 13Q (875.712452 sec): 3 clusters Score: Raw -102636.832924 + Penalty 720.462651 = -101916.370273 nChanged 29 SP:Iteration 14Q (875.762067 sec): 3 clusters Score: Raw -102651.767620 + Penalty 720.462651 = -101931.304970 nChanged 27 SP:Iteration 15Q (875.817740 sec): 3 clusters Score: Raw -102663.259192 + Penalty 720.462651 = -101942.796541 nChanged 15 SP:Iteration 16Q (875.860084 sec): 3 clusters Score: Raw -102668.175497 + Penalty 720.462651 = -101947.712846 nChanged 14 SP:Iteration 17Q (875.901512 sec): 3 clusters Score: Raw -102671.336042 + Penalty 720.462651 = -101950.873391 nChanged 11 SP:Iteration 18Q (875.957017 sec): 3 clusters Score: Raw -102674.667466 + Penalty 720.462651 = -101954.204815 nChanged 12 SP:Iteration 19Q (875.994595 sec): 3 clusters Score: Raw -102677.846879 + Penalty 720.462651 = -101957.384228 nChanged 10 SP:Iteration 20F (876.034299 sec): 3 clusters Score: Raw -102680.871889 + Penalty 720.462651 = -101960.409238 nChanged 9 SP:Iteration 21Q (876.082429 sec): 3 clusters Score: Raw -102683.652547 + Penalty 720.462651 = -101963.189896 nChanged 7 SP:Iteration 22Q (876.128522 sec): 3 clusters Score: Raw -102684.745527 + Penalty 720.462651 = -101964.282876 nChanged 5 SP:Iteration 23Q (876.174877 sec): 3 clusters Score: Raw -102685.760162 + Penalty 720.462651 = -101965.297511 nChanged 4 SP:Iteration 24Q (876.230075 sec): 3 clusters Score: Raw -102686.654523 + Penalty 720.462651 = -101966.191872 nChanged 6 SP:Iteration 25Q (876.278940 sec): 3 clusters Score: Raw -102687.494092 + Penalty 720.462651 = -101967.031441 nChanged 3 SP:Iteration 26Q (876.310565 sec): 3 clusters Score: Raw -102688.074200 + Penalty 720.462651 = -101967.611549 nChanged 1 SP:Iteration 27Q (876.355222 sec): 3 clusters Score: Raw -102688.500261 + Penalty 720.462651 = -101968.037610 nChanged 2 SP:Iteration 28Q (876.401616 sec): 3 clusters Score: Raw -102688.838947 + Penalty 720.462651 = -101968.376296 nChanged 2 SP:Iteration 29Q (876.452181 sec): 3 clusters Score: Raw -102689.044372 + Penalty 720.462651 = -101968.581721 nChanged 0 SP:Iteration 30F (876.494870 sec): 3 clusters Score: Raw -102689.044372 + Penalty 720.462651 = -101968.581721 nChanged 0 Trying to split cluster 5 (8469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (876.516446 sec): 2 clusters Score: Raw -356339.625997 + Penalty 411.509631 = -355928.116366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (876.575134 sec): 3 clusters Score: Raw -351059.463376 + Penalty 823.019262 = -350236.444114 nChanged 3900 SP:Iteration 1F (876.622596 sec): 3 clusters Score: Raw -353470.341421 + Penalty 823.019262 = -352647.322159 nChanged 674 SP:Iteration 2F (876.670747 sec): 3 clusters Score: Raw -353939.180158 + Penalty 823.019262 = -353116.160896 nChanged 639 SP:Iteration 3F (876.717725 sec): 3 clusters Score: Raw -354462.759843 + Penalty 823.019262 = -353639.740581 nChanged 544 SP:Iteration 4F (876.767875 sec): 3 clusters Score: Raw -354929.152922 + Penalty 823.019262 = -354106.133659 nChanged 442 SP:Iteration 5F (876.808575 sec): 3 clusters Score: Raw -355306.124647 + Penalty 823.019262 = -354483.105385 nChanged 327 SP:Iteration 6Q (876.864745 sec): 3 clusters Score: Raw -355527.658808 + Penalty 823.019262 = -354704.639546 nChanged 209 SP:Iteration 7Q (876.920026 sec): 3 clusters Score: Raw -355629.623954 + Penalty 823.019262 = -354806.604691 nChanged 158 SP:Iteration 8Q (876.970878 sec): 3 clusters Score: Raw -355700.998221 + Penalty 823.019262 = -354877.978959 nChanged 138 SP:Iteration 9Q (877.015110 sec): 3 clusters Score: Raw -355751.411068 + Penalty 823.019262 = -354928.391806 nChanged 119 SP:Iteration 10Q (877.074083 sec): 3 clusters Score: Raw -355802.713500 + Penalty 823.019262 = -354979.694238 nChanged 112 SP:Iteration 11Q (877.120824 sec): 3 clusters Score: Raw -355846.965091 + Penalty 823.019262 = -355023.945829 nChanged 113 SP:Iteration 12Q (877.167579 sec): 3 clusters Score: Raw -355889.426935 + Penalty 823.019262 = -355066.407673 nChanged 103 SP:Iteration 13Q (877.220086 sec): 3 clusters Score: Raw -355927.708564 + Penalty 823.019262 = -355104.689302 nChanged 97 SP:Iteration 14Q (877.272687 sec): 3 clusters Score: Raw -355966.098130 + Penalty 823.019262 = -355143.078868 nChanged 100 SP:Iteration 15Q (877.320860 sec): 3 clusters Score: Raw -356006.369711 + Penalty 823.019262 = -355183.350448 nChanged 99 SP:Iteration 16Q (877.372760 sec): 3 clusters Score: Raw -356049.791854 + Penalty 823.019262 = -355226.772592 nChanged 105 SP:Iteration 17Q (877.422494 sec): 3 clusters Score: Raw -356097.275182 + Penalty 823.019262 = -355274.255919 nChanged 94 SP:Iteration 18Q (877.474952 sec): 3 clusters Score: Raw -356134.191990 + Penalty 823.019262 = -355311.172728 nChanged 78 SP:Iteration 19Q (877.531934 sec): 3 clusters Score: Raw -356162.600504 + Penalty 823.019262 = -355339.581242 nChanged 70 SP:Iteration 20F (877.582892 sec): 3 clusters Score: Raw -356192.580105 + Penalty 823.019262 = -355369.560842 nChanged 59 SP:Iteration 21Q (877.638125 sec): 3 clusters Score: Raw -356222.812073 + Penalty 823.019262 = -355399.792810 nChanged 66 SP:Iteration 22Q (877.682736 sec): 3 clusters Score: Raw -356262.379461 + Penalty 823.019262 = -355439.360199 nChanged 72 SP:Iteration 23Q (877.736588 sec): 3 clusters Score: Raw -356302.024128 + Penalty 823.019262 = -355479.004866 nChanged 69 SP:Iteration 24Q (877.787236 sec): 3 clusters Score: Raw -356338.236365 + Penalty 823.019262 = -355515.217103 nChanged 58 SP:Iteration 25Q (877.839393 sec): 3 clusters Score: Raw -356369.167028 + Penalty 823.019262 = -355546.147765 nChanged 49 SP:Iteration 26Q (877.894984 sec): 3 clusters Score: Raw -356390.351737 + Penalty 823.019262 = -355567.332475 nChanged 45 SP:Iteration 27Q (877.941155 sec): 3 clusters Score: Raw -356408.534113 + Penalty 823.019262 = -355585.514851 nChanged 32 SP:Iteration 28Q (878.002320 sec): 3 clusters Score: Raw -356421.153869 + Penalty 823.019262 = -355598.134607 nChanged 28 SP:Iteration 29Q (878.052620 sec): 3 clusters Score: Raw -356433.943668 + Penalty 823.019262 = -355610.924405 nChanged 29 SP:Iteration 30Q (878.107522 sec): 3 clusters Score: Raw -356443.898654 + Penalty 823.019262 = -355620.879392 nChanged 25 SP:Iteration 31Q (878.160853 sec): 3 clusters Score: Raw -356450.926325 + Penalty 823.019262 = -355627.907062 nChanged 16 SP:Iteration 32Q (878.201453 sec): 3 clusters Score: Raw -356453.714798 + Penalty 823.019262 = -355630.695536 nChanged 7 SP:Iteration 33Q (878.254441 sec): 3 clusters Score: Raw -356454.576081 + Penalty 823.019262 = -355631.556819 nChanged 5 SP:Iteration 34Q (878.309474 sec): 3 clusters Score: Raw -356455.441522 + Penalty 823.019262 = -355632.422260 nChanged 4 SP:Iteration 35Q (878.354215 sec): 3 clusters Score: Raw -356455.704104 + Penalty 823.019262 = -355632.684841 nChanged 1 SP:Iteration 36Q (878.413047 sec): 3 clusters Score: Raw -356455.712085 + Penalty 823.019262 = -355632.692822 nChanged 0 SP:Iteration 37F (878.459324 sec): 3 clusters Score: Raw -356455.712085 + Penalty 823.019262 = -355632.692822 nChanged 0 Trying to split cluster 6 (55733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (878.533509 sec): 2 clusters Score: Raw -2512421.642320 + Penalty 497.238911 = -2511924.403410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (878.622522 sec): 3 clusters Score: Raw -2475438.222937 + Penalty 994.477822 = -2474443.745116 nChanged 27167 SP:Iteration 1F (878.719620 sec): 3 clusters Score: Raw -2494737.951243 + Penalty 994.477822 = -2493743.473421 nChanged 4650 SP:Iteration 2F (878.812808 sec): 3 clusters Score: Raw -2498097.764445 + Penalty 994.477822 = -2497103.286623 nChanged 4827 SP:Iteration 3F (878.912081 sec): 3 clusters Score: Raw -2502143.710256 + Penalty 994.477822 = -2501149.232435 nChanged 4254 SP:Iteration 4F (879.010086 sec): 3 clusters Score: Raw -2506019.110039 + Penalty 994.477822 = -2505024.632218 nChanged 3188 SP:Iteration 5F (879.097047 sec): 3 clusters Score: Raw -2508982.284180 + Penalty 994.477822 = -2507987.806359 nChanged 1994 SP:Iteration 6Q (879.195698 sec): 3 clusters Score: Raw -2510833.720719 + Penalty 994.477822 = -2509839.242898 nChanged 1050 SP:Iteration 7Q (879.300813 sec): 3 clusters Score: Raw -2511813.585965 + Penalty 994.477822 = -2510819.108144 nChanged 466 SP:Iteration 8Q (879.392930 sec): 3 clusters Score: Raw -2512243.763872 + Penalty 994.477822 = -2511249.286050 nChanged 163 SP:Iteration 9Q (879.490051 sec): 3 clusters Score: Raw -2512386.603539 + Penalty 994.477822 = -2511392.125717 nChanged 50 SP:Iteration 10Q (879.582014 sec): 3 clusters Score: Raw -2512441.994593 + Penalty 994.477822 = -2511447.516771 nChanged 29 SP:Iteration 11Q (879.672192 sec): 3 clusters Score: Raw -2512472.995653 + Penalty 994.477822 = -2511478.517831 nChanged 16 SP:Iteration 12Q (879.764925 sec): 3 clusters Score: Raw -2512503.281976 + Penalty 994.477822 = -2511508.804155 nChanged 8 SP:Iteration 13Q (879.852920 sec): 3 clusters Score: Raw -2512512.717459 + Penalty 994.477822 = -2511518.239637 nChanged 3 SP:Iteration 14Q (879.937055 sec): 3 clusters Score: Raw -2512515.033624 + Penalty 994.477822 = -2511520.555803 nChanged 1 SP:Iteration 15Q (880.026802 sec): 3 clusters Score: Raw -2512515.403338 + Penalty 994.477822 = -2511520.925516 nChanged 1 SP:Iteration 16Q (880.120168 sec): 3 clusters Score: Raw -2512515.883924 + Penalty 994.477822 = -2511521.406103 nChanged 0 SP:Iteration 17F (880.214093 sec): 3 clusters Score: Raw -2512515.883924 + Penalty 994.477822 = -2511521.406103 nChanged 0 Trying to split cluster 7 (3938 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (880.246606 sec): 2 clusters Score: Raw -149107.617614 + Penalty 376.668486 = -148730.949128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (880.295850 sec): 3 clusters Score: Raw -146838.513975 + Penalty 753.336972 = -146085.177004 nChanged 1738 SP:Iteration 1F (880.336748 sec): 3 clusters Score: Raw -148144.467770 + Penalty 753.336972 = -147391.130799 nChanged 372 SP:Iteration 2F (880.381780 sec): 3 clusters Score: Raw -148413.653294 + Penalty 753.336972 = -147660.316323 nChanged 251 SP:Iteration 3F (880.424072 sec): 3 clusters Score: Raw -148590.953029 + Penalty 753.336972 = -147837.616058 nChanged 203 SP:Iteration 4F (880.473471 sec): 3 clusters Score: Raw -148721.756473 + Penalty 753.336972 = -147968.419501 nChanged 165 SP:Iteration 5Q (880.517077 sec): 3 clusters Score: Raw -148842.594672 + Penalty 753.336972 = -148089.257701 nChanged 154 SP:Iteration 6Q (880.580394 sec): 3 clusters Score: Raw -148963.172760 + Penalty 753.336972 = -148209.835788 nChanged 137 SP:Iteration 7Q (880.623016 sec): 3 clusters Score: Raw -149068.047353 + Penalty 753.336972 = -148314.710381 nChanged 102 SP:Iteration 8Q (880.662660 sec): 3 clusters Score: Raw -149131.847499 + Penalty 753.336972 = -148378.510527 nChanged 90 SP:Iteration 9Q (880.711892 sec): 3 clusters Score: Raw -149185.343655 + Penalty 753.336972 = -148432.006684 nChanged 85 SP:Iteration 10Q (880.759336 sec): 3 clusters Score: Raw -149244.460310 + Penalty 753.336972 = -148491.123338 nChanged 84 SP:Iteration 11Q (880.808848 sec): 3 clusters Score: Raw -149305.100409 + Penalty 753.336972 = -148551.763437 nChanged 56 SP:Iteration 12Q (880.855198 sec): 3 clusters Score: Raw -149347.528991 + Penalty 753.336972 = -148594.192020 nChanged 47 SP:Iteration 13Q (880.895199 sec): 3 clusters Score: Raw -149394.861660 + Penalty 753.336972 = -148641.524688 nChanged 35 SP:Iteration 14Q (880.951194 sec): 3 clusters Score: Raw -149435.237336 + Penalty 753.336972 = -148681.900365 nChanged 32 SP:Iteration 15Q (880.993963 sec): 3 clusters Score: Raw -149476.885164 + Penalty 753.336972 = -148723.548193 nChanged 21 SP:Iteration 16Q (881.028062 sec): 3 clusters Score: Raw -149514.911578 + Penalty 753.336972 = -148761.574607 nChanged 31 SP:Iteration 17Q (881.084780 sec): 3 clusters Score: Raw -149569.368041 + Penalty 753.336972 = -148816.031069 nChanged 27 SP:Iteration 18Q (881.126033 sec): 3 clusters Score: Raw -149597.413643 + Penalty 753.336972 = -148844.076671 nChanged 23 SP:Iteration 19Q (881.173786 sec): 3 clusters Score: Raw -149619.328112 + Penalty 753.336972 = -148865.991140 nChanged 14 SP:Iteration 20F (881.216015 sec): 3 clusters Score: Raw -149639.923234 + Penalty 753.336972 = -148886.586262 nChanged 13 SP:Iteration 21Q (881.258563 sec): 3 clusters Score: Raw -149648.186538 + Penalty 753.336972 = -148894.849566 nChanged 9 SP:Iteration 22Q (881.306941 sec): 3 clusters Score: Raw -149652.080433 + Penalty 753.336972 = -148898.743461 nChanged 5 SP:Iteration 23Q (881.340523 sec): 3 clusters Score: Raw -149655.332345 + Penalty 753.336972 = -148901.995373 nChanged 6 SP:Iteration 24Q (881.369450 sec): 3 clusters Score: Raw -149659.110283 + Penalty 753.336972 = -148905.773311 nChanged 6 SP:Iteration 25Q (881.414824 sec): 3 clusters Score: Raw -149661.257760 + Penalty 753.336972 = -148907.920789 nChanged 5 SP:Iteration 26Q (881.456221 sec): 3 clusters Score: Raw -149663.420558 + Penalty 753.336972 = -148910.083586 nChanged 7 SP:Iteration 27Q (881.509385 sec): 3 clusters Score: Raw -149665.910045 + Penalty 753.336972 = -148912.573073 nChanged 4 SP:Iteration 28Q (881.561069 sec): 3 clusters Score: Raw -149668.598841 + Penalty 753.336972 = -148915.261870 nChanged 9 SP:Iteration 29Q (881.605520 sec): 3 clusters Score: Raw -149671.969905 + Penalty 753.336972 = -148918.632933 nChanged 7 SP:Iteration 30Q (881.657787 sec): 3 clusters Score: Raw -149674.189113 + Penalty 753.336972 = -148920.852141 nChanged 6 SP:Iteration 31Q (881.707759 sec): 3 clusters Score: Raw -149677.262325 + Penalty 753.336972 = -148923.925353 nChanged 3 SP:Iteration 32Q (881.760206 sec): 3 clusters Score: Raw -149679.855865 + Penalty 753.336972 = -148926.518893 nChanged 3 SP:Iteration 33Q (881.801723 sec): 3 clusters Score: Raw -149680.455359 + Penalty 753.336972 = -148927.118387 nChanged 1 SP:Iteration 34Q (881.847318 sec): 3 clusters Score: Raw -149681.246470 + Penalty 753.336972 = -148927.909499 nChanged 3 SP:Iteration 35Q (881.895943 sec): 3 clusters Score: Raw -149682.275796 + Penalty 753.336972 = -148928.938824 nChanged 1 SP:Iteration 36Q (881.950824 sec): 3 clusters Score: Raw -149682.339605 + Penalty 753.336972 = -148929.002634 nChanged 1 SP:Iteration 37Q (881.999685 sec): 3 clusters Score: Raw -149682.596645 + Penalty 753.336972 = -148929.259673 nChanged 2 SP:Iteration 38Q (882.043873 sec): 3 clusters Score: Raw -149683.419336 + Penalty 753.336972 = -148930.082365 nChanged 4 SP:Iteration 39Q (882.086427 sec): 3 clusters Score: Raw -149684.630621 + Penalty 753.336972 = -148931.293649 nChanged 1 SP:Iteration 40F (882.135058 sec): 3 clusters Score: Raw -149684.861875 + Penalty 753.336972 = -148931.524903 nChanged 2 SP:Iteration 41Q (882.181546 sec): 3 clusters Score: Raw -149685.442129 + Penalty 753.336972 = -148932.105158 nChanged 2 SP:Iteration 42Q (882.216582 sec): 3 clusters Score: Raw -149685.898346 + Penalty 753.336972 = -148932.561374 nChanged 0 SP:Iteration 43F (882.265123 sec): 3 clusters Score: Raw -149685.898346 + Penalty 753.336972 = -148932.561374 nChanged 0 Score: Raw -13157526.042206 + Penalty 16736.322538 = -13140789.719668 Splitting cluster 7 changes total score from -13140785.113981 to -13140789.719668 So it's getting split into cluster 29. Trying to split cluster 8 (7531 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (885.941613 sec): 2 clusters Score: Raw -322774.870186 + Penalty 406.168632 = -322368.701554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (885.992974 sec): 3 clusters Score: Raw -318239.466020 + Penalty 812.337263 = -317427.128756 nChanged 3439 SP:Iteration 1F (886.044522 sec): 3 clusters Score: Raw -320112.307359 + Penalty 812.337263 = -319299.970095 nChanged 410 SP:Iteration 2F (886.088777 sec): 3 clusters Score: Raw -320268.568137 + Penalty 812.337263 = -319456.230873 nChanged 391 SP:Iteration 3F (886.139864 sec): 3 clusters Score: Raw -320429.485215 + Penalty 812.337263 = -319617.147952 nChanged 365 SP:Iteration 4Q (886.193022 sec): 3 clusters Score: Raw -320622.167474 + Penalty 812.337263 = -319809.830211 nChanged 388 SP:Iteration 5F (886.240333 sec): 3 clusters Score: Raw -320831.321711 + Penalty 812.337263 = -320018.984448 nChanged 394 SP:Iteration 6F (886.288489 sec): 3 clusters Score: Raw -321062.447209 + Penalty 812.337263 = -320250.109946 nChanged 393 SP:Iteration 7F (886.340881 sec): 3 clusters Score: Raw -321288.352467 + Penalty 812.337263 = -320476.015204 nChanged 364 SP:Iteration 8Q (886.394668 sec): 3 clusters Score: Raw -321508.815796 + Penalty 812.337263 = -320696.478533 nChanged 366 SP:Iteration 9Q (886.437543 sec): 3 clusters Score: Raw -321716.181782 + Penalty 812.337263 = -320903.844519 nChanged 327 SP:Iteration 10Q (886.487587 sec): 3 clusters Score: Raw -321888.198806 + Penalty 812.337263 = -321075.861542 nChanged 269 SP:Iteration 11Q (886.551336 sec): 3 clusters Score: Raw -322029.941772 + Penalty 812.337263 = -321217.604509 nChanged 261 SP:Iteration 12Q (886.603357 sec): 3 clusters Score: Raw -322151.566579 + Penalty 812.337263 = -321339.229315 nChanged 232 SP:Iteration 13Q (886.652535 sec): 3 clusters Score: Raw -322249.771177 + Penalty 812.337263 = -321437.433914 nChanged 191 SP:Iteration 14Q (886.696874 sec): 3 clusters Score: Raw -322326.558834 + Penalty 812.337263 = -321514.221571 nChanged 171 SP:Iteration 15Q (886.753426 sec): 3 clusters Score: Raw -322393.093101 + Penalty 812.337263 = -321580.755837 nChanged 176 SP:Iteration 16Q (886.797827 sec): 3 clusters Score: Raw -322461.274595 + Penalty 812.337263 = -321648.937331 nChanged 165 SP:Iteration 17Q (886.859216 sec): 3 clusters Score: Raw -322524.623406 + Penalty 812.337263 = -321712.286142 nChanged 144 SP:Iteration 18Q (886.907337 sec): 3 clusters Score: Raw -322580.582956 + Penalty 812.337263 = -321768.245693 nChanged 131 SP:Iteration 19Q (886.954020 sec): 3 clusters Score: Raw -322635.328278 + Penalty 812.337263 = -321822.991015 nChanged 158 SP:Iteration 20F (887.003418 sec): 3 clusters Score: Raw -322708.112050 + Penalty 812.337263 = -321895.774787 nChanged 154 SP:Iteration 21Q (887.040050 sec): 3 clusters Score: Raw -322769.339530 + Penalty 812.337263 = -321957.002267 nChanged 129 SP:Iteration 22Q (887.093140 sec): 3 clusters Score: Raw -322815.870633 + Penalty 812.337263 = -322003.533370 nChanged 105 SP:Iteration 23Q (887.147659 sec): 3 clusters Score: Raw -322850.925458 + Penalty 812.337263 = -322038.588194 nChanged 95 SP:Iteration 24Q (887.201961 sec): 3 clusters Score: Raw -322880.151554 + Penalty 812.337263 = -322067.814290 nChanged 89 SP:Iteration 25Q (887.252318 sec): 3 clusters Score: Raw -322907.962006 + Penalty 812.337263 = -322095.624742 nChanged 87 SP:Iteration 26Q (887.291431 sec): 3 clusters Score: Raw -322931.508227 + Penalty 812.337263 = -322119.170964 nChanged 70 SP:Iteration 27Q (887.338866 sec): 3 clusters Score: Raw -322950.675062 + Penalty 812.337263 = -322138.337799 nChanged 62 SP:Iteration 28Q (887.396375 sec): 3 clusters Score: Raw -322966.964697 + Penalty 812.337263 = -322154.627434 nChanged 52 SP:Iteration 29Q (887.439061 sec): 3 clusters Score: Raw -322977.260877 + Penalty 812.337263 = -322164.923613 nChanged 48 SP:Iteration 30Q (887.489949 sec): 3 clusters Score: Raw -322988.344068 + Penalty 812.337263 = -322176.006804 nChanged 44 SP:Iteration 31Q (887.544250 sec): 3 clusters Score: Raw -322997.506994 + Penalty 812.337263 = -322185.169730 nChanged 41 SP:Iteration 32Q (887.590024 sec): 3 clusters Score: Raw -323005.165551 + Penalty 812.337263 = -322192.828288 nChanged 29 SP:Iteration 33Q (887.650172 sec): 3 clusters Score: Raw -323011.612822 + Penalty 812.337263 = -322199.275558 nChanged 45 SP:Iteration 34Q (887.697718 sec): 3 clusters Score: Raw -323020.749805 + Penalty 812.337263 = -322208.412542 nChanged 39 SP:Iteration 35Q (887.738008 sec): 3 clusters Score: Raw -323028.633979 + Penalty 812.337263 = -322216.296715 nChanged 37 SP:Iteration 36Q (887.787402 sec): 3 clusters Score: Raw -323036.374835 + Penalty 812.337263 = -322224.037572 nChanged 50 SP:Iteration 37Q (887.846985 sec): 3 clusters Score: Raw -323047.868346 + Penalty 812.337263 = -322235.531083 nChanged 45 SP:Iteration 38Q (887.892348 sec): 3 clusters Score: Raw -323058.615560 + Penalty 812.337263 = -322246.278296 nChanged 47 SP:Iteration 39Q (887.951804 sec): 3 clusters Score: Raw -323070.628385 + Penalty 812.337263 = -322258.291122 nChanged 59 SP:Iteration 40F (888.004324 sec): 3 clusters Score: Raw -323088.571659 + Penalty 812.337263 = -322276.234396 nChanged 57 SP:Iteration 41Q (888.049771 sec): 3 clusters Score: Raw -323106.366243 + Penalty 812.337263 = -322294.028980 nChanged 52 SP:Iteration 42Q (888.102114 sec): 3 clusters Score: Raw -323122.100175 + Penalty 812.337263 = -322309.762912 nChanged 58 SP:Iteration 43Q (888.158066 sec): 3 clusters Score: Raw -323142.083413 + Penalty 812.337263 = -322329.746150 nChanged 70 SP:Iteration 44Q (888.202187 sec): 3 clusters Score: Raw -323172.540596 + Penalty 812.337263 = -322360.203333 nChanged 74 SP:Iteration 45Q (888.251186 sec): 3 clusters Score: Raw -323206.880440 + Penalty 812.337263 = -322394.543176 nChanged 75 SP:Iteration 46Q (888.301705 sec): 3 clusters Score: Raw -323240.589325 + Penalty 812.337263 = -322428.252062 nChanged 65 SP:Iteration 47Q (888.348519 sec): 3 clusters Score: Raw -323266.671647 + Penalty 812.337263 = -322454.334383 nChanged 54 SP:Iteration 48Q (888.392969 sec): 3 clusters Score: Raw -323286.896895 + Penalty 812.337263 = -322474.559632 nChanged 46 SP:Iteration 49Q (888.436509 sec): 3 clusters Score: Raw -323300.242909 + Penalty 812.337263 = -322487.905645 nChanged 40 SP:Iteration 50Q (888.484291 sec): 3 clusters Score: Raw -323310.477211 + Penalty 812.337263 = -322498.139947 nChanged 38 SP:Iteration 51Q (888.538051 sec): 3 clusters Score: Raw -323321.152655 + Penalty 812.337263 = -322508.815391 nChanged 40 SP:Iteration 52Q (888.577564 sec): 3 clusters Score: Raw -323330.481328 + Penalty 812.337263 = -322518.144064 nChanged 28 SP:Iteration 53Q (888.630248 sec): 3 clusters Score: Raw -323336.753780 + Penalty 812.337263 = -322524.416516 nChanged 28 SP:Iteration 54Q (888.683428 sec): 3 clusters Score: Raw -323342.356157 + Penalty 812.337263 = -322530.018894 nChanged 25 SP:Iteration 55Q (888.729386 sec): 3 clusters Score: Raw -323348.570261 + Penalty 812.337263 = -322536.232997 nChanged 18 SP:Iteration 56Q (888.771749 sec): 3 clusters Score: Raw -323352.394481 + Penalty 812.337263 = -322540.057218 nChanged 13 SP:Iteration 57Q (888.823499 sec): 3 clusters Score: Raw -323354.178084 + Penalty 812.337263 = -322541.840821 nChanged 12 SP:Iteration 58Q (888.865555 sec): 3 clusters Score: Raw -323355.988782 + Penalty 812.337263 = -322543.651518 nChanged 11 SP:Iteration 59Q (888.905715 sec): 3 clusters Score: Raw -323357.434014 + Penalty 812.337263 = -322545.096751 nChanged 10 SP:Iteration 60F (888.946188 sec): 3 clusters Score: Raw -323358.428142 + Penalty 812.337263 = -322546.090879 nChanged 8 SP:Iteration 61Q (888.993670 sec): 3 clusters Score: Raw -323359.436616 + Penalty 812.337263 = -322547.099353 nChanged 12 SP:Iteration 62Q (889.045582 sec): 3 clusters Score: Raw -323361.140186 + Penalty 812.337263 = -322548.802922 nChanged 12 SP:Iteration 63Q (889.098351 sec): 3 clusters Score: Raw -323362.497337 + Penalty 812.337263 = -322550.160073 nChanged 9 SP:Iteration 64Q (889.136095 sec): 3 clusters Score: Raw -323363.712773 + Penalty 812.337263 = -322551.375509 nChanged 9 SP:Iteration 65Q (889.187538 sec): 3 clusters Score: Raw -323364.356141 + Penalty 812.337263 = -322552.018878 nChanged 3 SP:Iteration 66Q (889.241043 sec): 3 clusters Score: Raw -323364.646290 + Penalty 812.337263 = -322552.309026 nChanged 3 SP:Iteration 67Q (889.295083 sec): 3 clusters Score: Raw -323364.870460 + Penalty 812.337263 = -322552.533196 nChanged 2 SP:Iteration 68Q (889.343535 sec): 3 clusters Score: Raw -323365.082312 + Penalty 812.337263 = -322552.745049 nChanged 3 SP:Iteration 69Q (889.402743 sec): 3 clusters Score: Raw -323365.262494 + Penalty 812.337263 = -322552.925230 nChanged 0 SP:Iteration 70F (889.456412 sec): 3 clusters Score: Raw -323365.262494 + Penalty 812.337263 = -322552.925230 nChanged 0 Score: Raw -13158116.434514 + Penalty 17313.437109 = -13140802.997406 Splitting cluster 8 changes total score from -13140785.113981 to -13140802.997406 So it's getting split into cluster 30. Trying to split cluster 9 (26243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (893.288863 sec): 2 clusters Score: Raw -1134024.317607 + Penalty 462.969533 = -1133561.348074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (893.357769 sec): 3 clusters Score: Raw -1117050.314952 + Penalty 925.939065 = -1116124.375887 nChanged 12513 SP:Iteration 1F (893.427113 sec): 3 clusters Score: Raw -1124634.112709 + Penalty 925.939065 = -1123708.173644 nChanged 1306 SP:Iteration 2Q (893.489389 sec): 3 clusters Score: Raw -1125080.868675 + Penalty 925.939065 = -1124154.929610 nChanged 1292 SP:Iteration 3Q (893.565659 sec): 3 clusters Score: Raw -1125564.134921 + Penalty 925.939065 = -1124638.195856 nChanged 1302 SP:Iteration 4Q (893.627598 sec): 3 clusters Score: Raw -1126082.642341 + Penalty 925.939065 = -1125156.703276 nChanged 1255 SP:Iteration 5Q (893.695256 sec): 3 clusters Score: Raw -1126617.089740 + Penalty 925.939065 = -1125691.150675 nChanged 1224 SP:Iteration 6Q (893.758347 sec): 3 clusters Score: Raw -1127192.177689 + Penalty 925.939065 = -1126266.238624 nChanged 1160 SP:Iteration 7Q (893.824696 sec): 3 clusters Score: Raw -1127781.297077 + Penalty 925.939065 = -1126855.358012 nChanged 1193 SP:Iteration 8Q (893.905419 sec): 3 clusters Score: Raw -1128461.167378 + Penalty 925.939065 = -1127535.228312 nChanged 1178 SP:Iteration 9Q (893.969503 sec): 3 clusters Score: Raw -1129126.920513 + Penalty 925.939065 = -1128200.981447 nChanged 1061 SP:Iteration 10Q (894.042319 sec): 3 clusters Score: Raw -1129603.461904 + Penalty 925.939065 = -1128677.522839 nChanged 773 SP:Iteration 11Q (894.123162 sec): 3 clusters Score: Raw -1129838.672807 + Penalty 925.939065 = -1128912.733742 nChanged 486 SP:Iteration 12Q (894.186582 sec): 3 clusters Score: Raw -1129921.961892 + Penalty 925.939065 = -1128996.022827 nChanged 294 SP:Iteration 13Q (894.265632 sec): 3 clusters Score: Raw -1129955.610097 + Penalty 925.939065 = -1129029.671032 nChanged 200 SP:Iteration 14Q (894.340168 sec): 3 clusters Score: Raw -1129980.424991 + Penalty 925.939065 = -1129054.485926 nChanged 165 SP:Iteration 15Q (894.414734 sec): 3 clusters Score: Raw -1129996.133757 + Penalty 925.939065 = -1129070.194692 nChanged 153 SP:Iteration 16Q (894.482500 sec): 3 clusters Score: Raw -1130010.969121 + Penalty 925.939065 = -1129085.030056 nChanged 136 SP:Iteration 17Q (894.548794 sec): 3 clusters Score: Raw -1130024.018033 + Penalty 925.939065 = -1129098.078968 nChanged 130 SP:Iteration 18Q (894.610127 sec): 3 clusters Score: Raw -1130035.539678 + Penalty 925.939065 = -1129109.600613 nChanged 126 SP:Iteration 19Q (894.685604 sec): 3 clusters Score: Raw -1130047.298561 + Penalty 925.939065 = -1129121.359495 nChanged 118 SP:Iteration 20F (894.756149 sec): 3 clusters Score: Raw -1130057.764614 + Penalty 925.939065 = -1129131.825549 nChanged 123 SP:Iteration 21Q (894.828856 sec): 3 clusters Score: Raw -1130067.713655 + Penalty 925.939065 = -1129141.774590 nChanged 130 SP:Iteration 22Q (894.900680 sec): 3 clusters Score: Raw -1130082.242436 + Penalty 925.939065 = -1129156.303371 nChanged 151 SP:Iteration 23Q (894.966924 sec): 3 clusters Score: Raw -1130101.125275 + Penalty 925.939065 = -1129175.186210 nChanged 167 SP:Iteration 24Q (895.031394 sec): 3 clusters Score: Raw -1130122.050674 + Penalty 925.939065 = -1129196.111609 nChanged 188 SP:Iteration 25Q (895.098672 sec): 3 clusters Score: Raw -1130146.520149 + Penalty 925.939065 = -1129220.581083 nChanged 194 SP:Iteration 26Q (895.170836 sec): 3 clusters Score: Raw -1130171.436863 + Penalty 925.939065 = -1129245.497798 nChanged 197 SP:Iteration 27Q (895.243666 sec): 3 clusters Score: Raw -1130198.379472 + Penalty 925.939065 = -1129272.440406 nChanged 221 SP:Iteration 28Q (895.309714 sec): 3 clusters Score: Raw -1130227.541840 + Penalty 925.939065 = -1129301.602775 nChanged 198 SP:Iteration 29Q (895.388519 sec): 3 clusters Score: Raw -1130256.010898 + Penalty 925.939065 = -1129330.071832 nChanged 202 SP:Iteration 30Q (895.459911 sec): 3 clusters Score: Raw -1130284.787576 + Penalty 925.939065 = -1129358.848510 nChanged 204 SP:Iteration 31Q (895.534757 sec): 3 clusters Score: Raw -1130311.895687 + Penalty 925.939065 = -1129385.956621 nChanged 208 SP:Iteration 32Q (895.604672 sec): 3 clusters Score: Raw -1130340.413841 + Penalty 925.939065 = -1129414.474775 nChanged 212 SP:Iteration 33Q (895.673259 sec): 3 clusters Score: Raw -1130372.070683 + Penalty 925.939065 = -1129446.131618 nChanged 233 SP:Iteration 34Q (895.738709 sec): 3 clusters Score: Raw -1130407.180853 + Penalty 925.939065 = -1129481.241788 nChanged 261 SP:Iteration 35Q (895.815056 sec): 3 clusters Score: Raw -1130449.080716 + Penalty 925.939065 = -1129523.141651 nChanged 263 SP:Iteration 36Q (895.894259 sec): 3 clusters Score: Raw -1130491.699760 + Penalty 925.939065 = -1129565.760695 nChanged 275 SP:Iteration 37Q (895.968409 sec): 3 clusters Score: Raw -1130539.902060 + Penalty 925.939065 = -1129613.962994 nChanged 300 SP:Iteration 38Q (896.038775 sec): 3 clusters Score: Raw -1130596.002804 + Penalty 925.939065 = -1129670.063739 nChanged 307 SP:Iteration 39Q (896.106169 sec): 3 clusters Score: Raw -1130659.052524 + Penalty 925.939065 = -1129733.113459 nChanged 326 SP:Iteration 40F (896.175018 sec): 3 clusters Score: Raw -1130732.363259 + Penalty 925.939065 = -1129806.424194 nChanged 364 SP:Iteration 41Q (896.249906 sec): 3 clusters Score: Raw -1130817.405647 + Penalty 925.939065 = -1129891.466582 nChanged 363 SP:Iteration 42Q (896.322971 sec): 3 clusters Score: Raw -1130904.770629 + Penalty 925.939065 = -1129978.831564 nChanged 378 SP:Iteration 43Q (896.380912 sec): 3 clusters Score: Raw -1131003.489473 + Penalty 925.939065 = -1130077.550407 nChanged 401 SP:Iteration 44Q (896.453589 sec): 3 clusters Score: Raw -1131118.383918 + Penalty 925.939065 = -1130192.444852 nChanged 424 SP:Iteration 45Q (896.529806 sec): 3 clusters Score: Raw -1131249.001408 + Penalty 925.939065 = -1130323.062343 nChanged 435 SP:Iteration 46Q (896.595666 sec): 3 clusters Score: Raw -1131394.959398 + Penalty 925.939065 = -1130469.020332 nChanged 466 SP:Iteration 47Q (896.664340 sec): 3 clusters Score: Raw -1131564.534416 + Penalty 925.939065 = -1130638.595350 nChanged 494 SP:Iteration 48Q (896.728526 sec): 3 clusters Score: Raw -1131759.390280 + Penalty 925.939065 = -1130833.451214 nChanged 498 SP:Iteration 49Q (896.807204 sec): 3 clusters Score: Raw -1131960.394640 + Penalty 925.939065 = -1131034.455574 nChanged 513 SP:Iteration 50Q (896.880500 sec): 3 clusters Score: Raw -1132191.411510 + Penalty 925.939065 = -1131265.472444 nChanged 530 SP:Iteration 51Q (896.948518 sec): 3 clusters Score: Raw -1132456.419180 + Penalty 925.939065 = -1131530.480114 nChanged 491 SP:Iteration 52Q (897.010052 sec): 3 clusters Score: Raw -1132716.127821 + Penalty 925.939065 = -1131790.188755 nChanged 468 SP:Iteration 53Q (897.091495 sec): 3 clusters Score: Raw -1132979.228527 + Penalty 925.939065 = -1132053.289461 nChanged 471 SP:Iteration 54Q (897.156656 sec): 3 clusters Score: Raw -1133264.505828 + Penalty 925.939065 = -1132338.566762 nChanged 402 SP:Iteration 55Q (897.213155 sec): 3 clusters Score: Raw -1133507.449487 + Penalty 925.939065 = -1132581.510421 nChanged 307 SP:Iteration 56Q (897.281886 sec): 3 clusters Score: Raw -1133697.085243 + Penalty 925.939065 = -1132771.146178 nChanged 214 SP:Iteration 57Q (897.340310 sec): 3 clusters Score: Raw -1133822.305870 + Penalty 925.939065 = -1132896.366804 nChanged 152 SP:Iteration 58Q (897.417018 sec): 3 clusters Score: Raw -1133903.596284 + Penalty 925.939065 = -1132977.657219 nChanged 118 SP:Iteration 59Q (897.477091 sec): 3 clusters Score: Raw -1133961.097341 + Penalty 925.939065 = -1133035.158275 nChanged 75 SP:Iteration 60F (897.557511 sec): 3 clusters Score: Raw -1133990.901947 + Penalty 925.939065 = -1133064.962881 nChanged 49 SP:Iteration 61Q (897.617431 sec): 3 clusters Score: Raw -1134010.420955 + Penalty 925.939065 = -1133084.481890 nChanged 42 SP:Iteration 62Q (897.683513 sec): 3 clusters Score: Raw -1134032.290200 + Penalty 925.939065 = -1133106.351134 nChanged 32 SP:Iteration 63Q (897.751110 sec): 3 clusters Score: Raw -1134051.716863 + Penalty 925.939065 = -1133125.777797 nChanged 28 SP:Iteration 64Q (897.820480 sec): 3 clusters Score: Raw -1134062.568924 + Penalty 925.939065 = -1133136.629858 nChanged 15 SP:Iteration 65Q (897.889219 sec): 3 clusters Score: Raw -1134070.252954 + Penalty 925.939065 = -1133144.313889 nChanged 14 SP:Iteration 66Q (897.946169 sec): 3 clusters Score: Raw -1134080.776660 + Penalty 925.939065 = -1133154.837594 nChanged 13 SP:Iteration 67Q (898.023195 sec): 3 clusters Score: Raw -1134090.506798 + Penalty 925.939065 = -1133164.567732 nChanged 10 SP:Iteration 68Q (898.078222 sec): 3 clusters Score: Raw -1134096.981860 + Penalty 925.939065 = -1133171.042795 nChanged 11 SP:Iteration 69Q (898.157833 sec): 3 clusters Score: Raw -1134102.835071 + Penalty 925.939065 = -1133176.896005 nChanged 9 SP:Iteration 70Q (898.220485 sec): 3 clusters Score: Raw -1134109.015620 + Penalty 925.939065 = -1133183.076555 nChanged 9 SP:Iteration 71Q (898.285839 sec): 3 clusters Score: Raw -1134113.466555 + Penalty 925.939065 = -1133187.527490 nChanged 10 SP:Iteration 72Q (898.346519 sec): 3 clusters Score: Raw -1134118.275452 + Penalty 925.939065 = -1133192.336387 nChanged 10 SP:Iteration 73Q (898.412254 sec): 3 clusters Score: Raw -1134124.484964 + Penalty 925.939065 = -1133198.545899 nChanged 5 SP:Iteration 74Q (898.482409 sec): 3 clusters Score: Raw -1134130.207742 + Penalty 925.939065 = -1133204.268677 nChanged 7 SP:Iteration 75Q (898.549317 sec): 3 clusters Score: Raw -1134134.907957 + Penalty 925.939065 = -1133208.968892 nChanged 3 SP:Iteration 76Q (898.606090 sec): 3 clusters Score: Raw -1134137.505172 + Penalty 925.939065 = -1133211.566106 nChanged 2 SP:Iteration 77Q (898.674024 sec): 3 clusters Score: Raw -1134138.018099 + Penalty 925.939065 = -1133212.079034 nChanged 0 SP:Iteration 78F (898.745578 sec): 3 clusters Score: Raw -1134138.018099 + Penalty 925.939065 = -1133212.079034 nChanged 0 Trying to split cluster 10 (4393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (898.776958 sec): 2 clusters Score: Raw -190704.895757 + Penalty 381.643428 = -190323.252330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (898.827804 sec): 3 clusters Score: Raw -188107.033032 + Penalty 763.286856 = -187343.746177 nChanged 2007 SP:Iteration 1F (898.875835 sec): 3 clusters Score: Raw -189310.082967 + Penalty 763.286856 = -188546.796111 nChanged 331 SP:Iteration 2F (898.925010 sec): 3 clusters Score: Raw -189496.475420 + Penalty 763.286856 = -188733.188564 nChanged 293 SP:Iteration 3F (898.967296 sec): 3 clusters Score: Raw -189662.037479 + Penalty 763.286856 = -188898.750623 nChanged 250 SP:Iteration 4F (899.017917 sec): 3 clusters Score: Raw -189789.723072 + Penalty 763.286856 = -189026.436216 nChanged 197 SP:Iteration 5Q (899.082658 sec): 3 clusters Score: Raw -189897.443370 + Penalty 763.286856 = -189134.156514 nChanged 185 SP:Iteration 6Q (899.124962 sec): 3 clusters Score: Raw -190006.923374 + Penalty 763.286856 = -189243.636519 nChanged 150 SP:Iteration 7Q (899.175339 sec): 3 clusters Score: Raw -190103.651274 + Penalty 763.286856 = -189340.364419 nChanged 126 SP:Iteration 8Q (899.221300 sec): 3 clusters Score: Raw -190174.233936 + Penalty 763.286856 = -189410.947081 nChanged 98 SP:Iteration 9Q (899.274607 sec): 3 clusters Score: Raw -190221.669786 + Penalty 763.286856 = -189458.382930 nChanged 82 SP:Iteration 10Q (899.312850 sec): 3 clusters Score: Raw -190257.681798 + Penalty 763.286856 = -189494.394942 nChanged 72 SP:Iteration 11Q (899.345751 sec): 3 clusters Score: Raw -190286.378127 + Penalty 763.286856 = -189523.091272 nChanged 54 SP:Iteration 12Q (899.403321 sec): 3 clusters Score: Raw -190306.215935 + Penalty 763.286856 = -189542.929079 nChanged 48 SP:Iteration 13Q (899.453355 sec): 3 clusters Score: Raw -190321.066599 + Penalty 763.286856 = -189557.779744 nChanged 48 SP:Iteration 14Q (899.492895 sec): 3 clusters Score: Raw -190339.134535 + Penalty 763.286856 = -189575.847680 nChanged 42 SP:Iteration 15Q (899.540269 sec): 3 clusters Score: Raw -190354.048664 + Penalty 763.286856 = -189590.761808 nChanged 42 SP:Iteration 16Q (899.596979 sec): 3 clusters Score: Raw -190367.556042 + Penalty 763.286856 = -189604.269186 nChanged 55 SP:Iteration 17Q (899.648245 sec): 3 clusters Score: Raw -190386.644390 + Penalty 763.286856 = -189623.357534 nChanged 50 SP:Iteration 18Q (899.690141 sec): 3 clusters Score: Raw -190402.196276 + Penalty 763.286856 = -189638.909421 nChanged 53 SP:Iteration 19Q (899.731975 sec): 3 clusters Score: Raw -190422.347585 + Penalty 763.286856 = -189659.060729 nChanged 56 SP:Iteration 20F (899.788710 sec): 3 clusters Score: Raw -190445.157438 + Penalty 763.286856 = -189681.870582 nChanged 52 SP:Iteration 21Q (899.827377 sec): 3 clusters Score: Raw -190467.098826 + Penalty 763.286856 = -189703.811971 nChanged 55 SP:Iteration 22Q (899.875846 sec): 3 clusters Score: Raw -190488.945810 + Penalty 763.286856 = -189725.658954 nChanged 55 SP:Iteration 23Q (899.921075 sec): 3 clusters Score: Raw -190511.816516 + Penalty 763.286856 = -189748.529660 nChanged 58 SP:Iteration 24Q (899.966299 sec): 3 clusters Score: Raw -190538.569851 + Penalty 763.286856 = -189775.282996 nChanged 55 SP:Iteration 25Q (900.013742 sec): 3 clusters Score: Raw -190563.064159 + Penalty 763.286856 = -189799.777303 nChanged 53 SP:Iteration 26Q (900.069185 sec): 3 clusters Score: Raw -190587.419805 + Penalty 763.286856 = -189824.132949 nChanged 47 SP:Iteration 27Q (900.111951 sec): 3 clusters Score: Raw -190609.079014 + Penalty 763.286856 = -189845.792158 nChanged 40 SP:Iteration 28Q (900.155903 sec): 3 clusters Score: Raw -190634.495490 + Penalty 763.286856 = -189871.208634 nChanged 31 SP:Iteration 29Q (900.199324 sec): 3 clusters Score: Raw -190651.944692 + Penalty 763.286856 = -189888.657836 nChanged 27 SP:Iteration 30Q (900.254972 sec): 3 clusters Score: Raw -190662.497740 + Penalty 763.286856 = -189899.210884 nChanged 19 SP:Iteration 31Q (900.303046 sec): 3 clusters Score: Raw -190673.575165 + Penalty 763.286856 = -189910.288309 nChanged 19 SP:Iteration 32Q (900.352611 sec): 3 clusters Score: Raw -190683.194530 + Penalty 763.286856 = -189919.907674 nChanged 18 SP:Iteration 33Q (900.398327 sec): 3 clusters Score: Raw -190696.072349 + Penalty 763.286856 = -189932.785494 nChanged 20 SP:Iteration 34Q (900.442907 sec): 3 clusters Score: Raw -190706.461114 + Penalty 763.286856 = -189943.174259 nChanged 14 SP:Iteration 35Q (900.490414 sec): 3 clusters Score: Raw -190713.746020 + Penalty 763.286856 = -189950.459164 nChanged 15 SP:Iteration 36Q (900.541066 sec): 3 clusters Score: Raw -190723.787436 + Penalty 763.286856 = -189960.500581 nChanged 13 SP:Iteration 37Q (900.587849 sec): 3 clusters Score: Raw -190730.813225 + Penalty 763.286856 = -189967.526369 nChanged 10 SP:Iteration 38Q (900.635171 sec): 3 clusters Score: Raw -190736.097732 + Penalty 763.286856 = -189972.810876 nChanged 8 SP:Iteration 39Q (900.671499 sec): 3 clusters Score: Raw -190741.946488 + Penalty 763.286856 = -189978.659633 nChanged 5 SP:Iteration 40F (900.725185 sec): 3 clusters Score: Raw -190743.873400 + Penalty 763.286856 = -189980.586545 nChanged 5 SP:Iteration 41Q (900.770068 sec): 3 clusters Score: Raw -190746.606513 + Penalty 763.286856 = -189983.319658 nChanged 7 SP:Iteration 42Q (900.812146 sec): 3 clusters Score: Raw -190750.532200 + Penalty 763.286856 = -189987.245345 nChanged 5 SP:Iteration 43Q (900.865596 sec): 3 clusters Score: Raw -190752.107508 + Penalty 763.286856 = -189988.820652 nChanged 3 SP:Iteration 44Q (900.910406 sec): 3 clusters Score: Raw -190753.883202 + Penalty 763.286856 = -189990.596346 nChanged 4 SP:Iteration 45Q (900.957436 sec): 3 clusters Score: Raw -190755.697809 + Penalty 763.286856 = -189992.410953 nChanged 7 SP:Iteration 46Q (901.000784 sec): 3 clusters Score: Raw -190758.810748 + Penalty 763.286856 = -189995.523893 nChanged 2 SP:Iteration 47Q (901.049244 sec): 3 clusters Score: Raw -190759.694629 + Penalty 763.286856 = -189996.407773 nChanged 3 SP:Iteration 48Q (901.094129 sec): 3 clusters Score: Raw -190760.545769 + Penalty 763.286856 = -189997.258914 nChanged 1 SP:Iteration 49Q (901.141436 sec): 3 clusters Score: Raw -190760.666381 + Penalty 763.286856 = -189997.379526 nChanged 0 SP:Iteration 50F (901.196896 sec): 3 clusters Score: Raw -190760.666381 + Penalty 763.286856 = -189997.379526 nChanged 0 Trying to split cluster 11 (1965 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (901.222185 sec): 2 clusters Score: Raw -71085.756298 + Penalty 345.037762 = -70740.718535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (901.259044 sec): 3 clusters Score: Raw -70037.489441 + Penalty 690.075525 = -69347.413916 nChanged 814 SP:Iteration 1F (901.314760 sec): 3 clusters Score: Raw -70545.603169 + Penalty 690.075525 = -69855.527645 nChanged 178 SP:Iteration 2F (901.361252 sec): 3 clusters Score: Raw -70681.932937 + Penalty 690.075525 = -69991.857412 nChanged 150 SP:Iteration 3F (901.415306 sec): 3 clusters Score: Raw -70808.430241 + Penalty 690.075525 = -70118.354716 nChanged 133 SP:Iteration 4F (901.467848 sec): 3 clusters Score: Raw -70946.246808 + Penalty 690.075525 = -70256.171283 nChanged 104 SP:Iteration 5F (901.511616 sec): 3 clusters Score: Raw -71038.473259 + Penalty 690.075525 = -70348.397734 nChanged 67 SP:Iteration 6Q (901.558612 sec): 3 clusters Score: Raw -71095.763898 + Penalty 690.075525 = -70405.688373 nChanged 48 SP:Iteration 7Q (901.605223 sec): 3 clusters Score: Raw -71140.502346 + Penalty 690.075525 = -70450.426822 nChanged 44 SP:Iteration 8Q (901.636597 sec): 3 clusters Score: Raw -71180.941704 + Penalty 690.075525 = -70490.866179 nChanged 29 SP:Iteration 9Q (901.693753 sec): 3 clusters Score: Raw -71206.516415 + Penalty 690.075525 = -70516.440891 nChanged 16 SP:Iteration 10Q (901.741370 sec): 3 clusters Score: Raw -71225.490179 + Penalty 690.075525 = -70535.414654 nChanged 12 SP:Iteration 11Q (901.777395 sec): 3 clusters Score: Raw -71234.021503 + Penalty 690.075525 = -70543.945979 nChanged 5 SP:Iteration 12Q (901.837726 sec): 3 clusters Score: Raw -71238.374116 + Penalty 690.075525 = -70548.298591 nChanged 4 SP:Iteration 13Q (901.884717 sec): 3 clusters Score: Raw -71242.497087 + Penalty 690.075525 = -70552.421562 nChanged 5 SP:Iteration 14Q (901.935407 sec): 3 clusters Score: Raw -71244.969599 + Penalty 690.075525 = -70554.894074 nChanged 1 SP:Iteration 15Q (901.981934 sec): 3 clusters Score: Raw -71245.512299 + Penalty 690.075525 = -70555.436774 nChanged 1 SP:Iteration 16Q (902.029294 sec): 3 clusters Score: Raw -71246.173611 + Penalty 690.075525 = -70556.098086 nChanged 1 SP:Iteration 17Q (902.075712 sec): 3 clusters Score: Raw -71247.161233 + Penalty 690.075525 = -70557.085708 nChanged 1 SP:Iteration 18Q (902.116109 sec): 3 clusters Score: Raw -71248.414116 + Penalty 690.075525 = -70558.338591 nChanged 1 SP:Iteration 19Q (902.171150 sec): 3 clusters Score: Raw -71248.893057 + Penalty 690.075525 = -70558.817532 nChanged 0 SP:Iteration 20F (902.205816 sec): 3 clusters Score: Raw -71248.893057 + Penalty 690.075525 = -70558.817532 nChanged 0 Trying to split cluster 12 (1384 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (902.236343 sec): 2 clusters Score: Raw -60980.245262 + Penalty 329.089358 = -60651.155904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (902.279095 sec): 3 clusters Score: Raw -60267.714631 + Penalty 658.178715 = -59609.535916 nChanged 538 SP:Iteration 1F (902.323645 sec): 3 clusters Score: Raw -60568.130529 + Penalty 658.178715 = -59909.951813 nChanged 101 SP:Iteration 2F (902.370709 sec): 3 clusters Score: Raw -60623.601912 + Penalty 658.178715 = -59965.423197 nChanged 75 SP:Iteration 3F (902.411135 sec): 3 clusters Score: Raw -60660.367261 + Penalty 658.178715 = -60002.188545 nChanged 52 SP:Iteration 4Q (902.453817 sec): 3 clusters Score: Raw -60689.997558 + Penalty 658.178715 = -60031.818842 nChanged 56 SP:Iteration 5Q (902.498442 sec): 3 clusters Score: Raw -60733.762984 + Penalty 658.178715 = -60075.584268 nChanged 70 SP:Iteration 6F (902.543452 sec): 3 clusters Score: Raw -60796.364895 + Penalty 658.178715 = -60138.186180 nChanged 65 SP:Iteration 7Q (902.590015 sec): 3 clusters Score: Raw -60855.220110 + Penalty 658.178715 = -60197.041395 nChanged 65 SP:Iteration 8Q (902.637036 sec): 3 clusters Score: Raw -60900.208516 + Penalty 658.178715 = -60242.029800 nChanged 50 SP:Iteration 9Q (902.683538 sec): 3 clusters Score: Raw -60930.543166 + Penalty 658.178715 = -60272.364450 nChanged 35 SP:Iteration 10Q (902.727473 sec): 3 clusters Score: Raw -60954.043933 + Penalty 658.178715 = -60295.865218 nChanged 36 SP:Iteration 11Q (902.779142 sec): 3 clusters Score: Raw -60987.392333 + Penalty 658.178715 = -60329.213617 nChanged 35 SP:Iteration 12Q (902.830000 sec): 3 clusters Score: Raw -61018.265474 + Penalty 658.178715 = -60360.086759 nChanged 28 SP:Iteration 13Q (902.869258 sec): 3 clusters Score: Raw -61033.363423 + Penalty 658.178715 = -60375.184707 nChanged 16 SP:Iteration 14Q (902.917149 sec): 3 clusters Score: Raw -61039.910071 + Penalty 658.178715 = -60381.731356 nChanged 9 SP:Iteration 15Q (902.956446 sec): 3 clusters Score: Raw -61044.389842 + Penalty 658.178715 = -60386.211127 nChanged 12 SP:Iteration 16Q (902.997318 sec): 3 clusters Score: Raw -61049.324471 + Penalty 658.178715 = -60391.145756 nChanged 7 SP:Iteration 17Q (903.054191 sec): 3 clusters Score: Raw -61052.744495 + Penalty 658.178715 = -60394.565780 nChanged 11 SP:Iteration 18Q (903.096847 sec): 3 clusters Score: Raw -61059.691787 + Penalty 658.178715 = -60401.513072 nChanged 14 SP:Iteration 19Q (903.140196 sec): 3 clusters Score: Raw -61072.373805 + Penalty 658.178715 = -60414.195089 nChanged 15 SP:Iteration 20F (903.192527 sec): 3 clusters Score: Raw -61084.567944 + Penalty 658.178715 = -60426.389228 nChanged 8 SP:Iteration 21Q (903.242364 sec): 3 clusters Score: Raw -61087.435986 + Penalty 658.178715 = -60429.257271 nChanged 6 SP:Iteration 22Q (903.283390 sec): 3 clusters Score: Raw -61090.794971 + Penalty 658.178715 = -60432.616255 nChanged 10 SP:Iteration 23Q (903.331023 sec): 3 clusters Score: Raw -61096.329129 + Penalty 658.178715 = -60438.150413 nChanged 7 SP:Iteration 24Q (903.371274 sec): 3 clusters Score: Raw -61099.322882 + Penalty 658.178715 = -60441.144167 nChanged 6 SP:Iteration 25Q (903.414545 sec): 3 clusters Score: Raw -61101.506120 + Penalty 658.178715 = -60443.327405 nChanged 2 SP:Iteration 26Q (903.456172 sec): 3 clusters Score: Raw -61102.371457 + Penalty 658.178715 = -60444.192741 nChanged 5 SP:Iteration 27Q (903.498121 sec): 3 clusters Score: Raw -61104.413731 + Penalty 658.178715 = -60446.235015 nChanged 4 SP:Iteration 28Q (903.551446 sec): 3 clusters Score: Raw -61105.403343 + Penalty 658.178715 = -60447.224627 nChanged 3 SP:Iteration 29Q (903.583477 sec): 3 clusters Score: Raw -61106.056754 + Penalty 658.178715 = -60447.878038 nChanged 2 SP:Iteration 30Q (903.628910 sec): 3 clusters Score: Raw -61106.918193 + Penalty 658.178715 = -60448.739477 nChanged 2 SP:Iteration 31Q (903.676707 sec): 3 clusters Score: Raw -61107.986843 + Penalty 658.178715 = -60449.808128 nChanged 3 SP:Iteration 32Q (903.721209 sec): 3 clusters Score: Raw -61108.569920 + Penalty 658.178715 = -60450.391204 nChanged 2 SP:Iteration 33Q (903.764697 sec): 3 clusters Score: Raw -61109.756397 + Penalty 658.178715 = -60451.577682 nChanged 3 SP:Iteration 34Q (903.804069 sec): 3 clusters Score: Raw -61110.993293 + Penalty 658.178715 = -60452.814578 nChanged 0 SP:Iteration 35F (903.838928 sec): 3 clusters Score: Raw -61110.993293 + Penalty 658.178715 = -60452.814578 nChanged 0 Trying to split cluster 13 (2920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (903.871445 sec): 2 clusters Score: Raw -121499.521516 + Penalty 363.059920 = -121136.461596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (903.908213 sec): 3 clusters Score: Raw -119842.270773 + Penalty 726.119839 = -119116.150933 nChanged 1251 SP:Iteration 1F (903.960304 sec): 3 clusters Score: Raw -120552.378797 + Penalty 726.119839 = -119826.258957 nChanged 229 SP:Iteration 2F (904.011350 sec): 3 clusters Score: Raw -120677.941013 + Penalty 726.119839 = -119951.821174 nChanged 195 SP:Iteration 3F (904.057830 sec): 3 clusters Score: Raw -120794.842280 + Penalty 726.119839 = -120068.722440 nChanged 171 SP:Iteration 4F (904.115537 sec): 3 clusters Score: Raw -120910.036502 + Penalty 726.119839 = -120183.916663 nChanged 153 SP:Iteration 5F (904.168025 sec): 3 clusters Score: Raw -121045.356385 + Penalty 726.119839 = -120319.236545 nChanged 173 SP:Iteration 6F (904.215866 sec): 3 clusters Score: Raw -121204.338847 + Penalty 726.119839 = -120478.219007 nChanged 154 SP:Iteration 7F (904.269339 sec): 3 clusters Score: Raw -121313.736717 + Penalty 726.119839 = -120587.616878 nChanged 112 SP:Iteration 8Q (904.319916 sec): 3 clusters Score: Raw -121382.309458 + Penalty 726.119839 = -120656.189619 nChanged 80 SP:Iteration 9Q (904.369973 sec): 3 clusters Score: Raw -121421.340209 + Penalty 726.119839 = -120695.220369 nChanged 48 SP:Iteration 10Q (904.409835 sec): 3 clusters Score: Raw -121441.452602 + Penalty 726.119839 = -120715.332762 nChanged 28 SP:Iteration 11Q (904.463971 sec): 3 clusters Score: Raw -121451.378601 + Penalty 726.119839 = -120725.258761 nChanged 23 SP:Iteration 12Q (904.510742 sec): 3 clusters Score: Raw -121459.890407 + Penalty 726.119839 = -120733.770567 nChanged 27 SP:Iteration 13Q (904.559909 sec): 3 clusters Score: Raw -121468.898828 + Penalty 726.119839 = -120742.778989 nChanged 30 SP:Iteration 14Q (904.605247 sec): 3 clusters Score: Raw -121479.590392 + Penalty 726.119839 = -120753.470553 nChanged 31 SP:Iteration 15Q (904.649814 sec): 3 clusters Score: Raw -121489.856639 + Penalty 726.119839 = -120763.736799 nChanged 26 SP:Iteration 16Q (904.695228 sec): 3 clusters Score: Raw -121499.613257 + Penalty 726.119839 = -120773.493418 nChanged 28 SP:Iteration 17Q (904.740723 sec): 3 clusters Score: Raw -121508.392340 + Penalty 726.119839 = -120782.272500 nChanged 21 SP:Iteration 18Q (904.786278 sec): 3 clusters Score: Raw -121514.533442 + Penalty 726.119839 = -120788.413603 nChanged 16 SP:Iteration 19Q (904.828169 sec): 3 clusters Score: Raw -121521.260373 + Penalty 726.119839 = -120795.140533 nChanged 19 SP:Iteration 20F (904.871471 sec): 3 clusters Score: Raw -121528.818199 + Penalty 726.119839 = -120802.698359 nChanged 16 SP:Iteration 21Q (904.916984 sec): 3 clusters Score: Raw -121534.800674 + Penalty 726.119839 = -120808.680834 nChanged 16 SP:Iteration 22Q (904.954491 sec): 3 clusters Score: Raw -121540.015248 + Penalty 726.119839 = -120813.895408 nChanged 18 SP:Iteration 23Q (904.999219 sec): 3 clusters Score: Raw -121545.285235 + Penalty 726.119839 = -120819.165396 nChanged 14 SP:Iteration 24Q (905.048082 sec): 3 clusters Score: Raw -121547.949636 + Penalty 726.119839 = -120821.829796 nChanged 8 SP:Iteration 25Q (905.088414 sec): 3 clusters Score: Raw -121549.529045 + Penalty 726.119839 = -120823.409206 nChanged 5 SP:Iteration 26Q (905.136397 sec): 3 clusters Score: Raw -121550.390134 + Penalty 726.119839 = -120824.270294 nChanged 5 SP:Iteration 27Q (905.184367 sec): 3 clusters Score: Raw -121551.209242 + Penalty 726.119839 = -120825.089403 nChanged 7 SP:Iteration 28Q (905.235374 sec): 3 clusters Score: Raw -121552.662501 + Penalty 726.119839 = -120826.542662 nChanged 5 SP:Iteration 29Q (905.280768 sec): 3 clusters Score: Raw -121553.310709 + Penalty 726.119839 = -120827.190870 nChanged 3 SP:Iteration 30Q (905.326262 sec): 3 clusters Score: Raw -121553.659288 + Penalty 726.119839 = -120827.539449 nChanged 2 SP:Iteration 31Q (905.368311 sec): 3 clusters Score: Raw -121553.950597 + Penalty 726.119839 = -120827.830757 nChanged 4 SP:Iteration 32Q (905.413729 sec): 3 clusters Score: Raw -121554.255197 + Penalty 726.119839 = -120828.135358 nChanged 3 SP:Iteration 33Q (905.451870 sec): 3 clusters Score: Raw -121554.772000 + Penalty 726.119839 = -120828.652160 nChanged 4 SP:Iteration 34Q (905.496245 sec): 3 clusters Score: Raw -121555.499657 + Penalty 726.119839 = -120829.379818 nChanged 5 SP:Iteration 35Q (905.551349 sec): 3 clusters Score: Raw -121555.982556 + Penalty 726.119839 = -120829.862717 nChanged 2 SP:Iteration 36Q (905.586546 sec): 3 clusters Score: Raw -121556.467391 + Penalty 726.119839 = -120830.347551 nChanged 6 SP:Iteration 37Q (905.631338 sec): 3 clusters Score: Raw -121557.303212 + Penalty 726.119839 = -120831.183372 nChanged 8 SP:Iteration 38Q (905.686398 sec): 3 clusters Score: Raw -121558.222051 + Penalty 726.119839 = -120832.102211 nChanged 3 SP:Iteration 39Q (905.730412 sec): 3 clusters Score: Raw -121558.574675 + Penalty 726.119839 = -120832.454835 nChanged 2 SP:Iteration 40F (905.768278 sec): 3 clusters Score: Raw -121559.036451 + Penalty 726.119839 = -120832.916611 nChanged 2 SP:Iteration 41Q (905.816332 sec): 3 clusters Score: Raw -121559.341062 + Penalty 726.119839 = -120833.221222 nChanged 5 SP:Iteration 42Q (905.862890 sec): 3 clusters Score: Raw -121560.357938 + Penalty 726.119839 = -120834.238098 nChanged 7 SP:Iteration 43Q (905.904647 sec): 3 clusters Score: Raw -121561.883492 + Penalty 726.119839 = -120835.763652 nChanged 6 SP:Iteration 44Q (905.951182 sec): 3 clusters Score: Raw -121563.006303 + Penalty 726.119839 = -120836.886463 nChanged 4 SP:Iteration 45Q (905.993327 sec): 3 clusters Score: Raw -121563.321316 + Penalty 726.119839 = -120837.201476 nChanged 1 SP:Iteration 46Q (906.049368 sec): 3 clusters Score: Raw -121563.372260 + Penalty 726.119839 = -120837.252421 nChanged 0 SP:Iteration 47F (906.084701 sec): 3 clusters Score: Raw -121563.372260 + Penalty 726.119839 = -120837.252421 nChanged 0 Trying to split cluster 14 (5046 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (906.117586 sec): 2 clusters Score: Raw -196820.461569 + Penalty 387.948976 = -196432.512593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (906.158967 sec): 3 clusters Score: Raw -193776.006780 + Penalty 775.897953 = -193000.108827 nChanged 2312 SP:Iteration 1F (906.212877 sec): 3 clusters Score: Raw -195287.436317 + Penalty 775.897953 = -194511.538365 nChanged 485 SP:Iteration 2F (906.257063 sec): 3 clusters Score: Raw -195666.794776 + Penalty 775.897953 = -194890.896823 nChanged 440 SP:Iteration 3F (906.307415 sec): 3 clusters Score: Raw -196032.437874 + Penalty 775.897953 = -195256.539921 nChanged 309 SP:Iteration 4F (906.365125 sec): 3 clusters Score: Raw -196310.000824 + Penalty 775.897953 = -195534.102872 nChanged 268 SP:Iteration 5F (906.402547 sec): 3 clusters Score: Raw -196506.815561 + Penalty 775.897953 = -195730.917608 nChanged 174 SP:Iteration 6Q (906.449621 sec): 3 clusters Score: Raw -196612.238297 + Penalty 775.897953 = -195836.340344 nChanged 127 SP:Iteration 7Q (906.509857 sec): 3 clusters Score: Raw -196684.163992 + Penalty 775.897953 = -195908.266039 nChanged 106 SP:Iteration 8Q (906.559041 sec): 3 clusters Score: Raw -196744.758273 + Penalty 775.897953 = -195968.860320 nChanged 90 SP:Iteration 9Q (906.603448 sec): 3 clusters Score: Raw -196790.760381 + Penalty 775.897953 = -196014.862428 nChanged 81 SP:Iteration 10Q (906.631524 sec): 3 clusters Score: Raw -196831.018524 + Penalty 775.897953 = -196055.120571 nChanged 64 SP:Iteration 11Q (906.680700 sec): 3 clusters Score: Raw -196868.067520 + Penalty 775.897953 = -196092.169567 nChanged 54 SP:Iteration 12Q (906.722912 sec): 3 clusters Score: Raw -196895.970578 + Penalty 775.897953 = -196120.072625 nChanged 47 SP:Iteration 13Q (906.774437 sec): 3 clusters Score: Raw -196926.322380 + Penalty 775.897953 = -196150.424427 nChanged 61 SP:Iteration 14Q (906.830755 sec): 3 clusters Score: Raw -196961.405076 + Penalty 775.897953 = -196185.507123 nChanged 50 SP:Iteration 15Q (906.880175 sec): 3 clusters Score: Raw -196987.404740 + Penalty 775.897953 = -196211.506787 nChanged 37 SP:Iteration 16Q (906.933351 sec): 3 clusters Score: Raw -197008.743007 + Penalty 775.897953 = -196232.845055 nChanged 41 SP:Iteration 17Q (906.986582 sec): 3 clusters Score: Raw -197038.745390 + Penalty 775.897953 = -196262.847437 nChanged 38 SP:Iteration 18Q (907.031525 sec): 3 clusters Score: Raw -197073.506448 + Penalty 775.897953 = -196297.608496 nChanged 25 SP:Iteration 19Q (907.081062 sec): 3 clusters Score: Raw -197098.284984 + Penalty 775.897953 = -196322.387031 nChanged 21 SP:Iteration 20F (907.131191 sec): 3 clusters Score: Raw -197110.594864 + Penalty 775.897953 = -196334.696912 nChanged 11 SP:Iteration 21Q (907.183240 sec): 3 clusters Score: Raw -197118.868633 + Penalty 775.897953 = -196342.970681 nChanged 14 SP:Iteration 22Q (907.224787 sec): 3 clusters Score: Raw -197126.122479 + Penalty 775.897953 = -196350.224526 nChanged 12 SP:Iteration 23Q (907.274060 sec): 3 clusters Score: Raw -197130.466618 + Penalty 775.897953 = -196354.568665 nChanged 7 SP:Iteration 24Q (907.332846 sec): 3 clusters Score: Raw -197133.459391 + Penalty 775.897953 = -196357.561438 nChanged 6 SP:Iteration 25Q (907.380590 sec): 3 clusters Score: Raw -197138.178288 + Penalty 775.897953 = -196362.280335 nChanged 13 SP:Iteration 26Q (907.431068 sec): 3 clusters Score: Raw -197146.894147 + Penalty 775.897953 = -196370.996194 nChanged 11 SP:Iteration 27Q (907.471647 sec): 3 clusters Score: Raw -197153.125838 + Penalty 775.897953 = -196377.227885 nChanged 8 SP:Iteration 28Q (907.525865 sec): 3 clusters Score: Raw -197156.432366 + Penalty 775.897953 = -196380.534413 nChanged 9 SP:Iteration 29Q (907.577643 sec): 3 clusters Score: Raw -197158.349095 + Penalty 775.897953 = -196382.451142 nChanged 5 SP:Iteration 30Q (907.628106 sec): 3 clusters Score: Raw -197161.266876 + Penalty 775.897953 = -196385.368924 nChanged 3 SP:Iteration 31Q (907.676307 sec): 3 clusters Score: Raw -197163.183778 + Penalty 775.897953 = -196387.285825 nChanged 3 SP:Iteration 32Q (907.718376 sec): 3 clusters Score: Raw -197163.960445 + Penalty 775.897953 = -196388.062493 nChanged 2 SP:Iteration 33Q (907.775721 sec): 3 clusters Score: Raw -197164.655732 + Penalty 775.897953 = -196388.757779 nChanged 4 SP:Iteration 34Q (907.825691 sec): 3 clusters Score: Raw -197166.335312 + Penalty 775.897953 = -196390.437359 nChanged 3 SP:Iteration 35Q (907.876250 sec): 3 clusters Score: Raw -197169.265008 + Penalty 775.897953 = -196393.367055 nChanged 3 SP:Iteration 36Q (907.912497 sec): 3 clusters Score: Raw -197170.322861 + Penalty 775.897953 = -196394.424908 nChanged 1 SP:Iteration 37Q (907.950645 sec): 3 clusters Score: Raw -197170.679446 + Penalty 775.897953 = -196394.781493 nChanged 0 SP:Iteration 38F (908.002267 sec): 3 clusters Score: Raw -197170.679446 + Penalty 775.897953 = -196394.781493 nChanged 0 Trying to split cluster 15 (1032 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (908.025582 sec): 2 clusters Score: Raw -42282.330182 + Penalty 315.736055 = -41966.594128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (908.063830 sec): 3 clusters Score: Raw -41789.490970 + Penalty 631.472109 = -41158.018861 nChanged 396 SP:Iteration 1F (908.087034 sec): 3 clusters Score: Raw -42014.149506 + Penalty 631.472109 = -41382.677397 nChanged 77 SP:Iteration 2F (908.123642 sec): 3 clusters Score: Raw -42064.091358 + Penalty 631.472109 = -41432.619249 nChanged 60 SP:Iteration 3F (908.163785 sec): 3 clusters Score: Raw -42115.725466 + Penalty 631.472109 = -41484.253357 nChanged 49 SP:Iteration 4Q (908.221713 sec): 3 clusters Score: Raw -42168.247170 + Penalty 631.472109 = -41536.775061 nChanged 58 SP:Iteration 5F (908.255554 sec): 3 clusters Score: Raw -42204.991576 + Penalty 631.472109 = -41573.519467 nChanged 50 SP:Iteration 6Q (908.299203 sec): 3 clusters Score: Raw -42246.545964 + Penalty 631.472109 = -41615.073855 nChanged 40 SP:Iteration 7Q (908.350908 sec): 3 clusters Score: Raw -42270.460098 + Penalty 631.472109 = -41638.987989 nChanged 31 SP:Iteration 8Q (908.398628 sec): 3 clusters Score: Raw -42296.317508 + Penalty 631.472109 = -41664.845398 nChanged 29 SP:Iteration 9Q (908.447543 sec): 3 clusters Score: Raw -42310.571892 + Penalty 631.472109 = -41679.099783 nChanged 29 SP:Iteration 10Q (908.487486 sec): 3 clusters Score: Raw -42322.446938 + Penalty 631.472109 = -41690.974829 nChanged 19 SP:Iteration 11Q (908.541783 sec): 3 clusters Score: Raw -42332.212670 + Penalty 631.472109 = -41700.740561 nChanged 22 SP:Iteration 12Q (908.589404 sec): 3 clusters Score: Raw -42346.446428 + Penalty 631.472109 = -41714.974319 nChanged 23 SP:Iteration 13Q (908.626023 sec): 3 clusters Score: Raw -42365.003774 + Penalty 631.472109 = -41733.531665 nChanged 18 SP:Iteration 14Q (908.683183 sec): 3 clusters Score: Raw -42386.056281 + Penalty 631.472109 = -41754.584171 nChanged 23 SP:Iteration 15Q (908.717291 sec): 3 clusters Score: Raw -42404.382160 + Penalty 631.472109 = -41772.910051 nChanged 24 SP:Iteration 16Q (908.768399 sec): 3 clusters Score: Raw -42424.565364 + Penalty 631.472109 = -41793.093255 nChanged 24 SP:Iteration 17Q (908.805522 sec): 3 clusters Score: Raw -42444.660317 + Penalty 631.472109 = -41813.188208 nChanged 18 SP:Iteration 18Q (908.847625 sec): 3 clusters Score: Raw -42457.298735 + Penalty 631.472109 = -41825.826626 nChanged 9 SP:Iteration 19Q (908.899306 sec): 3 clusters Score: Raw -42461.498255 + Penalty 631.472109 = -41830.026145 nChanged 4 SP:Iteration 20F (908.941491 sec): 3 clusters Score: Raw -42463.271307 + Penalty 631.472109 = -41831.799198 nChanged 4 SP:Iteration 21Q (908.981280 sec): 3 clusters Score: Raw -42465.562030 + Penalty 631.472109 = -41834.089921 nChanged 5 SP:Iteration 22Q (909.023436 sec): 3 clusters Score: Raw -42466.428110 + Penalty 631.472109 = -41834.956001 nChanged 0 SP:Iteration 23F (909.070504 sec): 3 clusters Score: Raw -42466.428110 + Penalty 631.472109 = -41834.956001 nChanged 0 Trying to split cluster 16 (553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (909.097885 sec): 2 clusters Score: Raw -19489.588663 + Penalty 287.348789 = -19202.239874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (909.142215 sec): 3 clusters Score: Raw -19253.451296 + Penalty 574.697578 = -18678.753717 nChanged 192 SP:Iteration 1F (909.184748 sec): 3 clusters Score: Raw -19402.904973 + Penalty 574.697578 = -18828.207394 nChanged 43 SP:Iteration 2F (909.228894 sec): 3 clusters Score: Raw -19451.963241 + Penalty 574.697578 = -18877.265663 nChanged 28 SP:Iteration 3F (909.273641 sec): 3 clusters Score: Raw -19481.633316 + Penalty 574.697578 = -18906.935738 nChanged 18 SP:Iteration 4Q (909.312974 sec): 3 clusters Score: Raw -19502.272466 + Penalty 574.697578 = -18927.574888 nChanged 17 SP:Iteration 5Q (909.363509 sec): 3 clusters Score: Raw -19534.260796 + Penalty 574.697578 = -18959.563218 nChanged 34 SP:Iteration 6F (909.410839 sec): 3 clusters Score: Raw -19570.240962 + Penalty 574.697578 = -18995.543384 nChanged 28 SP:Iteration 7F (909.460420 sec): 3 clusters Score: Raw -19595.358549 + Penalty 574.697578 = -19020.660971 nChanged 18 SP:Iteration 8Q (909.510178 sec): 3 clusters Score: Raw -19611.252198 + Penalty 574.697578 = -19036.554620 nChanged 10 SP:Iteration 9Q (909.559562 sec): 3 clusters Score: Raw -19615.881873 + Penalty 574.697578 = -19041.184295 nChanged 6 SP:Iteration 10Q (909.606343 sec): 3 clusters Score: Raw -19619.952858 + Penalty 574.697578 = -19045.255280 nChanged 5 SP:Iteration 11Q (909.652119 sec): 3 clusters Score: Raw -19625.784715 + Penalty 574.697578 = -19051.087137 nChanged 5 SP:Iteration 12Q (909.698581 sec): 3 clusters Score: Raw -19630.599971 + Penalty 574.697578 = -19055.902393 nChanged 7 SP:Iteration 13Q (909.749690 sec): 3 clusters Score: Raw -19633.975712 + Penalty 574.697578 = -19059.278134 nChanged 7 SP:Iteration 14Q (909.791175 sec): 3 clusters Score: Raw -19638.779571 + Penalty 574.697578 = -19064.081992 nChanged 6 SP:Iteration 15Q (909.832153 sec): 3 clusters Score: Raw -19653.714170 + Penalty 574.697578 = -19079.016592 nChanged 7 SP:Iteration 16Q (909.871324 sec): 3 clusters Score: Raw -19657.882744 + Penalty 574.697578 = -19083.185166 nChanged 3 SP:Iteration 17Q (909.907803 sec): 3 clusters Score: Raw -19660.301910 + Penalty 574.697578 = -19085.604332 nChanged 4 SP:Iteration 18Q (909.948692 sec): 3 clusters Score: Raw -19665.874769 + Penalty 574.697578 = -19091.177191 nChanged 7 SP:Iteration 19Q (909.993007 sec): 3 clusters Score: Raw -19674.074215 + Penalty 574.697578 = -19099.376637 nChanged 9 SP:Iteration 20F (910.031120 sec): 3 clusters Score: Raw -19681.839290 + Penalty 574.697578 = -19107.141711 nChanged 8 SP:Iteration 21Q (910.073587 sec): 3 clusters Score: Raw -19688.576703 + Penalty 574.697578 = -19113.879125 nChanged 5 SP:Iteration 22Q (910.116058 sec): 3 clusters Score: Raw -19691.677751 + Penalty 574.697578 = -19116.980172 nChanged 5 SP:Iteration 23Q (910.161056 sec): 3 clusters Score: Raw -19694.950712 + Penalty 574.697578 = -19120.253134 nChanged 6 SP:Iteration 24Q (910.205687 sec): 3 clusters Score: Raw -19697.662267 + Penalty 574.697578 = -19122.964688 nChanged 1 SP:Iteration 25Q (910.246762 sec): 3 clusters Score: Raw -19698.543770 + Penalty 574.697578 = -19123.846192 nChanged 2 SP:Iteration 26Q (910.267414 sec): 3 clusters Score: Raw -19699.337858 + Penalty 574.697578 = -19124.640280 nChanged 2 SP:Iteration 27Q (910.312009 sec): 3 clusters Score: Raw -19701.154861 + Penalty 574.697578 = -19126.457282 nChanged 3 SP:Iteration 28Q (910.355122 sec): 3 clusters Score: Raw -19702.910421 + Penalty 574.697578 = -19128.212842 nChanged 3 SP:Iteration 29Q (910.391975 sec): 3 clusters Score: Raw -19705.977892 + Penalty 574.697578 = -19131.280314 nChanged 5 SP:Iteration 30Q (910.442785 sec): 3 clusters Score: Raw -19708.970261 + Penalty 574.697578 = -19134.272683 nChanged 3 SP:Iteration 31Q (910.480434 sec): 3 clusters Score: Raw -19710.721763 + Penalty 574.697578 = -19136.024185 nChanged 2 SP:Iteration 32Q (910.531225 sec): 3 clusters Score: Raw -19712.008029 + Penalty 574.697578 = -19137.310451 nChanged 3 SP:Iteration 33Q (910.573457 sec): 3 clusters Score: Raw -19714.852738 + Penalty 574.697578 = -19140.155160 nChanged 4 SP:Iteration 34Q (910.610797 sec): 3 clusters Score: Raw -19716.406043 + Penalty 574.697578 = -19141.708465 nChanged 2 SP:Iteration 35Q (910.654179 sec): 3 clusters Score: Raw -19717.359200 + Penalty 574.697578 = -19142.661622 nChanged 6 SP:Iteration 36Q (910.697385 sec): 3 clusters Score: Raw -19722.009898 + Penalty 574.697578 = -19147.312320 nChanged 8 SP:Iteration 37Q (910.731741 sec): 3 clusters Score: Raw -19727.021248 + Penalty 574.697578 = -19152.323670 nChanged 7 SP:Iteration 38Q (910.786872 sec): 3 clusters Score: Raw -19733.505626 + Penalty 574.697578 = -19158.808047 nChanged 6 SP:Iteration 39Q (910.833551 sec): 3 clusters Score: Raw -19738.351878 + Penalty 574.697578 = -19163.654300 nChanged 7 SP:Iteration 40F (910.877263 sec): 3 clusters Score: Raw -19744.123344 + Penalty 574.697578 = -19169.425766 nChanged 9 SP:Iteration 41Q (910.917360 sec): 3 clusters Score: Raw -19752.151547 + Penalty 574.697578 = -19177.453969 nChanged 7 SP:Iteration 42Q (910.952943 sec): 3 clusters Score: Raw -19757.822266 + Penalty 574.697578 = -19183.124688 nChanged 5 SP:Iteration 43Q (911.004801 sec): 3 clusters Score: Raw -19762.506648 + Penalty 574.697578 = -19187.809070 nChanged 3 SP:Iteration 44Q (911.054124 sec): 3 clusters Score: Raw -19763.238397 + Penalty 574.697578 = -19188.540819 nChanged 2 SP:Iteration 45Q (911.097438 sec): 3 clusters Score: Raw -19764.769813 + Penalty 574.697578 = -19190.072235 nChanged 3 SP:Iteration 46Q (911.144050 sec): 3 clusters Score: Raw -19766.453136 + Penalty 574.697578 = -19191.755558 nChanged 6 SP:Iteration 47Q (911.188657 sec): 3 clusters Score: Raw -19771.506906 + Penalty 574.697578 = -19196.809328 nChanged 5 SP:Iteration 48Q (911.234456 sec): 3 clusters Score: Raw -19778.317774 + Penalty 574.697578 = -19203.620196 nChanged 7 SP:Iteration 49Q (911.291354 sec): 3 clusters Score: Raw -19790.053201 + Penalty 574.697578 = -19215.355622 nChanged 6 SP:Iteration 50Q (911.325372 sec): 3 clusters Score: Raw -19795.418665 + Penalty 574.697578 = -19220.721087 nChanged 4 SP:Iteration 51Q (911.385247 sec): 3 clusters Score: Raw -19799.225629 + Penalty 574.697578 = -19224.528051 nChanged 4 SP:Iteration 52Q (911.432523 sec): 3 clusters Score: Raw -19806.053058 + Penalty 574.697578 = -19231.355479 nChanged 4 SP:Iteration 53Q (911.480881 sec): 3 clusters Score: Raw -19817.688197 + Penalty 574.697578 = -19242.990619 nChanged 3 SP:Iteration 54Q (911.527169 sec): 3 clusters Score: Raw -19830.528922 + Penalty 574.697578 = -19255.831344 nChanged 3 SP:Iteration 55Q (911.576290 sec): 3 clusters Score: Raw -19834.971177 + Penalty 574.697578 = -19260.273599 nChanged 3 SP:Iteration 56Q (911.627996 sec): 3 clusters Score: Raw -19839.182232 + Penalty 574.697578 = -19264.484654 nChanged 2 SP:Iteration 57Q (911.661635 sec): 3 clusters Score: Raw -19848.200834 + Penalty 574.697578 = -19273.503256 nChanged 2 SP:Iteration 58Q (911.704736 sec): 3 clusters Score: Raw -19852.560221 + Penalty 574.697578 = -19277.862643 nChanged 2 SP:Iteration 59Q (911.757486 sec): 3 clusters Score: Raw -19860.870158 + Penalty 574.697578 = -19286.172580 nChanged 0 SP:Iteration 60F (911.803464 sec): 3 clusters Score: Raw -19860.870158 + Penalty 574.697578 = -19286.172580 nChanged 0 Score: Raw -13158487.716010 + Penalty 17890.551679 = -13140597.164331 Splitting cluster 16 changes total score from -13140785.113981 to -13140597.164331 So it's not getting split. Trying to split cluster 17 (18815 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (915.685309 sec): 2 clusters Score: Raw -771206.714503 + Penalty 447.829641 = -770758.884862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (915.751098 sec): 3 clusters Score: Raw -759076.918691 + Penalty 895.659283 = -758181.259408 nChanged 8963 SP:Iteration 1F (915.807861 sec): 3 clusters Score: Raw -764906.604005 + Penalty 895.659283 = -764010.944722 nChanged 1400 SP:Iteration 2F (915.869106 sec): 3 clusters Score: Raw -765783.806943 + Penalty 895.659283 = -764888.147660 nChanged 1545 SP:Iteration 3F (915.941176 sec): 3 clusters Score: Raw -766918.085607 + Penalty 895.659283 = -766022.426324 nChanged 1482 SP:Iteration 4F (916.005434 sec): 3 clusters Score: Raw -768177.472715 + Penalty 895.659283 = -767281.813432 nChanged 1279 SP:Iteration 5F (916.068961 sec): 3 clusters Score: Raw -769347.257641 + Penalty 895.659283 = -768451.598358 nChanged 959 SP:Iteration 6F (916.124486 sec): 3 clusters Score: Raw -770295.648908 + Penalty 895.659283 = -769399.989625 nChanged 581 SP:Iteration 7Q (916.182818 sec): 3 clusters Score: Raw -770882.905890 + Penalty 895.659283 = -769987.246608 nChanged 254 SP:Iteration 8Q (916.258111 sec): 3 clusters Score: Raw -771135.731910 + Penalty 895.659283 = -770240.072627 nChanged 73 SP:Iteration 9Q (916.308789 sec): 3 clusters Score: Raw -771214.441338 + Penalty 895.659283 = -770318.782055 nChanged 23 SP:Iteration 10Q (916.376412 sec): 3 clusters Score: Raw -771239.184239 + Penalty 895.659283 = -770343.524956 nChanged 9 SP:Iteration 11Q (916.437934 sec): 3 clusters Score: Raw -771252.944171 + Penalty 895.659283 = -770357.284888 nChanged 4 SP:Iteration 12Q (916.499174 sec): 3 clusters Score: Raw -771258.952028 + Penalty 895.659283 = -770363.292745 nChanged 0 SP:Iteration 13F (916.559512 sec): 3 clusters Score: Raw -771258.952028 + Penalty 895.659283 = -770363.292745 nChanged 0 Trying to split cluster 18 (1150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (916.585333 sec): 2 clusters Score: Raw -53691.803616 + Penalty 320.662034 = -53371.141583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (916.640181 sec): 3 clusters Score: Raw -53088.309259 + Penalty 641.324067 = -52446.985192 nChanged 466 SP:Iteration 1F (916.678936 sec): 3 clusters Score: Raw -53319.641797 + Penalty 641.324067 = -52678.317730 nChanged 88 SP:Iteration 2F (916.717747 sec): 3 clusters Score: Raw -53369.154196 + Penalty 641.324067 = -52727.830129 nChanged 65 SP:Iteration 3F (916.770454 sec): 3 clusters Score: Raw -53413.949808 + Penalty 641.324067 = -52772.625741 nChanged 56 SP:Iteration 4Q (916.818381 sec): 3 clusters Score: Raw -53446.587078 + Penalty 641.324067 = -52805.263011 nChanged 51 SP:Iteration 5Q (916.858401 sec): 3 clusters Score: Raw -53481.003987 + Penalty 641.324067 = -52839.679920 nChanged 48 SP:Iteration 6Q (916.902034 sec): 3 clusters Score: Raw -53522.861364 + Penalty 641.324067 = -52881.537297 nChanged 42 SP:Iteration 7Q (916.940101 sec): 3 clusters Score: Raw -53565.538519 + Penalty 641.324067 = -52924.214452 nChanged 39 SP:Iteration 8Q (916.988309 sec): 3 clusters Score: Raw -53600.702019 + Penalty 641.324067 = -52959.377952 nChanged 39 SP:Iteration 9Q (917.039193 sec): 3 clusters Score: Raw -53633.989472 + Penalty 641.324067 = -52992.665405 nChanged 28 SP:Iteration 10Q (917.076541 sec): 3 clusters Score: Raw -53653.649080 + Penalty 641.324067 = -53012.325013 nChanged 20 SP:Iteration 11Q (917.120389 sec): 3 clusters Score: Raw -53668.709271 + Penalty 641.324067 = -53027.385204 nChanged 18 SP:Iteration 12Q (917.164984 sec): 3 clusters Score: Raw -53685.879873 + Penalty 641.324067 = -53044.555806 nChanged 12 SP:Iteration 13Q (917.207583 sec): 3 clusters Score: Raw -53696.591233 + Penalty 641.324067 = -53055.267166 nChanged 9 SP:Iteration 14Q (917.249559 sec): 3 clusters Score: Raw -53703.527090 + Penalty 641.324067 = -53062.203023 nChanged 5 SP:Iteration 15Q (917.297012 sec): 3 clusters Score: Raw -53707.248997 + Penalty 641.324067 = -53065.924930 nChanged 7 SP:Iteration 16Q (917.339113 sec): 3 clusters Score: Raw -53715.062059 + Penalty 641.324067 = -53073.737992 nChanged 8 SP:Iteration 17Q (917.373985 sec): 3 clusters Score: Raw -53721.968180 + Penalty 641.324067 = -53080.644113 nChanged 3 SP:Iteration 18Q (917.411059 sec): 3 clusters Score: Raw -53724.073289 + Penalty 641.324067 = -53082.749222 nChanged 3 SP:Iteration 19Q (917.449975 sec): 3 clusters Score: Raw -53725.854365 + Penalty 641.324067 = -53084.530297 nChanged 0 SP:Iteration 20F (917.481401 sec): 3 clusters Score: Raw -53725.854365 + Penalty 641.324067 = -53084.530297 nChanged 0 Trying to split cluster 19 (8923 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (917.522914 sec): 2 clusters Score: Raw -404697.111270 + Penalty 413.885631 = -404283.225639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (917.570994 sec): 3 clusters Score: Raw -399148.034309 + Penalty 827.771262 = -398320.263047 nChanged 4137 SP:Iteration 1F (917.621500 sec): 3 clusters Score: Raw -401664.427022 + Penalty 827.771262 = -400836.655760 nChanged 554 SP:Iteration 2F (917.667297 sec): 3 clusters Score: Raw -401898.796010 + Penalty 827.771262 = -401071.024748 nChanged 498 SP:Iteration 3F (917.725087 sec): 3 clusters Score: Raw -402142.009707 + Penalty 827.771262 = -401314.238445 nChanged 458 SP:Iteration 4F (917.767647 sec): 3 clusters Score: Raw -402390.656594 + Penalty 827.771262 = -401562.885332 nChanged 474 SP:Iteration 5F (917.817377 sec): 3 clusters Score: Raw -402637.130627 + Penalty 827.771262 = -401809.359365 nChanged 401 SP:Iteration 6Q (917.875868 sec): 3 clusters Score: Raw -402841.347106 + Penalty 827.771262 = -402013.575844 nChanged 354 SP:Iteration 7Q (917.922296 sec): 3 clusters Score: Raw -403029.436499 + Penalty 827.771262 = -402201.665237 nChanged 329 SP:Iteration 8Q (917.961170 sec): 3 clusters Score: Raw -403240.321070 + Penalty 827.771262 = -402412.549808 nChanged 300 SP:Iteration 9Q (918.017679 sec): 3 clusters Score: Raw -403442.493683 + Penalty 827.771262 = -402614.722421 nChanged 289 SP:Iteration 10Q (918.070820 sec): 3 clusters Score: Raw -403633.432003 + Penalty 827.771262 = -402805.660742 nChanged 222 SP:Iteration 11Q (918.114759 sec): 3 clusters Score: Raw -403750.713891 + Penalty 827.771262 = -402922.942629 nChanged 149 SP:Iteration 12Q (918.175160 sec): 3 clusters Score: Raw -403802.675797 + Penalty 827.771262 = -402974.904535 nChanged 135 SP:Iteration 13Q (918.224008 sec): 3 clusters Score: Raw -403842.864829 + Penalty 827.771262 = -403015.093567 nChanged 102 SP:Iteration 14Q (918.267494 sec): 3 clusters Score: Raw -403870.744361 + Penalty 827.771262 = -403042.973099 nChanged 111 SP:Iteration 15Q (918.323972 sec): 3 clusters Score: Raw -403904.494643 + Penalty 827.771262 = -403076.723382 nChanged 109 SP:Iteration 16Q (918.375472 sec): 3 clusters Score: Raw -403935.638278 + Penalty 827.771262 = -403107.867016 nChanged 106 SP:Iteration 17Q (918.423127 sec): 3 clusters Score: Raw -403970.063088 + Penalty 827.771262 = -403142.291826 nChanged 117 SP:Iteration 18Q (918.477779 sec): 3 clusters Score: Raw -404005.029220 + Penalty 827.771262 = -403177.257958 nChanged 97 SP:Iteration 19Q (918.537155 sec): 3 clusters Score: Raw -404030.323713 + Penalty 827.771262 = -403202.552452 nChanged 80 SP:Iteration 20F (918.585382 sec): 3 clusters Score: Raw -404048.895112 + Penalty 827.771262 = -403221.123850 nChanged 74 SP:Iteration 21Q (918.644214 sec): 3 clusters Score: Raw -404069.243550 + Penalty 827.771262 = -403241.472288 nChanged 82 SP:Iteration 22Q (918.686760 sec): 3 clusters Score: Raw -404094.326054 + Penalty 827.771262 = -403266.554793 nChanged 94 SP:Iteration 23Q (918.740077 sec): 3 clusters Score: Raw -404118.820946 + Penalty 827.771262 = -403291.049684 nChanged 83 SP:Iteration 24Q (918.802705 sec): 3 clusters Score: Raw -404141.888837 + Penalty 827.771262 = -403314.117575 nChanged 74 SP:Iteration 25Q (918.853562 sec): 3 clusters Score: Raw -404163.662776 + Penalty 827.771262 = -403335.891515 nChanged 72 SP:Iteration 26Q (918.906740 sec): 3 clusters Score: Raw -404183.381081 + Penalty 827.771262 = -403355.609819 nChanged 63 SP:Iteration 27Q (918.959641 sec): 3 clusters Score: Raw -404201.736490 + Penalty 827.771262 = -403373.965229 nChanged 78 SP:Iteration 28Q (919.006586 sec): 3 clusters Score: Raw -404222.598423 + Penalty 827.771262 = -403394.827162 nChanged 69 SP:Iteration 29Q (919.068840 sec): 3 clusters Score: Raw -404241.251233 + Penalty 827.771262 = -403413.479971 nChanged 72 SP:Iteration 30Q (919.117571 sec): 3 clusters Score: Raw -404259.181324 + Penalty 827.771262 = -403431.410062 nChanged 68 SP:Iteration 31Q (919.169564 sec): 3 clusters Score: Raw -404277.561688 + Penalty 827.771262 = -403449.790427 nChanged 77 SP:Iteration 32Q (919.223391 sec): 3 clusters Score: Raw -404299.089657 + Penalty 827.771262 = -403471.318395 nChanged 68 SP:Iteration 33Q (919.269698 sec): 3 clusters Score: Raw -404320.956056 + Penalty 827.771262 = -403493.184795 nChanged 72 SP:Iteration 34Q (919.322722 sec): 3 clusters Score: Raw -404343.410749 + Penalty 827.771262 = -403515.639487 nChanged 71 SP:Iteration 35Q (919.374988 sec): 3 clusters Score: Raw -404367.396207 + Penalty 827.771262 = -403539.624946 nChanged 86 SP:Iteration 36Q (919.427404 sec): 3 clusters Score: Raw -404401.887791 + Penalty 827.771262 = -403574.116529 nChanged 81 SP:Iteration 37Q (919.478372 sec): 3 clusters Score: Raw -404436.554816 + Penalty 827.771262 = -403608.783554 nChanged 80 SP:Iteration 38Q (919.540594 sec): 3 clusters Score: Raw -404466.953522 + Penalty 827.771262 = -403639.182260 nChanged 71 SP:Iteration 39Q (919.589265 sec): 3 clusters Score: Raw -404493.999585 + Penalty 827.771262 = -403666.228323 nChanged 51 SP:Iteration 40F (919.637625 sec): 3 clusters Score: Raw -404512.956927 + Penalty 827.771262 = -403685.185666 nChanged 43 SP:Iteration 41Q (919.690904 sec): 3 clusters Score: Raw -404525.831425 + Penalty 827.771262 = -403698.060163 nChanged 32 SP:Iteration 42Q (919.726511 sec): 3 clusters Score: Raw -404534.604847 + Penalty 827.771262 = -403706.833586 nChanged 31 SP:Iteration 43Q (919.784876 sec): 3 clusters Score: Raw -404544.121868 + Penalty 827.771262 = -403716.350606 nChanged 32 SP:Iteration 44Q (919.828235 sec): 3 clusters Score: Raw -404555.855776 + Penalty 827.771262 = -403728.084514 nChanged 46 SP:Iteration 45Q (919.884689 sec): 3 clusters Score: Raw -404574.720117 + Penalty 827.771262 = -403746.948855 nChanged 47 SP:Iteration 46Q (919.924509 sec): 3 clusters Score: Raw -404594.566713 + Penalty 827.771262 = -403766.795451 nChanged 36 SP:Iteration 47Q (919.964407 sec): 3 clusters Score: Raw -404605.626318 + Penalty 827.771262 = -403777.855056 nChanged 27 SP:Iteration 48Q (920.001709 sec): 3 clusters Score: Raw -404613.110243 + Penalty 827.771262 = -403785.338982 nChanged 21 SP:Iteration 49Q (920.058077 sec): 3 clusters Score: Raw -404619.220390 + Penalty 827.771262 = -403791.449128 nChanged 19 SP:Iteration 50Q (920.105090 sec): 3 clusters Score: Raw -404624.079015 + Penalty 827.771262 = -403796.307753 nChanged 14 SP:Iteration 51Q (920.158555 sec): 3 clusters Score: Raw -404627.702729 + Penalty 827.771262 = -403799.931467 nChanged 13 SP:Iteration 52Q (920.202959 sec): 3 clusters Score: Raw -404630.998567 + Penalty 827.771262 = -403803.227305 nChanged 15 SP:Iteration 53Q (920.262238 sec): 3 clusters Score: Raw -404634.757289 + Penalty 827.771262 = -403806.986028 nChanged 14 SP:Iteration 54Q (920.316136 sec): 3 clusters Score: Raw -404638.228151 + Penalty 827.771262 = -403810.456889 nChanged 13 SP:Iteration 55Q (920.363936 sec): 3 clusters Score: Raw -404641.743060 + Penalty 827.771262 = -403813.971798 nChanged 13 SP:Iteration 56Q (920.419500 sec): 3 clusters Score: Raw -404645.609772 + Penalty 827.771262 = -403817.838510 nChanged 16 SP:Iteration 57Q (920.466286 sec): 3 clusters Score: Raw -404650.639444 + Penalty 827.771262 = -403822.868183 nChanged 11 SP:Iteration 58Q (920.507840 sec): 3 clusters Score: Raw -404653.998065 + Penalty 827.771262 = -403826.226803 nChanged 20 SP:Iteration 59Q (920.558250 sec): 3 clusters Score: Raw -404662.684642 + Penalty 827.771262 = -403834.913380 nChanged 18 SP:Iteration 60F (920.611718 sec): 3 clusters Score: Raw -404669.333433 + Penalty 827.771262 = -403841.562171 nChanged 12 SP:Iteration 61Q (920.665413 sec): 3 clusters Score: Raw -404673.154441 + Penalty 827.771262 = -403845.383179 nChanged 6 SP:Iteration 62Q (920.719525 sec): 3 clusters Score: Raw -404676.361382 + Penalty 827.771262 = -403848.590120 nChanged 11 SP:Iteration 63Q (920.772433 sec): 3 clusters Score: Raw -404680.485862 + Penalty 827.771262 = -403852.714601 nChanged 11 SP:Iteration 64Q (920.818823 sec): 3 clusters Score: Raw -404685.110095 + Penalty 827.771262 = -403857.338833 nChanged 9 SP:Iteration 65Q (920.875821 sec): 3 clusters Score: Raw -404690.107660 + Penalty 827.771262 = -403862.336398 nChanged 12 SP:Iteration 66Q (920.914744 sec): 3 clusters Score: Raw -404694.288561 + Penalty 827.771262 = -403866.517299 nChanged 6 SP:Iteration 67Q (920.966253 sec): 3 clusters Score: Raw -404695.774879 + Penalty 827.771262 = -403868.003618 nChanged 3 SP:Iteration 68Q (921.015886 sec): 3 clusters Score: Raw -404696.385224 + Penalty 827.771262 = -403868.613962 nChanged 1 SP:Iteration 69Q (921.074570 sec): 3 clusters Score: Raw -404696.450555 + Penalty 827.771262 = -403868.679293 nChanged 0 SP:Iteration 70F (921.132080 sec): 3 clusters Score: Raw -404696.450555 + Penalty 827.771262 = -403868.679293 nChanged 0 Trying to split cluster 20 (80074 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (921.213752 sec): 2 clusters Score: Raw -3511118.045813 + Penalty 513.727145 = -3510604.318668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (921.329307 sec): 3 clusters Score: Raw -3457939.975369 + Penalty 1027.454290 = -3456912.521079 nChanged 38867 SP:Iteration 1F (921.444783 sec): 3 clusters Score: Raw -3481899.690659 + Penalty 1027.454290 = -3480872.236368 nChanged 3821 SP:Iteration 2Q (921.560093 sec): 3 clusters Score: Raw -3483859.552895 + Penalty 1027.454290 = -3482832.098605 nChanged 4558 SP:Iteration 3F (921.680353 sec): 3 clusters Score: Raw -3487118.940286 + Penalty 1027.454290 = -3486091.485996 nChanged 5293 SP:Iteration 4F (921.794463 sec): 3 clusters Score: Raw -3491577.373341 + Penalty 1027.454290 = -3490549.919051 nChanged 5283 SP:Iteration 5F (921.911898 sec): 3 clusters Score: Raw -3495443.201931 + Penalty 1027.454290 = -3494415.747640 nChanged 4078 SP:Iteration 6F (922.024471 sec): 3 clusters Score: Raw -3497351.709465 + Penalty 1027.454290 = -3496324.255175 nChanged 2423 SP:Iteration 7Q (922.150453 sec): 3 clusters Score: Raw -3498031.149543 + Penalty 1027.454290 = -3497003.695252 nChanged 1516 SP:Iteration 8Q (922.275362 sec): 3 clusters Score: Raw -3498380.828837 + Penalty 1027.454290 = -3497353.374547 nChanged 1301 SP:Iteration 9Q (922.396087 sec): 3 clusters Score: Raw -3498700.248571 + Penalty 1027.454290 = -3497672.794281 nChanged 1330 SP:Iteration 10Q (922.516322 sec): 3 clusters Score: Raw -3499046.519818 + Penalty 1027.454290 = -3498019.065528 nChanged 1379 SP:Iteration 11Q (922.638457 sec): 3 clusters Score: Raw -3499433.559541 + Penalty 1027.454290 = -3498406.105250 nChanged 1476 SP:Iteration 12Q (922.756296 sec): 3 clusters Score: Raw -3499884.237795 + Penalty 1027.454290 = -3498856.783505 nChanged 1569 SP:Iteration 13Q (922.868732 sec): 3 clusters Score: Raw -3500413.482717 + Penalty 1027.454290 = -3499386.028427 nChanged 1685 SP:Iteration 14Q (922.986292 sec): 3 clusters Score: Raw -3501065.051494 + Penalty 1027.454290 = -3500037.597204 nChanged 1800 SP:Iteration 15Q (923.102983 sec): 3 clusters Score: Raw -3501845.194385 + Penalty 1027.454290 = -3500817.740095 nChanged 1851 SP:Iteration 16Q (923.224265 sec): 3 clusters Score: Raw -3502705.011787 + Penalty 1027.454290 = -3501677.557497 nChanged 1867 SP:Iteration 17Q (923.333501 sec): 3 clusters Score: Raw -3503654.844481 + Penalty 1027.454290 = -3502627.390191 nChanged 1826 SP:Iteration 18Q (923.459044 sec): 3 clusters Score: Raw -3504635.931004 + Penalty 1027.454290 = -3503608.476713 nChanged 1780 SP:Iteration 19Q (923.573788 sec): 3 clusters Score: Raw -3505643.319354 + Penalty 1027.454290 = -3504615.865064 nChanged 1704 SP:Iteration 20F (923.673557 sec): 3 clusters Score: Raw -3506658.916908 + Penalty 1027.454290 = -3505631.462618 nChanged 1553 SP:Iteration 21Q (923.788878 sec): 3 clusters Score: Raw -3507627.554934 + Penalty 1027.454290 = -3506600.100643 nChanged 1356 SP:Iteration 22Q (923.897521 sec): 3 clusters Score: Raw -3508486.978325 + Penalty 1027.454290 = -3507459.524035 nChanged 1158 SP:Iteration 23Q (924.011535 sec): 3 clusters Score: Raw -3509247.678386 + Penalty 1027.454290 = -3508220.224096 nChanged 943 SP:Iteration 24Q (924.112402 sec): 3 clusters Score: Raw -3509864.343512 + Penalty 1027.454290 = -3508836.889222 nChanged 719 SP:Iteration 25Q (924.218397 sec): 3 clusters Score: Raw -3510315.861082 + Penalty 1027.454290 = -3509288.406791 nChanged 546 SP:Iteration 26Q (924.326640 sec): 3 clusters Score: Raw -3510648.227924 + Penalty 1027.454290 = -3509620.773634 nChanged 374 SP:Iteration 27Q (924.428629 sec): 3 clusters Score: Raw -3510858.201918 + Penalty 1027.454290 = -3509830.747627 nChanged 257 SP:Iteration 28Q (924.525164 sec): 3 clusters Score: Raw -3510988.435079 + Penalty 1027.454290 = -3509960.980788 nChanged 162 SP:Iteration 29Q (924.643171 sec): 3 clusters Score: Raw -3511063.564308 + Penalty 1027.454290 = -3510036.110018 nChanged 136 SP:Iteration 30Q (924.750538 sec): 3 clusters Score: Raw -3511128.063450 + Penalty 1027.454290 = -3510100.609160 nChanged 110 SP:Iteration 31Q (924.859513 sec): 3 clusters Score: Raw -3511184.256289 + Penalty 1027.454290 = -3510156.801999 nChanged 88 SP:Iteration 32Q (924.966758 sec): 3 clusters Score: Raw -3511227.833379 + Penalty 1027.454290 = -3510200.379088 nChanged 64 SP:Iteration 33Q (925.065645 sec): 3 clusters Score: Raw -3511256.961501 + Penalty 1027.454290 = -3510229.507211 nChanged 53 SP:Iteration 34Q (925.165034 sec): 3 clusters Score: Raw -3511279.989561 + Penalty 1027.454290 = -3510252.535271 nChanged 36 SP:Iteration 35Q (925.260505 sec): 3 clusters Score: Raw -3511294.103006 + Penalty 1027.454290 = -3510266.648715 nChanged 22 SP:Iteration 36Q (925.362684 sec): 3 clusters Score: Raw -3511301.040044 + Penalty 1027.454290 = -3510273.585754 nChanged 22 SP:Iteration 37Q (925.473014 sec): 3 clusters Score: Raw -3511310.839684 + Penalty 1027.454290 = -3510283.385394 nChanged 20 SP:Iteration 38Q (925.580178 sec): 3 clusters Score: Raw -3511319.029637 + Penalty 1027.454290 = -3510291.575346 nChanged 22 SP:Iteration 39Q (925.666804 sec): 3 clusters Score: Raw -3511325.138698 + Penalty 1027.454290 = -3510297.684408 nChanged 12 SP:Iteration 40F (925.787718 sec): 3 clusters Score: Raw -3511330.226978 + Penalty 1027.454290 = -3510302.772688 nChanged 13 SP:Iteration 41Q (925.898582 sec): 3 clusters Score: Raw -3511335.400817 + Penalty 1027.454290 = -3510307.946526 nChanged 12 SP:Iteration 42Q (926.011676 sec): 3 clusters Score: Raw -3511339.156705 + Penalty 1027.454290 = -3510311.702415 nChanged 4 SP:Iteration 43Q (926.118748 sec): 3 clusters Score: Raw -3511341.253666 + Penalty 1027.454290 = -3510313.799376 nChanged 5 SP:Iteration 44Q (926.233639 sec): 3 clusters Score: Raw -3511342.856628 + Penalty 1027.454290 = -3510315.402337 nChanged 6 SP:Iteration 45Q (926.345057 sec): 3 clusters Score: Raw -3511345.037424 + Penalty 1027.454290 = -3510317.583133 nChanged 5 SP:Iteration 46Q (926.452236 sec): 3 clusters Score: Raw -3511345.918083 + Penalty 1027.454290 = -3510318.463793 nChanged 1 SP:Iteration 47Q (926.565552 sec): 3 clusters Score: Raw -3511346.056036 + Penalty 1027.454290 = -3510318.601746 nChanged 0 SP:Iteration 48F (926.680996 sec): 3 clusters Score: Raw -3511346.056036 + Penalty 1027.454290 = -3510318.601746 nChanged 0 Trying to split cluster 21 (4172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (926.711691 sec): 2 clusters Score: Raw -173004.915746 + Penalty 379.294862 = -172625.620884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (926.761590 sec): 3 clusters Score: Raw -170524.754309 + Penalty 758.589724 = -169766.164585 nChanged 1868 SP:Iteration 1F (926.797256 sec): 3 clusters Score: Raw -171678.379654 + Penalty 758.589724 = -170919.789930 nChanged 255 SP:Iteration 2F (926.842223 sec): 3 clusters Score: Raw -171823.166596 + Penalty 758.589724 = -171064.576872 nChanged 229 SP:Iteration 3F (926.888579 sec): 3 clusters Score: Raw -171947.391181 + Penalty 758.589724 = -171188.801457 nChanged 215 SP:Iteration 4F (926.932342 sec): 3 clusters Score: Raw -172073.807181 + Penalty 758.589724 = -171315.217456 nChanged 196 SP:Iteration 5Q (926.981420 sec): 3 clusters Score: Raw -172221.805511 + Penalty 758.589724 = -171463.215786 nChanged 181 SP:Iteration 6Q (927.029049 sec): 3 clusters Score: Raw -172355.558880 + Penalty 758.589724 = -171596.969156 nChanged 171 SP:Iteration 7Q (927.077307 sec): 3 clusters Score: Raw -172463.580534 + Penalty 758.589724 = -171704.990810 nChanged 159 SP:Iteration 8Q (927.139123 sec): 3 clusters Score: Raw -172573.239582 + Penalty 758.589724 = -171814.649858 nChanged 151 SP:Iteration 9Q (927.183472 sec): 3 clusters Score: Raw -172665.572660 + Penalty 758.589724 = -171906.982936 nChanged 125 SP:Iteration 10Q (927.234260 sec): 3 clusters Score: Raw -172717.425829 + Penalty 758.589724 = -171958.836104 nChanged 83 SP:Iteration 11Q (927.273963 sec): 3 clusters Score: Raw -172759.541435 + Penalty 758.589724 = -172000.951711 nChanged 76 SP:Iteration 12Q (927.330253 sec): 3 clusters Score: Raw -172786.776802 + Penalty 758.589724 = -172028.187077 nChanged 53 SP:Iteration 13Q (927.378789 sec): 3 clusters Score: Raw -172803.798386 + Penalty 758.589724 = -172045.208661 nChanged 49 SP:Iteration 14Q (927.429110 sec): 3 clusters Score: Raw -172821.574638 + Penalty 758.589724 = -172062.984914 nChanged 51 SP:Iteration 15Q (927.476193 sec): 3 clusters Score: Raw -172837.750236 + Penalty 758.589724 = -172079.160512 nChanged 52 SP:Iteration 16Q (927.523209 sec): 3 clusters Score: Raw -172856.817255 + Penalty 758.589724 = -172098.227530 nChanged 60 SP:Iteration 17Q (927.570195 sec): 3 clusters Score: Raw -172879.222825 + Penalty 758.589724 = -172120.633100 nChanged 62 SP:Iteration 18Q (927.616265 sec): 3 clusters Score: Raw -172906.090103 + Penalty 758.589724 = -172147.500379 nChanged 64 SP:Iteration 19Q (927.660816 sec): 3 clusters Score: Raw -172930.430857 + Penalty 758.589724 = -172171.841133 nChanged 66 SP:Iteration 20F (927.715901 sec): 3 clusters Score: Raw -172951.764017 + Penalty 758.589724 = -172193.174293 nChanged 58 SP:Iteration 21Q (927.753768 sec): 3 clusters Score: Raw -172967.291791 + Penalty 758.589724 = -172208.702067 nChanged 58 SP:Iteration 22Q (927.803336 sec): 3 clusters Score: Raw -172979.415741 + Penalty 758.589724 = -172220.826016 nChanged 29 SP:Iteration 23Q (927.858259 sec): 3 clusters Score: Raw -172988.051434 + Penalty 758.589724 = -172229.461710 nChanged 34 SP:Iteration 24Q (927.905140 sec): 3 clusters Score: Raw -172997.350188 + Penalty 758.589724 = -172238.760463 nChanged 36 SP:Iteration 25Q (927.955669 sec): 3 clusters Score: Raw -173006.853667 + Penalty 758.589724 = -172248.263943 nChanged 36 SP:Iteration 26Q (928.000860 sec): 3 clusters Score: Raw -173016.297423 + Penalty 758.589724 = -172257.707698 nChanged 41 SP:Iteration 27Q (928.048147 sec): 3 clusters Score: Raw -173027.657670 + Penalty 758.589724 = -172269.067946 nChanged 51 SP:Iteration 28Q (928.095193 sec): 3 clusters Score: Raw -173039.167717 + Penalty 758.589724 = -172280.577993 nChanged 32 SP:Iteration 29Q (928.140568 sec): 3 clusters Score: Raw -173044.447673 + Penalty 758.589724 = -172285.857949 nChanged 22 SP:Iteration 30Q (928.177890 sec): 3 clusters Score: Raw -173048.969187 + Penalty 758.589724 = -172290.379463 nChanged 23 SP:Iteration 31Q (928.235409 sec): 3 clusters Score: Raw -173052.077970 + Penalty 758.589724 = -172293.488246 nChanged 15 SP:Iteration 32Q (928.281705 sec): 3 clusters Score: Raw -173053.804261 + Penalty 758.589724 = -172295.214537 nChanged 15 SP:Iteration 33Q (928.324260 sec): 3 clusters Score: Raw -173055.734059 + Penalty 758.589724 = -172297.144335 nChanged 15 SP:Iteration 34Q (928.364625 sec): 3 clusters Score: Raw -173057.639573 + Penalty 758.589724 = -172299.049849 nChanged 12 SP:Iteration 35Q (928.411697 sec): 3 clusters Score: Raw -173059.034827 + Penalty 758.589724 = -172300.445103 nChanged 9 SP:Iteration 36Q (928.460708 sec): 3 clusters Score: Raw -173060.104722 + Penalty 758.589724 = -172301.514997 nChanged 11 SP:Iteration 37Q (928.503378 sec): 3 clusters Score: Raw -173061.276596 + Penalty 758.589724 = -172302.686872 nChanged 12 SP:Iteration 38Q (928.551302 sec): 3 clusters Score: Raw -173062.859272 + Penalty 758.589724 = -172304.269548 nChanged 10 SP:Iteration 39Q (928.595509 sec): 3 clusters Score: Raw -173063.696061 + Penalty 758.589724 = -172305.106337 nChanged 10 SP:Iteration 40F (928.648671 sec): 3 clusters Score: Raw -173064.479894 + Penalty 758.589724 = -172305.890169 nChanged 6 SP:Iteration 41Q (928.696094 sec): 3 clusters Score: Raw -173064.758204 + Penalty 758.589724 = -172306.168480 nChanged 1 SP:Iteration 42Q (928.732920 sec): 3 clusters Score: Raw -173064.809125 + Penalty 758.589724 = -172306.219400 nChanged 1 SP:Iteration 43Q (928.781022 sec): 3 clusters Score: Raw -173064.908087 + Penalty 758.589724 = -172306.318363 nChanged 1 SP:Iteration 44Q (928.836101 sec): 3 clusters Score: Raw -173065.037570 + Penalty 758.589724 = -172306.447845 nChanged 0 SP:Iteration 45F (928.878045 sec): 3 clusters Score: Raw -173065.037570 + Penalty 758.589724 = -172306.447845 nChanged 0 Trying to split cluster 22 (649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (928.906081 sec): 2 clusters Score: Raw -20847.517731 + Penalty 294.632189 = -20552.885542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (928.943811 sec): 3 clusters Score: Raw -20539.488882 + Penalty 589.264377 = -19950.224505 nChanged 251 SP:Iteration 1F (928.989483 sec): 3 clusters Score: Raw -20742.171132 + Penalty 589.264377 = -20152.906755 nChanged 68 SP:Iteration 2F (929.041258 sec): 3 clusters Score: Raw -20828.884596 + Penalty 589.264377 = -20239.620218 nChanged 41 SP:Iteration 3F (929.086274 sec): 3 clusters Score: Raw -20877.080074 + Penalty 589.264377 = -20287.815697 nChanged 41 SP:Iteration 4F (929.125359 sec): 3 clusters Score: Raw -20939.885129 + Penalty 589.264377 = -20350.620751 nChanged 33 SP:Iteration 5F (929.170228 sec): 3 clusters Score: Raw -20976.297791 + Penalty 589.264377 = -20387.033414 nChanged 22 SP:Iteration 6Q (929.214738 sec): 3 clusters Score: Raw -21010.215940 + Penalty 589.264377 = -20420.951563 nChanged 18 SP:Iteration 7Q (929.263815 sec): 3 clusters Score: Raw -21030.599253 + Penalty 589.264377 = -20441.334875 nChanged 15 SP:Iteration 8Q (929.299670 sec): 3 clusters Score: Raw -21038.602144 + Penalty 589.264377 = -20449.337767 nChanged 4 SP:Iteration 9Q (929.338852 sec): 3 clusters Score: Raw -21040.863798 + Penalty 589.264377 = -20451.599421 nChanged 1 SP:Iteration 10Q (929.374754 sec): 3 clusters Score: Raw -21043.754780 + Penalty 589.264377 = -20454.490403 nChanged 3 SP:Iteration 11Q (929.429701 sec): 3 clusters Score: Raw -21046.280506 + Penalty 589.264377 = -20457.016129 nChanged 6 SP:Iteration 12Q (929.469841 sec): 3 clusters Score: Raw -21049.986736 + Penalty 589.264377 = -20460.722359 nChanged 5 SP:Iteration 13Q (929.504725 sec): 3 clusters Score: Raw -21054.266218 + Penalty 589.264377 = -20465.001841 nChanged 2 SP:Iteration 14Q (929.550793 sec): 3 clusters Score: Raw -21055.310612 + Penalty 589.264377 = -20466.046235 nChanged 4 SP:Iteration 15Q (929.609966 sec): 3 clusters Score: Raw -21058.331167 + Penalty 589.264377 = -20469.066790 nChanged 4 SP:Iteration 16Q (929.653318 sec): 3 clusters Score: Raw -21060.703394 + Penalty 589.264377 = -20471.439016 nChanged 4 SP:Iteration 17Q (929.700820 sec): 3 clusters Score: Raw -21062.769189 + Penalty 589.264377 = -20473.504812 nChanged 6 SP:Iteration 18Q (929.742255 sec): 3 clusters Score: Raw -21065.332148 + Penalty 589.264377 = -20476.067770 nChanged 6 SP:Iteration 19Q (929.774578 sec): 3 clusters Score: Raw -21067.754105 + Penalty 589.264377 = -20478.489728 nChanged 1 SP:Iteration 20F (929.815706 sec): 3 clusters Score: Raw -21068.017255 + Penalty 589.264377 = -20478.752878 nChanged 0 Trying to split cluster 23 (1170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (929.838306 sec): 2 clusters Score: Raw -47856.554266 + Penalty 321.446536 = -47535.107731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (929.874621 sec): 3 clusters Score: Raw -47292.005804 + Penalty 642.893072 = -46649.112732 nChanged 476 SP:Iteration 1F (929.902848 sec): 3 clusters Score: Raw -47594.753040 + Penalty 642.893072 = -46951.859968 nChanged 105 SP:Iteration 2F (929.941059 sec): 3 clusters Score: Raw -47687.416866 + Penalty 642.893072 = -47044.523794 nChanged 83 SP:Iteration 3F (929.993973 sec): 3 clusters Score: Raw -47754.487937 + Penalty 642.893072 = -47111.594865 nChanged 52 SP:Iteration 4Q (930.030871 sec): 3 clusters Score: Raw -47785.869774 + Penalty 642.893072 = -47142.976702 nChanged 30 SP:Iteration 5Q (930.088035 sec): 3 clusters Score: Raw -47804.114523 + Penalty 642.893072 = -47161.221451 nChanged 26 SP:Iteration 6Q (930.132931 sec): 3 clusters Score: Raw -47821.742827 + Penalty 642.893072 = -47178.849755 nChanged 22 SP:Iteration 7Q (930.174528 sec): 3 clusters Score: Raw -47834.482084 + Penalty 642.893072 = -47191.589012 nChanged 20 SP:Iteration 8Q (930.226653 sec): 3 clusters Score: Raw -47845.819450 + Penalty 642.893072 = -47202.926378 nChanged 19 SP:Iteration 9Q (930.267373 sec): 3 clusters Score: Raw -47858.016324 + Penalty 642.893072 = -47215.123252 nChanged 18 SP:Iteration 10Q (930.309981 sec): 3 clusters Score: Raw -47869.548124 + Penalty 642.893072 = -47226.655053 nChanged 16 SP:Iteration 11Q (930.355998 sec): 3 clusters Score: Raw -47881.667214 + Penalty 642.893072 = -47238.774143 nChanged 14 SP:Iteration 12Q (930.400984 sec): 3 clusters Score: Raw -47887.419555 + Penalty 642.893072 = -47244.526483 nChanged 6 SP:Iteration 13Q (930.453901 sec): 3 clusters Score: Raw -47890.122936 + Penalty 642.893072 = -47247.229864 nChanged 5 SP:Iteration 14Q (930.495921 sec): 3 clusters Score: Raw -47893.522005 + Penalty 642.893072 = -47250.628934 nChanged 7 SP:Iteration 15Q (930.553466 sec): 3 clusters Score: Raw -47899.251468 + Penalty 642.893072 = -47256.358397 nChanged 7 SP:Iteration 16Q (930.596826 sec): 3 clusters Score: Raw -47904.115050 + Penalty 642.893072 = -47261.221978 nChanged 3 SP:Iteration 17Q (930.641065 sec): 3 clusters Score: Raw -47905.563778 + Penalty 642.893072 = -47262.670706 nChanged 1 SP:Iteration 18Q (930.673290 sec): 3 clusters Score: Raw -47905.898296 + Penalty 642.893072 = -47263.005224 nChanged 0 SP:Iteration 19F (930.728199 sec): 3 clusters Score: Raw -47905.898296 + Penalty 642.893072 = -47263.005224 nChanged 0 Trying to split cluster 24 (927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (930.754607 sec): 2 clusters Score: Raw -37575.250812 + Penalty 310.853887 = -37264.396924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (930.800831 sec): 3 clusters Score: Raw -37120.690352 + Penalty 621.707774 = -36498.982577 nChanged 348 SP:Iteration 1F (930.841622 sec): 3 clusters Score: Raw -37338.895229 + Penalty 621.707774 = -36717.187455 nChanged 64 SP:Iteration 2F (930.887598 sec): 3 clusters Score: Raw -37387.813020 + Penalty 621.707774 = -36766.105245 nChanged 56 SP:Iteration 3F (930.930897 sec): 3 clusters Score: Raw -37435.527132 + Penalty 621.707774 = -36813.819357 nChanged 58 SP:Iteration 4F (930.962213 sec): 3 clusters Score: Raw -37481.476350 + Penalty 621.707774 = -36859.768576 nChanged 51 SP:Iteration 5F (931.004818 sec): 3 clusters Score: Raw -37515.593218 + Penalty 621.707774 = -36893.885443 nChanged 40 SP:Iteration 6Q (931.051728 sec): 3 clusters Score: Raw -37544.052968 + Penalty 621.707774 = -36922.345194 nChanged 24 SP:Iteration 7Q (931.092210 sec): 3 clusters Score: Raw -37556.812367 + Penalty 621.707774 = -36935.104593 nChanged 18 SP:Iteration 8Q (931.132533 sec): 3 clusters Score: Raw -37566.800854 + Penalty 621.707774 = -36945.093080 nChanged 16 SP:Iteration 9Q (931.184106 sec): 3 clusters Score: Raw -37574.331487 + Penalty 621.707774 = -36952.623713 nChanged 11 SP:Iteration 10Q (931.219499 sec): 3 clusters Score: Raw -37580.598795 + Penalty 621.707774 = -36958.891020 nChanged 11 SP:Iteration 11Q (931.271400 sec): 3 clusters Score: Raw -37585.172308 + Penalty 621.707774 = -36963.464533 nChanged 5 SP:Iteration 12Q (931.301855 sec): 3 clusters Score: Raw -37587.835418 + Penalty 621.707774 = -36966.127643 nChanged 7 SP:Iteration 13Q (931.349077 sec): 3 clusters Score: Raw -37590.181704 + Penalty 621.707774 = -36968.473930 nChanged 7 SP:Iteration 14Q (931.397618 sec): 3 clusters Score: Raw -37593.518136 + Penalty 621.707774 = -36971.810361 nChanged 11 SP:Iteration 15Q (931.440941 sec): 3 clusters Score: Raw -37597.526824 + Penalty 621.707774 = -36975.819050 nChanged 7 SP:Iteration 16Q (931.487425 sec): 3 clusters Score: Raw -37599.774796 + Penalty 621.707774 = -36978.067022 nChanged 4 SP:Iteration 17Q (931.524773 sec): 3 clusters Score: Raw -37600.650576 + Penalty 621.707774 = -36978.942801 nChanged 6 SP:Iteration 18Q (931.573395 sec): 3 clusters Score: Raw -37602.372647 + Penalty 621.707774 = -36980.664873 nChanged 4 SP:Iteration 19Q (931.617748 sec): 3 clusters Score: Raw -37604.416299 + Penalty 621.707774 = -36982.708524 nChanged 3 SP:Iteration 20F (931.660876 sec): 3 clusters Score: Raw -37605.254700 + Penalty 621.707774 = -36983.546926 nChanged 3 SP:Iteration 21Q (931.700119 sec): 3 clusters Score: Raw -37606.512401 + Penalty 621.707774 = -36984.804627 nChanged 4 SP:Iteration 22Q (931.747041 sec): 3 clusters Score: Raw -37608.346424 + Penalty 621.707774 = -36986.638649 nChanged 4 SP:Iteration 23Q (931.792032 sec): 3 clusters Score: Raw -37610.446355 + Penalty 621.707774 = -36988.738581 nChanged 9 SP:Iteration 24Q (931.826155 sec): 3 clusters Score: Raw -37615.843118 + Penalty 621.707774 = -36994.135344 nChanged 2 SP:Iteration 25Q (931.872300 sec): 3 clusters Score: Raw -37618.063065 + Penalty 621.707774 = -36996.355291 nChanged 4 SP:Iteration 26Q (931.914458 sec): 3 clusters Score: Raw -37620.033767 + Penalty 621.707774 = -36998.325993 nChanged 5 SP:Iteration 27Q (931.954353 sec): 3 clusters Score: Raw -37622.454357 + Penalty 621.707774 = -37000.746583 nChanged 2 SP:Iteration 28Q (932.004171 sec): 3 clusters Score: Raw -37623.020717 + Penalty 621.707774 = -37001.312943 nChanged 1 SP:Iteration 29Q (932.043715 sec): 3 clusters Score: Raw -37623.106326 + Penalty 621.707774 = -37001.398551 nChanged 1 SP:Iteration 30Q (932.077665 sec): 3 clusters Score: Raw -37623.352992 + Penalty 621.707774 = -37001.645217 nChanged 0 SP:Iteration 31F (932.132394 sec): 3 clusters Score: Raw -37623.352992 + Penalty 621.707774 = -37001.645217 nChanged 0 Trying to split cluster 25 (4493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (932.160216 sec): 2 clusters Score: Raw -175552.667073 + Penalty 382.667554 = -175169.999519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (932.208652 sec): 3 clusters Score: Raw -172907.421266 + Penalty 765.335108 = -172142.086159 nChanged 1967 SP:Iteration 1F (932.254884 sec): 3 clusters Score: Raw -174014.801009 + Penalty 765.335108 = -173249.465902 nChanged 258 SP:Iteration 2F (932.304994 sec): 3 clusters Score: Raw -174160.723035 + Penalty 765.335108 = -173395.387927 nChanged 288 SP:Iteration 3F (932.356712 sec): 3 clusters Score: Raw -174346.181121 + Penalty 765.335108 = -173580.846013 nChanged 259 SP:Iteration 4F (932.401953 sec): 3 clusters Score: Raw -174509.848497 + Penalty 765.335108 = -173744.513389 nChanged 252 SP:Iteration 5F (932.454566 sec): 3 clusters Score: Raw -174689.509004 + Penalty 765.335108 = -173924.173897 nChanged 242 SP:Iteration 6F (932.508121 sec): 3 clusters Score: Raw -174852.146932 + Penalty 765.335108 = -174086.811824 nChanged 250 SP:Iteration 7F (932.544250 sec): 3 clusters Score: Raw -175003.989655 + Penalty 765.335108 = -174238.654548 nChanged 202 SP:Iteration 8Q (932.594468 sec): 3 clusters Score: Raw -175108.433801 + Penalty 765.335108 = -174343.098693 nChanged 147 SP:Iteration 9Q (932.649234 sec): 3 clusters Score: Raw -175166.420213 + Penalty 765.335108 = -174401.085105 nChanged 107 SP:Iteration 10Q (932.700023 sec): 3 clusters Score: Raw -175200.936166 + Penalty 765.335108 = -174435.601058 nChanged 82 SP:Iteration 11Q (932.747541 sec): 3 clusters Score: Raw -175225.642255 + Penalty 765.335108 = -174460.307147 nChanged 58 SP:Iteration 12Q (932.794968 sec): 3 clusters Score: Raw -175240.984857 + Penalty 765.335108 = -174475.649750 nChanged 53 SP:Iteration 13Q (932.831828 sec): 3 clusters Score: Raw -175255.681488 + Penalty 765.335108 = -174490.346381 nChanged 59 SP:Iteration 14Q (932.890025 sec): 3 clusters Score: Raw -175274.937632 + Penalty 765.335108 = -174509.602524 nChanged 61 SP:Iteration 15Q (932.930131 sec): 3 clusters Score: Raw -175294.218141 + Penalty 765.335108 = -174528.883033 nChanged 57 SP:Iteration 16Q (932.973878 sec): 3 clusters Score: Raw -175317.475858 + Penalty 765.335108 = -174552.140751 nChanged 85 SP:Iteration 17Q (933.032142 sec): 3 clusters Score: Raw -175357.940026 + Penalty 765.335108 = -174592.604918 nChanged 85 SP:Iteration 18Q (933.066352 sec): 3 clusters Score: Raw -175395.483977 + Penalty 765.335108 = -174630.148870 nChanged 82 SP:Iteration 19Q (933.124210 sec): 3 clusters Score: Raw -175436.088801 + Penalty 765.335108 = -174670.753694 nChanged 75 SP:Iteration 20F (933.174138 sec): 3 clusters Score: Raw -175474.810966 + Penalty 765.335108 = -174709.475858 nChanged 74 SP:Iteration 21Q (933.222875 sec): 3 clusters Score: Raw -175513.911486 + Penalty 765.335108 = -174748.576378 nChanged 69 SP:Iteration 22Q (933.261965 sec): 3 clusters Score: Raw -175545.426698 + Penalty 765.335108 = -174780.091590 nChanged 50 SP:Iteration 23Q (933.322467 sec): 3 clusters Score: Raw -175563.774201 + Penalty 765.335108 = -174798.439093 nChanged 49 SP:Iteration 24Q (933.363396 sec): 3 clusters Score: Raw -175581.492861 + Penalty 765.335108 = -174816.157753 nChanged 55 SP:Iteration 25Q (933.413683 sec): 3 clusters Score: Raw -175603.115977 + Penalty 765.335108 = -174837.780870 nChanged 50 SP:Iteration 26Q (933.466560 sec): 3 clusters Score: Raw -175620.581842 + Penalty 765.335108 = -174855.246734 nChanged 46 SP:Iteration 27Q (933.522224 sec): 3 clusters Score: Raw -175633.269413 + Penalty 765.335108 = -174867.934305 nChanged 35 SP:Iteration 28Q (933.574915 sec): 3 clusters Score: Raw -175642.831016 + Penalty 765.335108 = -174877.495908 nChanged 32 SP:Iteration 29Q (933.615686 sec): 3 clusters Score: Raw -175650.975920 + Penalty 765.335108 = -174885.640812 nChanged 31 SP:Iteration 30Q (933.671669 sec): 3 clusters Score: Raw -175660.375421 + Penalty 765.335108 = -174895.040313 nChanged 28 SP:Iteration 31Q (933.719132 sec): 3 clusters Score: Raw -175667.041233 + Penalty 765.335108 = -174901.706126 nChanged 25 SP:Iteration 32Q (933.763377 sec): 3 clusters Score: Raw -175673.578528 + Penalty 765.335108 = -174908.243420 nChanged 24 SP:Iteration 33Q (933.804240 sec): 3 clusters Score: Raw -175679.292052 + Penalty 765.335108 = -174913.956945 nChanged 22 SP:Iteration 34Q (933.852562 sec): 3 clusters Score: Raw -175684.096366 + Penalty 765.335108 = -174918.761259 nChanged 23 SP:Iteration 35Q (933.898439 sec): 3 clusters Score: Raw -175690.695221 + Penalty 765.335108 = -174925.360113 nChanged 26 SP:Iteration 36Q (933.946148 sec): 3 clusters Score: Raw -175698.599383 + Penalty 765.335108 = -174933.264275 nChanged 31 SP:Iteration 37Q (933.993511 sec): 3 clusters Score: Raw -175708.164691 + Penalty 765.335108 = -174942.829583 nChanged 29 SP:Iteration 38Q (934.041053 sec): 3 clusters Score: Raw -175714.959389 + Penalty 765.335108 = -174949.624282 nChanged 23 SP:Iteration 39Q (934.089295 sec): 3 clusters Score: Raw -175719.977998 + Penalty 765.335108 = -174954.642890 nChanged 24 SP:Iteration 40F (934.133578 sec): 3 clusters Score: Raw -175725.587859 + Penalty 765.335108 = -174960.252752 nChanged 26 SP:Iteration 41Q (934.181780 sec): 3 clusters Score: Raw -175732.871700 + Penalty 765.335108 = -174967.536593 nChanged 29 SP:Iteration 42Q (934.233245 sec): 3 clusters Score: Raw -175739.332322 + Penalty 765.335108 = -174973.997214 nChanged 17 SP:Iteration 43Q (934.272915 sec): 3 clusters Score: Raw -175742.238880 + Penalty 765.335108 = -174976.903773 nChanged 18 SP:Iteration 44Q (934.333221 sec): 3 clusters Score: Raw -175746.769329 + Penalty 765.335108 = -174981.434221 nChanged 17 SP:Iteration 45Q (934.373918 sec): 3 clusters Score: Raw -175751.719008 + Penalty 765.335108 = -174986.383900 nChanged 21 SP:Iteration 46Q (934.419929 sec): 3 clusters Score: Raw -175756.243174 + Penalty 765.335108 = -174990.908067 nChanged 19 SP:Iteration 47Q (934.470348 sec): 3 clusters Score: Raw -175759.517496 + Penalty 765.335108 = -174994.182388 nChanged 14 SP:Iteration 48Q (934.512669 sec): 3 clusters Score: Raw -175761.986028 + Penalty 765.335108 = -174996.650920 nChanged 11 SP:Iteration 49Q (934.560238 sec): 3 clusters Score: Raw -175763.476334 + Penalty 765.335108 = -174998.141226 nChanged 6 SP:Iteration 50Q (934.607931 sec): 3 clusters Score: Raw -175764.603344 + Penalty 765.335108 = -174999.268236 nChanged 8 SP:Iteration 51Q (934.644240 sec): 3 clusters Score: Raw -175766.036141 + Penalty 765.335108 = -175000.701033 nChanged 6 SP:Iteration 52Q (934.692609 sec): 3 clusters Score: Raw -175767.950318 + Penalty 765.335108 = -175002.615211 nChanged 8 SP:Iteration 53Q (934.741008 sec): 3 clusters Score: Raw -175769.651401 + Penalty 765.335108 = -175004.316294 nChanged 8 SP:Iteration 54Q (934.784756 sec): 3 clusters Score: Raw -175770.971969 + Penalty 765.335108 = -175005.636862 nChanged 7 SP:Iteration 55Q (934.824959 sec): 3 clusters Score: Raw -175771.999519 + Penalty 765.335108 = -175006.664411 nChanged 3 SP:Iteration 56Q (934.887307 sec): 3 clusters Score: Raw -175772.286259 + Penalty 765.335108 = -175006.951151 nChanged 1 SP:Iteration 57Q (934.937063 sec): 3 clusters Score: Raw -175772.333419 + Penalty 765.335108 = -175006.998312 nChanged 1 SP:Iteration 58Q (934.989126 sec): 3 clusters Score: Raw -175772.467257 + Penalty 765.335108 = -175007.132149 nChanged 2 SP:Iteration 59Q (935.035148 sec): 3 clusters Score: Raw -175772.713981 + Penalty 765.335108 = -175007.378874 nChanged 2 SP:Iteration 60F (935.075322 sec): 3 clusters Score: Raw -175773.041364 + Penalty 765.335108 = -175007.706256 nChanged 2 SP:Iteration 61Q (935.125518 sec): 3 clusters Score: Raw -175773.310690 + Penalty 765.335108 = -175007.975582 nChanged 2 SP:Iteration 62Q (935.175157 sec): 3 clusters Score: Raw -175773.657588 + Penalty 765.335108 = -175008.322480 nChanged 2 SP:Iteration 63Q (935.228185 sec): 3 clusters Score: Raw -175774.037839 + Penalty 765.335108 = -175008.702731 nChanged 1 SP:Iteration 64Q (935.277754 sec): 3 clusters Score: Raw -175774.124472 + Penalty 765.335108 = -175008.789365 nChanged 1 SP:Iteration 65Q (935.324829 sec): 3 clusters Score: Raw -175774.164438 + Penalty 765.335108 = -175008.829331 nChanged 0 SP:Iteration 66F (935.372842 sec): 3 clusters Score: Raw -175774.164438 + Penalty 765.335108 = -175008.829331 nChanged 0 Trying to split cluster 26 (6096 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (935.391221 sec): 2 clusters Score: Raw -269876.178642 + Penalty 396.550158 = -269479.628483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (935.452118 sec): 3 clusters Score: Raw -266218.058820 + Penalty 793.100317 = -265424.958503 nChanged 2823 SP:Iteration 1F (935.503947 sec): 3 clusters Score: Raw -268052.052371 + Penalty 793.100317 = -267258.952054 nChanged 557 SP:Iteration 2F (935.546421 sec): 3 clusters Score: Raw -268458.953417 + Penalty 793.100317 = -267665.853100 nChanged 523 SP:Iteration 3F (935.593593 sec): 3 clusters Score: Raw -268862.464583 + Penalty 793.100317 = -268069.364266 nChanged 425 SP:Iteration 4F (935.646195 sec): 3 clusters Score: Raw -269202.220066 + Penalty 793.100317 = -268409.119749 nChanged 310 SP:Iteration 5F (935.709834 sec): 3 clusters Score: Raw -269443.892349 + Penalty 793.100317 = -268650.792032 nChanged 218 SP:Iteration 6Q (935.749987 sec): 3 clusters Score: Raw -269623.688941 + Penalty 793.100317 = -268830.588625 nChanged 161 SP:Iteration 7Q (935.803829 sec): 3 clusters Score: Raw -269757.849653 + Penalty 793.100317 = -268964.749337 nChanged 103 SP:Iteration 8Q (935.848795 sec): 3 clusters Score: Raw -269860.592098 + Penalty 793.100317 = -269067.491781 nChanged 74 SP:Iteration 9Q (935.897683 sec): 3 clusters Score: Raw -269949.153588 + Penalty 793.100317 = -269156.053271 nChanged 57 SP:Iteration 10Q (935.946332 sec): 3 clusters Score: Raw -269992.416121 + Penalty 793.100317 = -269199.315804 nChanged 47 SP:Iteration 11Q (936.009206 sec): 3 clusters Score: Raw -270023.013078 + Penalty 793.100317 = -269229.912761 nChanged 37 SP:Iteration 12Q (936.063631 sec): 3 clusters Score: Raw -270045.088057 + Penalty 793.100317 = -269251.987740 nChanged 27 SP:Iteration 13Q (936.114369 sec): 3 clusters Score: Raw -270066.067695 + Penalty 793.100317 = -269272.967378 nChanged 25 SP:Iteration 14Q (936.156088 sec): 3 clusters Score: Raw -270086.526442 + Penalty 793.100317 = -269293.426126 nChanged 17 SP:Iteration 15Q (936.204445 sec): 3 clusters Score: Raw -270101.514541 + Penalty 793.100317 = -269308.414224 nChanged 18 SP:Iteration 16Q (936.255788 sec): 3 clusters Score: Raw -270114.554760 + Penalty 793.100317 = -269321.454443 nChanged 14 SP:Iteration 17Q (936.306205 sec): 3 clusters Score: Raw -270126.185227 + Penalty 793.100317 = -269333.084910 nChanged 12 SP:Iteration 18Q (936.363512 sec): 3 clusters Score: Raw -270133.921443 + Penalty 793.100317 = -269340.821126 nChanged 12 SP:Iteration 19Q (936.417628 sec): 3 clusters Score: Raw -270140.518057 + Penalty 793.100317 = -269347.417740 nChanged 6 SP:Iteration 20F (936.458315 sec): 3 clusters Score: Raw -270143.483100 + Penalty 793.100317 = -269350.382783 nChanged 9 SP:Iteration 21Q (936.512770 sec): 3 clusters Score: Raw -270149.866407 + Penalty 793.100317 = -269356.766090 nChanged 7 SP:Iteration 22Q (936.554872 sec): 3 clusters Score: Raw -270153.002664 + Penalty 793.100317 = -269359.902347 nChanged 5 SP:Iteration 23Q (936.608800 sec): 3 clusters Score: Raw -270154.350471 + Penalty 793.100317 = -269361.250154 nChanged 0 SP:Iteration 24F (936.647919 sec): 3 clusters Score: Raw -270154.350471 + Penalty 793.100317 = -269361.250154 nChanged 0 Trying to split cluster 27 (730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (936.671611 sec): 2 clusters Score: Raw -28426.082087 + Penalty 299.983526 = -28126.098560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (936.715780 sec): 3 clusters Score: Raw -28106.306891 + Penalty 599.967053 = -27506.339839 nChanged 268 SP:Iteration 1F (936.764535 sec): 3 clusters Score: Raw -28303.507255 + Penalty 599.967053 = -27703.540202 nChanged 62 SP:Iteration 2F (936.812200 sec): 3 clusters Score: Raw -28358.395718 + Penalty 599.967053 = -27758.428666 nChanged 48 SP:Iteration 3F (936.853825 sec): 3 clusters Score: Raw -28402.897742 + Penalty 599.967053 = -27802.930690 nChanged 30 SP:Iteration 4Q (936.899275 sec): 3 clusters Score: Raw -28434.053691 + Penalty 599.967053 = -27834.086638 nChanged 25 SP:Iteration 5Q (936.940478 sec): 3 clusters Score: Raw -28452.747203 + Penalty 599.967053 = -27852.780150 nChanged 19 SP:Iteration 6Q (936.980723 sec): 3 clusters Score: Raw -28461.677794 + Penalty 599.967053 = -27861.710741 nChanged 13 SP:Iteration 7Q (937.020966 sec): 3 clusters Score: Raw -28472.184593 + Penalty 599.967053 = -27872.217540 nChanged 17 SP:Iteration 8Q (937.064576 sec): 3 clusters Score: Raw -28484.220140 + Penalty 599.967053 = -27884.253087 nChanged 17 SP:Iteration 9Q (937.114765 sec): 3 clusters Score: Raw -28492.891125 + Penalty 599.967053 = -27892.924072 nChanged 12 SP:Iteration 10Q (937.165169 sec): 3 clusters Score: Raw -28498.915184 + Penalty 599.967053 = -27898.948131 nChanged 9 SP:Iteration 11Q (937.205280 sec): 3 clusters Score: Raw -28505.188188 + Penalty 599.967053 = -27905.221136 nChanged 5 SP:Iteration 12Q (937.248146 sec): 3 clusters Score: Raw -28506.992128 + Penalty 599.967053 = -27907.025075 nChanged 7 SP:Iteration 13Q (937.281325 sec): 3 clusters Score: Raw -28510.751597 + Penalty 599.967053 = -27910.784544 nChanged 5 SP:Iteration 14Q (937.331699 sec): 3 clusters Score: Raw -28512.772827 + Penalty 599.967053 = -27912.805775 nChanged 1 SP:Iteration 15Q (937.363353 sec): 3 clusters Score: Raw -28513.871723 + Penalty 599.967053 = -27913.904670 nChanged 3 SP:Iteration 16Q (937.408196 sec): 3 clusters Score: Raw -28515.295524 + Penalty 599.967053 = -27915.328472 nChanged 5 SP:Iteration 17Q (937.455328 sec): 3 clusters Score: Raw -28516.501761 + Penalty 599.967053 = -27916.534709 nChanged 2 SP:Iteration 18Q (937.492040 sec): 3 clusters Score: Raw -28516.981242 + Penalty 599.967053 = -27917.014190 nChanged 1 SP:Iteration 19Q (937.534567 sec): 3 clusters Score: Raw -28517.148291 + Penalty 599.967053 = -27917.181239 nChanged 0 SP:Iteration 20F (937.580225 sec): 3 clusters Score: Raw -28517.148291 + Penalty 599.967053 = -27917.181239 nChanged 0 Trying to split cluster 28 (597 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (937.596124 sec): 2 clusters Score: Raw -23215.558576 + Penalty 290.832229 = -22924.726347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (937.639759 sec): 3 clusters Score: Raw -22956.797575 + Penalty 581.664457 = -22375.133117 nChanged 218 SP:Iteration 1F (937.686928 sec): 3 clusters Score: Raw -23122.104786 + Penalty 581.664457 = -22540.440329 nChanged 53 SP:Iteration 2F (937.720321 sec): 3 clusters Score: Raw -23201.037519 + Penalty 581.664457 = -22619.373062 nChanged 45 SP:Iteration 3F (937.767082 sec): 3 clusters Score: Raw -23264.241715 + Penalty 581.664457 = -22682.577257 nChanged 33 SP:Iteration 4F (937.806351 sec): 3 clusters Score: Raw -23306.654439 + Penalty 581.664457 = -22724.989981 nChanged 22 SP:Iteration 5Q (937.852427 sec): 3 clusters Score: Raw -23344.882964 + Penalty 581.664457 = -22763.218507 nChanged 23 SP:Iteration 6Q (937.884914 sec): 3 clusters Score: Raw -23376.080947 + Penalty 581.664457 = -22794.416490 nChanged 17 SP:Iteration 7Q (937.928731 sec): 3 clusters Score: Raw -23396.777760 + Penalty 581.664457 = -22815.113303 nChanged 9 SP:Iteration 8Q (937.968289 sec): 3 clusters Score: Raw -23421.536520 + Penalty 581.664457 = -22839.872063 nChanged 5 SP:Iteration 9Q (938.012287 sec): 3 clusters Score: Raw -23444.284703 + Penalty 581.664457 = -22862.620246 nChanged 7 SP:Iteration 10Q (938.058748 sec): 3 clusters Score: Raw -23468.522233 + Penalty 581.664457 = -22886.857776 nChanged 7 SP:Iteration 11Q (938.106726 sec): 3 clusters Score: Raw -23476.659313 + Penalty 581.664457 = -22894.994856 nChanged 5 SP:Iteration 12Q (938.149700 sec): 3 clusters Score: Raw -23479.371599 + Penalty 581.664457 = -22897.707142 nChanged 4 SP:Iteration 13Q (938.187196 sec): 3 clusters Score: Raw -23482.916764 + Penalty 581.664457 = -22901.252306 nChanged 5 SP:Iteration 14Q (938.234631 sec): 3 clusters Score: Raw -23486.261049 + Penalty 581.664457 = -22904.596592 nChanged 4 SP:Iteration 15Q (938.278285 sec): 3 clusters Score: Raw -23489.041195 + Penalty 581.664457 = -22907.376738 nChanged 3 SP:Iteration 16Q (938.332173 sec): 3 clusters Score: Raw -23490.950987 + Penalty 581.664457 = -22909.286529 nChanged 1 SP:Iteration 17Q (938.377993 sec): 3 clusters Score: Raw -23491.347769 + Penalty 581.664457 = -22909.683312 nChanged 2 SP:Iteration 18Q (938.427361 sec): 3 clusters Score: Raw -23492.321068 + Penalty 581.664457 = -22910.656610 nChanged 0 SP:Iteration 19F (938.467343 sec): 3 clusters Score: Raw -23492.321068 + Penalty 581.664457 = -22910.656610 nChanged 0 Iteration 99Q (940.758107 sec): 31 clusters Score: Raw -13158490.319178 + Penalty 17313.437109 = -13141176.882070 nChanged 772 Iteration 100F (944.477241 sec): 31 clusters Score: Raw -13158720.536427 + Penalty 17313.437109 = -13141407.099318 nChanged 591 Iteration 101Q (946.872323 sec): 31 clusters Score: Raw -13158800.996190 + Penalty 17313.437109 = -13141487.559081 nChanged 290 Iteration 102Q (949.300438 sec): 31 clusters Score: Raw -13158832.164799 + Penalty 17313.437109 = -13141518.727690 nChanged 190 Iteration 103Q (951.890900 sec): 31 clusters Score: Raw -13158851.664953 + Penalty 17313.437109 = -13141538.227844 nChanged 160 Iteration 104Q (954.316241 sec): 31 clusters Score: Raw -13158865.458342 + Penalty 17313.437109 = -13141552.021234 nChanged 106 Iteration 105Q (956.780500 sec): 31 clusters Score: Raw -13158874.854932 + Penalty 17313.437109 = -13141561.417824 nChanged 106 Iteration 106Q (959.416659 sec): 31 clusters Score: Raw -13158885.416210 + Penalty 17313.437109 = -13141571.979102 nChanged 95 Iteration 107Q (961.818123 sec): 31 clusters Score: Raw -13158893.397125 + Penalty 17313.437109 = -13141579.960016 nChanged 84 Iteration 108Q (964.189896 sec): 31 clusters Score: Raw -13158902.195615 + Penalty 17313.437109 = -13141588.758507 nChanged 71 Iteration 109Q (966.751239 sec): 31 clusters Score: Raw -13158914.462398 + Penalty 17313.437109 = -13141601.025289 nChanged 73 Iteration 110Q (969.259643 sec): 31 clusters Score: Raw -13158925.900669 + Penalty 17313.437109 = -13141612.463561 nChanged 68 Iteration 111Q (971.563745 sec): 31 clusters Score: Raw -13158934.905278 + Penalty 17313.437109 = -13141621.468170 nChanged 69 Iteration 112Q (974.127635 sec): 31 clusters Score: Raw -13158942.900663 + Penalty 17313.437109 = -13141629.463555 nChanged 54 Iteration 113Q (976.593102 sec): 31 clusters Score: Raw -13158947.241983 + Penalty 17313.437109 = -13141633.804875 nChanged 47 Iteration 114Q (978.908506 sec): 31 clusters Score: Raw -13158951.238065 + Penalty 17313.437109 = -13141637.800956 nChanged 50 Iteration 115Q (981.263236 sec): 31 clusters Score: Raw -13158955.349137 + Penalty 17313.437109 = -13141641.912028 nChanged 51 Iteration 116Q (983.795663 sec): 31 clusters Score: Raw -13158959.111673 + Penalty 17313.437109 = -13141645.674564 nChanged 52 Iteration 117Q (986.123226 sec): 31 clusters Score: Raw -13158962.154997 + Penalty 17313.437109 = -13141648.717889 nChanged 44 Iteration 118Q (988.325100 sec): 31 clusters Score: Raw -13158963.914823 + Penalty 17313.437109 = -13141650.477714 nChanged 36 Iteration 119Q (990.780654 sec): 31 clusters Score: Raw -13158965.522467 + Penalty 17313.437109 = -13141652.085358 nChanged 37 Iteration 120F (994.501427 sec): 31 clusters Score: Raw -13158966.984675 + Penalty 17313.437109 = -13141653.547566 nChanged 32 Iteration 121Q (996.893825 sec): 31 clusters Score: Raw -13158968.349894 + Penalty 17313.437109 = -13141654.912785 nChanged 24 Iteration 122Q (999.283814 sec): 31 clusters Score: Raw -13158970.238092 + Penalty 17313.437109 = -13141656.800984 nChanged 38 Iteration 123Q (1001.765054 sec): 31 clusters Score: Raw -13158973.371308 + Penalty 17313.437109 = -13141659.934199 nChanged 45 Iteration 124Q (1004.207064 sec): 31 clusters Score: Raw -13158976.312383 + Penalty 17313.437109 = -13141662.875274 nChanged 41 Iteration 125Q (1006.758391 sec): 31 clusters Score: Raw -13158978.401260 + Penalty 17313.437109 = -13141664.964152 nChanged 25 Iteration 126Q (1009.115997 sec): 31 clusters Score: Raw -13158979.653572 + Penalty 17313.437109 = -13141666.216463 nChanged 22 Iteration 127Q (1011.399246 sec): 31 clusters Score: Raw -13158980.843390 + Penalty 17313.437109 = -13141667.406282 nChanged 26 Iteration 128Q (1013.854265 sec): 31 clusters Score: Raw -13158982.729883 + Penalty 17313.437109 = -13141669.292775 nChanged 26 Iteration 129Q (1016.127878 sec): 31 clusters Score: Raw -13158984.212804 + Penalty 17313.437109 = -13141670.775695 nChanged 20 Iteration 130Q (1018.161573 sec): 31 clusters Score: Raw -13158985.501952 + Penalty 17313.437109 = -13141672.064843 nChanged 15 Iteration 131Q (1020.512553 sec): 31 clusters Score: Raw -13158986.580115 + Penalty 17313.437109 = -13141673.143007 nChanged 13 Iteration 132Q (1022.880533 sec): 31 clusters Score: Raw -13158987.455633 + Penalty 17313.437109 = -13141674.018525 nChanged 8 Iteration 133Q (1025.196971 sec): 31 clusters Score: Raw -13158987.940330 + Penalty 17313.437109 = -13141674.503222 nChanged 11 Iteration 134Q (1027.445477 sec): 31 clusters Score: Raw -13158988.449104 + Penalty 17313.437109 = -13141675.011995 nChanged 10 Iteration 135Q (1029.757936 sec): 31 clusters Score: Raw -13158989.621659 + Penalty 17313.437109 = -13141676.184550 nChanged 12 Iteration 136Q (1031.851740 sec): 31 clusters Score: Raw -13158990.359012 + Penalty 17313.437109 = -13141676.921904 nChanged 7 Iteration 137Q (1034.092706 sec): 31 clusters Score: Raw -13158990.888639 + Penalty 17313.437109 = -13141677.451530 nChanged 4 Iteration 138Q (1036.691947 sec): 31 clusters Score: Raw -13158991.276323 + Penalty 17313.437109 = -13141677.839215 nChanged 2 Writing temp clu file Because OldScore, -13141677.451530, is greater than current (better) Score,-13141677.839215 Compute initial score before splitting: Score: Raw -13158991.276323 + Penalty 17313.437109 = -13141677.839215 Trying to split cluster 1 (10109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1036.818561 sec): 2 clusters Score: Raw -441172.254093 + Penalty 419.563753 = -440752.690340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1036.877330 sec): 3 clusters Score: Raw -434880.317416 + Penalty 839.127507 = -434041.189909 nChanged 4687 SP:Iteration 1F (1036.927263 sec): 3 clusters Score: Raw -437647.227279 + Penalty 839.127507 = -436808.099772 nChanged 653 SP:Iteration 2F (1036.983774 sec): 3 clusters Score: Raw -437973.334208 + Penalty 839.127507 = -437134.206701 nChanged 622 SP:Iteration 3F (1037.034532 sec): 3 clusters Score: Raw -438279.203723 + Penalty 839.127507 = -437440.076216 nChanged 587 SP:Iteration 4F (1037.077267 sec): 3 clusters Score: Raw -438590.398705 + Penalty 839.127507 = -437751.271198 nChanged 524 SP:Iteration 5F (1037.130973 sec): 3 clusters Score: Raw -438827.702593 + Penalty 839.127507 = -437988.575086 nChanged 444 SP:Iteration 6Q (1037.194750 sec): 3 clusters Score: Raw -438996.962893 + Penalty 839.127507 = -438157.835386 nChanged 334 SP:Iteration 7Q (1037.252684 sec): 3 clusters Score: Raw -439128.139914 + Penalty 839.127507 = -438289.012408 nChanged 302 SP:Iteration 8Q (1037.304064 sec): 3 clusters Score: Raw -439251.269438 + Penalty 839.127507 = -438412.141932 nChanged 297 SP:Iteration 9Q (1037.356047 sec): 3 clusters Score: Raw -439383.253863 + Penalty 839.127507 = -438544.126356 nChanged 296 SP:Iteration 10Q (1037.412137 sec): 3 clusters Score: Raw -439521.917524 + Penalty 839.127507 = -438682.790017 nChanged 273 SP:Iteration 11Q (1037.461413 sec): 3 clusters Score: Raw -439640.382664 + Penalty 839.127507 = -438801.255157 nChanged 205 SP:Iteration 12Q (1037.513721 sec): 3 clusters Score: Raw -439728.975292 + Penalty 839.127507 = -438889.847785 nChanged 194 SP:Iteration 13Q (1037.578100 sec): 3 clusters Score: Raw -439815.590580 + Penalty 839.127507 = -438976.463073 nChanged 146 SP:Iteration 14Q (1037.622275 sec): 3 clusters Score: Raw -439875.126710 + Penalty 839.127507 = -439035.999203 nChanged 125 SP:Iteration 15Q (1037.686959 sec): 3 clusters Score: Raw -439922.298973 + Penalty 839.127507 = -439083.171466 nChanged 122 SP:Iteration 16Q (1037.741199 sec): 3 clusters Score: Raw -439954.504476 + Penalty 839.127507 = -439115.376969 nChanged 110 SP:Iteration 17Q (1037.798477 sec): 3 clusters Score: Raw -439985.895172 + Penalty 839.127507 = -439146.767665 nChanged 118 SP:Iteration 18Q (1037.852537 sec): 3 clusters Score: Raw -440019.532748 + Penalty 839.127507 = -439180.405241 nChanged 123 SP:Iteration 19Q (1037.907000 sec): 3 clusters Score: Raw -440053.778628 + Penalty 839.127507 = -439214.651121 nChanged 139 SP:Iteration 20F (1037.957565 sec): 3 clusters Score: Raw -440095.130078 + Penalty 839.127507 = -439256.002571 nChanged 137 SP:Iteration 21Q (1038.024327 sec): 3 clusters Score: Raw -440134.709526 + Penalty 839.127507 = -439295.582019 nChanged 145 SP:Iteration 22Q (1038.075524 sec): 3 clusters Score: Raw -440180.154256 + Penalty 839.127507 = -439341.026749 nChanged 148 SP:Iteration 23Q (1038.121553 sec): 3 clusters Score: Raw -440228.048697 + Penalty 839.127507 = -439388.921190 nChanged 141 SP:Iteration 24Q (1038.180201 sec): 3 clusters Score: Raw -440273.838878 + Penalty 839.127507 = -439434.711371 nChanged 144 SP:Iteration 25Q (1038.223959 sec): 3 clusters Score: Raw -440323.674259 + Penalty 839.127507 = -439484.546752 nChanged 155 SP:Iteration 26Q (1038.281663 sec): 3 clusters Score: Raw -440383.204121 + Penalty 839.127507 = -439544.076614 nChanged 164 SP:Iteration 27Q (1038.338585 sec): 3 clusters Score: Raw -440457.303632 + Penalty 839.127507 = -439618.176125 nChanged 176 SP:Iteration 28Q (1038.390116 sec): 3 clusters Score: Raw -440534.901339 + Penalty 839.127507 = -439695.773832 nChanged 157 SP:Iteration 29Q (1038.434191 sec): 3 clusters Score: Raw -440611.079684 + Penalty 839.127507 = -439771.952177 nChanged 165 SP:Iteration 30Q (1038.492578 sec): 3 clusters Score: Raw -440695.839956 + Penalty 839.127507 = -439856.712449 nChanged 149 SP:Iteration 31Q (1038.535956 sec): 3 clusters Score: Raw -440775.478024 + Penalty 839.127507 = -439936.350517 nChanged 150 SP:Iteration 32Q (1038.586641 sec): 3 clusters Score: Raw -440860.244899 + Penalty 839.127507 = -440021.117392 nChanged 121 SP:Iteration 33Q (1038.638202 sec): 3 clusters Score: Raw -440930.238449 + Penalty 839.127507 = -440091.110942 nChanged 100 SP:Iteration 34Q (1038.697145 sec): 3 clusters Score: Raw -440989.993333 + Penalty 839.127507 = -440150.865826 nChanged 71 SP:Iteration 35Q (1038.753668 sec): 3 clusters Score: Raw -441031.040004 + Penalty 839.127507 = -440191.912497 nChanged 55 SP:Iteration 36Q (1038.802185 sec): 3 clusters Score: Raw -441059.313568 + Penalty 839.127507 = -440220.186061 nChanged 51 SP:Iteration 37Q (1038.848319 sec): 3 clusters Score: Raw -441090.666310 + Penalty 839.127507 = -440251.538803 nChanged 36 SP:Iteration 38Q (1038.915507 sec): 3 clusters Score: Raw -441114.802668 + Penalty 839.127507 = -440275.675161 nChanged 37 SP:Iteration 39Q (1038.965584 sec): 3 clusters Score: Raw -441136.723130 + Penalty 839.127507 = -440297.595623 nChanged 25 SP:Iteration 40F (1039.019478 sec): 3 clusters Score: Raw -441153.885294 + Penalty 839.127507 = -440314.757787 nChanged 14 SP:Iteration 41Q (1039.079008 sec): 3 clusters Score: Raw -441160.333952 + Penalty 839.127507 = -440321.206445 nChanged 15 SP:Iteration 42Q (1039.112243 sec): 3 clusters Score: Raw -441169.676574 + Penalty 839.127507 = -440330.549067 nChanged 9 SP:Iteration 43Q (1039.166146 sec): 3 clusters Score: Raw -441176.421246 + Penalty 839.127507 = -440337.293739 nChanged 12 SP:Iteration 44Q (1039.220115 sec): 3 clusters Score: Raw -441185.942601 + Penalty 839.127507 = -440346.815094 nChanged 14 SP:Iteration 45Q (1039.277584 sec): 3 clusters Score: Raw -441193.200094 + Penalty 839.127507 = -440354.072587 nChanged 11 SP:Iteration 46Q (1039.322491 sec): 3 clusters Score: Raw -441199.227382 + Penalty 839.127507 = -440360.099875 nChanged 8 SP:Iteration 47Q (1039.377355 sec): 3 clusters Score: Raw -441202.773199 + Penalty 839.127507 = -440363.645692 nChanged 5 SP:Iteration 48Q (1039.430301 sec): 3 clusters Score: Raw -441208.470602 + Penalty 839.127507 = -440369.343095 nChanged 6 SP:Iteration 49Q (1039.480906 sec): 3 clusters Score: Raw -441213.514793 + Penalty 839.127507 = -440374.387286 nChanged 2 SP:Iteration 50Q (1039.532056 sec): 3 clusters Score: Raw -441214.259705 + Penalty 839.127507 = -440375.132198 nChanged 1 SP:Iteration 51Q (1039.580986 sec): 3 clusters Score: Raw -441214.446728 + Penalty 839.127507 = -440375.319221 nChanged 0 SP:Iteration 52F (1039.638694 sec): 3 clusters Score: Raw -441214.446728 + Penalty 839.127507 = -440375.319221 nChanged 0 Trying to split cluster 2 (1080 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1039.659972 sec): 2 clusters Score: Raw -50076.159472 + Penalty 317.804593 = -49758.354879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1039.713998 sec): 3 clusters Score: Raw -49507.598012 + Penalty 635.609185 = -48871.988827 nChanged 426 SP:Iteration 1F (1039.765086 sec): 3 clusters Score: Raw -49763.202388 + Penalty 635.609185 = -49127.593203 nChanged 91 SP:Iteration 2F (1039.798548 sec): 3 clusters Score: Raw -49808.688661 + Penalty 635.609185 = -49173.079476 nChanged 58 SP:Iteration 3F (1039.853204 sec): 3 clusters Score: Raw -49841.480900 + Penalty 635.609185 = -49205.871715 nChanged 37 SP:Iteration 4Q (1039.888188 sec): 3 clusters Score: Raw -49858.110134 + Penalty 635.609185 = -49222.500949 nChanged 24 SP:Iteration 5Q (1039.937834 sec): 3 clusters Score: Raw -49867.025623 + Penalty 635.609185 = -49231.416438 nChanged 17 SP:Iteration 6Q (1039.982454 sec): 3 clusters Score: Raw -49873.269902 + Penalty 635.609185 = -49237.660717 nChanged 12 SP:Iteration 7Q (1040.022457 sec): 3 clusters Score: Raw -49876.017917 + Penalty 635.609185 = -49240.408732 nChanged 9 SP:Iteration 8Q (1040.062147 sec): 3 clusters Score: Raw -49878.567683 + Penalty 635.609185 = -49242.958498 nChanged 8 SP:Iteration 9Q (1040.101894 sec): 3 clusters Score: Raw -49881.378152 + Penalty 635.609185 = -49245.768967 nChanged 10 SP:Iteration 10Q (1040.150086 sec): 3 clusters Score: Raw -49884.490660 + Penalty 635.609185 = -49248.881474 nChanged 16 SP:Iteration 11Q (1040.195143 sec): 3 clusters Score: Raw -49890.249383 + Penalty 635.609185 = -49254.640198 nChanged 17 SP:Iteration 12Q (1040.238496 sec): 3 clusters Score: Raw -49894.809185 + Penalty 635.609185 = -49259.200000 nChanged 12 SP:Iteration 13Q (1040.283780 sec): 3 clusters Score: Raw -49900.738042 + Penalty 635.609185 = -49265.128857 nChanged 11 SP:Iteration 14Q (1040.330255 sec): 3 clusters Score: Raw -49905.671127 + Penalty 635.609185 = -49270.061942 nChanged 14 SP:Iteration 15Q (1040.376984 sec): 3 clusters Score: Raw -49911.346050 + Penalty 635.609185 = -49275.736865 nChanged 16 SP:Iteration 16Q (1040.420606 sec): 3 clusters Score: Raw -49917.884140 + Penalty 635.609185 = -49282.274955 nChanged 14 SP:Iteration 17Q (1040.465697 sec): 3 clusters Score: Raw -49922.435781 + Penalty 635.609185 = -49286.826596 nChanged 20 SP:Iteration 18Q (1040.509044 sec): 3 clusters Score: Raw -49930.533277 + Penalty 635.609185 = -49294.924092 nChanged 17 SP:Iteration 19Q (1040.561366 sec): 3 clusters Score: Raw -49939.079994 + Penalty 635.609185 = -49303.470809 nChanged 17 SP:Iteration 20F (1040.608572 sec): 3 clusters Score: Raw -49946.566444 + Penalty 635.609185 = -49310.957259 nChanged 16 SP:Iteration 21Q (1040.652147 sec): 3 clusters Score: Raw -49955.585305 + Penalty 635.609185 = -49319.976120 nChanged 20 SP:Iteration 22Q (1040.698312 sec): 3 clusters Score: Raw -49966.442689 + Penalty 635.609185 = -49330.833504 nChanged 24 SP:Iteration 23Q (1040.743356 sec): 3 clusters Score: Raw -49979.476650 + Penalty 635.609185 = -49343.867464 nChanged 24 SP:Iteration 24Q (1040.794332 sec): 3 clusters Score: Raw -49994.960701 + Penalty 635.609185 = -49359.351516 nChanged 24 SP:Iteration 25Q (1040.837276 sec): 3 clusters Score: Raw -50010.395695 + Penalty 635.609185 = -49374.786510 nChanged 24 SP:Iteration 26Q (1040.887236 sec): 3 clusters Score: Raw -50027.534849 + Penalty 635.609185 = -49391.925664 nChanged 19 SP:Iteration 27Q (1040.931666 sec): 3 clusters Score: Raw -50039.858751 + Penalty 635.609185 = -49404.249566 nChanged 13 SP:Iteration 28Q (1040.982442 sec): 3 clusters Score: Raw -50047.513319 + Penalty 635.609185 = -49411.904134 nChanged 13 SP:Iteration 29Q (1041.019693 sec): 3 clusters Score: Raw -50060.379975 + Penalty 635.609185 = -49424.770790 nChanged 17 SP:Iteration 30Q (1041.067660 sec): 3 clusters Score: Raw -50071.912006 + Penalty 635.609185 = -49436.302820 nChanged 8 SP:Iteration 31Q (1041.122775 sec): 3 clusters Score: Raw -50077.430596 + Penalty 635.609185 = -49441.821411 nChanged 9 SP:Iteration 32Q (1041.166343 sec): 3 clusters Score: Raw -50085.023872 + Penalty 635.609185 = -49449.414687 nChanged 7 SP:Iteration 33Q (1041.214051 sec): 3 clusters Score: Raw -50091.220372 + Penalty 635.609185 = -49455.611187 nChanged 6 SP:Iteration 34Q (1041.263777 sec): 3 clusters Score: Raw -50095.618324 + Penalty 635.609185 = -49460.009138 nChanged 3 SP:Iteration 35Q (1041.319237 sec): 3 clusters Score: Raw -50097.319303 + Penalty 635.609185 = -49461.710118 nChanged 2 SP:Iteration 36Q (1041.370754 sec): 3 clusters Score: Raw -50100.906220 + Penalty 635.609185 = -49465.297035 nChanged 1 SP:Iteration 37Q (1041.417681 sec): 3 clusters Score: Raw -50101.732862 + Penalty 635.609185 = -49466.123677 nChanged 1 SP:Iteration 38Q (1041.455866 sec): 3 clusters Score: Raw -50102.856895 + Penalty 635.609185 = -49467.247709 nChanged 3 SP:Iteration 39Q (1041.503033 sec): 3 clusters Score: Raw -50103.558527 + Penalty 635.609185 = -49467.949342 nChanged 0 SP:Iteration 40F (1041.548270 sec): 3 clusters Score: Raw -50103.558527 + Penalty 635.609185 = -49467.949342 nChanged 0 Trying to split cluster 3 (61850 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1041.624244 sec): 2 clusters Score: Raw -2646117.747750 + Penalty 501.977266 = -2645615.770484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1041.732896 sec): 3 clusters Score: Raw -2605026.457607 + Penalty 1003.954531 = -2604022.503075 nChanged 30072 SP:Iteration 1F (1041.838120 sec): 3 clusters Score: Raw -2626020.960702 + Penalty 1003.954531 = -2625017.006170 nChanged 3909 SP:Iteration 2F (1041.947875 sec): 3 clusters Score: Raw -2628440.098295 + Penalty 1003.954531 = -2627436.143763 nChanged 4083 SP:Iteration 3F (1042.049009 sec): 3 clusters Score: Raw -2631491.214560 + Penalty 1003.954531 = -2630487.260029 nChanged 3977 SP:Iteration 4F (1042.151046 sec): 3 clusters Score: Raw -2634572.466311 + Penalty 1003.954531 = -2633568.511779 nChanged 3316 SP:Iteration 5F (1042.251794 sec): 3 clusters Score: Raw -2636707.040260 + Penalty 1003.954531 = -2635703.085729 nChanged 2279 SP:Iteration 6Q (1042.355897 sec): 3 clusters Score: Raw -2637675.245105 + Penalty 1003.954531 = -2636671.290574 nChanged 1461 SP:Iteration 7Q (1042.468687 sec): 3 clusters Score: Raw -2638122.050496 + Penalty 1003.954531 = -2637118.095965 nChanged 1064 SP:Iteration 8Q (1042.569626 sec): 3 clusters Score: Raw -2638405.157244 + Penalty 1003.954531 = -2637401.202712 nChanged 947 SP:Iteration 9Q (1042.670767 sec): 3 clusters Score: Raw -2638666.392957 + Penalty 1003.954531 = -2637662.438426 nChanged 974 SP:Iteration 10Q (1042.760659 sec): 3 clusters Score: Raw -2638935.045059 + Penalty 1003.954531 = -2637931.090527 nChanged 971 SP:Iteration 11Q (1042.879300 sec): 3 clusters Score: Raw -2639196.215989 + Penalty 1003.954531 = -2638192.261458 nChanged 994 SP:Iteration 12Q (1042.977492 sec): 3 clusters Score: Raw -2639470.240885 + Penalty 1003.954531 = -2638466.286354 nChanged 1005 SP:Iteration 13Q (1043.084460 sec): 3 clusters Score: Raw -2639774.848183 + Penalty 1003.954531 = -2638770.893652 nChanged 1055 SP:Iteration 14Q (1043.199057 sec): 3 clusters Score: Raw -2640120.361261 + Penalty 1003.954531 = -2639116.406730 nChanged 1066 SP:Iteration 15Q (1043.304092 sec): 3 clusters Score: Raw -2640488.042514 + Penalty 1003.954531 = -2639484.087983 nChanged 1103 SP:Iteration 16Q (1043.400990 sec): 3 clusters Score: Raw -2640895.744713 + Penalty 1003.954531 = -2639891.790182 nChanged 1113 SP:Iteration 17Q (1043.502015 sec): 3 clusters Score: Raw -2641322.367767 + Penalty 1003.954531 = -2640318.413236 nChanged 1106 SP:Iteration 18Q (1043.603691 sec): 3 clusters Score: Raw -2641767.304495 + Penalty 1003.954531 = -2640763.349964 nChanged 1067 SP:Iteration 19Q (1043.703730 sec): 3 clusters Score: Raw -2642228.850299 + Penalty 1003.954531 = -2641224.895768 nChanged 1054 SP:Iteration 20F (1043.802635 sec): 3 clusters Score: Raw -2642738.596556 + Penalty 1003.954531 = -2641734.642025 nChanged 975 SP:Iteration 21Q (1043.902579 sec): 3 clusters Score: Raw -2643231.600954 + Penalty 1003.954531 = -2642227.646423 nChanged 914 SP:Iteration 22Q (1044.004914 sec): 3 clusters Score: Raw -2643702.024082 + Penalty 1003.954531 = -2642698.069551 nChanged 838 SP:Iteration 23Q (1044.107712 sec): 3 clusters Score: Raw -2644139.301069 + Penalty 1003.954531 = -2643135.346537 nChanged 716 SP:Iteration 24Q (1044.209011 sec): 3 clusters Score: Raw -2644512.156634 + Penalty 1003.954531 = -2643508.202102 nChanged 591 SP:Iteration 25Q (1044.301429 sec): 3 clusters Score: Raw -2644804.347252 + Penalty 1003.954531 = -2643800.392721 nChanged 545 SP:Iteration 26Q (1044.397507 sec): 3 clusters Score: Raw -2645064.739374 + Penalty 1003.954531 = -2644060.784843 nChanged 501 SP:Iteration 27Q (1044.497130 sec): 3 clusters Score: Raw -2645309.385288 + Penalty 1003.954531 = -2644305.430757 nChanged 435 SP:Iteration 28Q (1044.583431 sec): 3 clusters Score: Raw -2645530.514062 + Penalty 1003.954531 = -2644526.559531 nChanged 368 SP:Iteration 29Q (1044.686385 sec): 3 clusters Score: Raw -2645723.672357 + Penalty 1003.954531 = -2644719.717825 nChanged 283 SP:Iteration 30Q (1044.787779 sec): 3 clusters Score: Raw -2645861.533528 + Penalty 1003.954531 = -2644857.578997 nChanged 218 SP:Iteration 31Q (1044.882545 sec): 3 clusters Score: Raw -2645963.816324 + Penalty 1003.954531 = -2644959.861793 nChanged 166 SP:Iteration 32Q (1044.972022 sec): 3 clusters Score: Raw -2646040.564723 + Penalty 1003.954531 = -2645036.610192 nChanged 140 SP:Iteration 33Q (1045.066954 sec): 3 clusters Score: Raw -2646095.222740 + Penalty 1003.954531 = -2645091.268208 nChanged 108 SP:Iteration 34Q (1045.166689 sec): 3 clusters Score: Raw -2646139.282470 + Penalty 1003.954531 = -2645135.327939 nChanged 93 SP:Iteration 35Q (1045.263846 sec): 3 clusters Score: Raw -2646174.145266 + Penalty 1003.954531 = -2645170.190734 nChanged 77 SP:Iteration 36Q (1045.361402 sec): 3 clusters Score: Raw -2646199.330216 + Penalty 1003.954531 = -2645195.375684 nChanged 64 SP:Iteration 37Q (1045.458121 sec): 3 clusters Score: Raw -2646220.343081 + Penalty 1003.954531 = -2645216.388550 nChanged 44 SP:Iteration 38Q (1045.548401 sec): 3 clusters Score: Raw -2646235.023660 + Penalty 1003.954531 = -2645231.069128 nChanged 35 SP:Iteration 39Q (1045.649014 sec): 3 clusters Score: Raw -2646245.377389 + Penalty 1003.954531 = -2645241.422858 nChanged 31 SP:Iteration 40F (1045.752534 sec): 3 clusters Score: Raw -2646253.759767 + Penalty 1003.954531 = -2645249.805235 nChanged 26 SP:Iteration 41Q (1045.847084 sec): 3 clusters Score: Raw -2646259.886248 + Penalty 1003.954531 = -2645255.931717 nChanged 23 SP:Iteration 42Q (1045.947144 sec): 3 clusters Score: Raw -2646264.316380 + Penalty 1003.954531 = -2645260.361848 nChanged 17 SP:Iteration 43Q (1046.045907 sec): 3 clusters Score: Raw -2646267.496001 + Penalty 1003.954531 = -2645263.541470 nChanged 17 SP:Iteration 44Q (1046.137588 sec): 3 clusters Score: Raw -2646270.038957 + Penalty 1003.954531 = -2645266.084426 nChanged 5 SP:Iteration 45Q (1046.230345 sec): 3 clusters Score: Raw -2646271.026244 + Penalty 1003.954531 = -2645267.071713 nChanged 6 SP:Iteration 46Q (1046.329856 sec): 3 clusters Score: Raw -2646272.639159 + Penalty 1003.954531 = -2645268.684628 nChanged 5 SP:Iteration 47Q (1046.416829 sec): 3 clusters Score: Raw -2646273.209041 + Penalty 1003.954531 = -2645269.254510 nChanged 4 SP:Iteration 48Q (1046.507196 sec): 3 clusters Score: Raw -2646273.662468 + Penalty 1003.954531 = -2645269.707937 nChanged 2 SP:Iteration 49Q (1046.602692 sec): 3 clusters Score: Raw -2646274.212002 + Penalty 1003.954531 = -2645270.257471 nChanged 8 SP:Iteration 50Q (1046.687337 sec): 3 clusters Score: Raw -2646275.979625 + Penalty 1003.954531 = -2645272.025093 nChanged 8 SP:Iteration 51Q (1046.771783 sec): 3 clusters Score: Raw -2646278.845294 + Penalty 1003.954531 = -2645274.890763 nChanged 11 SP:Iteration 52Q (1046.856770 sec): 3 clusters Score: Raw -2646282.080082 + Penalty 1003.954531 = -2645278.125551 nChanged 9 SP:Iteration 53Q (1046.943444 sec): 3 clusters Score: Raw -2646284.711396 + Penalty 1003.954531 = -2645280.756865 nChanged 11 SP:Iteration 54Q (1047.043672 sec): 3 clusters Score: Raw -2646287.676015 + Penalty 1003.954531 = -2645283.721484 nChanged 9 SP:Iteration 55Q (1047.132478 sec): 3 clusters Score: Raw -2646289.870943 + Penalty 1003.954531 = -2645285.916411 nChanged 13 SP:Iteration 56Q (1047.226555 sec): 3 clusters Score: Raw -2646292.645669 + Penalty 1003.954531 = -2645288.691138 nChanged 11 SP:Iteration 57Q (1047.324161 sec): 3 clusters Score: Raw -2646295.176808 + Penalty 1003.954531 = -2645291.222277 nChanged 10 SP:Iteration 58Q (1047.416802 sec): 3 clusters Score: Raw -2646296.481872 + Penalty 1003.954531 = -2645292.527341 nChanged 6 SP:Iteration 59Q (1047.511466 sec): 3 clusters Score: Raw -2646297.725372 + Penalty 1003.954531 = -2645293.770841 nChanged 8 SP:Iteration 60F (1047.597167 sec): 3 clusters Score: Raw -2646299.484191 + Penalty 1003.954531 = -2645295.529660 nChanged 6 SP:Iteration 61Q (1047.684330 sec): 3 clusters Score: Raw -2646300.420845 + Penalty 1003.954531 = -2645296.466314 nChanged 2 SP:Iteration 62Q (1047.770672 sec): 3 clusters Score: Raw -2646300.549746 + Penalty 1003.954531 = -2645296.595215 nChanged 1 SP:Iteration 63Q (1047.856911 sec): 3 clusters Score: Raw -2646300.822131 + Penalty 1003.954531 = -2645296.867599 nChanged 4 SP:Iteration 64Q (1047.941931 sec): 3 clusters Score: Raw -2646301.731073 + Penalty 1003.954531 = -2645297.776542 nChanged 4 SP:Iteration 65Q (1048.025437 sec): 3 clusters Score: Raw -2646302.439930 + Penalty 1003.954531 = -2645298.485398 nChanged 4 SP:Iteration 66Q (1048.114791 sec): 3 clusters Score: Raw -2646302.907611 + Penalty 1003.954531 = -2645298.953079 nChanged 2 SP:Iteration 67Q (1048.200359 sec): 3 clusters Score: Raw -2646303.336744 + Penalty 1003.954531 = -2645299.382212 nChanged 1 SP:Iteration 68Q (1048.292124 sec): 3 clusters Score: Raw -2646303.577349 + Penalty 1003.954531 = -2645299.622818 nChanged 2 SP:Iteration 69Q (1048.386960 sec): 3 clusters Score: Raw -2646303.944518 + Penalty 1003.954531 = -2645299.989986 nChanged 2 SP:Iteration 70Q (1048.485754 sec): 3 clusters Score: Raw -2646304.359166 + Penalty 1003.954531 = -2645300.404634 nChanged 2 SP:Iteration 71Q (1048.573455 sec): 3 clusters Score: Raw -2646304.486943 + Penalty 1003.954531 = -2645300.532412 nChanged 0 SP:Iteration 72F (1048.673379 sec): 3 clusters Score: Raw -2646304.486943 + Penalty 1003.954531 = -2645300.532412 nChanged 0 Trying to split cluster 4 (2689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1048.703653 sec): 2 clusters Score: Raw -100220.384197 + Penalty 359.310072 = -99861.074125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1048.748676 sec): 3 clusters Score: Raw -98696.995607 + Penalty 718.620144 = -97978.375464 nChanged 1153 SP:Iteration 1F (1048.797733 sec): 3 clusters Score: Raw -99439.459846 + Penalty 718.620144 = -98720.839702 nChanged 210 SP:Iteration 2F (1048.838246 sec): 3 clusters Score: Raw -99604.754919 + Penalty 718.620144 = -98886.134775 nChanged 196 SP:Iteration 3F (1048.887452 sec): 3 clusters Score: Raw -99743.940681 + Penalty 718.620144 = -99025.320538 nChanged 132 SP:Iteration 4Q (1048.939294 sec): 3 clusters Score: Raw -99834.213465 + Penalty 718.620144 = -99115.593321 nChanged 116 SP:Iteration 5Q (1048.987974 sec): 3 clusters Score: Raw -99911.277553 + Penalty 718.620144 = -99192.657409 nChanged 119 SP:Iteration 6Q (1049.033553 sec): 3 clusters Score: Raw -99997.858315 + Penalty 718.620144 = -99279.238172 nChanged 97 SP:Iteration 7Q (1049.083876 sec): 3 clusters Score: Raw -100073.688312 + Penalty 718.620144 = -99355.068168 nChanged 74 SP:Iteration 8Q (1049.132816 sec): 3 clusters Score: Raw -100146.885866 + Penalty 718.620144 = -99428.265722 nChanged 68 SP:Iteration 9Q (1049.181272 sec): 3 clusters Score: Raw -100212.965560 + Penalty 718.620144 = -99494.345416 nChanged 71 SP:Iteration 10Q (1049.230606 sec): 3 clusters Score: Raw -100272.247733 + Penalty 718.620144 = -99553.627589 nChanged 46 SP:Iteration 11Q (1049.284296 sec): 3 clusters Score: Raw -100294.277884 + Penalty 718.620144 = -99575.657740 nChanged 30 SP:Iteration 12Q (1049.319366 sec): 3 clusters Score: Raw -100307.977988 + Penalty 718.620144 = -99589.357845 nChanged 22 SP:Iteration 13Q (1049.364795 sec): 3 clusters Score: Raw -100318.402265 + Penalty 718.620144 = -99599.782122 nChanged 20 SP:Iteration 14Q (1049.415978 sec): 3 clusters Score: Raw -100328.360127 + Penalty 718.620144 = -99609.739984 nChanged 18 SP:Iteration 15Q (1049.453057 sec): 3 clusters Score: Raw -100338.465088 + Penalty 718.620144 = -99619.844944 nChanged 16 SP:Iteration 16Q (1049.495825 sec): 3 clusters Score: Raw -100346.758268 + Penalty 718.620144 = -99628.138124 nChanged 13 SP:Iteration 17Q (1049.535603 sec): 3 clusters Score: Raw -100351.260509 + Penalty 718.620144 = -99632.640365 nChanged 7 SP:Iteration 18Q (1049.580113 sec): 3 clusters Score: Raw -100353.613207 + Penalty 718.620144 = -99634.993063 nChanged 6 SP:Iteration 19Q (1049.619427 sec): 3 clusters Score: Raw -100355.049973 + Penalty 718.620144 = -99636.429829 nChanged 8 SP:Iteration 20F (1049.664784 sec): 3 clusters Score: Raw -100357.276841 + Penalty 718.620144 = -99638.656697 nChanged 7 SP:Iteration 21Q (1049.694837 sec): 3 clusters Score: Raw -100358.677086 + Penalty 718.620144 = -99640.056942 nChanged 2 SP:Iteration 22Q (1049.741954 sec): 3 clusters Score: Raw -100358.931305 + Penalty 718.620144 = -99640.311161 nChanged 0 SP:Iteration 23F (1049.788281 sec): 3 clusters Score: Raw -100358.931305 + Penalty 718.620144 = -99640.311161 nChanged 0 Trying to split cluster 5 (8486 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1049.805648 sec): 2 clusters Score: Raw -357031.561908 + Penalty 411.600873 = -356619.961035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1049.841764 sec): 3 clusters Score: Raw -351827.080988 + Penalty 823.201745 = -351003.879242 nChanged 3901 SP:Iteration 1F (1049.896288 sec): 3 clusters Score: Raw -354349.443703 + Penalty 823.201745 = -353526.241958 nChanged 718 SP:Iteration 2F (1049.947027 sec): 3 clusters Score: Raw -354896.172035 + Penalty 823.201745 = -354072.970290 nChanged 656 SP:Iteration 3F (1050.004600 sec): 3 clusters Score: Raw -355384.731447 + Penalty 823.201745 = -354561.529702 nChanged 569 SP:Iteration 4F (1050.058640 sec): 3 clusters Score: Raw -355786.283990 + Penalty 823.201745 = -354963.082244 nChanged 434 SP:Iteration 5F (1050.115124 sec): 3 clusters Score: Raw -356058.545167 + Penalty 823.201745 = -355235.343421 nChanged 311 SP:Iteration 6Q (1050.169380 sec): 3 clusters Score: Raw -356211.132979 + Penalty 823.201745 = -355387.931234 nChanged 181 SP:Iteration 7Q (1050.221971 sec): 3 clusters Score: Raw -356278.402057 + Penalty 823.201745 = -355455.200311 nChanged 132 SP:Iteration 8Q (1050.276438 sec): 3 clusters Score: Raw -356325.930636 + Penalty 823.201745 = -355502.728890 nChanged 110 SP:Iteration 9Q (1050.332317 sec): 3 clusters Score: Raw -356362.722801 + Penalty 823.201745 = -355539.521056 nChanged 103 SP:Iteration 10Q (1050.389876 sec): 3 clusters Score: Raw -356390.993649 + Penalty 823.201745 = -355567.791904 nChanged 90 SP:Iteration 11Q (1050.447594 sec): 3 clusters Score: Raw -356415.762380 + Penalty 823.201745 = -355592.560635 nChanged 70 SP:Iteration 12Q (1050.500059 sec): 3 clusters Score: Raw -356430.992557 + Penalty 823.201745 = -355607.790812 nChanged 58 SP:Iteration 13Q (1050.553366 sec): 3 clusters Score: Raw -356443.078654 + Penalty 823.201745 = -355619.876908 nChanged 61 SP:Iteration 14Q (1050.604645 sec): 3 clusters Score: Raw -356456.321474 + Penalty 823.201745 = -355633.119729 nChanged 56 SP:Iteration 15Q (1050.670016 sec): 3 clusters Score: Raw -356469.717679 + Penalty 823.201745 = -355646.515934 nChanged 56 SP:Iteration 16Q (1050.732757 sec): 3 clusters Score: Raw -356479.253696 + Penalty 823.201745 = -355656.051950 nChanged 59 SP:Iteration 17Q (1050.783551 sec): 3 clusters Score: Raw -356489.984576 + Penalty 823.201745 = -355666.782831 nChanged 58 SP:Iteration 18Q (1050.837097 sec): 3 clusters Score: Raw -356499.372145 + Penalty 823.201745 = -355676.170400 nChanged 55 SP:Iteration 19Q (1050.888641 sec): 3 clusters Score: Raw -356508.409137 + Penalty 823.201745 = -355685.207392 nChanged 53 SP:Iteration 20F (1050.939590 sec): 3 clusters Score: Raw -356518.437299 + Penalty 823.201745 = -355695.235554 nChanged 55 SP:Iteration 21Q (1050.979599 sec): 3 clusters Score: Raw -356528.970672 + Penalty 823.201745 = -355705.768926 nChanged 56 SP:Iteration 22Q (1051.042898 sec): 3 clusters Score: Raw -356539.777538 + Penalty 823.201745 = -355716.575792 nChanged 59 SP:Iteration 23Q (1051.080143 sec): 3 clusters Score: Raw -356551.100864 + Penalty 823.201745 = -355727.899119 nChanged 45 SP:Iteration 24Q (1051.127821 sec): 3 clusters Score: Raw -356558.870023 + Penalty 823.201745 = -355735.668278 nChanged 41 SP:Iteration 25Q (1051.178630 sec): 3 clusters Score: Raw -356568.405623 + Penalty 823.201745 = -355745.203878 nChanged 50 SP:Iteration 26Q (1051.238518 sec): 3 clusters Score: Raw -356582.933727 + Penalty 823.201745 = -355759.731982 nChanged 48 SP:Iteration 27Q (1051.297088 sec): 3 clusters Score: Raw -356592.939164 + Penalty 823.201745 = -355769.737418 nChanged 48 SP:Iteration 28Q (1051.348767 sec): 3 clusters Score: Raw -356604.562881 + Penalty 823.201745 = -355781.361135 nChanged 49 SP:Iteration 29Q (1051.404645 sec): 3 clusters Score: Raw -356617.558334 + Penalty 823.201745 = -355794.356589 nChanged 66 SP:Iteration 30Q (1051.462628 sec): 3 clusters Score: Raw -356635.849519 + Penalty 823.201745 = -355812.647774 nChanged 61 SP:Iteration 31Q (1051.500742 sec): 3 clusters Score: Raw -356653.668165 + Penalty 823.201745 = -355830.466420 nChanged 79 SP:Iteration 32Q (1051.555124 sec): 3 clusters Score: Raw -356678.857245 + Penalty 823.201745 = -355855.655499 nChanged 78 SP:Iteration 33Q (1051.618704 sec): 3 clusters Score: Raw -356706.195273 + Penalty 823.201745 = -355882.993528 nChanged 88 SP:Iteration 34Q (1051.671966 sec): 3 clusters Score: Raw -356736.720607 + Penalty 823.201745 = -355913.518861 nChanged 76 SP:Iteration 35Q (1051.717275 sec): 3 clusters Score: Raw -356762.790159 + Penalty 823.201745 = -355939.588413 nChanged 82 SP:Iteration 36Q (1051.769444 sec): 3 clusters Score: Raw -356792.333815 + Penalty 823.201745 = -355969.132070 nChanged 79 SP:Iteration 37Q (1051.832385 sec): 3 clusters Score: Raw -356819.272276 + Penalty 823.201745 = -355996.070531 nChanged 74 SP:Iteration 38Q (1051.872671 sec): 3 clusters Score: Raw -356845.427820 + Penalty 823.201745 = -356022.226075 nChanged 63 SP:Iteration 39Q (1051.922848 sec): 3 clusters Score: Raw -356876.988424 + Penalty 823.201745 = -356053.786679 nChanged 69 SP:Iteration 40F (1051.973882 sec): 3 clusters Score: Raw -356914.481970 + Penalty 823.201745 = -356091.280224 nChanged 80 SP:Iteration 41Q (1052.020014 sec): 3 clusters Score: Raw -356955.134547 + Penalty 823.201745 = -356131.932801 nChanged 66 SP:Iteration 42Q (1052.077467 sec): 3 clusters Score: Raw -356983.384267 + Penalty 823.201745 = -356160.182521 nChanged 56 SP:Iteration 43Q (1052.118163 sec): 3 clusters Score: Raw -357008.714337 + Penalty 823.201745 = -356185.512591 nChanged 53 SP:Iteration 44Q (1052.167044 sec): 3 clusters Score: Raw -357027.316627 + Penalty 823.201745 = -356204.114882 nChanged 42 SP:Iteration 45Q (1052.219095 sec): 3 clusters Score: Raw -357042.742215 + Penalty 823.201745 = -356219.540470 nChanged 39 SP:Iteration 46Q (1052.268988 sec): 3 clusters Score: Raw -357064.301598 + Penalty 823.201745 = -356241.099853 nChanged 43 SP:Iteration 47Q (1052.314542 sec): 3 clusters Score: Raw -357081.569590 + Penalty 823.201745 = -356258.367844 nChanged 34 SP:Iteration 48Q (1052.371921 sec): 3 clusters Score: Raw -357093.760531 + Penalty 823.201745 = -356270.558786 nChanged 23 SP:Iteration 49Q (1052.418516 sec): 3 clusters Score: Raw -357100.908441 + Penalty 823.201745 = -356277.706695 nChanged 16 SP:Iteration 50Q (1052.469073 sec): 3 clusters Score: Raw -357105.195511 + Penalty 823.201745 = -356281.993765 nChanged 8 SP:Iteration 51Q (1052.523250 sec): 3 clusters Score: Raw -357107.098832 + Penalty 823.201745 = -356283.897087 nChanged 5 SP:Iteration 52Q (1052.578504 sec): 3 clusters Score: Raw -357109.676564 + Penalty 823.201745 = -356286.474819 nChanged 11 SP:Iteration 53Q (1052.632942 sec): 3 clusters Score: Raw -357113.297676 + Penalty 823.201745 = -356290.095931 nChanged 10 SP:Iteration 54Q (1052.690061 sec): 3 clusters Score: Raw -357116.821906 + Penalty 823.201745 = -356293.620161 nChanged 7 SP:Iteration 55Q (1052.735616 sec): 3 clusters Score: Raw -357117.863831 + Penalty 823.201745 = -356294.662085 nChanged 4 SP:Iteration 56Q (1052.789000 sec): 3 clusters Score: Raw -357119.265227 + Penalty 823.201745 = -356296.063482 nChanged 4 SP:Iteration 57Q (1052.837629 sec): 3 clusters Score: Raw -357122.239129 + Penalty 823.201745 = -356299.037383 nChanged 5 SP:Iteration 58Q (1052.895281 sec): 3 clusters Score: Raw -357126.898688 + Penalty 823.201745 = -356303.696943 nChanged 13 SP:Iteration 59Q (1052.939748 sec): 3 clusters Score: Raw -357130.479457 + Penalty 823.201745 = -356307.277711 nChanged 8 SP:Iteration 60F (1052.996964 sec): 3 clusters Score: Raw -357132.840515 + Penalty 823.201745 = -356309.638770 nChanged 8 SP:Iteration 61Q (1053.051659 sec): 3 clusters Score: Raw -357136.707386 + Penalty 823.201745 = -356313.505640 nChanged 10 SP:Iteration 62Q (1053.099501 sec): 3 clusters Score: Raw -357140.375809 + Penalty 823.201745 = -356317.174063 nChanged 8 SP:Iteration 63Q (1053.144168 sec): 3 clusters Score: Raw -357143.313829 + Penalty 823.201745 = -356320.112084 nChanged 10 SP:Iteration 64Q (1053.208277 sec): 3 clusters Score: Raw -357148.240301 + Penalty 823.201745 = -356325.038556 nChanged 14 SP:Iteration 65Q (1053.248729 sec): 3 clusters Score: Raw -357154.478286 + Penalty 823.201745 = -356331.276541 nChanged 13 SP:Iteration 66Q (1053.309383 sec): 3 clusters Score: Raw -357158.813079 + Penalty 823.201745 = -356335.611334 nChanged 9 SP:Iteration 67Q (1053.359531 sec): 3 clusters Score: Raw -357162.747142 + Penalty 823.201745 = -356339.545396 nChanged 7 SP:Iteration 68Q (1053.415500 sec): 3 clusters Score: Raw -357164.695759 + Penalty 823.201745 = -356341.494014 nChanged 9 SP:Iteration 69Q (1053.462729 sec): 3 clusters Score: Raw -357166.410666 + Penalty 823.201745 = -356343.208921 nChanged 4 SP:Iteration 70Q (1053.515829 sec): 3 clusters Score: Raw -357166.967403 + Penalty 823.201745 = -356343.765657 nChanged 1 SP:Iteration 71Q (1053.567228 sec): 3 clusters Score: Raw -357167.434323 + Penalty 823.201745 = -356344.232577 nChanged 2 SP:Iteration 72Q (1053.620228 sec): 3 clusters Score: Raw -357167.673247 + Penalty 823.201745 = -356344.471502 nChanged 1 SP:Iteration 73Q (1053.675835 sec): 3 clusters Score: Raw -357167.726193 + Penalty 823.201745 = -356344.524448 nChanged 0 SP:Iteration 74F (1053.730874 sec): 3 clusters Score: Raw -357167.726193 + Penalty 823.201745 = -356344.524448 nChanged 0 Trying to split cluster 6 (55727 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1053.805271 sec): 2 clusters Score: Raw -2512194.675644 + Penalty 497.234012 = -2511697.441632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1053.910111 sec): 3 clusters Score: Raw -2475171.727948 + Penalty 994.468024 = -2474177.259923 nChanged 27116 SP:Iteration 1F (1054.010955 sec): 3 clusters Score: Raw -2492068.771995 + Penalty 994.468024 = -2491074.303971 nChanged 2475 SP:Iteration 2Q (1054.123917 sec): 3 clusters Score: Raw -2493236.529930 + Penalty 994.468024 = -2492242.061905 nChanged 2966 SP:Iteration 3F (1054.221236 sec): 3 clusters Score: Raw -2495075.465261 + Penalty 994.468024 = -2494080.997237 nChanged 3476 SP:Iteration 4F (1054.320885 sec): 3 clusters Score: Raw -2497559.337293 + Penalty 994.468024 = -2496564.869269 nChanged 3545 SP:Iteration 5F (1054.405525 sec): 3 clusters Score: Raw -2499962.226597 + Penalty 994.468024 = -2498967.758573 nChanged 2892 SP:Iteration 6F (1054.501139 sec): 3 clusters Score: Raw -2501277.661845 + Penalty 994.468024 = -2500283.193821 nChanged 1836 SP:Iteration 7Q (1054.602938 sec): 3 clusters Score: Raw -2501744.045602 + Penalty 994.468024 = -2500749.577577 nChanged 979 SP:Iteration 8Q (1054.712895 sec): 3 clusters Score: Raw -2501889.114900 + Penalty 994.468024 = -2500894.646876 nChanged 602 SP:Iteration 9Q (1054.816175 sec): 3 clusters Score: Raw -2501972.835498 + Penalty 994.468024 = -2500978.367474 nChanged 530 SP:Iteration 10Q (1054.916481 sec): 3 clusters Score: Raw -2502054.663752 + Penalty 994.468024 = -2501060.195728 nChanged 518 SP:Iteration 11Q (1055.017494 sec): 3 clusters Score: Raw -2502138.996039 + Penalty 994.468024 = -2501144.528014 nChanged 562 SP:Iteration 12Q (1055.113123 sec): 3 clusters Score: Raw -2502239.095178 + Penalty 994.468024 = -2501244.627154 nChanged 636 SP:Iteration 13Q (1055.206579 sec): 3 clusters Score: Raw -2502369.436401 + Penalty 994.468024 = -2501374.968376 nChanged 694 SP:Iteration 14Q (1055.303248 sec): 3 clusters Score: Raw -2502522.122869 + Penalty 994.468024 = -2501527.654844 nChanged 723 SP:Iteration 15Q (1055.392045 sec): 3 clusters Score: Raw -2502692.449690 + Penalty 994.468024 = -2501697.981665 nChanged 793 SP:Iteration 16Q (1055.481073 sec): 3 clusters Score: Raw -2502890.112011 + Penalty 994.468024 = -2501895.643987 nChanged 851 SP:Iteration 17Q (1055.584432 sec): 3 clusters Score: Raw -2503108.285261 + Penalty 994.468024 = -2502113.817236 nChanged 917 SP:Iteration 18Q (1055.686779 sec): 3 clusters Score: Raw -2503363.946699 + Penalty 994.468024 = -2502369.478674 nChanged 975 SP:Iteration 19Q (1055.793664 sec): 3 clusters Score: Raw -2503667.377441 + Penalty 994.468024 = -2502672.909417 nChanged 1048 SP:Iteration 20F (1055.883569 sec): 3 clusters Score: Raw -2504016.191432 + Penalty 994.468024 = -2503021.723408 nChanged 1071 SP:Iteration 21Q (1055.994121 sec): 3 clusters Score: Raw -2504387.274825 + Penalty 994.468024 = -2503392.806800 nChanged 1153 SP:Iteration 22Q (1056.089097 sec): 3 clusters Score: Raw -2504821.142803 + Penalty 994.468024 = -2503826.674779 nChanged 1179 SP:Iteration 23Q (1056.187672 sec): 3 clusters Score: Raw -2505309.815106 + Penalty 994.468024 = -2504315.347081 nChanged 1205 SP:Iteration 24Q (1056.295574 sec): 3 clusters Score: Raw -2505830.041763 + Penalty 994.468024 = -2504835.573739 nChanged 1202 SP:Iteration 25Q (1056.392253 sec): 3 clusters Score: Raw -2506398.917651 + Penalty 994.468024 = -2505404.449627 nChanged 1198 SP:Iteration 26Q (1056.497738 sec): 3 clusters Score: Raw -2507000.480566 + Penalty 994.468024 = -2506006.012541 nChanged 1158 SP:Iteration 27Q (1056.595440 sec): 3 clusters Score: Raw -2507629.894687 + Penalty 994.468024 = -2506635.426663 nChanged 1127 SP:Iteration 28Q (1056.685144 sec): 3 clusters Score: Raw -2508262.436165 + Penalty 994.468024 = -2507267.968140 nChanged 1041 SP:Iteration 29Q (1056.778212 sec): 3 clusters Score: Raw -2508855.280522 + Penalty 994.468024 = -2507860.812498 nChanged 960 SP:Iteration 30Q (1056.865839 sec): 3 clusters Score: Raw -2509434.236264 + Penalty 994.468024 = -2508439.768240 nChanged 875 SP:Iteration 31Q (1056.952548 sec): 3 clusters Score: Raw -2510000.074494 + Penalty 994.468024 = -2509005.606470 nChanged 735 SP:Iteration 32Q (1057.041095 sec): 3 clusters Score: Raw -2510469.232760 + Penalty 994.468024 = -2509474.764736 nChanged 606 SP:Iteration 33Q (1057.129322 sec): 3 clusters Score: Raw -2510872.628332 + Penalty 994.468024 = -2509878.160307 nChanged 521 SP:Iteration 34Q (1057.220750 sec): 3 clusters Score: Raw -2511225.295535 + Penalty 994.468024 = -2510230.827511 nChanged 394 SP:Iteration 35Q (1057.304067 sec): 3 clusters Score: Raw -2511483.318854 + Penalty 994.468024 = -2510488.850830 nChanged 276 SP:Iteration 36Q (1057.387329 sec): 3 clusters Score: Raw -2511648.178220 + Penalty 994.468024 = -2510653.710196 nChanged 217 SP:Iteration 37Q (1057.473655 sec): 3 clusters Score: Raw -2511777.972876 + Penalty 994.468024 = -2510783.504852 nChanged 185 SP:Iteration 38Q (1057.560429 sec): 3 clusters Score: Raw -2511894.412690 + Penalty 994.468024 = -2510899.944666 nChanged 128 SP:Iteration 39Q (1057.637216 sec): 3 clusters Score: Raw -2511971.990480 + Penalty 994.468024 = -2510977.522456 nChanged 104 SP:Iteration 40F (1057.733208 sec): 3 clusters Score: Raw -2512031.197482 + Penalty 994.468024 = -2511036.729457 nChanged 85 SP:Iteration 41Q (1057.812552 sec): 3 clusters Score: Raw -2512078.525103 + Penalty 994.468024 = -2511084.057079 nChanged 70 SP:Iteration 42Q (1057.895014 sec): 3 clusters Score: Raw -2512111.399239 + Penalty 994.468024 = -2511116.931215 nChanged 52 SP:Iteration 43Q (1057.969374 sec): 3 clusters Score: Raw -2512137.341287 + Penalty 994.468024 = -2511142.873263 nChanged 46 SP:Iteration 44Q (1058.056531 sec): 3 clusters Score: Raw -2512162.900634 + Penalty 994.468024 = -2511168.432610 nChanged 33 SP:Iteration 45Q (1058.142188 sec): 3 clusters Score: Raw -2512182.275167 + Penalty 994.468024 = -2511187.807142 nChanged 23 SP:Iteration 46Q (1058.218995 sec): 3 clusters Score: Raw -2512197.333963 + Penalty 994.468024 = -2511202.865939 nChanged 29 SP:Iteration 47Q (1058.300048 sec): 3 clusters Score: Raw -2512219.703855 + Penalty 994.468024 = -2511225.235831 nChanged 18 SP:Iteration 48Q (1058.383714 sec): 3 clusters Score: Raw -2512230.336821 + Penalty 994.468024 = -2511235.868796 nChanged 11 SP:Iteration 49Q (1058.475624 sec): 3 clusters Score: Raw -2512236.311907 + Penalty 994.468024 = -2511241.843882 nChanged 11 SP:Iteration 50Q (1058.567576 sec): 3 clusters Score: Raw -2512241.137458 + Penalty 994.468024 = -2511246.669434 nChanged 10 SP:Iteration 51Q (1058.644599 sec): 3 clusters Score: Raw -2512248.183816 + Penalty 994.468024 = -2511253.715792 nChanged 11 SP:Iteration 52Q (1058.716077 sec): 3 clusters Score: Raw -2512253.648757 + Penalty 994.468024 = -2511259.180733 nChanged 8 SP:Iteration 53Q (1058.810985 sec): 3 clusters Score: Raw -2512257.311919 + Penalty 994.468024 = -2511262.843894 nChanged 2 SP:Iteration 54Q (1058.891954 sec): 3 clusters Score: Raw -2512257.762636 + Penalty 994.468024 = -2511263.294612 nChanged 0 SP:Iteration 55F (1058.982255 sec): 3 clusters Score: Raw -2512257.762636 + Penalty 994.468024 = -2511263.294612 nChanged 0 Trying to split cluster 7 (409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1059.017126 sec): 2 clusters Score: Raw -16289.134307 + Penalty 273.624040 = -16015.510267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1059.058206 sec): 3 clusters Score: Raw -16124.654750 + Penalty 547.248079 = -15577.406671 nChanged 127 SP:Iteration 1F (1059.103390 sec): 3 clusters Score: Raw -16235.407574 + Penalty 547.248079 = -15688.159494 nChanged 34 SP:Iteration 2F (1059.146385 sec): 3 clusters Score: Raw -16266.903918 + Penalty 547.248079 = -15719.655839 nChanged 18 SP:Iteration 3Q (1059.182117 sec): 3 clusters Score: Raw -16281.427020 + Penalty 547.248079 = -15734.178941 nChanged 6 SP:Iteration 4Q (1059.225796 sec): 3 clusters Score: Raw -16284.940165 + Penalty 547.248079 = -15737.692085 nChanged 4 SP:Iteration 5Q (1059.274884 sec): 3 clusters Score: Raw -16295.017568 + Penalty 547.248079 = -15747.769489 nChanged 7 SP:Iteration 6Q (1059.320947 sec): 3 clusters Score: Raw -16304.439819 + Penalty 547.248079 = -15757.191740 nChanged 9 SP:Iteration 7Q (1059.370675 sec): 3 clusters Score: Raw -16312.593756 + Penalty 547.248079 = -15765.345676 nChanged 7 SP:Iteration 8Q (1059.412100 sec): 3 clusters Score: Raw -16316.950862 + Penalty 547.248079 = -15769.702783 nChanged 5 SP:Iteration 9Q (1059.456562 sec): 3 clusters Score: Raw -16324.359246 + Penalty 547.248079 = -15777.111167 nChanged 8 SP:Iteration 10Q (1059.499874 sec): 3 clusters Score: Raw -16329.496298 + Penalty 547.248079 = -15782.248218 nChanged 8 SP:Iteration 11Q (1059.546951 sec): 3 clusters Score: Raw -16337.140596 + Penalty 547.248079 = -15789.892517 nChanged 3 SP:Iteration 12Q (1059.595577 sec): 3 clusters Score: Raw -16338.012845 + Penalty 547.248079 = -15790.764766 nChanged 0 SP:Iteration 13F (1059.647984 sec): 3 clusters Score: Raw -16338.012845 + Penalty 547.248079 = -15790.764766 nChanged 0 Trying to split cluster 8 (2084 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1059.662701 sec): 2 clusters Score: Raw -94956.073146 + Penalty 347.713020 = -94608.360125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1059.712583 sec): 3 clusters Score: Raw -93789.006330 + Penalty 695.426041 = -93093.580290 nChanged 881 SP:Iteration 1F (1059.751723 sec): 3 clusters Score: Raw -94277.683674 + Penalty 695.426041 = -93582.257634 nChanged 124 SP:Iteration 2F (1059.801269 sec): 3 clusters Score: Raw -94327.691942 + Penalty 695.426041 = -93632.265901 nChanged 81 SP:Iteration 3Q (1059.851956 sec): 3 clusters Score: Raw -94352.234968 + Penalty 695.426041 = -93656.808927 nChanged 69 SP:Iteration 4Q (1059.900007 sec): 3 clusters Score: Raw -94371.817457 + Penalty 695.426041 = -93676.391416 nChanged 65 SP:Iteration 5Q (1059.947644 sec): 3 clusters Score: Raw -94393.510948 + Penalty 695.426041 = -93698.084908 nChanged 63 SP:Iteration 6Q (1059.995688 sec): 3 clusters Score: Raw -94415.355662 + Penalty 695.426041 = -93719.929621 nChanged 50 SP:Iteration 7Q (1060.043724 sec): 3 clusters Score: Raw -94431.748090 + Penalty 695.426041 = -93736.322050 nChanged 37 SP:Iteration 8Q (1060.081945 sec): 3 clusters Score: Raw -94443.532794 + Penalty 695.426041 = -93748.106753 nChanged 34 SP:Iteration 9Q (1060.141207 sec): 3 clusters Score: Raw -94454.787546 + Penalty 695.426041 = -93759.361505 nChanged 34 SP:Iteration 10Q (1060.184315 sec): 3 clusters Score: Raw -94467.282409 + Penalty 695.426041 = -93771.856368 nChanged 33 SP:Iteration 11Q (1060.230184 sec): 3 clusters Score: Raw -94479.201993 + Penalty 695.426041 = -93783.775953 nChanged 26 SP:Iteration 12Q (1060.281422 sec): 3 clusters Score: Raw -94490.567419 + Penalty 695.426041 = -93795.141378 nChanged 33 SP:Iteration 13Q (1060.318823 sec): 3 clusters Score: Raw -94504.021335 + Penalty 695.426041 = -93808.595294 nChanged 39 SP:Iteration 14Q (1060.363709 sec): 3 clusters Score: Raw -94515.233132 + Penalty 695.426041 = -93819.807091 nChanged 37 SP:Iteration 15Q (1060.415124 sec): 3 clusters Score: Raw -94529.440103 + Penalty 695.426041 = -93834.014062 nChanged 39 SP:Iteration 16Q (1060.458894 sec): 3 clusters Score: Raw -94548.529341 + Penalty 695.426041 = -93853.103301 nChanged 37 SP:Iteration 17Q (1060.508956 sec): 3 clusters Score: Raw -94559.549352 + Penalty 695.426041 = -93864.123311 nChanged 37 SP:Iteration 18Q (1060.553479 sec): 3 clusters Score: Raw -94572.762694 + Penalty 695.426041 = -93877.336653 nChanged 41 SP:Iteration 19Q (1060.603961 sec): 3 clusters Score: Raw -94595.987704 + Penalty 695.426041 = -93900.561663 nChanged 41 SP:Iteration 20F (1060.650715 sec): 3 clusters Score: Raw -94625.481467 + Penalty 695.426041 = -93930.055426 nChanged 57 SP:Iteration 21Q (1060.700998 sec): 3 clusters Score: Raw -94670.652888 + Penalty 695.426041 = -93975.226847 nChanged 64 SP:Iteration 22Q (1060.741359 sec): 3 clusters Score: Raw -94713.244943 + Penalty 695.426041 = -94017.818902 nChanged 58 SP:Iteration 23Q (1060.794051 sec): 3 clusters Score: Raw -94766.058531 + Penalty 695.426041 = -94070.632491 nChanged 54 SP:Iteration 24Q (1060.842695 sec): 3 clusters Score: Raw -94801.495666 + Penalty 695.426041 = -94106.069626 nChanged 44 SP:Iteration 25Q (1060.899055 sec): 3 clusters Score: Raw -94822.594599 + Penalty 695.426041 = -94127.168558 nChanged 36 SP:Iteration 26Q (1060.939808 sec): 3 clusters Score: Raw -94844.809895 + Penalty 695.426041 = -94149.383855 nChanged 29 SP:Iteration 27Q (1060.981677 sec): 3 clusters Score: Raw -94862.031637 + Penalty 695.426041 = -94166.605596 nChanged 20 SP:Iteration 28Q (1061.032876 sec): 3 clusters Score: Raw -94873.516170 + Penalty 695.426041 = -94178.090129 nChanged 22 SP:Iteration 29Q (1061.082357 sec): 3 clusters Score: Raw -94885.951563 + Penalty 695.426041 = -94190.525522 nChanged 22 SP:Iteration 30Q (1061.141182 sec): 3 clusters Score: Raw -94900.314993 + Penalty 695.426041 = -94204.888953 nChanged 16 SP:Iteration 31Q (1061.182221 sec): 3 clusters Score: Raw -94911.068317 + Penalty 695.426041 = -94215.642276 nChanged 16 SP:Iteration 32Q (1061.240336 sec): 3 clusters Score: Raw -94922.971721 + Penalty 695.426041 = -94227.545681 nChanged 13 SP:Iteration 33Q (1061.279100 sec): 3 clusters Score: Raw -94931.028794 + Penalty 695.426041 = -94235.602753 nChanged 12 SP:Iteration 34Q (1061.337936 sec): 3 clusters Score: Raw -94938.325636 + Penalty 695.426041 = -94242.899595 nChanged 12 SP:Iteration 35Q (1061.372811 sec): 3 clusters Score: Raw -94944.157633 + Penalty 695.426041 = -94248.731592 nChanged 13 SP:Iteration 36Q (1061.419035 sec): 3 clusters Score: Raw -94953.167837 + Penalty 695.426041 = -94257.741797 nChanged 10 SP:Iteration 37Q (1061.456082 sec): 3 clusters Score: Raw -94959.296551 + Penalty 695.426041 = -94263.870510 nChanged 11 SP:Iteration 38Q (1061.498456 sec): 3 clusters Score: Raw -94965.401708 + Penalty 695.426041 = -94269.975667 nChanged 6 SP:Iteration 39Q (1061.542657 sec): 3 clusters Score: Raw -94968.364146 + Penalty 695.426041 = -94272.938105 nChanged 4 SP:Iteration 40F (1061.592333 sec): 3 clusters Score: Raw -94970.925779 + Penalty 695.426041 = -94275.499738 nChanged 7 SP:Iteration 41Q (1061.636277 sec): 3 clusters Score: Raw -94974.523692 + Penalty 695.426041 = -94279.097651 nChanged 5 SP:Iteration 42Q (1061.676766 sec): 3 clusters Score: Raw -94979.892513 + Penalty 695.426041 = -94284.466472 nChanged 3 SP:Iteration 43Q (1061.721781 sec): 3 clusters Score: Raw -94982.372636 + Penalty 695.426041 = -94286.946596 nChanged 4 SP:Iteration 44Q (1061.763959 sec): 3 clusters Score: Raw -94986.930030 + Penalty 695.426041 = -94291.503989 nChanged 3 SP:Iteration 45Q (1061.804490 sec): 3 clusters Score: Raw -94988.331727 + Penalty 695.426041 = -94292.905686 nChanged 3 SP:Iteration 46Q (1061.851076 sec): 3 clusters Score: Raw -94989.730820 + Penalty 695.426041 = -94294.304780 nChanged 0 SP:Iteration 47F (1061.896256 sec): 3 clusters Score: Raw -94989.730820 + Penalty 695.426041 = -94294.304780 nChanged 0 Trying to split cluster 9 (26243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1061.943298 sec): 2 clusters Score: Raw -1134024.999487 + Penalty 462.969533 = -1133562.029955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1062.019018 sec): 3 clusters Score: Raw -1117014.483881 + Penalty 925.939065 = -1116088.544816 nChanged 12497 SP:Iteration 1F (1062.091138 sec): 3 clusters Score: Raw -1124319.383796 + Penalty 925.939065 = -1123393.444731 nChanged 1532 SP:Iteration 2F (1062.149509 sec): 3 clusters Score: Raw -1124957.222596 + Penalty 925.939065 = -1124031.283531 nChanged 1584 SP:Iteration 3F (1062.208969 sec): 3 clusters Score: Raw -1125659.671734 + Penalty 925.939065 = -1124733.732668 nChanged 1567 SP:Iteration 4F (1062.269245 sec): 3 clusters Score: Raw -1126447.718834 + Penalty 925.939065 = -1125521.779768 nChanged 1569 SP:Iteration 5F (1062.323168 sec): 3 clusters Score: Raw -1127329.615401 + Penalty 925.939065 = -1126403.676335 nChanged 1537 SP:Iteration 6F (1062.388749 sec): 3 clusters Score: Raw -1128154.652000 + Penalty 925.939065 = -1127228.712934 nChanged 1390 SP:Iteration 7F (1062.445380 sec): 3 clusters Score: Raw -1128891.827035 + Penalty 925.939065 = -1127965.887970 nChanged 1168 SP:Iteration 8Q (1062.517013 sec): 3 clusters Score: Raw -1129591.235038 + Penalty 925.939065 = -1128665.295972 nChanged 1022 SP:Iteration 9Q (1062.582079 sec): 3 clusters Score: Raw -1130265.989948 + Penalty 925.939065 = -1129340.050883 nChanged 892 SP:Iteration 10Q (1062.655933 sec): 3 clusters Score: Raw -1131025.447326 + Penalty 925.939065 = -1130099.508261 nChanged 836 SP:Iteration 11Q (1062.726227 sec): 3 clusters Score: Raw -1131705.234399 + Penalty 925.939065 = -1130779.295333 nChanged 694 SP:Iteration 12Q (1062.792484 sec): 3 clusters Score: Raw -1132074.074673 + Penalty 925.939065 = -1131148.135607 nChanged 421 SP:Iteration 13Q (1062.867959 sec): 3 clusters Score: Raw -1132231.853282 + Penalty 925.939065 = -1131305.914216 nChanged 322 SP:Iteration 14Q (1062.942181 sec): 3 clusters Score: Raw -1132352.024424 + Penalty 925.939065 = -1131426.085359 nChanged 325 SP:Iteration 15Q (1063.011292 sec): 3 clusters Score: Raw -1132459.160731 + Penalty 925.939065 = -1131533.221665 nChanged 293 SP:Iteration 16Q (1063.075347 sec): 3 clusters Score: Raw -1132547.213344 + Penalty 925.939065 = -1131621.274278 nChanged 266 SP:Iteration 17Q (1063.152871 sec): 3 clusters Score: Raw -1132618.757750 + Penalty 925.939065 = -1131692.818685 nChanged 255 SP:Iteration 18Q (1063.217031 sec): 3 clusters Score: Raw -1132682.174329 + Penalty 925.939065 = -1131756.235264 nChanged 243 SP:Iteration 19Q (1063.291821 sec): 3 clusters Score: Raw -1132738.208494 + Penalty 925.939065 = -1131812.269429 nChanged 223 SP:Iteration 20F (1063.361722 sec): 3 clusters Score: Raw -1132794.322468 + Penalty 925.939065 = -1131868.383402 nChanged 234 SP:Iteration 21Q (1063.442119 sec): 3 clusters Score: Raw -1132850.443513 + Penalty 925.939065 = -1131924.504447 nChanged 223 SP:Iteration 22Q (1063.514900 sec): 3 clusters Score: Raw -1132903.968437 + Penalty 925.939065 = -1131978.029371 nChanged 200 SP:Iteration 23Q (1063.575242 sec): 3 clusters Score: Raw -1132948.425371 + Penalty 925.939065 = -1132022.486306 nChanged 204 SP:Iteration 24Q (1063.657276 sec): 3 clusters Score: Raw -1132993.865752 + Penalty 925.939065 = -1132067.926686 nChanged 177 SP:Iteration 25Q (1063.716755 sec): 3 clusters Score: Raw -1133032.015944 + Penalty 925.939065 = -1132106.076878 nChanged 151 SP:Iteration 26Q (1063.791413 sec): 3 clusters Score: Raw -1133061.649944 + Penalty 925.939065 = -1132135.710878 nChanged 140 SP:Iteration 27Q (1063.855799 sec): 3 clusters Score: Raw -1133088.476066 + Penalty 925.939065 = -1132162.537001 nChanged 143 SP:Iteration 28Q (1063.917891 sec): 3 clusters Score: Raw -1133118.441035 + Penalty 925.939065 = -1132192.501970 nChanged 160 SP:Iteration 29Q (1063.993828 sec): 3 clusters Score: Raw -1133151.437772 + Penalty 925.939065 = -1132225.498707 nChanged 138 SP:Iteration 30Q (1064.057771 sec): 3 clusters Score: Raw -1133181.338783 + Penalty 925.939065 = -1132255.399717 nChanged 136 SP:Iteration 31Q (1064.128302 sec): 3 clusters Score: Raw -1133211.065586 + Penalty 925.939065 = -1132285.126520 nChanged 130 SP:Iteration 32Q (1064.198561 sec): 3 clusters Score: Raw -1133239.208591 + Penalty 925.939065 = -1132313.269526 nChanged 141 SP:Iteration 33Q (1064.266600 sec): 3 clusters Score: Raw -1133270.373206 + Penalty 925.939065 = -1132344.434141 nChanged 128 SP:Iteration 34Q (1064.331095 sec): 3 clusters Score: Raw -1133299.268533 + Penalty 925.939065 = -1132373.329467 nChanged 133 SP:Iteration 35Q (1064.391534 sec): 3 clusters Score: Raw -1133332.501140 + Penalty 925.939065 = -1132406.562075 nChanged 136 SP:Iteration 36Q (1064.460435 sec): 3 clusters Score: Raw -1133369.314432 + Penalty 925.939065 = -1132443.375366 nChanged 139 SP:Iteration 37Q (1064.539672 sec): 3 clusters Score: Raw -1133410.867139 + Penalty 925.939065 = -1132484.928074 nChanged 132 SP:Iteration 38Q (1064.598752 sec): 3 clusters Score: Raw -1133452.761743 + Penalty 925.939065 = -1132526.822678 nChanged 115 SP:Iteration 39Q (1064.677238 sec): 3 clusters Score: Raw -1133495.665728 + Penalty 925.939065 = -1132569.726663 nChanged 131 SP:Iteration 40F (1064.741596 sec): 3 clusters Score: Raw -1133547.715409 + Penalty 925.939065 = -1132621.776343 nChanged 137 SP:Iteration 41Q (1064.808161 sec): 3 clusters Score: Raw -1133602.478671 + Penalty 925.939065 = -1132676.539606 nChanged 127 SP:Iteration 42Q (1064.880919 sec): 3 clusters Score: Raw -1133655.990051 + Penalty 925.939065 = -1132730.050985 nChanged 132 SP:Iteration 43Q (1064.952505 sec): 3 clusters Score: Raw -1133714.261301 + Penalty 925.939065 = -1132788.322236 nChanged 122 SP:Iteration 44Q (1065.018968 sec): 3 clusters Score: Raw -1133776.828195 + Penalty 925.939065 = -1132850.889130 nChanged 132 SP:Iteration 45Q (1065.093514 sec): 3 clusters Score: Raw -1133835.258733 + Penalty 925.939065 = -1132909.319668 nChanged 114 SP:Iteration 46Q (1065.165301 sec): 3 clusters Score: Raw -1133893.759355 + Penalty 925.939065 = -1132967.820289 nChanged 117 SP:Iteration 47Q (1065.229416 sec): 3 clusters Score: Raw -1133955.796160 + Penalty 925.939065 = -1133029.857095 nChanged 97 SP:Iteration 48Q (1065.296084 sec): 3 clusters Score: Raw -1134000.438939 + Penalty 925.939065 = -1133074.499873 nChanged 75 SP:Iteration 49Q (1065.361930 sec): 3 clusters Score: Raw -1134028.499067 + Penalty 925.939065 = -1133102.560001 nChanged 57 SP:Iteration 50Q (1065.428420 sec): 3 clusters Score: Raw -1134052.253366 + Penalty 925.939065 = -1133126.314300 nChanged 52 SP:Iteration 51Q (1065.497439 sec): 3 clusters Score: Raw -1134073.717375 + Penalty 925.939065 = -1133147.778310 nChanged 48 SP:Iteration 52Q (1065.563992 sec): 3 clusters Score: Raw -1134094.341341 + Penalty 925.939065 = -1133168.402276 nChanged 34 SP:Iteration 53Q (1065.628223 sec): 3 clusters Score: Raw -1134108.327341 + Penalty 925.939065 = -1133182.388275 nChanged 34 SP:Iteration 54Q (1065.695597 sec): 3 clusters Score: Raw -1134119.308650 + Penalty 925.939065 = -1133193.369585 nChanged 29 SP:Iteration 55Q (1065.753846 sec): 3 clusters Score: Raw -1134128.217569 + Penalty 925.939065 = -1133202.278503 nChanged 20 SP:Iteration 56Q (1065.820091 sec): 3 clusters Score: Raw -1134132.333450 + Penalty 925.939065 = -1133206.394385 nChanged 14 SP:Iteration 57Q (1065.884890 sec): 3 clusters Score: Raw -1134135.046279 + Penalty 925.939065 = -1133209.107213 nChanged 7 SP:Iteration 58Q (1065.956491 sec): 3 clusters Score: Raw -1134136.302527 + Penalty 925.939065 = -1133210.363461 nChanged 9 SP:Iteration 59Q (1066.024325 sec): 3 clusters Score: Raw -1134138.099316 + Penalty 925.939065 = -1133212.160250 nChanged 9 SP:Iteration 60F (1066.095650 sec): 3 clusters Score: Raw -1134139.807625 + Penalty 925.939065 = -1133213.868560 nChanged 13 SP:Iteration 61Q (1066.162222 sec): 3 clusters Score: Raw -1134142.905350 + Penalty 925.939065 = -1133216.966285 nChanged 10 SP:Iteration 62Q (1066.242077 sec): 3 clusters Score: Raw -1134144.627487 + Penalty 925.939065 = -1133218.688421 nChanged 7 SP:Iteration 63Q (1066.308090 sec): 3 clusters Score: Raw -1134146.552767 + Penalty 925.939065 = -1133220.613702 nChanged 8 SP:Iteration 64Q (1066.372939 sec): 3 clusters Score: Raw -1134148.580313 + Penalty 925.939065 = -1133222.641247 nChanged 11 SP:Iteration 65Q (1066.438989 sec): 3 clusters Score: Raw -1134150.901675 + Penalty 925.939065 = -1133224.962609 nChanged 9 SP:Iteration 66Q (1066.506416 sec): 3 clusters Score: Raw -1134152.503435 + Penalty 925.939065 = -1133226.564369 nChanged 5 SP:Iteration 67Q (1066.575561 sec): 3 clusters Score: Raw -1134153.406201 + Penalty 925.939065 = -1133227.467136 nChanged 4 SP:Iteration 68Q (1066.639961 sec): 3 clusters Score: Raw -1134154.013392 + Penalty 925.939065 = -1133228.074326 nChanged 3 SP:Iteration 69Q (1066.702750 sec): 3 clusters Score: Raw -1134154.680078 + Penalty 925.939065 = -1133228.741012 nChanged 1 SP:Iteration 70Q (1066.765418 sec): 3 clusters Score: Raw -1134154.761466 + Penalty 925.939065 = -1133228.822400 nChanged 0 SP:Iteration 71F (1066.831826 sec): 3 clusters Score: Raw -1134154.761466 + Penalty 925.939065 = -1133228.822400 nChanged 0 Trying to split cluster 10 (4405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1066.859071 sec): 2 clusters Score: Raw -191225.219852 + Penalty 381.767547 = -190843.452305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1066.901762 sec): 3 clusters Score: Raw -188572.037321 + Penalty 763.535094 = -187808.502227 nChanged 2028 SP:Iteration 1F (1066.955582 sec): 3 clusters Score: Raw -189759.099509 + Penalty 763.535094 = -188995.564415 nChanged 284 SP:Iteration 2F (1067.012786 sec): 3 clusters Score: Raw -189889.522487 + Penalty 763.535094 = -189125.987393 nChanged 281 SP:Iteration 3F (1067.051529 sec): 3 clusters Score: Raw -190039.016910 + Penalty 763.535094 = -189275.481816 nChanged 270 SP:Iteration 4F (1067.098785 sec): 3 clusters Score: Raw -190188.459804 + Penalty 763.535094 = -189424.924710 nChanged 255 SP:Iteration 5F (1067.145024 sec): 3 clusters Score: Raw -190352.853444 + Penalty 763.535094 = -189589.318350 nChanged 269 SP:Iteration 6F (1067.191437 sec): 3 clusters Score: Raw -190550.862161 + Penalty 763.535094 = -189787.327067 nChanged 216 SP:Iteration 7Q (1067.241062 sec): 3 clusters Score: Raw -190716.105296 + Penalty 763.535094 = -189952.570202 nChanged 180 SP:Iteration 8Q (1067.303065 sec): 3 clusters Score: Raw -190867.486233 + Penalty 763.535094 = -190103.951139 nChanged 130 SP:Iteration 9Q (1067.344029 sec): 3 clusters Score: Raw -190974.527560 + Penalty 763.535094 = -190210.992466 nChanged 95 SP:Iteration 10Q (1067.402508 sec): 3 clusters Score: Raw -191048.817920 + Penalty 763.535094 = -190285.282826 nChanged 71 SP:Iteration 11Q (1067.441261 sec): 3 clusters Score: Raw -191095.738075 + Penalty 763.535094 = -190332.202981 nChanged 67 SP:Iteration 12Q (1067.493416 sec): 3 clusters Score: Raw -191139.751684 + Penalty 763.535094 = -190376.216590 nChanged 52 SP:Iteration 13Q (1067.555920 sec): 3 clusters Score: Raw -191181.557259 + Penalty 763.535094 = -190418.022165 nChanged 32 SP:Iteration 14Q (1067.602991 sec): 3 clusters Score: Raw -191206.776649 + Penalty 763.535094 = -190443.241555 nChanged 24 SP:Iteration 15Q (1067.655400 sec): 3 clusters Score: Raw -191224.273453 + Penalty 763.535094 = -190460.738359 nChanged 20 SP:Iteration 16Q (1067.702814 sec): 3 clusters Score: Raw -191238.718547 + Penalty 763.535094 = -190475.183453 nChanged 23 SP:Iteration 17Q (1067.744732 sec): 3 clusters Score: Raw -191253.541784 + Penalty 763.535094 = -190490.006690 nChanged 17 SP:Iteration 18Q (1067.788849 sec): 3 clusters Score: Raw -191271.530785 + Penalty 763.535094 = -190507.995691 nChanged 16 SP:Iteration 19Q (1067.845752 sec): 3 clusters Score: Raw -191284.838323 + Penalty 763.535094 = -190521.303229 nChanged 16 SP:Iteration 20F (1067.894425 sec): 3 clusters Score: Raw -191292.998486 + Penalty 763.535094 = -190529.463392 nChanged 15 SP:Iteration 21Q (1067.939456 sec): 3 clusters Score: Raw -191300.920958 + Penalty 763.535094 = -190537.385864 nChanged 10 SP:Iteration 22Q (1067.989413 sec): 3 clusters Score: Raw -191308.122431 + Penalty 763.535094 = -190544.587337 nChanged 11 SP:Iteration 23Q (1068.036435 sec): 3 clusters Score: Raw -191314.384848 + Penalty 763.535094 = -190550.849754 nChanged 5 SP:Iteration 24Q (1068.084373 sec): 3 clusters Score: Raw -191318.874940 + Penalty 763.535094 = -190555.339846 nChanged 5 SP:Iteration 25Q (1068.133038 sec): 3 clusters Score: Raw -191321.199527 + Penalty 763.535094 = -190557.664433 nChanged 4 SP:Iteration 26Q (1068.167848 sec): 3 clusters Score: Raw -191322.216830 + Penalty 763.535094 = -190558.681736 nChanged 2 SP:Iteration 27Q (1068.214178 sec): 3 clusters Score: Raw -191322.826696 + Penalty 763.535094 = -190559.291602 nChanged 0 SP:Iteration 28F (1068.262047 sec): 3 clusters Score: Raw -191322.826696 + Penalty 763.535094 = -190559.291602 nChanged 0 Trying to split cluster 11 (1929 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1068.298853 sec): 2 clusters Score: Raw -69888.097004 + Penalty 344.196444 = -69543.900560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1068.342567 sec): 3 clusters Score: Raw -68862.028656 + Penalty 688.392888 = -68173.635767 nChanged 783 SP:Iteration 1F (1068.386359 sec): 3 clusters Score: Raw -69318.687967 + Penalty 688.392888 = -68630.295079 nChanged 165 SP:Iteration 2F (1068.435401 sec): 3 clusters Score: Raw -69435.936844 + Penalty 688.392888 = -68747.543956 nChanged 130 SP:Iteration 3F (1068.480179 sec): 3 clusters Score: Raw -69516.822460 + Penalty 688.392888 = -68828.429571 nChanged 101 SP:Iteration 4F (1068.531877 sec): 3 clusters Score: Raw -69571.890430 + Penalty 688.392888 = -68883.497542 nChanged 63 SP:Iteration 5Q (1068.581675 sec): 3 clusters Score: Raw -69622.473434 + Penalty 688.392888 = -68934.080546 nChanged 75 SP:Iteration 6Q (1068.622871 sec): 3 clusters Score: Raw -69667.153877 + Penalty 688.392888 = -68978.760989 nChanged 61 SP:Iteration 7Q (1068.660320 sec): 3 clusters Score: Raw -69700.750380 + Penalty 688.392888 = -69012.357492 nChanged 49 SP:Iteration 8Q (1068.708413 sec): 3 clusters Score: Raw -69732.511674 + Penalty 688.392888 = -69044.118786 nChanged 37 SP:Iteration 9Q (1068.760830 sec): 3 clusters Score: Raw -69752.599094 + Penalty 688.392888 = -69064.206206 nChanged 36 SP:Iteration 10Q (1068.812558 sec): 3 clusters Score: Raw -69765.537353 + Penalty 688.392888 = -69077.144465 nChanged 24 SP:Iteration 11Q (1068.859454 sec): 3 clusters Score: Raw -69774.574136 + Penalty 688.392888 = -69086.181248 nChanged 24 SP:Iteration 12Q (1068.912654 sec): 3 clusters Score: Raw -69787.075041 + Penalty 688.392888 = -69098.682153 nChanged 22 SP:Iteration 13Q (1068.947387 sec): 3 clusters Score: Raw -69793.842353 + Penalty 688.392888 = -69105.449465 nChanged 15 SP:Iteration 14Q (1068.994528 sec): 3 clusters Score: Raw -69798.660693 + Penalty 688.392888 = -69110.267805 nChanged 19 SP:Iteration 15Q (1069.049484 sec): 3 clusters Score: Raw -69807.154043 + Penalty 688.392888 = -69118.761155 nChanged 20 SP:Iteration 16Q (1069.095411 sec): 3 clusters Score: Raw -69814.598016 + Penalty 688.392888 = -69126.205128 nChanged 17 SP:Iteration 17Q (1069.144504 sec): 3 clusters Score: Raw -69820.430190 + Penalty 688.392888 = -69132.037302 nChanged 14 SP:Iteration 18Q (1069.193636 sec): 3 clusters Score: Raw -69824.573707 + Penalty 688.392888 = -69136.180819 nChanged 20 SP:Iteration 19Q (1069.238476 sec): 3 clusters Score: Raw -69831.304800 + Penalty 688.392888 = -69142.911912 nChanged 18 SP:Iteration 20F (1069.288197 sec): 3 clusters Score: Raw -69837.927162 + Penalty 688.392888 = -69149.534274 nChanged 27 SP:Iteration 21Q (1069.336221 sec): 3 clusters Score: Raw -69852.680676 + Penalty 688.392888 = -69164.287788 nChanged 34 SP:Iteration 22Q (1069.370958 sec): 3 clusters Score: Raw -69866.391474 + Penalty 688.392888 = -69177.998586 nChanged 19 SP:Iteration 23Q (1069.405982 sec): 3 clusters Score: Raw -69874.992050 + Penalty 688.392888 = -69186.599162 nChanged 14 SP:Iteration 24Q (1069.447669 sec): 3 clusters Score: Raw -69881.052733 + Penalty 688.392888 = -69192.659845 nChanged 15 SP:Iteration 25Q (1069.486830 sec): 3 clusters Score: Raw -69886.776616 + Penalty 688.392888 = -69198.383728 nChanged 16 SP:Iteration 26Q (1069.536519 sec): 3 clusters Score: Raw -69893.059774 + Penalty 688.392888 = -69204.666886 nChanged 10 SP:Iteration 27Q (1069.566429 sec): 3 clusters Score: Raw -69896.730524 + Penalty 688.392888 = -69208.337635 nChanged 8 SP:Iteration 28Q (1069.597074 sec): 3 clusters Score: Raw -69900.424603 + Penalty 688.392888 = -69212.031715 nChanged 7 SP:Iteration 29Q (1069.630382 sec): 3 clusters Score: Raw -69902.571659 + Penalty 688.392888 = -69214.178771 nChanged 5 SP:Iteration 30Q (1069.666441 sec): 3 clusters Score: Raw -69904.558477 + Penalty 688.392888 = -69216.165589 nChanged 2 SP:Iteration 31Q (1069.701209 sec): 3 clusters Score: Raw -69905.166996 + Penalty 688.392888 = -69216.774108 nChanged 5 SP:Iteration 32Q (1069.738809 sec): 3 clusters Score: Raw -69906.322466 + Penalty 688.392888 = -69217.929577 nChanged 1 SP:Iteration 33Q (1069.775496 sec): 3 clusters Score: Raw -69906.533156 + Penalty 688.392888 = -69218.140268 nChanged 2 SP:Iteration 34Q (1069.815072 sec): 3 clusters Score: Raw -69907.541035 + Penalty 688.392888 = -69219.148146 nChanged 2 SP:Iteration 35Q (1069.872883 sec): 3 clusters Score: Raw -69907.934171 + Penalty 688.392888 = -69219.541283 nChanged 2 SP:Iteration 36Q (1069.916344 sec): 3 clusters Score: Raw -69908.883145 + Penalty 688.392888 = -69220.490257 nChanged 3 SP:Iteration 37Q (1069.952579 sec): 3 clusters Score: Raw -69909.688174 + Penalty 688.392888 = -69221.295286 nChanged 2 SP:Iteration 38Q (1069.999638 sec): 3 clusters Score: Raw -69909.878701 + Penalty 688.392888 = -69221.485813 nChanged 1 SP:Iteration 39Q (1070.045877 sec): 3 clusters Score: Raw -69910.061038 + Penalty 688.392888 = -69221.668150 nChanged 1 SP:Iteration 40F (1070.090142 sec): 3 clusters Score: Raw -69910.389957 + Penalty 688.392888 = -69221.997069 nChanged 1 SP:Iteration 41Q (1070.141821 sec): 3 clusters Score: Raw -69910.503562 + Penalty 688.392888 = -69222.110674 nChanged 0 SP:Iteration 42F (1070.179348 sec): 3 clusters Score: Raw -69910.503562 + Penalty 688.392888 = -69222.110674 nChanged 0 Trying to split cluster 12 (1505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1070.196457 sec): 2 clusters Score: Raw -66002.840333 + Penalty 332.902942 = -65669.937391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1070.248836 sec): 3 clusters Score: Raw -65206.691947 + Penalty 665.805884 = -64540.886063 nChanged 632 SP:Iteration 1F (1070.294824 sec): 3 clusters Score: Raw -65604.330145 + Penalty 665.805884 = -64938.524261 nChanged 91 SP:Iteration 2F (1070.332126 sec): 3 clusters Score: Raw -65654.430628 + Penalty 665.805884 = -64988.624744 nChanged 70 SP:Iteration 3Q (1070.389154 sec): 3 clusters Score: Raw -65692.840975 + Penalty 665.805884 = -65027.035091 nChanged 66 SP:Iteration 4Q (1070.435271 sec): 3 clusters Score: Raw -65728.374486 + Penalty 665.805884 = -65062.568602 nChanged 54 SP:Iteration 5Q (1070.474082 sec): 3 clusters Score: Raw -65761.686228 + Penalty 665.805884 = -65095.880344 nChanged 53 SP:Iteration 6Q (1070.530359 sec): 3 clusters Score: Raw -65787.731821 + Penalty 665.805884 = -65121.925937 nChanged 53 SP:Iteration 7Q (1070.577644 sec): 3 clusters Score: Raw -65813.730635 + Penalty 665.805884 = -65147.924751 nChanged 49 SP:Iteration 8Q (1070.617732 sec): 3 clusters Score: Raw -65838.722350 + Penalty 665.805884 = -65172.916466 nChanged 39 SP:Iteration 9Q (1070.664165 sec): 3 clusters Score: Raw -65852.460096 + Penalty 665.805884 = -65186.654211 nChanged 33 SP:Iteration 10Q (1070.717540 sec): 3 clusters Score: Raw -65868.530444 + Penalty 665.805884 = -65202.724560 nChanged 35 SP:Iteration 11Q (1070.761258 sec): 3 clusters Score: Raw -65884.704697 + Penalty 665.805884 = -65218.898813 nChanged 34 SP:Iteration 12Q (1070.809688 sec): 3 clusters Score: Raw -65899.959975 + Penalty 665.805884 = -65234.154091 nChanged 32 SP:Iteration 13Q (1070.860538 sec): 3 clusters Score: Raw -65915.496549 + Penalty 665.805884 = -65249.690665 nChanged 33 SP:Iteration 14Q (1070.906746 sec): 3 clusters Score: Raw -65929.155144 + Penalty 665.805884 = -65263.349260 nChanged 21 SP:Iteration 15Q (1070.959143 sec): 3 clusters Score: Raw -65937.863583 + Penalty 665.805884 = -65272.057698 nChanged 15 SP:Iteration 16Q (1071.002971 sec): 3 clusters Score: Raw -65946.523831 + Penalty 665.805884 = -65280.717947 nChanged 18 SP:Iteration 17Q (1071.048832 sec): 3 clusters Score: Raw -65952.635669 + Penalty 665.805884 = -65286.829784 nChanged 13 SP:Iteration 18Q (1071.106828 sec): 3 clusters Score: Raw -65956.771364 + Penalty 665.805884 = -65290.965480 nChanged 14 SP:Iteration 19Q (1071.140662 sec): 3 clusters Score: Raw -65961.900664 + Penalty 665.805884 = -65296.094780 nChanged 17 SP:Iteration 20F (1071.191628 sec): 3 clusters Score: Raw -65970.021528 + Penalty 665.805884 = -65304.215643 nChanged 17 SP:Iteration 21Q (1071.228827 sec): 3 clusters Score: Raw -65980.028582 + Penalty 665.805884 = -65314.222698 nChanged 22 SP:Iteration 22Q (1071.278500 sec): 3 clusters Score: Raw -65998.058641 + Penalty 665.805884 = -65332.252757 nChanged 25 SP:Iteration 23Q (1071.322680 sec): 3 clusters Score: Raw -66020.789689 + Penalty 665.805884 = -65354.983805 nChanged 26 SP:Iteration 24Q (1071.364985 sec): 3 clusters Score: Raw -66035.314593 + Penalty 665.805884 = -65369.508709 nChanged 17 SP:Iteration 25Q (1071.401885 sec): 3 clusters Score: Raw -66041.856527 + Penalty 665.805884 = -65376.050643 nChanged 10 SP:Iteration 26Q (1071.445917 sec): 3 clusters Score: Raw -66046.855961 + Penalty 665.805884 = -65381.050077 nChanged 11 SP:Iteration 27Q (1071.490800 sec): 3 clusters Score: Raw -66052.321762 + Penalty 665.805884 = -65386.515878 nChanged 7 SP:Iteration 28Q (1071.538583 sec): 3 clusters Score: Raw -66056.227827 + Penalty 665.805884 = -65390.421942 nChanged 5 SP:Iteration 29Q (1071.573606 sec): 3 clusters Score: Raw -66057.703135 + Penalty 665.805884 = -65391.897251 nChanged 2 SP:Iteration 30Q (1071.617694 sec): 3 clusters Score: Raw -66058.208533 + Penalty 665.805884 = -65392.402649 nChanged 2 SP:Iteration 31Q (1071.661581 sec): 3 clusters Score: Raw -66058.523099 + Penalty 665.805884 = -65392.717215 nChanged 1 SP:Iteration 32Q (1071.705739 sec): 3 clusters Score: Raw -66059.197246 + Penalty 665.805884 = -65393.391362 nChanged 2 SP:Iteration 33Q (1071.749920 sec): 3 clusters Score: Raw -66060.152590 + Penalty 665.805884 = -65394.346706 nChanged 2 SP:Iteration 34Q (1071.800020 sec): 3 clusters Score: Raw -66060.850412 + Penalty 665.805884 = -65395.044528 nChanged 3 SP:Iteration 35Q (1071.834823 sec): 3 clusters Score: Raw -66062.006863 + Penalty 665.805884 = -65396.200979 nChanged 1 SP:Iteration 36Q (1071.882545 sec): 3 clusters Score: Raw -66062.440049 + Penalty 665.805884 = -65396.634165 nChanged 2 SP:Iteration 37Q (1071.929815 sec): 3 clusters Score: Raw -66063.009035 + Penalty 665.805884 = -65397.203151 nChanged 4 SP:Iteration 38Q (1071.971779 sec): 3 clusters Score: Raw -66063.686913 + Penalty 665.805884 = -65397.881029 nChanged 1 SP:Iteration 39Q (1072.010224 sec): 3 clusters Score: Raw -66063.967862 + Penalty 665.805884 = -65398.161978 nChanged 1 SP:Iteration 40F (1072.059268 sec): 3 clusters Score: Raw -66064.045509 + Penalty 665.805884 = -65398.239625 nChanged 1 SP:Iteration 41Q (1072.094133 sec): 3 clusters Score: Raw -66064.147793 + Penalty 665.805884 = -65398.341909 nChanged 1 SP:Iteration 42Q (1072.148626 sec): 3 clusters Score: Raw -66064.255369 + Penalty 665.805884 = -65398.449485 nChanged 0 SP:Iteration 43F (1072.185402 sec): 3 clusters Score: Raw -66064.255369 + Penalty 665.805884 = -65398.449485 nChanged 0 Trying to split cluster 13 (2914 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1072.212214 sec): 2 clusters Score: Raw -121262.158193 + Penalty 362.966330 = -120899.191863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1072.261994 sec): 3 clusters Score: Raw -119594.141448 + Penalty 725.932661 = -118868.208787 nChanged 1267 SP:Iteration 1F (1072.314947 sec): 3 clusters Score: Raw -120311.655416 + Penalty 725.932661 = -119585.722755 nChanged 220 SP:Iteration 2F (1072.364220 sec): 3 clusters Score: Raw -120449.607851 + Penalty 725.932661 = -119723.675190 nChanged 200 SP:Iteration 3F (1072.408076 sec): 3 clusters Score: Raw -120564.076802 + Penalty 725.932661 = -119838.144141 nChanged 159 SP:Iteration 4F (1072.455262 sec): 3 clusters Score: Raw -120661.550324 + Penalty 725.932661 = -119935.617663 nChanged 141 SP:Iteration 5Q (1072.501987 sec): 3 clusters Score: Raw -120744.074169 + Penalty 725.932661 = -120018.141508 nChanged 118 SP:Iteration 6Q (1072.552335 sec): 3 clusters Score: Raw -120824.453643 + Penalty 725.932661 = -120098.520982 nChanged 113 SP:Iteration 7Q (1072.595576 sec): 3 clusters Score: Raw -120896.857968 + Penalty 725.932661 = -120170.925307 nChanged 111 SP:Iteration 8Q (1072.644721 sec): 3 clusters Score: Raw -120958.868672 + Penalty 725.932661 = -120232.936011 nChanged 76 SP:Iteration 9Q (1072.690515 sec): 3 clusters Score: Raw -120988.878385 + Penalty 725.932661 = -120262.945724 nChanged 54 SP:Iteration 10Q (1072.731230 sec): 3 clusters Score: Raw -121006.446775 + Penalty 725.932661 = -120280.514115 nChanged 41 SP:Iteration 11Q (1072.776205 sec): 3 clusters Score: Raw -121019.237796 + Penalty 725.932661 = -120293.305135 nChanged 40 SP:Iteration 12Q (1072.829453 sec): 3 clusters Score: Raw -121033.221434 + Penalty 725.932661 = -120307.288774 nChanged 36 SP:Iteration 13Q (1072.873850 sec): 3 clusters Score: Raw -121045.624269 + Penalty 725.932661 = -120319.691609 nChanged 41 SP:Iteration 14Q (1072.917163 sec): 3 clusters Score: Raw -121062.429826 + Penalty 725.932661 = -120336.497165 nChanged 34 SP:Iteration 15Q (1072.973686 sec): 3 clusters Score: Raw -121074.167626 + Penalty 725.932661 = -120348.234965 nChanged 36 SP:Iteration 16Q (1073.009329 sec): 3 clusters Score: Raw -121088.561871 + Penalty 725.932661 = -120362.629210 nChanged 34 SP:Iteration 17Q (1073.067963 sec): 3 clusters Score: Raw -121099.992530 + Penalty 725.932661 = -120374.059869 nChanged 31 SP:Iteration 18Q (1073.109847 sec): 3 clusters Score: Raw -121109.192008 + Penalty 725.932661 = -120383.259347 nChanged 31 SP:Iteration 19Q (1073.149366 sec): 3 clusters Score: Raw -121121.768654 + Penalty 725.932661 = -120395.835994 nChanged 31 SP:Iteration 20F (1073.198883 sec): 3 clusters Score: Raw -121132.077222 + Penalty 725.932661 = -120406.144561 nChanged 33 SP:Iteration 21Q (1073.241104 sec): 3 clusters Score: Raw -121143.868846 + Penalty 725.932661 = -120417.936185 nChanged 27 SP:Iteration 22Q (1073.293394 sec): 3 clusters Score: Raw -121153.476133 + Penalty 725.932661 = -120427.543473 nChanged 29 SP:Iteration 23Q (1073.335816 sec): 3 clusters Score: Raw -121161.159193 + Penalty 725.932661 = -120435.226533 nChanged 21 SP:Iteration 24Q (1073.380247 sec): 3 clusters Score: Raw -121165.732879 + Penalty 725.932661 = -120439.800218 nChanged 14 SP:Iteration 25Q (1073.419384 sec): 3 clusters Score: Raw -121168.061598 + Penalty 725.932661 = -120442.128937 nChanged 10 SP:Iteration 26Q (1073.468380 sec): 3 clusters Score: Raw -121170.338136 + Penalty 725.932661 = -120444.405475 nChanged 8 SP:Iteration 27Q (1073.514261 sec): 3 clusters Score: Raw -121171.500197 + Penalty 725.932661 = -120445.567536 nChanged 5 SP:Iteration 28Q (1073.564263 sec): 3 clusters Score: Raw -121171.912318 + Penalty 725.932661 = -120445.979657 nChanged 6 SP:Iteration 29Q (1073.603649 sec): 3 clusters Score: Raw -121172.597516 + Penalty 725.932661 = -120446.664855 nChanged 3 SP:Iteration 30Q (1073.658949 sec): 3 clusters Score: Raw -121172.973025 + Penalty 725.932661 = -120447.040364 nChanged 6 SP:Iteration 31Q (1073.711161 sec): 3 clusters Score: Raw -121173.953469 + Penalty 725.932661 = -120448.020808 nChanged 5 SP:Iteration 32Q (1073.756860 sec): 3 clusters Score: Raw -121174.722789 + Penalty 725.932661 = -120448.790129 nChanged 4 SP:Iteration 33Q (1073.811889 sec): 3 clusters Score: Raw -121175.515396 + Penalty 725.932661 = -120449.582735 nChanged 4 SP:Iteration 34Q (1073.854418 sec): 3 clusters Score: Raw -121176.377825 + Penalty 725.932661 = -120450.445165 nChanged 2 SP:Iteration 35Q (1073.914687 sec): 3 clusters Score: Raw -121176.770862 + Penalty 725.932661 = -120450.838202 nChanged 0 SP:Iteration 36F (1073.965032 sec): 3 clusters Score: Raw -121176.770862 + Penalty 725.932661 = -120450.838202 nChanged 0 Trying to split cluster 14 (5033 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1073.994853 sec): 2 clusters Score: Raw -196393.591513 + Penalty 387.831604 = -196005.759910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1074.044518 sec): 3 clusters Score: Raw -193399.375988 + Penalty 775.663207 = -192623.712781 nChanged 2251 SP:Iteration 1F (1074.089932 sec): 3 clusters Score: Raw -194916.707433 + Penalty 775.663207 = -194141.044226 nChanged 422 SP:Iteration 2F (1074.145687 sec): 3 clusters Score: Raw -195220.871857 + Penalty 775.663207 = -194445.208649 nChanged 356 SP:Iteration 3F (1074.196531 sec): 3 clusters Score: Raw -195457.804053 + Penalty 775.663207 = -194682.140846 nChanged 289 SP:Iteration 4F (1074.244443 sec): 3 clusters Score: Raw -195601.369868 + Penalty 775.663207 = -194825.706661 nChanged 185 SP:Iteration 5Q (1074.292154 sec): 3 clusters Score: Raw -195680.450046 + Penalty 775.663207 = -194904.786839 nChanged 134 SP:Iteration 6Q (1074.334046 sec): 3 clusters Score: Raw -195736.605324 + Penalty 775.663207 = -194960.942117 nChanged 115 SP:Iteration 7Q (1074.381815 sec): 3 clusters Score: Raw -195791.620686 + Penalty 775.663207 = -195015.957478 nChanged 99 SP:Iteration 8Q (1074.439796 sec): 3 clusters Score: Raw -195842.346763 + Penalty 775.663207 = -195066.683556 nChanged 112 SP:Iteration 9Q (1074.493207 sec): 3 clusters Score: Raw -195900.042305 + Penalty 775.663207 = -195124.379098 nChanged 114 SP:Iteration 10Q (1074.545338 sec): 3 clusters Score: Raw -195982.580735 + Penalty 775.663207 = -195206.917528 nChanged 124 SP:Iteration 11Q (1074.593547 sec): 3 clusters Score: Raw -196110.868869 + Penalty 775.663207 = -195335.205662 nChanged 115 SP:Iteration 12Q (1074.645336 sec): 3 clusters Score: Raw -196209.388674 + Penalty 775.663207 = -195433.725467 nChanged 98 SP:Iteration 13Q (1074.688897 sec): 3 clusters Score: Raw -196268.433655 + Penalty 775.663207 = -195492.770448 nChanged 86 SP:Iteration 14Q (1074.731950 sec): 3 clusters Score: Raw -196315.211202 + Penalty 775.663207 = -195539.547995 nChanged 70 SP:Iteration 15Q (1074.771868 sec): 3 clusters Score: Raw -196353.499864 + Penalty 775.663207 = -195577.836657 nChanged 60 SP:Iteration 16Q (1074.826923 sec): 3 clusters Score: Raw -196384.990327 + Penalty 775.663207 = -195609.327120 nChanged 55 SP:Iteration 17Q (1074.870928 sec): 3 clusters Score: Raw -196415.054052 + Penalty 775.663207 = -195639.390845 nChanged 49 SP:Iteration 18Q (1074.924921 sec): 3 clusters Score: Raw -196443.329892 + Penalty 775.663207 = -195667.666685 nChanged 46 SP:Iteration 19Q (1074.960767 sec): 3 clusters Score: Raw -196470.054396 + Penalty 775.663207 = -195694.391188 nChanged 50 SP:Iteration 20F (1075.012064 sec): 3 clusters Score: Raw -196496.659797 + Penalty 775.663207 = -195720.996590 nChanged 36 SP:Iteration 21Q (1075.060685 sec): 3 clusters Score: Raw -196513.165761 + Penalty 775.663207 = -195737.502554 nChanged 34 SP:Iteration 22Q (1075.107069 sec): 3 clusters Score: Raw -196528.409898 + Penalty 775.663207 = -195752.746691 nChanged 28 SP:Iteration 23Q (1075.156214 sec): 3 clusters Score: Raw -196543.232352 + Penalty 775.663207 = -195767.569145 nChanged 25 SP:Iteration 24Q (1075.201329 sec): 3 clusters Score: Raw -196554.281297 + Penalty 775.663207 = -195778.618090 nChanged 20 SP:Iteration 25Q (1075.243346 sec): 3 clusters Score: Raw -196565.981541 + Penalty 775.663207 = -195790.318334 nChanged 16 SP:Iteration 26Q (1075.291409 sec): 3 clusters Score: Raw -196573.925575 + Penalty 775.663207 = -195798.262368 nChanged 16 SP:Iteration 27Q (1075.338312 sec): 3 clusters Score: Raw -196579.406143 + Penalty 775.663207 = -195803.742936 nChanged 9 SP:Iteration 28Q (1075.403059 sec): 3 clusters Score: Raw -196582.107608 + Penalty 775.663207 = -195806.444400 nChanged 10 SP:Iteration 29Q (1075.444072 sec): 3 clusters Score: Raw -196587.717556 + Penalty 775.663207 = -195812.054349 nChanged 11 SP:Iteration 30Q (1075.492571 sec): 3 clusters Score: Raw -196592.784017 + Penalty 775.663207 = -195817.120810 nChanged 8 SP:Iteration 31Q (1075.545579 sec): 3 clusters Score: Raw -196595.929239 + Penalty 775.663207 = -195820.266032 nChanged 7 SP:Iteration 32Q (1075.581773 sec): 3 clusters Score: Raw -196598.955772 + Penalty 775.663207 = -195823.292565 nChanged 6 SP:Iteration 33Q (1075.614645 sec): 3 clusters Score: Raw -196601.817642 + Penalty 775.663207 = -195826.154435 nChanged 9 SP:Iteration 34Q (1075.664937 sec): 3 clusters Score: Raw -196606.607278 + Penalty 775.663207 = -195830.944071 nChanged 6 SP:Iteration 35Q (1075.712319 sec): 3 clusters Score: Raw -196609.007899 + Penalty 775.663207 = -195833.344692 nChanged 7 SP:Iteration 36Q (1075.756087 sec): 3 clusters Score: Raw -196612.514889 + Penalty 775.663207 = -195836.851682 nChanged 8 SP:Iteration 37Q (1075.807728 sec): 3 clusters Score: Raw -196616.730206 + Penalty 775.663207 = -195841.066999 nChanged 8 SP:Iteration 38Q (1075.847951 sec): 3 clusters Score: Raw -196618.845175 + Penalty 775.663207 = -195843.181968 nChanged 5 SP:Iteration 39Q (1075.897280 sec): 3 clusters Score: Raw -196619.405254 + Penalty 775.663207 = -195843.742047 nChanged 0 SP:Iteration 40F (1075.941850 sec): 3 clusters Score: Raw -196619.405254 + Penalty 775.663207 = -195843.742047 nChanged 0 Trying to split cluster 15 (1045 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1075.963276 sec): 2 clusters Score: Raw -42775.280262 + Penalty 316.305633 = -42458.974629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1076.004009 sec): 3 clusters Score: Raw -42254.518531 + Penalty 632.611267 = -41621.907264 nChanged 412 SP:Iteration 1F (1076.045882 sec): 3 clusters Score: Raw -42505.376647 + Penalty 632.611267 = -41872.765380 nChanged 78 SP:Iteration 2F (1076.094352 sec): 3 clusters Score: Raw -42550.208449 + Penalty 632.611267 = -41917.597182 nChanged 53 SP:Iteration 3F (1076.136979 sec): 3 clusters Score: Raw -42591.828824 + Penalty 632.611267 = -41959.217557 nChanged 33 SP:Iteration 4Q (1076.183559 sec): 3 clusters Score: Raw -42606.909866 + Penalty 632.611267 = -41974.298599 nChanged 26 SP:Iteration 5Q (1076.233298 sec): 3 clusters Score: Raw -42627.831886 + Penalty 632.611267 = -41995.220619 nChanged 33 SP:Iteration 6Q (1076.279002 sec): 3 clusters Score: Raw -42654.269983 + Penalty 632.611267 = -42021.658716 nChanged 40 SP:Iteration 7Q (1076.316659 sec): 3 clusters Score: Raw -42679.281515 + Penalty 632.611267 = -42046.670248 nChanged 36 SP:Iteration 8Q (1076.368306 sec): 3 clusters Score: Raw -42702.266763 + Penalty 632.611267 = -42069.655496 nChanged 34 SP:Iteration 9Q (1076.416551 sec): 3 clusters Score: Raw -42719.181641 + Penalty 632.611267 = -42086.570374 nChanged 28 SP:Iteration 10Q (1076.451382 sec): 3 clusters Score: Raw -42734.295494 + Penalty 632.611267 = -42101.684227 nChanged 24 SP:Iteration 11Q (1076.499501 sec): 3 clusters Score: Raw -42747.666089 + Penalty 632.611267 = -42115.054822 nChanged 17 SP:Iteration 12Q (1076.539353 sec): 3 clusters Score: Raw -42753.891542 + Penalty 632.611267 = -42121.280275 nChanged 12 SP:Iteration 13Q (1076.582713 sec): 3 clusters Score: Raw -42758.526339 + Penalty 632.611267 = -42125.915072 nChanged 10 SP:Iteration 14Q (1076.627747 sec): 3 clusters Score: Raw -42762.896162 + Penalty 632.611267 = -42130.284895 nChanged 8 SP:Iteration 15Q (1076.674906 sec): 3 clusters Score: Raw -42765.299326 + Penalty 632.611267 = -42132.688059 nChanged 8 SP:Iteration 16Q (1076.709087 sec): 3 clusters Score: Raw -42766.930553 + Penalty 632.611267 = -42134.319286 nChanged 3 SP:Iteration 17Q (1076.753963 sec): 3 clusters Score: Raw -42768.392277 + Penalty 632.611267 = -42135.781010 nChanged 3 SP:Iteration 18Q (1076.801830 sec): 3 clusters Score: Raw -42769.110140 + Penalty 632.611267 = -42136.498873 nChanged 3 SP:Iteration 19Q (1076.834889 sec): 3 clusters Score: Raw -42770.019142 + Penalty 632.611267 = -42137.407875 nChanged 2 SP:Iteration 20F (1076.876360 sec): 3 clusters Score: Raw -42771.458894 + Penalty 632.611267 = -42138.847627 nChanged 4 SP:Iteration 21Q (1076.919942 sec): 3 clusters Score: Raw -42773.330662 + Penalty 632.611267 = -42140.719395 nChanged 6 SP:Iteration 22Q (1076.963726 sec): 3 clusters Score: Raw -42774.711756 + Penalty 632.611267 = -42142.100489 nChanged 2 SP:Iteration 23Q (1077.011172 sec): 3 clusters Score: Raw -42775.387655 + Penalty 632.611267 = -42142.776388 nChanged 3 SP:Iteration 24Q (1077.059521 sec): 3 clusters Score: Raw -42776.116899 + Penalty 632.611267 = -42143.505632 nChanged 3 SP:Iteration 25Q (1077.105843 sec): 3 clusters Score: Raw -42776.615327 + Penalty 632.611267 = -42144.004060 nChanged 1 SP:Iteration 26Q (1077.156163 sec): 3 clusters Score: Raw -42776.732945 + Penalty 632.611267 = -42144.121678 nChanged 0 SP:Iteration 27F (1077.199466 sec): 3 clusters Score: Raw -42776.732945 + Penalty 632.611267 = -42144.121678 nChanged 0 Trying to split cluster 16 (633 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1077.217873 sec): 2 clusters Score: Raw -22520.216365 + Penalty 293.496404 = -22226.719960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1077.271232 sec): 3 clusters Score: Raw -22264.030374 + Penalty 586.992808 = -21677.037566 nChanged 271 SP:Iteration 1F (1077.312236 sec): 3 clusters Score: Raw -22455.129248 + Penalty 586.992808 = -21868.136440 nChanged 56 SP:Iteration 2F (1077.348427 sec): 3 clusters Score: Raw -22506.294791 + Penalty 586.992808 = -21919.301982 nChanged 41 SP:Iteration 3F (1077.396037 sec): 3 clusters Score: Raw -22547.846985 + Penalty 586.992808 = -21960.854177 nChanged 33 SP:Iteration 4F (1077.441655 sec): 3 clusters Score: Raw -22585.451199 + Penalty 586.992808 = -21998.458391 nChanged 28 SP:Iteration 5Q (1077.477718 sec): 3 clusters Score: Raw -22632.361137 + Penalty 586.992808 = -22045.368328 nChanged 26 SP:Iteration 6Q (1077.520497 sec): 3 clusters Score: Raw -22669.290369 + Penalty 586.992808 = -22082.297561 nChanged 17 SP:Iteration 7Q (1077.564641 sec): 3 clusters Score: Raw -22706.926935 + Penalty 586.992808 = -22119.934126 nChanged 11 SP:Iteration 8Q (1077.617179 sec): 3 clusters Score: Raw -22737.876651 + Penalty 586.992808 = -22150.883843 nChanged 10 SP:Iteration 9Q (1077.658207 sec): 3 clusters Score: Raw -22766.016120 + Penalty 586.992808 = -22179.023312 nChanged 5 SP:Iteration 10Q (1077.699659 sec): 3 clusters Score: Raw -22779.073763 + Penalty 586.992808 = -22192.080955 nChanged 7 SP:Iteration 11Q (1077.743898 sec): 3 clusters Score: Raw -22793.713917 + Penalty 586.992808 = -22206.721108 nChanged 4 SP:Iteration 12Q (1077.793304 sec): 3 clusters Score: Raw -22800.568440 + Penalty 586.992808 = -22213.575632 nChanged 5 SP:Iteration 13Q (1077.839859 sec): 3 clusters Score: Raw -22806.828581 + Penalty 586.992808 = -22219.835773 nChanged 3 SP:Iteration 14Q (1077.885353 sec): 3 clusters Score: Raw -22814.401691 + Penalty 586.992808 = -22227.408882 nChanged 2 SP:Iteration 15Q (1077.933322 sec): 3 clusters Score: Raw -22823.870550 + Penalty 586.992808 = -22236.877742 nChanged 5 SP:Iteration 16Q (1077.976477 sec): 3 clusters Score: Raw -22841.644608 + Penalty 586.992808 = -22254.651800 nChanged 2 SP:Iteration 17Q (1078.019651 sec): 3 clusters Score: Raw -22853.903188 + Penalty 586.992808 = -22266.910380 nChanged 3 SP:Iteration 18Q (1078.068492 sec): 3 clusters Score: Raw -22867.311021 + Penalty 586.992808 = -22280.318213 nChanged 2 SP:Iteration 19Q (1078.109220 sec): 3 clusters Score: Raw -22878.333100 + Penalty 586.992808 = -22291.340291 nChanged 2 SP:Iteration 20F (1078.162666 sec): 3 clusters Score: Raw -22881.303826 + Penalty 586.992808 = -22294.311018 nChanged 0 Score: Raw -13159352.416240 + Penalty 17890.551679 = -13141461.864561 Splitting cluster 16 changes total score from -13141677.839215 to -13141461.864561 So it's not getting split. Trying to split cluster 17 (18546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1082.038915 sec): 2 clusters Score: Raw -761115.367461 + Penalty 447.174428 = -760668.193033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1082.096366 sec): 3 clusters Score: Raw -749229.114035 + Penalty 894.348856 = -748334.765179 nChanged 8813 SP:Iteration 1F (1082.152619 sec): 3 clusters Score: Raw -754537.195652 + Penalty 894.348856 = -753642.846796 nChanged 1221 SP:Iteration 2F (1082.214156 sec): 3 clusters Score: Raw -755111.267999 + Penalty 894.348856 = -754216.919142 nChanged 1249 SP:Iteration 3F (1082.283254 sec): 3 clusters Score: Raw -755725.873186 + Penalty 894.348856 = -754831.524330 nChanged 1154 SP:Iteration 4F (1082.347486 sec): 3 clusters Score: Raw -756302.715601 + Penalty 894.348856 = -755408.366744 nChanged 1032 SP:Iteration 5F (1082.405633 sec): 3 clusters Score: Raw -756820.833643 + Penalty 894.348856 = -755926.484787 nChanged 948 SP:Iteration 6F (1082.458214 sec): 3 clusters Score: Raw -757326.585916 + Penalty 894.348856 = -756432.237059 nChanged 873 SP:Iteration 7Q (1082.526856 sec): 3 clusters Score: Raw -757873.582866 + Penalty 894.348856 = -756979.234010 nChanged 787 SP:Iteration 8Q (1082.587825 sec): 3 clusters Score: Raw -758401.572094 + Penalty 894.348856 = -757507.223237 nChanged 723 SP:Iteration 9Q (1082.651085 sec): 3 clusters Score: Raw -758939.706105 + Penalty 894.348856 = -758045.357249 nChanged 648 SP:Iteration 10Q (1082.711346 sec): 3 clusters Score: Raw -759461.099070 + Penalty 894.348856 = -758566.750214 nChanged 533 SP:Iteration 11Q (1082.773192 sec): 3 clusters Score: Raw -759914.667630 + Penalty 894.348856 = -759020.318773 nChanged 403 SP:Iteration 12Q (1082.837163 sec): 3 clusters Score: Raw -760257.995051 + Penalty 894.348856 = -759363.646195 nChanged 279 SP:Iteration 13Q (1082.887434 sec): 3 clusters Score: Raw -760478.464776 + Penalty 894.348856 = -759584.115920 nChanged 212 SP:Iteration 14Q (1082.949279 sec): 3 clusters Score: Raw -760663.065290 + Penalty 894.348856 = -759768.716433 nChanged 155 SP:Iteration 15Q (1083.015451 sec): 3 clusters Score: Raw -760785.403378 + Penalty 894.348856 = -759891.054521 nChanged 134 SP:Iteration 16Q (1083.074495 sec): 3 clusters Score: Raw -760883.176681 + Penalty 894.348856 = -759988.827824 nChanged 105 SP:Iteration 17Q (1083.135796 sec): 3 clusters Score: Raw -760949.018862 + Penalty 894.348856 = -760054.670006 nChanged 84 SP:Iteration 18Q (1083.200064 sec): 3 clusters Score: Raw -761005.061846 + Penalty 894.348856 = -760110.712989 nChanged 70 SP:Iteration 19Q (1083.270336 sec): 3 clusters Score: Raw -761061.756225 + Penalty 894.348856 = -760167.407369 nChanged 72 SP:Iteration 20F (1083.332605 sec): 3 clusters Score: Raw -761106.761166 + Penalty 894.348856 = -760212.412309 nChanged 65 SP:Iteration 21Q (1083.398561 sec): 3 clusters Score: Raw -761146.855205 + Penalty 894.348856 = -760252.506348 nChanged 57 SP:Iteration 22Q (1083.446199 sec): 3 clusters Score: Raw -761176.344593 + Penalty 894.348856 = -760281.995736 nChanged 49 SP:Iteration 23Q (1083.507687 sec): 3 clusters Score: Raw -761195.307199 + Penalty 894.348856 = -760300.958343 nChanged 31 SP:Iteration 24Q (1083.575796 sec): 3 clusters Score: Raw -761202.661821 + Penalty 894.348856 = -760308.312965 nChanged 16 SP:Iteration 25Q (1083.634061 sec): 3 clusters Score: Raw -761206.760751 + Penalty 894.348856 = -760312.411895 nChanged 16 SP:Iteration 26Q (1083.686678 sec): 3 clusters Score: Raw -761209.272768 + Penalty 894.348856 = -760314.923912 nChanged 13 SP:Iteration 27Q (1083.749111 sec): 3 clusters Score: Raw -761211.586138 + Penalty 894.348856 = -760317.237281 nChanged 10 SP:Iteration 28Q (1083.809070 sec): 3 clusters Score: Raw -761213.252619 + Penalty 894.348856 = -760318.903763 nChanged 7 SP:Iteration 29Q (1083.867211 sec): 3 clusters Score: Raw -761214.212005 + Penalty 894.348856 = -760319.863149 nChanged 5 SP:Iteration 30Q (1083.933394 sec): 3 clusters Score: Raw -761214.993678 + Penalty 894.348856 = -760320.644821 nChanged 4 SP:Iteration 31Q (1083.990685 sec): 3 clusters Score: Raw -761215.256327 + Penalty 894.348856 = -760320.907471 nChanged 4 SP:Iteration 32Q (1084.051615 sec): 3 clusters Score: Raw -761215.795029 + Penalty 894.348856 = -760321.446172 nChanged 5 SP:Iteration 33Q (1084.112460 sec): 3 clusters Score: Raw -761216.591281 + Penalty 894.348856 = -760322.242425 nChanged 4 SP:Iteration 34Q (1084.169031 sec): 3 clusters Score: Raw -761217.157381 + Penalty 894.348856 = -760322.808524 nChanged 1 SP:Iteration 35Q (1084.220924 sec): 3 clusters Score: Raw -761217.192575 + Penalty 894.348856 = -760322.843719 nChanged 1 SP:Iteration 36Q (1084.288392 sec): 3 clusters Score: Raw -761217.232714 + Penalty 894.348856 = -760322.883857 nChanged 1 SP:Iteration 37Q (1084.333841 sec): 3 clusters Score: Raw -761217.343289 + Penalty 894.348856 = -760322.994432 nChanged 2 SP:Iteration 38Q (1084.401346 sec): 3 clusters Score: Raw -761217.503671 + Penalty 894.348856 = -760323.154814 nChanged 2 SP:Iteration 39Q (1084.460710 sec): 3 clusters Score: Raw -761217.731094 + Penalty 894.348856 = -760323.382238 nChanged 1 SP:Iteration 40F (1084.520275 sec): 3 clusters Score: Raw -761218.012991 + Penalty 894.348856 = -760323.664134 nChanged 1 SP:Iteration 41Q (1084.587176 sec): 3 clusters Score: Raw -761218.148762 + Penalty 894.348856 = -760323.799906 nChanged 2 SP:Iteration 42Q (1084.642325 sec): 3 clusters Score: Raw -761218.397878 + Penalty 894.348856 = -760324.049022 nChanged 2 SP:Iteration 43Q (1084.702161 sec): 3 clusters Score: Raw -761218.708609 + Penalty 894.348856 = -760324.359752 nChanged 2 SP:Iteration 44Q (1084.762101 sec): 3 clusters Score: Raw -761218.811988 + Penalty 894.348856 = -760324.463131 nChanged 0 SP:Iteration 45F (1084.825275 sec): 3 clusters Score: Raw -761218.811988 + Penalty 894.348856 = -760324.463131 nChanged 0 Trying to split cluster 18 (1139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1084.852747 sec): 2 clusters Score: Raw -53186.340027 + Penalty 320.224721 = -52866.115306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1084.897604 sec): 3 clusters Score: Raw -52599.319983 + Penalty 640.449443 = -51958.870540 nChanged 486 SP:Iteration 1F (1084.931322 sec): 3 clusters Score: Raw -52906.503933 + Penalty 640.449443 = -52266.054490 nChanged 98 SP:Iteration 2F (1084.978371 sec): 3 clusters Score: Raw -52963.494471 + Penalty 640.449443 = -52323.045028 nChanged 56 SP:Iteration 3Q (1085.023561 sec): 3 clusters Score: Raw -52994.648882 + Penalty 640.449443 = -52354.199439 nChanged 57 SP:Iteration 4F (1085.072156 sec): 3 clusters Score: Raw -53024.435837 + Penalty 640.449443 = -52383.986394 nChanged 49 SP:Iteration 5Q (1085.114966 sec): 3 clusters Score: Raw -53057.396594 + Penalty 640.449443 = -52416.947151 nChanged 42 SP:Iteration 6Q (1085.169002 sec): 3 clusters Score: Raw -53080.064354 + Penalty 640.449443 = -52439.614911 nChanged 38 SP:Iteration 7Q (1085.217176 sec): 3 clusters Score: Raw -53098.942013 + Penalty 640.449443 = -52458.492570 nChanged 27 SP:Iteration 8Q (1085.260249 sec): 3 clusters Score: Raw -53112.194210 + Penalty 640.449443 = -52471.744768 nChanged 18 SP:Iteration 9Q (1085.307416 sec): 3 clusters Score: Raw -53120.539651 + Penalty 640.449443 = -52480.090209 nChanged 17 SP:Iteration 10Q (1085.341076 sec): 3 clusters Score: Raw -53129.092023 + Penalty 640.449443 = -52488.642580 nChanged 13 SP:Iteration 11Q (1085.387832 sec): 3 clusters Score: Raw -53134.328565 + Penalty 640.449443 = -52493.879122 nChanged 13 SP:Iteration 12Q (1085.435676 sec): 3 clusters Score: Raw -53139.150304 + Penalty 640.449443 = -52498.700861 nChanged 10 SP:Iteration 13Q (1085.479188 sec): 3 clusters Score: Raw -53142.400598 + Penalty 640.449443 = -52501.951155 nChanged 7 SP:Iteration 14Q (1085.527654 sec): 3 clusters Score: Raw -53144.587920 + Penalty 640.449443 = -52504.138477 nChanged 4 SP:Iteration 15Q (1085.575702 sec): 3 clusters Score: Raw -53145.343193 + Penalty 640.449443 = -52504.893750 nChanged 4 SP:Iteration 16Q (1085.618060 sec): 3 clusters Score: Raw -53146.118385 + Penalty 640.449443 = -52505.668942 nChanged 3 SP:Iteration 17Q (1085.664814 sec): 3 clusters Score: Raw -53147.020680 + Penalty 640.449443 = -52506.571237 nChanged 1 SP:Iteration 18Q (1085.707857 sec): 3 clusters Score: Raw -53147.267114 + Penalty 640.449443 = -52506.817671 nChanged 1 SP:Iteration 19Q (1085.738709 sec): 3 clusters Score: Raw -53147.376257 + Penalty 640.449443 = -52506.926814 nChanged 1 SP:Iteration 20F (1085.777045 sec): 3 clusters Score: Raw -53147.570311 + Penalty 640.449443 = -52507.120868 nChanged 0 Trying to split cluster 19 (8919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1085.812416 sec): 2 clusters Score: Raw -404524.580914 + Penalty 413.865230 = -404110.715684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1085.849993 sec): 3 clusters Score: Raw -398911.861086 + Penalty 827.730459 = -398084.130627 nChanged 4205 SP:Iteration 1F (1085.897709 sec): 3 clusters Score: Raw -401448.813572 + Penalty 827.730459 = -400621.083113 nChanged 569 SP:Iteration 2F (1085.945583 sec): 3 clusters Score: Raw -401776.605582 + Penalty 827.730459 = -400948.875123 nChanged 570 SP:Iteration 3F (1085.992916 sec): 3 clusters Score: Raw -402159.273991 + Penalty 827.730459 = -401331.543532 nChanged 549 SP:Iteration 4F (1086.048883 sec): 3 clusters Score: Raw -402540.778289 + Penalty 827.730459 = -401713.047830 nChanged 504 SP:Iteration 5F (1086.087701 sec): 3 clusters Score: Raw -402835.802492 + Penalty 827.730459 = -402008.072033 nChanged 392 SP:Iteration 6Q (1086.137706 sec): 3 clusters Score: Raw -403008.235569 + Penalty 827.730459 = -402180.505110 nChanged 274 SP:Iteration 7Q (1086.184924 sec): 3 clusters Score: Raw -403093.311138 + Penalty 827.730459 = -402265.580679 nChanged 189 SP:Iteration 8Q (1086.240414 sec): 3 clusters Score: Raw -403139.389117 + Penalty 827.730459 = -402311.658658 nChanged 115 SP:Iteration 9Q (1086.289416 sec): 3 clusters Score: Raw -403167.460825 + Penalty 827.730459 = -402339.730366 nChanged 112 SP:Iteration 10Q (1086.344619 sec): 3 clusters Score: Raw -403200.344756 + Penalty 827.730459 = -402372.614297 nChanged 121 SP:Iteration 11Q (1086.397670 sec): 3 clusters Score: Raw -403234.642756 + Penalty 827.730459 = -402406.912297 nChanged 121 SP:Iteration 12Q (1086.450098 sec): 3 clusters Score: Raw -403266.092698 + Penalty 827.730459 = -402438.362239 nChanged 122 SP:Iteration 13Q (1086.505410 sec): 3 clusters Score: Raw -403295.853417 + Penalty 827.730459 = -402468.122957 nChanged 123 SP:Iteration 14Q (1086.535948 sec): 3 clusters Score: Raw -403332.436236 + Penalty 827.730459 = -402504.705777 nChanged 135 SP:Iteration 15Q (1086.582244 sec): 3 clusters Score: Raw -403370.781687 + Penalty 827.730459 = -402543.051228 nChanged 137 SP:Iteration 16Q (1086.638081 sec): 3 clusters Score: Raw -403410.198077 + Penalty 827.730459 = -402582.467618 nChanged 127 SP:Iteration 17Q (1086.688334 sec): 3 clusters Score: Raw -403446.912286 + Penalty 827.730459 = -402619.181827 nChanged 113 SP:Iteration 18Q (1086.733525 sec): 3 clusters Score: Raw -403484.053557 + Penalty 827.730459 = -402656.323098 nChanged 141 SP:Iteration 19Q (1086.796033 sec): 3 clusters Score: Raw -403540.370183 + Penalty 827.730459 = -402712.639724 nChanged 161 SP:Iteration 20F (1086.852806 sec): 3 clusters Score: Raw -403603.425282 + Penalty 827.730459 = -402775.694823 nChanged 148 SP:Iteration 21Q (1086.901822 sec): 3 clusters Score: Raw -403659.881098 + Penalty 827.730459 = -402832.150639 nChanged 137 SP:Iteration 22Q (1086.958187 sec): 3 clusters Score: Raw -403707.092885 + Penalty 827.730459 = -402879.362426 nChanged 136 SP:Iteration 23Q (1087.014374 sec): 3 clusters Score: Raw -403749.494386 + Penalty 827.730459 = -402921.763927 nChanged 127 SP:Iteration 24Q (1087.064478 sec): 3 clusters Score: Raw -403790.660085 + Penalty 827.730459 = -402962.929625 nChanged 125 SP:Iteration 25Q (1087.118260 sec): 3 clusters Score: Raw -403828.356732 + Penalty 827.730459 = -403000.626273 nChanged 106 SP:Iteration 26Q (1087.173417 sec): 3 clusters Score: Raw -403857.161767 + Penalty 827.730459 = -403029.431308 nChanged 105 SP:Iteration 27Q (1087.223416 sec): 3 clusters Score: Raw -403889.714042 + Penalty 827.730459 = -403061.983583 nChanged 94 SP:Iteration 28Q (1087.266317 sec): 3 clusters Score: Raw -403919.528117 + Penalty 827.730459 = -403091.797658 nChanged 87 SP:Iteration 29Q (1087.317352 sec): 3 clusters Score: Raw -403943.347879 + Penalty 827.730459 = -403115.617420 nChanged 80 SP:Iteration 30Q (1087.368527 sec): 3 clusters Score: Raw -403963.587913 + Penalty 827.730459 = -403135.857454 nChanged 84 SP:Iteration 31Q (1087.422915 sec): 3 clusters Score: Raw -403987.016116 + Penalty 827.730459 = -403159.285657 nChanged 87 SP:Iteration 32Q (1087.480946 sec): 3 clusters Score: Raw -404011.285011 + Penalty 827.730459 = -403183.554551 nChanged 79 SP:Iteration 33Q (1087.529441 sec): 3 clusters Score: Raw -404029.962652 + Penalty 827.730459 = -403202.232193 nChanged 75 SP:Iteration 34Q (1087.568708 sec): 3 clusters Score: Raw -404047.734168 + Penalty 827.730459 = -403220.003709 nChanged 69 SP:Iteration 35Q (1087.620680 sec): 3 clusters Score: Raw -404067.483505 + Penalty 827.730459 = -403239.753045 nChanged 89 SP:Iteration 36Q (1087.658842 sec): 3 clusters Score: Raw -404092.569735 + Penalty 827.730459 = -403264.839276 nChanged 77 SP:Iteration 37Q (1087.714062 sec): 3 clusters Score: Raw -404114.910135 + Penalty 827.730459 = -403287.179676 nChanged 72 SP:Iteration 38Q (1087.761145 sec): 3 clusters Score: Raw -404136.357899 + Penalty 827.730459 = -403308.627440 nChanged 70 SP:Iteration 39Q (1087.808283 sec): 3 clusters Score: Raw -404156.521312 + Penalty 827.730459 = -403328.790853 nChanged 71 SP:Iteration 40F (1087.851841 sec): 3 clusters Score: Raw -404178.917201 + Penalty 827.730459 = -403351.186742 nChanged 78 SP:Iteration 41Q (1087.915970 sec): 3 clusters Score: Raw -404207.591789 + Penalty 827.730459 = -403379.861329 nChanged 81 SP:Iteration 42Q (1087.966752 sec): 3 clusters Score: Raw -404240.577805 + Penalty 827.730459 = -403412.847346 nChanged 82 SP:Iteration 43Q (1088.022636 sec): 3 clusters Score: Raw -404274.360959 + Penalty 827.730459 = -403446.630500 nChanged 85 SP:Iteration 44Q (1088.070856 sec): 3 clusters Score: Raw -404311.163999 + Penalty 827.730459 = -403483.433540 nChanged 60 SP:Iteration 45Q (1088.125988 sec): 3 clusters Score: Raw -404333.406478 + Penalty 827.730459 = -403505.676019 nChanged 47 SP:Iteration 46Q (1088.167723 sec): 3 clusters Score: Raw -404349.833545 + Penalty 827.730459 = -403522.103086 nChanged 39 SP:Iteration 47Q (1088.231880 sec): 3 clusters Score: Raw -404362.475794 + Penalty 827.730459 = -403534.745335 nChanged 42 SP:Iteration 48Q (1088.275919 sec): 3 clusters Score: Raw -404376.090528 + Penalty 827.730459 = -403548.360069 nChanged 42 SP:Iteration 49Q (1088.326384 sec): 3 clusters Score: Raw -404391.906273 + Penalty 827.730459 = -403564.175814 nChanged 46 SP:Iteration 50Q (1088.387846 sec): 3 clusters Score: Raw -404412.520885 + Penalty 827.730459 = -403584.790426 nChanged 47 SP:Iteration 51Q (1088.424089 sec): 3 clusters Score: Raw -404427.872915 + Penalty 827.730459 = -403600.142456 nChanged 29 SP:Iteration 52Q (1088.477337 sec): 3 clusters Score: Raw -404436.614006 + Penalty 827.730459 = -403608.883547 nChanged 23 SP:Iteration 53Q (1088.538870 sec): 3 clusters Score: Raw -404442.733398 + Penalty 827.730459 = -403615.002939 nChanged 20 SP:Iteration 54Q (1088.578681 sec): 3 clusters Score: Raw -404447.873667 + Penalty 827.730459 = -403620.143208 nChanged 15 SP:Iteration 55Q (1088.636393 sec): 3 clusters Score: Raw -404451.591888 + Penalty 827.730459 = -403623.861429 nChanged 16 SP:Iteration 56Q (1088.686871 sec): 3 clusters Score: Raw -404455.501446 + Penalty 827.730459 = -403627.770987 nChanged 17 SP:Iteration 57Q (1088.730325 sec): 3 clusters Score: Raw -404459.458967 + Penalty 827.730459 = -403631.728507 nChanged 14 SP:Iteration 58Q (1088.792501 sec): 3 clusters Score: Raw -404463.478492 + Penalty 827.730459 = -403635.748032 nChanged 11 SP:Iteration 59Q (1088.833092 sec): 3 clusters Score: Raw -404466.716446 + Penalty 827.730459 = -403638.985987 nChanged 18 SP:Iteration 60F (1088.885526 sec): 3 clusters Score: Raw -404473.146901 + Penalty 827.730459 = -403645.416442 nChanged 16 SP:Iteration 61Q (1088.928797 sec): 3 clusters Score: Raw -404476.998976 + Penalty 827.730459 = -403649.268517 nChanged 9 SP:Iteration 62Q (1088.980544 sec): 3 clusters Score: Raw -404480.453472 + Penalty 827.730459 = -403652.723013 nChanged 16 SP:Iteration 63Q (1089.018846 sec): 3 clusters Score: Raw -404486.266245 + Penalty 827.730459 = -403658.535785 nChanged 13 SP:Iteration 64Q (1089.067789 sec): 3 clusters Score: Raw -404491.249649 + Penalty 827.730459 = -403663.519190 nChanged 10 SP:Iteration 65Q (1089.120736 sec): 3 clusters Score: Raw -404494.731112 + Penalty 827.730459 = -403667.000652 nChanged 9 SP:Iteration 66Q (1089.181144 sec): 3 clusters Score: Raw -404498.506079 + Penalty 827.730459 = -403670.775619 nChanged 8 SP:Iteration 67Q (1089.229623 sec): 3 clusters Score: Raw -404501.178001 + Penalty 827.730459 = -403673.447542 nChanged 8 SP:Iteration 68Q (1089.286774 sec): 3 clusters Score: Raw -404504.120033 + Penalty 827.730459 = -403676.389574 nChanged 4 SP:Iteration 69Q (1089.334919 sec): 3 clusters Score: Raw -404505.020958 + Penalty 827.730459 = -403677.290499 nChanged 4 SP:Iteration 70Q (1089.379309 sec): 3 clusters Score: Raw -404505.635914 + Penalty 827.730459 = -403677.905455 nChanged 7 SP:Iteration 71Q (1089.418551 sec): 3 clusters Score: Raw -404506.843153 + Penalty 827.730459 = -403679.112694 nChanged 5 SP:Iteration 72Q (1089.471623 sec): 3 clusters Score: Raw -404507.761113 + Penalty 827.730459 = -403680.030654 nChanged 3 SP:Iteration 73Q (1089.522921 sec): 3 clusters Score: Raw -404508.097447 + Penalty 827.730459 = -403680.366988 nChanged 3 SP:Iteration 74Q (1089.567926 sec): 3 clusters Score: Raw -404509.004330 + Penalty 827.730459 = -403681.273871 nChanged 4 SP:Iteration 75Q (1089.616979 sec): 3 clusters Score: Raw -404509.796704 + Penalty 827.730459 = -403682.066245 nChanged 2 SP:Iteration 76Q (1089.671869 sec): 3 clusters Score: Raw -404511.430713 + Penalty 827.730459 = -403683.700254 nChanged 4 SP:Iteration 77Q (1089.714714 sec): 3 clusters Score: Raw -404512.932882 + Penalty 827.730459 = -403685.202423 nChanged 2 SP:Iteration 78Q (1089.763343 sec): 3 clusters Score: Raw -404514.433686 + Penalty 827.730459 = -403686.703227 nChanged 2 SP:Iteration 79Q (1089.815971 sec): 3 clusters Score: Raw -404515.750616 + Penalty 827.730459 = -403688.020157 nChanged 6 SP:Iteration 80F (1089.859908 sec): 3 clusters Score: Raw -404518.377119 + Penalty 827.730459 = -403690.646660 nChanged 5 SP:Iteration 81Q (1089.912485 sec): 3 clusters Score: Raw -404520.491727 + Penalty 827.730459 = -403692.761268 nChanged 7 SP:Iteration 82Q (1089.968064 sec): 3 clusters Score: Raw -404522.972032 + Penalty 827.730459 = -403695.241573 nChanged 4 SP:Iteration 83Q (1090.016315 sec): 3 clusters Score: Raw -404523.736019 + Penalty 827.730459 = -403696.005560 nChanged 2 SP:Iteration 84Q (1090.073291 sec): 3 clusters Score: Raw -404524.317469 + Penalty 827.730459 = -403696.587010 nChanged 5 SP:Iteration 85Q (1090.114044 sec): 3 clusters Score: Raw -404525.489989 + Penalty 827.730459 = -403697.759530 nChanged 1 SP:Iteration 86Q (1090.170254 sec): 3 clusters Score: Raw -404525.625084 + Penalty 827.730459 = -403697.894625 nChanged 2 SP:Iteration 87Q (1090.221109 sec): 3 clusters Score: Raw -404525.799753 + Penalty 827.730459 = -403698.069294 nChanged 2 SP:Iteration 88Q (1090.273520 sec): 3 clusters Score: Raw -404526.290173 + Penalty 827.730459 = -403698.559714 nChanged 3 SP:Iteration 89Q (1090.327439 sec): 3 clusters Score: Raw -404527.360601 + Penalty 827.730459 = -403699.630142 nChanged 5 SP:Iteration 90Q (1090.375188 sec): 3 clusters Score: Raw -404529.103253 + Penalty 827.730459 = -403701.372794 nChanged 8 SP:Iteration 91Q (1090.424784 sec): 3 clusters Score: Raw -404533.434997 + Penalty 827.730459 = -403705.704538 nChanged 7 SP:Iteration 92Q (1090.473115 sec): 3 clusters Score: Raw -404538.388423 + Penalty 827.730459 = -403710.657964 nChanged 7 SP:Iteration 93Q (1090.517061 sec): 3 clusters Score: Raw -404541.340869 + Penalty 827.730459 = -403713.610409 nChanged 5 SP:Iteration 94Q (1090.570045 sec): 3 clusters Score: Raw -404542.912789 + Penalty 827.730459 = -403715.182330 nChanged 3 SP:Iteration 95Q (1090.626071 sec): 3 clusters Score: Raw -404543.732353 + Penalty 827.730459 = -403716.001894 nChanged 1 SP:Iteration 96Q (1090.680465 sec): 3 clusters Score: Raw -404543.892602 + Penalty 827.730459 = -403716.162143 nChanged 1 SP:Iteration 97Q (1090.733305 sec): 3 clusters Score: Raw -404544.404871 + Penalty 827.730459 = -403716.674411 nChanged 3 SP:Iteration 98Q (1090.775004 sec): 3 clusters Score: Raw -404545.271539 + Penalty 827.730459 = -403717.541080 nChanged 2 SP:Iteration 99Q (1090.836074 sec): 3 clusters Score: Raw -404545.852505 + Penalty 827.730459 = -403718.122046 nChanged 2 SP:Iteration 100F (1090.891016 sec): 3 clusters Score: Raw -404546.390083 + Penalty 827.730459 = -403718.659624 nChanged 0 Trying to split cluster 20 (80038 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1090.971216 sec): 2 clusters Score: Raw -3509317.701562 + Penalty 513.706684 = -3508803.994877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1091.085482 sec): 3 clusters Score: Raw -3455814.962822 + Penalty 1027.413369 = -3454787.549453 nChanged 39189 SP:Iteration 1F (1091.208062 sec): 3 clusters Score: Raw -3479493.744080 + Penalty 1027.413369 = -3478466.330711 nChanged 3787 SP:Iteration 2Q (1091.331206 sec): 3 clusters Score: Raw -3481138.471631 + Penalty 1027.413369 = -3480111.058262 nChanged 4567 SP:Iteration 3F (1091.445276 sec): 3 clusters Score: Raw -3483639.382533 + Penalty 1027.413369 = -3482611.969164 nChanged 5212 SP:Iteration 4F (1091.555674 sec): 3 clusters Score: Raw -3487074.340079 + Penalty 1027.413369 = -3486046.926710 nChanged 5331 SP:Iteration 5F (1091.675415 sec): 3 clusters Score: Raw -3491196.195839 + Penalty 1027.413369 = -3490168.782470 nChanged 4859 SP:Iteration 6F (1091.794418 sec): 3 clusters Score: Raw -3495250.102279 + Penalty 1027.413369 = -3494222.688910 nChanged 3852 SP:Iteration 7Q (1091.911542 sec): 3 clusters Score: Raw -3498107.513717 + Penalty 1027.413369 = -3497080.100348 nChanged 2800 SP:Iteration 8Q (1092.038168 sec): 3 clusters Score: Raw -3499738.813962 + Penalty 1027.413369 = -3498711.400593 nChanged 2035 SP:Iteration 9Q (1092.154539 sec): 3 clusters Score: Raw -3500762.241279 + Penalty 1027.413369 = -3499734.827910 nChanged 1809 SP:Iteration 10Q (1092.273121 sec): 3 clusters Score: Raw -3501656.609283 + Penalty 1027.413369 = -3500629.195914 nChanged 1808 SP:Iteration 11Q (1092.382751 sec): 3 clusters Score: Raw -3502597.294616 + Penalty 1027.413369 = -3501569.881247 nChanged 1743 SP:Iteration 12Q (1092.502298 sec): 3 clusters Score: Raw -3503576.247522 + Penalty 1027.413369 = -3502548.834153 nChanged 1627 SP:Iteration 13Q (1092.613546 sec): 3 clusters Score: Raw -3504558.969342 + Penalty 1027.413369 = -3503531.555973 nChanged 1516 SP:Iteration 14Q (1092.728237 sec): 3 clusters Score: Raw -3505529.800861 + Penalty 1027.413369 = -3504502.387492 nChanged 1302 SP:Iteration 15Q (1092.847171 sec): 3 clusters Score: Raw -3506418.685222 + Penalty 1027.413369 = -3505391.271853 nChanged 1063 SP:Iteration 16Q (1092.957703 sec): 3 clusters Score: Raw -3507155.890464 + Penalty 1027.413369 = -3506128.477095 nChanged 845 SP:Iteration 17Q (1093.068800 sec): 3 clusters Score: Raw -3507725.547297 + Penalty 1027.413369 = -3506698.133928 nChanged 664 SP:Iteration 18Q (1093.180359 sec): 3 clusters Score: Raw -3508162.278021 + Penalty 1027.413369 = -3507134.864652 nChanged 508 SP:Iteration 19Q (1093.281152 sec): 3 clusters Score: Raw -3508498.096200 + Penalty 1027.413369 = -3507470.682831 nChanged 406 SP:Iteration 20F (1093.389440 sec): 3 clusters Score: Raw -3508778.674876 + Penalty 1027.413369 = -3507751.261507 nChanged 281 SP:Iteration 21Q (1093.498954 sec): 3 clusters Score: Raw -3508972.925673 + Penalty 1027.413369 = -3507945.512304 nChanged 199 SP:Iteration 22Q (1093.601619 sec): 3 clusters Score: Raw -3509107.913535 + Penalty 1027.413369 = -3508080.500167 nChanged 136 SP:Iteration 23Q (1093.702230 sec): 3 clusters Score: Raw -3509191.156169 + Penalty 1027.413369 = -3508163.742800 nChanged 90 SP:Iteration 24Q (1093.799950 sec): 3 clusters Score: Raw -3509247.040938 + Penalty 1027.413369 = -3508219.627569 nChanged 63 SP:Iteration 25Q (1093.904088 sec): 3 clusters Score: Raw -3509283.544919 + Penalty 1027.413369 = -3508256.131550 nChanged 48 SP:Iteration 26Q (1094.015019 sec): 3 clusters Score: Raw -3509317.814442 + Penalty 1027.413369 = -3508290.401073 nChanged 37 SP:Iteration 27Q (1094.127579 sec): 3 clusters Score: Raw -3509341.687310 + Penalty 1027.413369 = -3508314.273941 nChanged 31 SP:Iteration 28Q (1094.234777 sec): 3 clusters Score: Raw -3509360.348803 + Penalty 1027.413369 = -3508332.935434 nChanged 24 SP:Iteration 29Q (1094.337389 sec): 3 clusters Score: Raw -3509376.071868 + Penalty 1027.413369 = -3508348.658499 nChanged 16 SP:Iteration 30Q (1094.441023 sec): 3 clusters Score: Raw -3509386.142460 + Penalty 1027.413369 = -3508358.729092 nChanged 7 SP:Iteration 31Q (1094.540755 sec): 3 clusters Score: Raw -3509389.793882 + Penalty 1027.413369 = -3508362.380513 nChanged 4 SP:Iteration 32Q (1094.644566 sec): 3 clusters Score: Raw -3509392.848935 + Penalty 1027.413369 = -3508365.435566 nChanged 3 SP:Iteration 33Q (1094.761920 sec): 3 clusters Score: Raw -3509394.773032 + Penalty 1027.413369 = -3508367.359663 nChanged 3 SP:Iteration 34Q (1094.868222 sec): 3 clusters Score: Raw -3509395.958587 + Penalty 1027.413369 = -3508368.545218 nChanged 3 SP:Iteration 35Q (1094.971590 sec): 3 clusters Score: Raw -3509397.436055 + Penalty 1027.413369 = -3508370.022687 nChanged 2 SP:Iteration 36Q (1095.065285 sec): 3 clusters Score: Raw -3509399.145559 + Penalty 1027.413369 = -3508371.732190 nChanged 3 SP:Iteration 37Q (1095.164379 sec): 3 clusters Score: Raw -3509400.825868 + Penalty 1027.413369 = -3508373.412499 nChanged 2 SP:Iteration 38Q (1095.270151 sec): 3 clusters Score: Raw -3509401.498384 + Penalty 1027.413369 = -3508374.085015 nChanged 0 SP:Iteration 39F (1095.379293 sec): 3 clusters Score: Raw -3509401.498384 + Penalty 1027.413369 = -3508374.085015 nChanged 0 Trying to split cluster 21 (4175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1095.416397 sec): 2 clusters Score: Raw -173116.865106 + Penalty 379.327568 = -172737.537538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1095.463764 sec): 3 clusters Score: Raw -170671.466258 + Penalty 758.655137 = -169912.811121 nChanged 1825 SP:Iteration 1F (1095.500714 sec): 3 clusters Score: Raw -171877.074214 + Penalty 758.655137 = -171118.419077 nChanged 296 SP:Iteration 2F (1095.548724 sec): 3 clusters Score: Raw -172141.416401 + Penalty 758.655137 = -171382.761264 nChanged 295 SP:Iteration 3F (1095.609172 sec): 3 clusters Score: Raw -172394.783585 + Penalty 758.655137 = -171636.128448 nChanged 274 SP:Iteration 4F (1095.648506 sec): 3 clusters Score: Raw -172592.571310 + Penalty 758.655137 = -171833.916173 nChanged 242 SP:Iteration 5F (1095.696179 sec): 3 clusters Score: Raw -172717.230548 + Penalty 758.655137 = -171958.575411 nChanged 188 SP:Iteration 6Q (1095.742947 sec): 3 clusters Score: Raw -172810.082786 + Penalty 758.655137 = -172051.427649 nChanged 148 SP:Iteration 7Q (1095.796875 sec): 3 clusters Score: Raw -172876.426576 + Penalty 758.655137 = -172117.771439 nChanged 118 SP:Iteration 8Q (1095.839147 sec): 3 clusters Score: Raw -172913.993499 + Penalty 758.655137 = -172155.338362 nChanged 90 SP:Iteration 9Q (1095.894367 sec): 3 clusters Score: Raw -172944.347030 + Penalty 758.655137 = -172185.691893 nChanged 69 SP:Iteration 10Q (1095.942969 sec): 3 clusters Score: Raw -172962.466578 + Penalty 758.655137 = -172203.811441 nChanged 58 SP:Iteration 11Q (1095.988819 sec): 3 clusters Score: Raw -172975.704295 + Penalty 758.655137 = -172217.049158 nChanged 46 SP:Iteration 12Q (1096.036827 sec): 3 clusters Score: Raw -172985.854522 + Penalty 758.655137 = -172227.199385 nChanged 44 SP:Iteration 13Q (1096.076973 sec): 3 clusters Score: Raw -172994.935772 + Penalty 758.655137 = -172236.280636 nChanged 43 SP:Iteration 14Q (1096.130853 sec): 3 clusters Score: Raw -173005.675571 + Penalty 758.655137 = -172247.020434 nChanged 52 SP:Iteration 15Q (1096.179170 sec): 3 clusters Score: Raw -173020.432804 + Penalty 758.655137 = -172261.777667 nChanged 61 SP:Iteration 16Q (1096.224387 sec): 3 clusters Score: Raw -173040.377025 + Penalty 758.655137 = -172281.721888 nChanged 60 SP:Iteration 17Q (1096.282498 sec): 3 clusters Score: Raw -173063.535965 + Penalty 758.655137 = -172304.880828 nChanged 63 SP:Iteration 18Q (1096.328193 sec): 3 clusters Score: Raw -173095.184409 + Penalty 758.655137 = -172336.529272 nChanged 63 SP:Iteration 19Q (1096.375382 sec): 3 clusters Score: Raw -173121.848872 + Penalty 758.655137 = -172363.193735 nChanged 54 SP:Iteration 20F (1096.422167 sec): 3 clusters Score: Raw -173137.499504 + Penalty 758.655137 = -172378.844367 nChanged 42 SP:Iteration 21Q (1096.468876 sec): 3 clusters Score: Raw -173147.393378 + Penalty 758.655137 = -172388.738241 nChanged 32 SP:Iteration 22Q (1096.512994 sec): 3 clusters Score: Raw -173154.559848 + Penalty 758.655137 = -172395.904711 nChanged 20 SP:Iteration 23Q (1096.559995 sec): 3 clusters Score: Raw -173159.446149 + Penalty 758.655137 = -172400.791012 nChanged 19 SP:Iteration 24Q (1096.600867 sec): 3 clusters Score: Raw -173163.455412 + Penalty 758.655137 = -172404.800275 nChanged 16 SP:Iteration 25Q (1096.656363 sec): 3 clusters Score: Raw -173165.812118 + Penalty 758.655137 = -172407.156981 nChanged 14 SP:Iteration 26Q (1096.703700 sec): 3 clusters Score: Raw -173166.977848 + Penalty 758.655137 = -172408.322711 nChanged 6 SP:Iteration 27Q (1096.745975 sec): 3 clusters Score: Raw -173167.480887 + Penalty 758.655137 = -172408.825750 nChanged 3 SP:Iteration 28Q (1096.802288 sec): 3 clusters Score: Raw -173167.772859 + Penalty 758.655137 = -172409.117722 nChanged 3 SP:Iteration 29Q (1096.838971 sec): 3 clusters Score: Raw -173168.064742 + Penalty 758.655137 = -172409.409605 nChanged 2 SP:Iteration 30Q (1096.895053 sec): 3 clusters Score: Raw -173168.153456 + Penalty 758.655137 = -172409.498319 nChanged 0 SP:Iteration 31F (1096.936250 sec): 3 clusters Score: Raw -173168.153456 + Penalty 758.655137 = -172409.498319 nChanged 0 Trying to split cluster 22 (656 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1096.959992 sec): 2 clusters Score: Raw -21041.463089 + Penalty 295.120316 = -20746.342773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1097.002880 sec): 3 clusters Score: Raw -20792.606849 + Penalty 590.240632 = -20202.366217 nChanged 240 SP:Iteration 1F (1097.055771 sec): 3 clusters Score: Raw -21008.724790 + Penalty 590.240632 = -20418.484158 nChanged 60 SP:Iteration 2F (1097.100269 sec): 3 clusters Score: Raw -21083.538008 + Penalty 590.240632 = -20493.297376 nChanged 45 SP:Iteration 3F (1097.132652 sec): 3 clusters Score: Raw -21144.459368 + Penalty 590.240632 = -20554.218736 nChanged 34 SP:Iteration 4F (1097.174400 sec): 3 clusters Score: Raw -21202.826295 + Penalty 590.240632 = -20612.585663 nChanged 26 SP:Iteration 5Q (1097.224428 sec): 3 clusters Score: Raw -21235.004422 + Penalty 590.240632 = -20644.763790 nChanged 13 SP:Iteration 6Q (1097.267413 sec): 3 clusters Score: Raw -21245.519492 + Penalty 590.240632 = -20655.278860 nChanged 7 SP:Iteration 7Q (1097.309509 sec): 3 clusters Score: Raw -21248.922886 + Penalty 590.240632 = -20658.682254 nChanged 6 SP:Iteration 8Q (1097.341828 sec): 3 clusters Score: Raw -21254.090789 + Penalty 590.240632 = -20663.850157 nChanged 6 SP:Iteration 9Q (1097.391528 sec): 3 clusters Score: Raw -21259.169215 + Penalty 590.240632 = -20668.928583 nChanged 5 SP:Iteration 10Q (1097.441454 sec): 3 clusters Score: Raw -21260.485749 + Penalty 590.240632 = -20670.245117 nChanged 1 SP:Iteration 11Q (1097.479126 sec): 3 clusters Score: Raw -21260.833474 + Penalty 590.240632 = -20670.592842 nChanged 4 SP:Iteration 12Q (1097.524493 sec): 3 clusters Score: Raw -21262.382641 + Penalty 590.240632 = -20672.142009 nChanged 4 SP:Iteration 13Q (1097.580522 sec): 3 clusters Score: Raw -21263.654157 + Penalty 590.240632 = -20673.413525 nChanged 1 SP:Iteration 14Q (1097.629657 sec): 3 clusters Score: Raw -21263.868459 + Penalty 590.240632 = -20673.627827 nChanged 1 SP:Iteration 15Q (1097.676299 sec): 3 clusters Score: Raw -21264.340471 + Penalty 590.240632 = -20674.099839 nChanged 1 SP:Iteration 16Q (1097.725632 sec): 3 clusters Score: Raw -21264.899758 + Penalty 590.240632 = -20674.659126 nChanged 1 SP:Iteration 17Q (1097.765148 sec): 3 clusters Score: Raw -21265.198106 + Penalty 590.240632 = -20674.957474 nChanged 1 SP:Iteration 18Q (1097.808164 sec): 3 clusters Score: Raw -21267.217250 + Penalty 590.240632 = -20676.976618 nChanged 2 SP:Iteration 19Q (1097.848718 sec): 3 clusters Score: Raw -21268.287143 + Penalty 590.240632 = -20678.046511 nChanged 2 SP:Iteration 20F (1097.903237 sec): 3 clusters Score: Raw -21268.983658 + Penalty 590.240632 = -20678.743026 nChanged 2 SP:Iteration 21Q (1097.944131 sec): 3 clusters Score: Raw -21269.658881 + Penalty 590.240632 = -20679.418249 nChanged 0 SP:Iteration 22F (1097.978388 sec): 3 clusters Score: Raw -21269.658881 + Penalty 590.240632 = -20679.418249 nChanged 0 Trying to split cluster 23 (1250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1098.006600 sec): 2 clusters Score: Raw -51087.147607 + Penalty 324.455897 = -50762.691710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1098.048013 sec): 3 clusters Score: Raw -50458.513374 + Penalty 648.911794 = -49809.601581 nChanged 505 SP:Iteration 1F (1098.092609 sec): 3 clusters Score: Raw -50758.846085 + Penalty 648.911794 = -50109.934291 nChanged 97 SP:Iteration 2F (1098.137500 sec): 3 clusters Score: Raw -50823.464910 + Penalty 648.911794 = -50174.553117 nChanged 66 SP:Iteration 3F (1098.181717 sec): 3 clusters Score: Raw -50863.983485 + Penalty 648.911794 = -50215.071691 nChanged 49 SP:Iteration 4Q (1098.225719 sec): 3 clusters Score: Raw -50911.733057 + Penalty 648.911794 = -50262.821264 nChanged 57 SP:Iteration 5Q (1098.273530 sec): 3 clusters Score: Raw -50955.970893 + Penalty 648.911794 = -50307.059099 nChanged 45 SP:Iteration 6Q (1098.324260 sec): 3 clusters Score: Raw -50983.327880 + Penalty 648.911794 = -50334.416087 nChanged 33 SP:Iteration 7Q (1098.377467 sec): 3 clusters Score: Raw -51010.353493 + Penalty 648.911794 = -50361.441700 nChanged 36 SP:Iteration 8Q (1098.420420 sec): 3 clusters Score: Raw -51041.157620 + Penalty 648.911794 = -50392.245827 nChanged 28 SP:Iteration 9Q (1098.460917 sec): 3 clusters Score: Raw -51061.813154 + Penalty 648.911794 = -50412.901360 nChanged 25 SP:Iteration 10Q (1098.503824 sec): 3 clusters Score: Raw -51080.757956 + Penalty 648.911794 = -50431.846162 nChanged 26 SP:Iteration 11Q (1098.542933 sec): 3 clusters Score: Raw -51100.250155 + Penalty 648.911794 = -50451.338362 nChanged 24 SP:Iteration 12Q (1098.589059 sec): 3 clusters Score: Raw -51118.333356 + Penalty 648.911794 = -50469.421562 nChanged 18 SP:Iteration 13Q (1098.641485 sec): 3 clusters Score: Raw -51127.979921 + Penalty 648.911794 = -50479.068128 nChanged 11 SP:Iteration 14Q (1098.691820 sec): 3 clusters Score: Raw -51134.074929 + Penalty 648.911794 = -50485.163135 nChanged 6 SP:Iteration 15Q (1098.735726 sec): 3 clusters Score: Raw -51137.413366 + Penalty 648.911794 = -50488.501572 nChanged 8 SP:Iteration 16Q (1098.783664 sec): 3 clusters Score: Raw -51141.510998 + Penalty 648.911794 = -50492.599205 nChanged 4 SP:Iteration 17Q (1098.830973 sec): 3 clusters Score: Raw -51147.215799 + Penalty 648.911794 = -50498.304006 nChanged 8 SP:Iteration 18Q (1098.873242 sec): 3 clusters Score: Raw -51152.006819 + Penalty 648.911794 = -50503.095026 nChanged 6 SP:Iteration 19Q (1098.910696 sec): 3 clusters Score: Raw -51154.915630 + Penalty 648.911794 = -50506.003836 nChanged 7 SP:Iteration 20F (1098.958292 sec): 3 clusters Score: Raw -51156.802820 + Penalty 648.911794 = -50507.891026 nChanged 5 SP:Iteration 21Q (1099.011634 sec): 3 clusters Score: Raw -51165.029079 + Penalty 648.911794 = -50516.117285 nChanged 11 SP:Iteration 22Q (1099.058191 sec): 3 clusters Score: Raw -51174.726023 + Penalty 648.911794 = -50525.814229 nChanged 11 SP:Iteration 23Q (1099.100248 sec): 3 clusters Score: Raw -51180.210416 + Penalty 648.911794 = -50531.298622 nChanged 5 SP:Iteration 24Q (1099.148270 sec): 3 clusters Score: Raw -51183.056035 + Penalty 648.911794 = -50534.144241 nChanged 7 SP:Iteration 25Q (1099.196678 sec): 3 clusters Score: Raw -51187.257612 + Penalty 648.911794 = -50538.345819 nChanged 5 SP:Iteration 26Q (1099.233801 sec): 3 clusters Score: Raw -51189.369062 + Penalty 648.911794 = -50540.457268 nChanged 5 SP:Iteration 27Q (1099.275747 sec): 3 clusters Score: Raw -51190.956379 + Penalty 648.911794 = -50542.044585 nChanged 4 SP:Iteration 28Q (1099.334158 sec): 3 clusters Score: Raw -51192.004539 + Penalty 648.911794 = -50543.092745 nChanged 2 SP:Iteration 29Q (1099.374650 sec): 3 clusters Score: Raw -51192.460327 + Penalty 648.911794 = -50543.548533 nChanged 1 SP:Iteration 30Q (1099.417563 sec): 3 clusters Score: Raw -51192.713127 + Penalty 648.911794 = -50543.801333 nChanged 1 SP:Iteration 31Q (1099.454162 sec): 3 clusters Score: Raw -51192.902288 + Penalty 648.911794 = -50543.990494 nChanged 0 SP:Iteration 32F (1099.507690 sec): 3 clusters Score: Raw -51192.902288 + Penalty 648.911794 = -50543.990494 nChanged 0 Trying to split cluster 24 (942 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1099.535446 sec): 2 clusters Score: Raw -38177.983553 + Penalty 311.584240 = -37866.399313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1099.571444 sec): 3 clusters Score: Raw -37686.016839 + Penalty 623.168480 = -37062.848359 nChanged 365 SP:Iteration 1F (1099.627558 sec): 3 clusters Score: Raw -37908.221913 + Penalty 623.168480 = -37285.053433 nChanged 90 SP:Iteration 2F (1099.677397 sec): 3 clusters Score: Raw -37982.819756 + Penalty 623.168480 = -37359.651276 nChanged 70 SP:Iteration 3F (1099.717212 sec): 3 clusters Score: Raw -38036.944204 + Penalty 623.168480 = -37413.775724 nChanged 59 SP:Iteration 4F (1099.756200 sec): 3 clusters Score: Raw -38084.587880 + Penalty 623.168480 = -37461.419400 nChanged 48 SP:Iteration 5F (1099.804144 sec): 3 clusters Score: Raw -38118.330044 + Penalty 623.168480 = -37495.161564 nChanged 35 SP:Iteration 6Q (1099.842308 sec): 3 clusters Score: Raw -38155.032994 + Penalty 623.168480 = -37531.864514 nChanged 27 SP:Iteration 7Q (1099.878847 sec): 3 clusters Score: Raw -38189.910352 + Penalty 623.168480 = -37566.741872 nChanged 22 SP:Iteration 8Q (1099.935247 sec): 3 clusters Score: Raw -38225.499544 + Penalty 623.168480 = -37602.331064 nChanged 27 SP:Iteration 9Q (1099.973648 sec): 3 clusters Score: Raw -38272.250059 + Penalty 623.168480 = -37649.081579 nChanged 28 SP:Iteration 10Q (1100.014503 sec): 3 clusters Score: Raw -38301.220436 + Penalty 623.168480 = -37678.051956 nChanged 29 SP:Iteration 11Q (1100.054478 sec): 3 clusters Score: Raw -38334.149100 + Penalty 623.168480 = -37710.980620 nChanged 29 SP:Iteration 12Q (1100.101632 sec): 3 clusters Score: Raw -38381.562825 + Penalty 623.168480 = -37758.394345 nChanged 32 SP:Iteration 13Q (1100.148064 sec): 3 clusters Score: Raw -38423.703125 + Penalty 623.168480 = -37800.534645 nChanged 25 SP:Iteration 14Q (1100.195027 sec): 3 clusters Score: Raw -38447.591146 + Penalty 623.168480 = -37824.422666 nChanged 11 SP:Iteration 15Q (1100.243215 sec): 3 clusters Score: Raw -38454.994684 + Penalty 623.168480 = -37831.826204 nChanged 6 SP:Iteration 16Q (1100.292544 sec): 3 clusters Score: Raw -38457.756214 + Penalty 623.168480 = -37834.587734 nChanged 1 SP:Iteration 17Q (1100.339545 sec): 3 clusters Score: Raw -38458.552366 + Penalty 623.168480 = -37835.383886 nChanged 3 SP:Iteration 18Q (1100.383704 sec): 3 clusters Score: Raw -38459.735643 + Penalty 623.168480 = -37836.567164 nChanged 2 SP:Iteration 19Q (1100.427479 sec): 3 clusters Score: Raw -38460.301079 + Penalty 623.168480 = -37837.132599 nChanged 0 SP:Iteration 20F (1100.463022 sec): 3 clusters Score: Raw -38460.301079 + Penalty 623.168480 = -37837.132599 nChanged 0 Trying to split cluster 25 (4670 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1100.491275 sec): 2 clusters Score: Raw -183066.811252 + Penalty 384.425603 = -182682.385649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1100.552084 sec): 3 clusters Score: Raw -180343.958959 + Penalty 768.851206 = -179575.107753 nChanged 2081 SP:Iteration 1F (1100.589304 sec): 3 clusters Score: Raw -181547.960125 + Penalty 768.851206 = -180779.108919 nChanged 323 SP:Iteration 2F (1100.640263 sec): 3 clusters Score: Raw -181735.985652 + Penalty 768.851206 = -180967.134446 nChanged 313 SP:Iteration 3F (1100.689193 sec): 3 clusters Score: Raw -181955.949090 + Penalty 768.851206 = -181187.097884 nChanged 311 SP:Iteration 4F (1100.746188 sec): 3 clusters Score: Raw -182204.092518 + Penalty 768.851206 = -181435.241312 nChanged 309 SP:Iteration 5F (1100.793393 sec): 3 clusters Score: Raw -182455.149990 + Penalty 768.851206 = -181686.298784 nChanged 259 SP:Iteration 6F (1100.842873 sec): 3 clusters Score: Raw -182656.899411 + Penalty 768.851206 = -181888.048205 nChanged 187 SP:Iteration 7Q (1100.881678 sec): 3 clusters Score: Raw -182806.612072 + Penalty 768.851206 = -182037.760866 nChanged 151 SP:Iteration 8Q (1100.936284 sec): 3 clusters Score: Raw -182901.755065 + Penalty 768.851206 = -182132.903859 nChanged 115 SP:Iteration 9Q (1100.981790 sec): 3 clusters Score: Raw -182948.758376 + Penalty 768.851206 = -182179.907171 nChanged 69 SP:Iteration 10Q (1101.027484 sec): 3 clusters Score: Raw -182972.137236 + Penalty 768.851206 = -182203.286031 nChanged 59 SP:Iteration 11Q (1101.063913 sec): 3 clusters Score: Raw -182990.137196 + Penalty 768.851206 = -182221.285991 nChanged 46 SP:Iteration 12Q (1101.112825 sec): 3 clusters Score: Raw -183006.054539 + Penalty 768.851206 = -182237.203333 nChanged 48 SP:Iteration 13Q (1101.161539 sec): 3 clusters Score: Raw -183023.649593 + Penalty 768.851206 = -182254.798387 nChanged 32 SP:Iteration 14Q (1101.214278 sec): 3 clusters Score: Raw -183036.532199 + Penalty 768.851206 = -182267.680993 nChanged 34 SP:Iteration 15Q (1101.265672 sec): 3 clusters Score: Raw -183055.962976 + Penalty 768.851206 = -182287.111770 nChanged 49 SP:Iteration 16Q (1101.318778 sec): 3 clusters Score: Raw -183089.038000 + Penalty 768.851206 = -182320.186794 nChanged 52 SP:Iteration 17Q (1101.362248 sec): 3 clusters Score: Raw -183127.705042 + Penalty 768.851206 = -182358.853836 nChanged 52 SP:Iteration 18Q (1101.405578 sec): 3 clusters Score: Raw -183161.739708 + Penalty 768.851206 = -182392.888502 nChanged 52 SP:Iteration 19Q (1101.440883 sec): 3 clusters Score: Raw -183194.285502 + Penalty 768.851206 = -182425.434296 nChanged 43 SP:Iteration 20F (1101.487480 sec): 3 clusters Score: Raw -183221.325349 + Penalty 768.851206 = -182452.474143 nChanged 43 SP:Iteration 21Q (1101.543075 sec): 3 clusters Score: Raw -183242.328311 + Penalty 768.851206 = -182473.477106 nChanged 29 SP:Iteration 22Q (1101.578951 sec): 3 clusters Score: Raw -183253.384906 + Penalty 768.851206 = -182484.533700 nChanged 23 SP:Iteration 23Q (1101.628731 sec): 3 clusters Score: Raw -183258.080275 + Penalty 768.851206 = -182489.229069 nChanged 17 SP:Iteration 24Q (1101.676270 sec): 3 clusters Score: Raw -183261.195687 + Penalty 768.851206 = -182492.344481 nChanged 8 SP:Iteration 25Q (1101.729814 sec): 3 clusters Score: Raw -183262.837766 + Penalty 768.851206 = -182493.986560 nChanged 8 SP:Iteration 26Q (1101.777830 sec): 3 clusters Score: Raw -183264.539861 + Penalty 768.851206 = -182495.688655 nChanged 9 SP:Iteration 27Q (1101.819386 sec): 3 clusters Score: Raw -183266.885239 + Penalty 768.851206 = -182498.034033 nChanged 7 SP:Iteration 28Q (1101.862074 sec): 3 clusters Score: Raw -183268.178041 + Penalty 768.851206 = -182499.326836 nChanged 7 SP:Iteration 29Q (1101.909101 sec): 3 clusters Score: Raw -183270.047610 + Penalty 768.851206 = -182501.196404 nChanged 9 SP:Iteration 30Q (1101.955725 sec): 3 clusters Score: Raw -183271.754150 + Penalty 768.851206 = -182502.902944 nChanged 6 SP:Iteration 31Q (1102.004146 sec): 3 clusters Score: Raw -183273.089638 + Penalty 768.851206 = -182504.238432 nChanged 9 SP:Iteration 32Q (1102.060538 sec): 3 clusters Score: Raw -183275.226247 + Penalty 768.851206 = -182506.375041 nChanged 10 SP:Iteration 33Q (1102.107853 sec): 3 clusters Score: Raw -183277.594578 + Penalty 768.851206 = -182508.743372 nChanged 10 SP:Iteration 34Q (1102.155078 sec): 3 clusters Score: Raw -183279.856842 + Penalty 768.851206 = -182511.005636 nChanged 6 SP:Iteration 35Q (1102.201703 sec): 3 clusters Score: Raw -183280.517530 + Penalty 768.851206 = -182511.666324 nChanged 3 SP:Iteration 36Q (1102.244525 sec): 3 clusters Score: Raw -183280.702658 + Penalty 768.851206 = -182511.851452 nChanged 4 SP:Iteration 37Q (1102.307067 sec): 3 clusters Score: Raw -183281.234256 + Penalty 768.851206 = -182512.383050 nChanged 5 SP:Iteration 38Q (1102.338275 sec): 3 clusters Score: Raw -183281.792037 + Penalty 768.851206 = -182512.940831 nChanged 4 SP:Iteration 39Q (1102.383563 sec): 3 clusters Score: Raw -183282.133676 + Penalty 768.851206 = -182513.282470 nChanged 2 SP:Iteration 40F (1102.434708 sec): 3 clusters Score: Raw -183282.230422 + Penalty 768.851206 = -182513.379217 nChanged 0 Trying to split cluster 26 (6119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1102.462513 sec): 2 clusters Score: Raw -270820.022358 + Penalty 396.721505 = -270423.300852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1102.517958 sec): 3 clusters Score: Raw -267101.929756 + Penalty 793.443011 = -266308.486745 nChanged 2793 SP:Iteration 1F (1102.567549 sec): 3 clusters Score: Raw -268941.602594 + Penalty 793.443011 = -268148.159584 nChanged 539 SP:Iteration 2F (1102.605054 sec): 3 clusters Score: Raw -269361.386298 + Penalty 793.443011 = -268567.943287 nChanged 507 SP:Iteration 3F (1102.652789 sec): 3 clusters Score: Raw -269821.772805 + Penalty 793.443011 = -269028.329794 nChanged 474 SP:Iteration 4F (1102.702074 sec): 3 clusters Score: Raw -270263.764677 + Penalty 793.443011 = -269470.321666 nChanged 318 SP:Iteration 5F (1102.766471 sec): 3 clusters Score: Raw -270527.056395 + Penalty 793.443011 = -269733.613385 nChanged 193 SP:Iteration 6Q (1102.807554 sec): 3 clusters Score: Raw -270688.035132 + Penalty 793.443011 = -269894.592122 nChanged 120 SP:Iteration 7Q (1102.865207 sec): 3 clusters Score: Raw -270788.833617 + Penalty 793.443011 = -269995.390606 nChanged 66 SP:Iteration 8Q (1102.914211 sec): 3 clusters Score: Raw -270850.830144 + Penalty 793.443011 = -270057.387133 nChanged 63 SP:Iteration 9Q (1102.963237 sec): 3 clusters Score: Raw -270897.245023 + Penalty 793.443011 = -270103.802013 nChanged 46 SP:Iteration 10Q (1103.018975 sec): 3 clusters Score: Raw -270929.218685 + Penalty 793.443011 = -270135.775675 nChanged 36 SP:Iteration 11Q (1103.067733 sec): 3 clusters Score: Raw -270953.840823 + Penalty 793.443011 = -270160.397812 nChanged 23 SP:Iteration 12Q (1103.113580 sec): 3 clusters Score: Raw -270973.419116 + Penalty 793.443011 = -270179.976105 nChanged 25 SP:Iteration 13Q (1103.162377 sec): 3 clusters Score: Raw -270993.892231 + Penalty 793.443011 = -270200.449221 nChanged 26 SP:Iteration 14Q (1103.215189 sec): 3 clusters Score: Raw -271004.798987 + Penalty 793.443011 = -270211.355976 nChanged 19 SP:Iteration 15Q (1103.253595 sec): 3 clusters Score: Raw -271012.688598 + Penalty 793.443011 = -270219.245587 nChanged 14 SP:Iteration 16Q (1103.312700 sec): 3 clusters Score: Raw -271019.577370 + Penalty 793.443011 = -270226.134359 nChanged 12 SP:Iteration 17Q (1103.350462 sec): 3 clusters Score: Raw -271023.934181 + Penalty 793.443011 = -270230.491170 nChanged 7 SP:Iteration 18Q (1103.399225 sec): 3 clusters Score: Raw -271025.512683 + Penalty 793.443011 = -270232.069672 nChanged 5 SP:Iteration 19Q (1103.452782 sec): 3 clusters Score: Raw -271028.011129 + Penalty 793.443011 = -270234.568119 nChanged 4 SP:Iteration 20F (1103.505463 sec): 3 clusters Score: Raw -271030.017406 + Penalty 793.443011 = -270236.574396 nChanged 4 SP:Iteration 21Q (1103.553396 sec): 3 clusters Score: Raw -271030.950533 + Penalty 793.443011 = -270237.507522 nChanged 4 SP:Iteration 22Q (1103.597664 sec): 3 clusters Score: Raw -271031.831234 + Penalty 793.443011 = -270238.388224 nChanged 1 SP:Iteration 23Q (1103.647043 sec): 3 clusters Score: Raw -271032.115634 + Penalty 793.443011 = -270238.672624 nChanged 0 SP:Iteration 24F (1103.693533 sec): 3 clusters Score: Raw -271032.115634 + Penalty 793.443011 = -270238.672624 nChanged 0 Trying to split cluster 27 (729 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1103.718072 sec): 2 clusters Score: Raw -28383.558197 + Penalty 299.921155 = -28083.637043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1103.760336 sec): 3 clusters Score: Raw -28058.960969 + Penalty 599.842310 = -27459.118659 nChanged 276 SP:Iteration 1F (1103.790528 sec): 3 clusters Score: Raw -28298.003732 + Penalty 599.842310 = -27698.161422 nChanged 64 SP:Iteration 2F (1103.832211 sec): 3 clusters Score: Raw -28359.816272 + Penalty 599.842310 = -27759.973962 nChanged 29 SP:Iteration 3Q (1103.888540 sec): 3 clusters Score: Raw -28398.491816 + Penalty 599.842310 = -27798.649506 nChanged 31 SP:Iteration 4Q (1103.938800 sec): 3 clusters Score: Raw -28433.544343 + Penalty 599.842310 = -27833.702033 nChanged 24 SP:Iteration 5Q (1103.986311 sec): 3 clusters Score: Raw -28464.918551 + Penalty 599.842310 = -27865.076241 nChanged 23 SP:Iteration 6Q (1104.028700 sec): 3 clusters Score: Raw -28489.327823 + Penalty 599.842310 = -27889.485513 nChanged 20 SP:Iteration 7Q (1104.074024 sec): 3 clusters Score: Raw -28501.665846 + Penalty 599.842310 = -27901.823537 nChanged 16 SP:Iteration 8Q (1104.118747 sec): 3 clusters Score: Raw -28513.996236 + Penalty 599.842310 = -27914.153927 nChanged 17 SP:Iteration 9Q (1104.153444 sec): 3 clusters Score: Raw -28529.688454 + Penalty 599.842310 = -27929.846144 nChanged 16 SP:Iteration 10Q (1104.193198 sec): 3 clusters Score: Raw -28542.915235 + Penalty 599.842310 = -27943.072925 nChanged 17 SP:Iteration 11Q (1104.244916 sec): 3 clusters Score: Raw -28560.641868 + Penalty 599.842310 = -27960.799559 nChanged 18 SP:Iteration 12Q (1104.292248 sec): 3 clusters Score: Raw -28584.208238 + Penalty 599.842310 = -27984.365928 nChanged 17 SP:Iteration 13Q (1104.339690 sec): 3 clusters Score: Raw -28607.287596 + Penalty 599.842310 = -28007.445286 nChanged 10 SP:Iteration 14Q (1104.383207 sec): 3 clusters Score: Raw -28617.894961 + Penalty 599.842310 = -28018.052652 nChanged 8 SP:Iteration 15Q (1104.415454 sec): 3 clusters Score: Raw -28623.305440 + Penalty 599.842310 = -28023.463130 nChanged 7 SP:Iteration 16Q (1104.466163 sec): 3 clusters Score: Raw -28627.312880 + Penalty 599.842310 = -28027.470570 nChanged 3 SP:Iteration 17Q (1104.516019 sec): 3 clusters Score: Raw -28628.454888 + Penalty 599.842310 = -28028.612578 nChanged 2 SP:Iteration 18Q (1104.552637 sec): 3 clusters Score: Raw -28629.337501 + Penalty 599.842310 = -28029.495192 nChanged 2 SP:Iteration 19Q (1104.603225 sec): 3 clusters Score: Raw -28629.657871 + Penalty 599.842310 = -28029.815561 nChanged 0 SP:Iteration 20F (1104.644302 sec): 3 clusters Score: Raw -28629.657871 + Penalty 599.842310 = -28029.815561 nChanged 0 Trying to split cluster 28 (600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1104.680150 sec): 2 clusters Score: Raw -23328.566522 + Penalty 291.060299 = -23037.506222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1104.718999 sec): 3 clusters Score: Raw -23058.916822 + Penalty 582.120599 = -22476.796223 nChanged 228 SP:Iteration 1F (1104.765806 sec): 3 clusters Score: Raw -23209.119043 + Penalty 582.120599 = -22626.998444 nChanged 58 SP:Iteration 2F (1104.813187 sec): 3 clusters Score: Raw -23259.456224 + Penalty 582.120599 = -22677.335626 nChanged 37 SP:Iteration 3F (1104.848855 sec): 3 clusters Score: Raw -23292.650757 + Penalty 582.120599 = -22710.530158 nChanged 33 SP:Iteration 4F (1104.881049 sec): 3 clusters Score: Raw -23325.193394 + Penalty 582.120599 = -22743.072795 nChanged 33 SP:Iteration 5F (1104.924641 sec): 3 clusters Score: Raw -23364.641383 + Penalty 582.120599 = -22782.520785 nChanged 36 SP:Iteration 6F (1104.974733 sec): 3 clusters Score: Raw -23419.281151 + Penalty 582.120599 = -22837.160552 nChanged 35 SP:Iteration 7F (1105.019178 sec): 3 clusters Score: Raw -23473.367700 + Penalty 582.120599 = -22891.247102 nChanged 30 SP:Iteration 8Q (1105.065739 sec): 3 clusters Score: Raw -23540.715614 + Penalty 582.120599 = -22958.595015 nChanged 25 SP:Iteration 9Q (1105.109822 sec): 3 clusters Score: Raw -23598.934833 + Penalty 582.120599 = -23016.814235 nChanged 15 SP:Iteration 10Q (1105.145911 sec): 3 clusters Score: Raw -23632.163300 + Penalty 582.120599 = -23050.042701 nChanged 12 SP:Iteration 11Q (1105.181283 sec): 3 clusters Score: Raw -23656.145084 + Penalty 582.120599 = -23074.024486 nChanged 8 SP:Iteration 12Q (1105.221967 sec): 3 clusters Score: Raw -23661.923619 + Penalty 582.120599 = -23079.803020 nChanged 3 SP:Iteration 13Q (1105.268942 sec): 3 clusters Score: Raw -23663.429632 + Penalty 582.120599 = -23081.309033 nChanged 1 SP:Iteration 14Q (1105.305058 sec): 3 clusters Score: Raw -23663.753455 + Penalty 582.120599 = -23081.632856 nChanged 0 SP:Iteration 15F (1105.361393 sec): 3 clusters Score: Raw -23663.753455 + Penalty 582.120599 = -23081.632856 nChanged 0 Score: Raw -13159326.515712 + Penalty 17890.551679 = -13141435.964033 Splitting cluster 28 changes total score from -13141677.839215 to -13141435.964033 So it's not getting split. Trying to split cluster 29 (3416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1109.189875 sec): 2 clusters Score: Raw -130657.358276 + Penalty 370.198263 = -130287.160014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1109.234016 sec): 3 clusters Score: Raw -128673.736098 + Penalty 740.396525 = -127933.339573 nChanged 1504 SP:Iteration 1F (1109.290375 sec): 3 clusters Score: Raw -129476.199464 + Penalty 740.396525 = -128735.802939 nChanged 224 SP:Iteration 2F (1109.344153 sec): 3 clusters Score: Raw -129575.338386 + Penalty 740.396525 = -128834.941861 nChanged 188 SP:Iteration 3F (1109.389828 sec): 3 clusters Score: Raw -129654.353287 + Penalty 740.396525 = -128913.956761 nChanged 173 SP:Iteration 4F (1109.433979 sec): 3 clusters Score: Raw -129732.505224 + Penalty 740.396525 = -128992.108698 nChanged 149 SP:Iteration 5Q (1109.483442 sec): 3 clusters Score: Raw -129814.729692 + Penalty 740.396525 = -129074.333166 nChanged 176 SP:Iteration 6F (1109.526578 sec): 3 clusters Score: Raw -129934.852159 + Penalty 740.396525 = -129194.455634 nChanged 176 SP:Iteration 7F (1109.572462 sec): 3 clusters Score: Raw -130071.779834 + Penalty 740.396525 = -129331.383308 nChanged 157 SP:Iteration 8Q (1109.618636 sec): 3 clusters Score: Raw -130200.307680 + Penalty 740.396525 = -129459.911154 nChanged 134 SP:Iteration 9Q (1109.663476 sec): 3 clusters Score: Raw -130291.540997 + Penalty 740.396525 = -129551.144471 nChanged 120 SP:Iteration 10Q (1109.706083 sec): 3 clusters Score: Raw -130367.211092 + Penalty 740.396525 = -129626.814567 nChanged 91 SP:Iteration 11Q (1109.745153 sec): 3 clusters Score: Raw -130417.577563 + Penalty 740.396525 = -129677.181037 nChanged 69 SP:Iteration 12Q (1109.794026 sec): 3 clusters Score: Raw -130465.142746 + Penalty 740.396525 = -129724.746221 nChanged 87 SP:Iteration 13Q (1109.845477 sec): 3 clusters Score: Raw -130525.780099 + Penalty 740.396525 = -129785.383574 nChanged 65 SP:Iteration 14Q (1109.891254 sec): 3 clusters Score: Raw -130562.074552 + Penalty 740.396525 = -129821.678027 nChanged 46 SP:Iteration 15Q (1109.937647 sec): 3 clusters Score: Raw -130585.923386 + Penalty 740.396525 = -129845.526861 nChanged 41 SP:Iteration 16Q (1109.983544 sec): 3 clusters Score: Raw -130617.333408 + Penalty 740.396525 = -129876.936883 nChanged 45 SP:Iteration 17Q (1110.018972 sec): 3 clusters Score: Raw -130653.868443 + Penalty 740.396525 = -129913.471918 nChanged 32 SP:Iteration 18Q (1110.074307 sec): 3 clusters Score: Raw -130675.304822 + Penalty 740.396525 = -129934.908297 nChanged 31 SP:Iteration 19Q (1110.116467 sec): 3 clusters Score: Raw -130694.150684 + Penalty 740.396525 = -129953.754159 nChanged 24 SP:Iteration 20F (1110.160671 sec): 3 clusters Score: Raw -130713.867680 + Penalty 740.396525 = -129973.471154 nChanged 17 SP:Iteration 21Q (1110.210111 sec): 3 clusters Score: Raw -130750.381118 + Penalty 740.396525 = -130009.984593 nChanged 18 SP:Iteration 22Q (1110.247529 sec): 3 clusters Score: Raw -130770.058356 + Penalty 740.396525 = -130029.661831 nChanged 11 SP:Iteration 23Q (1110.296487 sec): 3 clusters Score: Raw -130780.565264 + Penalty 740.396525 = -130040.168738 nChanged 5 SP:Iteration 24Q (1110.335466 sec): 3 clusters Score: Raw -130785.412354 + Penalty 740.396525 = -130045.015828 nChanged 7 SP:Iteration 25Q (1110.389617 sec): 3 clusters Score: Raw -130790.104369 + Penalty 740.396525 = -130049.707843 nChanged 9 SP:Iteration 26Q (1110.430056 sec): 3 clusters Score: Raw -130794.807143 + Penalty 740.396525 = -130054.410617 nChanged 4 SP:Iteration 27Q (1110.481520 sec): 3 clusters Score: Raw -130797.058790 + Penalty 740.396525 = -130056.662265 nChanged 5 SP:Iteration 28Q (1110.533744 sec): 3 clusters Score: Raw -130798.583745 + Penalty 740.396525 = -130058.187219 nChanged 3 SP:Iteration 29Q (1110.570326 sec): 3 clusters Score: Raw -130800.465843 + Penalty 740.396525 = -130060.069318 nChanged 1 SP:Iteration 30Q (1110.616223 sec): 3 clusters Score: Raw -130800.966279 + Penalty 740.396525 = -130060.569754 nChanged 1 SP:Iteration 31Q (1110.669147 sec): 3 clusters Score: Raw -130801.374466 + Penalty 740.396525 = -130060.977941 nChanged 1 SP:Iteration 32Q (1110.717421 sec): 3 clusters Score: Raw -130801.817193 + Penalty 740.396525 = -130061.420667 nChanged 0 SP:Iteration 33F (1110.761718 sec): 3 clusters Score: Raw -130801.817193 + Penalty 740.396525 = -130061.420667 nChanged 0 Trying to split cluster 30 (5151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1110.790658 sec): 2 clusters Score: Raw -221089.002949 + Penalty 388.886050 = -220700.116899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1110.837123 sec): 3 clusters Score: Raw -217989.378538 + Penalty 777.772100 = -217211.606439 nChanged 2316 SP:Iteration 1F (1110.889809 sec): 3 clusters Score: Raw -219424.931421 + Penalty 777.772100 = -218647.159322 nChanged 346 SP:Iteration 2F (1110.936014 sec): 3 clusters Score: Raw -219613.969838 + Penalty 777.772100 = -218836.197739 nChanged 319 SP:Iteration 3F (1110.983123 sec): 3 clusters Score: Raw -219830.557286 + Penalty 777.772100 = -219052.785186 nChanged 319 SP:Iteration 4F (1111.023933 sec): 3 clusters Score: Raw -220070.367354 + Penalty 777.772100 = -219292.595254 nChanged 328 SP:Iteration 5F (1111.073699 sec): 3 clusters Score: Raw -220344.006877 + Penalty 777.772100 = -219566.234777 nChanged 313 SP:Iteration 6F (1111.124924 sec): 3 clusters Score: Raw -220552.682007 + Penalty 777.772100 = -219774.909908 nChanged 227 SP:Iteration 7Q (1111.180048 sec): 3 clusters Score: Raw -220663.837596 + Penalty 777.772100 = -219886.065497 nChanged 139 SP:Iteration 8Q (1111.222710 sec): 3 clusters Score: Raw -220710.263525 + Penalty 777.772100 = -219932.491425 nChanged 98 SP:Iteration 9Q (1111.275824 sec): 3 clusters Score: Raw -220740.131344 + Penalty 777.772100 = -219962.359244 nChanged 72 SP:Iteration 10Q (1111.320419 sec): 3 clusters Score: Raw -220771.267496 + Penalty 777.772100 = -219993.495396 nChanged 74 SP:Iteration 11Q (1111.372991 sec): 3 clusters Score: Raw -220801.082942 + Penalty 777.772100 = -220023.310843 nChanged 79 SP:Iteration 12Q (1111.419535 sec): 3 clusters Score: Raw -220828.969236 + Penalty 777.772100 = -220051.197136 nChanged 72 SP:Iteration 13Q (1111.473900 sec): 3 clusters Score: Raw -220854.618474 + Penalty 777.772100 = -220076.846374 nChanged 78 SP:Iteration 14Q (1111.525043 sec): 3 clusters Score: Raw -220877.079485 + Penalty 777.772100 = -220099.307386 nChanged 59 SP:Iteration 15Q (1111.573067 sec): 3 clusters Score: Raw -220893.452686 + Penalty 777.772100 = -220115.680587 nChanged 53 SP:Iteration 16Q (1111.610098 sec): 3 clusters Score: Raw -220909.526190 + Penalty 777.772100 = -220131.754090 nChanged 56 SP:Iteration 17Q (1111.654850 sec): 3 clusters Score: Raw -220927.608953 + Penalty 777.772100 = -220149.836853 nChanged 60 SP:Iteration 18Q (1111.698673 sec): 3 clusters Score: Raw -220944.144318 + Penalty 777.772100 = -220166.372219 nChanged 38 SP:Iteration 19Q (1111.749368 sec): 3 clusters Score: Raw -220951.845980 + Penalty 777.772100 = -220174.073880 nChanged 30 SP:Iteration 20F (1111.789654 sec): 3 clusters Score: Raw -220957.396083 + Penalty 777.772100 = -220179.623983 nChanged 26 SP:Iteration 21Q (1111.827123 sec): 3 clusters Score: Raw -220961.942137 + Penalty 777.772100 = -220184.170037 nChanged 27 SP:Iteration 22Q (1111.881059 sec): 3 clusters Score: Raw -220968.383778 + Penalty 777.772100 = -220190.611678 nChanged 32 SP:Iteration 23Q (1111.921296 sec): 3 clusters Score: Raw -220977.361547 + Penalty 777.772100 = -220199.589448 nChanged 28 SP:Iteration 24Q (1111.959158 sec): 3 clusters Score: Raw -220982.602231 + Penalty 777.772100 = -220204.830131 nChanged 27 SP:Iteration 25Q (1112.010643 sec): 3 clusters Score: Raw -220989.319717 + Penalty 777.772100 = -220211.547617 nChanged 24 SP:Iteration 26Q (1112.048284 sec): 3 clusters Score: Raw -220994.790364 + Penalty 777.772100 = -220217.018264 nChanged 30 SP:Iteration 27Q (1112.098833 sec): 3 clusters Score: Raw -221001.774255 + Penalty 777.772100 = -220224.002155 nChanged 30 SP:Iteration 28Q (1112.137500 sec): 3 clusters Score: Raw -221006.862406 + Penalty 777.772100 = -220229.090306 nChanged 19 SP:Iteration 29Q (1112.188157 sec): 3 clusters Score: Raw -221009.393142 + Penalty 777.772100 = -220231.621043 nChanged 15 SP:Iteration 30Q (1112.227587 sec): 3 clusters Score: Raw -221011.197271 + Penalty 777.772100 = -220233.425172 nChanged 10 SP:Iteration 31Q (1112.268327 sec): 3 clusters Score: Raw -221012.063231 + Penalty 777.772100 = -220234.291132 nChanged 6 SP:Iteration 32Q (1112.316415 sec): 3 clusters Score: Raw -221012.497663 + Penalty 777.772100 = -220234.725564 nChanged 2 SP:Iteration 33Q (1112.366603 sec): 3 clusters Score: Raw -221012.613954 + Penalty 777.772100 = -220234.841854 nChanged 0 SP:Iteration 34F (1112.411582 sec): 3 clusters Score: Raw -221012.613954 + Penalty 777.772100 = -220234.841854 nChanged 0 Iteration 139Q (1114.680488 sec): 31 clusters Score: Raw -13158991.328778 + Penalty 17313.437109 = -13141677.891670 nChanged 0 Iteration 140F (1118.422795 sec): 31 clusters Score: Raw -13158991.328778 + Penalty 17313.437109 = -13141677.891670 nChanged 0 Compute initial score before splitting: Score: Raw -13158991.328778 + Penalty 17313.437109 = -13141677.891670 Trying to split cluster 1 (10109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1118.497508 sec): 2 clusters Score: Raw -441172.254093 + Penalty 419.563753 = -440752.690340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1118.552764 sec): 3 clusters Score: Raw -434861.583275 + Penalty 839.127507 = -434022.455768 nChanged 4685 SP:Iteration 1F (1118.607513 sec): 3 clusters Score: Raw -437601.255965 + Penalty 839.127507 = -436762.128458 nChanged 747 SP:Iteration 2F (1118.653966 sec): 3 clusters Score: Raw -438052.357020 + Penalty 839.127507 = -437213.229513 nChanged 770 SP:Iteration 3F (1118.705137 sec): 3 clusters Score: Raw -438586.149070 + Penalty 839.127507 = -437747.021563 nChanged 774 SP:Iteration 4F (1118.770838 sec): 3 clusters Score: Raw -439202.225828 + Penalty 839.127507 = -438363.098321 nChanged 726 SP:Iteration 5F (1118.813963 sec): 3 clusters Score: Raw -439826.417780 + Penalty 839.127507 = -438987.290273 nChanged 584 SP:Iteration 6F (1118.874445 sec): 3 clusters Score: Raw -440303.112127 + Penalty 839.127507 = -439463.984620 nChanged 415 SP:Iteration 7Q (1118.927873 sec): 3 clusters Score: Raw -440649.445298 + Penalty 839.127507 = -439810.317791 nChanged 297 SP:Iteration 8Q (1118.980912 sec): 3 clusters Score: Raw -440903.325861 + Penalty 839.127507 = -440064.198354 nChanged 169 SP:Iteration 9Q (1119.036537 sec): 3 clusters Score: Raw -441042.787482 + Penalty 839.127507 = -440203.659975 nChanged 87 SP:Iteration 10Q (1119.088274 sec): 3 clusters Score: Raw -441116.790477 + Penalty 839.127507 = -440277.662970 nChanged 40 SP:Iteration 11Q (1119.143391 sec): 3 clusters Score: Raw -441155.409922 + Penalty 839.127507 = -440316.282415 nChanged 29 SP:Iteration 12Q (1119.192429 sec): 3 clusters Score: Raw -441184.712598 + Penalty 839.127507 = -440345.585091 nChanged 17 SP:Iteration 13Q (1119.240902 sec): 3 clusters Score: Raw -441201.000049 + Penalty 839.127507 = -440361.872542 nChanged 12 SP:Iteration 14Q (1119.300449 sec): 3 clusters Score: Raw -441214.366019 + Penalty 839.127507 = -440375.238512 nChanged 8 SP:Iteration 15Q (1119.348901 sec): 3 clusters Score: Raw -441223.008102 + Penalty 839.127507 = -440383.880595 nChanged 4 SP:Iteration 16Q (1119.401677 sec): 3 clusters Score: Raw -441226.016213 + Penalty 839.127507 = -440386.888706 nChanged 2 SP:Iteration 17Q (1119.449222 sec): 3 clusters Score: Raw -441227.294168 + Penalty 839.127507 = -440388.166661 nChanged 0 SP:Iteration 18F (1119.501089 sec): 3 clusters Score: Raw -441227.294168 + Penalty 839.127507 = -440388.166661 nChanged 0 Trying to split cluster 2 (1080 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1119.525367 sec): 2 clusters Score: Raw -50076.159472 + Penalty 317.804593 = -49758.354879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1119.567285 sec): 3 clusters Score: Raw -49535.011454 + Penalty 635.609185 = -48899.402269 nChanged 432 SP:Iteration 1F (1119.615660 sec): 3 clusters Score: Raw -49778.493309 + Penalty 635.609185 = -49142.884124 nChanged 80 SP:Iteration 2F (1119.656621 sec): 3 clusters Score: Raw -49821.840275 + Penalty 635.609185 = -49186.231090 nChanged 54 SP:Iteration 3Q (1119.699986 sec): 3 clusters Score: Raw -49855.249604 + Penalty 635.609185 = -49219.640419 nChanged 47 SP:Iteration 4Q (1119.748515 sec): 3 clusters Score: Raw -49882.834194 + Penalty 635.609185 = -49247.225009 nChanged 34 SP:Iteration 5Q (1119.794099 sec): 3 clusters Score: Raw -49906.773977 + Penalty 635.609185 = -49271.164792 nChanged 36 SP:Iteration 6Q (1119.840242 sec): 3 clusters Score: Raw -49931.452802 + Penalty 635.609185 = -49295.843617 nChanged 30 SP:Iteration 7Q (1119.890716 sec): 3 clusters Score: Raw -49948.096192 + Penalty 635.609185 = -49312.487007 nChanged 20 SP:Iteration 8Q (1119.934308 sec): 3 clusters Score: Raw -49961.038509 + Penalty 635.609185 = -49325.429324 nChanged 25 SP:Iteration 9Q (1119.981331 sec): 3 clusters Score: Raw -49973.880354 + Penalty 635.609185 = -49338.271169 nChanged 21 SP:Iteration 10Q (1120.020534 sec): 3 clusters Score: Raw -49982.520957 + Penalty 635.609185 = -49346.911772 nChanged 9 SP:Iteration 11Q (1120.075194 sec): 3 clusters Score: Raw -49986.661157 + Penalty 635.609185 = -49351.051972 nChanged 9 SP:Iteration 12Q (1120.109318 sec): 3 clusters Score: Raw -49988.676652 + Penalty 635.609185 = -49353.067467 nChanged 2 SP:Iteration 13Q (1120.156382 sec): 3 clusters Score: Raw -49988.929293 + Penalty 635.609185 = -49353.320108 nChanged 2 SP:Iteration 14Q (1120.200329 sec): 3 clusters Score: Raw -49989.218629 + Penalty 635.609185 = -49353.609444 nChanged 0 SP:Iteration 15F (1120.244138 sec): 3 clusters Score: Raw -49989.218629 + Penalty 635.609185 = -49353.609444 nChanged 0 Trying to split cluster 3 (61850 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1120.325044 sec): 2 clusters Score: Raw -2646117.747750 + Penalty 501.977266 = -2645615.770484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1120.427613 sec): 3 clusters Score: Raw -2604940.445865 + Penalty 1003.954531 = -2603936.491334 nChanged 30003 SP:Iteration 1F (1120.528540 sec): 3 clusters Score: Raw -2623206.651824 + Penalty 1003.954531 = -2622202.697293 nChanged 3046 SP:Iteration 2Q (1120.633956 sec): 3 clusters Score: Raw -2624597.210436 + Penalty 1003.954531 = -2623593.255904 nChanged 3479 SP:Iteration 3F (1120.725857 sec): 3 clusters Score: Raw -2626589.060807 + Penalty 1003.954531 = -2625585.106275 nChanged 4126 SP:Iteration 4F (1120.818580 sec): 3 clusters Score: Raw -2629345.015276 + Penalty 1003.954531 = -2628341.060744 nChanged 4684 SP:Iteration 5F (1120.921656 sec): 3 clusters Score: Raw -2632883.306383 + Penalty 1003.954531 = -2631879.351851 nChanged 4994 SP:Iteration 6F (1121.027634 sec): 3 clusters Score: Raw -2637057.243754 + Penalty 1003.954531 = -2636053.289223 nChanged 4613 SP:Iteration 7F (1121.130015 sec): 3 clusters Score: Raw -2641175.087869 + Penalty 1003.954531 = -2640171.133338 nChanged 3149 SP:Iteration 8F (1121.229709 sec): 3 clusters Score: Raw -2644038.274577 + Penalty 1003.954531 = -2643034.320046 nChanged 1531 SP:Iteration 9Q (1121.336238 sec): 3 clusters Score: Raw -2645410.805884 + Penalty 1003.954531 = -2644406.851353 nChanged 592 SP:Iteration 10Q (1121.433085 sec): 3 clusters Score: Raw -2645906.946739 + Penalty 1003.954531 = -2644902.992208 nChanged 206 SP:Iteration 11Q (1121.508974 sec): 3 clusters Score: Raw -2646054.176575 + Penalty 1003.954531 = -2645050.222043 nChanged 107 SP:Iteration 12Q (1121.612135 sec): 3 clusters Score: Raw -2646122.804031 + Penalty 1003.954531 = -2645118.849500 nChanged 44 SP:Iteration 13Q (1121.702561 sec): 3 clusters Score: Raw -2646150.592455 + Penalty 1003.954531 = -2645146.637924 nChanged 25 SP:Iteration 14Q (1121.798766 sec): 3 clusters Score: Raw -2646165.737897 + Penalty 1003.954531 = -2645161.783366 nChanged 11 SP:Iteration 15Q (1121.892102 sec): 3 clusters Score: Raw -2646174.806964 + Penalty 1003.954531 = -2645170.852433 nChanged 15 SP:Iteration 16Q (1121.981218 sec): 3 clusters Score: Raw -2646186.942668 + Penalty 1003.954531 = -2645182.988136 nChanged 10 SP:Iteration 17Q (1122.061999 sec): 3 clusters Score: Raw -2646193.197037 + Penalty 1003.954531 = -2645189.242506 nChanged 6 SP:Iteration 18Q (1122.154198 sec): 3 clusters Score: Raw -2646195.405241 + Penalty 1003.954531 = -2645191.450710 nChanged 4 SP:Iteration 19Q (1122.246488 sec): 3 clusters Score: Raw -2646197.451297 + Penalty 1003.954531 = -2645193.496766 nChanged 4 SP:Iteration 20F (1122.345432 sec): 3 clusters Score: Raw -2646200.368729 + Penalty 1003.954531 = -2645196.414197 nChanged 4 SP:Iteration 21Q (1122.435724 sec): 3 clusters Score: Raw -2646203.337579 + Penalty 1003.954531 = -2645199.383048 nChanged 7 SP:Iteration 22Q (1122.527775 sec): 3 clusters Score: Raw -2646208.403253 + Penalty 1003.954531 = -2645204.448722 nChanged 7 SP:Iteration 23Q (1122.619029 sec): 3 clusters Score: Raw -2646210.725424 + Penalty 1003.954531 = -2645206.770893 nChanged 3 SP:Iteration 24Q (1122.716654 sec): 3 clusters Score: Raw -2646213.505280 + Penalty 1003.954531 = -2645209.550748 nChanged 2 SP:Iteration 25Q (1122.809254 sec): 3 clusters Score: Raw -2646214.201313 + Penalty 1003.954531 = -2645210.246781 nChanged 0 SP:Iteration 26F (1122.905274 sec): 3 clusters Score: Raw -2646214.201313 + Penalty 1003.954531 = -2645210.246781 nChanged 0 Trying to split cluster 4 (2689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1122.940119 sec): 2 clusters Score: Raw -100220.384197 + Penalty 359.310072 = -99861.074125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1122.988220 sec): 3 clusters Score: Raw -98728.422130 + Penalty 718.620144 = -98009.801986 nChanged 1141 SP:Iteration 1F (1123.035947 sec): 3 clusters Score: Raw -99540.158180 + Penalty 718.620144 = -98821.538036 nChanged 264 SP:Iteration 2F (1123.077501 sec): 3 clusters Score: Raw -99758.434975 + Penalty 718.620144 = -99039.814832 nChanged 194 SP:Iteration 3F (1123.129784 sec): 3 clusters Score: Raw -99888.130998 + Penalty 718.620144 = -99169.510854 nChanged 136 SP:Iteration 4F (1123.179765 sec): 3 clusters Score: Raw -99976.999015 + Penalty 718.620144 = -99258.378872 nChanged 114 SP:Iteration 5Q (1123.223555 sec): 3 clusters Score: Raw -100054.719785 + Penalty 718.620144 = -99336.099641 nChanged 106 SP:Iteration 6Q (1123.276103 sec): 3 clusters Score: Raw -100123.394968 + Penalty 718.620144 = -99404.774824 nChanged 99 SP:Iteration 7Q (1123.314863 sec): 3 clusters Score: Raw -100193.892556 + Penalty 718.620144 = -99475.272412 nChanged 92 SP:Iteration 8Q (1123.373014 sec): 3 clusters Score: Raw -100267.412257 + Penalty 718.620144 = -99548.792113 nChanged 74 SP:Iteration 9Q (1123.417613 sec): 3 clusters Score: Raw -100307.250290 + Penalty 718.620144 = -99588.630146 nChanged 42 SP:Iteration 10Q (1123.466440 sec): 3 clusters Score: Raw -100322.779794 + Penalty 718.620144 = -99604.159650 nChanged 29 SP:Iteration 11Q (1123.519920 sec): 3 clusters Score: Raw -100331.477651 + Penalty 718.620144 = -99612.857507 nChanged 13 SP:Iteration 12Q (1123.562213 sec): 3 clusters Score: Raw -100334.380147 + Penalty 718.620144 = -99615.760003 nChanged 13 SP:Iteration 13Q (1123.617608 sec): 3 clusters Score: Raw -100336.765028 + Penalty 718.620144 = -99618.144885 nChanged 10 SP:Iteration 14Q (1123.663036 sec): 3 clusters Score: Raw -100339.183362 + Penalty 718.620144 = -99620.563218 nChanged 10 SP:Iteration 15Q (1123.716338 sec): 3 clusters Score: Raw -100341.495849 + Penalty 718.620144 = -99622.875705 nChanged 4 SP:Iteration 16Q (1123.758077 sec): 3 clusters Score: Raw -100342.057383 + Penalty 718.620144 = -99623.437239 nChanged 3 SP:Iteration 17Q (1123.806513 sec): 3 clusters Score: Raw -100342.432798 + Penalty 718.620144 = -99623.812655 nChanged 3 SP:Iteration 18Q (1123.855925 sec): 3 clusters Score: Raw -100342.666430 + Penalty 718.620144 = -99624.046286 nChanged 0 SP:Iteration 19F (1123.909820 sec): 3 clusters Score: Raw -100342.666430 + Penalty 718.620144 = -99624.046286 nChanged 0 Trying to split cluster 5 (8486 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1123.932924 sec): 2 clusters Score: Raw -357031.561908 + Penalty 411.600873 = -356619.961035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1123.995054 sec): 3 clusters Score: Raw -351760.926064 + Penalty 823.201745 = -350937.724319 nChanged 3906 SP:Iteration 1F (1124.040442 sec): 3 clusters Score: Raw -354025.322963 + Penalty 823.201745 = -353202.121218 nChanged 465 SP:Iteration 2F (1124.100806 sec): 3 clusters Score: Raw -354255.457628 + Penalty 823.201745 = -353432.255883 nChanged 455 SP:Iteration 3F (1124.147309 sec): 3 clusters Score: Raw -354522.791104 + Penalty 823.201745 = -353699.589358 nChanged 489 SP:Iteration 4F (1124.206704 sec): 3 clusters Score: Raw -354822.824680 + Penalty 823.201745 = -353999.622934 nChanged 474 SP:Iteration 5F (1124.263476 sec): 3 clusters Score: Raw -355152.060997 + Penalty 823.201745 = -354328.859252 nChanged 495 SP:Iteration 6F (1124.305437 sec): 3 clusters Score: Raw -355515.681025 + Penalty 823.201745 = -354692.479280 nChanged 451 SP:Iteration 7F (1124.363800 sec): 3 clusters Score: Raw -355851.935013 + Penalty 823.201745 = -355028.733268 nChanged 405 SP:Iteration 8Q (1124.425222 sec): 3 clusters Score: Raw -356137.227905 + Penalty 823.201745 = -355314.026160 nChanged 337 SP:Iteration 9Q (1124.475367 sec): 3 clusters Score: Raw -356362.824115 + Penalty 823.201745 = -355539.622370 nChanged 269 SP:Iteration 10Q (1124.528477 sec): 3 clusters Score: Raw -356514.425818 + Penalty 823.201745 = -355691.224073 nChanged 214 SP:Iteration 11Q (1124.576484 sec): 3 clusters Score: Raw -356621.970573 + Penalty 823.201745 = -355798.768828 nChanged 191 SP:Iteration 12Q (1124.629635 sec): 3 clusters Score: Raw -356719.761058 + Penalty 823.201745 = -355896.559313 nChanged 143 SP:Iteration 13Q (1124.690888 sec): 3 clusters Score: Raw -356790.514186 + Penalty 823.201745 = -355967.312441 nChanged 116 SP:Iteration 14Q (1124.743036 sec): 3 clusters Score: Raw -356842.054854 + Penalty 823.201745 = -356018.853109 nChanged 90 SP:Iteration 15Q (1124.804362 sec): 3 clusters Score: Raw -356878.162689 + Penalty 823.201745 = -356054.960943 nChanged 85 SP:Iteration 16Q (1124.863633 sec): 3 clusters Score: Raw -356916.530397 + Penalty 823.201745 = -356093.328651 nChanged 88 SP:Iteration 17Q (1124.913300 sec): 3 clusters Score: Raw -356966.331356 + Penalty 823.201745 = -356143.129611 nChanged 87 SP:Iteration 18Q (1124.967520 sec): 3 clusters Score: Raw -357019.412649 + Penalty 823.201745 = -356196.210904 nChanged 64 SP:Iteration 19Q (1125.011205 sec): 3 clusters Score: Raw -357047.876084 + Penalty 823.201745 = -356224.674339 nChanged 47 SP:Iteration 20F (1125.066989 sec): 3 clusters Score: Raw -357066.035875 + Penalty 823.201745 = -356242.834130 nChanged 34 SP:Iteration 21Q (1125.113845 sec): 3 clusters Score: Raw -357076.725373 + Penalty 823.201745 = -356253.523627 nChanged 33 SP:Iteration 22Q (1125.166985 sec): 3 clusters Score: Raw -357086.410589 + Penalty 823.201745 = -356263.208844 nChanged 31 SP:Iteration 23Q (1125.213803 sec): 3 clusters Score: Raw -357098.361448 + Penalty 823.201745 = -356275.159703 nChanged 33 SP:Iteration 24Q (1125.273285 sec): 3 clusters Score: Raw -357110.617758 + Penalty 823.201745 = -356287.416012 nChanged 24 SP:Iteration 25Q (1125.316913 sec): 3 clusters Score: Raw -357121.905534 + Penalty 823.201745 = -356298.703789 nChanged 24 SP:Iteration 26Q (1125.380281 sec): 3 clusters Score: Raw -357129.720255 + Penalty 823.201745 = -356306.518510 nChanged 12 SP:Iteration 27Q (1125.422045 sec): 3 clusters Score: Raw -357132.043196 + Penalty 823.201745 = -356308.841451 nChanged 14 SP:Iteration 28Q (1125.478431 sec): 3 clusters Score: Raw -357134.994475 + Penalty 823.201745 = -356311.792729 nChanged 13 SP:Iteration 29Q (1125.533302 sec): 3 clusters Score: Raw -357138.838405 + Penalty 823.201745 = -356315.636659 nChanged 13 SP:Iteration 30Q (1125.588383 sec): 3 clusters Score: Raw -357141.163285 + Penalty 823.201745 = -356317.961539 nChanged 8 SP:Iteration 31Q (1125.641564 sec): 3 clusters Score: Raw -357142.785319 + Penalty 823.201745 = -356319.583574 nChanged 4 SP:Iteration 32Q (1125.698675 sec): 3 clusters Score: Raw -357143.916690 + Penalty 823.201745 = -356320.714944 nChanged 6 SP:Iteration 33Q (1125.753243 sec): 3 clusters Score: Raw -357144.920547 + Penalty 823.201745 = -356321.718802 nChanged 2 SP:Iteration 34Q (1125.793646 sec): 3 clusters Score: Raw -357145.498656 + Penalty 823.201745 = -356322.296911 nChanged 2 SP:Iteration 35Q (1125.847354 sec): 3 clusters Score: Raw -357146.086372 + Penalty 823.201745 = -356322.884627 nChanged 1 SP:Iteration 36Q (1125.901086 sec): 3 clusters Score: Raw -357146.247603 + Penalty 823.201745 = -356323.045858 nChanged 0 SP:Iteration 37F (1125.946772 sec): 3 clusters Score: Raw -357146.247603 + Penalty 823.201745 = -356323.045858 nChanged 0 Trying to split cluster 6 (55727 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1126.013937 sec): 2 clusters Score: Raw -2512194.675644 + Penalty 497.234012 = -2511697.441632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1126.107859 sec): 3 clusters Score: Raw -2475254.955590 + Penalty 994.468024 = -2474260.487566 nChanged 27075 SP:Iteration 1F (1126.205563 sec): 3 clusters Score: Raw -2491397.916758 + Penalty 994.468024 = -2490403.448734 nChanged 1987 SP:Iteration 2Q (1126.304739 sec): 3 clusters Score: Raw -2492036.645660 + Penalty 994.468024 = -2491042.177636 nChanged 2270 SP:Iteration 3Q (1126.404630 sec): 3 clusters Score: Raw -2492964.777389 + Penalty 994.468024 = -2491970.309365 nChanged 2636 SP:Iteration 4Q (1126.504424 sec): 3 clusters Score: Raw -2494224.365025 + Penalty 994.468024 = -2493229.897000 nChanged 2975 SP:Iteration 5F (1126.593461 sec): 3 clusters Score: Raw -2496042.823520 + Penalty 994.468024 = -2495048.355496 nChanged 3301 SP:Iteration 6F (1126.685822 sec): 3 clusters Score: Raw -2498128.054340 + Penalty 994.468024 = -2497133.586315 nChanged 3242 SP:Iteration 7F (1126.777746 sec): 3 clusters Score: Raw -2500067.842181 + Penalty 994.468024 = -2499073.374157 nChanged 2916 SP:Iteration 8F (1126.876408 sec): 3 clusters Score: Raw -2501630.354029 + Penalty 994.468024 = -2500635.886004 nChanged 2449 SP:Iteration 9Q (1126.973564 sec): 3 clusters Score: Raw -2502816.270172 + Penalty 994.468024 = -2501821.802148 nChanged 2116 SP:Iteration 10Q (1127.081387 sec): 3 clusters Score: Raw -2503790.790884 + Penalty 994.468024 = -2502796.322860 nChanged 1829 SP:Iteration 11Q (1127.189482 sec): 3 clusters Score: Raw -2504638.055685 + Penalty 994.468024 = -2503643.587661 nChanged 1733 SP:Iteration 12Q (1127.285513 sec): 3 clusters Score: Raw -2505478.486098 + Penalty 994.468024 = -2504484.018074 nChanged 1631 SP:Iteration 13Q (1127.369232 sec): 3 clusters Score: Raw -2506315.660762 + Penalty 994.468024 = -2505321.192737 nChanged 1611 SP:Iteration 14Q (1127.469347 sec): 3 clusters Score: Raw -2507184.427318 + Penalty 994.468024 = -2506189.959294 nChanged 1493 SP:Iteration 15Q (1127.564406 sec): 3 clusters Score: Raw -2508035.455250 + Penalty 994.468024 = -2507040.987225 nChanged 1370 SP:Iteration 16Q (1127.660244 sec): 3 clusters Score: Raw -2508869.042597 + Penalty 994.468024 = -2507874.574572 nChanged 1288 SP:Iteration 17Q (1127.750967 sec): 3 clusters Score: Raw -2509695.425079 + Penalty 994.468024 = -2508700.957055 nChanged 1070 SP:Iteration 18Q (1127.848433 sec): 3 clusters Score: Raw -2510421.580594 + Penalty 994.468024 = -2509427.112569 nChanged 874 SP:Iteration 19Q (1127.944008 sec): 3 clusters Score: Raw -2511025.200900 + Penalty 994.468024 = -2510030.732876 nChanged 656 SP:Iteration 20F (1128.041206 sec): 3 clusters Score: Raw -2511506.374874 + Penalty 994.468024 = -2510511.906850 nChanged 445 SP:Iteration 21Q (1128.135008 sec): 3 clusters Score: Raw -2511843.703264 + Penalty 994.468024 = -2510849.235240 nChanged 273 SP:Iteration 22Q (1128.220578 sec): 3 clusters Score: Raw -2512043.439454 + Penalty 994.468024 = -2511048.971429 nChanged 132 SP:Iteration 23Q (1128.313630 sec): 3 clusters Score: Raw -2512139.000468 + Penalty 994.468024 = -2511144.532444 nChanged 77 SP:Iteration 24Q (1128.398903 sec): 3 clusters Score: Raw -2512194.809450 + Penalty 994.468024 = -2511200.341426 nChanged 41 SP:Iteration 25Q (1128.484193 sec): 3 clusters Score: Raw -2512226.962933 + Penalty 994.468024 = -2511232.494909 nChanged 23 SP:Iteration 26Q (1128.572028 sec): 3 clusters Score: Raw -2512242.625743 + Penalty 994.468024 = -2511248.157719 nChanged 14 SP:Iteration 27Q (1128.678172 sec): 3 clusters Score: Raw -2512253.315780 + Penalty 994.468024 = -2511258.847755 nChanged 6 SP:Iteration 28Q (1128.768642 sec): 3 clusters Score: Raw -2512258.843045 + Penalty 994.468024 = -2511264.375020 nChanged 6 SP:Iteration 29Q (1128.852481 sec): 3 clusters Score: Raw -2512264.269619 + Penalty 994.468024 = -2511269.801594 nChanged 6 SP:Iteration 30Q (1128.943643 sec): 3 clusters Score: Raw -2512270.323507 + Penalty 994.468024 = -2511275.855483 nChanged 4 SP:Iteration 31Q (1129.025724 sec): 3 clusters Score: Raw -2512273.956927 + Penalty 994.468024 = -2511279.488903 nChanged 3 SP:Iteration 32Q (1129.118629 sec): 3 clusters Score: Raw -2512275.434914 + Penalty 994.468024 = -2511280.966890 nChanged 1 SP:Iteration 33Q (1129.207154 sec): 3 clusters Score: Raw -2512275.553917 + Penalty 994.468024 = -2511281.085893 nChanged 0 SP:Iteration 34F (1129.294175 sec): 3 clusters Score: Raw -2512275.553917 + Penalty 994.468024 = -2511281.085893 nChanged 0 Trying to split cluster 7 (409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1129.328782 sec): 2 clusters Score: Raw -16289.134307 + Penalty 273.624040 = -16015.510267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1129.371702 sec): 3 clusters Score: Raw -16123.048101 + Penalty 547.248079 = -15575.800022 nChanged 136 SP:Iteration 1F (1129.417806 sec): 3 clusters Score: Raw -16250.083145 + Penalty 547.248079 = -15702.835065 nChanged 39 SP:Iteration 2F (1129.461836 sec): 3 clusters Score: Raw -16286.024848 + Penalty 547.248079 = -15738.776769 nChanged 14 SP:Iteration 3Q (1129.494762 sec): 3 clusters Score: Raw -16297.373343 + Penalty 547.248079 = -15750.125264 nChanged 8 SP:Iteration 4Q (1129.542229 sec): 3 clusters Score: Raw -16302.869690 + Penalty 547.248079 = -15755.621611 nChanged 10 SP:Iteration 5Q (1129.593773 sec): 3 clusters Score: Raw -16307.376446 + Penalty 547.248079 = -15760.128367 nChanged 3 SP:Iteration 6Q (1129.634908 sec): 3 clusters Score: Raw -16308.427893 + Penalty 547.248079 = -15761.179814 nChanged 1 SP:Iteration 7Q (1129.686290 sec): 3 clusters Score: Raw -16308.592893 + Penalty 547.248079 = -15761.344814 nChanged 0 SP:Iteration 8F (1129.730520 sec): 3 clusters Score: Raw -16308.592893 + Penalty 547.248079 = -15761.344814 nChanged 0 Trying to split cluster 8 (2084 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1129.760424 sec): 2 clusters Score: Raw -94956.073146 + Penalty 347.713020 = -94608.360125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1129.809091 sec): 3 clusters Score: Raw -93793.535394 + Penalty 695.426041 = -93098.109354 nChanged 916 SP:Iteration 1F (1129.854214 sec): 3 clusters Score: Raw -94301.031980 + Penalty 695.426041 = -93605.605939 nChanged 126 SP:Iteration 2F (1129.903907 sec): 3 clusters Score: Raw -94371.690436 + Penalty 695.426041 = -93676.264396 nChanged 116 SP:Iteration 3F (1129.954431 sec): 3 clusters Score: Raw -94443.510094 + Penalty 695.426041 = -93748.084053 nChanged 129 SP:Iteration 4F (1129.994813 sec): 3 clusters Score: Raw -94515.674599 + Penalty 695.426041 = -93820.248558 nChanged 118 SP:Iteration 5F (1130.043473 sec): 3 clusters Score: Raw -94602.314764 + Penalty 695.426041 = -93906.888723 nChanged 124 SP:Iteration 6F (1130.088540 sec): 3 clusters Score: Raw -94702.387541 + Penalty 695.426041 = -94006.961501 nChanged 115 SP:Iteration 7F (1130.135764 sec): 3 clusters Score: Raw -94800.846802 + Penalty 695.426041 = -94105.420761 nChanged 96 SP:Iteration 8Q (1130.180146 sec): 3 clusters Score: Raw -94895.045615 + Penalty 695.426041 = -94199.619574 nChanged 54 SP:Iteration 9Q (1130.221690 sec): 3 clusters Score: Raw -94940.476110 + Penalty 695.426041 = -94245.050070 nChanged 30 SP:Iteration 10Q (1130.271306 sec): 3 clusters Score: Raw -94966.023173 + Penalty 695.426041 = -94270.597132 nChanged 23 SP:Iteration 11Q (1130.320985 sec): 3 clusters Score: Raw -94990.127545 + Penalty 695.426041 = -94294.701504 nChanged 15 SP:Iteration 12Q (1130.365206 sec): 3 clusters Score: Raw -95005.980573 + Penalty 695.426041 = -94310.554532 nChanged 9 SP:Iteration 13Q (1130.413479 sec): 3 clusters Score: Raw -95013.797076 + Penalty 695.426041 = -94318.371036 nChanged 7 SP:Iteration 14Q (1130.445558 sec): 3 clusters Score: Raw -95021.308628 + Penalty 695.426041 = -94325.882588 nChanged 5 SP:Iteration 15Q (1130.496330 sec): 3 clusters Score: Raw -95025.999449 + Penalty 695.426041 = -94330.573408 nChanged 4 SP:Iteration 16Q (1130.544720 sec): 3 clusters Score: Raw -95030.353988 + Penalty 695.426041 = -94334.927948 nChanged 5 SP:Iteration 17Q (1130.592942 sec): 3 clusters Score: Raw -95035.914312 + Penalty 695.426041 = -94340.488271 nChanged 2 SP:Iteration 18Q (1130.628737 sec): 3 clusters Score: Raw -95036.876779 + Penalty 695.426041 = -94341.450738 nChanged 1 SP:Iteration 19Q (1130.670651 sec): 3 clusters Score: Raw -95037.348378 + Penalty 695.426041 = -94341.922338 nChanged 1 SP:Iteration 20F (1130.709950 sec): 3 clusters Score: Raw -95040.740242 + Penalty 695.426041 = -94345.314201 nChanged 2 SP:Iteration 21Q (1130.760701 sec): 3 clusters Score: Raw -95042.355662 + Penalty 695.426041 = -94346.929622 nChanged 2 SP:Iteration 22Q (1130.809643 sec): 3 clusters Score: Raw -95043.759316 + Penalty 695.426041 = -94348.333275 nChanged 2 SP:Iteration 23Q (1130.862660 sec): 3 clusters Score: Raw -95045.641012 + Penalty 695.426041 = -94350.214971 nChanged 1 SP:Iteration 24Q (1130.901385 sec): 3 clusters Score: Raw -95046.282075 + Penalty 695.426041 = -94350.856034 nChanged 0 SP:Iteration 25F (1130.943371 sec): 3 clusters Score: Raw -95046.282075 + Penalty 695.426041 = -94350.856034 nChanged 0 Trying to split cluster 9 (26243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1130.988430 sec): 2 clusters Score: Raw -1134024.999487 + Penalty 462.969533 = -1133562.029955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1131.060529 sec): 3 clusters Score: Raw -1116985.129658 + Penalty 925.939065 = -1116059.190592 nChanged 12560 SP:Iteration 1F (1131.140028 sec): 3 clusters Score: Raw -1124695.833585 + Penalty 925.939065 = -1123769.894519 nChanged 1344 SP:Iteration 2F (1131.200846 sec): 3 clusters Score: Raw -1125193.794283 + Penalty 925.939065 = -1124267.855218 nChanged 1289 SP:Iteration 3Q (1131.279360 sec): 3 clusters Score: Raw -1125666.879760 + Penalty 925.939065 = -1124740.940695 nChanged 1120 SP:Iteration 4Q (1131.338352 sec): 3 clusters Score: Raw -1126068.404324 + Penalty 925.939065 = -1125142.465258 nChanged 1029 SP:Iteration 5Q (1131.412507 sec): 3 clusters Score: Raw -1126419.705990 + Penalty 925.939065 = -1125493.766925 nChanged 949 SP:Iteration 6Q (1131.486968 sec): 3 clusters Score: Raw -1126823.981764 + Penalty 925.939065 = -1125898.042698 nChanged 1007 SP:Iteration 7Q (1131.559158 sec): 3 clusters Score: Raw -1127297.698931 + Penalty 925.939065 = -1126371.759865 nChanged 1100 SP:Iteration 8Q (1131.631103 sec): 3 clusters Score: Raw -1127807.784839 + Penalty 925.939065 = -1126881.845774 nChanged 1219 SP:Iteration 9Q (1131.701060 sec): 3 clusters Score: Raw -1128450.577627 + Penalty 925.939065 = -1127524.638561 nChanged 1358 SP:Iteration 10F (1131.770416 sec): 3 clusters Score: Raw -1129253.406025 + Penalty 925.939065 = -1128327.466960 nChanged 1424 SP:Iteration 11F (1131.839182 sec): 3 clusters Score: Raw -1130166.744899 + Penalty 925.939065 = -1129240.805833 nChanged 1355 SP:Iteration 12F (1131.904877 sec): 3 clusters Score: Raw -1131065.508706 + Penalty 925.939065 = -1130139.569640 nChanged 1203 SP:Iteration 13Q (1131.977916 sec): 3 clusters Score: Raw -1131855.411137 + Penalty 925.939065 = -1130929.472071 nChanged 1027 SP:Iteration 14Q (1132.040960 sec): 3 clusters Score: Raw -1132565.847909 + Penalty 925.939065 = -1131639.908844 nChanged 817 SP:Iteration 15Q (1132.101736 sec): 3 clusters Score: Raw -1133101.664012 + Penalty 925.939065 = -1132175.724946 nChanged 587 SP:Iteration 16Q (1132.169724 sec): 3 clusters Score: Raw -1133449.073585 + Penalty 925.939065 = -1132523.134519 nChanged 390 SP:Iteration 17Q (1132.231845 sec): 3 clusters Score: Raw -1133657.712584 + Penalty 925.939065 = -1132731.773518 nChanged 293 SP:Iteration 18Q (1132.294500 sec): 3 clusters Score: Raw -1133814.705113 + Penalty 925.939065 = -1132888.766048 nChanged 183 SP:Iteration 19Q (1132.353616 sec): 3 clusters Score: Raw -1133907.752985 + Penalty 925.939065 = -1132981.813920 nChanged 115 SP:Iteration 20F (1132.427787 sec): 3 clusters Score: Raw -1133962.695002 + Penalty 925.939065 = -1133036.755937 nChanged 85 SP:Iteration 21Q (1132.498290 sec): 3 clusters Score: Raw -1134004.653760 + Penalty 925.939065 = -1133078.714695 nChanged 75 SP:Iteration 22Q (1132.568145 sec): 3 clusters Score: Raw -1134040.418706 + Penalty 925.939065 = -1133114.479641 nChanged 51 SP:Iteration 23Q (1132.637406 sec): 3 clusters Score: Raw -1134059.919108 + Penalty 925.939065 = -1133133.980043 nChanged 35 SP:Iteration 24Q (1132.705696 sec): 3 clusters Score: Raw -1134074.540478 + Penalty 925.939065 = -1133148.601412 nChanged 29 SP:Iteration 25Q (1132.764282 sec): 3 clusters Score: Raw -1134087.349905 + Penalty 925.939065 = -1133161.410839 nChanged 24 SP:Iteration 26Q (1132.822280 sec): 3 clusters Score: Raw -1134098.637756 + Penalty 925.939065 = -1133172.698691 nChanged 17 SP:Iteration 27Q (1132.885003 sec): 3 clusters Score: Raw -1134106.861380 + Penalty 925.939065 = -1133180.922315 nChanged 19 SP:Iteration 28Q (1132.953401 sec): 3 clusters Score: Raw -1134117.467031 + Penalty 925.939065 = -1133191.527965 nChanged 20 SP:Iteration 29Q (1133.010785 sec): 3 clusters Score: Raw -1134124.555378 + Penalty 925.939065 = -1133198.616313 nChanged 18 SP:Iteration 30Q (1133.074455 sec): 3 clusters Score: Raw -1134132.060562 + Penalty 925.939065 = -1133206.121496 nChanged 18 SP:Iteration 31Q (1133.140519 sec): 3 clusters Score: Raw -1134138.662892 + Penalty 925.939065 = -1133212.723826 nChanged 17 SP:Iteration 32Q (1133.212669 sec): 3 clusters Score: Raw -1134145.553586 + Penalty 925.939065 = -1133219.614521 nChanged 11 SP:Iteration 33Q (1133.264492 sec): 3 clusters Score: Raw -1134149.124659 + Penalty 925.939065 = -1133223.185594 nChanged 4 SP:Iteration 34Q (1133.338417 sec): 3 clusters Score: Raw -1134150.718275 + Penalty 925.939065 = -1133224.779210 nChanged 2 SP:Iteration 35Q (1133.396486 sec): 3 clusters Score: Raw -1134152.627541 + Penalty 925.939065 = -1133226.688475 nChanged 5 SP:Iteration 36Q (1133.470372 sec): 3 clusters Score: Raw -1134154.331699 + Penalty 925.939065 = -1133228.392634 nChanged 5 SP:Iteration 37Q (1133.537788 sec): 3 clusters Score: Raw -1134155.786041 + Penalty 925.939065 = -1133229.846976 nChanged 2 SP:Iteration 38Q (1133.596521 sec): 3 clusters Score: Raw -1134156.234415 + Penalty 925.939065 = -1133230.295350 nChanged 4 SP:Iteration 39Q (1133.671174 sec): 3 clusters Score: Raw -1134157.391470 + Penalty 925.939065 = -1133231.452404 nChanged 3 SP:Iteration 40F (1133.736732 sec): 3 clusters Score: Raw -1134158.705320 + Penalty 925.939065 = -1133232.766254 nChanged 3 SP:Iteration 41Q (1133.798453 sec): 3 clusters Score: Raw -1134159.712850 + Penalty 925.939065 = -1133233.773784 nChanged 2 SP:Iteration 42Q (1133.872718 sec): 3 clusters Score: Raw -1134160.275755 + Penalty 925.939065 = -1133234.336689 nChanged 2 SP:Iteration 43Q (1133.927216 sec): 3 clusters Score: Raw -1134160.859480 + Penalty 925.939065 = -1133234.920414 nChanged 0 SP:Iteration 44F (1133.995607 sec): 3 clusters Score: Raw -1134160.859480 + Penalty 925.939065 = -1133234.920414 nChanged 0 Trying to split cluster 10 (4405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1134.033163 sec): 2 clusters Score: Raw -191225.219852 + Penalty 381.767547 = -190843.452305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1134.081444 sec): 3 clusters Score: Raw -188601.792019 + Penalty 763.535094 = -187838.256925 nChanged 1980 SP:Iteration 1F (1134.128729 sec): 3 clusters Score: Raw -189712.953184 + Penalty 763.535094 = -188949.418090 nChanged 309 SP:Iteration 2F (1134.176308 sec): 3 clusters Score: Raw -189881.870928 + Penalty 763.535094 = -189118.335834 nChanged 284 SP:Iteration 3F (1134.213053 sec): 3 clusters Score: Raw -190066.137174 + Penalty 763.535094 = -189302.602080 nChanged 248 SP:Iteration 4F (1134.262245 sec): 3 clusters Score: Raw -190252.950085 + Penalty 763.535094 = -189489.414991 nChanged 245 SP:Iteration 5F (1134.320183 sec): 3 clusters Score: Raw -190446.848612 + Penalty 763.535094 = -189683.313518 nChanged 214 SP:Iteration 6Q (1134.368168 sec): 3 clusters Score: Raw -190624.730351 + Penalty 763.535094 = -189861.195257 nChanged 187 SP:Iteration 7Q (1134.415841 sec): 3 clusters Score: Raw -190773.917728 + Penalty 763.535094 = -190010.382634 nChanged 149 SP:Iteration 8Q (1134.460965 sec): 3 clusters Score: Raw -190882.671958 + Penalty 763.535094 = -190119.136864 nChanged 130 SP:Iteration 9Q (1134.511711 sec): 3 clusters Score: Raw -190965.376027 + Penalty 763.535094 = -190201.840933 nChanged 96 SP:Iteration 10Q (1134.556493 sec): 3 clusters Score: Raw -191028.668281 + Penalty 763.535094 = -190265.133187 nChanged 86 SP:Iteration 11Q (1134.595596 sec): 3 clusters Score: Raw -191084.904735 + Penalty 763.535094 = -190321.369641 nChanged 70 SP:Iteration 12Q (1134.649904 sec): 3 clusters Score: Raw -191130.887064 + Penalty 763.535094 = -190367.351970 nChanged 71 SP:Iteration 13Q (1134.686250 sec): 3 clusters Score: Raw -191170.575742 + Penalty 763.535094 = -190407.040648 nChanged 55 SP:Iteration 14Q (1134.743401 sec): 3 clusters Score: Raw -191195.960058 + Penalty 763.535094 = -190432.424964 nChanged 49 SP:Iteration 15Q (1134.776509 sec): 3 clusters Score: Raw -191219.432448 + Penalty 763.535094 = -190455.897354 nChanged 49 SP:Iteration 16Q (1134.822466 sec): 3 clusters Score: Raw -191237.718719 + Penalty 763.535094 = -190474.183625 nChanged 30 SP:Iteration 17Q (1134.878552 sec): 3 clusters Score: Raw -191246.716369 + Penalty 763.535094 = -190483.181275 nChanged 22 SP:Iteration 18Q (1134.923406 sec): 3 clusters Score: Raw -191251.317972 + Penalty 763.535094 = -190487.782878 nChanged 12 SP:Iteration 19Q (1134.959956 sec): 3 clusters Score: Raw -191253.334888 + Penalty 763.535094 = -190489.799794 nChanged 11 SP:Iteration 20F (1135.012858 sec): 3 clusters Score: Raw -191257.723793 + Penalty 763.535094 = -190494.188699 nChanged 12 SP:Iteration 21Q (1135.062895 sec): 3 clusters Score: Raw -191262.796388 + Penalty 763.535094 = -190499.261294 nChanged 13 SP:Iteration 22Q (1135.110490 sec): 3 clusters Score: Raw -191265.778810 + Penalty 763.535094 = -190502.243716 nChanged 9 SP:Iteration 23Q (1135.164480 sec): 3 clusters Score: Raw -191267.143378 + Penalty 763.535094 = -190503.608284 nChanged 8 SP:Iteration 24Q (1135.209822 sec): 3 clusters Score: Raw -191268.510391 + Penalty 763.535094 = -190504.975297 nChanged 9 SP:Iteration 25Q (1135.262013 sec): 3 clusters Score: Raw -191270.431947 + Penalty 763.535094 = -190506.896853 nChanged 10 SP:Iteration 26Q (1135.302472 sec): 3 clusters Score: Raw -191272.817370 + Penalty 763.535094 = -190509.282276 nChanged 16 SP:Iteration 27Q (1135.354693 sec): 3 clusters Score: Raw -191277.875150 + Penalty 763.535094 = -190514.340056 nChanged 19 SP:Iteration 28Q (1135.396922 sec): 3 clusters Score: Raw -191283.556891 + Penalty 763.535094 = -190520.021797 nChanged 15 SP:Iteration 29Q (1135.451962 sec): 3 clusters Score: Raw -191287.043584 + Penalty 763.535094 = -190523.508490 nChanged 8 SP:Iteration 30Q (1135.490095 sec): 3 clusters Score: Raw -191288.727811 + Penalty 763.535094 = -190525.192717 nChanged 8 SP:Iteration 31Q (1135.545742 sec): 3 clusters Score: Raw -191289.623340 + Penalty 763.535094 = -190526.088246 nChanged 9 SP:Iteration 32Q (1135.585738 sec): 3 clusters Score: Raw -191290.803408 + Penalty 763.535094 = -190527.268314 nChanged 8 SP:Iteration 33Q (1135.626085 sec): 3 clusters Score: Raw -191292.308657 + Penalty 763.535094 = -190528.773563 nChanged 10 SP:Iteration 34Q (1135.676088 sec): 3 clusters Score: Raw -191294.447844 + Penalty 763.535094 = -190530.912750 nChanged 9 SP:Iteration 35Q (1135.720361 sec): 3 clusters Score: Raw -191296.250340 + Penalty 763.535094 = -190532.715246 nChanged 10 SP:Iteration 36Q (1135.768609 sec): 3 clusters Score: Raw -191298.398762 + Penalty 763.535094 = -190534.863668 nChanged 8 SP:Iteration 37Q (1135.808672 sec): 3 clusters Score: Raw -191299.451647 + Penalty 763.535094 = -190535.916553 nChanged 4 SP:Iteration 38Q (1135.863726 sec): 3 clusters Score: Raw -191299.820684 + Penalty 763.535094 = -190536.285590 nChanged 2 SP:Iteration 39Q (1135.908811 sec): 3 clusters Score: Raw -191300.113089 + Penalty 763.535094 = -190536.577995 nChanged 5 SP:Iteration 40F (1135.958373 sec): 3 clusters Score: Raw -191300.773986 + Penalty 763.535094 = -190537.238892 nChanged 4 SP:Iteration 41Q (1136.010427 sec): 3 clusters Score: Raw -191301.240705 + Penalty 763.535094 = -190537.705611 nChanged 1 SP:Iteration 42Q (1136.049998 sec): 3 clusters Score: Raw -191301.391679 + Penalty 763.535094 = -190537.856585 nChanged 3 SP:Iteration 43Q (1136.104140 sec): 3 clusters Score: Raw -191301.685689 + Penalty 763.535094 = -190538.150595 nChanged 1 SP:Iteration 44Q (1136.148376 sec): 3 clusters Score: Raw -191301.769034 + Penalty 763.535094 = -190538.233940 nChanged 1 SP:Iteration 45Q (1136.191565 sec): 3 clusters Score: Raw -191301.864830 + Penalty 763.535094 = -190538.329736 nChanged 0 SP:Iteration 46F (1136.238726 sec): 3 clusters Score: Raw -191301.864830 + Penalty 763.535094 = -190538.329736 nChanged 0 Trying to split cluster 11 (1929 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1136.265465 sec): 2 clusters Score: Raw -69888.097004 + Penalty 344.196444 = -69543.900560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1136.318167 sec): 3 clusters Score: Raw -68815.219356 + Penalty 688.392888 = -68126.826467 nChanged 833 SP:Iteration 1F (1136.367297 sec): 3 clusters Score: Raw -69260.537485 + Penalty 688.392888 = -68572.144597 nChanged 137 SP:Iteration 2F (1136.417812 sec): 3 clusters Score: Raw -69331.148894 + Penalty 688.392888 = -68642.756006 nChanged 122 SP:Iteration 3F (1136.461784 sec): 3 clusters Score: Raw -69407.007300 + Penalty 688.392888 = -68718.614412 nChanged 108 SP:Iteration 4F (1136.512509 sec): 3 clusters Score: Raw -69459.708145 + Penalty 688.392888 = -68771.315257 nChanged 81 SP:Iteration 5Q (1136.559795 sec): 3 clusters Score: Raw -69490.344286 + Penalty 688.392888 = -68801.951398 nChanged 70 SP:Iteration 6Q (1136.604302 sec): 3 clusters Score: Raw -69514.854047 + Penalty 688.392888 = -68826.461159 nChanged 54 SP:Iteration 7Q (1136.646108 sec): 3 clusters Score: Raw -69534.508096 + Penalty 688.392888 = -68846.115208 nChanged 49 SP:Iteration 8Q (1136.686389 sec): 3 clusters Score: Raw -69550.961331 + Penalty 688.392888 = -68862.568442 nChanged 40 SP:Iteration 9Q (1136.734486 sec): 3 clusters Score: Raw -69570.151402 + Penalty 688.392888 = -68881.758513 nChanged 46 SP:Iteration 10Q (1136.778980 sec): 3 clusters Score: Raw -69584.671763 + Penalty 688.392888 = -68896.278875 nChanged 29 SP:Iteration 11Q (1136.813202 sec): 3 clusters Score: Raw -69594.242412 + Penalty 688.392888 = -68905.849524 nChanged 35 SP:Iteration 12Q (1136.860785 sec): 3 clusters Score: Raw -69608.831623 + Penalty 688.392888 = -68920.438735 nChanged 37 SP:Iteration 13Q (1136.908537 sec): 3 clusters Score: Raw -69625.776925 + Penalty 688.392888 = -68937.384037 nChanged 39 SP:Iteration 14Q (1136.954291 sec): 3 clusters Score: Raw -69647.169932 + Penalty 688.392888 = -68958.777044 nChanged 52 SP:Iteration 15Q (1136.994468 sec): 3 clusters Score: Raw -69673.802040 + Penalty 688.392888 = -68985.409152 nChanged 55 SP:Iteration 16Q (1137.041045 sec): 3 clusters Score: Raw -69707.070997 + Penalty 688.392888 = -69018.678108 nChanged 51 SP:Iteration 17Q (1137.074909 sec): 3 clusters Score: Raw -69736.410031 + Penalty 688.392888 = -69048.017143 nChanged 43 SP:Iteration 18Q (1137.118580 sec): 3 clusters Score: Raw -69760.068813 + Penalty 688.392888 = -69071.675925 nChanged 42 SP:Iteration 19Q (1137.169935 sec): 3 clusters Score: Raw -69785.336130 + Penalty 688.392888 = -69096.943242 nChanged 29 SP:Iteration 20F (1137.204780 sec): 3 clusters Score: Raw -69803.337669 + Penalty 688.392888 = -69114.944781 nChanged 32 SP:Iteration 21Q (1137.255231 sec): 3 clusters Score: Raw -69824.866670 + Penalty 688.392888 = -69136.473781 nChanged 28 SP:Iteration 22Q (1137.297533 sec): 3 clusters Score: Raw -69842.063876 + Penalty 688.392888 = -69153.670988 nChanged 27 SP:Iteration 23Q (1137.342028 sec): 3 clusters Score: Raw -69853.536514 + Penalty 688.392888 = -69165.143625 nChanged 18 SP:Iteration 24Q (1137.401664 sec): 3 clusters Score: Raw -69861.133164 + Penalty 688.392888 = -69172.740276 nChanged 16 SP:Iteration 25Q (1137.445280 sec): 3 clusters Score: Raw -69868.927660 + Penalty 688.392888 = -69180.534772 nChanged 18 SP:Iteration 26Q (1137.489769 sec): 3 clusters Score: Raw -69877.195492 + Penalty 688.392888 = -69188.802604 nChanged 18 SP:Iteration 27Q (1137.530669 sec): 3 clusters Score: Raw -69882.835814 + Penalty 688.392888 = -69194.442926 nChanged 7 SP:Iteration 28Q (1137.568253 sec): 3 clusters Score: Raw -69884.111916 + Penalty 688.392888 = -69195.719028 nChanged 5 SP:Iteration 29Q (1137.624935 sec): 3 clusters Score: Raw -69885.063609 + Penalty 688.392888 = -69196.670721 nChanged 5 SP:Iteration 30Q (1137.662433 sec): 3 clusters Score: Raw -69886.846794 + Penalty 688.392888 = -69198.453906 nChanged 10 SP:Iteration 31Q (1137.700190 sec): 3 clusters Score: Raw -69889.845538 + Penalty 688.392888 = -69201.452650 nChanged 9 SP:Iteration 32Q (1137.751013 sec): 3 clusters Score: Raw -69892.495368 + Penalty 688.392888 = -69204.102480 nChanged 14 SP:Iteration 33Q (1137.797920 sec): 3 clusters Score: Raw -69896.350145 + Penalty 688.392888 = -69207.957257 nChanged 8 SP:Iteration 34Q (1137.832956 sec): 3 clusters Score: Raw -69898.372688 + Penalty 688.392888 = -69209.979800 nChanged 6 SP:Iteration 35Q (1137.885774 sec): 3 clusters Score: Raw -69899.948294 + Penalty 688.392888 = -69211.555406 nChanged 4 SP:Iteration 36Q (1137.932686 sec): 3 clusters Score: Raw -69901.315341 + Penalty 688.392888 = -69212.922453 nChanged 6 SP:Iteration 37Q (1137.973095 sec): 3 clusters Score: Raw -69903.833383 + Penalty 688.392888 = -69215.440495 nChanged 7 SP:Iteration 38Q (1138.017981 sec): 3 clusters Score: Raw -69905.999046 + Penalty 688.392888 = -69217.606158 nChanged 9 SP:Iteration 39Q (1138.069079 sec): 3 clusters Score: Raw -69909.795707 + Penalty 688.392888 = -69221.402819 nChanged 16 SP:Iteration 40F (1138.114171 sec): 3 clusters Score: Raw -69917.416554 + Penalty 688.392888 = -69229.023666 nChanged 17 SP:Iteration 41Q (1138.153272 sec): 3 clusters Score: Raw -69924.212485 + Penalty 688.392888 = -69235.819597 nChanged 16 SP:Iteration 42Q (1138.198016 sec): 3 clusters Score: Raw -69931.780974 + Penalty 688.392888 = -69243.388086 nChanged 26 SP:Iteration 43Q (1138.246730 sec): 3 clusters Score: Raw -69945.313627 + Penalty 688.392888 = -69256.920739 nChanged 28 SP:Iteration 44Q (1138.284328 sec): 3 clusters Score: Raw -69963.088926 + Penalty 688.392888 = -69274.696038 nChanged 30 SP:Iteration 45Q (1138.320725 sec): 3 clusters Score: Raw -69978.116208 + Penalty 688.392888 = -69289.723320 nChanged 18 SP:Iteration 46Q (1138.367918 sec): 3 clusters Score: Raw -69985.808504 + Penalty 688.392888 = -69297.415616 nChanged 22 SP:Iteration 47Q (1138.421254 sec): 3 clusters Score: Raw -69993.830625 + Penalty 688.392888 = -69305.437737 nChanged 15 SP:Iteration 48Q (1138.465033 sec): 3 clusters Score: Raw -69998.687436 + Penalty 688.392888 = -69310.294547 nChanged 11 SP:Iteration 49Q (1138.508338 sec): 3 clusters Score: Raw -70002.300640 + Penalty 688.392888 = -69313.907752 nChanged 10 SP:Iteration 50Q (1138.552384 sec): 3 clusters Score: Raw -70006.645016 + Penalty 688.392888 = -69318.252128 nChanged 10 SP:Iteration 51Q (1138.589718 sec): 3 clusters Score: Raw -70010.012306 + Penalty 688.392888 = -69321.619417 nChanged 9 SP:Iteration 52Q (1138.644058 sec): 3 clusters Score: Raw -70013.046289 + Penalty 688.392888 = -69324.653401 nChanged 9 SP:Iteration 53Q (1138.686075 sec): 3 clusters Score: Raw -70016.184582 + Penalty 688.392888 = -69327.791694 nChanged 10 SP:Iteration 54Q (1138.731764 sec): 3 clusters Score: Raw -70021.287049 + Penalty 688.392888 = -69332.894161 nChanged 12 SP:Iteration 55Q (1138.784852 sec): 3 clusters Score: Raw -70027.210771 + Penalty 688.392888 = -69338.817883 nChanged 10 SP:Iteration 56Q (1138.826620 sec): 3 clusters Score: Raw -70030.767795 + Penalty 688.392888 = -69342.374907 nChanged 8 SP:Iteration 57Q (1138.859875 sec): 3 clusters Score: Raw -70034.828894 + Penalty 688.392888 = -69346.436006 nChanged 7 SP:Iteration 58Q (1138.908823 sec): 3 clusters Score: Raw -70037.821626 + Penalty 688.392888 = -69349.428737 nChanged 7 SP:Iteration 59Q (1138.942426 sec): 3 clusters Score: Raw -70040.123910 + Penalty 688.392888 = -69351.731022 nChanged 9 SP:Iteration 60F (1138.985605 sec): 3 clusters Score: Raw -70043.823673 + Penalty 688.392888 = -69355.430785 nChanged 4 SP:Iteration 61Q (1139.032739 sec): 3 clusters Score: Raw -70044.537355 + Penalty 688.392888 = -69356.144466 nChanged 2 SP:Iteration 62Q (1139.088443 sec): 3 clusters Score: Raw -70045.337443 + Penalty 688.392888 = -69356.944555 nChanged 3 SP:Iteration 63Q (1139.124476 sec): 3 clusters Score: Raw -70045.952169 + Penalty 688.392888 = -69357.559281 nChanged 1 SP:Iteration 64Q (1139.175511 sec): 3 clusters Score: Raw -70046.518437 + Penalty 688.392888 = -69358.125549 nChanged 3 SP:Iteration 65Q (1139.218146 sec): 3 clusters Score: Raw -70047.636861 + Penalty 688.392888 = -69359.243973 nChanged 1 SP:Iteration 66Q (1139.250552 sec): 3 clusters Score: Raw -70048.123557 + Penalty 688.392888 = -69359.730669 nChanged 1 SP:Iteration 67Q (1139.290780 sec): 3 clusters Score: Raw -70049.851114 + Penalty 688.392888 = -69361.458225 nChanged 4 SP:Iteration 68Q (1139.330791 sec): 3 clusters Score: Raw -70051.485235 + Penalty 688.392888 = -69363.092346 nChanged 1 SP:Iteration 69Q (1139.381718 sec): 3 clusters Score: Raw -70051.766046 + Penalty 688.392888 = -69363.373158 nChanged 0 SP:Iteration 70F (1139.417159 sec): 3 clusters Score: Raw -70051.766046 + Penalty 688.392888 = -69363.373158 nChanged 0 Trying to split cluster 12 (1505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1139.446959 sec): 2 clusters Score: Raw -66002.840333 + Penalty 332.902942 = -65669.937391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1139.483793 sec): 3 clusters Score: Raw -65250.404915 + Penalty 665.805884 = -64584.599031 nChanged 616 SP:Iteration 1F (1139.524710 sec): 3 clusters Score: Raw -65579.503551 + Penalty 665.805884 = -64913.697666 nChanged 71 SP:Iteration 2Q (1139.561366 sec): 3 clusters Score: Raw -65606.506822 + Penalty 665.805884 = -64940.700938 nChanged 43 SP:Iteration 3Q (1139.607959 sec): 3 clusters Score: Raw -65624.827599 + Penalty 665.805884 = -64959.021715 nChanged 34 SP:Iteration 4Q (1139.661119 sec): 3 clusters Score: Raw -65640.030774 + Penalty 665.805884 = -64974.224890 nChanged 40 SP:Iteration 5Q (1139.694947 sec): 3 clusters Score: Raw -65658.912635 + Penalty 665.805884 = -64993.106751 nChanged 47 SP:Iteration 6Q (1139.744409 sec): 3 clusters Score: Raw -65687.226789 + Penalty 665.805884 = -65021.420905 nChanged 51 SP:Iteration 7Q (1139.793251 sec): 3 clusters Score: Raw -65715.502556 + Penalty 665.805884 = -65049.696672 nChanged 39 SP:Iteration 8Q (1139.833416 sec): 3 clusters Score: Raw -65738.242349 + Penalty 665.805884 = -65072.436465 nChanged 49 SP:Iteration 9Q (1139.880958 sec): 3 clusters Score: Raw -65763.416108 + Penalty 665.805884 = -65097.610224 nChanged 43 SP:Iteration 10Q (1139.936936 sec): 3 clusters Score: Raw -65789.764137 + Penalty 665.805884 = -65123.958253 nChanged 50 SP:Iteration 11Q (1139.988021 sec): 3 clusters Score: Raw -65819.852849 + Penalty 665.805884 = -65154.046965 nChanged 53 SP:Iteration 12Q (1140.032808 sec): 3 clusters Score: Raw -65854.452479 + Penalty 665.805884 = -65188.646594 nChanged 39 SP:Iteration 13Q (1140.081427 sec): 3 clusters Score: Raw -65886.474564 + Penalty 665.805884 = -65220.668680 nChanged 32 SP:Iteration 14Q (1140.124480 sec): 3 clusters Score: Raw -65909.071480 + Penalty 665.805884 = -65243.265596 nChanged 34 SP:Iteration 15Q (1140.175325 sec): 3 clusters Score: Raw -65934.946978 + Penalty 665.805884 = -65269.141094 nChanged 33 SP:Iteration 16Q (1140.220794 sec): 3 clusters Score: Raw -65960.507380 + Penalty 665.805884 = -65294.701495 nChanged 32 SP:Iteration 17Q (1140.266726 sec): 3 clusters Score: Raw -65986.231443 + Penalty 665.805884 = -65320.425559 nChanged 22 SP:Iteration 18Q (1140.313594 sec): 3 clusters Score: Raw -66008.254478 + Penalty 665.805884 = -65342.448593 nChanged 18 SP:Iteration 19Q (1140.361994 sec): 3 clusters Score: Raw -66027.133577 + Penalty 665.805884 = -65361.327692 nChanged 17 SP:Iteration 20F (1140.404721 sec): 3 clusters Score: Raw -66037.606247 + Penalty 665.805884 = -65371.800363 nChanged 8 SP:Iteration 21Q (1140.440155 sec): 3 clusters Score: Raw -66041.933054 + Penalty 665.805884 = -65376.127170 nChanged 5 SP:Iteration 22Q (1140.495912 sec): 3 clusters Score: Raw -66045.112614 + Penalty 665.805884 = -65379.306730 nChanged 1 SP:Iteration 23Q (1140.539838 sec): 3 clusters Score: Raw -66045.993811 + Penalty 665.805884 = -65380.187927 nChanged 0 SP:Iteration 24F (1140.579894 sec): 3 clusters Score: Raw -66045.993811 + Penalty 665.805884 = -65380.187927 nChanged 0 Trying to split cluster 13 (2914 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1140.612590 sec): 2 clusters Score: Raw -121262.158193 + Penalty 362.966330 = -120899.191863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1140.654294 sec): 3 clusters Score: Raw -119626.272361 + Penalty 725.932661 = -118900.339700 nChanged 1242 SP:Iteration 1F (1140.702025 sec): 3 clusters Score: Raw -120376.111839 + Penalty 725.932661 = -119650.179178 nChanged 206 SP:Iteration 2F (1140.748829 sec): 3 clusters Score: Raw -120510.185506 + Penalty 725.932661 = -119784.252845 nChanged 179 SP:Iteration 3F (1140.799373 sec): 3 clusters Score: Raw -120622.820724 + Penalty 725.932661 = -119896.888064 nChanged 165 SP:Iteration 4F (1140.842666 sec): 3 clusters Score: Raw -120728.996436 + Penalty 725.932661 = -120003.063775 nChanged 138 SP:Iteration 5Q (1140.889000 sec): 3 clusters Score: Raw -120816.172421 + Penalty 725.932661 = -120090.239760 nChanged 113 SP:Iteration 6Q (1140.941523 sec): 3 clusters Score: Raw -120881.553042 + Penalty 725.932661 = -120155.620381 nChanged 90 SP:Iteration 7Q (1140.989244 sec): 3 clusters Score: Raw -120935.889412 + Penalty 725.932661 = -120209.956751 nChanged 83 SP:Iteration 8Q (1141.036191 sec): 3 clusters Score: Raw -120986.781366 + Penalty 725.932661 = -120260.848705 nChanged 95 SP:Iteration 9Q (1141.094875 sec): 3 clusters Score: Raw -121054.417184 + Penalty 725.932661 = -120328.484523 nChanged 80 SP:Iteration 10Q (1141.139218 sec): 3 clusters Score: Raw -121109.373933 + Penalty 725.932661 = -120383.441272 nChanged 73 SP:Iteration 11Q (1141.175386 sec): 3 clusters Score: Raw -121160.625892 + Penalty 725.932661 = -120434.693232 nChanged 57 SP:Iteration 12Q (1141.225191 sec): 3 clusters Score: Raw -121205.375213 + Penalty 725.932661 = -120479.442552 nChanged 41 SP:Iteration 13Q (1141.277279 sec): 3 clusters Score: Raw -121237.850280 + Penalty 725.932661 = -120511.917619 nChanged 30 SP:Iteration 14Q (1141.329846 sec): 3 clusters Score: Raw -121258.031615 + Penalty 725.932661 = -120532.098954 nChanged 25 SP:Iteration 15Q (1141.373725 sec): 3 clusters Score: Raw -121274.503888 + Penalty 725.932661 = -120548.571227 nChanged 16 SP:Iteration 16Q (1141.418803 sec): 3 clusters Score: Raw -121284.302328 + Penalty 725.932661 = -120558.369667 nChanged 12 SP:Iteration 17Q (1141.469607 sec): 3 clusters Score: Raw -121294.230782 + Penalty 725.932661 = -120568.298121 nChanged 14 SP:Iteration 18Q (1141.519994 sec): 3 clusters Score: Raw -121304.114800 + Penalty 725.932661 = -120578.182139 nChanged 5 SP:Iteration 19Q (1141.567804 sec): 3 clusters Score: Raw -121306.721580 + Penalty 725.932661 = -120580.788919 nChanged 4 SP:Iteration 20F (1141.621145 sec): 3 clusters Score: Raw -121311.539656 + Penalty 725.932661 = -120585.606995 nChanged 4 SP:Iteration 21Q (1141.673860 sec): 3 clusters Score: Raw -121315.601459 + Penalty 725.932661 = -120589.668798 nChanged 4 SP:Iteration 22Q (1141.720314 sec): 3 clusters Score: Raw -121320.315060 + Penalty 725.932661 = -120594.382399 nChanged 3 SP:Iteration 23Q (1141.761998 sec): 3 clusters Score: Raw -121323.581610 + Penalty 725.932661 = -120597.648950 nChanged 3 SP:Iteration 24Q (1141.815153 sec): 3 clusters Score: Raw -121324.901378 + Penalty 725.932661 = -120598.968718 nChanged 0 SP:Iteration 25F (1141.868302 sec): 3 clusters Score: Raw -121324.901378 + Penalty 725.932661 = -120598.968718 nChanged 0 Trying to split cluster 14 (5033 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1141.896509 sec): 2 clusters Score: Raw -196393.591513 + Penalty 387.831604 = -196005.759910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1141.946232 sec): 3 clusters Score: Raw -193398.311493 + Penalty 775.663207 = -192622.648286 nChanged 2243 SP:Iteration 1F (1141.990678 sec): 3 clusters Score: Raw -194918.398324 + Penalty 775.663207 = -194142.735117 nChanged 472 SP:Iteration 2F (1142.042633 sec): 3 clusters Score: Raw -195233.171321 + Penalty 775.663207 = -194457.508114 nChanged 385 SP:Iteration 3F (1142.093704 sec): 3 clusters Score: Raw -195450.324754 + Penalty 775.663207 = -194674.661547 nChanged 313 SP:Iteration 4F (1142.141580 sec): 3 clusters Score: Raw -195611.537926 + Penalty 775.663207 = -194835.874719 nChanged 256 SP:Iteration 5F (1142.194069 sec): 3 clusters Score: Raw -195740.122528 + Penalty 775.663207 = -194964.459321 nChanged 220 SP:Iteration 6Q (1142.243018 sec): 3 clusters Score: Raw -195848.875585 + Penalty 775.663207 = -195073.212378 nChanged 182 SP:Iteration 7Q (1142.287035 sec): 3 clusters Score: Raw -195942.002296 + Penalty 775.663207 = -195166.339089 nChanged 158 SP:Iteration 8Q (1142.338286 sec): 3 clusters Score: Raw -196018.149207 + Penalty 775.663207 = -195242.486000 nChanged 150 SP:Iteration 9Q (1142.378003 sec): 3 clusters Score: Raw -196079.498087 + Penalty 775.663207 = -195303.834880 nChanged 140 SP:Iteration 10Q (1142.427362 sec): 3 clusters Score: Raw -196132.610726 + Penalty 775.663207 = -195356.947519 nChanged 143 SP:Iteration 11Q (1142.484897 sec): 3 clusters Score: Raw -196186.364400 + Penalty 775.663207 = -195410.701193 nChanged 126 SP:Iteration 12Q (1142.526566 sec): 3 clusters Score: Raw -196235.373336 + Penalty 775.663207 = -195459.710129 nChanged 119 SP:Iteration 13Q (1142.575522 sec): 3 clusters Score: Raw -196282.306001 + Penalty 775.663207 = -195506.642794 nChanged 123 SP:Iteration 14Q (1142.621882 sec): 3 clusters Score: Raw -196326.013466 + Penalty 775.663207 = -195550.350259 nChanged 91 SP:Iteration 15Q (1142.663033 sec): 3 clusters Score: Raw -196360.169686 + Penalty 775.663207 = -195584.506479 nChanged 93 SP:Iteration 16Q (1142.714406 sec): 3 clusters Score: Raw -196390.321861 + Penalty 775.663207 = -195614.658654 nChanged 85 SP:Iteration 17Q (1142.760601 sec): 3 clusters Score: Raw -196416.227475 + Penalty 775.663207 = -195640.564268 nChanged 70 SP:Iteration 18Q (1142.806967 sec): 3 clusters Score: Raw -196431.718231 + Penalty 775.663207 = -195656.055024 nChanged 61 SP:Iteration 19Q (1142.863392 sec): 3 clusters Score: Raw -196442.477052 + Penalty 775.663207 = -195666.813845 nChanged 35 SP:Iteration 20F (1142.907372 sec): 3 clusters Score: Raw -196451.135067 + Penalty 775.663207 = -195675.471860 nChanged 43 SP:Iteration 21Q (1142.946812 sec): 3 clusters Score: Raw -196460.796156 + Penalty 775.663207 = -195685.132949 nChanged 40 SP:Iteration 22Q (1142.996516 sec): 3 clusters Score: Raw -196469.733587 + Penalty 775.663207 = -195694.070380 nChanged 36 SP:Iteration 23Q (1143.043916 sec): 3 clusters Score: Raw -196476.809663 + Penalty 775.663207 = -195701.146456 nChanged 27 SP:Iteration 24Q (1143.099965 sec): 3 clusters Score: Raw -196482.073761 + Penalty 775.663207 = -195706.410554 nChanged 26 SP:Iteration 25Q (1143.149264 sec): 3 clusters Score: Raw -196486.509288 + Penalty 775.663207 = -195710.846081 nChanged 21 SP:Iteration 26Q (1143.186868 sec): 3 clusters Score: Raw -196489.472301 + Penalty 775.663207 = -195713.809094 nChanged 25 SP:Iteration 27Q (1143.246535 sec): 3 clusters Score: Raw -196492.526749 + Penalty 775.663207 = -195716.863542 nChanged 23 SP:Iteration 28Q (1143.285854 sec): 3 clusters Score: Raw -196494.799654 + Penalty 775.663207 = -195719.136447 nChanged 19 SP:Iteration 29Q (1143.349974 sec): 3 clusters Score: Raw -196496.897701 + Penalty 775.663207 = -195721.234494 nChanged 17 SP:Iteration 30Q (1143.403579 sec): 3 clusters Score: Raw -196498.332143 + Penalty 775.663207 = -195722.668936 nChanged 9 SP:Iteration 31Q (1143.454382 sec): 3 clusters Score: Raw -196498.850513 + Penalty 775.663207 = -195723.187306 nChanged 9 SP:Iteration 32Q (1143.506098 sec): 3 clusters Score: Raw -196499.561213 + Penalty 775.663207 = -195723.898006 nChanged 9 SP:Iteration 33Q (1143.543320 sec): 3 clusters Score: Raw -196500.566611 + Penalty 775.663207 = -195724.903404 nChanged 8 SP:Iteration 34Q (1143.603475 sec): 3 clusters Score: Raw -196501.561389 + Penalty 775.663207 = -195725.898182 nChanged 6 SP:Iteration 35Q (1143.640129 sec): 3 clusters Score: Raw -196502.135630 + Penalty 775.663207 = -195726.472423 nChanged 9 SP:Iteration 36Q (1143.694107 sec): 3 clusters Score: Raw -196503.477682 + Penalty 775.663207 = -195727.814475 nChanged 10 SP:Iteration 37Q (1143.742463 sec): 3 clusters Score: Raw -196504.508379 + Penalty 775.663207 = -195728.845172 nChanged 7 SP:Iteration 38Q (1143.782295 sec): 3 clusters Score: Raw -196505.118405 + Penalty 775.663207 = -195729.455197 nChanged 8 SP:Iteration 39Q (1143.828154 sec): 3 clusters Score: Raw -196505.908845 + Penalty 775.663207 = -195730.245638 nChanged 5 SP:Iteration 40F (1143.886878 sec): 3 clusters Score: Raw -196506.537544 + Penalty 775.663207 = -195730.874337 nChanged 9 SP:Iteration 41Q (1143.933179 sec): 3 clusters Score: Raw -196507.376360 + Penalty 775.663207 = -195731.713153 nChanged 8 SP:Iteration 42Q (1143.980564 sec): 3 clusters Score: Raw -196508.251518 + Penalty 775.663207 = -195732.588310 nChanged 6 SP:Iteration 43Q (1144.020584 sec): 3 clusters Score: Raw -196509.901397 + Penalty 775.663207 = -195734.238190 nChanged 14 SP:Iteration 44Q (1144.074790 sec): 3 clusters Score: Raw -196512.765606 + Penalty 775.663207 = -195737.102399 nChanged 12 SP:Iteration 45Q (1144.111610 sec): 3 clusters Score: Raw -196514.012907 + Penalty 775.663207 = -195738.349700 nChanged 4 SP:Iteration 46Q (1144.159660 sec): 3 clusters Score: Raw -196514.313731 + Penalty 775.663207 = -195738.650523 nChanged 5 SP:Iteration 47Q (1144.217497 sec): 3 clusters Score: Raw -196514.782758 + Penalty 775.663207 = -195739.119551 nChanged 6 SP:Iteration 48Q (1144.258001 sec): 3 clusters Score: Raw -196515.222559 + Penalty 775.663207 = -195739.559352 nChanged 3 SP:Iteration 49Q (1144.302979 sec): 3 clusters Score: Raw -196515.582447 + Penalty 775.663207 = -195739.919240 nChanged 6 SP:Iteration 50Q (1144.361079 sec): 3 clusters Score: Raw -196516.049970 + Penalty 775.663207 = -195740.386763 nChanged 5 SP:Iteration 51Q (1144.409152 sec): 3 clusters Score: Raw -196516.357949 + Penalty 775.663207 = -195740.694742 nChanged 6 SP:Iteration 52Q (1144.456803 sec): 3 clusters Score: Raw -196516.961760 + Penalty 775.663207 = -195741.298553 nChanged 5 SP:Iteration 53Q (1144.493879 sec): 3 clusters Score: Raw -196517.479208 + Penalty 775.663207 = -195741.816001 nChanged 5 SP:Iteration 54Q (1144.543045 sec): 3 clusters Score: Raw -196517.800010 + Penalty 775.663207 = -195742.136803 nChanged 4 SP:Iteration 55Q (1144.593729 sec): 3 clusters Score: Raw -196518.309452 + Penalty 775.663207 = -195742.646245 nChanged 7 SP:Iteration 56Q (1144.642591 sec): 3 clusters Score: Raw -196518.837822 + Penalty 775.663207 = -195743.174615 nChanged 7 SP:Iteration 57Q (1144.684054 sec): 3 clusters Score: Raw -196519.303946 + Penalty 775.663207 = -195743.640739 nChanged 5 SP:Iteration 58Q (1144.742591 sec): 3 clusters Score: Raw -196519.768171 + Penalty 775.663207 = -195744.104964 nChanged 6 SP:Iteration 59Q (1144.789746 sec): 3 clusters Score: Raw -196520.343382 + Penalty 775.663207 = -195744.680175 nChanged 10 SP:Iteration 60F (1144.834275 sec): 3 clusters Score: Raw -196521.943358 + Penalty 775.663207 = -195746.280151 nChanged 11 SP:Iteration 61Q (1144.884489 sec): 3 clusters Score: Raw -196523.270655 + Penalty 775.663207 = -195747.607448 nChanged 11 SP:Iteration 62Q (1144.932017 sec): 3 clusters Score: Raw -196524.349570 + Penalty 775.663207 = -195748.686363 nChanged 7 SP:Iteration 63Q (1144.972247 sec): 3 clusters Score: Raw -196525.012915 + Penalty 775.663207 = -195749.349708 nChanged 8 SP:Iteration 64Q (1145.027912 sec): 3 clusters Score: Raw -196525.945618 + Penalty 775.663207 = -195750.282411 nChanged 11 SP:Iteration 65Q (1145.065482 sec): 3 clusters Score: Raw -196527.025709 + Penalty 775.663207 = -195751.362502 nChanged 10 SP:Iteration 66Q (1145.107211 sec): 3 clusters Score: Raw -196528.920267 + Penalty 775.663207 = -195753.257060 nChanged 13 SP:Iteration 67Q (1145.151870 sec): 3 clusters Score: Raw -196531.107314 + Penalty 775.663207 = -195755.444107 nChanged 12 SP:Iteration 68Q (1145.197746 sec): 3 clusters Score: Raw -196533.163637 + Penalty 775.663207 = -195757.500430 nChanged 13 SP:Iteration 69Q (1145.251980 sec): 3 clusters Score: Raw -196535.266760 + Penalty 775.663207 = -195759.603553 nChanged 12 SP:Iteration 70Q (1145.302080 sec): 3 clusters Score: Raw -196536.379990 + Penalty 775.663207 = -195760.716783 nChanged 9 SP:Iteration 71Q (1145.340947 sec): 3 clusters Score: Raw -196537.502836 + Penalty 775.663207 = -195761.839629 nChanged 6 SP:Iteration 72Q (1145.404295 sec): 3 clusters Score: Raw -196538.079570 + Penalty 775.663207 = -195762.416363 nChanged 5 SP:Iteration 73Q (1145.454949 sec): 3 clusters Score: Raw -196538.446751 + Penalty 775.663207 = -195762.783544 nChanged 0 SP:Iteration 74F (1145.496146 sec): 3 clusters Score: Raw -196538.446751 + Penalty 775.663207 = -195762.783544 nChanged 0 Trying to split cluster 15 (1045 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1145.520163 sec): 2 clusters Score: Raw -42775.280262 + Penalty 316.305633 = -42458.974629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1145.561317 sec): 3 clusters Score: Raw -42282.088711 + Penalty 632.611267 = -41649.477444 nChanged 415 SP:Iteration 1F (1145.615126 sec): 3 clusters Score: Raw -42604.840638 + Penalty 632.611267 = -41972.229371 nChanged 97 SP:Iteration 2F (1145.661677 sec): 3 clusters Score: Raw -42676.603501 + Penalty 632.611267 = -42043.992234 nChanged 57 SP:Iteration 3F (1145.715416 sec): 3 clusters Score: Raw -42730.628855 + Penalty 632.611267 = -42098.017588 nChanged 70 SP:Iteration 4F (1145.765053 sec): 3 clusters Score: Raw -42786.336300 + Penalty 632.611267 = -42153.725033 nChanged 51 SP:Iteration 5Q (1145.806619 sec): 3 clusters Score: Raw -42823.026780 + Penalty 632.611267 = -42190.415513 nChanged 40 SP:Iteration 6Q (1145.857294 sec): 3 clusters Score: Raw -42855.945015 + Penalty 632.611267 = -42223.333748 nChanged 38 SP:Iteration 7Q (1145.892259 sec): 3 clusters Score: Raw -42889.759804 + Penalty 632.611267 = -42257.148538 nChanged 33 SP:Iteration 8Q (1145.952423 sec): 3 clusters Score: Raw -42910.231151 + Penalty 632.611267 = -42277.619884 nChanged 22 SP:Iteration 9Q (1146.004788 sec): 3 clusters Score: Raw -42922.490405 + Penalty 632.611267 = -42289.879138 nChanged 18 SP:Iteration 10Q (1146.042922 sec): 3 clusters Score: Raw -42933.662093 + Penalty 632.611267 = -42301.050826 nChanged 11 SP:Iteration 11Q (1146.099883 sec): 3 clusters Score: Raw -42937.394711 + Penalty 632.611267 = -42304.783444 nChanged 11 SP:Iteration 12Q (1146.152339 sec): 3 clusters Score: Raw -42940.708131 + Penalty 632.611267 = -42308.096864 nChanged 9 SP:Iteration 13Q (1146.195518 sec): 3 clusters Score: Raw -42945.230133 + Penalty 632.611267 = -42312.618866 nChanged 15 SP:Iteration 14Q (1146.245279 sec): 3 clusters Score: Raw -42955.159615 + Penalty 632.611267 = -42322.548348 nChanged 16 SP:Iteration 15Q (1146.292394 sec): 3 clusters Score: Raw -42964.750724 + Penalty 632.611267 = -42332.139457 nChanged 9 SP:Iteration 16Q (1146.340586 sec): 3 clusters Score: Raw -42968.632253 + Penalty 632.611267 = -42336.020986 nChanged 2 SP:Iteration 17Q (1146.377341 sec): 3 clusters Score: Raw -42969.431163 + Penalty 632.611267 = -42336.819896 nChanged 2 SP:Iteration 18Q (1146.429008 sec): 3 clusters Score: Raw -42969.650225 + Penalty 632.611267 = -42337.038958 nChanged 0 SP:Iteration 19F (1146.468364 sec): 3 clusters Score: Raw -42969.650225 + Penalty 632.611267 = -42337.038958 nChanged 0 Trying to split cluster 16 (633 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1146.496115 sec): 2 clusters Score: Raw -22520.216365 + Penalty 293.496404 = -22226.719960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1146.531090 sec): 3 clusters Score: Raw -22233.768423 + Penalty 586.992808 = -21646.775615 nChanged 227 SP:Iteration 1F (1146.577630 sec): 3 clusters Score: Raw -22429.206143 + Penalty 586.992808 = -21842.213335 nChanged 67 SP:Iteration 2F (1146.624475 sec): 3 clusters Score: Raw -22502.184175 + Penalty 586.992808 = -21915.191367 nChanged 42 SP:Iteration 3F (1146.675216 sec): 3 clusters Score: Raw -22546.273441 + Penalty 586.992808 = -21959.280632 nChanged 29 SP:Iteration 4Q (1146.710473 sec): 3 clusters Score: Raw -22589.280978 + Penalty 586.992808 = -22002.288169 nChanged 26 SP:Iteration 5Q (1146.766381 sec): 3 clusters Score: Raw -22615.156336 + Penalty 586.992808 = -22028.163527 nChanged 21 SP:Iteration 6Q (1146.804302 sec): 3 clusters Score: Raw -22626.267509 + Penalty 586.992808 = -22039.274701 nChanged 9 SP:Iteration 7Q (1146.855510 sec): 3 clusters Score: Raw -22631.922345 + Penalty 586.992808 = -22044.929537 nChanged 8 SP:Iteration 8Q (1146.895191 sec): 3 clusters Score: Raw -22638.853022 + Penalty 586.992808 = -22051.860214 nChanged 8 SP:Iteration 9Q (1146.938649 sec): 3 clusters Score: Raw -22654.867760 + Penalty 586.992808 = -22067.874951 nChanged 9 SP:Iteration 10Q (1146.991672 sec): 3 clusters Score: Raw -22667.346752 + Penalty 586.992808 = -22080.353944 nChanged 13 SP:Iteration 11Q (1147.029353 sec): 3 clusters Score: Raw -22676.333494 + Penalty 586.992808 = -22089.340686 nChanged 10 SP:Iteration 12Q (1147.082289 sec): 3 clusters Score: Raw -22685.181692 + Penalty 586.992808 = -22098.188884 nChanged 14 SP:Iteration 13Q (1147.125417 sec): 3 clusters Score: Raw -22692.262489 + Penalty 586.992808 = -22105.269680 nChanged 18 SP:Iteration 14Q (1147.163418 sec): 3 clusters Score: Raw -22702.445051 + Penalty 586.992808 = -22115.452242 nChanged 14 SP:Iteration 15Q (1147.212372 sec): 3 clusters Score: Raw -22711.474903 + Penalty 586.992808 = -22124.482095 nChanged 16 SP:Iteration 16Q (1147.263418 sec): 3 clusters Score: Raw -22720.859454 + Penalty 586.992808 = -22133.866646 nChanged 12 SP:Iteration 17Q (1147.308111 sec): 3 clusters Score: Raw -22732.290929 + Penalty 586.992808 = -22145.298121 nChanged 9 SP:Iteration 18Q (1147.355492 sec): 3 clusters Score: Raw -22742.511599 + Penalty 586.992808 = -22155.518791 nChanged 13 SP:Iteration 19Q (1147.405383 sec): 3 clusters Score: Raw -22758.181709 + Penalty 586.992808 = -22171.188901 nChanged 16 SP:Iteration 20F (1147.446848 sec): 3 clusters Score: Raw -22781.348727 + Penalty 586.992808 = -22194.355918 nChanged 12 SP:Iteration 21Q (1147.491365 sec): 3 clusters Score: Raw -22805.740207 + Penalty 586.992808 = -22218.747398 nChanged 5 SP:Iteration 22Q (1147.535030 sec): 3 clusters Score: Raw -22809.722960 + Penalty 586.992808 = -22222.730151 nChanged 4 SP:Iteration 23Q (1147.588774 sec): 3 clusters Score: Raw -22811.773502 + Penalty 586.992808 = -22224.780693 nChanged 2 SP:Iteration 24Q (1147.633619 sec): 3 clusters Score: Raw -22814.335157 + Penalty 586.992808 = -22227.342349 nChanged 2 SP:Iteration 25Q (1147.678732 sec): 3 clusters Score: Raw -22820.579659 + Penalty 586.992808 = -22233.586851 nChanged 5 SP:Iteration 26Q (1147.727357 sec): 3 clusters Score: Raw -22833.360726 + Penalty 586.992808 = -22246.367918 nChanged 5 SP:Iteration 27Q (1147.766842 sec): 3 clusters Score: Raw -22847.475135 + Penalty 586.992808 = -22260.482326 nChanged 5 SP:Iteration 28Q (1147.804248 sec): 3 clusters Score: Raw -22854.914913 + Penalty 586.992808 = -22267.922105 nChanged 3 SP:Iteration 29Q (1147.846693 sec): 3 clusters Score: Raw -22858.503072 + Penalty 586.992808 = -22271.510263 nChanged 3 SP:Iteration 30Q (1147.893874 sec): 3 clusters Score: Raw -22861.617534 + Penalty 586.992808 = -22274.624725 nChanged 1 SP:Iteration 31Q (1147.926461 sec): 3 clusters Score: Raw -22862.479756 + Penalty 586.992808 = -22275.486947 nChanged 1 SP:Iteration 32Q (1147.977661 sec): 3 clusters Score: Raw -22863.640276 + Penalty 586.992808 = -22276.647467 nChanged 0 SP:Iteration 33F (1148.025292 sec): 3 clusters Score: Raw -22863.640276 + Penalty 586.992808 = -22276.647467 nChanged 0 Score: Raw -13159334.752689 + Penalty 17890.551679 = -13141444.201011 Splitting cluster 16 changes total score from -13141677.891670 to -13141444.201011 So it's not getting split. Trying to split cluster 17 (18546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1151.836593 sec): 2 clusters Score: Raw -761115.367461 + Penalty 447.174428 = -760668.193033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1151.901442 sec): 3 clusters Score: Raw -749353.943959 + Penalty 894.348856 = -748459.595103 nChanged 8778 SP:Iteration 1F (1151.961984 sec): 3 clusters Score: Raw -754784.791375 + Penalty 894.348856 = -753890.442518 nChanged 1172 SP:Iteration 2F (1152.025902 sec): 3 clusters Score: Raw -755541.912182 + Penalty 894.348856 = -754647.563325 nChanged 1257 SP:Iteration 3F (1152.082077 sec): 3 clusters Score: Raw -756407.912387 + Penalty 894.348856 = -755513.563531 nChanged 1203 SP:Iteration 4F (1152.149546 sec): 3 clusters Score: Raw -757215.493000 + Penalty 894.348856 = -756321.144144 nChanged 1125 SP:Iteration 5F (1152.212243 sec): 3 clusters Score: Raw -757914.855080 + Penalty 894.348856 = -757020.506224 nChanged 959 SP:Iteration 6F (1152.270265 sec): 3 clusters Score: Raw -758513.224017 + Penalty 894.348856 = -757618.875160 nChanged 846 SP:Iteration 7Q (1152.340856 sec): 3 clusters Score: Raw -759022.084249 + Penalty 894.348856 = -758127.735392 nChanged 703 SP:Iteration 8Q (1152.403115 sec): 3 clusters Score: Raw -759394.774841 + Penalty 894.348856 = -758500.425984 nChanged 558 SP:Iteration 9Q (1152.462655 sec): 3 clusters Score: Raw -759657.304141 + Penalty 894.348856 = -758762.955284 nChanged 442 SP:Iteration 10Q (1152.525636 sec): 3 clusters Score: Raw -759843.686324 + Penalty 894.348856 = -758949.337468 nChanged 362 SP:Iteration 11Q (1152.590703 sec): 3 clusters Score: Raw -759981.662790 + Penalty 894.348856 = -759087.313934 nChanged 308 SP:Iteration 12Q (1152.656310 sec): 3 clusters Score: Raw -760088.113217 + Penalty 894.348856 = -759193.764361 nChanged 255 SP:Iteration 13Q (1152.720400 sec): 3 clusters Score: Raw -760167.070882 + Penalty 894.348856 = -759272.722025 nChanged 210 SP:Iteration 14Q (1152.783085 sec): 3 clusters Score: Raw -760227.388407 + Penalty 894.348856 = -759333.039550 nChanged 200 SP:Iteration 15Q (1152.834560 sec): 3 clusters Score: Raw -760280.234727 + Penalty 894.348856 = -759385.885870 nChanged 170 SP:Iteration 16Q (1152.902297 sec): 3 clusters Score: Raw -760318.708749 + Penalty 894.348856 = -759424.359892 nChanged 142 SP:Iteration 17Q (1152.961188 sec): 3 clusters Score: Raw -760345.241480 + Penalty 894.348856 = -759450.892624 nChanged 105 SP:Iteration 18Q (1153.024647 sec): 3 clusters Score: Raw -760360.467612 + Penalty 894.348856 = -759466.118756 nChanged 93 SP:Iteration 19Q (1153.087639 sec): 3 clusters Score: Raw -760372.569619 + Penalty 894.348856 = -759478.220763 nChanged 90 SP:Iteration 20F (1153.151771 sec): 3 clusters Score: Raw -760385.407000 + Penalty 894.348856 = -759491.058144 nChanged 91 SP:Iteration 21Q (1153.202423 sec): 3 clusters Score: Raw -760398.247586 + Penalty 894.348856 = -759503.898730 nChanged 86 SP:Iteration 22Q (1153.274723 sec): 3 clusters Score: Raw -760409.933117 + Penalty 894.348856 = -759515.584261 nChanged 79 SP:Iteration 23Q (1153.329657 sec): 3 clusters Score: Raw -760420.141273 + Penalty 894.348856 = -759525.792417 nChanged 83 SP:Iteration 24Q (1153.395664 sec): 3 clusters Score: Raw -760433.867401 + Penalty 894.348856 = -759539.518544 nChanged 95 SP:Iteration 25Q (1153.463170 sec): 3 clusters Score: Raw -760450.475388 + Penalty 894.348856 = -759556.126532 nChanged 108 SP:Iteration 26Q (1153.518428 sec): 3 clusters Score: Raw -760470.506777 + Penalty 894.348856 = -759576.157921 nChanged 121 SP:Iteration 27Q (1153.581379 sec): 3 clusters Score: Raw -760495.013362 + Penalty 894.348856 = -759600.664506 nChanged 114 SP:Iteration 28Q (1153.639618 sec): 3 clusters Score: Raw -760521.226441 + Penalty 894.348856 = -759626.877584 nChanged 106 SP:Iteration 29Q (1153.691694 sec): 3 clusters Score: Raw -760547.055284 + Penalty 894.348856 = -759652.706427 nChanged 96 SP:Iteration 30Q (1153.762815 sec): 3 clusters Score: Raw -760569.826960 + Penalty 894.348856 = -759675.478104 nChanged 105 SP:Iteration 31Q (1153.817037 sec): 3 clusters Score: Raw -760593.335142 + Penalty 894.348856 = -759698.986285 nChanged 87 SP:Iteration 32Q (1153.875622 sec): 3 clusters Score: Raw -760608.014266 + Penalty 894.348856 = -759713.665410 nChanged 79 SP:Iteration 33Q (1153.944237 sec): 3 clusters Score: Raw -760620.183941 + Penalty 894.348856 = -759725.835085 nChanged 71 SP:Iteration 34Q (1154.007518 sec): 3 clusters Score: Raw -760629.660105 + Penalty 894.348856 = -759735.311248 nChanged 59 SP:Iteration 35Q (1154.053767 sec): 3 clusters Score: Raw -760638.649376 + Penalty 894.348856 = -759744.300520 nChanged 61 SP:Iteration 36Q (1154.118298 sec): 3 clusters Score: Raw -760649.445934 + Penalty 894.348856 = -759755.097077 nChanged 56 SP:Iteration 37Q (1154.188150 sec): 3 clusters Score: Raw -760658.839603 + Penalty 894.348856 = -759764.490746 nChanged 58 SP:Iteration 38Q (1154.251976 sec): 3 clusters Score: Raw -760668.506603 + Penalty 894.348856 = -759774.157746 nChanged 54 SP:Iteration 39Q (1154.311907 sec): 3 clusters Score: Raw -760678.158521 + Penalty 894.348856 = -759783.809664 nChanged 67 SP:Iteration 40F (1154.368581 sec): 3 clusters Score: Raw -760690.701771 + Penalty 894.348856 = -759796.352915 nChanged 64 SP:Iteration 41Q (1154.439047 sec): 3 clusters Score: Raw -760702.545849 + Penalty 894.348856 = -759808.196992 nChanged 55 SP:Iteration 42Q (1154.486002 sec): 3 clusters Score: Raw -760712.124309 + Penalty 894.348856 = -759817.775453 nChanged 64 SP:Iteration 43Q (1154.544825 sec): 3 clusters Score: Raw -760724.373848 + Penalty 894.348856 = -759830.024992 nChanged 66 SP:Iteration 44Q (1154.613387 sec): 3 clusters Score: Raw -760738.311137 + Penalty 894.348856 = -759843.962281 nChanged 68 SP:Iteration 45Q (1154.668036 sec): 3 clusters Score: Raw -760752.768272 + Penalty 894.348856 = -759858.419416 nChanged 67 SP:Iteration 46Q (1154.725118 sec): 3 clusters Score: Raw -760770.352697 + Penalty 894.348856 = -759876.003840 nChanged 84 SP:Iteration 47Q (1154.779375 sec): 3 clusters Score: Raw -760792.631571 + Penalty 894.348856 = -759898.282714 nChanged 81 SP:Iteration 48Q (1154.836513 sec): 3 clusters Score: Raw -760814.701152 + Penalty 894.348856 = -759920.352296 nChanged 90 SP:Iteration 49Q (1154.901427 sec): 3 clusters Score: Raw -760843.429875 + Penalty 894.348856 = -759949.081019 nChanged 101 SP:Iteration 50Q (1154.957819 sec): 3 clusters Score: Raw -760876.923876 + Penalty 894.348856 = -759982.575020 nChanged 91 SP:Iteration 51Q (1155.026064 sec): 3 clusters Score: Raw -760911.509062 + Penalty 894.348856 = -760017.160206 nChanged 107 SP:Iteration 52Q (1155.085369 sec): 3 clusters Score: Raw -760956.762403 + Penalty 894.348856 = -760062.413546 nChanged 97 SP:Iteration 53Q (1155.146699 sec): 3 clusters Score: Raw -761001.878009 + Penalty 894.348856 = -760107.529152 nChanged 99 SP:Iteration 54Q (1155.214909 sec): 3 clusters Score: Raw -761044.589328 + Penalty 894.348856 = -760150.240471 nChanged 85 SP:Iteration 55Q (1155.275587 sec): 3 clusters Score: Raw -761075.248854 + Penalty 894.348856 = -760180.899998 nChanged 63 SP:Iteration 56Q (1155.333801 sec): 3 clusters Score: Raw -761093.268308 + Penalty 894.348856 = -760198.919452 nChanged 43 SP:Iteration 57Q (1155.388109 sec): 3 clusters Score: Raw -761104.127176 + Penalty 894.348856 = -760209.778320 nChanged 47 SP:Iteration 58Q (1155.457336 sec): 3 clusters Score: Raw -761118.842864 + Penalty 894.348856 = -760224.494008 nChanged 40 SP:Iteration 59Q (1155.515644 sec): 3 clusters Score: Raw -761134.953340 + Penalty 894.348856 = -760240.604483 nChanged 46 SP:Iteration 60F (1155.574076 sec): 3 clusters Score: Raw -761153.193305 + Penalty 894.348856 = -760258.844448 nChanged 30 SP:Iteration 61Q (1155.636453 sec): 3 clusters Score: Raw -761166.985757 + Penalty 894.348856 = -760272.636901 nChanged 33 SP:Iteration 62Q (1155.696228 sec): 3 clusters Score: Raw -761177.380671 + Penalty 894.348856 = -760283.031815 nChanged 32 SP:Iteration 63Q (1155.754773 sec): 3 clusters Score: Raw -761186.665944 + Penalty 894.348856 = -760292.317087 nChanged 25 SP:Iteration 64Q (1155.815805 sec): 3 clusters Score: Raw -761192.286880 + Penalty 894.348856 = -760297.938023 nChanged 17 SP:Iteration 65Q (1155.865136 sec): 3 clusters Score: Raw -761196.482683 + Penalty 894.348856 = -760302.133827 nChanged 7 SP:Iteration 66Q (1155.924089 sec): 3 clusters Score: Raw -761198.699255 + Penalty 894.348856 = -760304.350399 nChanged 6 SP:Iteration 67Q (1155.983707 sec): 3 clusters Score: Raw -761199.915682 + Penalty 894.348856 = -760305.566825 nChanged 3 SP:Iteration 68Q (1156.045747 sec): 3 clusters Score: Raw -761200.473671 + Penalty 894.348856 = -760306.124814 nChanged 3 SP:Iteration 69Q (1156.107125 sec): 3 clusters Score: Raw -761201.044394 + Penalty 894.348856 = -760306.695537 nChanged 3 SP:Iteration 70Q (1156.163305 sec): 3 clusters Score: Raw -761201.284898 + Penalty 894.348856 = -760306.936042 nChanged 2 SP:Iteration 71Q (1156.225143 sec): 3 clusters Score: Raw -761201.710452 + Penalty 894.348856 = -760307.361596 nChanged 2 SP:Iteration 72Q (1156.285516 sec): 3 clusters Score: Raw -761201.877181 + Penalty 894.348856 = -760307.528325 nChanged 1 SP:Iteration 73Q (1156.346001 sec): 3 clusters Score: Raw -761201.944945 + Penalty 894.348856 = -760307.596089 nChanged 1 SP:Iteration 74Q (1156.409888 sec): 3 clusters Score: Raw -761202.003298 + Penalty 894.348856 = -760307.654442 nChanged 2 SP:Iteration 75Q (1156.464579 sec): 3 clusters Score: Raw -761202.499155 + Penalty 894.348856 = -760308.150299 nChanged 2 SP:Iteration 76Q (1156.523525 sec): 3 clusters Score: Raw -761202.772945 + Penalty 894.348856 = -760308.424089 nChanged 3 SP:Iteration 77Q (1156.586311 sec): 3 clusters Score: Raw -761202.944069 + Penalty 894.348856 = -760308.595213 nChanged 1 SP:Iteration 78Q (1156.643146 sec): 3 clusters Score: Raw -761203.056427 + Penalty 894.348856 = -760308.707571 nChanged 0 SP:Iteration 79F (1156.707671 sec): 3 clusters Score: Raw -761203.056427 + Penalty 894.348856 = -760308.707571 nChanged 0 Trying to split cluster 18 (1139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1156.731585 sec): 2 clusters Score: Raw -53186.340027 + Penalty 320.224721 = -52866.115306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1156.766418 sec): 3 clusters Score: Raw -52597.606681 + Penalty 640.449443 = -51957.157238 nChanged 441 SP:Iteration 1F (1156.810036 sec): 3 clusters Score: Raw -52856.611459 + Penalty 640.449443 = -52216.162016 nChanged 91 SP:Iteration 2F (1156.865887 sec): 3 clusters Score: Raw -52912.293219 + Penalty 640.449443 = -52271.843777 nChanged 64 SP:Iteration 3F (1156.906338 sec): 3 clusters Score: Raw -52947.339675 + Penalty 640.449443 = -52306.890233 nChanged 40 SP:Iteration 4Q (1156.941002 sec): 3 clusters Score: Raw -52965.257648 + Penalty 640.449443 = -52324.808205 nChanged 28 SP:Iteration 5Q (1156.986574 sec): 3 clusters Score: Raw -52977.950166 + Penalty 640.449443 = -52337.500723 nChanged 26 SP:Iteration 6Q (1157.036690 sec): 3 clusters Score: Raw -52990.805917 + Penalty 640.449443 = -52350.356474 nChanged 33 SP:Iteration 7Q (1157.087718 sec): 3 clusters Score: Raw -53007.233874 + Penalty 640.449443 = -52366.784431 nChanged 19 SP:Iteration 8Q (1157.127608 sec): 3 clusters Score: Raw -53015.743384 + Penalty 640.449443 = -52375.293942 nChanged 17 SP:Iteration 9Q (1157.174045 sec): 3 clusters Score: Raw -53020.961438 + Penalty 640.449443 = -52380.511996 nChanged 13 SP:Iteration 10Q (1157.204574 sec): 3 clusters Score: Raw -53025.635106 + Penalty 640.449443 = -52385.185663 nChanged 12 SP:Iteration 11Q (1157.233035 sec): 3 clusters Score: Raw -53030.174373 + Penalty 640.449443 = -52389.724930 nChanged 9 SP:Iteration 12Q (1157.290590 sec): 3 clusters Score: Raw -53033.784377 + Penalty 640.449443 = -52393.334934 nChanged 12 SP:Iteration 13Q (1157.330158 sec): 3 clusters Score: Raw -53036.028942 + Penalty 640.449443 = -52395.579500 nChanged 4 SP:Iteration 14Q (1157.375325 sec): 3 clusters Score: Raw -53036.740606 + Penalty 640.449443 = -52396.291163 nChanged 4 SP:Iteration 15Q (1157.412877 sec): 3 clusters Score: Raw -53037.994944 + Penalty 640.449443 = -52397.545501 nChanged 3 SP:Iteration 16Q (1157.469997 sec): 3 clusters Score: Raw -53038.974377 + Penalty 640.449443 = -52398.524935 nChanged 3 SP:Iteration 17Q (1157.507704 sec): 3 clusters Score: Raw -53039.865858 + Penalty 640.449443 = -52399.416416 nChanged 3 SP:Iteration 18Q (1157.546904 sec): 3 clusters Score: Raw -53040.213909 + Penalty 640.449443 = -52399.764466 nChanged 2 SP:Iteration 19Q (1157.579556 sec): 3 clusters Score: Raw -53040.747402 + Penalty 640.449443 = -52400.297959 nChanged 4 SP:Iteration 20F (1157.624522 sec): 3 clusters Score: Raw -53041.361438 + Penalty 640.449443 = -52400.911996 nChanged 1 SP:Iteration 21Q (1157.666893 sec): 3 clusters Score: Raw -53042.259463 + Penalty 640.449443 = -52401.810021 nChanged 4 SP:Iteration 22Q (1157.707994 sec): 3 clusters Score: Raw -53043.485163 + Penalty 640.449443 = -52403.035720 nChanged 5 SP:Iteration 23Q (1157.750108 sec): 3 clusters Score: Raw -53044.454464 + Penalty 640.449443 = -52404.005021 nChanged 4 SP:Iteration 24Q (1157.794283 sec): 3 clusters Score: Raw -53045.187623 + Penalty 640.449443 = -52404.738180 nChanged 4 SP:Iteration 25Q (1157.830372 sec): 3 clusters Score: Raw -53046.233435 + Penalty 640.449443 = -52405.783992 nChanged 4 SP:Iteration 26Q (1157.890728 sec): 3 clusters Score: Raw -53046.810597 + Penalty 640.449443 = -52406.361155 nChanged 3 SP:Iteration 27Q (1157.935206 sec): 3 clusters Score: Raw -53047.454277 + Penalty 640.449443 = -52407.004834 nChanged 2 SP:Iteration 28Q (1157.974804 sec): 3 clusters Score: Raw -53048.842126 + Penalty 640.449443 = -52408.392684 nChanged 6 SP:Iteration 29Q (1158.023617 sec): 3 clusters Score: Raw -53051.184910 + Penalty 640.449443 = -52410.735468 nChanged 8 SP:Iteration 30Q (1158.069564 sec): 3 clusters Score: Raw -53055.245951 + Penalty 640.449443 = -52414.796509 nChanged 13 SP:Iteration 31Q (1158.130775 sec): 3 clusters Score: Raw -53060.675054 + Penalty 640.449443 = -52420.225611 nChanged 8 SP:Iteration 32Q (1158.171785 sec): 3 clusters Score: Raw -53063.312453 + Penalty 640.449443 = -52422.863011 nChanged 8 SP:Iteration 33Q (1158.219681 sec): 3 clusters Score: Raw -53066.414557 + Penalty 640.449443 = -52425.965115 nChanged 9 SP:Iteration 34Q (1158.261754 sec): 3 clusters Score: Raw -53069.280835 + Penalty 640.449443 = -52428.831392 nChanged 7 SP:Iteration 35Q (1158.300229 sec): 3 clusters Score: Raw -53071.460639 + Penalty 640.449443 = -52431.011196 nChanged 5 SP:Iteration 36Q (1158.346640 sec): 3 clusters Score: Raw -53073.663872 + Penalty 640.449443 = -52433.214429 nChanged 11 SP:Iteration 37Q (1158.390712 sec): 3 clusters Score: Raw -53077.249992 + Penalty 640.449443 = -52436.800549 nChanged 9 SP:Iteration 38Q (1158.437415 sec): 3 clusters Score: Raw -53081.693690 + Penalty 640.449443 = -52441.244247 nChanged 11 SP:Iteration 39Q (1158.486059 sec): 3 clusters Score: Raw -53086.634890 + Penalty 640.449443 = -52446.185447 nChanged 14 SP:Iteration 40F (1158.533339 sec): 3 clusters Score: Raw -53090.807315 + Penalty 640.449443 = -52450.357872 nChanged 10 SP:Iteration 41Q (1158.574829 sec): 3 clusters Score: Raw -53095.586966 + Penalty 640.449443 = -52455.137523 nChanged 11 SP:Iteration 42Q (1158.620038 sec): 3 clusters Score: Raw -53099.004678 + Penalty 640.449443 = -52458.555236 nChanged 8 SP:Iteration 43Q (1158.661534 sec): 3 clusters Score: Raw -53101.240231 + Penalty 640.449443 = -52460.790789 nChanged 5 SP:Iteration 44Q (1158.707255 sec): 3 clusters Score: Raw -53102.166246 + Penalty 640.449443 = -52461.716804 nChanged 6 SP:Iteration 45Q (1158.756635 sec): 3 clusters Score: Raw -53103.118200 + Penalty 640.449443 = -52462.668757 nChanged 1 SP:Iteration 46Q (1158.797113 sec): 3 clusters Score: Raw -53103.237520 + Penalty 640.449443 = -52462.788077 nChanged 0 SP:Iteration 47F (1158.841525 sec): 3 clusters Score: Raw -53103.237520 + Penalty 640.449443 = -52462.788077 nChanged 0 Trying to split cluster 19 (8919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1158.865449 sec): 2 clusters Score: Raw -404524.580914 + Penalty 413.865230 = -404110.715684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1158.927803 sec): 3 clusters Score: Raw -399052.509251 + Penalty 827.730459 = -398224.778791 nChanged 4064 SP:Iteration 1F (1158.972727 sec): 3 clusters Score: Raw -401780.898654 + Penalty 827.730459 = -400953.168194 nChanged 695 SP:Iteration 2F (1159.034152 sec): 3 clusters Score: Raw -402339.253211 + Penalty 827.730459 = -401511.522752 nChanged 683 SP:Iteration 3F (1159.087290 sec): 3 clusters Score: Raw -402955.050679 + Penalty 827.730459 = -402127.320219 nChanged 619 SP:Iteration 4F (1159.134216 sec): 3 clusters Score: Raw -403501.396084 + Penalty 827.730459 = -402673.665625 nChanged 465 SP:Iteration 5F (1159.178289 sec): 3 clusters Score: Raw -403793.574265 + Penalty 827.730459 = -402965.843806 nChanged 274 SP:Iteration 6Q (1159.240736 sec): 3 clusters Score: Raw -403916.937721 + Penalty 827.730459 = -403089.207262 nChanged 173 SP:Iteration 7Q (1159.293034 sec): 3 clusters Score: Raw -403981.244661 + Penalty 827.730459 = -403153.514202 nChanged 130 SP:Iteration 8Q (1159.342962 sec): 3 clusters Score: Raw -404030.281655 + Penalty 827.730459 = -403202.551196 nChanged 126 SP:Iteration 9Q (1159.395250 sec): 3 clusters Score: Raw -404080.916959 + Penalty 827.730459 = -403253.186500 nChanged 120 SP:Iteration 10Q (1159.446652 sec): 3 clusters Score: Raw -404128.044021 + Penalty 827.730459 = -403300.313562 nChanged 115 SP:Iteration 11Q (1159.497697 sec): 3 clusters Score: Raw -404177.248006 + Penalty 827.730459 = -403349.517547 nChanged 93 SP:Iteration 12Q (1159.548987 sec): 3 clusters Score: Raw -404216.684645 + Penalty 827.730459 = -403388.954186 nChanged 91 SP:Iteration 13Q (1159.614909 sec): 3 clusters Score: Raw -404251.964551 + Penalty 827.730459 = -403424.234092 nChanged 83 SP:Iteration 14Q (1159.665657 sec): 3 clusters Score: Raw -404282.700573 + Penalty 827.730459 = -403454.970113 nChanged 71 SP:Iteration 15Q (1159.705463 sec): 3 clusters Score: Raw -404305.131749 + Penalty 827.730459 = -403477.401290 nChanged 76 SP:Iteration 16Q (1159.766768 sec): 3 clusters Score: Raw -404330.077063 + Penalty 827.730459 = -403502.346604 nChanged 69 SP:Iteration 17Q (1159.818209 sec): 3 clusters Score: Raw -404347.775384 + Penalty 827.730459 = -403520.044925 nChanged 62 SP:Iteration 18Q (1159.860132 sec): 3 clusters Score: Raw -404366.437941 + Penalty 827.730459 = -403538.707482 nChanged 50 SP:Iteration 19Q (1159.915603 sec): 3 clusters Score: Raw -404376.193229 + Penalty 827.730459 = -403548.462770 nChanged 42 SP:Iteration 20F (1159.967762 sec): 3 clusters Score: Raw -404387.029505 + Penalty 827.730459 = -403559.299046 nChanged 43 SP:Iteration 21Q (1160.027228 sec): 3 clusters Score: Raw -404396.898538 + Penalty 827.730459 = -403569.168078 nChanged 38 SP:Iteration 22Q (1160.085147 sec): 3 clusters Score: Raw -404404.536496 + Penalty 827.730459 = -403576.806036 nChanged 38 SP:Iteration 23Q (1160.127318 sec): 3 clusters Score: Raw -404412.474258 + Penalty 827.730459 = -403584.743799 nChanged 36 SP:Iteration 24Q (1160.177755 sec): 3 clusters Score: Raw -404418.707064 + Penalty 827.730459 = -403590.976605 nChanged 29 SP:Iteration 25Q (1160.237330 sec): 3 clusters Score: Raw -404424.460723 + Penalty 827.730459 = -403596.730264 nChanged 38 SP:Iteration 26Q (1160.296891 sec): 3 clusters Score: Raw -404431.605814 + Penalty 827.730459 = -403603.875354 nChanged 33 SP:Iteration 27Q (1160.347586 sec): 3 clusters Score: Raw -404437.003456 + Penalty 827.730459 = -403609.272997 nChanged 35 SP:Iteration 28Q (1160.391618 sec): 3 clusters Score: Raw -404442.328621 + Penalty 827.730459 = -403614.598161 nChanged 25 SP:Iteration 29Q (1160.447784 sec): 3 clusters Score: Raw -404445.951339 + Penalty 827.730459 = -403618.220880 nChanged 19 SP:Iteration 30Q (1160.501450 sec): 3 clusters Score: Raw -404448.533544 + Penalty 827.730459 = -403620.803084 nChanged 18 SP:Iteration 31Q (1160.551159 sec): 3 clusters Score: Raw -404451.287478 + Penalty 827.730459 = -403623.557019 nChanged 13 SP:Iteration 32Q (1160.605161 sec): 3 clusters Score: Raw -404452.713238 + Penalty 827.730459 = -403624.982779 nChanged 18 SP:Iteration 33Q (1160.655380 sec): 3 clusters Score: Raw -404456.260358 + Penalty 827.730459 = -403628.529898 nChanged 19 SP:Iteration 34Q (1160.712220 sec): 3 clusters Score: Raw -404459.996560 + Penalty 827.730459 = -403632.266100 nChanged 28 SP:Iteration 35Q (1160.769214 sec): 3 clusters Score: Raw -404465.894255 + Penalty 827.730459 = -403638.163796 nChanged 27 SP:Iteration 36Q (1160.814977 sec): 3 clusters Score: Raw -404470.969176 + Penalty 827.730459 = -403643.238717 nChanged 20 SP:Iteration 37Q (1160.876549 sec): 3 clusters Score: Raw -404474.608747 + Penalty 827.730459 = -403646.878288 nChanged 19 SP:Iteration 38Q (1160.921501 sec): 3 clusters Score: Raw -404477.570593 + Penalty 827.730459 = -403649.840134 nChanged 21 SP:Iteration 39Q (1160.989616 sec): 3 clusters Score: Raw -404480.308604 + Penalty 827.730459 = -403652.578145 nChanged 16 SP:Iteration 40F (1161.039920 sec): 3 clusters Score: Raw -404481.475982 + Penalty 827.730459 = -403653.745523 nChanged 6 SP:Iteration 41Q (1161.090788 sec): 3 clusters Score: Raw -404481.875787 + Penalty 827.730459 = -403654.145327 nChanged 6 SP:Iteration 42Q (1161.144253 sec): 3 clusters Score: Raw -404482.394650 + Penalty 827.730459 = -403654.664191 nChanged 8 SP:Iteration 43Q (1161.187940 sec): 3 clusters Score: Raw -404483.068942 + Penalty 827.730459 = -403655.338483 nChanged 7 SP:Iteration 44Q (1161.247443 sec): 3 clusters Score: Raw -404483.805287 + Penalty 827.730459 = -403656.074828 nChanged 4 SP:Iteration 45Q (1161.301619 sec): 3 clusters Score: Raw -404484.144099 + Penalty 827.730459 = -403656.413639 nChanged 5 SP:Iteration 46Q (1161.354183 sec): 3 clusters Score: Raw -404484.623269 + Penalty 827.730459 = -403656.892810 nChanged 4 SP:Iteration 47Q (1161.397465 sec): 3 clusters Score: Raw -404484.912912 + Penalty 827.730459 = -403657.182453 nChanged 3 SP:Iteration 48Q (1161.453942 sec): 3 clusters Score: Raw -404485.082911 + Penalty 827.730459 = -403657.352452 nChanged 7 SP:Iteration 49Q (1161.510859 sec): 3 clusters Score: Raw -404485.668662 + Penalty 827.730459 = -403657.938203 nChanged 6 SP:Iteration 50Q (1161.549194 sec): 3 clusters Score: Raw -404486.481357 + Penalty 827.730459 = -403658.750898 nChanged 8 SP:Iteration 51Q (1161.599588 sec): 3 clusters Score: Raw -404488.115050 + Penalty 827.730459 = -403660.384591 nChanged 8 SP:Iteration 52Q (1161.663068 sec): 3 clusters Score: Raw -404489.145725 + Penalty 827.730459 = -403661.415266 nChanged 8 SP:Iteration 53Q (1161.715363 sec): 3 clusters Score: Raw -404489.930763 + Penalty 827.730459 = -403662.200304 nChanged 3 SP:Iteration 54Q (1161.766639 sec): 3 clusters Score: Raw -404490.116123 + Penalty 827.730459 = -403662.385664 nChanged 2 SP:Iteration 55Q (1161.814898 sec): 3 clusters Score: Raw -404490.297430 + Penalty 827.730459 = -403662.566971 nChanged 2 SP:Iteration 56Q (1161.867895 sec): 3 clusters Score: Raw -404490.626737 + Penalty 827.730459 = -403662.896278 nChanged 2 SP:Iteration 57Q (1161.916741 sec): 3 clusters Score: Raw -404490.875408 + Penalty 827.730459 = -403663.144949 nChanged 3 SP:Iteration 58Q (1161.973212 sec): 3 clusters Score: Raw -404491.154809 + Penalty 827.730459 = -403663.424350 nChanged 5 SP:Iteration 59Q (1162.028569 sec): 3 clusters Score: Raw -404491.493222 + Penalty 827.730459 = -403663.762763 nChanged 7 SP:Iteration 60F (1162.073990 sec): 3 clusters Score: Raw -404492.033070 + Penalty 827.730459 = -403664.302611 nChanged 10 SP:Iteration 61Q (1162.131431 sec): 3 clusters Score: Raw -404492.934940 + Penalty 827.730459 = -403665.204481 nChanged 8 SP:Iteration 62Q (1162.184137 sec): 3 clusters Score: Raw -404494.115429 + Penalty 827.730459 = -403666.384970 nChanged 6 SP:Iteration 63Q (1162.240571 sec): 3 clusters Score: Raw -404494.655399 + Penalty 827.730459 = -403666.924940 nChanged 7 SP:Iteration 64Q (1162.300131 sec): 3 clusters Score: Raw -404495.458478 + Penalty 827.730459 = -403667.728019 nChanged 7 SP:Iteration 65Q (1162.350186 sec): 3 clusters Score: Raw -404496.329304 + Penalty 827.730459 = -403668.598845 nChanged 10 SP:Iteration 66Q (1162.390295 sec): 3 clusters Score: Raw -404497.904501 + Penalty 827.730459 = -403670.174042 nChanged 4 SP:Iteration 67Q (1162.439733 sec): 3 clusters Score: Raw -404498.184251 + Penalty 827.730459 = -403670.453792 nChanged 2 SP:Iteration 68Q (1162.499911 sec): 3 clusters Score: Raw -404498.354712 + Penalty 827.730459 = -403670.624253 nChanged 1 SP:Iteration 69Q (1162.551338 sec): 3 clusters Score: Raw -404498.420121 + Penalty 827.730459 = -403670.689662 nChanged 1 SP:Iteration 70Q (1162.591131 sec): 3 clusters Score: Raw -404498.499356 + Penalty 827.730459 = -403670.768897 nChanged 2 SP:Iteration 71Q (1162.641600 sec): 3 clusters Score: Raw -404498.636568 + Penalty 827.730459 = -403670.906109 nChanged 0 SP:Iteration 72F (1162.705077 sec): 3 clusters Score: Raw -404498.636568 + Penalty 827.730459 = -403670.906109 nChanged 0 Trying to split cluster 20 (80038 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1162.791276 sec): 2 clusters Score: Raw -3509317.701562 + Penalty 513.706684 = -3508803.994877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1162.905999 sec): 3 clusters Score: Raw -3455699.139147 + Penalty 1027.413369 = -3454671.725778 nChanged 39029 SP:Iteration 1F (1163.021439 sec): 3 clusters Score: Raw -3480424.826715 + Penalty 1027.413369 = -3479397.413346 nChanged 4449 SP:Iteration 2F (1163.129692 sec): 3 clusters Score: Raw -3482644.642391 + Penalty 1027.413369 = -3481617.229022 nChanged 5120 SP:Iteration 3F (1163.249110 sec): 3 clusters Score: Raw -3485770.189799 + Penalty 1027.413369 = -3484742.776430 nChanged 5606 SP:Iteration 4F (1163.361534 sec): 3 clusters Score: Raw -3489647.222923 + Penalty 1027.413369 = -3488619.809554 nChanged 5305 SP:Iteration 5F (1163.475184 sec): 3 clusters Score: Raw -3493663.068166 + Penalty 1027.413369 = -3492635.654797 nChanged 4531 SP:Iteration 6F (1163.591862 sec): 3 clusters Score: Raw -3497341.573458 + Penalty 1027.413369 = -3496314.160089 nChanged 3642 SP:Iteration 7Q (1163.730955 sec): 3 clusters Score: Raw -3500344.406398 + Penalty 1027.413369 = -3499316.993029 nChanged 2781 SP:Iteration 8Q (1163.850458 sec): 3 clusters Score: Raw -3502589.414599 + Penalty 1027.413369 = -3501562.001230 nChanged 2138 SP:Iteration 9Q (1163.967758 sec): 3 clusters Score: Raw -3504164.736217 + Penalty 1027.413369 = -3503137.322848 nChanged 1742 SP:Iteration 10Q (1164.082404 sec): 3 clusters Score: Raw -3505385.313791 + Penalty 1027.413369 = -3504357.900422 nChanged 1480 SP:Iteration 11Q (1164.195077 sec): 3 clusters Score: Raw -3506409.794006 + Penalty 1027.413369 = -3505382.380637 nChanged 1135 SP:Iteration 12Q (1164.311274 sec): 3 clusters Score: Raw -3507192.338733 + Penalty 1027.413369 = -3506164.925364 nChanged 901 SP:Iteration 13Q (1164.417698 sec): 3 clusters Score: Raw -3507808.878691 + Penalty 1027.413369 = -3506781.465322 nChanged 702 SP:Iteration 14Q (1164.506146 sec): 3 clusters Score: Raw -3508271.136688 + Penalty 1027.413369 = -3507243.723319 nChanged 488 SP:Iteration 15Q (1164.609896 sec): 3 clusters Score: Raw -3508580.214611 + Penalty 1027.413369 = -3507552.801242 nChanged 380 SP:Iteration 16Q (1164.719547 sec): 3 clusters Score: Raw -3508816.914035 + Penalty 1027.413369 = -3507789.500666 nChanged 277 SP:Iteration 17Q (1164.824590 sec): 3 clusters Score: Raw -3508984.349382 + Penalty 1027.413369 = -3507956.936013 nChanged 194 SP:Iteration 18Q (1164.920581 sec): 3 clusters Score: Raw -3509098.230819 + Penalty 1027.413369 = -3508070.817450 nChanged 140 SP:Iteration 19Q (1165.028257 sec): 3 clusters Score: Raw -3509178.735378 + Penalty 1027.413369 = -3508151.322009 nChanged 96 SP:Iteration 20F (1165.144884 sec): 3 clusters Score: Raw -3509239.221985 + Penalty 1027.413369 = -3508211.808617 nChanged 68 SP:Iteration 21Q (1165.246708 sec): 3 clusters Score: Raw -3509276.472325 + Penalty 1027.413369 = -3508249.058956 nChanged 44 SP:Iteration 22Q (1165.342528 sec): 3 clusters Score: Raw -3509305.089667 + Penalty 1027.413369 = -3508277.676298 nChanged 29 SP:Iteration 23Q (1165.444735 sec): 3 clusters Score: Raw -3509336.963382 + Penalty 1027.413369 = -3508309.550013 nChanged 22 SP:Iteration 24Q (1165.553044 sec): 3 clusters Score: Raw -3509356.132061 + Penalty 1027.413369 = -3508328.718692 nChanged 18 SP:Iteration 25Q (1165.665853 sec): 3 clusters Score: Raw -3509368.601345 + Penalty 1027.413369 = -3508341.187976 nChanged 6 SP:Iteration 26Q (1165.772621 sec): 3 clusters Score: Raw -3509370.925078 + Penalty 1027.413369 = -3508343.511709 nChanged 3 SP:Iteration 27Q (1165.874153 sec): 3 clusters Score: Raw -3509372.975551 + Penalty 1027.413369 = -3508345.562183 nChanged 5 SP:Iteration 28Q (1165.989028 sec): 3 clusters Score: Raw -3509378.939808 + Penalty 1027.413369 = -3508351.526439 nChanged 9 SP:Iteration 29Q (1166.100837 sec): 3 clusters Score: Raw -3509383.988248 + Penalty 1027.413369 = -3508356.574879 nChanged 7 SP:Iteration 30Q (1166.206679 sec): 3 clusters Score: Raw -3509386.891806 + Penalty 1027.413369 = -3508359.478437 nChanged 1 SP:Iteration 31Q (1166.313348 sec): 3 clusters Score: Raw -3509388.229813 + Penalty 1027.413369 = -3508360.816444 nChanged 1 SP:Iteration 32Q (1166.424430 sec): 3 clusters Score: Raw -3509391.009706 + Penalty 1027.413369 = -3508363.596337 nChanged 4 SP:Iteration 33Q (1166.533344 sec): 3 clusters Score: Raw -3509394.100338 + Penalty 1027.413369 = -3508366.686969 nChanged 3 SP:Iteration 34Q (1166.631721 sec): 3 clusters Score: Raw -3509396.408620 + Penalty 1027.413369 = -3508368.995251 nChanged 2 SP:Iteration 35Q (1166.743016 sec): 3 clusters Score: Raw -3509397.918106 + Penalty 1027.413369 = -3508370.504737 nChanged 4 SP:Iteration 36Q (1166.849301 sec): 3 clusters Score: Raw -3509401.208348 + Penalty 1027.413369 = -3508373.794979 nChanged 1 SP:Iteration 37Q (1166.963444 sec): 3 clusters Score: Raw -3509401.415281 + Penalty 1027.413369 = -3508374.001912 nChanged 0 SP:Iteration 38F (1167.072888 sec): 3 clusters Score: Raw -3509401.415281 + Penalty 1027.413369 = -3508374.001912 nChanged 0 Trying to split cluster 21 (4175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1167.109515 sec): 2 clusters Score: Raw -173116.865106 + Penalty 379.327568 = -172737.537538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1167.160435 sec): 3 clusters Score: Raw -170706.100328 + Penalty 758.655137 = -169947.445191 nChanged 1840 SP:Iteration 1F (1167.210734 sec): 3 clusters Score: Raw -171851.503729 + Penalty 758.655137 = -171092.848592 nChanged 333 SP:Iteration 2F (1167.249712 sec): 3 clusters Score: Raw -172072.285119 + Penalty 758.655137 = -171313.629982 nChanged 289 SP:Iteration 3F (1167.308774 sec): 3 clusters Score: Raw -172294.447998 + Penalty 758.655137 = -171535.792861 nChanged 269 SP:Iteration 4F (1167.354788 sec): 3 clusters Score: Raw -172500.322375 + Penalty 758.655137 = -171741.667238 nChanged 233 SP:Iteration 5F (1167.405164 sec): 3 clusters Score: Raw -172699.530109 + Penalty 758.655137 = -171940.874972 nChanged 205 SP:Iteration 6Q (1167.449749 sec): 3 clusters Score: Raw -172825.675629 + Penalty 758.655137 = -172067.020492 nChanged 162 SP:Iteration 7Q (1167.494417 sec): 3 clusters Score: Raw -172884.988185 + Penalty 758.655137 = -172126.333048 nChanged 92 SP:Iteration 8Q (1167.544555 sec): 3 clusters Score: Raw -172917.931324 + Penalty 758.655137 = -172159.276187 nChanged 84 SP:Iteration 9Q (1167.593657 sec): 3 clusters Score: Raw -172952.300218 + Penalty 758.655137 = -172193.645081 nChanged 82 SP:Iteration 10Q (1167.639082 sec): 3 clusters Score: Raw -172987.258430 + Penalty 758.655137 = -172228.603293 nChanged 80 SP:Iteration 11Q (1167.677600 sec): 3 clusters Score: Raw -173018.884375 + Penalty 758.655137 = -172260.229238 nChanged 86 SP:Iteration 12Q (1167.728304 sec): 3 clusters Score: Raw -173057.962764 + Penalty 758.655137 = -172299.307627 nChanged 79 SP:Iteration 13Q (1167.780156 sec): 3 clusters Score: Raw -173089.028295 + Penalty 758.655137 = -172330.373158 nChanged 58 SP:Iteration 14Q (1167.826842 sec): 3 clusters Score: Raw -173107.845416 + Penalty 758.655137 = -172349.190279 nChanged 52 SP:Iteration 15Q (1167.877467 sec): 3 clusters Score: Raw -173123.413174 + Penalty 758.655137 = -172364.758037 nChanged 45 SP:Iteration 16Q (1167.922026 sec): 3 clusters Score: Raw -173135.756453 + Penalty 758.655137 = -172377.101316 nChanged 48 SP:Iteration 17Q (1167.962911 sec): 3 clusters Score: Raw -173150.911973 + Penalty 758.655137 = -172392.256836 nChanged 44 SP:Iteration 18Q (1168.013744 sec): 3 clusters Score: Raw -173161.932950 + Penalty 758.655137 = -172403.277813 nChanged 33 SP:Iteration 19Q (1168.060457 sec): 3 clusters Score: Raw -173170.226908 + Penalty 758.655137 = -172411.571771 nChanged 37 SP:Iteration 20F (1168.105049 sec): 3 clusters Score: Raw -173179.837485 + Penalty 758.655137 = -172421.182348 nChanged 36 SP:Iteration 21Q (1168.151102 sec): 3 clusters Score: Raw -173186.386668 + Penalty 758.655137 = -172427.731531 nChanged 24 SP:Iteration 22Q (1168.205146 sec): 3 clusters Score: Raw -173190.897881 + Penalty 758.655137 = -172432.242744 nChanged 23 SP:Iteration 23Q (1168.244944 sec): 3 clusters Score: Raw -173195.185492 + Penalty 758.655137 = -172436.530355 nChanged 15 SP:Iteration 24Q (1168.296705 sec): 3 clusters Score: Raw -173199.076805 + Penalty 758.655137 = -172440.421668 nChanged 23 SP:Iteration 25Q (1168.342181 sec): 3 clusters Score: Raw -173203.514622 + Penalty 758.655137 = -172444.859485 nChanged 19 SP:Iteration 26Q (1168.393625 sec): 3 clusters Score: Raw -173207.004762 + Penalty 758.655137 = -172448.349625 nChanged 17 SP:Iteration 27Q (1168.440836 sec): 3 clusters Score: Raw -173211.184116 + Penalty 758.655137 = -172452.528979 nChanged 25 SP:Iteration 28Q (1168.492498 sec): 3 clusters Score: Raw -173216.316173 + Penalty 758.655137 = -172457.661036 nChanged 25 SP:Iteration 29Q (1168.549126 sec): 3 clusters Score: Raw -173221.653120 + Penalty 758.655137 = -172462.997983 nChanged 23 SP:Iteration 30Q (1168.601347 sec): 3 clusters Score: Raw -173227.559747 + Penalty 758.655137 = -172468.904610 nChanged 18 SP:Iteration 31Q (1168.646763 sec): 3 clusters Score: Raw -173231.254871 + Penalty 758.655137 = -172472.599734 nChanged 20 SP:Iteration 32Q (1168.690744 sec): 3 clusters Score: Raw -173235.036401 + Penalty 758.655137 = -172476.381264 nChanged 13 SP:Iteration 33Q (1168.735840 sec): 3 clusters Score: Raw -173236.944488 + Penalty 758.655137 = -172478.289351 nChanged 12 SP:Iteration 34Q (1168.786638 sec): 3 clusters Score: Raw -173239.391240 + Penalty 758.655137 = -172480.736103 nChanged 16 SP:Iteration 35Q (1168.829489 sec): 3 clusters Score: Raw -173244.015441 + Penalty 758.655137 = -172485.360304 nChanged 19 SP:Iteration 36Q (1168.876373 sec): 3 clusters Score: Raw -173250.497243 + Penalty 758.655137 = -172491.842106 nChanged 21 SP:Iteration 37Q (1168.931437 sec): 3 clusters Score: Raw -173263.602473 + Penalty 758.655137 = -172504.947336 nChanged 31 SP:Iteration 38Q (1168.969020 sec): 3 clusters Score: Raw -173303.157362 + Penalty 758.655137 = -172544.502225 nChanged 42 SP:Iteration 39Q (1169.013143 sec): 3 clusters Score: Raw -173343.309358 + Penalty 758.655137 = -172584.654221 nChanged 36 SP:Iteration 40F (1169.055525 sec): 3 clusters Score: Raw -173374.916875 + Penalty 758.655137 = -172616.261738 nChanged 41 SP:Iteration 41Q (1169.094147 sec): 3 clusters Score: Raw -173402.318169 + Penalty 758.655137 = -172643.663032 nChanged 33 SP:Iteration 42Q (1169.129111 sec): 3 clusters Score: Raw -173422.364949 + Penalty 758.655137 = -172663.709812 nChanged 30 SP:Iteration 43Q (1169.163601 sec): 3 clusters Score: Raw -173436.508810 + Penalty 758.655137 = -172677.853673 nChanged 26 SP:Iteration 44Q (1169.202712 sec): 3 clusters Score: Raw -173445.599674 + Penalty 758.655137 = -172686.944537 nChanged 22 SP:Iteration 45Q (1169.239506 sec): 3 clusters Score: Raw -173450.220547 + Penalty 758.655137 = -172691.565410 nChanged 11 SP:Iteration 46Q (1169.279477 sec): 3 clusters Score: Raw -173451.895891 + Penalty 758.655137 = -172693.240754 nChanged 11 SP:Iteration 47Q (1169.322137 sec): 3 clusters Score: Raw -173453.373989 + Penalty 758.655137 = -172694.718852 nChanged 9 SP:Iteration 48Q (1169.362118 sec): 3 clusters Score: Raw -173455.396375 + Penalty 758.655137 = -172696.741238 nChanged 9 SP:Iteration 49Q (1169.416826 sec): 3 clusters Score: Raw -173457.044684 + Penalty 758.655137 = -172698.389547 nChanged 4 SP:Iteration 50Q (1169.467903 sec): 3 clusters Score: Raw -173457.421560 + Penalty 758.655137 = -172698.766423 nChanged 2 SP:Iteration 51Q (1169.513979 sec): 3 clusters Score: Raw -173457.955398 + Penalty 758.655137 = -172699.300261 nChanged 2 SP:Iteration 52Q (1169.561423 sec): 3 clusters Score: Raw -173458.286729 + Penalty 758.655137 = -172699.631592 nChanged 2 SP:Iteration 53Q (1169.608305 sec): 3 clusters Score: Raw -173458.376151 + Penalty 758.655137 = -172699.721014 nChanged 0 SP:Iteration 54F (1169.658699 sec): 3 clusters Score: Raw -173458.376151 + Penalty 758.655137 = -172699.721014 nChanged 0 Trying to split cluster 22 (656 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1169.672974 sec): 2 clusters Score: Raw -21041.463089 + Penalty 295.120316 = -20746.342773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1169.733794 sec): 3 clusters Score: Raw -20781.415815 + Penalty 590.240632 = -20191.175183 nChanged 247 SP:Iteration 1F (1169.768813 sec): 3 clusters Score: Raw -20937.612887 + Penalty 590.240632 = -20347.372256 nChanged 48 SP:Iteration 2F (1169.815034 sec): 3 clusters Score: Raw -20984.482939 + Penalty 590.240632 = -20394.242307 nChanged 39 SP:Iteration 3F (1169.854095 sec): 3 clusters Score: Raw -21020.750960 + Penalty 590.240632 = -20430.510328 nChanged 34 SP:Iteration 4F (1169.911447 sec): 3 clusters Score: Raw -21055.053157 + Penalty 590.240632 = -20464.812526 nChanged 32 SP:Iteration 5Q (1169.959417 sec): 3 clusters Score: Raw -21106.611140 + Penalty 590.240632 = -20516.370508 nChanged 29 SP:Iteration 6Q (1170.006369 sec): 3 clusters Score: Raw -21134.866412 + Penalty 590.240632 = -20544.625780 nChanged 18 SP:Iteration 7Q (1170.051347 sec): 3 clusters Score: Raw -21162.517391 + Penalty 590.240632 = -20572.276759 nChanged 13 SP:Iteration 8Q (1170.086216 sec): 3 clusters Score: Raw -21181.823217 + Penalty 590.240632 = -20591.582585 nChanged 14 SP:Iteration 9Q (1170.134665 sec): 3 clusters Score: Raw -21195.218582 + Penalty 590.240632 = -20604.977950 nChanged 11 SP:Iteration 10Q (1170.191709 sec): 3 clusters Score: Raw -21206.964631 + Penalty 590.240632 = -20616.723999 nChanged 4 SP:Iteration 11Q (1170.242368 sec): 3 clusters Score: Raw -21209.136899 + Penalty 590.240632 = -20618.896268 nChanged 3 SP:Iteration 12Q (1170.281378 sec): 3 clusters Score: Raw -21210.642241 + Penalty 590.240632 = -20620.401610 nChanged 2 SP:Iteration 13Q (1170.327806 sec): 3 clusters Score: Raw -21212.230741 + Penalty 590.240632 = -20621.990109 nChanged 0 SP:Iteration 14F (1170.374457 sec): 3 clusters Score: Raw -21212.230741 + Penalty 590.240632 = -20621.990109 nChanged 0 Trying to split cluster 23 (1250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1170.395862 sec): 2 clusters Score: Raw -51087.147607 + Penalty 324.455897 = -50762.691710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1170.437163 sec): 3 clusters Score: Raw -50428.791608 + Penalty 648.911794 = -49779.879815 nChanged 505 SP:Iteration 1F (1170.482288 sec): 3 clusters Score: Raw -50723.142178 + Penalty 648.911794 = -50074.230385 nChanged 79 SP:Iteration 2F (1170.526553 sec): 3 clusters Score: Raw -50759.897814 + Penalty 648.911794 = -50110.986020 nChanged 53 SP:Iteration 3Q (1170.577003 sec): 3 clusters Score: Raw -50785.211797 + Penalty 648.911794 = -50136.300004 nChanged 60 SP:Iteration 4Q (1170.610019 sec): 3 clusters Score: Raw -50813.441162 + Penalty 648.911794 = -50164.529368 nChanged 40 SP:Iteration 5Q (1170.657396 sec): 3 clusters Score: Raw -50834.723803 + Penalty 648.911794 = -50185.812009 nChanged 42 SP:Iteration 6Q (1170.712822 sec): 3 clusters Score: Raw -50856.534515 + Penalty 648.911794 = -50207.622722 nChanged 43 SP:Iteration 7Q (1170.765942 sec): 3 clusters Score: Raw -50875.275725 + Penalty 648.911794 = -50226.363931 nChanged 33 SP:Iteration 8Q (1170.810900 sec): 3 clusters Score: Raw -50893.062523 + Penalty 648.911794 = -50244.150729 nChanged 26 SP:Iteration 9Q (1170.854966 sec): 3 clusters Score: Raw -50904.956897 + Penalty 648.911794 = -50256.045103 nChanged 19 SP:Iteration 10Q (1170.906478 sec): 3 clusters Score: Raw -50913.709752 + Penalty 648.911794 = -50264.797959 nChanged 18 SP:Iteration 11Q (1170.951763 sec): 3 clusters Score: Raw -50927.612225 + Penalty 648.911794 = -50278.700431 nChanged 29 SP:Iteration 12Q (1170.988315 sec): 3 clusters Score: Raw -50948.537107 + Penalty 648.911794 = -50299.625313 nChanged 37 SP:Iteration 13Q (1171.031869 sec): 3 clusters Score: Raw -50969.121177 + Penalty 648.911794 = -50320.209383 nChanged 26 SP:Iteration 14Q (1171.074427 sec): 3 clusters Score: Raw -50985.715862 + Penalty 648.911794 = -50336.804068 nChanged 20 SP:Iteration 15Q (1171.120689 sec): 3 clusters Score: Raw -50996.036128 + Penalty 648.911794 = -50347.124334 nChanged 17 SP:Iteration 16Q (1171.161705 sec): 3 clusters Score: Raw -51007.795575 + Penalty 648.911794 = -50358.883781 nChanged 19 SP:Iteration 17Q (1171.215018 sec): 3 clusters Score: Raw -51018.597269 + Penalty 648.911794 = -50369.685476 nChanged 14 SP:Iteration 18Q (1171.258249 sec): 3 clusters Score: Raw -51032.948257 + Penalty 648.911794 = -50384.036464 nChanged 20 SP:Iteration 19Q (1171.302940 sec): 3 clusters Score: Raw -51041.771631 + Penalty 648.911794 = -50392.859838 nChanged 10 SP:Iteration 20F (1171.350804 sec): 3 clusters Score: Raw -51045.753030 + Penalty 648.911794 = -50396.841236 nChanged 12 SP:Iteration 21Q (1171.398173 sec): 3 clusters Score: Raw -51049.783559 + Penalty 648.911794 = -50400.871765 nChanged 5 SP:Iteration 22Q (1171.443737 sec): 3 clusters Score: Raw -51050.492224 + Penalty 648.911794 = -50401.580430 nChanged 2 SP:Iteration 23Q (1171.486501 sec): 3 clusters Score: Raw -51050.842053 + Penalty 648.911794 = -50401.930260 nChanged 2 SP:Iteration 24Q (1171.532020 sec): 3 clusters Score: Raw -51051.335600 + Penalty 648.911794 = -50402.423806 nChanged 1 SP:Iteration 25Q (1171.580616 sec): 3 clusters Score: Raw -51051.879386 + Penalty 648.911794 = -50402.967593 nChanged 2 SP:Iteration 26Q (1171.626608 sec): 3 clusters Score: Raw -51052.560180 + Penalty 648.911794 = -50403.648387 nChanged 3 SP:Iteration 27Q (1171.674923 sec): 3 clusters Score: Raw -51053.256438 + Penalty 648.911794 = -50404.344645 nChanged 1 SP:Iteration 28Q (1171.718004 sec): 3 clusters Score: Raw -51053.634759 + Penalty 648.911794 = -50404.722966 nChanged 2 SP:Iteration 29Q (1171.757428 sec): 3 clusters Score: Raw -51054.961811 + Penalty 648.911794 = -50406.050017 nChanged 4 SP:Iteration 30Q (1171.805099 sec): 3 clusters Score: Raw -51056.228543 + Penalty 648.911794 = -50407.316749 nChanged 2 SP:Iteration 31Q (1171.855076 sec): 3 clusters Score: Raw -51056.573874 + Penalty 648.911794 = -50407.662080 nChanged 1 SP:Iteration 32Q (1171.896519 sec): 3 clusters Score: Raw -51056.982588 + Penalty 648.911794 = -50408.070795 nChanged 1 SP:Iteration 33Q (1171.938381 sec): 3 clusters Score: Raw -51057.499321 + Penalty 648.911794 = -50408.587527 nChanged 1 SP:Iteration 34Q (1171.982126 sec): 3 clusters Score: Raw -51058.174814 + Penalty 648.911794 = -50409.263021 nChanged 1 SP:Iteration 35Q (1172.014614 sec): 3 clusters Score: Raw -51058.451716 + Penalty 648.911794 = -50409.539922 nChanged 1 SP:Iteration 36Q (1172.061879 sec): 3 clusters Score: Raw -51058.697801 + Penalty 648.911794 = -50409.786008 nChanged 1 SP:Iteration 37Q (1172.110564 sec): 3 clusters Score: Raw -51058.777257 + Penalty 648.911794 = -50409.865463 nChanged 0 SP:Iteration 38F (1172.144432 sec): 3 clusters Score: Raw -51058.777257 + Penalty 648.911794 = -50409.865463 nChanged 0 Trying to split cluster 24 (942 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1172.176474 sec): 2 clusters Score: Raw -38177.983553 + Penalty 311.584240 = -37866.399313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1172.215681 sec): 3 clusters Score: Raw -37714.043097 + Penalty 623.168480 = -37090.874617 nChanged 384 SP:Iteration 1F (1172.265867 sec): 3 clusters Score: Raw -37987.158837 + Penalty 623.168480 = -37363.990357 nChanged 78 SP:Iteration 2F (1172.302246 sec): 3 clusters Score: Raw -38033.008083 + Penalty 623.168480 = -37409.839603 nChanged 40 SP:Iteration 3Q (1172.349187 sec): 3 clusters Score: Raw -38060.189720 + Penalty 623.168480 = -37437.021240 nChanged 27 SP:Iteration 4Q (1172.400554 sec): 3 clusters Score: Raw -38081.700861 + Penalty 623.168480 = -37458.532381 nChanged 34 SP:Iteration 5Q (1172.441321 sec): 3 clusters Score: Raw -38114.604985 + Penalty 623.168480 = -37491.436505 nChanged 46 SP:Iteration 6Q (1172.489842 sec): 3 clusters Score: Raw -38157.079194 + Penalty 623.168480 = -37533.910714 nChanged 41 SP:Iteration 7Q (1172.542512 sec): 3 clusters Score: Raw -38203.775419 + Penalty 623.168480 = -37580.606939 nChanged 38 SP:Iteration 8Q (1172.584795 sec): 3 clusters Score: Raw -38237.889570 + Penalty 623.168480 = -37614.721090 nChanged 30 SP:Iteration 9Q (1172.632206 sec): 3 clusters Score: Raw -38270.606735 + Penalty 623.168480 = -37647.438255 nChanged 32 SP:Iteration 10Q (1172.674446 sec): 3 clusters Score: Raw -38302.495551 + Penalty 623.168480 = -37679.327071 nChanged 35 SP:Iteration 11Q (1172.717850 sec): 3 clusters Score: Raw -38330.657848 + Penalty 623.168480 = -37707.489368 nChanged 21 SP:Iteration 12Q (1172.750973 sec): 3 clusters Score: Raw -38351.984238 + Penalty 623.168480 = -37728.815758 nChanged 21 SP:Iteration 13Q (1172.792931 sec): 3 clusters Score: Raw -38375.998606 + Penalty 623.168480 = -37752.830126 nChanged 24 SP:Iteration 14Q (1172.838267 sec): 3 clusters Score: Raw -38406.902158 + Penalty 623.168480 = -37783.733678 nChanged 20 SP:Iteration 15Q (1172.881354 sec): 3 clusters Score: Raw -38431.360413 + Penalty 623.168480 = -37808.191933 nChanged 16 SP:Iteration 16Q (1172.924295 sec): 3 clusters Score: Raw -38444.648480 + Penalty 623.168480 = -37821.480000 nChanged 10 SP:Iteration 17Q (1172.964186 sec): 3 clusters Score: Raw -38453.134927 + Penalty 623.168480 = -37829.966447 nChanged 5 SP:Iteration 18Q (1173.014330 sec): 3 clusters Score: Raw -38457.036206 + Penalty 623.168480 = -37833.867726 nChanged 7 SP:Iteration 19Q (1173.049055 sec): 3 clusters Score: Raw -38461.099844 + Penalty 623.168480 = -37837.931364 nChanged 6 SP:Iteration 20F (1173.101864 sec): 3 clusters Score: Raw -38463.823544 + Penalty 623.168480 = -37840.655064 nChanged 4 SP:Iteration 21Q (1173.145018 sec): 3 clusters Score: Raw -38465.764565 + Penalty 623.168480 = -37842.596085 nChanged 0 SP:Iteration 22F (1173.176365 sec): 3 clusters Score: Raw -38465.764565 + Penalty 623.168480 = -37842.596085 nChanged 0 Trying to split cluster 25 (4670 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1173.202411 sec): 2 clusters Score: Raw -183066.811252 + Penalty 384.425603 = -182682.385649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1173.250221 sec): 3 clusters Score: Raw -180322.089328 + Penalty 768.851206 = -179553.238122 nChanged 2074 SP:Iteration 1F (1173.296249 sec): 3 clusters Score: Raw -181533.026600 + Penalty 768.851206 = -180764.175394 nChanged 354 SP:Iteration 2F (1173.352780 sec): 3 clusters Score: Raw -181752.183628 + Penalty 768.851206 = -180983.332422 nChanged 335 SP:Iteration 3F (1173.400384 sec): 3 clusters Score: Raw -181982.315804 + Penalty 768.851206 = -181213.464598 nChanged 314 SP:Iteration 4F (1173.447584 sec): 3 clusters Score: Raw -182211.523581 + Penalty 768.851206 = -181442.672375 nChanged 290 SP:Iteration 5F (1173.494928 sec): 3 clusters Score: Raw -182460.627175 + Penalty 768.851206 = -181691.775969 nChanged 256 SP:Iteration 6F (1173.542399 sec): 3 clusters Score: Raw -182691.438446 + Penalty 768.851206 = -181922.587240 nChanged 190 SP:Iteration 7Q (1173.589832 sec): 3 clusters Score: Raw -182874.076644 + Penalty 768.851206 = -182105.225438 nChanged 145 SP:Iteration 8Q (1173.637370 sec): 3 clusters Score: Raw -183037.300592 + Penalty 768.851206 = -182268.449387 nChanged 122 SP:Iteration 9Q (1173.674491 sec): 3 clusters Score: Raw -183189.696136 + Penalty 768.851206 = -182420.844931 nChanged 68 SP:Iteration 10Q (1173.717676 sec): 3 clusters Score: Raw -183252.028674 + Penalty 768.851206 = -182483.177468 nChanged 46 SP:Iteration 11Q (1173.763916 sec): 3 clusters Score: Raw -183270.720885 + Penalty 768.851206 = -182501.869680 nChanged 22 SP:Iteration 12Q (1173.813047 sec): 3 clusters Score: Raw -183276.167711 + Penalty 768.851206 = -182507.316505 nChanged 14 SP:Iteration 13Q (1173.866359 sec): 3 clusters Score: Raw -183279.142082 + Penalty 768.851206 = -182510.290876 nChanged 14 SP:Iteration 14Q (1173.915418 sec): 3 clusters Score: Raw -183282.457398 + Penalty 768.851206 = -182513.606192 nChanged 9 SP:Iteration 15Q (1173.967324 sec): 3 clusters Score: Raw -183284.431794 + Penalty 768.851206 = -182515.580588 nChanged 6 SP:Iteration 16Q (1174.008082 sec): 3 clusters Score: Raw -183285.183308 + Penalty 768.851206 = -182516.332102 nChanged 3 SP:Iteration 17Q (1174.059649 sec): 3 clusters Score: Raw -183285.468372 + Penalty 768.851206 = -182516.617166 nChanged 3 SP:Iteration 18Q (1174.103610 sec): 3 clusters Score: Raw -183285.903379 + Penalty 768.851206 = -182517.052173 nChanged 1 SP:Iteration 19Q (1174.151691 sec): 3 clusters Score: Raw -183285.981586 + Penalty 768.851206 = -182517.130380 nChanged 0 SP:Iteration 20F (1174.205632 sec): 3 clusters Score: Raw -183285.981586 + Penalty 768.851206 = -182517.130380 nChanged 0 Trying to split cluster 26 (6119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1174.238152 sec): 2 clusters Score: Raw -270820.022358 + Penalty 396.721505 = -270423.300852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1174.290618 sec): 3 clusters Score: Raw -267086.886951 + Penalty 793.443011 = -266293.443940 nChanged 2834 SP:Iteration 1F (1174.331841 sec): 3 clusters Score: Raw -268621.971719 + Penalty 793.443011 = -267828.528708 nChanged 342 SP:Iteration 2F (1174.382042 sec): 3 clusters Score: Raw -268808.030050 + Penalty 793.443011 = -268014.587039 nChanged 370 SP:Iteration 3F (1174.433158 sec): 3 clusters Score: Raw -269059.406814 + Penalty 793.443011 = -268265.963803 nChanged 429 SP:Iteration 4F (1174.490998 sec): 3 clusters Score: Raw -269334.409672 + Penalty 793.443011 = -268540.966661 nChanged 406 SP:Iteration 5F (1174.528574 sec): 3 clusters Score: Raw -269551.572285 + Penalty 793.443011 = -268758.129274 nChanged 341 SP:Iteration 6F (1174.588909 sec): 3 clusters Score: Raw -269711.366873 + Penalty 793.443011 = -268917.923863 nChanged 269 SP:Iteration 7Q (1174.633721 sec): 3 clusters Score: Raw -269848.502183 + Penalty 793.443011 = -269055.059173 nChanged 267 SP:Iteration 8Q (1174.679875 sec): 3 clusters Score: Raw -269988.120852 + Penalty 793.443011 = -269194.677841 nChanged 229 SP:Iteration 9Q (1174.723996 sec): 3 clusters Score: Raw -270092.619157 + Penalty 793.443011 = -269299.176146 nChanged 190 SP:Iteration 10Q (1174.758218 sec): 3 clusters Score: Raw -270164.330840 + Penalty 793.443011 = -269370.887829 nChanged 144 SP:Iteration 11Q (1174.802441 sec): 3 clusters Score: Raw -270215.777125 + Penalty 793.443011 = -269422.334114 nChanged 107 SP:Iteration 12Q (1174.851308 sec): 3 clusters Score: Raw -270239.534177 + Penalty 793.443011 = -269446.091166 nChanged 70 SP:Iteration 13Q (1174.889382 sec): 3 clusters Score: Raw -270255.789902 + Penalty 793.443011 = -269462.346891 nChanged 67 SP:Iteration 14Q (1174.939267 sec): 3 clusters Score: Raw -270273.106582 + Penalty 793.443011 = -269479.663571 nChanged 59 SP:Iteration 15Q (1174.981910 sec): 3 clusters Score: Raw -270292.557755 + Penalty 793.443011 = -269499.114744 nChanged 69 SP:Iteration 16Q (1175.023644 sec): 3 clusters Score: Raw -270310.911453 + Penalty 793.443011 = -269517.468443 nChanged 60 SP:Iteration 17Q (1175.077303 sec): 3 clusters Score: Raw -270323.504269 + Penalty 793.443011 = -269530.061259 nChanged 57 SP:Iteration 18Q (1175.127068 sec): 3 clusters Score: Raw -270338.454037 + Penalty 793.443011 = -269545.011026 nChanged 42 SP:Iteration 19Q (1175.167899 sec): 3 clusters Score: Raw -270353.268607 + Penalty 793.443011 = -269559.825596 nChanged 54 SP:Iteration 20F (1175.225740 sec): 3 clusters Score: Raw -270366.280716 + Penalty 793.443011 = -269572.837705 nChanged 48 SP:Iteration 21Q (1175.265635 sec): 3 clusters Score: Raw -270376.657115 + Penalty 793.443011 = -269583.214105 nChanged 46 SP:Iteration 22Q (1175.314794 sec): 3 clusters Score: Raw -270384.464394 + Penalty 793.443011 = -269591.021384 nChanged 43 SP:Iteration 23Q (1175.370647 sec): 3 clusters Score: Raw -270392.447648 + Penalty 793.443011 = -269599.004637 nChanged 41 SP:Iteration 24Q (1175.398267 sec): 3 clusters Score: Raw -270402.420082 + Penalty 793.443011 = -269608.977072 nChanged 50 SP:Iteration 25Q (1175.448259 sec): 3 clusters Score: Raw -270415.284617 + Penalty 793.443011 = -269621.841606 nChanged 49 SP:Iteration 26Q (1175.486483 sec): 3 clusters Score: Raw -270426.537366 + Penalty 793.443011 = -269633.094355 nChanged 45 SP:Iteration 27Q (1175.531373 sec): 3 clusters Score: Raw -270436.363959 + Penalty 793.443011 = -269642.920949 nChanged 46 SP:Iteration 28Q (1175.581224 sec): 3 clusters Score: Raw -270448.251441 + Penalty 793.443011 = -269654.808431 nChanged 49 SP:Iteration 29Q (1175.630046 sec): 3 clusters Score: Raw -270459.945348 + Penalty 793.443011 = -269666.502337 nChanged 60 SP:Iteration 30Q (1175.680681 sec): 3 clusters Score: Raw -270474.444164 + Penalty 793.443011 = -269681.001154 nChanged 49 SP:Iteration 31Q (1175.720391 sec): 3 clusters Score: Raw -270485.233319 + Penalty 793.443011 = -269691.790308 nChanged 49 SP:Iteration 32Q (1175.776576 sec): 3 clusters Score: Raw -270496.410434 + Penalty 793.443011 = -269702.967424 nChanged 48 SP:Iteration 33Q (1175.815764 sec): 3 clusters Score: Raw -270505.967933 + Penalty 793.443011 = -269712.524922 nChanged 51 SP:Iteration 34Q (1175.867505 sec): 3 clusters Score: Raw -270516.367676 + Penalty 793.443011 = -269722.924665 nChanged 48 SP:Iteration 35Q (1175.921451 sec): 3 clusters Score: Raw -270527.676161 + Penalty 793.443011 = -269734.233151 nChanged 48 SP:Iteration 36Q (1175.976920 sec): 3 clusters Score: Raw -270538.052721 + Penalty 793.443011 = -269744.609711 nChanged 51 SP:Iteration 37Q (1176.025721 sec): 3 clusters Score: Raw -270548.992407 + Penalty 793.443011 = -269755.549396 nChanged 56 SP:Iteration 38Q (1176.074112 sec): 3 clusters Score: Raw -270562.762870 + Penalty 793.443011 = -269769.319860 nChanged 57 SP:Iteration 39Q (1176.116691 sec): 3 clusters Score: Raw -270575.576044 + Penalty 793.443011 = -269782.133033 nChanged 47 SP:Iteration 40F (1176.161921 sec): 3 clusters Score: Raw -270583.530769 + Penalty 793.443011 = -269790.087758 nChanged 39 SP:Iteration 41Q (1176.200788 sec): 3 clusters Score: Raw -270591.120308 + Penalty 793.443011 = -269797.677297 nChanged 43 SP:Iteration 42Q (1176.237876 sec): 3 clusters Score: Raw -270602.224608 + Penalty 793.443011 = -269808.781598 nChanged 54 SP:Iteration 43Q (1176.284433 sec): 3 clusters Score: Raw -270623.346940 + Penalty 793.443011 = -269829.903929 nChanged 57 SP:Iteration 44Q (1176.343321 sec): 3 clusters Score: Raw -270647.463678 + Penalty 793.443011 = -269854.020667 nChanged 64 SP:Iteration 45Q (1176.400208 sec): 3 clusters Score: Raw -270674.957805 + Penalty 793.443011 = -269881.514794 nChanged 59 SP:Iteration 46Q (1176.447331 sec): 3 clusters Score: Raw -270694.902285 + Penalty 793.443011 = -269901.459275 nChanged 58 SP:Iteration 47Q (1176.490773 sec): 3 clusters Score: Raw -270714.727359 + Penalty 793.443011 = -269921.284348 nChanged 51 SP:Iteration 48Q (1176.551754 sec): 3 clusters Score: Raw -270732.323703 + Penalty 793.443011 = -269938.880692 nChanged 44 SP:Iteration 49Q (1176.594200 sec): 3 clusters Score: Raw -270750.473206 + Penalty 793.443011 = -269957.030195 nChanged 54 SP:Iteration 50Q (1176.653092 sec): 3 clusters Score: Raw -270775.864491 + Penalty 793.443011 = -269982.421480 nChanged 56 SP:Iteration 51Q (1176.698411 sec): 3 clusters Score: Raw -270802.727005 + Penalty 793.443011 = -270009.283994 nChanged 62 SP:Iteration 52Q (1176.754638 sec): 3 clusters Score: Raw -270827.837299 + Penalty 793.443011 = -270034.394289 nChanged 60 SP:Iteration 53Q (1176.800235 sec): 3 clusters Score: Raw -270848.606888 + Penalty 793.443011 = -270055.163877 nChanged 55 SP:Iteration 54Q (1176.850845 sec): 3 clusters Score: Raw -270870.625291 + Penalty 793.443011 = -270077.182280 nChanged 52 SP:Iteration 55Q (1176.896065 sec): 3 clusters Score: Raw -270891.869288 + Penalty 793.443011 = -270098.426277 nChanged 40 SP:Iteration 56Q (1176.949654 sec): 3 clusters Score: Raw -270907.363887 + Penalty 793.443011 = -270113.920877 nChanged 36 SP:Iteration 57Q (1176.997482 sec): 3 clusters Score: Raw -270919.330860 + Penalty 793.443011 = -270125.887850 nChanged 30 SP:Iteration 58Q (1177.046659 sec): 3 clusters Score: Raw -270927.941873 + Penalty 793.443011 = -270134.498863 nChanged 30 SP:Iteration 59Q (1177.092093 sec): 3 clusters Score: Raw -270936.327728 + Penalty 793.443011 = -270142.884717 nChanged 32 SP:Iteration 60F (1177.145617 sec): 3 clusters Score: Raw -270944.834408 + Penalty 793.443011 = -270151.391397 nChanged 27 SP:Iteration 61Q (1177.188845 sec): 3 clusters Score: Raw -270952.137416 + Penalty 793.443011 = -270158.694405 nChanged 22 SP:Iteration 62Q (1177.245729 sec): 3 clusters Score: Raw -270958.960349 + Penalty 793.443011 = -270165.517339 nChanged 29 SP:Iteration 63Q (1177.299549 sec): 3 clusters Score: Raw -270966.152984 + Penalty 793.443011 = -270172.709974 nChanged 23 SP:Iteration 64Q (1177.348978 sec): 3 clusters Score: Raw -270972.034828 + Penalty 793.443011 = -270178.591817 nChanged 17 SP:Iteration 65Q (1177.395293 sec): 3 clusters Score: Raw -270977.526089 + Penalty 793.443011 = -270184.083079 nChanged 16 SP:Iteration 66Q (1177.450477 sec): 3 clusters Score: Raw -270983.247879 + Penalty 793.443011 = -270189.804869 nChanged 18 SP:Iteration 67Q (1177.501625 sec): 3 clusters Score: Raw -270990.013707 + Penalty 793.443011 = -270196.570696 nChanged 17 SP:Iteration 68Q (1177.558227 sec): 3 clusters Score: Raw -270995.843598 + Penalty 793.443011 = -270202.400588 nChanged 10 SP:Iteration 69Q (1177.599745 sec): 3 clusters Score: Raw -270998.843848 + Penalty 793.443011 = -270205.400837 nChanged 9 SP:Iteration 70Q (1177.663975 sec): 3 clusters Score: Raw -271003.004445 + Penalty 793.443011 = -270209.561435 nChanged 16 SP:Iteration 71Q (1177.714876 sec): 3 clusters Score: Raw -271006.451787 + Penalty 793.443011 = -270213.008776 nChanged 9 SP:Iteration 72Q (1177.771355 sec): 3 clusters Score: Raw -271009.129737 + Penalty 793.443011 = -270215.686726 nChanged 8 SP:Iteration 73Q (1177.812350 sec): 3 clusters Score: Raw -271010.520467 + Penalty 793.443011 = -270217.077456 nChanged 5 SP:Iteration 74Q (1177.867604 sec): 3 clusters Score: Raw -271011.575972 + Penalty 793.443011 = -270218.132961 nChanged 5 SP:Iteration 75Q (1177.921600 sec): 3 clusters Score: Raw -271012.014962 + Penalty 793.443011 = -270218.571951 nChanged 2 SP:Iteration 76Q (1177.979865 sec): 3 clusters Score: Raw -271012.355073 + Penalty 793.443011 = -270218.912062 nChanged 2 SP:Iteration 77Q (1178.021407 sec): 3 clusters Score: Raw -271012.717917 + Penalty 793.443011 = -270219.274906 nChanged 3 SP:Iteration 78Q (1178.082749 sec): 3 clusters Score: Raw -271013.161898 + Penalty 793.443011 = -270219.718888 nChanged 4 SP:Iteration 79Q (1178.136034 sec): 3 clusters Score: Raw -271013.822622 + Penalty 793.443011 = -270220.379612 nChanged 2 SP:Iteration 80F (1178.173628 sec): 3 clusters Score: Raw -271014.004857 + Penalty 793.443011 = -270220.561847 nChanged 0 Trying to split cluster 27 (729 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1178.208923 sec): 2 clusters Score: Raw -28383.558197 + Penalty 299.921155 = -28083.637043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1178.256685 sec): 3 clusters Score: Raw -28080.544784 + Penalty 599.842310 = -27480.702475 nChanged 272 SP:Iteration 1F (1178.299813 sec): 3 clusters Score: Raw -28313.863830 + Penalty 599.842310 = -27714.021521 nChanged 61 SP:Iteration 2F (1178.354464 sec): 3 clusters Score: Raw -28380.603522 + Penalty 599.842310 = -27780.761213 nChanged 44 SP:Iteration 3F (1178.391276 sec): 3 clusters Score: Raw -28429.364388 + Penalty 599.842310 = -27829.522078 nChanged 34 SP:Iteration 4Q (1178.435285 sec): 3 clusters Score: Raw -28465.922781 + Penalty 599.842310 = -27866.080471 nChanged 30 SP:Iteration 5Q (1178.483174 sec): 3 clusters Score: Raw -28493.600468 + Penalty 599.842310 = -27893.758159 nChanged 18 SP:Iteration 6Q (1178.529360 sec): 3 clusters Score: Raw -28508.833709 + Penalty 599.842310 = -27908.991399 nChanged 10 SP:Iteration 7Q (1178.573425 sec): 3 clusters Score: Raw -28522.739305 + Penalty 599.842310 = -27922.896995 nChanged 8 SP:Iteration 8Q (1178.620930 sec): 3 clusters Score: Raw -28530.020261 + Penalty 599.842310 = -27930.177951 nChanged 9 SP:Iteration 9Q (1178.666138 sec): 3 clusters Score: Raw -28534.400485 + Penalty 599.842310 = -27934.558175 nChanged 1 SP:Iteration 10Q (1178.712266 sec): 3 clusters Score: Raw -28534.807446 + Penalty 599.842310 = -27934.965136 nChanged 0 SP:Iteration 11F (1178.758358 sec): 3 clusters Score: Raw -28534.807446 + Penalty 599.842310 = -27934.965136 nChanged 0 Trying to split cluster 28 (600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1178.782171 sec): 2 clusters Score: Raw -23328.566522 + Penalty 291.060299 = -23037.506222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1178.816394 sec): 3 clusters Score: Raw -23073.774540 + Penalty 582.120599 = -22491.653942 nChanged 204 SP:Iteration 1F (1178.857674 sec): 3 clusters Score: Raw -23226.211433 + Penalty 582.120599 = -22644.090834 nChanged 56 SP:Iteration 2F (1178.898704 sec): 3 clusters Score: Raw -23288.239112 + Penalty 582.120599 = -22706.118513 nChanged 49 SP:Iteration 3F (1178.941756 sec): 3 clusters Score: Raw -23345.621365 + Penalty 582.120599 = -22763.500767 nChanged 35 SP:Iteration 4F (1178.984767 sec): 3 clusters Score: Raw -23383.119261 + Penalty 582.120599 = -22800.998662 nChanged 17 SP:Iteration 5Q (1179.030650 sec): 3 clusters Score: Raw -23398.752198 + Penalty 582.120599 = -22816.631599 nChanged 15 SP:Iteration 6Q (1179.073586 sec): 3 clusters Score: Raw -23412.600772 + Penalty 582.120599 = -22830.480173 nChanged 10 SP:Iteration 7Q (1179.118810 sec): 3 clusters Score: Raw -23417.763651 + Penalty 582.120599 = -22835.643052 nChanged 3 SP:Iteration 8Q (1179.162613 sec): 3 clusters Score: Raw -23419.263450 + Penalty 582.120599 = -22837.142851 nChanged 2 SP:Iteration 9Q (1179.195174 sec): 3 clusters Score: Raw -23420.367500 + Penalty 582.120599 = -22838.246901 nChanged 1 SP:Iteration 10Q (1179.244835 sec): 3 clusters Score: Raw -23421.098332 + Penalty 582.120599 = -22838.977733 nChanged 1 SP:Iteration 11Q (1179.292428 sec): 3 clusters Score: Raw -23421.411293 + Penalty 582.120599 = -22839.290694 nChanged 0 SP:Iteration 12F (1179.325030 sec): 3 clusters Score: Raw -23421.411293 + Penalty 582.120599 = -22839.290694 nChanged 0 Trying to split cluster 29 (3416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1179.360159 sec): 2 clusters Score: Raw -130657.358276 + Penalty 370.198263 = -130287.160014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1179.399954 sec): 3 clusters Score: Raw -128655.272059 + Penalty 740.396525 = -127914.875533 nChanged 1539 SP:Iteration 1F (1179.453603 sec): 3 clusters Score: Raw -129652.789704 + Penalty 740.396525 = -128912.393178 nChanged 252 SP:Iteration 2F (1179.505231 sec): 3 clusters Score: Raw -129820.398222 + Penalty 740.396525 = -129080.001696 nChanged 204 SP:Iteration 3F (1179.551844 sec): 3 clusters Score: Raw -129953.312600 + Penalty 740.396525 = -129212.916074 nChanged 167 SP:Iteration 4Q (1179.595154 sec): 3 clusters Score: Raw -130059.768897 + Penalty 740.396525 = -129319.372371 nChanged 155 SP:Iteration 5Q (1179.634573 sec): 3 clusters Score: Raw -130134.923269 + Penalty 740.396525 = -129394.526743 nChanged 130 SP:Iteration 6Q (1179.680268 sec): 3 clusters Score: Raw -130214.853046 + Penalty 740.396525 = -129474.456520 nChanged 125 SP:Iteration 7Q (1179.724501 sec): 3 clusters Score: Raw -130275.790010 + Penalty 740.396525 = -129535.393484 nChanged 113 SP:Iteration 8Q (1179.775460 sec): 3 clusters Score: Raw -130323.145458 + Penalty 740.396525 = -129582.748933 nChanged 75 SP:Iteration 9Q (1179.817057 sec): 3 clusters Score: Raw -130366.841069 + Penalty 740.396525 = -129626.444544 nChanged 83 SP:Iteration 10Q (1179.858941 sec): 3 clusters Score: Raw -130416.467332 + Penalty 740.396525 = -129676.070807 nChanged 79 SP:Iteration 11Q (1179.912154 sec): 3 clusters Score: Raw -130449.631180 + Penalty 740.396525 = -129709.234654 nChanged 75 SP:Iteration 12Q (1179.957731 sec): 3 clusters Score: Raw -130482.726785 + Penalty 740.396525 = -129742.330259 nChanged 57 SP:Iteration 13Q (1180.002563 sec): 3 clusters Score: Raw -130503.119460 + Penalty 740.396525 = -129762.722935 nChanged 51 SP:Iteration 14Q (1180.039623 sec): 3 clusters Score: Raw -130527.452595 + Penalty 740.396525 = -129787.056069 nChanged 42 SP:Iteration 15Q (1180.089164 sec): 3 clusters Score: Raw -130545.463184 + Penalty 740.396525 = -129805.066659 nChanged 34 SP:Iteration 16Q (1180.132886 sec): 3 clusters Score: Raw -130568.678063 + Penalty 740.396525 = -129828.281538 nChanged 47 SP:Iteration 17Q (1180.175979 sec): 3 clusters Score: Raw -130605.311121 + Penalty 740.396525 = -129864.914595 nChanged 44 SP:Iteration 18Q (1180.217592 sec): 3 clusters Score: Raw -130644.752736 + Penalty 740.396525 = -129904.356210 nChanged 46 SP:Iteration 19Q (1180.269093 sec): 3 clusters Score: Raw -130689.286384 + Penalty 740.396525 = -129948.889858 nChanged 41 SP:Iteration 20F (1180.328146 sec): 3 clusters Score: Raw -130722.564526 + Penalty 740.396525 = -129982.168001 nChanged 33 SP:Iteration 21Q (1180.369654 sec): 3 clusters Score: Raw -130749.858216 + Penalty 740.396525 = -130009.461691 nChanged 34 SP:Iteration 22Q (1180.411474 sec): 3 clusters Score: Raw -130766.563628 + Penalty 740.396525 = -130026.167102 nChanged 17 SP:Iteration 23Q (1180.461798 sec): 3 clusters Score: Raw -130773.574600 + Penalty 740.396525 = -130033.178075 nChanged 16 SP:Iteration 24Q (1180.509767 sec): 3 clusters Score: Raw -130783.014247 + Penalty 740.396525 = -130042.617721 nChanged 12 SP:Iteration 25Q (1180.557406 sec): 3 clusters Score: Raw -130787.162565 + Penalty 740.396525 = -130046.766039 nChanged 12 SP:Iteration 26Q (1180.602662 sec): 3 clusters Score: Raw -130791.418569 + Penalty 740.396525 = -130051.022043 nChanged 6 SP:Iteration 27Q (1180.645694 sec): 3 clusters Score: Raw -130793.434125 + Penalty 740.396525 = -130053.037599 nChanged 7 SP:Iteration 28Q (1180.686331 sec): 3 clusters Score: Raw -130795.987350 + Penalty 740.396525 = -130055.590825 nChanged 2 SP:Iteration 29Q (1180.743906 sec): 3 clusters Score: Raw -130796.572085 + Penalty 740.396525 = -130056.175560 nChanged 3 SP:Iteration 30Q (1180.792277 sec): 3 clusters Score: Raw -130797.460735 + Penalty 740.396525 = -130057.064209 nChanged 5 SP:Iteration 31Q (1180.838765 sec): 3 clusters Score: Raw -130798.913222 + Penalty 740.396525 = -130058.516696 nChanged 1 SP:Iteration 32Q (1180.880494 sec): 3 clusters Score: Raw -130799.085971 + Penalty 740.396525 = -130058.689446 nChanged 0 SP:Iteration 33F (1180.925066 sec): 3 clusters Score: Raw -130799.085971 + Penalty 740.396525 = -130058.689446 nChanged 0 Trying to split cluster 30 (5151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1180.952114 sec): 2 clusters Score: Raw -221089.002949 + Penalty 388.886050 = -220700.116899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1180.998916 sec): 3 clusters Score: Raw -218040.358156 + Penalty 777.772100 = -217262.586056 nChanged 2345 SP:Iteration 1F (1181.043285 sec): 3 clusters Score: Raw -219529.594598 + Penalty 777.772100 = -218751.822498 nChanged 396 SP:Iteration 2F (1181.093123 sec): 3 clusters Score: Raw -219802.123799 + Penalty 777.772100 = -219024.351700 nChanged 401 SP:Iteration 3F (1181.136044 sec): 3 clusters Score: Raw -220093.996074 + Penalty 777.772100 = -219316.223975 nChanged 378 SP:Iteration 4F (1181.191617 sec): 3 clusters Score: Raw -220414.928928 + Penalty 777.772100 = -219637.156828 nChanged 283 SP:Iteration 5F (1181.237913 sec): 3 clusters Score: Raw -220718.068605 + Penalty 777.772100 = -219940.296506 nChanged 195 SP:Iteration 6Q (1181.289367 sec): 3 clusters Score: Raw -220976.887079 + Penalty 777.772100 = -220199.114979 nChanged 127 SP:Iteration 7Q (1181.341272 sec): 3 clusters Score: Raw -221073.284262 + Penalty 777.772100 = -220295.512163 nChanged 74 SP:Iteration 8Q (1181.393986 sec): 3 clusters Score: Raw -221102.567426 + Penalty 777.772100 = -220324.795326 nChanged 39 SP:Iteration 9Q (1181.433425 sec): 3 clusters Score: Raw -221112.919443 + Penalty 777.772100 = -220335.147344 nChanged 28 SP:Iteration 10Q (1181.476591 sec): 3 clusters Score: Raw -221122.271586 + Penalty 777.772100 = -220344.499487 nChanged 33 SP:Iteration 11Q (1181.526322 sec): 3 clusters Score: Raw -221133.486841 + Penalty 777.772100 = -220355.714742 nChanged 33 SP:Iteration 12Q (1181.567469 sec): 3 clusters Score: Raw -221144.164749 + Penalty 777.772100 = -220366.392649 nChanged 22 SP:Iteration 13Q (1181.615085 sec): 3 clusters Score: Raw -221148.995140 + Penalty 777.772100 = -220371.223041 nChanged 12 SP:Iteration 14Q (1181.664385 sec): 3 clusters Score: Raw -221150.912010 + Penalty 777.772100 = -220373.139910 nChanged 6 SP:Iteration 15Q (1181.706454 sec): 3 clusters Score: Raw -221151.982199 + Penalty 777.772100 = -220374.210100 nChanged 10 SP:Iteration 16Q (1181.755795 sec): 3 clusters Score: Raw -221153.766208 + Penalty 777.772100 = -220375.994108 nChanged 9 SP:Iteration 17Q (1181.812748 sec): 3 clusters Score: Raw -221155.291651 + Penalty 777.772100 = -220377.519551 nChanged 5 SP:Iteration 18Q (1181.853027 sec): 3 clusters Score: Raw -221156.109472 + Penalty 777.772100 = -220378.337372 nChanged 3 SP:Iteration 19Q (1181.902514 sec): 3 clusters Score: Raw -221156.366395 + Penalty 777.772100 = -220378.594296 nChanged 2 SP:Iteration 20F (1181.952915 sec): 3 clusters Score: Raw -221156.730389 + Penalty 777.772100 = -220378.958290 nChanged 3 SP:Iteration 21Q (1182.010062 sec): 3 clusters Score: Raw -221157.710004 + Penalty 777.772100 = -220379.937905 nChanged 3 SP:Iteration 22Q (1182.057399 sec): 3 clusters Score: Raw -221158.372867 + Penalty 777.772100 = -220380.600767 nChanged 3 SP:Iteration 23Q (1182.108619 sec): 3 clusters Score: Raw -221158.998343 + Penalty 777.772100 = -220381.226244 nChanged 3 SP:Iteration 24Q (1182.152735 sec): 3 clusters Score: Raw -221159.838618 + Penalty 777.772100 = -220382.066518 nChanged 6 SP:Iteration 25Q (1182.196971 sec): 3 clusters Score: Raw -221160.928416 + Penalty 777.772100 = -220383.156317 nChanged 9 SP:Iteration 26Q (1182.242263 sec): 3 clusters Score: Raw -221162.621008 + Penalty 777.772100 = -220384.848909 nChanged 5 SP:Iteration 27Q (1182.301389 sec): 3 clusters Score: Raw -221163.530285 + Penalty 777.772100 = -220385.758186 nChanged 4 SP:Iteration 28Q (1182.353122 sec): 3 clusters Score: Raw -221164.294858 + Penalty 777.772100 = -220386.522759 nChanged 11 SP:Iteration 29Q (1182.405647 sec): 3 clusters Score: Raw -221166.995848 + Penalty 777.772100 = -220389.223748 nChanged 6 SP:Iteration 30Q (1182.445404 sec): 3 clusters Score: Raw -221168.274397 + Penalty 777.772100 = -220390.502297 nChanged 6 SP:Iteration 31Q (1182.501295 sec): 3 clusters Score: Raw -221169.896611 + Penalty 777.772100 = -220392.124512 nChanged 8 SP:Iteration 32Q (1182.555042 sec): 3 clusters Score: Raw -221171.664331 + Penalty 777.772100 = -220393.892231 nChanged 6 SP:Iteration 33Q (1182.615861 sec): 3 clusters Score: Raw -221172.869839 + Penalty 777.772100 = -220395.097739 nChanged 8 SP:Iteration 34Q (1182.661398 sec): 3 clusters Score: Raw -221174.644734 + Penalty 777.772100 = -220396.872634 nChanged 12 SP:Iteration 35Q (1182.715916 sec): 3 clusters Score: Raw -221176.516821 + Penalty 777.772100 = -220398.744722 nChanged 10 SP:Iteration 36Q (1182.774136 sec): 3 clusters Score: Raw -221178.760285 + Penalty 777.772100 = -220400.988185 nChanged 4 SP:Iteration 37Q (1182.823783 sec): 3 clusters Score: Raw -221179.620828 + Penalty 777.772100 = -220401.848729 nChanged 3 SP:Iteration 38Q (1182.866312 sec): 3 clusters Score: Raw -221179.930457 + Penalty 777.772100 = -220402.158357 nChanged 1 SP:Iteration 39Q (1182.927912 sec): 3 clusters Score: Raw -221180.230506 + Penalty 777.772100 = -220402.458407 nChanged 1 SP:Iteration 40F (1182.976179 sec): 3 clusters Score: Raw -221180.477069 + Penalty 777.772100 = -220402.704969 nChanged 2 SP:Iteration 41Q (1183.023834 sec): 3 clusters Score: Raw -221180.984165 + Penalty 777.772100 = -220403.212066 nChanged 3 SP:Iteration 42Q (1183.065799 sec): 3 clusters Score: Raw -221181.289842 + Penalty 777.772100 = -220403.517742 nChanged 0 SP:Iteration 43F (1183.119918 sec): 3 clusters Score: Raw -221181.289842 + Penalty 777.772100 = -220403.517742 nChanged 0 Time taken for this iteration:654.420782 seconds. 21->31 Clusters: Score -13141677.891670, best is -13141231.516072 THE BEST YET! Main iterations: 246 (time per iteration =2406.754061 ms) Total iterations: 9645 (time per iteration =61.385329 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 30978279792.000000 (time per metric unit =19.112149ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 371739357504.000000 (time per metric unit=1592.679083ps) That took 592.061499 seconds.